Repository: dylewsky/Data_Driven_Science_Python_Demos
Branch: master
Commit: ca8091d23569
Files: 116
Total size: 211.9 MB

Directory structure:
gitextract_1f08lisc/

├── .gitignore
├── CH01/
│   ├── CH01_SEC02.ipynb
│   ├── CH01_SEC03_Rotation.ipynb
│   ├── CH01_SEC04_1_Linear.ipynb
│   ├── CH01_SEC04_2_Cement.ipynb
│   ├── CH01_SEC04_3_Housing.ipynb
│   ├── CH01_SEC05_1_PCAGaussian.ipynb
│   ├── CH01_SEC05_2_OvarianCancer.ipynb
│   ├── CH01_SEC06_1.ipynb
│   ├── CH01_SEC06_2_3_4.ipynb
│   ├── CH01_SEC07_1.ipynb
│   ├── CH01_SEC07_2.ipynb
│   ├── CH01_SEC07_3.ipynb
│   ├── CH01_SEC08_RSVD.ipynb
│   └── CH01_SEC09_Tensor.ipynb
├── CH02/
│   ├── CH02_SEC01_0_InnerProduct.ipynb
│   ├── CH02_SEC01_1_FourierSines.ipynb
│   ├── CH02_SEC01_2_Gibbs.ipynb
│   ├── CH02_SEC01_2_Gibbs_Movie.ipynb
│   ├── CH02_SEC02_1_DFT.ipynb
│   ├── CH02_SEC02_2_Denoise.ipynb
│   ├── CH02_SEC02_3_SpectralDerivative.ipynb
│   ├── CH02_SEC03_1_FFTHeat.ipynb
│   ├── CH02_SEC03_2_FFTWave.ipynb
│   ├── CH02_SEC03_3_FFTBurgers.ipynb
│   ├── CH02_SEC04_1_SpectrogramChirp.ipynb
│   ├── CH02_SEC04_2_SpectrogramBeethoven.ipynb
│   ├── CH02_SEC05_HAAR.ipynb
│   ├── CH02_SEC06_1_2DFFT.ipynb
│   ├── CH02_SEC06_2_Compress.ipynb
│   ├── CH02_SEC06_3_Denoise.ipynb
│   ├── CH02_SEC06_4_Wavelet.ipynb
│   └── CH02_SEC06_5_WaveletCompress.ipynb
├── CH03/
│   ├── CH03_SEC01_Compress.ipynb
│   ├── CH03_SEC03_1_Underdetermined.ipynb
│   ├── CH03_SEC03_2_AudioCS.ipynb
│   ├── CH03_SEC04_Matrices.ipynb
│   ├── CH03_SEC05_1_RobustRegression.ipynb
│   ├── CH03_SEC05_2_LASSO.ipynb
│   ├── CH03_SEC06_SparseRepresentation.ipynb
│   └── CH03_SEC07_RPCA.ipynb
├── CH04/
│   ├── CH04_SEC01_LinearRegression.ipynb
│   ├── CH04_SEC02_1_GradientDescent.ipynb
│   ├── CH04_SEC03_1_OverUnderDetermined.ipynb
│   ├── CH04_SEC04_1_CompareRegression.ipynb
│   ├── CH04_SEC05_0_Fig4p16_Pareto.ipynb
│   ├── CH04_SEC05_1_CrossValidate.ipynb
│   ├── CH04_SEC06_1_kFoldValidation.ipynb
│   ├── CH04_SEC07_1_ModelValidation.ipynb
│   └── CH04_SEC07_2_RegressAIC_BIC.ipynb
├── CH05/
│   ├── CH05_SEC01_1_FischerExtraction.ipynb
│   ├── CH05_SEC02_1_Fig5p7_Fig5p8.ipynb
│   ├── CH05_SEC03_1_Kmeans.ipynb
│   ├── CH05_SEC04_1_Dendrogram.ipynb
│   ├── CH05_SEC05_1_GaussianMixtureModels.ipynb
│   ├── CH05_SEC06_1_LDA_Classify.ipynb
│   ├── CH05_SEC07_1_SVM.ipynb
│   └── CH05_SEC08_1_Trees.ipynb
├── CH06/
│   ├── CH06_SEC01_1_NN.ipynb
│   ├── CH06_SEC04_1_StochasticGradientDescent.ipynb
│   ├── CH06_SEC05_1_DeepCNN.ipynb
│   └── CH06_SEC06_1_NNLorenz.ipynb
├── CH07/
│   ├── CH07_SEC01_SimulateLogistic.ipynb
│   ├── CH07_SEC01_SimulateLorenz.ipynb
│   ├── CH07_SEC02_DMD_Cylinder.ipynb
│   ├── CH07_SEC03_SINDY_Lorenz.ipynb
│   ├── CH07_SEC04_Koopman.ipynb
│   └── CH07_SEC05_HAVOK_Lorenz.ipynb
├── CH08/
│   ├── CH08_SEC01_CruiseControl.ipynb
│   ├── CH08_SEC07_1_LQR.ipynb
│   ├── CH08_SEC07_2_KalmanFilter.ipynb
│   ├── CH08_SEC07_2b_Obsv.ipynb
│   ├── CH08_SEC08_1_TransferFunction.ipynb
│   ├── CH08_SEC08_2_SandT.ipynb
│   └── CH08_SEC08_3_PlantInversion.ipynb
├── CH09/
│   ├── CH09_SEC02_1_GramianPlot.ipynb
│   ├── CH09_SEC02_2_BalancedTruncation.ipynb
│   ├── CH09_SEC03_ERA_OKID.ipynb
│   └── CH09_SEC03_Fig9p5.ipynb
├── CH10/
│   ├── CH10_SEC03_ESCfixed.ipynb
│   └── CH10_SEC03_ESCsinusoidal.ipynb
├── CH11/
│   ├── CH11_SEC01_1_Fig11p1.ipynb
│   ├── CH11_SEC02_1_HarmonicOscillator.ipynb
│   ├── CH11_SEC03_1_NonlinearSchrodinger.ipynb
│   └── CH11_SEC05_1_Invariance.ipynb
├── CH12/
│   ├── CH12_SEC01_1_GAPPY.ipynb
│   ├── CH12_SEC02_1_GAPPY.ipynb
│   ├── CH12_SEC03_1_GAPPY_ConditionNumber.ipynb
│   ├── CH12_SEC04_1_GAPPY_Variance.ipynb
│   ├── CH12_SEC06_1_DEIM.ipynb
│   └── CH12_SEC06_2_DEIM.ipynb
├── DATA/
│   ├── CC2.mat
│   ├── VORTALL.mat
│   ├── allFaces.mat
│   ├── beethoven_40sec.mat
│   ├── burgers.mat
│   ├── catData.mat
│   ├── catData_w.mat
│   ├── census1994.csv
│   ├── colors2.mat
│   ├── coolcolors.mat
│   ├── coolcolorsBW.mat
│   ├── dogData.mat
│   ├── dogData_w.mat
│   ├── fisheriris.mat
│   ├── hald_heat.csv
│   ├── hald_ingredients.csv
│   ├── housing.data
│   ├── lettersTestSet.mat
│   ├── lettersTrainSet.mat
│   ├── ovariancancer_grp.csv
│   ├── ovariancancer_obs.csv
│   ├── testSys.mat
│   ├── testSys_ABCD.mat
│   └── testSys_Fig9p5_ABCD.mat
└── README.md

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
*.doc
*.zip
*.rtf
*.eps
*.pyc
*.mdl
*.slx
*.m
*.doc#

Python_Codebase_Notes.txt
UTILS/*
auxiliary book code files/*
*/.ipynb_checkpoints/*
*/*/.ipynb_checkpoints/*
*/__pycache__/*
*/*/__pycache__/*
*/.DS_Store
*/*/.DS_Store

CH01/dog.jpg
CH01/None0000000.png
CH01/temp.mat
CH02/CH02_SEC04_2_SpectrogramBeethoven/*
CH02/None0000000.png
CH03/CC2.mat
CH03/jelly.jpg
CH03/mustache.jpg
CH05/catData.mat
CH05/catData_w.mat
CH05/dogData.mat
CH05/dogData_w.mat
CH05/census1994.csv
CH06/catData_w.mat
CH06/dogData_w.mat
CH06/CH06_SEC01_1_NN/*
CH06/CH06_SEC06_1_NNLorenz/*
CH06/extra/*
CH08/CH08_SEC07_3_LQG_Simulink/*
CH09/*.mat
CH09/CH09_SEC02_2_BalancedTruncation/*
CH09/CH09_z_extra_BT_ERA_OKID/*
CH10/CH10_SEC02_GA_PID/*
CH10/CH10_SEC03_ESC_Krstic_ex1p3/*
CH10/CH10_SEC03_ESC_Krstic_ex1p3/NEWkrstic_example_1p3_wnoise.slx
CH12/old_extra/*



================================================
FILE: CH01/CH01_SEC02.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.image import imread\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "X = np.mean(A, -1); # Convert RGB to grayscale\n",
    "\n",
    "img = plt.imshow(X)\n",
    "img.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U, S, VT = np.linalg.svd(X,full_matrices=False)\n",
    "S = np.diag(S)\n",
    "\n",
    "j = 0\n",
    "for r in (5, 20, 100):\n",
    "    # Construct approximate image\n",
    "    Xapprox = U[:,:r] @ S[0:r,:r] @ VT[:r,:]\n",
    "    plt.figure(j+1)\n",
    "    j += 1\n",
    "    img = plt.imshow(Xapprox)\n",
    "    img.set_cmap('gray')\n",
    "    plt.axis('off')\n",
    "    plt.title('r = ' + str(r))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## f_ch01_ex02_2\n",
    "\n",
    "plt.figure(1)\n",
    "plt.semilogy(np.diag(S))\n",
    "plt.title('Singular Values')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(2)\n",
    "plt.plot(np.cumsum(np.diag(S))/np.sum(np.diag(S)))\n",
    "plt.title('Singular Values: Cumulative Sum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC03_Rotation.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "theta = np.array([np.pi/15, -np.pi/9, -np.pi/20])\n",
    "Sigma = np.diag([3, 1, 0.5]) # scale x, then y, then z\n",
    "\n",
    "# Rotation about x axis\n",
    "Rx = np.array([[1, 0, 0],\n",
    "               [0, np.cos(theta[0]), -np.sin(theta[0])],\n",
    "               [0, np.sin(theta[0]), np.cos(theta[0])]])\n",
    "\n",
    "# Rotation about y axis\n",
    "Ry = np.array([[np.cos(theta[1]), 0, np.sin(theta[1])],\n",
    "               [0, 1, 0],\n",
    "               [-np.sin(theta[1]), 0, np.cos(theta[1])]])\n",
    "\n",
    "# Rotation about z axis\n",
    "Rz = np.array([[np.cos(theta[2]), -np.sin(theta[2]), 0],\n",
    "               [np.sin(theta[2]), np.cos(theta[2]), 0],\n",
    "               [0, 0, 1]])\n",
    "\n",
    "# Rotate and scale\n",
    "X = Rz @ Ry @ Rx @ Sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot sphere\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(121, projection='3d')\n",
    "u = np.linspace(-np.pi, np.pi, 100)\n",
    "v = np.linspace(0, np.pi, 100)\n",
    "x = np.outer(np.cos(u), np.sin(v))\n",
    "y = np.outer(np.sin(u), np.sin(v))\n",
    "z = np.outer(np.ones(np.size(u)), np.cos(v))\n",
    "\n",
    "# Plot the surface\n",
    "surf1 = ax1.plot_surface(x, y, z, cmap='jet',alpha=0.6,facecolors=plt.cm.jet(z),linewidth=0.5,rcount=30,ccount=30)\n",
    "surf1.set_edgecolor('k')\n",
    "ax1.set_xlim3d(-2, 2)\n",
    "ax1.set_ylim3d(-2, 2)\n",
    "ax1.set_zlim3d(-2, 2)\n",
    "\n",
    "xR = np.zeros_like(x)\n",
    "yR = np.zeros_like(y)\n",
    "zR = np.zeros_like(z)\n",
    "\n",
    "for i in range(x.shape[0]):\n",
    "    for j in range(x.shape[1]):\n",
    "        vec = [x[i,j], y[i,j], z[i,j]]\n",
    "        vecR = X @ vec\n",
    "        xR[i,j] = vecR[0]\n",
    "        yR[i,j] = vecR[1]\n",
    "        zR[i,j] = vecR[2]\n",
    "        \n",
    "ax2 = fig.add_subplot(122, projection='3d')\n",
    "surf2 = ax2.plot_surface(xR, yR, zR, cmap='jet',alpha=0.6,linewidth=0.5,facecolors=plt.cm.jet(z),rcount=30,ccount=30)\n",
    "surf2.set_edgecolor('k')\n",
    "ax2.set_xlim3d(-2, 2)\n",
    "ax2.set_ylim3d(-2, 2)\n",
    "ax2.set_zlim3d(-2, 2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC04_1_Linear.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "x = 3 # True slope\n",
    "a = np.arange(-2,2,0.25)\n",
    "a = a.reshape(-1, 1)\n",
    "b = x*a + np.random.randn(*a.shape) # Add noise\n",
    "\n",
    "plt.plot(a, x*a, color='k', linewidth=2, label='True line') # True relationship\n",
    "plt.plot(a, b, 'x', color='r', MarkerSize = 10, label='Noisy data') # Noisy measurements\n",
    "\n",
    "U, S, VT = np.linalg.svd(a,full_matrices=False)\n",
    "xtilde = VT.T @ np.linalg.inv(np.diag(S)) @ U.T @ b # Least-square fit\n",
    "\n",
    "plt.plot(a,xtilde * a,'--',color='b',linewidth=4, label='Regression line')\n",
    "\n",
    "plt.xlabel('a')\n",
    "plt.ylabel('b')\n",
    "\n",
    "plt.grid(linestyle='--')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Three methods of computing regression\n",
    "\n",
    "xtilde1 = VT.T @ np.linalg.inv(np.diag(S)) @ U.T @ b\n",
    "xtilde2 = np.linalg.pinv(a) @ b\n",
    "\n",
    "# The third method is specific to Matlab:\n",
    "# xtilde3 = regress(b,a)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC04_2_Cement.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Load dataset\n",
    "A = np.loadtxt(os.path.join('..','DATA','hald_ingredients.csv'),delimiter=',')\n",
    "b = np.loadtxt(os.path.join('..','DATA','hald_heat.csv'),delimiter=',')\n",
    "\n",
    "# Solve Ax=b using SVD\n",
    "U, S, VT = np.linalg.svd(A,full_matrices=0)\n",
    "x = VT.T @ np.linalg.inv(np.diag(S)) @ U.T @ b\n",
    "\n",
    "plt.plot(b, color='k', linewidth=2, label='Heat Data') # True relationship\n",
    "plt.plot(A@x, '-o', color='r', linewidth=1.5, markersize=6, label='Regression')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Alternative Methods:\n",
    "\n",
    "# The first alternative is specific to Matlab:\n",
    "# x = regress(b,A)\n",
    "\n",
    "# Alternative 2:\n",
    "x = np.linalg.pinv(A)@b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC04_3_Housing.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8sRnDSiYIqY4hfNu0aZPgmQSSaIuvICSchnB1diKZha91Pm+//TY33nhj0LZILb6JtLAnAvNnJa7OgiDEg6KiIh588EEmTJhAv379/PV0Z82axQ8//MBTTz1FYWGhv//111/PqFGjGDhwIJdddhk7d+7k6aefpnPnzgF14b///ntOO+00hg8fzpFHHkmLFi1YuXIlf/vb3+jSpQunnHJKzN7Dww8/zKBBgzjxxBO57rrrKCws5OWXX/ZfPyK5cZiZmclll13GI488Auhxv82bNw/qN2LECP76178yePBgxo8fT0ZGBm+//TYrV650HX50/fXXc8UVVzBw4EBKS0vZsWMH06dPp0uXLkFC9v777+fDDz9kxIgRXHzxxfTv35/MzEzWrFnDggUL6N+/v2R1FhoFRg3fDh06JHgmgYjwFZo8DSFCnC7YySx8zfFJSil+/PFH235u5m1OGNLURJ+UMxIEoSG47rrraN++PQ899BD33HMPAL1792bu3LkMGzYsoG9paSkbNmzgiSeeYOLEiRxyyCHcfffdpKWlBXj1HHzwwYwZM4Z3332XefPmUV1dTceOHbnqqqu44447/PGwseC0007jrbfe4s4772TKlCkUFhZyySWXcOmll9K/f3+aNWsW0Xhjx471C187N2eAU089lVdeeYV7772XsrIy8vLyGDRoEEuXLg3KRO3E6NGj2bhxI9OmTePmm2/m0EMP5c9//jM1NTVBHlJFRUUsW7aMhx9+mFdeeYV58+aRkZHBQQcdxKmnnsq4ceMieo+CkKy8+uqrAAwZMiTBMwlEhK/Q5EmkCDHHEEUzj3haT63C1yqy09LSXB9fXJ0luZUgCO4YMGBA2HOE0/bhw4czfPhwV8e57bbbuO2224LaDWsx6NmXH3vsMVfj2c3JaZ5XXHFFwHEMBg4cyEcffRTQ9s9//hMgIAbXDYcffrirc+3555/P+eefH9T+yy+/uGrTNI1JkyYxadKkoG12QjYvLy+iGs2CkGp88cUXfPbZZzRv3pzBgwcnejoBSPo4ocmTSBFSX0HoZPH9/vvv6dWrl2MckRvMwtfr9doKX7eYLb5N1dVZYnwFQRCcUUoFxMmCHuP76KOPkpGRwYABAxIzMUEQImLKlCmA7nWRTKWMQCy+gpBQ4VtTU1OveTgJ3/Hjx/PNN98wfPjwqN+feW52wjc9Pd229IUdYvEVi68gCEIoqqur6dy5M6WlpXTv3p1t27bx0ksv8dVXX3HHHXfQrl27RE9REAQXfPKJXr796quvTvBMghHhKzR5Ehnja3UnjhQn4btv376Ix7ISzuIbST1eSW4lMb6CIAihyMzM5Oyzz2b+/Pls3LgRpRTdu3fnySef5Lrrrkv09ARBcMnOnTsBPVt7siHCV2jyJFKExEv4xiLpVbxcnZua6BNXZ0EQhPCkp6czY8aMRE9DEIR64PV62b17NwAFBQUJnk0wEuMrNHniYYG0iruGtvjG4j2JxTc2iKuzIAiCIAhNgd27d6OUoqCgIKJ1YkMhwldo8ojF1x5r/HF9hK9YfMXVWRAEQRCExo3h5uy2DnZDI8JXaPKI8LUnlq7OktxKXJ0FQRAEQWjcGMK3qKgowTOxR4Sv0ORJZHKreGV1TjZXZylnJK7OgiAIgiA0bkT4CkKSk8oWXycRmWzCVyy+InwFQRAEQWjc7NixAxDhKwhJSzxEiNsx3dbBdaKhYnxj6erclC2+1jZBEARBEITGglh8BSHJSWWLbyq6Ojc10ScxvoIgCIIgNAVE+ApCkpPIGN9YCt/169fz66+/BrVHi3VuUs4oOsTVWRAEQRCEpoAIX0FIchIpxGIpfA866CDatm0b1B4tsXR1FouvuDoLgiDEgpKSEgYMGJDoaQiCYIPE+ApCkpPIGN9UyupsjUeWGF93iKuzIAiRsGTJEv/5wvjLz8+nT58+PPbYY/XODSEIghAvVq9eDUCnTp0SPBN7MhI9AUFINA1hfTMfQynlF0DxyurcEHV8JcbXHeLqLAhCNIwcOZKzzjoLpRSbNm1i9uzZTJw4kZUrVzJ9+vRETy9h/O9//5ObiIKQpKxatQqAbt26JXgm9ojwFZo88RAh1ouy+Rher9cvGuOV3KohhG+0Ft+mJvpE+AqCEA19+vRh1KhR/tfXXXcdPXr04JlnnqG8vJzWrVs3+Jw8Hg/V1dXk5uY2+LENsrOzE3ZsQRCcqa2t5aeffgKga9euCZ6NPeLqLDR5GsLV2Sp8DZI5q3O4GF9JbuUOifEVBCEW5OXl0b9/f5RS/PjjjwHbli9fzvDhw2nVqhXZ2dl0796d8vJyW7fof/7zn/Tu3ZucnBw6derEPffcw6JFi9A0jVmzZvn7zZo1C03TWLRoEX/+85/p2rUrOTk5vPzyyxEfd8WKFVx44YV07NiR7Oxs2rVrx+mnn84bb7zh77N//37++Mc/0r17d3JzcykqKqJXr17cdtttAWM5xfjOmzePk046ifz8fPLz8znppJOYP39+UD9j/++++46zzz6b5s2bU1hYyAUXXMCmTZtC/g8EQXBm3bp11NTU0LFjx4TeHAuFWHyFJk8iXJ0Nkln4xjKrc1N2dTaQGF9BSFIqKqCsDNatg06doLwcSksTPStbDMHbsmVLf9uCBQsYPnw4hx56KLfccgstW7Zk2bJl3H333XzxxRe88sor/r4vvfQSI0eOpGvXrkyePJmMjAyeffZZXn/9dcdj3nrrrdTU1HDVVVdRUFBA9+7dIzrutm3bGDhwIADXXHMNnTt3ZuvWrSxfvpyPP/6Ys88+G4AJEyYwY8YMRo8ezc0334zH42HVqlUsXrw47Ocybdo0JkyYQI8ePbjrrrv8In7YsGE89dRTjB8/PqD/+vXrGTBgAMOHD+ehhx7iyy+/5KmnnmL37t288847bv4VgiBYSHY3ZxDhKwgNIsTMQjSWFl+zVdZMsrk6m/dtyhZfcXUWhCSjogLGj4fKSv312rX6a0i4+K2srGTr1q3+GN+///3vfP755xx33HEcdthhgG4lHTNmDP369WPx4sVkZOjLuquvvprevXszceJElixZwoABA6itrWXixIm0bt2aTz75hBYtWgBw7bXXctRRRznOo6qqis8//zzAghPJcT/44AN+/fVXXnrpJS666CLH48ydO5chQ4bw7LPPRvQ57dixg9tvv52uXbvy8ccfU1BQ4H9fxxxzDLfccgsXXXRRQJbZH374IWg+aWlpTJs2je+++44ePXpENAdBEGDlypUASf37EeErNHlS2eJrJ3yVUknn6mzet6mJPrv329Q+A0GIG7/7HXzxRfT7f/QRmDxSAF0Ejx0LTz8d3ZhHHw2PPx79nHxMnjyZyZMnB7SNGDGCJ5980v964cKFbN68mfvuu89fP9PgrLPOYuLEibzzzjsMGDCATz/9lA0bNnD77bf7RS9Afn4+11xzDXfccYftPK699togt8VIjltYWAjAm2++yW9/+1u/MLVSWFjIihUr+OabbzjyyCPDfDqBc9m3bx833nhjwNgFBQXccMMN3HzzzSxatIgLLrjAv61Dhw5BInzgwIFMmzaNH374IakX7oKQrKxYsQKAnj17JngmzojwFZo8iYzxrW85IzvhaydSoyGWWZ2dLN5NASlnJAhJjFX0hmtvQMaPH8+FF15ITU0NX3/9NQ888AC//PILOTk5/j6GhWXMmDGO42zevBmoKzNiuCqbsWszMKzLZiI57mmnncbo0aOZNWsWFRUVHHfccZx55plcfPHFAQvkxx9/nMsuu4xevXpxyCGHcPrpp3Puuedy7rnnhvQwMt7XEUccEbTNENBGwh2DQw45JKhvcXExoLtmC4IQOYbwtfstJgsifIUmT0MIsYa2+CaT8L3pppuYOXNmwPyaEuLqLAhxpL6W1ZIS3b3ZSufOsGRJ/cauJ926dePMM88EYMiQIZx88smcfPLJXHPNNbz44otA3bnkoYce4uijj7Ydp0OHDgF9I8UuSU0kxwV49tlnue2221iwYAHvv/8+jzzyCOXl5Tz++ONcf/31AAwdOpQ1a9awYMECli5dyqJFi/jHP/7BKaecwqJFi8jKyrI9TjTvK9T1S87PghA5SikRvoKQCjS0q3O8Y3y9Xm/Mk1tFG+O7efNm/vrXvwbNrykhwlcQkpjy8sAYX4DcXL09yTjxxBO57LLLmD17NjfeeCMnnniiP4lMXl6eXyQ70aVLF0Cvg2vFri0UkRzX4Mgjj+TII4/k9ttvZ+fOnfTr149JkyYxYcIE/7mxZcuWjBo1ilGjRqGUYtKkSTz44IPMnz+fCy+80HZco2zKihUrOOOMMwK2ffvtt4C9hVcQhNixfv16du/eTXFxMW3atEn0dByRckZCk6ehk1vF2+Lr9Xpj8p6sbtjRWHztSmk0NdEn5YwEIYkpLYXp03ULr6bpj9OnJzyxlRN/+MMfSE9P5+677wZg8ODBtGnThvvvv5/t27cH9a+qqmLPnj0A9O3bl/bt2zNr1ix27Njh77N3717+/ve/RzSPSI67ffv2oBueRUVFdOnShcrKSvbv34/H4wmKFdY0jWOOOcY/hhODBg0iLy+PqVOn+o8JsGfPHqZOnUp+fj6DBg2K6P0JghAZxk2mnj17JnVYl1h8hSZPY7T4GkSSedlKOIuv+cTm9XpDHmskMAXoBFRNmAA1NUm7sIw1EuMrCElOaWnKnI8OPfRQLrnkEioqKnjvvfc45ZRTmD17NsOGDaN79+6MGTOGQw89lJ07d/Ldd9/xr3/9i7lz5zJgwAAyMjJ4+OGHKS0t5fjjj2fs2LFkZGQwa9YsiouLWb16tetzVF5enuvjzp49m8cee8xf+igzM5OlS5fy9ttvc9FFF9GsWTN27txJ+/btOe+88zjmmGNo06YNq1ev5m9/+xstWrTg3HPPdZxLUVERDz74IBMmTKBfv35cccUVgF6H+IcffuCpp57yJ9gSBCE+RO3m3MDl5ET4Ck2ehk5u5WTxjQanGF+DeApf83E8Ho/jsUYCTwN5vtd5W7cmTbmQhkBcnQVBiCVlZWXMmTOHu+++m3fffZfBgwfz3//+l/vvv5/nn3+eLVu20KJFC7p27crEiRMDShVdeumlZGRkcO+99zJ58mTatm3L2LFjOeqooxgxYgTNmjVzPQ+3xx0wYACff/45//73v9m4cSPp6el06dKFhx9+2B/fm5uby+9+9zv+85//sGjRIvbu3esXwr///e8D4oXtuO6662jfvj0PPfQQ99xzDwC9e/dm7ty5DBs2LNKPWBCECIlK+CagnJwIX6HJk0iLb32zOtsJ51hZfMOVM7IK+MzMTNtxplAnev1UVup3+JqY8LW2CYIgWBkwYEDIc8Thhx8edD4+8sgjef75512Nf9FFFwWV8nnkkUcA6NSpk7/tiiuu8FtPnXBz3KOPPjpsbd6srCzuu+++kH0M1qxZY9s+fPhwhg8fHvX+4T53QRCcMTK9H3744e53KisLzK8AcV8fSoyv0ORJ5Rhfu0RR5rZISg5ZicTi62S5VkrRyXYLultLE0BcnQVBSBYOHDgQdC7fu3cvTz75JMXFxfTp0ydBMxMEIZUxbigdeuih7ndyWgfGcX0oFl+hyZPKMb52wtc8TjyFr9P7sPZZB5TYbezkKIkbFeLqLAhCsvDTTz8xZMgQLrnkErp06cLGjRt59tln/fG0TiWDBEEQnKiurmbDhg2kp6fTsWNH9zt26mRfTi6O60MRvkKTJ5Xr+Iaz+MYqxlcpFSRu3Vh8vV4vdxIY4wskbbmQeCCuzoIgJAutW7emf//+VFRU8Ouvv5KRkUGvXr24//77g9yfBUEQ3LDOZ6E9+OCDyciIQFomoJycCF+hydPYLL6xcnWONMbXaX5zfM9f8D3uLS4m/y9/aRLxvSAWX0EQkofi4mLmzJkTvqMgCIJLDDdno1a4a4x14KhR+mPnznHP6iwxvkKTJ5WFr90+yeTqbOxjXma9/OCDTUb0gsT4CoIgCILQeDGEb0lJSeQ7G54mI0bAmjVxXx+K8BViyv79+9m/f3+ipxERDVHOyCm5VX2yOjv1b6g6vm4tvlaamrVTLL6CIAiCIDRW3nzzTQC6desW+c7V1fqjTaUUXjYAACAASURBVHnOeCCuzkLM8Hq95Obmkp2dTVVVVaKn45pUtfg6xSbHytXZOmez8FVKuRK+VrFsHbcpIDG+giAIgiA0RlauXMncuXPJyckJW/7MFkP4HjgQ03k5IRZfIWZUV1ejlBKLb5hjxCq5lZPwNY9TH4tv3++/ZzXgAa594AEGb9sWcAy3WZ3dtDVmxNVZEGKD3DASmjryGxCSDSNnQGlpKe3btw/cWFEBJSWQlqY/VlQED9DAFl8RvkLMsFoEU4VEWnzP3rXLLy7LKyrsTwouxjQTE1fnigpG/d//UYJ+kijcuZPyLVsYaTqG+fh2ll2n9lT6bsQCcXUWhPqTlZWVUp5EghAPqqqqyM7OTvQ0BMHPK6+8AsDFF18cuKGiQs/YvHYtKKU/XnkltGoVKIQNS68IXyHVsGYBThUaQoTYxvhWVPDgjh1+cVm8d69+knApfuPq6lxWRrbFipurFFN8z926OovFV1ydBSEWtGrVil9++YXt27dTU1MjvyGhyaCUoqamhu3bt/PLL79QXFyc6CkJAqCXMfruu+8oKChgwIABgRvLygLLFIEubrdtqxPC48fDq6/q2xrI1VlifIWYYRa+Ho+nXvGlDUnCLL5lZeRaO1ZW6icLF1nt4ip8fTXZrBglxb1er2PCLjNi8RVXZ0GIBYWFhWRnZ7Nlyxa2bdvmeLNNEBojGRkZ5OTk0KlTJ3JychI9HUEAYOnSpQCceuqpZGZmBm50WEcGUFkJjz6qP5fkVkKqccB0tyaVrHoNMVfbGF+nk4KbkwVxjvHt1Em/G2edmukYTnHL4eaYSt+NWCCuzoIQG3Jycjj44IMTPQ1BEAQBWLx4MUCwtRcc15FBbNqkP4qrs5BqiKuz85i2Ft9OnbDFqT3MMYLGpx4W3/Jyqi37VgJ3mo7tRviKxbcOEb6CIAiCIDQGampqeP311wH4zW9+E9yhvBxyg/wag2nTxhgwhrNzRoSvEDOsrs6pQsJifMvL2WftmJurnywiHNOpPRrh+9RTT3HGjBlMP+44f9uOggKuz85mjukYblydxeJr/9mI8BUEQRAEIVVZsmQJ27Zto0ePHhx55JHBHUpLYfr0utfFxZCVFdgnNxfGjNGfSzkjIdUQi6+7Y/g/m9JSrtY0jFsEO5s1008SLuJ7A8axYL7pEE1M6TXXXMPixYu58aOP/G0PTZjAiya3abH4ukdifAVBEARBaEwsWbIEgPPOO895bWNez27dCjNmQPPm+uuiIn3Ne/LJ+mux+Aqphlh83R3DeK6UokIpDJvs42ee6Vr0Wsc0Y/4/xOq9eb3egP+ptZxRJBZflUI3RWKBxPgKgiAIgtCYWL58OQDHH3+8+51KS+Hqq/Xnd96pv5Y6vkKqIhZfd8cwPhvrzYFI5+H0GZuTjMVL+Cqlos/qnEI3RWKBlDMSBEEQBKGxoJTi008/BaBv376R7Wx4DxprQUP4iquzkGqIxdd5TDvhW1tby0hTn5sXLXJdw9c8jpV43IDwejwBY0Vq8dUCG2Myp1RBXJ0FQRAEQWgs/Pzzz2zbto3i4mI62SVkraiAkpI6kWvGyD1jrAXF4iukKqls8R0JrAY8vseRoXdxHMfuOTgkt3rhBZ429Snav18v5u1S/LoRvjGz+NbWBr0/27hlC8YNEHN1t6Zs8RVXZ0EQBEEQUpmvv/4agN69ewff0K+o0Neya9eCea1jrG0NMfzZZ7o4vuIK/XVVVVznbCDCV4gZqSp8W73zDk8DJeg/iBLgaSIXv6Fcf+1EYtYf/0iedZDKSigrc3U8J/EUD1dnZbkTF2lW56zAxpjMKVUQ4SsIgiAIQmNhxYoVAPTs2TN4Y1mZvpa1a4c6i+9rrwXW+a2tjcjrMVpE+AoxI1VdnUumTw8SoHnAlAjHCWUBtbMGa7/8Yj/QunWujteQrs61hiuKj0izOpuFb1O2+FrbBEEQBEEQUglD+B5xxBHBG53WsEa7YfG1c22+884YzC40InyFmJGqFt/sX3+1bbeJWghJKCFoJ4rVQQfZD2QXL2FDQya3slp83QpfsfhKjK8gCIIgCI2Hb7/9FnAQvk5rWKPdsPja8fPP9ZxZeET4CjEjVS2++1u3tm13Z3etI5TF184tuOoPfyDIGSQ3F8rLXR2vQWN8Ldn23Lo6i8VXXJ0FQRAEQWgcVFZW8tVXX6FpGr169QruUF6ur2Xt2sE+4ZWBk0EohojwFWJGqlp8fxo7ln2Wtn1ApA4Xkcb4Vp9/fsAxdubk6MW8XdbydRJPtbW1tnOqD1bhKxZf94irsyAIgiAIjYGPPvqIAwcOcPTRR1NUVBTcobRUX8vatUOdxdfOA+6uu2I3UQdE+AoxI9UsvjfccANnnHEGG04/nasAI4p1E3AVMCfC8dy6OhvPlVK8aerz+Iknuha90PAWX3Pm69bHHce5e/aEPY6dxbepCV8DcXUWBEEQBCGVWbJkCQADBgxw7mS3ljUSVxnCNysruM/QofWamxtE+AoxI9Usvk888QSLFy/mq6++Yg6w0dd+CZGLXgjt6tz900/9orHPiBFQUYHX6w0o8xOpIHT6jM0W31gJ3+PWrg3IfJ2xfj2Pb9vmL//UeuHCkHNsqq7O5s9fXJ0FQRAEQUhlfvjhBwCOOeYY50522ZmvvFJvN1ydLUlTAXj55RjMMDQifIWYkWrC18CYa7HvdbQ/CkeLb0UFv/3nP/2iMWfzZhg/nqxXXw0UvhGKITfCN1b/h+GrVgVlvk6jrvxTj0cesT3RNXWLr1XgivAVBEEQBCFV2bFjBwAtW7Z07nTjjcFtNTVw002hk1vdcUfcSxqJ8BViRqq5Oht4vV5GAs19r18g8hq+xjh2zykrI9Oatr2ykrwpUwIFYYRiyEk8xcPVudjuzpyJ9Opq2/rDYvENju81twuCIAiCIKQKhvBt0aKFc6ft2+3bt20Lndyqqsp2LRlLMuI6utCkSFWLb49PP+V60+t2wNNRjONo8XWoaZa+fn3cLb6xEljbsrJoZUlwFYTN+xSLb6DwlRhfQRAEQRBSFVcW31B8+mno7U51gGNEUll8NU3L1TRttaZpStO0J2y2d9c0bZ6maTs0Tdunadp7mqYNTMRchWBS1eI7YOHCIDfePGBKhOM4xvg61DTzdOgQIHy1JHZ1frVDh6DM10HYvE/Dmv6Cqe3w776LyZxSASfhKxZfIZWQa7MgCIIAYSy+FRVQUuK8c3ExvP566AM41QGOEUklfIE/Aa3sNmia1hX4EDgBeBC4DcgH3tY07cwGm6HgSKpafAt27rRtj/Sn52jxLS/nQGZmYOfcXHbdcUfKWHyXFRRwnem1slguPdnZtvWHSz78kKeBtqa2Ie++G/cYjmRBXJ2FRoJcmwVBEJo4Siln4VtRAePHw9q19jtnZcFf/uLsBg2Qk2O7lowlSSN8NU3rA/wOmOzQ5T6gCBislLpPKTUNOAXYADypiQ9hwklV4bursNC2PVJnC8c6vqWl/Pu88/wvq9q0genTqRw2rF7CtyFjfKmtZb7p5aaHHmKH7ye3G/jmxhtt09cfP29ekDU9s7Y27jEcyYK4OgupjlybBUEQBIC9e/dSW1tLbm4uWdZyRGVlUFnpvPPTT+vrxFAu0rfdFlFZz2hICuGraVo6eljlW8C/bLbnAecBS5RSXxjtSqm9wDPAYcBxDTNbwYlUdXX+zxlnYP2p7gPujHCcUOWMvjnqKP/z/5s9G0pL8Xq99Upu1ZCuzqqmhmzT6z3nnsvdebqknQtsOP102/3yne7sxTmGI1kQV2chlZFrsyAIgmAQ0s053Lruoov0x3PPde7jsJaMJUkhfIGbgR4QkGPIzFFANrDMZttHvke5uCaYVLX4ft2rFxNNr38FriLyWr6Ors4O25RS9Y7xHQn++sCr0bNRx8PVWdXWBghfr9eLkeqqEOf/9x6nrH9xjuFIFkT4CimOXJsFQRAEIIzwdVrXFRXpj8Y6sW/f4D5GOOAZZ+gxwnEMh0u48NU0rQtwD/AnpdQah24dfI/rbbYZbR1jPDUhQlLV4uv1evm36fU43IteJyuvVQja9bMK30gtvkVvvMHT4K8PXIJumun5hd/wUi+BFZDyvbY2sCSRUmi+91EQ4jgfnHVWUFKsA+npcY/hSDYkxldINeTaLAiCIJgJKXzLyyE7O7AtKwuGDNGfG7rAbv1jGGyU0mOEx4+Pm/hNuPAF/oZurHo0RJ9c36NdMdH9lj4BaJo2XtO05ZqmLd+yZUv0sxTCkqoWX6/XG2DNdBuQVlNTw1FHHcXo0aOB0BZfu/hfr9dbL+Hbcdo022zUg5cutT1upATMzcbim+abbyjhu7JPH64Ctpna3jzxxLjHcCQL1s9Fwh2FFEKuzYIgCIKfkKWMSkvhxhsD2yZMgON8Tj/GetRuXWpdQ1ZWxi0XTEKFr6Zpo4DfANcopWpCdDVCMLNttuVY+gSglJqulOqrlOrbunXr6CcrhCWVLb7mL5bbH8Xy5cv55ptveO6554DQMb7xsPhmbd5s2160e7ftcSPFbPG1xvgqpTjed4fuWOCMsWNt7855PB7mAHeb2r7t3DnqOaUa4uospCJybRYEQRCsGDcpi4uL9QajfFFamv64z+fj1769/jhokL4N6gSv2/VPnHLBZITvEh80TctGv5O8ANikadqhvk2GW1Shr20renZI8zYzRpudq5XQgKSyxdfsxuvWJmcV9yFjfB0svvVJblXdpg05NuJ3R/PmsGeP7TwiIUCUezz+uXqAgtdfZ6Tv/60BuVu26K4pEGDNNb4H5hNNpLHMqYyUMxJSDbk2C4IgCHZs9q0527VrV1e+yMjkvHatnrkZdBdn0GN309P158aa2a0+iFMumERafJsBrYGzgVWmvyW+7aN8r8cBX6O7Up1gM05/3+PyOM5VcEEqC99oLL5W4etYzkjfGNSvvsmt1l59NVWWtn3A3OPqcsnU5/8QIFY9Hv9n5AHaTZ0abOKxcU0xPqMA63EKeQPUFylnJKQgcm0WBEEQgjCEb9u2be3LFxk6wCx83Vh8DXFskJsbt1wwCbP4oq/RL7Rpbw1MQy+f8A/gK6XUXk3TXgdGaJrWWyn1JYCmafnoF99VwCcNM23BiVR1dVZK1dviq5QK6eqs2Yji+ro6bxk0iBf/9CcmAwpYi16CKbdLl6BjRYM1uZVZ+OZs2mS/k8U1xfgcMgMbo55TqiGuzkIKItdmQRAEIYhNvrVf27ZtQ7siG8mq3Fp8+/eHDz7Qn3furIveOOWCSZjw9cUNvWpt1zStxPf0R6WUefvvgTOAdzRNewzYjV51piNwtpKVZMJpahbf6uq6fC61tbWhXZ1NItn4bOqb3Mrr9fKZ7/k2wJC7l8eonFGANdpi8T3Qti3ZduLX4ppy+OefsxowR/U2ZVdnEb5CsiPXZkEQBMGOAItvp066e7MdRntWljuL79FH68L30Ufh5ptjPOtAkiGrsyuUUj8AJ6HXBpwEPIx+Z/q3Sqm3Ezk3QefAgQP+56ls8XX7o6iqqnM03r9/f0iLLxbrsPFYH0uo1+vFSCh/wNQeqxsQTuWMPMD6CRMCjgkEu6ZUVHDu669TQqAV/fDVq6OeU6rhFOMrCI0FuTYLgiA0DQJifMvL9XWfHcbac+HCYOFrty5t3lx/rLYrEBBbkk74KqXWKKU0pdT1NttWKqWGKqWKlFK5SqmTlVKLEjFPIZjGYvF1K1EqTbEN1dXVIWN8NZsY3/omt/J6vRgJ5c0itDYeFl/TZ+QFtg0ezD9NYm5fq1YwfXqga0pZGVmm74TBgBUrop5TqiEWX6GxINdmQRCEpk2Aq3Npqb7uC8XUqcGuzub1jyGKDeF7IMikEnOSTvgKqUtjifF1+6OwCl+3Mb6O5YwipM2iRf4yQR2Bkb7n9RG+5v5mi2+aUgGuzkopvjQJ3zeefDI4HsMh/qOgypqSq/EiwlcQBEEQhFSnqqqKPXv2kJWVRVFRkd4YLg5306bQFl9D8Obm6gK5KVp8hdTFYxPHmgrEyuIbKsbXztW5XjG+FRUc/uij+E49ZAJPo4tfs/CN9P9g7m+eWwYEuDp7vd6Ak4etkHNIRb+7WbOI5pTKSDkjQRAEQRBSnZ9//hmADh06uA/f6tAhtMU3P19/zM7W/xrA4hsyuZWmad/XY2wFXK6U+qgeYwgpRMgY1yTG6nIcrcU3K6tulKjKGUXymZWVkW65M5YHTAEm1MPia/6/mU8OGdQJYcPimx5K6AOUl3PgiivIMs0HYMlhhzE0olmlLlLOSBAEQRCEVGfNmjUAdDFVDgmbm2bSpNAWX0P4ZmXpf0lg8T0UPaRvc4R/23z7OkQ9C40Rs2hKJVfneMT4RlPOKCJJ5OBG3Ak4Zd06VqML1B89Hr3IuEucLL7pEODq7PV6A7Iz2wrf0lJePvPMoOaVHTq4nk+qI67OgiAIgiCkOobwvdjjgZISXdCWlITe6eKLU8vi6+NPSqkXIhlU07RWwK/RTUlIVVLZ4ptjeh2txTfXlN0ulKuz12cBrVdyK4c08tuA3337rf/9dAYYP15/4aImmlOMbwYEJLdSSoV3dQaWd+/OqLfeCmxMoe9GfRHhKwiCIAhCqrNmzRpGAlcuWwZGTh+f+7MjmZnuYnyzs5PG4vsjsCeKcWt9+1aG6yg0HsyL+aZm8f3ll19clzPSfMI3KLlVJGKovJza7OyAJmM2OdZjV1ZCWZmrYUO5OmdZ+qWbXjsJOdvvQRMWvoIgCIIgCKnGmjVrmAK21TocCVfHNwEW35DCVynVTSn1eqSDKqV2+vaV+N4mRChX32RGmTIWA64smRBYx/eCCy5g4cKFjvuZ3YKNH7aR3KrGrk84Skv50lJLdz9Q7NTfwTXaSqjkVsZnlE5wciuvw40Ou+9BRO8zxRGLryAIgiAIKUtFBZSU8PycOboXoROGwDUnMM3MDHZ1tovxTSKLb8RompYf6zGF1CCVXZ3N1kyzbS6UQDFbfAGmTp3qvF8Ii++Bup3cT5pgq2tLx544Zli2GxP07NCzTe19qBO+GeiW3PTAHe3Hs7kzqFLouxEVvosEaWm06tuXkYjwFQRBEBKI6bpESUlEuT+EJkxFhR4ut3YtaYTxiLRb22VkRGbxTTbhq2naI2G25wFvheojNF5SKbmVVaRHY/G1Cl9zjG+o5FaaTwzWV/geUVERKD7R52499ajcXCgvdzWm1+tlJHpppDam9mFAT9/zdIKFr3L4f6dbMjpDhNmrUw3TRQKlyFi/nqeBEZbaxSJ8BUEQhAbBcl1i7Vr9tYhfIRxlZXq4XCQY6520NNC00BZfa4xvol2dbbhZ07Sb7TZomtYMWAAcW+9ZCSlJKll8rfHIZovv8eDPipx2yCGOF4dQwjfI1dksfC3JraK9v9Vs69awfRQEup2Ewev1MgW9NJKZLMDIz9wSaLNoUeDJw+H/nWZ3Ekvy70a9sLlI5AG/37sXkFhfQRAEoYGxEy8R5P4QmjDhwuRCrWm8Xt27YMmSutcQaOSZMUN/HDECdu5MPosvcA/wkKZpl5gbNU3LAf4N9AcujNHchBQjVS2+Ho+HbHShC1AKlKD/OLR16xzvjFqFbzOTwAwS/jYW3+K33+ZUoK2v/YidOyN6D5XF9hG9O00nIg3Qtm1zfXfX6/Xi5BRtnCzSgSP/+le/Bdi3o/0+Nq7O1hjfW2+9lbLGcgF2uEh09H0+4uosCIIgNChO4sVl7g+hCRMuTC7cWmbtWvjrX/Xndlmdd+3SHzdtglWrYP366OYZAREJX6XUPcAMYJamaacDaJqWDcwHTgEuVkr9O+azFFKCVLf4HvDFIWRbOzvcGQ0lfMNafCsq6PbggzSjLmZiyJYtEbkefXXJJVhvL+wD+ztwLu/uer1e3FwKM6qrOSlwR9t+ZouvIYHNMb779+/nkUceYcqUKS6OmgI4XCQ2+Fx9RPgKgiAIDYqTeHGZ+0NoutTccw+V1jVlZqZ9ZycMK65dHV8zXq9tmc5YE01yq2uAd4C5mqYdD8wFBgKjlFLzYjk5IbVIVYvviWvWcBE2ZYDM2NwZPWBx47VafJcsWcK9996LUio4xresjHSLS0eWUhG5Hq096STWUycofwWuAoqc3oeLu7ter5c78QnoMDQP3NG2jznG1/i0zJ9Fst8giZjycjC5vIP+Wd5fUJCY+QiCIAhNG5vrEhHk/hCaLs9UVjJOKfYZ4rdFC4h2PWOs91ascO4TSamkKIlY+CqlvMBFwErgA2AQMFop9XKM5yakGKlo8R0JXP3pp+QRJludzZ1Rq7g3x28qpTj99NP5wx/+wFtvvRWY0KmmJiauR16vlz3AKt/r64E5wMZ0a8or5/dgN+YcdAG9JUzfvabnTsmtzK7O/mcOwjfZvzOuKC2F6dP9yRxq27blKuA1X+ZCsfgKgiAIDYpxXTI4+GD9dWlp4uYkpATPPfccc4BNAwfqDeXlsH17dIN5PLpXo6n0ZxAZGdGNHQEhha+maSfa/aFXN7kPqAT+Aay1bBeaIKkkYgzhMQXICWeddrgzWmvJWGy2AJuFzbZt2wKEoVZbGxPXI6Oc0X7fa8P55CG7ZFYu7+4a/7c5wC2mdqtMq83K4r/m7Q6fYYbpM/L3sLiZ2z1PaUpLoWNHADb985/MMW0S4SsIgiA0OKWlkJOjP//2WxG9QjCWklee557jiy++AKCjb02DpoVep44bFyxes30BhF6v7tVoU+0D0A0GhYX1ew8uCGfxfR94z+FvLrq341WmNqO/0ASxxs2mAqFkpgK8Ie6MWt+jWfiahX9OTk5wjG95OZ7swGjiGk2LyPXISfi+YTrphHsPdmManGBqt1rD/3vllaw2NzgIuXDJrRql8AX/52H8JqzZnEX4CoIgCAkhyQ0TQgKwKXmljR/PsKoqDjnkEHKyfLVPjHWqUzbnv/8dzjqr7nXnzjBpkv7c6w3t1XjqqZHHD0dBOJvyVXGfgdBoSEWL7zr0DM52rAC6rFxJXp61uI+OW4vv2rVr8ZoEYFptLZSW8u3XX9P9gQfIRBeWb7ZsyXkR3IVVSpFOXTkk43ShmeY1Ebjnm28ocBmTYf6/hUrPfuZTT/Fk4I62/TJMYlbZ9DWL3WT/ztQHQ/hKOSNBEAQhIRjrErnxKlixKXmVtn8/U4Dbjz227jvj8ehGlJtvhi02AXHp6XDMMfDaa3DxxfDii/Dxx3DPPfq+nTrZJ7Dq3BmOOAK+/DL2781CSIuvUuof0fzFfdZCUpJKFl9jrncC+9MCfwaGbFSEtsyFsviaRfGtt97Kf0wxDSP+9jcoKUGh1wv+P1886HcOAtsJw+Jb7RNTdsI3k8gEpbmvfbEknQz0skamHfVHi6vMURs3Bu2rOcSCJ/t3JhqsFl9xdRYEQRASggjfxo1l/eWvEuLUbsbBEtsJGDFiRN13xkjKarjN22FYh42EasYa2+vVrcVWV2gjFC8rKynr+AomFixYwNChQ9kebaB3IyMVLb5zgMd69qSaOovkRzb97LBafAesX89q9FjWd77/npGmbYNMzzWAtWs54vHHKQJqo7QCGsLXKMNkCN90k4DMDPMe7MY02BaiXwaBJw9lJC2wuMqcvbrOITqcxTec8LV+3qmA8Z7F1VkQBEFIKCJ8Gy826y/Gj4frrrNvt4pfh7jdHfn5XHLJJXXrNkOYhsq+bLgrG8LXSLhqWItPO00Xw5qmW3qNxGvPPAP79jmL8xgRU+GraVpPTdMujeWYyczZZ5/Na6+9RrmkhIeKChb/9BMedCvmEQ3grlAfzMJjUZs2rAI+KdZtnMZ9r3AWX7MQGwlM+uknStB/VAd5PDztawcYZ7N/enU1xdQJXy3Ci5EhfGsswtds8c0I8x7sxjSwq01mjLQFGBa4o62rTJbdsaOI8Z0zZw6ZmZnMnz/fefLJhEOMr7g6C4IgCAlBhG/jxWb9RWWlLirt2q2lM21KXlUDLTIzdZH6yit64/33669//dV5LsY60vBiNFt8Abp1g1at9Ndr1uht48fD7t36cydxHiNibfEdDjwX4zGTnt3GP6up4rvT1LG2ljT0mNlhb7wR1zs29cXqlp0F1PjuSqU59LNiCLVbbrmFKUAzS9889KzRAK0dxkgHPFGKISPG94Bv3obwzTDNoz6uzkbW5irqBK/xmIb+/kw7hi3F5Ld+RhHje+ml+v20UaNGhTxGsmG1+IqrsyAIgpBQktwjT4gCp/WXk0HB2r+0lN0PPOB/uTcnh6ysLNJ27NBvlOzbp2/YtUt/Heo7ZAhto8KIYfE19vF6A5NjOYl2qziPEeLqHAOyDH/2poqdpa+2Nm5f2lhgFb7Z1AlfzaGfFcPiW1JS4pgd2mh3qonroU74RmvxrfXN24iaMOfEq4+rs3Fy+Dd1n4njCcPrhZYt3R0kyqzOI4FvKytDx6kkC4bF1/d5ivAVBEEQEopYfBsvEZTCBALXa74Y4OY33uhvym/bFs2UtyYiDD1gjfE11nhK1bWBs2gPY0yJlrCVgjVNuzOC8U6rx1xSlswGSL+d1DTwlzYWmIWH1+utl8U3JyfHMTu08Qk8B9xq2Vabnc2+6up6uzp7fPO+BbgH2GzqE6nwNfc1PodQsb4GXb74os5NxWls36OTxTeU8B0JPA3kGfsarjCQ1PUIrcJXEARBEBKCCN/GS3m5viYyG6E0zfl/vWdPnfHAt1/AKsUu87IbKir0kkagu0V37AjHHqu/drL4OmV6jlTMuySs8AXuRV+zul25NblfVJO3+DbwlzYW2Fp8fZnmjGzFoWJ8lVJ+oZadnc2dwDOaRq6p/z70rNGgF7g2hK8CtM6d+WLECLo89hge485XlMK3S20tCijytbc39ckgeldn4wfvJnVb38WLQyc7APxVi6Ow+E7B4loNda4wySh8LQsMsfgKgiAICUWEb+OltFQXlKNH6687dw4tXg8c0NdPe/cGFsR/tQAAIABJREFUuxmD7p7sttJGdnZd0iuz+N6xQ3/9pz/pr50svnai3cj0HAfcuDrvBt4FTnDxNz0us0xykkn4fvbZZ5SUlDBvnl1qojhhExSvILCIdZJhZ/E1XIbTHfqZ8ZoseVlZWcwBbmneHEP6rUcvgj3H99o85ruDBsGaNfxy6qmBMb4RXoyMGN9j9+93vCsVC1dns8XXKa9ynos4d6OScDQxvo63UJLYqwDE1VkQBEFIMuT60zi54IK652vW6OI3FGvXwjYHnz6Ppy47czjSTStcu1jdRx/VnztZfEtL9SRcnTsHZnqOk1HDjfD9DDhYKfVxuD/g57jMMslJJuF72WWXsXbtWoYPH95wBy0thcsvDzD1awDPPpu0cZihYnzdWHyN+N6MjAy/q/tL6el859t+DnWi1zwmQLrPMqqUIoP6Z3XOCyEYYyF8DzNtN0d87Dc931dQQDiM8bQoLL6O8jZZvQocYnzrNsvCQxAEQWhAxOKbOripvWvFGpNrY5QKwCxYrXTuDMNMtTtCieCqqtDz2rhRf3Sy+IKuI9asqcv0HEdPPrfCt6umac1d9NVw7xLdaEgm4RsuQVDcWLAg+B8fx6xssUR5PGSiW3y9BPr/OwkU43NOT08nw+cifeDAAb8YtJ5qzKeXNJ/wNYSr13cCiPSHY+y/L8TJKxauzleatpvf1wrT8+WnnoonVEFzE9EI3zvRXccDiKMrTKxwsvgKgiAIQkKQrM7JjVNN3nDi1yx8KyrssyWbCaUXysuhVy/9eVkZHHqoc99wN1I6dNAfnSy+DYwb4fsMcDXu4oGfALrVa0YpSLyTW3m9Xj744AMqQ32BfSRsYZ1iCa4Ckjj5rLeeCIRvbW0tI4H/VVdz7rBhrAaGV1X5ha81HtX8Qzvuv/9FpaXxm/HjyYR6xfhmAJ8VFuJ0GYuFxdfpto65/acePfj82msd52E5iP+pW1fnOeiu437i7AoTM8TVWRAEQUgm5PqT3ERb3secZ8UQztFSWgq+tTHp6bB/f+j+TuTmwh136M+NNZ6dxbcBCXtkpdR3Sql/KKV2uOi7Uyn1Y2ymltzUmL5g8Rab06ZN4+STT3blvpww4evkcpqkrqhOwlfhTvimvfgiTwOdlEJTihLg716vP8HU8+ililajZyQ222RzDhxAU4rm27eTDnQ2vkuRxvj6ROOaFi0C4nCN0kke6id8w32TAgSx18vW3/zGMQYYTFmdoyxnZHYdj7crTKwwLL5n79oFJSU8+PDDrAZ6fPZZYicmCIIgNE1E+CY30RqSzBZfF4aykChVJ3wzMqITvoaB4vzz9de3364L3n/9S0+qlSCkjm8U1NbWcsYZZ/hfx9u9+PnnnwfgnXfeietx6kV5OUE5fZPYFdUsBtN9P25vRgZe3MX4Nvvzn4OsunnUxcO2Qf9xlaCX4TnJYR4a0NcXHxFpjK/hpqJlZLDL1Gxkj65CF77RujqHOzkcErgjWVlZhIgYCehr0PKtt1iNLtK7DRqUtDHhEWOKpRoJ3LNhA6xdi4b+nRjyr381nvcqCIIgpA4ifJMbJ4NRy5ah436jrbtrR21tnSv011/D5s2h+5vJzYXnn68zUBjJdrdv1797lZWwZUvC1kAxEb6apuVomuZqzdsYWLZsGe+9957/tZHoKF5EIqwTZvEtLeU9X6yrArbm5SW1K6pZ0Gb4hFhtRkaAxTeU8E1bv9623c4tOA84P8Rc8g132JAzDkb5vndaRkbATQfD8b4S/b3U19XZiQAHf6+XHJfC97A9e/QnFRV0vf9+SnzHytq40V0cSwqhvF6mAM0s/4PMmpqUiH8XBEEQGhkifJOb8nKw5kzJzNRr74aK+42l8J09u074zpsXPi48VEbm++4L7q9UwtZAroWvpmm9NE0bYmnL0zTtFfSSR3s0TXtK07TkyfQUJ3ItWdLibfEdtGWL3yoWLrtbIpPn/ORLsrQBuOX885NW9IKDxdcX4+umnJHHCNZ3SXGIbXuijPE1TkppPsFuYPwA9xEbV+dqdzuSEea7Z2w9Y/t2f+KF9GrL6CmSEC0spqzOqVqKSRAEQWiESHKr5Ka0NHAd1LkzFBQEC1vreskc4xsqm7MbbrgBvvkmeFw7srJCZ2R2MBQlag0UicX3SeB6S1s5ujHrZeDf6PlnbonN1JKXHMudmLgK34oK/rBund8qFi67WyKFr3HkZkTmXpsIAiy+vv+fx2LxtfYzs+O224KyDO8jsMSPme2+R7tP5cPmzY2DhZ60FZOrs3nOhiU2Vq7O44A1QMjZeb14w50cjfkZd/rqkxAtVe5YK5V6pZgEQRCExkuqXD+bMoMG6Y99++picvt2+37m9ZJZGE+fDi1aRH/8qip4/313fcOtZTp2jG6/OBGJ8D0WeMt44XNtvhx4Sik1Sil1ETATGBXbKSYfVjEUV1fnsrIgN8lQVrFECt903zxTTfimm4Sv26zOu885hxvN/dBdi1fZ9N0HvO57bo6SME5X//MJ34j/c4bwzcwMsFIbFt9YuTq/AHQBQuYHVArlUvgC+sk6woRoAScrq6U42TBZfO8Eqi2/ywOZmUkb/y4IgiA0YkT4Jj/GGsfwCHSzXjIL39JSePjh+s0hXAIqY27t2oXuN3lycJumJWwNFFL4app2ou/vDHQ9k2e0ARcDhcAqU9tPQGfTfgfF/R0kAKuoi6vFN0KrWEItvibh64lz3HN9MYvBTN//0y6rsxMej4dmptca0Bo43NJvK7obxOe+12bh29sYyyh1E2lWZ99nnOZg8Y2Vq7NRb82ulq5/ZK8XbyTxJZ06QXk5tdnZge02CdGM31dATHG4gulJgvJ6mQM817q1/hrdev7G0KFJHQogCIIgNFJE+CY/hvD1hRBSXg7NmgX2MdZLFRV6GORppwVvrw/h9i/2BfFlhFk1jxwZ+DonR7cCJ2gNFM7ie63vzyiheYap7Xfo67hjTG2nADnANb7XfWM/5cRjFb5xtfimUJkgs+ROTyHha1h8vZmZrrM619bW8nubdmtF55vQy/AYY5oTzBunCq/vrlm0Ft80i8XXnNwqFq7OmVm6Ddmopfurqf+Buh0p/s9/7Me0vK4x7vSVlrLy8sv97fvbtrVNiLbfl0Y/FYWvwTf5+QD879BD6QKs6N079A6CIAiCEA9E+CY/VotvaSk88kjddiOJFNTV7DX/Xysq6lcrNycHevbUn6c7pC3duTP0dgPrPPr10zNUJ4iQn4pS6jKl1GXopUirgLdMbZ8Dq4zXvrbHga1KqdG+tnlxfwcJoEEtvuXlwcmFQpQJSgZXZ4D0WGaXiwO2Mb4Wi28o4evxeGjv4jgn+h6NH5r5doBfYPuSakV6MdJ830Or8M3yHecA9Xd19gJZWXX56uYAY0z999ftSMlzz9mOWQt4DjoI5ftuLm3eXD+JV1TQ7eWX/f1+HDvW9g5glU/kZgU2un1LicX33cr1fa4HMq23RgRBEAShARHhmxgMy6xTOSIzVuELcNZZdc+NJFJlZfY1e8vK6pfE7LbboFUr/bmTxjHC28JZfK3Ct7bW70mYCFzdDlD6yvkD4A5N0y7WNG0sUArMtXQ9Ft2Tr1HToMK3tJQ5eXrFWAX2qcJNJIOrM0BGJPGeCcaw+KqsLNdZnWtra9niYuxx6HeNjDHNPzi/8E1LQxF9Hd+0zMwAV+cbfGOfCbSifq7OVuELvuziPvxC3usle+tW2zEzgaqVK/ni008B+LFZM/2EP348OcYdQ6DHI4/YXghS2eJrfPZ5Rsksn/CN5H8iCIIgCDEjyXOwNEp8a56Q5YjM+NY9AdbU/TbpU9c6ZF9Zu7Z+/+fTTgu/zjJC1cJZfK3ba2rqZ42uJ5Ec+Vb0dfAc4Gn0eN4HLX0uBRbEZmrJS4O6OgOf+RbLL4B9qnATyZDVGZJf+Ob861/+ElFP7tMjV70RZHX2eDy86OI42cAUXApfNxM33TEcP3OmPqZF+Bb4xsoDOgLNX389aBgnrBZfBWRarJRm4ev/L3u9VBfbF22q8o2haRoefALf5i5lenW1bdK29JdeYjV6may6QZNc+BrfG9/naQjfGhG+giAIQiKR60/scGvFtbPMhirfaI3xhWDhG8pinJ7ubKkNhRFHPGgQLFsWuq+xXmyMFl8ApdRX6Ll7hgJDgOOVUjuM7ZqmFQGPAs/EepLJRoNafIF0Y9Hsoq+maYwEVoM7d4oYYnZ1zkzmGN+KClrccYe/RFRr37y7//yz66zOtbW1fG1pc7qUdMJe+Ppdqn3CN+zFyHLHsNCXce+gDRscE3KlAW3/8pfQ45oIZ/HNyMgIcNc2C98fhw+3HXOFbz9N0+os226TtlVU0Pauu+rKeRm89lr4N5MEKBG+giAIQjIh15/YEIkVN9LyjXauzlbhe9NNznPzeKKz+BrHUCq4brA1LtcwcG3YQEjshG+KWHxRSu1QSr2ulHpbKbXfsm2nUuofSqkwn0Dq09AW3zSfsHYjfH+7fTtPAyXgzp0ihqSMxbesjDQbi+GAL790HePb4s03g9wdfrXtqYvHP/metza1+/MZGzG+4XCI5ejxzTeEcjTJ3LTJzehA4Pu1s/imp6c7ujr/2lfPZbcF/T0bJXzWAGlpaaSlpeHFJ3zdJm0rKyPNzr3HSOqQrBifo+/RiPFN3D1OQRAEQUCEb6yIxIobaaJaO+FrXrdWVMC2bc5z69wZFY1RLtR3Y9cu+/Zvvw0/rvl9pIrFV6gjmS2+12/YQJ610fdD/Pzzz3n11VdjPT0/KRPj63CHrXDfPndZnSsqOPSBB7DmpFtOYPIqY4wM6gRPiWmbkZje67P4poW7GDnMu1llZUjhWxOuxpoJu+RWZuFrtfgazzVTHd/r0T/Dd33vp1bT0Hx/fuFbXh6UKr82Kys4aZvT3dAtbiKsE4/f4mvEYxv1fWXhIQiCICQCuf7EhkisuKHKEdkRzuLr5CLtw/PnP/Ofe+8N2SdinLSOXXItK2aX7WS2+GqadpGmaQdHOqimaZm+fVuH7516NLTFNzMC4dvWKZvyunX06dOHCy+8kK+++ip2kzORMlmdHe6weTWNHFy4OpeV6fGoFo4H/mtps97TMgvU84xj+LJJh70YOcy7Ki/P0dVZAbtOOsl1JsFwrs5Wi6/xnVRK+esKG78G4xvg8Z3gDIsvSulx6tOncyAnxz/WiksvDY5fd0h5r5RqUDf+iDFZfEcCg313Zvt8/jkjEeErCIIgJAi5/sQGt1bcigpdqJottmES1fpF7saNdeu30aPrtjsltfIx/W9/45TVq0PPP1aEq/dbUVHnFg2wY0dSW3znoNfmjZQC3769otg36Wloi292BMJ3syUDrx/TD3FtmB9MtKSMq3N5OV7rnTd04V5IYNkcW4HicJevFZYETGGYZDwxYnzDYWMlBVjZp0+AoK5GF7y7fc9b/vvfrjMJhktulZGRYevqrHm9fouvsd0qfAMsvgClpXx/8sn+sTb3cn+60CBubvy1tbV88sknMbmhVbhsGU8DzXyfa/aBAzwN9PraGiEuCIIgCA2AZHWODebyQk7t5jhgM+XlIRPV+i2+X31Vt34ze7qFEY5nLVtWF07nBsMCGy5Dsx29eztvM96/ma1bQ7tpx5lwwlcDummadmIkf+jGr0YbzpYo4etGHE076CD2WRtDuVPEkDTAcHhIauFbWsoWh88jDRfC1+Eu33Yiix0wbJ1GHd+w5Yx8VlKDXYYItriM/Ar8AExHfy/p1hjZEJkEI3V1Nie3MoRvrWWbx3eCDojx9aGZxKVml6l5+3bbebp5L9Hy+9//nn79+jFx4sToB/G9x/Zz5waFHuQBZy5eHP3YgiAIghAtYvGNDQscitiY20PV2bXDyBJ93336a6ebFGH+hxG76vrKpnKKC1tnerouvIuK9NclJc597d5/qASnDYCbdfrdwHsR/r2BO52WkjS0q7MhfMMkDAdgYevWXGVusHGniEfJI6UU6dSJnXt++CGpXVH3nnde+E44CN/ycmqzg++lvYF+son4i+9zdXZVx9f0f5x+zjkA9P7gg4AuHYFc9P+F43/a4aTjJquzbTkjpfzxH0Guzr47iEEWX9BjPYzj2QlfJ1ciMzE+gT7++OMATJ06td5jZToI90KnJBGCIAiCEE9E+MYGNzG+kcQBO1mHo2BDpOt8w5ByzDH6o6WM5f+zd+ZhkhR1+v9EVfU5zH1wz6WAiHLfsIDIIZegIjoW4AqCgrrDggoyKsrSyLquK7ICCx4/xJZjWWFZFrkUvIBFbhGQ4ZiLGYZhGObsq6ri90dmZEZGRWRmVVd3V0G+z9NPV2XlEXlFfN94v0dkveuu8wj5N76RvN+krNVjgCQudUbC70lIkeqr9TDaim+n30mlIb5CCG7Ar/kLXt1fyzqNhpTSqxmrjgGhKyrEu3SMAeJiLNXVcSa3KhZ54tFH2eUHP4iow88CJ1K7q0NNdXw1nOnX5y0YEy85vOzRscTXFedscXU2Y3xtya0olwMS63J1DhRf/YDau2PN3tzTQ+m00yjExYynIcc1oJHxt0OTJ9O+Zk3V8rcmTGByw46SIUOGDBkypERGfBuDmTPtJDWX8/5mzvTylNjcem12i0sdrgPPHHcc2/z619HY2jgoojvet+KPPx7MZLizZkVdtJVbdNzz5LpGFvFotBCr+PrliYbzl76OSgthtBVf5RKblviOBSqVCjtgeaBGwBW1EXCRG/3OxpUzWnzAAVXli7oIMzWnQTDflTa5lYGJNoXURxtetmiAihmzEeP6blN842J8VZeqZ3WucnU2FV/9GNq7EyG+yt3nlFMou2YeE86lGbD8uOOqQg82Avd+4ANj0ZwMGTJkyPBOR0Z8GwNbpmbwJvRVTpV166Bgsd6PPro66WgDvdeOuOIKOOmk9BsoO1ER3+23j/5+3nmekKaLWLbzMuHITcPcuenb1mBk5YzqwGgrvuq1aktBatMQ35FSfDtdP46hL38arMUjuW9NnIhZJMdFfMvlcpVi1wVYNMsqqD3epL6rGN90zU2FIUKldc1++4U/JGQSTFJ8na7OlUpQM84kvhVT8dVjfLV35+Af/cgbAM4+O1IUvmNjVdS6dw2TsiKOJfxzXLPnnpwBDPnv3GBbG2cAT+2009i1LUOGDBkyvHORJbdqDIpF8EOjAHuJnqGhSEgX4Kmd111XnXTUUcUiQA22e65cDt2W00AR385O7zxM5XlcVaHUdMRX5abRr01bG9RQZrPRyIhvHVDkIO8/KCOt+NZCfMcKlUrFTfoa7IraCOiEthePsF5x3nmsi1lPR6WvryppURewEEiaBlF7fE4tqCXGNyXWAOf6z+XExx/3Fn7729UzdgZsya1yRmdudXWuVKpcndV/pTjbiO+EVauC6xG4x199daK7z9ozzkg8l2aArFS4AXjVnxV+YccduYGsnFGGDBkyZBgjZONP4/Cxj4Wfk66rUlGHhqptnE2bvBJGpjqq2/0x+6+SB4aGapvg0LM6t7VVt2+zzaq3SZsBuliMEl0pm7eObwY7lNGqXEBHTfFNse5YKr6vYCF9TeqKqhOPbrx25yxlhVwEJecnJyppL28nsAqP/C7CneRqvf9f3dd6Y3xN6MebBoEiXVAd2DPPJO7D5uqsX4NKpWItZ4SUQSzJlOnTOfHEE4N1lKvzZrffzjSguHFj4Noz47XXqs87xaAsbfHADUJDSKlWxxcg5/9v5ORGhgwZMmTIUDOycahx0Mnl9Onx6778cvU2OjZuhP32i8a/br55+Fm5IRsoC8HPzIW33hrmULG5Y5tQJDaX85TcNMRXKb5pOIVOkkulpq7jm8ECRQ6UC+iIEt/e3qCQ8vGVSmKW5LEivpVKhdXA8/ixsdDUrqg6uenCI3BKkQzWwUGCens59qKLgCiR6cJ7oVYCc9AUXQNdxn+pYnyHgY3Al7Xv1nm4e+9N3I/N1VlfVi6XnTG+qpPd98ADufnmm4Nzkvk89PYy+fzzKRBNfFZv2Ss5hhkBa4FU3iH+d0WAM8U3Q4YMGTKMCbLxp3HQ7f9Pf9oez6qgvEPj1M7f/ha22ir8rtfutST5LLW3cw3wGfOHb30LlLffVVd59nic7a8T37Y2MHPIxBHfNM+TqQ5nim9rQREBpfiOmKuzn9pcxc6OAy8OIIb8mqR2YJQIgpSSHLAcjwz9sKurqV1RTcVXEV/99bUSX/+ejPMV37yF+CqauNRxbBUxG8zBpa3j68CmCRM4g6gLsg3yrbcS92VzddavQalUihzno/7/OcuWBcmtZD4ffQ6lhAULyJkdaZw7c0wHPUALEN8ExTcjvhkyZMiQYUyQjT+Ng67eHnywJ/YkwRYvqyAlvPJK+F0n1prdowSmNYODnChlVegd/f1wzz3e52LRs8cfesh9XJP4plF8ayGvJvHNFN/WwqgpvrbU5glZkg97/XW0V4bB//f/RqRpJiqVSkCUShB9WZsQLldn0wGliqDEpJvvwlP21D6SqJkivqJQSO/qbBmwfjN/Pud/9atcltCRbEjRSZmuzjbF9wRtfXXE/Z95hi1feMFb5s8CBi1NKFZudY//7GeDrxsN954NMKI14BpJSpXiq6585uqcIUOGDBnGFNk41DjoxLdSSSf2dHXB1KnDOqzw/6bjhbZZ4Qs0AUGNS0b1/PPe//PPt8cg24hvLTDtz1ZTfIUQXUKIQ4QQnxBCzGh0o5odo6b41lL4GqC3l68uXMhsbdFm//iP0Ns74gqTlDIgfWUg1+RZA22uznmLy3HVdYshcEcBe+J1RBDWsXWhKsY3zT2yPWv5PLvcdBNdCdvfl+KeJCm+5XKZr1u2K1QqbP/oo4Dv2kxIfGWl4kxwVsrneRGLe/xllwXr3PWpT0W22QjIuLq+DcS9997LG2+8Uf8ODMU3c3XOkCFDhgxjiia3z1oKushjXtdJk7z/ZmyuEHD55Q1rglPyUGKI+h+XjEqFna1e7RFm09YdLvFtZcVXCHEm8CrwG+CXwPv85TOEEBuFEKc1tonNB5P4jpji68qG7Fq+YAGdxosn+vpgwYJIG81yTDVB1VfVa48RKr4yl6NMtFZrM6JuxTcmQ7XAS3D1XmAeoeJrUhzl8Bsovm1t6WN8LUqnKBRiCbnaYmGK3duIr6n4buPYttMvOySNDk5KCT09SDPBQnc3b06cyGt4WbX/fPDBoXu8NttYMMoZbQBrrMtI4IgjjuC8886re3tV4ilzdc6QIUOGDE2BbPxpHEzFV8fXvub9NybvWbUKTjnFcyk20UhCqO7zL3/p/U9Tfkhtt2xZdFmjiW+rKL5CiI8AVwN/As5Cm2iQUr4O3EcY9ve2henqPGKKr4MsOLMkxyjEOvGtm6j39sJpp0Vrj512WqAo5wCEoERrEV89uVWs4tvbCxs2JO67AFwOHO9/r+Ble67gZXv2u8Igdltayvw4YctmnM/HEnI/jyDtzjVC2FydzRhfV+xyv5/UQRidq5QSikX6r7jCi8+FQNnd1N1NCT9Jlv4eafHAH/7FLyL7exfQ/uqrKc6mMahL8TVifFUsuPKEyIhvhgwZMmQYEzT7+OMQWJrymHHEV9naZkWNSiVSCSNCCru76yO/U6e6FV0VHpmW+ELYNoUPfaj6mtTSzhZWfL8K/E5KeRzwX5bf/4yvAL+dse0f/sArwDPPPccrwJGrV4/MgYpF1n3ve0EyoX6Iz5IcoxA3RPGdP79aaRschPnzqVQq5AkV3/xwjjMKcCW3cmZ19pNaYdxr1/AxDVDzY3n/GCfjZXtWL84H/P/n3H47naSM8XUpvj09lPUU+MCg37FM8L/XSnxtim9vb6/V1bmUy/HC+/xX34jxVdew8slP8ihwfy4XKLuiXKYE1ZMlt9wSnp9xrA5g/KJFozMYMsznWBFe/2sW45shQ4YMGcYUzTwOKVtLF1gSkrqO6THjXJ3V94cfTr8P5eGWtkYueGT58svdLuyLF9e+TxPLl1dfk1qeoxYmvjtjJ7wKK4DNY35vffT2su9PfsJsvIs3G7h4xYoReynXHXccb/qfHxciPnC+pycgOwqVri6PFDVC8XUR/NWrA8W3IkRAfIfqLFUzGpBSBhMKytVZCOHO6uxIauV67c1Xehxwqf/5WP+/UnwnbdrEZGBOGs8BW1KnfB6KRV4499xg0SbgZr+mXL3EV9Xx1Z+XY445hl3++Z+D7+r8H95+e17zU/CbMb6qM87n8wwC7VpnmatUQuKrn/8PfxjbTuFnih4JmGpsXcTXkdU5i/HNkCFDhgxjimYef+pI6jqmx4xTfNX3Wm1uKT277pvfjC7G8xqMHEUvG+oSv4TwOEpaxddFSodzH1rV1Rk/FDLm9y3xbO5UEELsIIToFUI8J4RYK4TYJIR4XgjxfSHElo71bxNCrPHjif8ghDi0xnMYHhYsoGConl0jaIQPDQ0FNUDzSZ1Vsch/bxONwFz9ne9AsUi5XGYe8ArwkRNPbLj7SBDji1dMu8AIuoA3CKp1rjq+oBEUhxu5rXtw3SXVJX3N8lsO2DUNwXK5OgNrjjkmWHQ38KSfNVClVUhDfHVCZqvjC9De2Rl8VlR70YwZCBXP2tYGvb183v/t82vXQm8vuVyOQaBNP4av+A5hEN+VK5MbGxPXPByo96Ts/z94GG7VQVbnLMY3Q4ugJcflDBkypEczjz+1JnUd62OmIb71YHDQGgM8aeJEcsq770tfipYNdYVBKo4SR3zzeY/wzpoFc+e616v3PrSw4vs0cLjtByFEDjgReLSG/W2DR5ZvxeMD5wD3AmcCj+kZo4UQ7wIeBPYDvgt8Bc+b9G4hxGE1nkf9GOWXslQqBcS3QLLB/JcpUyLf1x93HAC5G2/kWjyFWtTrPuJKvz51apDVWQpBhdZQfFXr9ORWzhhfx0xan0YCJV4m57i0S/PAmRwqprJbCJerM5AvFAIyX6Y6yVQjXJ2iqjqIAAAgAElEQVTBu04KQdqpSiWI0X3vCy/AmWcy0f9popRw5pkUbrrJI75623XFV58VnT6dRMTENdeN3t7gPVEeHec+91ztk0SuOr5N7P6fIYOP1huXM2TIkB7NPA4ZNmzi8kag1kSyOnS7xbTPh3OdC4Uq4iuASWvXhnagn1clFZYsiSe+lYr3t2gRbFk1vxmiXrurhRXfHwHHCCEugsCuFf7gdyPwfuCKtDuTUv5GSnmolPJCKeWVUsprpJRfAj6DN/D+vbb6d4BJwJFSyu9IKa8E/g5YDvxIiFGYPujtdd+skTDCqSa+SW7K0rgMav1xPT3VxKpWt4XLL6+egWprg8svDxTfshCUhSBPcyu+OvEFu+Ir0IhvT09VJ1MB/vbe9wbfXwVeBB6HKuUYvJftUghc102kcpWIIb4Fg/gK414dB4kEzpbcynzmdOKr2iykDAaAQx980Oo2JL7+dQbwCLi6rrqrc04/zic/GdtOKYR7dnM4WLCg6j3prFTq9+hQya38r5mrc4ZmR8uNyxkyZKgNb6fxpxGJsCz2XZBINmn/aRRfVzcYlylZSnvWZ7ONOuLslJkz42N8c7nw3FzHNZPrvhOSW0kpb8Cb1b0IeMFf/Gv/84nAJVLKOxrQLj8Sm8kAQohxwIeBB6SUT2rt2QD8GNge2KsBx3VDBb9biOcmGBkjnNqJb8VBfHMud81alOpiEbT4TmbMgJ/9DIrFIMZXd3VuFcUX7Fmdc2gEpVj04ih8DOXzLAFWzJ4dLMv72yzGjZmESa90VICn0nQEMa7OhUIB9XRUgN1V8XIf4yBR5X/PY48Fbr7H4LlJp1V8lWI7cd06677F0qVejC924htRfPcKX2d1T97wz2sD0LfZZukKxdeKlB4db7zxBvfff7+bwCqCm7k6Z3j7oPnG5QwZMtSOZh5/3nRIA7bljUqEZdh3QdwsJO8/TVbnCROw4qijnE2S5TJ/ef75+HabVV/i7PmennjFt1wOz00nvltuGbpAm8l1//hH7/+NNyZPOrSw4ouU8gJgXzz1917gAbwSR/tLKS+qpxFCiE4hxDQhxDZCiCOA//B/utP/vzNeMteHLJurdGkjO8A6khuVgHPHjx8ZIxyPPKpHdTiKb9lPPFSFWpVq/UW99trgvIOszkJQaRHFV2+dSm7lVHwhco9XTZnCMqKle/L+XwVwdT8in6fTsrwCLEnTEVgU30POPx96e8nn8xHF90NmHTaIV/l7eznqttsCN99xwNbAab4792b+7KSV+EoZENe1EydixcyZDAlBO9qEjE98hzCIr1bOSD3R0/Gu701ApZa0/LUgpcvTTjvtxKGHHsoddyTM8xmENytnlKFV0BLjcoYMGWpHM48/tbgdNzIRlm7Dq7jZNPtPk9XZdb3XrXMSwEoux1bXXhvfZlPxdV27qVO989HtJpv6q85NJ7733Re6QOvXqLcXfvzj8HvSpIN5nq2i+CpIKR+RUs6XUh4ppTxCSvkFKWVCvu5YfBav1OlSvLw8k4CTpZR/8H9XrM0mW6plW9t2LIQ4UwjxqBDi0VWrVtXfQsdMSg74zyR3hGGgUa7Ob375yyFJUYirCeyCruJqJEzP6ix94ttqiq+Z1Tmi+Bro7O/3rqdBfHN4pPNCqLreG8GZ3S9VkvneXq/ouYGu1avhzDOZ/OtfB8RXCsFks/SUgmtWcMEC2o17lgNOe/FFLrzwQh591Avf170XA1fnSiU4t/sPO8zpNlTyia9SkXOVCmUs5YwU8fXJtk73B4DcCNbONq9aXy5X9Z68/vrrADzwwAOxuwsUX/97Vs4oHdatW0efNvmRYUwwYuMyNHBszpAhQ20YrXGoHjfknh7oNOQBl63ayJw7tnjcNPtP4+q8YYN9P+vWwfjxVfaSxLOHHFl1QpiKr81lG7wwRYiSXVf88ZIlUeLr4jcLFlSXN42bdGhlxXeEcBte0qyPABcDb+EJPArqTlpqudBvrBOBH5+0p5Ryz+lpEua44JhJWcIwygOlQEnL6tyW4ljSeJiU6rru2GM5Az/pEdjdFtLAQXxVjG9FCMq5XNNndTaJr03xjSO+XQMDbCQaR6uIbwW4ATgDYNYspBAs8r+XHMp7idAd1grl0uMyEDdtYsYPfhAQ34oQrDHq+gZwzQq6JneWLaOnp4cddtjB+25RfIWm+D6/xx5wzTVB2v0luVzwrJmKb94V46tIz+ZedTS9ex0E8iM1qVIscqv/UZUOuGzu3Po9OnxPCIXM1TkZAwMDTJw4kcmTJ491U97pGLFxGRo4NmfIkKE2jEZyq3rdkItF+Pa3w+8TJ7pt1eEkpTKh2xSK0KXZfxri67rea9d6btDXXBMkj10/YUJ8+ZxZs0LCa5Jc5bI9a1a4bMKE8Nrpim/cuaUhvrVOOrRqjK8Q4poUf/+RvKcopJTLpJT3SSlv892lPw38sxBCVX5RwpLNku801hkZOGZSLmRkCV5Jm1GpS/H1X+ZyucwNwHrg1R12qHZbSAt9hsei+EoIXJ1bUfHVEUt8BwfZgF+6x4dydd5uhx044YQT+MjNN8OiRaxYtow5eGR49XnnVT1Hg21trMJeGimAw9VeR2HFipD45nLcYUtJH6fypxxEXMmtRLnMkPq9WGQO3vXYWQsFqHJ19l3Oq4ivOtcZXgJZ3bIeNNdtMJ7y/38HmAPc7cpmHgctq7Pe3Weuzsl47bXXAI8AZxg7tMS4nCFDhtoxGuPPcNyQP/Sh8POpp7pt1bikVLVCt1dVfpQ0+0/j6uzCunUeISwW4d//HYC9161zewAK4dnuisCaii94+1q0CObN877rCbR04ht3bvp6LuJb66RDCyu+n435O137PCxIKZ8GngDO9hct9//b3KbUsvqLbaaBmkkxZqZvYGQV33KNxNecRdGJr9rHsNxEY1ydgxjfXK4lYnyHo/iCp3bm2sMiQUrxLbS3c+utt/Lxj38cCGNjATYefzxccw2DWrKDUqHgrP0bIIXrTnmrrSKuzo8a6vIgxKv8PT0MGrGzZX+5Dp349qvnrVIJShPljQ5OT441lMtVuToHMb6mq3NnJ0yaFLbdxwCQH8F3zoSZ3KsmGMS3qWOrmgTDut4ZRgxNOS5nyJChdozGODQcN2TddnzrLfd6yi5XdsvEiR4ZPOWU2jM867atOqbav3K9njat2oYaTh3f9euDtj//0kuAb+e71FBFKtV+48oZqWuiE0z9s64Om8mr0ii+tU46tKrii+dta/51ATsBP8NLaDGtQW3rAlThrr/g2bv7Wdbb1/9fS/3g+lAswi9+EVnUwQgrvhq5TEN8zRta8dumE18xHNKgK74PPhjEb2xz4IF0Ecb4tkJWZz3P3sHAnIceiijmEeKrYlU0fB444Prrg++K+OYM8qgTX7W/vHYdu/v62BKYGddJJrnudHez/oILgqzOMpejYsyovQzxKn+xyC1HHhl87cNP42psoxPfAf1cy+UgO7YOncioGN+y/1xGFF+1Xm8vXH21l8H6d7/zjqPtb1CtO0rkty4ipmV1jii+matzIjLi29RovnE5Q4YMtaGe8afWeN3huCHrNvX118cfr1iE7bbzPg8MwOrVoWv1Kad4BMvc3nYuum27ww7h8mIR9tjDW/7971fbUGmyOruwdm1AUH91++0AHLz//uSmTq0mih0dIalMQ3zV9vp+TLKp1GEzeVUa4htHnOPao9Aqiq+Usmz5G5BSPiel/CywBrgk7f6EEFs4ln8AeB9+Zki/PML/AIcIIXbR1tsMT2FeCDxSy7nUDU3hA6/cSzMpvuYNVYqvIud5Gqj43nhjEL/Rtnw5E4BZQ0MtofhOuesu9O63G9jvpz9lujYgBFmd9VgVDQLoWr8++K5cnU3iG3EN9l198kZZohzeA++Ew9VeAuVttoFrrmHopJMirs4m8W2v2roaf1YDCPAYsNrSOennM+Sfq6hUyJXLlIlXfEu5nBcH7T9HedPVWV1rdV19V6nZwOvAPDT115W8q8FopOIrMlfnRIxkf5ohGS05LmfIkCE9zAn9JDKbJl7X3NfRR9fvhnznndHvSfHB6nzMco9qub6961y+8pXodvo2SoDq66s+z7vvDreLI76umr2FAitXruRPj3hd5be//nVy3d2w//5BqBcA55wTkkp1HJurs7ZfoD6CqZPduAoaLuJsQwsrvkm4E6+eb1pcJYR4WAhxqRDic0KI+UKIn+NlkFwPnKet+zVgLXCPEOICIcTZwB/wXKq+JEfLkjRmP8bjGbEjpVIo4lsipauzgYrh6txGA4mv0RYB7DUwEBDfZlZ8Z159dVUcRWFwED0qNlB8U8TXgnd/8kTjfk0MDAw4XX1i5u7C2TXf9VdhCtD//PNQLEbKGUkhkEaHlYb46vesHawu2DrxDc5VysDVWf3e7k8S6Yp3yf+t7Cev0uv45ioV57UWeFl1fobnXgKMOPFV3XLcu23GhQfQlN0suVVtyBTfMUfrjcsZMmRID3NCPyn5VFK8rm1f110Hn/pUuH4tCVWvvrp6WVx8cJpuRm3vOpdf/tK9jSLUf/hD9Xl+//vh+nHEt7OzOls1sPLNN9liiy0C223qxIme4r399p64pKB54wX7rdXVOS3SKL61olUV3xSYjMcF0+IGYDVwCnA5cBmwN169wJ2llE+qFaWULwIH4M02XwB8Dy/M8kNSyrsZLRgPwYvAK0DFcIFuFBTxHcAjrUkqqjBePN3VWd3sYSUGSiAbHVIy2a893MyKb4dfjsaE3i0FxLeG1PgF7MR3wYIFHHnkkey+++5OV5/E4i3FIpx/fmRRGejyZ/0KhUJIfHO5SIbvQdIR30Ht/rbjua6b0Ilv3j9XUakgDFfn+++/n9122y1S61YRX+nPoCrFdwif+CZc6w4gGDbf977aC9WngBpC1ZnH2e6Jdr3p6pyRukRkiu+Yo/XG5QwZMqSHa5LZRS6T4nXnz7fv6667wu+1JFR12GfOdqSdX1uyxL0P17izZElIfO+4o/o89SSMccR3cNBqPy9Z7qVKKChSXCp5f4VC1MNUJ45qv3GKr1pfJ5i6vRSn8I8G8W11xVcIsZkQ4gTgH4HH024npbxZSnmMlHJbKWWnlLJLSvkeKeWXpJRVT6fvUn28lHKSlLJbSnmglPK+RpxDahgPQQ7PDTN/1lkjYoQr4tuPX84oiUzGEF/12OUbpfhaIIDZmzYxneZWfAd0FxINuqNMQHxrSI3fBuQtriGXXHIJd911l+cG3NNDxZj5qwB/Tdj3unXrGDJqm7Z1dAREM6L45nKRUksbaZziq6ucyq175po17PXCC2wOnPrNb0JvL/vvvz+PP/44e++9d7C+Ir6V/n7wS2ApxTdfqaS61kH3uWxZuvIINUKd8454k1pPPP107YkyHFmdM8U3GbGKbz11ITPUhJYclzNkyJAecRP6tuVx8bq9vV5crQ2v1pnbzlXeLMk+cJVwVJDSrTS6lk+ZAq+84n2OS7QF1cRXt7XXr7cmuyoB8+fP53bl3j005BFbk/gqu7K3N7QvDjzQPQaq9RXhVKq8QpzCr2xHIaoJa71oVcVXCDEkhBg0//Bcnf4Lj/ecF7+XFodj9kOkTdNeI3TFF8KYXScMg1rP6qzoWCrF12VgpiCzeWBbmlvxXXTmmZhdUKm9nYXa94D4uoqCW9BGqII6USyy4uKLgzq36yZPZglhilQbBn/2M96cOJHCxRdHlndo7SoUCpHkVnltEJgATASvI5s2zdlZVhHfJMXX71z3fPVVOkslBDD+zTedHWpE8fWfD0V8x/X3M/jmm8kZrnWM0HsHcDTepFYO0tcgNKDKfClkxDcZTuJbb13IDBkyZMgQIm5C37a8p6eaVKp43bjxd2tbwncHdJuzz+H/tmGDvb9X4+k//EO4zKUo2uzf7m746Eerl7e1eYQ1rReSOXa9+GJ1Gw3sIQQ/2Guv0F7TFV/dlsznq8lr3OS/qfjWovCr4zZK7dXbodBCiu9Nlr8bgSuALwFzpJT/19AWNhviHoQaXGLTQsXoKuJbSYprNF48qchFqZSe+MYZmNrx40z3dppb8V11+OGROhvrgT+feSYrtFmpILlVsQhXXlm1jwowMHlyZFk70RJHLmw64YSgzu3PL76YNcTU8e3tpXD22cy2rKMTX13xJZerKrUUbLt6NZx2mrWzrHJ1tjRn5h//GHx+6LXXkEDB7NQdHWpE8dWI71bApP5+2tevD12MLce2YgTeO/AmMSKwnJMzxlf9rrs65/NVoQgZquEkvsOpC5khQ4YMGTyoCX3TVdaVfKpYhHPPDb/r8bpG0s8IvvrVdO0xbU6V3NIcX1evthM9XQFV2/zrv6Y7tjqXL3+5evmECcm5RPQJAXPsevjhxMO3S+md029+4y1QxDefr1Z8axkDzRjfWhR+Uy1uBFpV8ZVSniylPMX4O1VKeY6U8kop5dqRamjTII7U1OASmxam4ptIfA0CUvLXj7g6JxHfuJfLJ7P9xBA1vJjNZlZ8pZSs177fACw76KAI2YqUMzqxOmfbx4C/ffvbVcsTFV+imY/z+TySmOu5YAE5M1uhj3Zt4Mrn8xHFN5aADw5aO0tT8a1Cby+7a4kntol7liwdatk/b2kQ312p7owEXgyz9P+cRxqB986JGkl2pJxRe3sQ45spvm7oMb6R6zScupAZMmTIkMGDmtC/RCvCkpR86rDDvP+HHBLG6/b2upW7qVPhuOPStceVQNQ2TsZNdur28VFHpTu2Ohd928su85a/+Wb8trNmwVlnhd9rLWeksGkTXHWV9zkuxreWMdBUfGtR+HVX50bh7Rbj+46Cg9RU2trSpWmvEUrxVdmGdzjhhHjXvpgY39SKb9zL5XcOG2I2LwvBKppb8TVdUEt46p2T+FpIfD/VpXsACjUS31wuRwVNYTYRY9h3jRtXtR/wklLlk+JdLPs1iW9VcqsFCyjoyRyIIeyWDjVQfA1X53FVa4b7PmC//cgB39lxRzaaK6Qtj9AopCXZthjftrZItucMdugTZhH1dzh1ITNkyJAhgwc1/hx9dLgsKfmUjagsWOBOLHX55Va7yYpaJy/N9VUbhobCz7VWfdDtVbVtmrHl8svDz8Px6HrttbAdrhjfWsZAU/G1hezZ7KfeXviXf/E+q/JNjUCrKL5CiK3q+Rutxo8JXDG+I3S4mY97ucLU49++cmVsXJswOiEb8c0nvZyul0tKuOgigIhaqmN9LsdLU6awieZXfPV7VsYjvjrRixBfC4kfAAoW4ptP4eqsE19FuCPH8/G1r32NNePdidK7jY5MbV2GZOJruc+mq3MVHANU1dDnIKRK8cUgvq6JlCWEz9HhP/sZT33hC6xUP26xRfryCHUg7TnF70RaFd8Mbuj9RuR96OmpHjxHe+IjQ4YMGVodahwaro0WR1iLxfT7r3Xy0rW+bqfpE/SmS7elrFCEKKttXe7gCso1W+GJJ9JnmDax5Zbe/6Eht+Kblryq9SGcsFAlMWfN8pbZFH7lcq6SeCk37EaQ3xZSfJcBS+v4e/vCRXyHhkYk1mz33/62eqHp6qElBTj3b3+LrCotWZ0L5XL8y9nTg3SlSfdfiOARNjIY/2LGDN6YOLHp6/iaxLcexXcAmPTnP1ctr9XVOZfLBa7OuqEvpeSyyy7jC+vWVWWBVnAR34oQFOIIeHu7tbOsUnzNFRwDzqAQgVvyxmnTnITUFeP7INVEswxcSEiECoUCKz7wAYLKgDffPGKkF4jGGk+dWhfJlgbxHY3kVlJK/vSnP/FmkptWk8Kp+BaLsPvu3mfXwJ0hQ4YMGeKhxp96SsfpY5eLgKqszGltQBvBBNjKoqN1d3tKtZ58dd067zedvOqff/CD8POsWfCtb1XvV2/rk096+z3llGgMb2enN+a48L//G1F9TY8556jf3Q3nnRdtty3GNw151deH6P0qFj1lv1KxK/yuMMf5810tT49WUXyBS+v8e/tilJNbjVMvtOtYRlKAyUZHU7Ekt/IXuA9aLPJnPXOcBUExIDNrnxDIfJ48za/4mq7OioAqJBHfQ4Dp119ftXzcokWJx7cpvibxVST0BuBlR5IIk/gqlIE27Vldg9bpTpkCP/2ptbNMdHXu6aFkKMkSeHr6dKQQXAb8zxVXOMlIWXXGg4MR4vsc0TrGpXyeF/DOfcCffS0UCrS1tRG0cIQmVnY1vgvwBtb584OBdl7STtR91GN829pGhfjeddddHHjggbz//e8fsWOMJJzEF2DiRO//TTfVVhcSslJIGTJkyADh+FSLjWZT6FwVL+bNq23/xSLo+VKmTPH+77yzl2BKYdo0+PSn4brroslXV63yfv/Tn8J1deJ7wgnR433ta9Vt0Ne/++5w/3oJo333jR9z+voikwl/0YWMtjbEWWd5ZFVHV5dHXlVWaZXPxVXHN4m8muvX4mXm4jCrVw9/vGwixbe64KgGKeXXR6shLYM44jsCsWYbxo9n/HqLY7E6lispgA+bqzPgkYaYc1nxgQ9EYxcMBNTHyOhX8et+FWgtxVe5OuvleyJE1NKBfwHIWeJIxj3ySOLx0xBfnQAs32033m3ZT5zi2651mocD2+ERSc4/33tuTjnFe456eoLOczApLqZY5K9PP83E736XmcDrHR1MHBjgrc5OClLyBvDumEyAtnJGZTzyq1PBN7u7ec1/7jf5z/doEd8jbQuHhsJahYsXc20N+4sovqOQ3Oq++7wSqsuXxxXIal44XZ0hnNmvValQE4Sqr1SZ6iFTjDNkyPD2h96X/sM/eP3e5psPb5+q7zz99Khr8d57e/9rIdYqeRbApZfC5z/vET+93ZWK5+nlsnl1cqbbMrqtYGah7u31zkNfx9VuV5klHdq2b2iLxW67RauDHHUU3HWXlwCsWAxrHruIbyGWrlXDpvgmYeZMd5buBQuGN1a2kOKbwYQruVVn54jEmv2f6kB06D79CSpzxeLqDCQG/ufrnI2RuRy0iOI7XFfnLRz7ztkmKgzYXJ3NGF994mDIUSA+LsZXV3yHgED/O/98Zy1Uc7KiSvEFXj/ssKAU0yf33ZdBYIL/PK0mWufXxL4bvfRUc7/wBfi7vwPCOr76mzV9/Xr2BeYx+sR3Uop1xpHg2uLfx4UvvGAlviMJvcTSnXfeOeLHazRiFV/1btXat2SlkDJkyPBOhk6A3njD+64SKoGnRKZR9UwiVSzCDjtElyn7spZ+WieVarvXXgv7fPCyLDtsIcAd4xvXDjUGpLEnEoivBKSWcDRCVU3ip8LXFEFV/3Xiq/ONWomvOl4txDeOwwzXo7WJFN+6ia8QoksIscU7LrmVdvMGfJfP5cCi4c6GOLBw9mwAlMPzwOTJUZ/+BJVZxim+MYisa8RexJXekUJAoUAe6HeU4GkW6A+/TfFNSm7l0tOk7prjQJXiK0TVNdUJQMnR2Xcasb+64qsT3yOAf3Q1RiMAJvGVls5JJ7YF/17v/vrrAHyXaJ3fCHp7OX2ll5pKAPiK5FXA9kSTaQmgC7gWOGatVyUtn8+PCvF9K3kVAGaSXMf397/73ai7OuttOuaYY3gkhQdCM8FJfHt74YUXvM/nnFOb61VWCilDhgzvZCRNui5ZEk1kZIaG+J5E1t+UWqmgSOdwie8zz6Tf3oRL8TWhxoA0WaCffto7XwcEUdt4a10ESEt81XUoFKLksNaauvUovsWil8/EhuF6tLay4iuEOFEI8SReYt9Xeaclt9Lwf75rxsfwVLCRgCpn9CP/+9Nf+UqUYLtiLNT2rhjfhJc8sm5fX+rZme02bqRz3DgKwOs+GWpGNELxvQSsScAqhx+eeHydPLqSW+kktKQlKpIa2W03Eli5FN9z8IikE37nn+jqbLT98FWrGAe0+YPqDGC3q66yk5IFC+i0dMITgGMdxxoHXDTKMb73plwvDWXKoXWybW2jUsfXJOPPPvvsiB1rJGCt46tcldVvq1fXlm0yK4WUIUOGZsNo5h1I422kJsGN3DEsXgzf+563jqosov9mTsynJb76+c/TMmeo7WLC+BKRlviqMUCt09UVTzJdrsAWzNXJnanYKttRLVf2mhKMzDbUq/jW6mV2+eXpM0fX0x6FVlF8hRDHATcD3cBP8Wz1m4Fb8bjD47zdk1tpGPIf3C7g3/7t31gd54JRJ5RiG5R7MV0tVJY3nwxtMmZRnK7OCaRhq9/9zmhIaKjHPa4fXLOGLdavJ09zxximJb7hCtUd+A3Axh/8AGbNim5nc083YCq+tjq+kVhHLcGC1JJLtblc7w3Fd8ukBvmdfxpXZ534fmbhwqrnoTAwYHchjVHX4gpAbav2axLfBx4YEaPhr8b3Td7BI8s24mWcTiKwAqJ1fBm50mfBMcdwQGkErIrvcF2VaykDkSFDhgwjDRu5bFTpGBvSTrYuXuwlcjT7W0VmFy1KJqRpXJ3N81cJqvTtNtssXZsV9HE6LfFVGaLPOsv73tkJO+0U/j4MZTKnn389rs46RkPxhdoyR9cC8zq2kOL7FeB5YBc8uw/gWinlicDewA7A/zWuec0NRXy7gZtvvplPfepT8RvUAaX4KuIrbDEGxSIceCAAv508OfKT9BWSKlfnBGVvriVbcRq0ScnmL71EgeYnvkmuzknJrQYAPvUpWLSIxy64IFieS9FBmcQX4mN88d19IUp8C0bn6FJ8DUekKDQCUOXqbFldJ77TXDEvNpJbp7qm9lQoFCgUCiHx/clPRsRoMO/eTzo7vUQbCrNmcQZ+ojAH1H2MEF9fnbfVa84QwprcariuymowV8hKIWXIkGEsMdp5B2pR/uJEHD12NmmdOMIZl5hVkb99900+lo4jtdSUejv1dpiEUmWIVnjrrei2w8nLERejWyvxHY0YX4W0maPraY9Cqyi+eJU+rpNS9hGW+MwDSCmfwgvJe8dkCxnyFQSlI9xzzz0NP4ap+IqEuNmc8ZAr4vtbHvUAACAASURBVFxrjG/HG2/E/h6H/KZN5IEVK1bUvY+Rhqn4Sjwyql+9duCwz37Wm5k67riqfQwQksuSft1TzGSlqeOrCMA84NDbbkP7IfhoKr7qpTQV33/CUymrYNSnNV2dk2J8V7vc7G0kt6fHXcfOAaWsgkXxNSdvGmQ0mMRXSAl77eV9OflkWLQolvRGtqWa+OYZXVfnVoNV8W2Eq7I+eDdqMM+QIUOGejDaeQcalVjRKGcYQLd70ii+cef5r//q/deV1zTYbrvqNpjt2H776DYm+ZYSXn45/K5KK9UDPWv2WCm+o5BQMxVaOMY3T5ihW0k9E7Xfn0NLHvt2R8k3+lXs5EgYnFWKr4v4+sfuMMp81JvVecAV4E5IrlyQ48e7XZ2bpJamSXzzQEdHR+TcuoDuVau8jtBPyqRjHg7im6KDMjMfq+RWpuI7D282qVu77zkt3tep+EoZIb43AZ/P5ao7mzfeiBCAWhXfm3fZpep5KHd02F1Ii0XW1zBruREiymoV8bWhAUaD2SkKCN8XI6ba+c7bFF//foy04mu2qdWIsJX4NsJVWTcAai2HlCFDhgyNxGjnHdD7v/e+t/bt1dhteBVakSbGN+48VSZnlcwwLXS71uXqnIZA6usffXRtbdAxfrz7uGZ+GGWfNSrGt15X55GCaYe0kOL7Kl4yU3zVdxWwu/b79jiEpbcjSobia5KQRkCaxDfBzaTDmN1Rrs61Jrd66SMfcf62DFiET4CNh3dICMQHP0gB2LBhA+v1VPSjHdMSA5P4FvCIr95FJL2W1wK5GzxaFjGja5zJqlQqTsX3UrwETzoi7XYQX7OO7xDwS4AZM+CMM5xtGUqh+OpE6pHttmON9tsS4Plzz3WqaT+ZO9d5bBN3EHUnrsrqbEMDjAZzWMxJGbwvv7rjDpYuTZ+/z6X4jiRajeiasLo6F4vwwx+GK02aVLursiN0IEOGDBlGHaOdd0C3DetRMRVRcyUt1fefhvgmJGYFQK8QoYhg3PiWhvimsc900vm+93n/FeHfeuvk7RX083e5Optu2I1SfIfj6jwSMO9bCym+DwJ6+uL/Ac4RQlwohPg68AXg941qXLPDVHxHhPj6L46ij5UNG9wrU018dcW3Flfn1/bYI2wD0dmMN4A5wAH77gvXX8/6KVMCwnXP5pt7hbrxHq6Iu3MT1dI0Y3wV8a3FKWQcBG2v1dXZbIurjm8SjXMltzJjfAfxCXZHR7QuntkWk/ha1jHLGenPxnbAqiOOcO7/j1uF1c6SumPzXijFN2iheZ0bZDRYXZ39WOYlr7/OBVo8txMxMb4j7epsotWIsLOc0fHHh58vuKB2V2XdCFmzxr1ehgwZMow0zLwD22wzsnkH9L60nooIyvZM4zqbxtW5WIQrr4zfj26rbOmn6IwbO3X70hXja46HRklI8vlobK4iolddBcDqX/7Semhps/t0zyKXq7NJjl3Et1ai2GyKr4kWUnyvAv4khFBcbwHwEl5ll4uBxcCXG9e85oap+OZrnZFJAUV8uyZPpgwMJigV7abi6yK+CYqvjOkY1ZZCCCgWufGyy7jJX/bsxInBC5cHNukdURPV0nQqvrW+jH7bp8bFciSgUqlYXZ1LpVJiyZw4xVcnvkH329HhJW+wQEqJMAaqpKzOhUIhQlCHqHbjjhxDr4M9d27gOWCLKDedUatcnd/znvDHBiYrshLfjR69H8R4phMQIb7LlgGwBvj+r341Yp4OrUZ0TVgVX4gaMrXUh1TQ+7TtthvTUIsMGTJkiIxXTzwxsnkHdNswzv5zjd/TpqU/VtpyRieeGP/7hAnhZz3rswsbtWn4wcGQXOnna46PX/lK9Hs+Hx1r+vo8u8lvyyXnn289tLCJEKVSGBPtKmekX6O2NjfxrRX1ljMaKZjX/eKLx2wMron4Sin/T0r5Vd/NGSnlSmBnYE9gN2BnKWX6IlctjkpHByUhRlbx9WeMJk2dSh8wtG6dfUUV42vM7uhZnWspZzTjoYfCXRN1t90HeAU4wk+AVS6XAzJShuCFKxCtydlMtTRdxLdS6+yY3/Zddtc8/utwdQZ7Hd8LqY4d0LsxU/F1ZXUOfu/osLp5XnnllcyZM4eqLRKIb1tbW9CeMmGSMCe03wanT2cOsNvOO3OuZVUb8Y1kdd5iC+//gQc2NFmRlfj6s9053Cp71TYYxPfhh4N9TNu4ccTc/N+WMb4QNUbqidG98cbw8xiHWmTIkCFDBCNUlz5AWsU3n68mXe3ttY2vaRRfsx02+/mgg8LPabJJ6wrx4GBoi+mT1eZ4aO53cDCqkvb3e+qsH6/7jD+OV8HW/nI5dOc27SIViuZydR6ukNbsii+M2RicaKELIWLziUsPj0spn5JS1jEN38Joa2OwUBiVGN8p06fTB5RrdHWut5zRdnfe6fxNALOB8196CXp7KZfLqBsvK5Xghc0TNWKbqZamy9W5li5iEwRtF/q9r8PV2VXH9wa8BE8D2j710kRpFd/g9/Z2K/H9whe+wOLFi6uIbxpXZ/XEDamyTCkVX6Umf3j9er5vWVd/ktvb2xHaOZUg7NDrUf9iYI3x9WeS20hHfBUixNckayPk5t9qRNeEPlnmJL713PNLLqleNkahFhkyZMgQwWgS3zj7b2ioun+VMtw+zfiSVvHV27HPPuFnITyi+X4tV25SPDBEY4J14qsrwaZ98tOfxu9TEV+/prCzsrDN/i+V3MRXrZ/W1blWNHuMr8IYjMFpLPQHhRDPCCHOFUJMH/EWtRBEWxtDhcKoKL6Tp02jD5Ab43OHpU5uldDJdjrcYXV0VSqwYEGE+OYrFXjySQDWArscf3w4m6NiWpT7Sj0JahoIq+LrWtmfnXtTW9Snv8h6p1anq7Orju8NwPNaBkD9zrgUX2n5DdzEN9ifuX6C4rvXwoXM8j+3S8k84hVffYKgLATzgAsXL8bmRKXTRHUu6v8QpJ9VrhFxrs4FiCQNS0LOsr8IRsDN/+2k+DpdnetRfF11xccg1CJDhgwZIthvv5GtdpGW+NowNAQqtlXP6tzVFRBCJmoFXtLU8TV//9Ofws+K+OpjlyopGAf9vAYG7MTXHA+TSncaiu9413ouV2dFfF11eUfK1bkVFF+FUR6D0xDf64FZwPeAZUKI/xJCHCOEGLuUXE2CXD4fUXxHIsZXvRRTZ8zwiK8rvtB/uKtcnV3ljD72sbCDtZQY6tM7sTgsWUKpVAqI73vXroWbbwa8h6tz5cqoK0OxCGef7X3+ylfGjPSars7zgWl77slsG4nq6IDTTwdAT4MwVcrw3PR7X4fiC+46vgAdpVLg4qvf4bjJloYQX8s6ivjOAz5+zz3BNjm8TNfT7r7buX/9OpWBS/EnUCzQqY0imxHiqwaIxx/3BjMhvDikYRoNca7O9Si+sU/DCLj5txrRNbHDY4/xCt7932r//cP7OVzFVyVHMTEGoRYZMmQYRTRJGcVYLF8+vBCMpHPUbcN61OXVq73/+vjy1a+GNXcvvjhcnnZS+j//0768UvGIm25LmeV/ktDbG5L9OMV30qT4/RjE94Ou9WyTCXGKr7Ij9HvR3w8vvuh9Pvnk4T2nzRbjG4dRHoMTLXQp5aeBLfE8Lh8FPgLcDiwVQlwqhNgubvu3M3K5HKWRdnX2lQ3l6uys4+u/dHGuzgeZ2yxeDJ/5DJx2WlWJodfnzEnXwJkzI4rvQWvWVHeqTehOKKWkg5DYCSC3dCkH2JSk3XcP3HCqnG3UuQ2D+LrKGek1dbtLJVZbtnW5OgvsyqRsbw+zM1pQi+J7KdBuDGzjgK1jMjXmC4WA0JaEiM1abbo6Q3i+Q4BUGcP1Z371au95HsaAYd69HERcnfd75ZWAmF14zTWxx4q4Opv9wwi5+be04tvby3H/8z/MxrvuhVdfDY3A4Sq+55xTvWyMQi0yZMgwSmiiMoqpUavNlOYc08b4usaLqVO9/2YCKUX4NtOcgG2uzjbl8V/+xd2O/v5oW37zG/e6NmzcGJ5nnKfk/vvH7+f22+Fvf4M99wTgeNd6tmPoMb7m+G8S395ez35RY9vrr3v2uUKtEzbNpvi6nqsxGINTWehSyg1Syp9IKQ8AdgC+i2djXwA8L4T4nRDiVCFECif8tw9mP/gg09eu5WN4yZ4+4pc8aSSUYrvz0qW8B/jAxo32F8DvaOKSW33CdoChoeqZqk2bmPHSS4A9265CXy4HPT2R5FbjXQZpk7kTSinppLpWr3XqYsWK+IFiyZJhuTpLKalYsjpv8dvfBgRra+0a63fY5eosgKma8voKnkJbSXDTTUN8FZFykdb2lSud+8/lcsEkSRlis1bbFF8hRJjgylVPcHBwWBMt5t2bC8j77we8a3jKb38bELPJ69bFGlER4nvsscHyshChcdPMBthoY8EC2l0TZ8MlvkceGf3ewEzgGTI0HVpB5RwNNFEZxZpQi82U5hzjiO+223r/29rg858PEy8pdHeHGZh18UW3H5OIbz5f/Rzq5S5NvPlmlCwNJwbaVeYIqj2BTG9HZdcvXYoEnL6QtjGpXA497K66Knr+v/crv955p7d8/vxqkqqfc60TNs0e4yvEmI3BNbsrSykXSim/hmf3Hgv8Ci/R78+AFUKIa+K2fzth72uvpVCpBMmeLl21qvGDi99x7Pqf/xkSNdsL4L/MJnHR6/hOreGwXX52vKstv0lgEfBP224LxWLE1Xm9i/TZXBmefHLMBmbT1TkWr74a77Izc2ZDXJ0jMb69vex+1VUBwcoDqgJunKuzGtr22LCBLb/5zWD5bDw3ZPHaa1XHH/QHrnnAfWbbLO1Viq9rWB5S2ZYtyOfzAaEtAxcCA45nxkZ8gZD4xt0TZTTUYfyZrdkfEP771QkUTNehGCMqQny1zN95dZ9HQH1oacU3ruRZI8sZXXppQzOBZ8jQVGhFlVNHI0l7E5VRrAm1uH+mOce4GN9nn4WPfMQrEXjllTBvXvT3//gP2NeS59al+D74oHfffvWrcJntOYyxFSiVaq9d64KfdwaoJr5PPRV+7uqKJdiCarEkgM2OGRjw1GIFdf5nnw0//GF0+WqbT5+BWiZsmk3xNbFs2ZiNwXU/VVLKipTyTinlx/Fs8lvw4r5Pb1TjmhJaB1wwOo8uKRs/i+jPIuUtqmzkWK5U71pyqzfta1jR53di51l+uw+YA9zhJ6nSFd+Hxo2zzxbqrgzKEL/ttjEbmKWU6TM4a1kOqyKs1bkN19XZV3wDLFhQ9XypI+yiLXMpvh9ev56c4RY/Dmh77rmq469du5Z5wE8JybXCNpa4FUV8LwSGjONvBF63uZRq2yrKUsJL3PWz/fdnhSVu1ubqDIS1fOMI3cyZdRt/5vCVKoDBYXhEiO/3vmfftsHqQ0sRXRNxJc+Gq/jqZLnW5C4ZMrQSWlXlhMaT9iYqo5gatbp/TpliX66fY5ziWyh4aq/qF3fYwfuvJs8//nF7rKhOfLUSmIB33x55pHob/Tk86yx7u8FrT6PGMr0EkRku+Pjj4ee+vur3Ji1s96BSsVdzuOaadOWZbEg7YdNsMb7mvdxvvzGbiBvWdIoQYishxAXAg4CqRP3nYbeqWaE65Dg0ehYxzsDTjiUdL9G7ly71d1Pmv9Mes7ub5/bYAwBbOoED/P+lUolSqcTLL78ckJmXOju9GEsfm6ZPd7syjGEssJSSISCV80w+HxjN/4CndleAFe3t4bnpyusnPlHTLLUi4RFX55jnSO8+tv3DH6zrTHY8N0Lv1P2O8a233uJyoom7FHa1DAKK+N4A3HvSSSgH/0G8RAAbPvxhZ9t1xVdd+yd23JHjdwnpvHqSbVmd1echcGc9zOe9TI0nn1yX8VdXirqZM6lUKixatCiyWADBPLmrBjc0tN9oacW3p4dBVyy01sfJetze9G3qNToyZGgFtKrKCY0n7U1URjEVanX/7O2FNWvsvx19dPg5TvFVxFf1kevXe8v8hE4MDdkJ1PXXw0UXeZ+vuCJde8Ejxb29cOih7nW23joqIgwnh44ef2v2/Y0ihuOd+Z6rUc/ErULaCZtmU3wfeyz6fcmSMfNCqZn4CiHahBAnCiH+F1iMl+NmCnA58H4pZWzd35aGrUM20ehZxLgXRDvWGosLK8AHn302qLX7RJrj5XJwzTUsnz3buUoXnltsqVTipJNO4uc//znv9X876/XX4ZZbgnXvvvrq2lwZRmlgVrVz7yIksk5stllAfG/EU7vzwMf32is8t//9X33nNc1SW5NbpXyOdrjuush31cWtcbgPV8aNC7/4ZHLt2rXWckIAHZZlejmjl/bZh3v9z3/BI8NxdXzz+Xyo+KpM5B0dtHeER1JvmMvVOSC+NndXdX5xySwWL3b/Rh3E1zeizjjjDObMmcONN94Y/CTwsgEmooH9RksRXRPFIr84+ODg6+CWW4ZGoGawPKXP0qdFRnwzvFPQiiqnQqNJuyqjqMYlvU9pNsydm+z+abqBz5/vJm933hl+jiN4+bznqacI8fr1XtlJNe4ODtq318fZmGoRVpx5Jvz619XLFWHbfPOoSjgcAtepTesnlS+qBdtsE36upX31VoCpZcKm2RTfu+6qXjZGXiipia8QYlchxA+BFcBNwJHAvcBJwNZSynOllH8dmWY2CRI6XpXsqaHwiW+lw6AgQkRm80oOQ7/Nr7Xb398fddn86Eftdcd23x2KxVhFReDNdpRKJW699VbmEWa6ExDpWLbykwKlxigNzCrG9694RHZ5XEdUKARGs061Im7GKqW/jpQvtZSyuo5vTw9DKerFdq5aFd2X//+O8eORRvr/jcAmvRaev/+1NQ5YOrEtFAooxyH1xMSV9Yq4OuvEVztXpSDHuToP4pcZ0vHpT3vljJJmU4WInZAwW2/S60HC6/zmuHGBEfXTn/4UgH//938PD4U3KxiLEVYfWo0I/9+73hV8XnjvvaER6LuoDZAR3wwZYtFqKqeOkSDtxWKYwOnWW5uT9EJymJTNDTwuNtQV42tCiKjiu26dp2DqxHc4KqUNmzbBtddGl33mM/C+93mfzXJGwzn+rFnh5zrCXCSWfCft7fCNb4TfXdfXtIe6u717aL6fcagnEVSzKb4ur4Qx8EJJJL5CiH8QQjwBPAZ8EVgLXATMllIeLaW8RUo5jHRrLQRHx6uSPV02d27jO1T/ZX/rmGOiL56UcN11gQFvU+YCLFlCX19flPjuuKM9WcGTT3r79DtA1yszk7DczqWAi6LtEVfuxdYhjNLALKX0iKb/fau4TnVwMFAX9Qc9Qnxd2QlTvNQVv8OMKL7FIs+mKNg+MGNG+KW3l6P8j8euX89QsRio2Yvw3JD73vOecH2N+LrmQAdiyhmBdw0UhRiy/G5Cd3Ue1Ijvkdrgrc4oUfE1MTSUrhNNiMU3ie8TQMU/p37gkne9KyD7F3/sY1XvvN7WHODo7j1svnnD1QeT6MpmGfhSoqQR1IpuTPhkdSPQXs+MeUZ8M7xToFROhVbKYD5SpF31y3HeQGONpH4tjdehDj3uNEn5a2+PujqnUXyTkETkjYl7Ojqi5X/qnbQ1RR1XGdCUEIBoa4sqx6edBp/8ZPjdTwhbhblzvfdPJ69XXun9V8vjMGuWd+1rTQTVbFmdJ0+2Lx8DL5Q0iu8P8EoY3QB8UEr5LinlJVLKZSPbtCaEpUMu53IIvJIn95tp0RsAVc5o/EMPVWeT0xTFWOI7cyZ9fX1Rg35wEP5qEehLJW+f/nFdRvsSPMUX3GVtwE8A5iIZe+8dfh7lgVkpvqpLeM2mfiusXx8kedBLQkWI71ZmWigfKV5qVx3fOc8+m7jtMpUcwp8JVo7MU8pl2n75Sy7EI3Jz8F7gih4no7k6z8ce7/y4nqnRh0l8TcU3jvjqiu+gP9mw1wsvMF97FlULd9S2S018XUk+TCxe7IzDNk2P5UC/H7/zGPDfmru4tLhb620VwJ1Va2hq9k03NfyZN4lvudEz9SMMoc3IR0i7T1Y3AR0x8V5PPfUUl156adA/BdCJb5bcKsPbHXq/0koZzItFL4uwQi22QVw26FYgvklEsVZ1bP368BokEVc9uZVSfPVas/UQ3zi7CjwPLR3t7VHiW29WZ5NM1nDdbCUcAe8a6MT3kEOicccuz7nly733zySvxWK4XFekdQhR/4SPaluzuDrr8eYKY+SFkuap+iKwpZTyZClljX6rbzP4s6grOzupAH0zZvDibrsB0E28i2e9UIZ1wRHDy5Il4NektWHId7/WFd++XM57id905HlesiQgvt/EU1h0DOJl9FWGZWKXYnY6yphVqey3225MBmZBSECu2nbbVK4n1+LFNwNMmjQp/OHCC6tXTvlSq3hjAeyzzz4ccsghLF++nPEO1xB9/m6tqg1rmQkWmzZxqbFt+4svhl9ef53K9dcz9e67uZyQcEpC995FXdXpzXRiVSgUAsVXUYnBGFIRUXx9QvaB++6j00LOPqi321bOyMRLL8UnkDLhiMM2O8UcBJ4XbcCmTZuCSShpabc+ISKAoFjCttsi8Z65V9WEwggMSibxrTTLwJcSQlNjXYpvZ0xfu+uuu7JgwQKuuuqq6A+Z4pshQ2vgpJPCz2ltg6Rs0GoM2bCh4c1tGJJsSNdEumvCVxcekpS/hQu9a5PLwR/+4H3WFV9bhuYkJPWzvv0cIE7x7XRZuYTrK5g2SA2qZ6z++tZb4ecvfjGSz8bpip1mosXm5SCEV1O5Xru42Vyd99zT+z9+/JjW8IUUxFdKeaWUssao9bcxikVOPegg8sDvf/5zVm63HeCVijFrqjYCivhW4hTFn/+8ejv//73+TNLP7r+ff/KXVaSEwUGky/VACLb2EwDdguciu0jb58/x1ENFfC+kmhxXtVGHMmZVhzAGMYimq/MDW20F11wTuAa/5dhuHARkcoo+2Hz84+HnGl/qSqVC38AAOWDZsmX87ne/Y8GCBaw1C6n70FMzBSTLMaOpX/l5wKT7tEq95TKlU0/lqJtuYjphh6+X4PnwG29UE8OEGN9tVSyVBbri2+8PFC6Cr5+9NauziWeftdbgi+32LXHYpumRIyS4bUBfX184OFpIpan4Bvv729/42/HHMwisURMKI6DGvp2Ir6n4lvFifNtT9LVP6rUbIXw2Ojsz4pshQzOjnjrdSdmgx1rxTVObOEnhdBGk44+3rw+hbXDHHfFtu/tu77NvH/L003DGGd6ywcH47V3Qk2naYOZqWLgwTHh1993wrW+Fv33zm9WuwboL8ZFH1t4+G+JqC+t4441oOSbXpEXSNYAwNEE/n+uv91yi60WzuTorfOYz9bluNxANqg79zoIyJHO5HBXfgN2MBhJfrYP8ot+R93/968GxAnR3e+4DqnPS26hndDvzTLYYGAiM9W4p4bnneMjlml2psOtf/gKEtVbnQFAH+I/+f0V8b8Ajx6uoJhmltrZq1VMNavXWS2sATOLb0dEBxWKQsflHMdsqMhkhvnqnV2Nhbr2ckUJfXx8PaNltFTbiTTQoBM+cYyZYp8OXAjnDoGjHI3MmVFs2858ffZA2ia8e4/v73/+ezpiZWV3xHVC1kU13Jx/65EMqV+eEOB5n929MGtiIryKoBeDVV18Nf7QQVyfxzechlyMHVNTgPQqktNWIr16z3FR8B/BivztSeNf0m8+DIr7jxmXEN0OGZkYa4msSSVe2ftW/j6Xim7Y2cVK/Vix6SRx1SAlaJYEqqJr2F1/sXmfBAuukcRC3evvt7uRE4GU3tsVl7767exuozrB8++3Rdug24rHHenaVHkuruRAP7qgHRyXAJbZ0d8O556bfRm+fJSwMgBS5WoCo63MjSGGzKb5NlGQzI7414otf/CL3+apZLpej5Bv542hQEhmjg1TOtG3t7fRdfjmb8A14pSjeeae1w8r7BvmBy5dXu8ACPPIItxg1RyPb++ei71k9LAHR0Y57A15Soi9NngyzZgUk4+ETTqh+gdV2ql3r1iXPhDYY0jeolVndZsSixOVTVjRp6tSp4UJ9wEpZz22aT/gOOuggZuJNLpSBV4BDli/nublzI+svx5tg0LHd4Yd718uREESR5K6urthY7FgYqqgrxreC4f5tQS6XqyK+z558MgOWSSO90EEq4mtmPvehaJSz2zUmDazE139e1FMS6+qsncsuwFfUl+22Y8LSpREX+0zxrUbOQXwrfX30470jbSkG0b6+vugC5T3T3Z3F+GbI0MxIIr42IunqE3I5b301xjdK8U2j4CqkrU2cJlzuTkvWCNXXmZUg2to8on/yyfETw0kxsD/6EcSN7TNmhIqlwpVXJuc4MV20kzJPQ2Scf/jhh3nooYc455xz6Pne94LliZKKlNWEUNnUn/hE9fqzZiUTSEtYGADbb5/UmpFBs5UzevRR7/8Pfzhqdr4LGfGtEXqimFwuF5ScGUeDksg4sva1ffvb5E4+mf8GXhIinBFK6LDGu8oSbdxIR4rEAfrwYxLfAYtqcmtXFyxaxHV+YfJX3vveqnWqFN+VK5NnQhsMRXxVV7beyMinhg+zy9AVV6fim8a1BVi4cCGPP/44+770EvvgkaocMBv4zEMPsdPTT0fWVxmb9QIAbcuXe9cLql1lrrmGjR/+MDvuuCNfdrnKp4X2nLkU3xy+ch4DPQ6+XyVQO+oobvrgBwM3c/XE6k5QOvH90Jtvcrhl3wNbbFE1+EggNurXEodtI77CQXxtg0qHNolyPASTVyxZwhZPPDHiiu/bifjqk4kD69czgNcn5VKcU0B8fQNVfvazALy2bFmm+GbI0MxIIr42O0lKO/ktl70xUuVJaQTxTaPg6sQ4SY1WSJPMKc7mO/30cAycOtW7HnHljhSSCOrKlfF9ZltbqFh+97veshNPBD2niInubjjuuOS2+ShLyXXXXcfFl4aZS/bbbz/2339/Lr/88shk+Gu2nCs6TBvtyitDm9r8RFKNSAAAIABJREFUTdVWdiWgUnCNSfUm6Boumknx7e31EnkqjJKd70JGfGvEOO2lyOVyDPoG+WY0yMB0dGpi6VI6Ojp4C5ggZWgQJnRY61zu193d8ZmgfejDjyIEcSZjcA30bIAmTMXXfDFHo6i1f0x15NXG4KBo1iJjszPw1G0wiK9+nVN2dJMmTWK33XaDBQsw71JHqcRhf/xjZFkFz125ilar62Vxlbntttt45plnOHvZMuvLrhPNWGjPmSvGN0eUoNqgb6uI77hx43hut90CN/OX/N+t5Yx6e/nqwoVV16AfeGrx4nDQ9SHQiKeJfN4ah60T3yH/u6oZbLqF27I6d2jXwLwauXI54mI/EsTX9DxpNeKbt5Uz6u2l/ZZb2ALYFZhiqrkW9PX1RQxUZRJvLiXo7uoZMmRoLiQRXxf5cxn5mzZ5yQ+hMa7OSQquSYxdMPNhpFF842y+Qw/14n3f/W7P9TatZ0tPT3IGZrPP1Se59XNU++ntdSfEyuW8sddMbhWDDx5+OH//93/PRRddFCzbaaed2GeffTj44IOZd8opwfK53/hGvB2mEi0p6PlUTM85FbrlKrOl4LrPY0V8mynG1+ZKPxp2vgMZ8a0RVcTXf8nH0SADM6Z4ey6XY0MuxyRgSHVoPT1R0uWj7D/0f5w2zaqCMX06HTHugupVuXTXXYNlpuJrQ3AN/ONLG/FVg1rczOsIF7U2XZ1N4rvV9OleM4ztbtA+O12da4XjXLuMQatCTOko14SJEORyOWbEzNZ+GkIXeu1/AEMVddXxzZNMfCOKr/9sdHd3s5klPsZKfBcsoNOmsuLX/7XMIDsj78tlOOWUKrcb/U4O4Cu+/uCh9mUqvrrbf1KnqpfRyohvNXTiK6UMjMi8n1SsE5gzMJA4W9zf3281UPPgxeFnyJChOZFEfF12UpxnkxoDr7jCK6MzbVr94VUu+0QtT1Nvt7s7mrwJPHXW5j6tq8cq87IORc7a28PkfUk2lG7/FYueO3RaHHIIaLZh5H6psfqcc9ykS0rvmCYxj7GjVqxcSVdXF1/84heDZc888wwPP/wwDzzwAO/fY49w5ba2+LHVPI5OfE2vNXVtzdrYm28e/d5sxPe//sv7398/5q7Fie/LKKOuOyKEmCOE+KwQYoEQYra/rF0IMVMIEW/5tji6tRkenfhuRoNcnS2zSlItBzYWCrQD/SqterEIX/96uJ7//5nTTwfg+fHj4aMfjexPACxdys6agbmBKOFRXeIX//KXoHxPGuKrroH0yXgs8Y0rPTPSRa0NV+c3jdJOU/wJjjinKKerc61wnKs5LVEhpnRUwvVa74jPWYJH5q8H+iZMAClZc8UVwXlvsKiirhjfNK7O+rZ9DuKr7ok+bCVlrxb4kwK/+pX1Nycsbmo24quWuWJ8N2lGTskVXqChPIKuzibRbTXiWzAVXxd5TZgt7uvrcz4v1n4pQ4YMzYEk4utS31yJiUysXu391RteFSNQAMkGvYon/djHostffLHaffrss6PqsWq3wrbbwgUXeJ/b2z3iNjCQbEMZOUQ44ID49XW0tUVdn/X7pcbqOK+cGTO8/2Y//LnPMThhAhLPDtC1+V/09rJkyRKuuOIKd5sU8vl4m8xUonXiawpCerJO3Tvs9tuj313j7AiUOU1Eb69XbklhjF2LE9+XUUbNxFcI8c/AC8A1wMWAens6gWeBsxvWuiaEqfhu/de/Ah5xuPmRR4b/YBmzSqoDUNjov9xDq1aFCw86CIBn/K8DwBuHHOJ9qVSQ91vKL1cq/J3WcX0TL3mSiY5yOSjfU5OrsyK+Nlcb1dm5jM/hFO1OCTPGV5+0mAfsvXQpAIfE7COi+A5nVq+nJ77kjo8KjtJRKeoFrz7vvKrtJGG8chdQ9mdq+z/60UDZvmWrrapcgV11fNO4Oufz+YA0rvcHxnHjxlmJr1XxjekocwBaggtdw0+cktLcbvQ7qYivWmY6g6nY342a90JJe+bNp79iDoIpJ8tKpVJsfWQdLa/4akZUpVKpabZYV97XrVvnfl7GwhjJkCFDOiQRX2UnKbKzxRbe96OP9r6b5CUpGV6tbpcu4q3G4SSDXsWTmn262Vdv2gRXXWWPZ1Z4/HFPgYUo8bW1UYfpZm2O3a5yl+Bdd73tNsU3Dn6+hfW+4FD27acv3HILHevWkQM629tZfHZIJ/bae28vIahuY+tKpnlcRzlIoNrdPW5dV5UK09OymRTftMnURgtJ78soo6Y7IoT4HF6S0h8BR6CJKVLKdcDtQPpo9RaETnyn33MPB/z3fwPehdhiYKBqVuWFF17gkXoKf/sQ+DfplFPg7LPZyX+5puy8c/jS+w+4Ss9UAQp+JyBLJVixwrrv8dqLuglwOQmpLrwmV2c1INkGsKRBTbnBjCT8c1eut2oWcR5e8qgOn5CYsaSv+OsATIzrLGtBsUiK4g1UCEtHLfK/V7bdNlW94Flf+xqfFyKox7wO6CN03e4CKr5aK4QISLK0GAyNivF9yyeL3d3dkfdKwUp8e3rojyEtUnvW9RyWal+xEww+kdL3Puh/dyq+/vOuK75DmkHwv8BaddxZs1ix997RdqQkpXPnzmXSpEmpvEpaVvH13fl6nn8+WCSlrGm2WL8Pa9assQ64Q4BMmYAuQ4YMY4A05YyKRfD7U26+2fuu+ke9RF6ajLzgqWJpXZ/NskK5nPddjcM9PdUus/pYev313v9GeJ5s2BCS0I4O76+/v9o11+zzzCzEZozvCSe4SV8c8U1h7z72+OMcdthhXP6v/0oJGPLHqCWvvw7AJz7xCR577DF2ev/7w41Udm6VzBOiSqbZ/jj7bMKE6D0+6ij3PTevgbqPzUx8m8y12FqnOIXdOlKo9Y6cDdwqpTwHeMLy+9PADsNuVRNDd3Xe9uqraUsI2N5hhx3YZ599qmJIY2GblZESrrqKom/YCd0Vxi88ruawJNDpt7NSKlFRbiUGNmod8S64SYF6VZTxH6c7KSNbxCW3ShrUYrLnSSm56KKLuNOW0r8GKMKy86678tZbbwVxI9bkURpm4xHj/3fEEZF4VecsZErY0m2Y9+NUf6BVdZXzQOnFF1N1Hvl8nvs235w5wCUXX8y1RIllN8Mnvnmqy0LZ2qGgjl+Tq3OxyE/22acq27ZCvzbY6WXoFR1/1VW7GgIiZbo669/V2akrsOeKFTB7Nu/afvtgUkR3dX4W+DF4SfAWLWL9nDlA7cR36dKl9PX18dZbbyWu25LE15KECmDaPfdYyWsZrLPFegmjtWvXUv7kJ70BdsKEYPlvgcpYxV1lyJAhGWmIL4SkRHncqO30nBFpMvIqpHV97u2F664Lv1cq3ne1TbEIZ50V/i5ElBh97nPeuo0oq6YTXz3G1yRi5jhgTlKb3w84AD7+cfsx41ydb745sck7/frXzPjNb2gHSkKQ8+2MK3/8Y5YvX86NN97I+973vuhkgRDxSqbZfmVr2GySd70rSqBffdV9z3Xiq//+oQ9FvzcT8W0y12Kg8XWKh4Fa78j2wL0xv68CpsX83vLQlan2lSvtK1lmVV73Z7JSIWZWpuoV3rQJfvlLIKr4dmjEd8Opp1bvSAie0l7oE7E/DLo7rEIaxVfF+AYdopacQfpE3YoE94f77ruPiy++mGOOOSamFclQyYqkEBHlNk23MA749N/+Fi6Im4VMg97eqszDkurY1D1VOQYNBVfWbgtU3eBXXnmFCtH73QVI/3kQQgR18AqWztyM8VU0L+8n0oqD/rsaKjs6OhJdnXXy9uj22/M/ln1XgPt2COfdbLrwDNd7qD13puKr3rkK1YmyPrVwoUfWpGQ20Av86I47gt8Djw113v7/4KrWmBfALFVkQ0u6OjuSwcy59tpgtriMd902Aa+CdeDcZOyjXykf//iPwbJnAJHV8c2QoXlRL/FV/ak54d7Tk+zurEORKVet3jSupGos6uysJkV9ffZMt/WQpPXrQxKqXJ0Bfv7zqF1ixtyatoNJEB99FG65xX7MV1+NZMYvrV7Nn//8Zy688ELkG28kNrkTuGKzzTjt5JPp3Gwz2v1jb/vud7OlPjmtX49cLl7JNNuvtj3ppFBpVHj5Zff9M+025UWm7Dx1L1esiF7fZipn1GSuxc2GWu9IP/GC2CwgWZJoYejEd2iLLewrWWZV8rXElNU6K+OryUo1rBBVfIe0mTmJR1zl1luzQnPF0aJVq7DikEPYVcvgl4b4KsVXDg1VpfYXrkLqbW2eu9CCBV5nYcm8uNI12VAjpKOTSu0IonfAw4mn8K+NOSTbhugDHnywalkS0dShYpJffPFFKkQJnk58c7kcaoi0ZVDWyVc+nw8IaiGFYaG/B8q0EUIkujrrLr5tbW08pf1WwXPd3gS8PHt27PHbbERz5szA7UZKWaX4quF0UIhIvC9Ah3F9BDBBM2YU8RXqPvnXqN6szmnud1Movi6D0fW7o85lpz9RMXjiiVSAfxaCX+Pd75LFOO4zjLug1rh2TwYBkSW3ypBhZBD37if1Cwq1El8Vs6m2M6sYFIswfnz4fWqcxeNDTWDbavW6CNjixd55CeElpQLP7diGJUuqFd/tt09ul4kTTgiTZN1zT0h8v/GN+MzSJvE1FdNbbnEnqHrkkcjYlVu7ln/be2++853vkFbimbphA9Nuu80j7rpirUO3KXK5eCXTJL7q/Pbay1MYX345/G3tWvt+1D3W8dBDnh06f77dzlNoJsW3yVyLmw213pFHgI/YfhBCdAKnAH8abqOaGbqBvuJLX4qdVdGN9VoISs2zMn4SAqX46q7OO27axJSrrw5WFfiEp1SK1BjVUmVFIHM5fnP66Tz22GPBsjRZndEV3zSp/QGmT/fchfTshUbmxZlGbdua4Q+8p/quzdsaLujW5FE26B3wcOIp0l4bYPz69ckrxUApvgsXLqSMRfH1Y350xddGfAuFAhdeeCEXXXQRQggO9ZcfWKkkunnr74FOQZNcnfV3qbOzM6w9XCjw0eOP58f+du0J75nVnHrssWBAqFQqTuI74A/CCdUOIwgUX0X4/X1U1IBeR8xuEsZc8TVrWJoeELbf4yZNentZu2IFbcBAVxcynyePRmo1WBVf8BLA+PgqkBsa8oyBsSzxkOHtgbRk7u0E1znHvftJ/YKOtMRXxamaiq+tfJ/qg3fdFXRV0uUGnc/bic78+W4yI0Q4iZcUVzxzJtx2W3RZPZVBdC+miy6Cv/zF++wn6HTCJIrm97jwPKOdOeB7bW3sv//+rDz22PjjKghRnWTqt7+Nftevs0p66rK5Xa7O6r9O9F3xv7Z7DqEtGodmyuoMTeVa3Gyolfj+C7CfEOJ6YGd/2RZCiCOBB4BtgO85tn1bQI/xXXfssXDNNchcDgksb2uLzKrohplNnagZ+TyDpoHY3U3lUI966Ipvhz8gfKC/n5wxq1gAWLWKNq1jvho74ctVKuQ+9zlyWmr0x4FTHS62geLrd0KiVEofUL9yZTwJ3LSJ3V2uN2lgiSPca/HiyMB7wVNP/X/2rjxMiuJ8v9U9s8fsLiw3guyigEdUFI+gJqgxUROPxCMeZDDgAUYS4y+J92pE4qq5zKWIeAV1xGiiiQcmMSaowQTjhVdQMAKCyrGce89Rvz+qq7u6uqqP2dnd2WXe59lnZ7p7enr6qPre7/0OvDJrFmhdnTbnWWwvBaBr+RQRig00d7GYFie+n376qTLUmQjE10/xBYDGxkbMmTMHA556CpdbywgQGOatUnwBBPbxFZ+fqqoqh/iaJtrb25EGI6Rx4flQBbOqcqmxaZNtyBnxuCvcvQNOeHPamoTzIb4Gf1644sufvRCkNCNXOQ5Aryu+QREQqvUaI5FY2++0jLjOqirA6mVesc8+HsNbqfimUqB/+5u9zL4D167t3RYPJfR9RCFzvYkwxZ3Cwu83+z37USKjCq34Ak7URybjPh86MqUjoU1N6nVyHq8fKiuB8eO9v/2DD8J9nn+fjLY2gKfaBEVgyTacTOaHRstaHJVOY+ns2Zh4xRXuFeXl6krPqnN1++3u97Li66dkysRdJr4iAf3yl6Nd8zAoplDnEnwR6YpQSv8G4GKwlFBuSTwAYDFYfaSZlNJ/FfQIiwxyOyMkk+gcMwaLABw3YYLLq9IuhLhEIr66ENnaWjwzejRysMiXaQLTpyM7bhwycKrYUgCVFpEYqBuIs1kYwkP+0tChmAmNItbaCgiqcR2AO3M5u7qxCGVxq7Ch2yEGnaooRcJkKCbeGO8TamHixIk4+s47QYJUKNF71pV8ighh7S9/8Yuht1VhqDCRyfmqlYDtPRcVXzmU17PPW29FpbzQJ8zbMAzb6aAjvqocX/H5SSQSSuJbBqBcmGR+J3x+p2EgB0Ax/QKf+Qyrmm7l6orn5QgAvCxSrXUM7wjrgwJm7VBnPunyHN8IfXxFtbtPEN+gCIiolSXXrkWLlU+Wra7G7gBGADDXrfMY3krFt6GBOeBU6M0WDyX0fRRb2xAdukJ8ZXVXF/LZ0OD/7EeJjAprL/GwXk58VYpvfT07dpEci2IAJ1O8AN7w4Q65CgvDiHaOv/Y1r7oJREt90X2f1SIoMPRWJr7PPOPezV57+RYyVWLWLO/vuugi4N57vXm2Ksh1TOTiVoBeyZTJNf+dKuJ72GFqAh3lmgNusq0LaS8R36JD5CtCKV0AVlT2/wDcAeBOAJcBGE8p/W1Bj64I4SG+AGhZGSoAT6sRkfimo+SU6SaIpiac8MknzJAG2CC/cCHw2mtohZsocMVXk8kAGIarX2ZiyBAsgs8NIQ2iFbmc3d9XhLKdUVA/OY4QOaLNgwcH70eHiCHJGU0FYCIPjl3Jpwh7bgCsPvjgUNvpIPYdll0MlQCIdW8bhhGa+MY0rbJ051RV1RlwP1dBoc4i8aWmiba2NnTCaqck3KcvCJ9/cLfd0EmIvkCBxkiohJP/zs0ElyIcEMakVXz5BiGcPVGJb6+HOgdFQETtrVtXhzbLIKIDB+KATMY7TlmGt6z4tre3BxPt3mrxUELfR7G1DdEhXyVLpe7qnM9r1/o/+1Eio8ISXz62yVWd5eMSx8QtW9Q5wOedx17Pm8feR5ibQWk00vT884VV4UUEKbXcNvvwQ9dncj//uWuzxNKl0FA5PSSRBABT5TlZfeUVtmzYMPXnR0lNNeXiVn6IovjGYmoCHXTNhwxx7LwhQ8IVTCsR36JDXleEUvoppfQ3lNJvU0pnU0p/QSldH/zJvg8x1NnOVywvRzm8Bmbeiq+PYVghT2CtrTD/9S+0wSESBoByK3dkILxtcdIA0qaJ3QSv512rV2MqgICsEPdh+qzjii/JZDz95LTDfdBEkEjgP6cpU8zDIWJI8rbLL/eGf+uU3HzzKUTSHIDOLobLy4ov4AwACTjE1xXqHGAw6ZwDunMqV3X+wArtUvX/1RW3Eonvtp078fLLL9vvDcGgESftnGkim2eujd8gWRVwfngxrK4Ut+qq4hum929BERQB0djo7Y2YSACzZoFKxkumvBw48URMvP56AMBV//0vErpxYu1aj+Lb0dERHFXRmy0eSujbKMa2ISrk6/yKUIMCdXX+z36UyKiwcx0f22TF1w9NTepQaG4P8cJHch/c+np9UawhQ6JVjlZ0aCgIKiuBQw/Vr4/F7Gij3D/+4SxvanJFAAKs8nIN8oBcgFTsZ8znwWRSTTBbW91pAnKosx+i5Pjq2i7ya666zokE8KtfOXZedXW4dlQl4lt0KF2RiEgoHlYagvhGUnxVE4FP/gFpaXEpvmUAjG99i62DUyGYAlgfi+GvALLpNPYRjndoRwfuAvAkmIrm/gL1YO7n0+Y5vvYEJhDBCE0FHFgq6vt+g3oQFBNvxjC0Icnps87CTACrwYji+liseyrjcdJ8zjm+m+1sCVV2SwtR8eVXnl/pSgCGdW4IIfi8tfzArVt9C7Zsueyy8M4BuNsvjd97b+y5556ebVShzuJ2Yo4v38ZWgAUjzdUOKRZj17rA2BLQTqoQ7Yz6nOLLjQc+jowa5X5ukkngyiud7XmExLx5yJ1wAihg/6099lhg4UJU7NgBABikMlg56urUim9jozqFAyi1eCihayjmtiHiOJCv8yuscs1/s4os8mefr+Nj4ejR+vk0KvH1U3xVn/HLAbbGGgDuY1u9mhEfFWk680y2rWV3eXDCCe73w4cHH2c+OPJIQCS0EjZXVKDDImtGiHlBa6sNHKh31svOcNHJyW3JKVPYtZfP5dat7hx5ubiVH6Iqvjokk6z42YMP+kfxhX02SsS36BD5ihBCjiSEpAghLxNCPiCE/E/6i5Cd3/cgKla8eBUtL0cFgJO2bwfGjgU1DGTHjEHl44/b20YivpY3rLO8HDkATdXVvqograhwEd9KQOml3VpRgeP32gtvgXnzZP2rCsDJADJHHsn2C6Bt+HA2mCsm9/8mk7j11luVx2QrvoVQm446ylZRo5IAF+RJGcDL48driWw8HscisLh+E8AJe+/dvZXxAkjUDrkCYkSI/YrF6IAy679h5dlWPPYYrrLWBxWsaj31VJdzICjMu6qqyp5MTVXBC7hDnV999VVcf/31+JZgUIiKr0x8iUB8CIQ84i4ovn54YtgwyHeh6AMmAMpjMWfy64FQ54Ll+HalWm0yCYwYwV4vWeK9Hz5vuVYOPNAVIZGpq0MzgEaw6z/ylVc8Y5nS/LEMb6Xim0zifbAIgBzYPUGBUouHEroOP6LX2xCf+7BjgPzM61KLhgxxlDyeEys6tjjk6Kdk0glzfeEF/XkKS3zff9993Kq8WRmGoc7H5OodJ758nxwPPsiO9+yzvZ+dPJn9nzfPu66uDvjGN9zLLrjAqUhdSCxZoiT1fL55r7kZ2SjzwZAhamX2S1/SO30uu8y9TKX4UsrOpWpOFnPkoyi+OuIr5/oCgbYWgOAovrBRHb1V1bkELSIRX0LITAAvAjgdzF5eC2CN9FdkyS3dB1tdKC/HbgBubmqyC+SY69ZhzNy5dgGoyFWd43G8c/jhMAHMmTHDzj/okB/YRAKde+zhCnXW+cUGtbejrKzMt2BBHYC0lWdxKYCXH3mEDeaKHNavPPggTtOEHnPie/rLLzuTqB/8vHnC4CpWyo7kTOCQBq+13DhXIC4NpOXiAN4d0IXfWOgq8R3Ai3fAHerMp1/TCnUumzMndMEqwzBs58AxU6YEhnnXCL0UzYDzmQVw8MEHY86cOa5Q6EQiYd/DMvEVDRpDWJ8zTVbILA/4BeC/UlOD9dLveFIo1PW5I4/E108/vUvEt1eqOheiWi3/barfyMdOaV22pcUey0wAlWLbER0EstEsPSM86mYHgOetfcYBzLzgglKLhxIKAz+i15sQn60wDmjVM79jh9dw5yGfBx3kfC7Kb+ZKtJ9NpFonk/LZswGxt/2aNd6qwCpUVvorvtu3u88Fx0UXseWf/Sx7LyqZP/gBOy6VOFFd7RUijjoK0IgGvtDlxlqgAde5bOBAlIW1Yyoq2HUWC39xHHqovrbJmWd698PB50E+J/n1OBa3B4IV36BQ56jENwhhc8BLim/RIeoVuQbAGwDGUEoPopR+QfXXDcdZlBjMvaHl5RgDeHLPYp2ddgGoyCQtm7U9czbhSibx++OPh51BMWIEMH06yj74AIcAuM5arDPUt1ZWory8HGnoyXETgIonngCs/Y147jn7u1XeL1VuJgCMXb4cAFDd2elMon6wehG7wPctDC5i+HhnmPwKC42Njfi5VLwBgO9gKhNf3W8tGAIGYzHU+dxzz8V8uYhEAETSKYY6c1905bXXMoNCd60UoT1EOH9hzs+AAQPs+zMm5XnefffdmDrVqRWum8JVii+/E+rWO6UGfiF+KBZDVYT7hYOH3AJAizVxij2vSS6HVukeWiFcx9G77YaKsrK+F+pciGq1/LhVRqy1byodG21udjnxWnU5dRyEsPuyoYH1+93ulPObCuBLF14IGAYOBiBqVz0e/l1CCT0NcWwJc7+rnvl02q3YiYo2J49RbZuoxDeXU5Py+fO942fQGB+PMwLkl+P72mvA9On68Y+P5SJpa2pix6UKf+3o8O7r3HMZcY+Kq67yXa2bTfjVP2zKFMeuUfXxFRX+G290QtS//33vtoDaLpTtAJXiy+9HHQnnamohFF9Vju/06V3vuS0Tfx1KxLfoEPWKjABwD6U0hBu+/+Kll15CKpXChAkT2IKKCm1vTx4MEVnxzeWQlokvgP9OmgS7Pfi0acDChTA6O0HgGHZZQKke/vmgg3Ditm3gQ5hMkDvBWrcYlhozDMCEn/7Ud3CQySHHgU8+qf2MErvv7npLCUHLKacAAN5Zvdpeno/i297ejmuvvRaXXXaZhxT4DVgyket2xTeA+J5phViddNJJuP/++3HRRRdF2r2o+PIJ8iw4jbftsGbdOVGE9kQlvjU1NbbTRSa+F1xwAR566CFlVWcRfjm+h3zklGcbCqd9EY3FYORRRdPO0QXwuPW8XytukMuhTDK+4sKzbhDCJnmd4htiXOiVUOdCVKv1U3wtQ3Dle+/h7bffthfnWltdxPedc87xeNVdV5FSlyK9l1U1dCqAuwBUbd4MUIoyAJOs5eyQerjgVwkl9DSiKr66Z5uTtksvdSvaPUV80+lIvb99MWAA27eK+PIqx0uW6M/X2rXhC1hxdHZ6j33TpvyOX+6RK+H+igpkZDuivBwmd3o/9ZRTCCyddkhhfT1w333AunXO5844w3ktz+1+0WnyOj/Fd/RoLzEUc+RV7Yx0CFJ8Fy1yry9Ez22R+OtQIr5Fh6hX5L8AFNLcroUjjjgC3xBzNsrLtZ42PpXko/hmFMS3vLzcaVH0298qc3lNQDlI1G/ZgitWrrQvIIFgRNbXozUWg0ztTKsPpg4y2fnzn/8MAEjwXnIhsUH4HS0AqGHgOYvE/PO11+x1+Si+otOhVSoQRX1BKxUVAAAgAElEQVQG05g0gXS74hsQ6nziySdjxYoVeOyxx/LavUrxvR6sorMLlHpJp6Zgi0h8wzgGRPId02zP70lTcz78cnxjkjHBj27v7drGXqHRak3gA4VlhFKUSZNeXDCaDMPwJ74RFV+P40aBghDfQlSr9VN8hVDnK0RjTiK+Hx1+OLBgAVpjMVt91z6xra346r//DQC4RdG6KgbYETglxbeEfg/xuQtDfHXPdm0t+y+P110lvn6fE489kylceyhK2ffKxDeVAt54I/jzdXXRiYyK+OaLgOs4dcsWxH78Y/fCU05xyK5qf2JhMnHOFV9HIb7ytn7Ed+BAYOJEfRGprrQzknN7VXZsT/TcLhHfokPUK9IIYDYhZHR3HEyfRUUFWgDIQ1sOwFPWa1/im0qB8ibrPPxCo/hWVFQ4xFfTT48AypCfw99/HxWSwUcANjA0NmKAzgPrM+mIZHD16tU4wape2BrUS07ChlWr7NdxAEY2i0qLpIpDfT6KL1m0CB9a+ynfZx9ppZ74EkJc5Le3Q51hGNh7773zPg5Rned3we7qTQGEK1iVj+LLISu+MnTEWCS+/I4NuhM+t359ftXEBaTLywHTdBFfZLMol8ioqADLii+RQ527QfEtSKhzIarVhlB8Ten4aFsbWiGo/dkskEzin6NGIYvgivBDrP3urnEQcNO+pPiW0O8RNdRZ98wfeyx7LY/vPan4Fqo91JYtbH+LF7uXNzQEn6PKSnaOohKZjg6n6nQ3o3Lffb0E/m9/81eXRfIn5sGK17sriq84j3N7gZ/rdBrYc099EalCtDPi++itntsl4lt0iHRFKKWPAbgSwLuEkIWEkBsIIT+U/q4L2k9/A7EM+IfKylxheAaA88DC67ShzqkUshdcAMKbrPPwi3RaSXxramoc4ss9sSGhDfXMZoFZs9AclG+hgEh2TGHQfEeuYhiA/cR9Wv/3sHrdiaU1Iiu+qRQSl16KsWDXIybkgAIIDJ8RyWJvF7cq5ADKp3hd8+2N5eV2NWu/gi0i8R0awtnhUnw1xNdWfDVE2i/UWYcazb3CVUSdyeN6YkwTGDgQrqcul/MQ37hgQJlyqDMnwPwzxVrVuRDVakPk+JqQ0iXa2lyKL7U+W5ZOe6rQq7DBumc2aO4dbuKUFN8S+j2ihjrLz/zuu7P3++7L3vcW8c1kgBNP9G5DSP5z4q9/7bzOZsORH66KimNHGBVy+3b396lQqMq/a9YADzzgXrZtW/Dn+O8X7aF8Fd8woc78Hujs9N9XV9oZcSGB3/u91XO7VNW56BC1qvNeAOaC9bU+F6z+0RzF3y4FYvXxPT6d9igSVQBSAL763e+qcwkaGmDKYTeWUdhqkbxageDW1NSgA0CnYbCWIGGqylnI+Q0cra0wAE9P1lxFha/KY2oe6k+OPVYb/q3cj2LZOEvR/iZgn7vIim9Dg6vFjQy/UGfATeyLQfEtFPi1uQmAJ9spkcALX/5yqP2IxPeoo44K3L5SaOFgaCY8u/iV5nyrQp2PlD7LwU2UnRqnxVYw1dgV9i989i3hPbHaEk0Xlh3a3IwKmfj65Pjy+y0K8Y1a1TmK4tvW1oarr74ar776qndlV6vVhgh1roQ7pYBIxPcrl18OGAYO37AheDxJJPA/00QawMjOTmUNg2vsQyspviX0c0RVfAH3M04pK8L0m9+w92Vl7srKPOKsu4nv734HLFyo3k++DizR5gqrKH/lK872HHJRztFSMGQ6HZzLW1EBLFyIzeeeG3wM3QXV789X8ZVtKlVxq6VL2X30/vss71iXZxtF8X30Uef12LEAFzn4vaRynvREz+2S4lt0iHpF5gEYDtbp5mCwLiby355hd0YI2YsQMpcQ8m9CyCZCyE5CyBuEkAZCiJyiBULI3oSQPxJCthJCWgghLxJCjo34GwoOUlmJCujD6wiA6qYmdSK9j6dxhxUes5vQEHzAgAGYCsDM5diAUVlpq1a84lgOUBLilw88EB0+3qeqjg5XT9bVAD6ZOze0wSsa2LFYLFCFCwIf8ioB4PzzgVQquuIb5MktJsW3B4kvv1JPAHiELxRybL768MO45ppr8JqQX62CSLKOPvrowO8ViXI6IMxXF+pcWVnpIr5TAXyX758fF4DWRAJbrff/nDBB6fipBgutJ3DIL7/3pwF4Qdh2yqpVwObNqBaWnbNtG+JwpzmIOrYBuEOdrWMwwhh//Dd2o+L7s5/9DLfccgsOPfTQwP1Ghk+oc9bKOauG+54gHR1oA2A1SkHVli0ApajI5WAAyOmekfp64IgjcGRbG2JwrqeIOJijZypKim8Q+svcvEsjquIrY/16Rtp4X9snnnBXVuZjmExKg4ieGOYqQiTVc+Y4y2++OThHlo8hqu4QQejsZOQnSFHkxyset5xuJrZXCon/zZiBkx56CPfJSm1PQUf+dPm+gJcIi5Bt3CVLnNfchvntb53uES0t+iJTYRXfVAr41rec92vWsOrcgFMVXL5PCWHVnbu7/ViJ+BYdol6RwwH8jFL6G0rpG5TSNaq/CPs7H8D3AHwApiRfDuA9ADcCeIkQYstDhJBxAF4CcASAn1jbVgP4CyHkSxF/R2FhGejrggZOVSK9j6dxu2Ucjhw50l42btky3AVBIbUG3mcgGf8LFmCzdVzctH7m5JOx4LDDtMrJzkGD7J6spvW/TdOnVwVDeMBN0/TtfxoZnZ1AQ4NL8Q1FfIM8uRGIb28Xt4pcTdIHYh/f1bAUtkzGVvYqKirQ2NiISZMm+e5n2LBh2HPPPTFlyhTXfeoH/it04f/8vinXnG/TNO0+0VkwMiMHTRMAmfJy8JIe79XVYZvVS1q8L+VvIGDhsHsAWAR3fvn+H3/sORZOzbcKy8YLr6v/9CfmfJFCnW3iO3++O7dfAZH41jz5pLuXpeIzUYjvypUrtevyqjrq/mL2X3GdM5bCXAXgjsWL7d9htLejDcApit0ZADKJBHKKkPoNy5YBS5b45gATAGPBqj0fKVSKL0GJ/jE3FxM4sSOEOTkJ6XpLFT/ko/j64d//VhPQF15wt+YJqwCL44LcrmirMKIqxl0PCAG+8x3g+uvDfbeIdJqRH1mtlcHtjZdf1m8TtXsHgGPnz8fixYsR6ZP19ew8VVcHbxu0H10Ki+hkDKv48uso4uabnXucz4Oy7aYrMhVW8VVV/RYdr7qq4HKud3egRHyLDlGvyA6421h2Fb8HsDulNGmR6fmU0rPBimhNBHCBsO3NAGoBnEApvZlSOg/AFAAfA7idkAKygogwLHX1JsMADYrnlxXIxkavMmrtb8fOnQDciu+4e+7xVCslAD4Hx0g3ACCZxDWWArfNNNEJIBaP48UxY6DoZgskEnhL6KHKoQtldv+ERlx88cXYXWhJNHrJEg8Z6TLWrnUpvqFCnRsbWbi2Bl978cXQ7Zp6PdS5gLe4eK8MhkXc8hig4/E4VqxYgeeffz7cB1IpjLNeXvLEE8pzz+mW3/mOWSHTWTgFi2TUbN3qENdYDB3Wc3RDwCGK+xPNRb+zL2ZRia4Co7UVWL7cMeSsaziS38c7d7pz+xXngxPf3wAYc/XV7l6Wis8UpLgVED2EUQfRAE+lgKFDUfavf9mLRnR0sN8xezYqNm/GN+HuuSsivnMnjN//3rN82bJloCFVrSoA5/73v+GPf9dEv5ibiwYisQOcZyKopYqogkYlyaqqzvL+Zs8Ov3+/cWT+fOezfkru2LFOmLF4fCpiwiHYP77HlsmEV7ZFu2bYMHZcQaT15JPZb3jkEf0248fr12mwx7774uSTT8b5M2eG/9Datey8+qRxBWLhQv8UFvGxledina2iuo5iZxA/G0MVnRe2nZFfZJ9fDnd3F7YCSsS3CBH1ijwC4PRCfTml9BVKqarPyO+s//sDgBVa9VUASyilbwifbwZwN4C9ABxWqOOKDItYPWUYaOGFIHSQFchkEs+LLU7q64HbbgMA7Gxrg2marqJBZRs2KHc7AN7m5cQiB4lcDmkwkpLJZPAXYRv7OxcsQPNXv+rZb1uIgfWaa67BvHnzXMvG33dfl6voemAYeOqZZ5AG+62TTjst2BBIJrHt1FO1q6va230ND5F89WpxqwLbjtyEWQpgNoDBppm38hCPxxHKtrWMP35Ga1tbfc+93/kWia9u6moZMsQhrvG4XXQqjGnCXUBhKeN2YXLzmATZLPDJJ+y1dZ7Gqap8arze2WwWU8Guk+csKz7z2ZUr7SrmHwI49P33tcft2x6pUC04uEHJjf+mJvXvmD8fBqXKMGWOzhEjlEX9qqurIxURGdoVg3EXQL+Zm4sFfsROp3bJKmjUvqOy4qva3x13ePevg98YTykLG02l3MRX9Z0q4utHQL773eBaJqbJ9hdWcRV/Cz8ujW1l49NP3SHeKkjrwsTM/GPZMjz55JMYMWqUs3DECP/iXXV17J5REf2ysnD2QpCjXd6nCN1Yq7uO3OHjd1yq6Lyw7Yz8Ivu+9z1gsMaV2t2FrQCWptedkR0lREZU4nsngBorl+dYQsgehJA6+a8Ax8WlQz4STQSLKvyXYtt/W/97bXLlBDOWzSItVK1tl7brjMWUuRQbrMHyAoB54M48EwAzXEeMGOEKIc5pwnG2ARg0ZIjyuBKUIgOWd5vJZFzFjO494ADb6zdYGByOOeYYHHTQQZgwYYLmV/ujYpN/YEBeQZTZLKvMDHbjVmzYEMoQqA5SI316uRWV4ltATLb+7w5GMoxslhUyEUPWCg2V8ac493vuycoEXH7ZZdpdmZazKQtWsEimMbSyEiu++U3bGUTiccQsI+HMgMM0IPR7DdiW38fbg0gXD+2yJn65rZgNheGQzWZxE3wGa/EzqRRmvPQSxlrbjwVw4ZIl+V3XQpFDbpz5Gf9AYGh1BsD62bOVxLeivBw7zzkn9LiyKaCVVgla9Km5uWgQpCyp1occL7WQc3yDnj++fx0mT9av498xaxbw8MPOsmuu0e9TJMh+BOTLX2bhuDrSZBisH2w2C7zyiv8xcqgIMqUFdzCHAi/4KM7/Tz7JnBX3369vK6e7p9JpVtm5vp691/2moNQqEbLt40fIVSCE2Wlyb10OXZ5xWMVX1YqLo6mJ5anLv6EnCltxRHValdCtiEp83wFwCJiH91kAq8BEBfkvbxBCTAA/BLNzHrIWc1eYqvsKX9ZrvYUNy4gqy+WA1lY7FvxuYZvVAGZkMsqwEl6OIcYfbGvCygGevMnM3LmeyssAy/F1eQzhhGADrN1LLBZDNpt1EV8qtUri+Mtf/oLXX3/d3WokAjKCA0CFJiiqCWvga8yGMATiVlskX2gmkaIqblUAfMWqTKkkf5S6Q9YKjZDhRsOGDwcA7GHl5CphTWJZsFzcK63FvDhVx223YecppzjEt6wMMcvQCnMV+fQt0tOMgtxyiWtn0LXjk661j44IhkMmk9GGc3s+09CAckkFIID2uvoqvoUivpaRSbsQVpYF8A8AO045hRm58vrOTqy58ko8IX6tZl8tAO7NIyRxV0dfnJuLBkHKkmp9V8MzZcU33+ePE7NTTwW+8AX/bVtbgRtvdN5/9JF+W5F8NjY63yPjiSeAq65SO8ZiMdZuaeBAtr+//tX/+ILQ1boGEohgU2nxOyuIQpxfuN3BW0zV17uKTyKZ9G/Pk0wyQYNShwTzz/PxszsUX12RMEqZncbnvQMPdNYNHKjPMw4bJiyeJxXSaaCmRn0eewpRnFYldCuiEt+51t8NwmvVX1fwS7AiWj+klL5nLeMMTsWV2qVtXCCEzCKEvEIIeWVTgAqZL3gf3zIAaG21C+p8W9iGF8vxIJUCL315C6XMOLXUoCzc+b0AUDZjBmYC2AmrB6mVV7sMwAhJDTaFiYQT30wmA1dZAYHM1dfXgxCCurq6rqmbqRTMgIbtQ63jz9TWIofwIaVKBEzonSNGBO9DM4kUTXGrAnmiH3roITzwwAPQdtzlE1R3oIB99AzrvuWmHY+/pGD5yrFvfhM1NTVOLnMsBjNC4RG736uw7KXJk4H6epcjhtOnE4Xcc4/pZBieCXm1ysjTeKCz2aw2nBuEuD+jexbk62rl3T2QSuFDOKHdLojEtysGoWWAb/dxhgXtvd0w8Bas1keK/Qx+5hmk02ncIyw7UNomB6Bl6FDMBPA3y7lSQiT0ubm5aOCnSOmUp66Ol7Lim09Y52mnOWQ37D7EYlRC3Q8PXhBq5ieTevXtppuAdevU6wYNYt/R2gr84Q+sZ24PInBUDNlyEYCbiIq2ACexuZw7J1d1T6nuJfnzVVXe7wtCWMU3mdTPFWKRR/G++P73w+UZB4H/Tt1ntmxRn8eeRE/kFJcQiEjEl1I6h1J6Q9BfvgdDCPkRgO8AWEApvVlYxWNlVGJNhbSNfMwLKKWHUkoPHTZsWL6H5guybBkA4E0AA1eutNUZ8fFTGpZW/gv/AYMBFg5heQBVii8hBIsA3AtgO4BWK4y3E8BISfEtKy+3Q0B1oc5ic/HKykps3boV7733HrqEhgYYIUhGBVjlXROsdcxqsN+8QSKAgbpTwGS85qKL/D/vE/JSVH18C4Da2lpMmzZN29cWQPcNzmEm6lTKaUPgk8MtE19+jxhwnDyjn38ee1vLpz/yCOKbNyMMWuD0exWJ79oJE4DVqyEG03F/frUw2YvPPa2qAvbZh+VsASDWxL9Zvpd8PNDZbBbXQMEsCGEtHMTP+D0L/LoKeXdipWPPuRaJb5RqpbyYDYc1Rj15xBFaB1e6rMz3Oa/I5dAKi/h+5zue9fv8+tcY8NRTEEcOOSB6EoC/LliARSi1M4qKvjo3Fw24IiUb5X7Kk0oFjRKeKRLfp54Cmpv124r7F1FR4aRpvP468NBD3s/IEJ31c+boCf+997rHHKuYpwftctKYgC1bWO7txo3+YdqE+OfM5olNYgsdFfyOnWPNGnYeVIqvH/zUYD/wc9Adoc6AXnWtq1NXdfY7jnyuVwEd7KERNkquJ3KKSwhE0ZQbI4TMAXAtgPsAyKMJdyGqQqb4MlWoVfcjlQJuvx0AO5kGpVAFgcy3/h9xxBG466672BtdDo81sakUX44WMDf621ZbkMqBA1EplbYvLy+3Xe6i4isa0ETKdRs4cCAqupr/FoE4lW/cCACuNkrn7L23a5uVgP/guGaNb/GAT4/Vt5Nsrqz0nSx6NNQ5z7DyfLBs3Dj9yu4anIMmak7I+KTok8NNhFBnwO0cyVr5RCOuu84upDWguRmmFfIuU56cVfUcsPr/ivsSXhvW9Qkbog8A5OtfB4YP97QzMmWvuI8HOpvN2s4uF3g7BvH8NDbqVQh+XRXjThVfLkIkvmFahwHe6rUAcPfdQCqFNz7zGe3H4p2duMV6nYO3dYAJdl0GPv00C9uW13d0YPd581zEd4i0zU44z3A2bPXXEvru3Nwb8KvCnEx6iayf8pRMAr/8pfM+animeI83Nnp7zg4e7O59Wl/vfbZE4vvss8EKJiHAUUc5708/nR2zClaLQvuc5dOKKJsF3n8/OCLlrLOY0lfgUObhfvNoFMyaBbzxhvM+rC2gU4P9wJ0vKke7eL+K92/YUGfA38HN50Fx/vETFPKJdAurhBcKqhZOKvRkTnEJvohMfAkhBiHkPELIE4SQt62/JwghMwgheRFpQsj1AK4HcD+AC6k38ewtMHvzCMXHD7f+h6xqUGA0NDhVCn1QA9aO5N///jdm8YdERxDXMztBpfhytIKFVj9lqcP7TZpkG+YcAwcO9BBfOceX6PJquoIIxKlFUW2vRZpcNwPK8EYXfIoH+LU9+tPxx/tOFv21uNX/xowBoAjV6u7B2W+ijlDMhSu+XIfMwCGpOcNgUQdSjiqfQg3ADq9fA2Dr17/u2mYYmAI6FW6SbFjXpzPkZNwMsN+ZyzkTvvVZEsEA4yRtiWqlfN8nk3hujz2824nXNWzuoHj+wrY2Ul1Dy8A1DEMbsv1pWRl4d8yjTBNzFKHIjQBGXnml1ngt37jR1ZdZHlma4RDfkuIbDn16bu4NBFVhjkq8hLEpkNjIpPvpp511KuWxstJNrFevBs44w71NRYVj34QJI6YU+OMfnfeauiY2+DkSHWVR4VeLgI+7n/0sVq9ejdYquRlkF1GotmitrUyV5+hOJ7iO+MoETrx/Zdvn61/Xq5x+Dm7+3eL9WOgUr3yV8HwRpmhcb+QUl6BFJKJqNa1/Dqxu04kABlp/JwK4B8DfCCGR5EJCyA8BzAHwAIDzKKUei8RqjfAkgGMIIQcKn60GcCGYKOjTVbwbEVLdJPC6yrUE0QpZzkJPfHkG7Wt//zsA4JAjjvAQ3913390mvhkwEjd58uTuJ74BvXM5WgAsPekk73IprNIEWEhTEDQkKeMXphkwsPa34lYcnMRth1W0qbcKPoiIUMxFrOrMwc2fnGEEPpcGWB7vxAEDULt0KWSXRhVYZWcX8bXuhbDENw0wQ1BFfEPtgYHfv1r3mnTfPzhxomv1pkTCfV3DhoLlo/j6XMODV6yAqtRLB4AfdHbaocnPL1+OAw8+2LMdAUB8lNr2YcNciu+t0vqS4hsNfX5u7g0EOe6iOlzCbq9qG3TLLf6f+fhj73Mtk8j//c9JPQlLQkRSw+deHbkxza63TdPYMLmyMmy3CNvtCxZgwoQJuC1MuHcUPPFE8DYihshxKAJ4r3egZ4iv/B1+jufFi93Lgzpq6BzcfB4U77NChzr7fX93IIgD/OUvvZdTXIISUe+qawEcDeDnAIZRSsdQSseA1Sr6GYBjAISujEMI+TZYoay1AP4G4BuEkGnC33HC5leD2el/JYRcRQiZDeBFsHCqSxSe6J5BBHXTExyiC8m44goAzOhWhTofc8wxNvE1tm0DANSOHOkhvmPGjPEovnPnzsWXhX69RncQ32QSn8yda+fsZoTBq234cFBCsM40MRPAK3vt5fn4WdIAMRIIPwAqBqGuEN8ezfHtwT6+xCK+OQCfjhrVuwUfOCLk5sTKy5EDI76nnHIKDj74YIf4mmao57IOQFVVFYz16kjMOriJr2ldn3TIa1EDaImvkYfi6/sEiPe9ZCxfIkc1KMadFr5cRD7EV3feBw/GGX/+syv8mJ+B34GlOvDq9uaQIaAR73cKYOV55/kqvqfDcWSViK8/+sXcXCzweTYDEfbUqUhLUCTaiBHe51pWhp97zon2yOcy8rl3qKacYr7PoTh+ZTLK+XF5ZyfarN/z1nvvIZPJ4H9WNEzB4j3k8HE/JBLAr37lKijqghj91huKr5/j+Wc/8y7Pp0pxVOLbG+2loiLI1ujBFLYSwiEq8T0bwCOU0isopbZ7ilK6jVJ6JYBHoKnjpAHv71cHYCGYZ1n8s58qSukqAJ8D6w14FRjRbgHwZUrpXyL+jsKhsTG0UucZ4nlIhoUdpsneW8RUp/g+/fTTaLcGhIHWZGRWVMCUiJmo+HLiW1VVhe9ffbW9jVno0B8LbaedZufsNvGiW7EYKjdsAMnl8KXx47EIwDaLuAPAueeeizfffBNnnOlutjMBCD9BatrBaBFAqPtrqDNXfMsA/3ydnkSE3JyysjKkwZ6RK664ApWVlTbxpabpX0XVwlow4ks0E9daqBVf8W7yCwA2AaaYiMTX+u8ivgHXPRTxFX+DZFx7Cs3xcce67p8AmMmXi/ALddblMqrOu3XeyqTj4CbNCuu/XYyqtjbyPbnyc5/D+qOPhp+JcRNg90QvhToHou/PzcUC8dmMSh7Dbp9PQcIZM4IVX93cySOEgsDn7YCxODS4vSKNTTnFefoQQNyas7996aV44YUXcLtlbxmEsPY2MqKSlLDV4YcMcaJuJkzwrk8k3GHtvUF8/RzPYqVuEVHvOxXx9bOrClyMrFugmvNEQakH7boSwiHqXbU7NKlmFp6H0+A+EJTSGZRS4vN3jLT9fymlX6OU1lJKE5TSz1NK/xbxNxQWyaQzGPuAwilw5Vr+jW/Yrx8aNQpIJkGtyUaX45tIJDDSKqpgqySVlR7Fd/To0R7iCwAxIQzZKNSEJMEUDNcYn2AETycnkdutvKGLL74Y999/Pw444ABUSiq0ygTOQdFXVUOSMn75iRFCnWvC9OTrClSTHT++AosmIvGlxUJ8I+TmiMQ3FovBNE2H+MZi9r5Wg90r8tnjlZurq6uBxkZPb2y+XpXjmxUmY78O0QQAli8PDnUOSXy1V0m+72Xiq3IaJZOANYZMh6LVWioF/OAHzvs//MG9TpfLKDnzAABnn61NVaBgRfqmArg2FmPXaZ99ME5naHGYJigh4HrLK6eeikwm4wlZFzEGzrhUUnz90S/m5t5AUBXmqOO4+Cz7Fc7KpyDh5MnBxNfvuFavVhMTUdHkxDlKVXg/zJjB/kvnUWXIHnvSSRhiKc0HHHwwpkyZApMfG6XKfuA455xopPOSS9TLa2udOezBB4HNm515jNdgqKhwz3NTpjif707iy6+ZPO/4OZ51bami3nf9UfFV2S23Cok2JcW36BCV+G6DJcBpMN7aZtfCjh3aVXx4XgRANUSmhXAkbti2WT1wzXgcCQ0xzVrkVSS+EydNcm1TXl6OwdZAcwSA4y3jtEyYmGLdpPhyA3MqgEEffMAWtrXZkzUnvkuXLgUAF9kNU1WaAHjytNMAXsl60CAtScr4hXxFIL4DVRNlIaEioN008BOR+BaTRzJkbs6Ujz5CJVgIyqTTTsPxmzfbTh57Qk8m7aiDO6dMsSemtuHDMRPsmayqqgKSScw2TZskrwbs9a5QZ15JWrgm/OnRmrOtrS7iS3SKr49R66v4qpwDQYovh+XIScGKRuHfy4mtmHN23XXOMQUVIZMiNvDUU+4wPgGEEFw4aRIerKhAIpNhDoE1a3D08uXqYwaYMbZwIUguh6etCrLZzk5kMhlfxTcHYPCf/8xelxTfEqLAj3SKuO0253VdXeCzGQhxnPArnKUiLUE1KXbudPd9MC8AACAASURBVEdyzJ4NHHRQ8DGJ+5V/T309cOmlzvsJE9j56mp/XUJATRMvRug4UTtihDefNWiumzQp3DngmDdPvby9HXjgAfUcxn/D8cc78xwAfO97zjaPPhr+GKJCl+Pr53ieO9e7n3wKYUYtbtUXFF/Aa7eIc2Ax2VclAIhOfJ8FMJsQcoK8ghByPICLAex6oU2aAlQ5sGRogCU/Z8HCb8RY8FZhQiDWJMKJGvF5YLIWUeTmZKyqCkPksJtUCuOtfRIAiU2bgFmzMOiZZ+xNuivUmRCCqWDVcQ3uVc7l7Mn6xBNPBAC8++67AKIT304Ar++7r7uZu64djB/xDRhYxfDmbie+KnTTwG+I91axKL5hkUphxksvwQS7r8s//RQ/WLEC/O7fs6nJY5z+feRIe2J6/fHHbYWzyrr/Fw8aZJPkPeAooCrFNycQ34S1zVbddUokgkOds1lfo1ar+F58sdqwkoxRU6duWg62YbAmAv69l17qJbbt7Q6xDSpCdv/97uXbtgFbt3qcAxQAyssxcuVKGFJuYVxxzDkAuTFjXGTCVuHT6UDFNwag7kc/wlSUFN8SIsAvwkGGGK66bJn32exKqLOfs4mTFk5+hw5V9rt2obnZrfjecUcwMTcMYPx49bqf/YyNR+Kzxc/Xtq7pIZRS7Mhm0fjznwdvzFFZ6SV5IslSRZUsXRrsMBChi0wRx0sZ3L7hx8LvL7HP/Le+Fb43bFT4tTPSOZ7PPdf9+XwLYfZHxVcF0R4oKb5Fh3yKW+0EsJgQ8gohZKH19wqAZ6x1Pyz0QRY9RE+dhRyAeXDyAUeBneyxYGSQD2ptolosE18fQkKtwZPnxZmVlV4C09DgNZZbWzFUCMOId1P4bnV1NW6Co4iJ34+GBsyZMwdThNAekezKxFeeirMANsJqU8QnWZ9zlesriq8K3TTwu4hvX/NINjSgXFIxK3I5cPcTVw0xa5btZGoTJlrRycKJrxjGftNNN9mvRXrEFd89hIJsFQDaAcyprfUoLhQAdtstONS5o8PXqOU56p7BmpNFSY06XCrWRXSKr6qFSGurvmALJ7ZBRchuuMG7LpfzVLImAAuBDFlp9WQAmVWrXMaWTXwViq+KYhjt7axad0nxLSEsIrRZw377Oa/vu6/r3x10n4pOqGTSrg+CX/3KHTorgrcG3LkzfNE6gEWIjB5tp0h4wNVj2fFVALRZf4OtYp+e4ne6kGs/xVd1bv/wB+CVAnXf0jkIObHmTnXd/SUq54WEH/HVQbSvulIIk18n0aFT6D6+xQDxuPuafbULIBLxpZSuAXAogIcB7AXgXOtvAphIcpi1za6FU0+1X1KwUMlpYKHNMxSbVwH2pNkmKL5nb9gAGAYGWl5jP8X3YMuDOt16X/HCC17ypxl4TcFL2V2hzoMGDUK9btBauxaGYWCuED7TKUzActugT4TXWQDv1daiDUBHR4czefkQ37qXXtIfaATiW1tb67NlN0EiTAXbrfC7jO4u2lVoaO5rzxlqbcU8y1nRIBipKuJ75513AgBuv/12XH311djLIreqqs6HHX44RLQDeDyRAKZPd10nAjADoanJv6qzzri1fqdS8TVNJ3VAUqPOW7HCtRut4hs2n4+DE1td4TD+O9etC7/PTEbbjsSzKdy1AwBnjOTEN8ydXIeS4ltCBERos+a696+5himvXVHuwijEQ4eycSUWAx5+mC178UV9QUg+Fl15JfCVr4Q/lsmTgU8+YS18VOHe3MEmKpcFwnrTRNXQofjtIhaLQ0aPdshsdbU6PFlU2vgcF4aEqHoe5wOdg1BWfHX3V1NT96i+ulDnnoDKjukPoc4ySopvUSPyXUUpXUspTYL17x0JYDcAtZTSaZTSPEoL9gMIg+kjcIdKamv+WYNdh6B21ORyAKUwN24EAEzWFWVKpTDVChHmw0j5zTd7e61pBt7c6NH26zLu/e0G6Krl8uM65phj7EUjRoywX8eE85kDXIWHNgHYVFuLMljEl0/uPgPkwWJjeAlBbVNEZUguutUj6KaB3xQG4wqeJ91XEKGgRu2OHWhra8PhAlkV8+Y58T3uuOPQ1taG2bNnA2Ch+oCa+JqSY6YdFpFavNhrqGazwKefOjm+FnFzEV+d08b6nZykHSGuoxR4/32lWlAepriVn0Glc4ZZ6QlIJoHp072KanNz9FDOsjKmIElEOq04J1k4VZk5iBTqHAfQwQtYab5yLUqKbwkREKHNmgdNTcC0afkTYPF5UjmbKHUiNMTn/N57gSVL1PsUw44/9SvPJ2HJEofc8nBvEdxe0eTzR0EaVgFLy9k8/oADUDNsGMr4XDVkiEN2Z8xgRFxGPO7Mn2FzfAuFykp9/qtMfP3uo6jtgsJAV9yqpyDbNP0x1Lmk+BY18raqKcNGSumGXb5Pn2Ck8aDCM63k9g26z1iDXdqneftpOkWmoQFlkjFL2tuBX/zCvd2JJ3qN00QCnXPm2G/Lu0nxBRCqPc369evxk5/8BDN4tUYJrWC5eRxpAEZFBcoAzJs3D8/99a9shY8hW+WXXxQwsIohsqS7B+HnnvMu64FQ58rurlZdaDQ2olOaLLVXv67OEzqvUnwBd4i93fZG+JyhMZ7aYJFTnec+nbYne/48uq5qVZVvNdhsNoupcKI72IHlgDfeUIcrS1AqvjqDihDHMJMhOtYWL/Yq7H6Ix139vAEga5rsd7z9tjsfr74e/5BUdQCAYXieQX5NckKObzoWAwhRVqzPVVTgGpQU310CYQtSBSFCmzUtmpq8RDEMxHntV78KPx90dgKLPLXauwY5ZUK2Xfj6M84ItTu/oorx/faDQSliVvEo0tzMxgirOB2WLwfefJO9Nk218zAe98/xLbQSJzjvceut+lBgmfj63Uf5tKkKQj6hzuKz05VnCfAS377ezkgF8TktKb5Fh8C7ihAyOOpfTxx4UUEYdLk5deGFF+K1117DRsXgRwHQ5mYglfIlvkMCQiA9+EQICk6lWOVT6XsxfTqIcExyWHFBwQtuDBnC3vM+xcL3jxo1CpdffrmLgIhoA8uj5MiA9SzmQ+UG/pt9WhY1++TmkoCBtS1qOGi+SKXcJfA5uslAF++syr6m+CaTeObUU+0qzJnRo/HXcePgyWTVGKci8a3W/HZDIqoAENOEy9mKr85zH4t5qjoPFO/X5mbgrLOc91LhkGw2i5sAeJ7UkKrlpo8/xm233ea+l3VjCKXa1kOuz0QxyAYMAO67D89PnAiAXbNNADMOuLHc1MS++6tfBVavxipVr0uFoabK8c2aJlBeblez/sj6zo/jcTTdfDOr1l1SfPs3ohSkCgKfx3h0VG1tfoV9fOZ6Lf74R+f1nDnRIiqihhx/85veZVHsAz6mHXqoe7kmRahZQeKpTFD5M79zJ/u78UZnY1674/331SRORXzF7c4+O1wvYhUI8fYyfvJJ5/U55+g/y4kvP7Zk0rGRZOTTpioIUUOd+bPE0ZVnSfx+jv6o+Ip2ZUnxLTqEcadshhVhGvJvY7ccaTFDofiWl5dj0qRJ+PTIIz2bEwDE8gAPePZZ7W63BIRAejBqlPNaEQJJAGDxYlfearcSX4AN6vfey14PGBDZWGgDq5zLkQEr5MWJLz9Df/jd7/DjH//Y8/kVK1bgOr9WCgEDa2s+xko+aGhwJnIRUYqPRMAWoahan8vxBbBq8mS7CvOW117DKqGiOQWYIaExTkXiq2sXxpVFURk3NcS3DRaRUilDpsnCHKUc3xGiepLLAY88wl7X1HgKh2SzWUQxf2TTeOP69bjkkkvwc7Eiqm4Mqa8PFdpJx4wJPI50ZSXaTRNt06YBySTWD2LN18aBpS+YqqJbL7zA/qscUorxkCu+Yo4vJ7782dkP7D458TOfQdvpp7PtS4pv/0aUglRhkEyyKuoAy43Np7BPVKRSLE+YQypaV3DwSLDf/pYR7C9+ETjwwPCf58+z7IS+/HLl5gmFs5rweimyKrlzJ/DRR+r826VL8yO+Rx3ltBKKCkLcrYjE75C/RwYnvrKa39WogrCIqvgW+lmKEupcUnxL6AaEuavul/4eAeNQzyrW3Q/ggW450mKGMIBwc4oTSp96wkBrK8b8/vfa1X8aNEi9orERnfKgVVnJJmQOn4IcJi+AAWDfr3yl+8rmc3BvZkuL/3YKKIlvImETX34D/3PJElx11VWez5922mngAZqbVF8QMLD2GPH1U+C6AZvFyr190CMptplK/PGPmPnyy3ZIPAF8CzeJBZJimt9uSDm5gJAXrVB8f/SjH9nK0DrTRA6s5RYOPJAVX5FzfOUv9DneTCaDrgS88Wn3P//5j7OwsdHr9OGGVmOjV+kpK3MZYS0NDfrexRZoWxty2SyWWcXlKq3nfzOgJ/I8LUFBcqniWbVDnTMZR/E1DNfxc/M6Ho/b175EfPs5ohSkKlY0NEQvQNcVcMcrH1vjcff3y8+kSNQSCUZ4Uyng2mtdm+U00VieJ7y6GvjsZ9lrOTe3tVVfdGrHDj3xlfcjkhCVkzIsVBEjUYmvOAb59dAtNKIS30I/S7tCjm9J8S1qBBJfSukMSul5/A+sWDEA/ERcLm2za0Gh+HLDvDPgwS1XhBV2WsUhXtUViUgm8eRXv+o2PO+8091DUKfaDB7sClsp++STroWthAEnvnmol62Aq1JrGkDcIr4fAuC/+DDN59euXWsToodUGxSL4qu7Xvz4CjwBDBJDq/rgwOwivjfeiHKZyIT0SMvFkjiIwjiIcTIlna9DP/95fPvb32ZvkklMGTMGJoB3AWD33ZXtjLSQ16dS+Pb116Me6vY8KjRJCj5/N2zYMGdhMgnsvjs6DAMUwA4AlBtaySTAfw8/nhkzXEZY89atgTm+ZWDh2WnLeK5sbUUngGZAT+SHDmX/VUaoT6izmOOb44qvBZH42rnbpVDn/o2uFKQKQr7OyKhjeFhi0ZW5QXzeOPHlz0487iab++7rvK6vZ1XsOdrbgb//ndkSW7e6vmLZbbeFOxZKHdKtImea6BwMGBA+x1cMHf/e99x2T1fHhLDEl/9G+ft0PXQLjaihzoV+luQ590tf0tuffZX4lhTfokY+cQS7diErFRQ5vlzx3ScgVKhdkX/6ntUH0/AZPD+YPNn+LgowL6s4qCvCLnM8xLOQYSthIFaXjFgYQaadGQBDNm2yeyLz4eXrAKbCa9AahmErXhcp9l//v//5f39PEV9dixjdZN9FTD//fOdNHyS+Yog+0bXPCWE46ogvX14uFHrSKb4VUg6bKz+Y0mjEVzyeVAo47zwk2tpYeoS4XXk5uzcU4XF/EFMe4Ci+nqrk1dV4deRIbAEL1cmefbaz7nOfY/95RfRDDnEd17Drr/f/HfznAIgTAqRS+OKKFYiDOayeAkBVVdIvuACAWt1VGbc8/DwnVHWWiW/W/rhZUnx3FRSiIJUM/uyGJb5yi52ohDkssciXiB9xBMDTHwzDcUzrFF9eD+G++9h5XLjQWZfLAe++q8xj3i9srnFLC/D6687x8GPgOPhg9Xz4xS8GhzqbJhtPv/MdZ/2mTe68Zl30V1jyJR6Dn3rM1/XWGMR/Z9gw4kI/S3KKi5/40ldDnUuKb1Gjj95VRQYfxXd/0WCUkUjgfaGlD0fWCg3y6+M78e237VAhAjAj/wc/cDawQmd2Dh6MHFhv4S233BKucE0hkUq5jytiYQQ50CsDYMTbb3u2KwNwE4C0FFZlmqat+Kpq1R706qu+38/zhm+++eYwh5s/5EJgHDw8vMCTZLXYxqoPDsyi4gtdvmkIw1FXqZsvnygYr7ocX7kKMv+skvgqqkUDcIiaeDwNDfqibfE4S29YsMBdPGbBAiyTUiTuBiN/1993n/u5S6eRJoRFUUAig/x7eQ/siy5ynFYNDTBV+egajNyxA5g1C5WZDAiYw+o8gKnIcju1n/4UmD1bOfapltk5vgLxzcZizvkU7pONGzfaxLek+PZzJJOAVREYQGFCR6OqTx98kP93AYxY6Cqsi8hXFWtvd8iuYXgV31jMrfjy1ouJhDrvU4NIPQOeeIL9Vym+++3nDgfmRPygg9Rz2CWXAKtWsdfHHsvGMHk8FccB3Rw7a5bzneLYKjvxRZLud016m/jyns9h75tCh2GrIv904ktJ8S2hG1AivoWAj+ILRQ4vBZAeNQpYsAAfjRvnWc9zYvwU3889/bQ31FDOB0om8ditt8IE6y3c+fWvd28ImApdLIxQJiniaQAxofexiDpYvX0FiMRXhSrNvjiOO+44tLS0KPOHuwW6nC5KCxuO3sc9kmKBNtx0k9271UZIj3SQ4rvPfvvZyyp55fHly90bi9XUoSG+Usj6NsNwn3d+34pGgZ8zqrmZ3SvJpONYMk32XiJ1w8AG+qEtLW6nUzqNNGAT34zoiecGolgQizutQrRQErHHxo2eMaAKAFm8GJCrN+dywB134POKHqRUVdzKOofUyvEtA1DZ3s4qvVq/Y6q17erVq+3rWlJ8dwFYLQUBRAsdLVQbpJ078/scRzIJzJ3rvK+pUROBfBVfmfjy17pQZ/57EolIjvJIbQC5Y15FfO+8k9kNjY1snOBqrWkCK1d699XR4YyFn3wSvsaIabrP87x57P554AF3AUq5l3FYgsPnnN5yvhESnYwVMgxbd7+q7qn+oPj21d/Qj1G6IoWArriVXAbewnIAHzz3HJBMIqco2JC1JiA/xbdap9xKEMMbY7FY94SA+aGLhRFyUpGdDICcpj3RWniJr2EYvsS3JUQrH13l34IjyIteyHB0kUT0QeIrFqgiySQWHHaY3d4ojEd6uFUF+uijj1au5wQpJhgIe44fz55p2Zm1bJnLOHb1AJYUX97OqMM0Wb69bIC0tDj78nNGDRzIjFJKndAxy6Agfoaw6HTq7EQn4K/4yuNTa2ukIjAZAGWq6s0AGwNee025av+33vIsU42HcqjzaACDtm1zjp9S3A2WBtHZ2VlSfHcl5HONw7RBCks0C9Em7qSTnNcPPcSiWwqlgnV0qBVfMdRZp/hGcZTL50vTuhCAk3PMf6Pc2168Hnw8ME0nMqUQyOXczj1OXHROfI6w8ygfP3uT+PbWnO/nRFLdU/1B8S2h6NAV4lvK9eXQhTpriMw+YEYYAGRVxNcy2kwfr1wrnyACIJK2WCzWs9UDgS4rzGlpgM4A6DjxRO92AK6BWvHlZ1FVE/KNyZNDHUePIMgZUMhwdNELGaWaZZFAVhH+MmSI3d4ojEf6vffew5tvvokDDjhAu/+pAPa/6y5n4WOPqcOPMxlW6MWa1F05vrmcMseX8H65qlBmTkwbG9We+bIy4Ljj2H7TaYf45nIO0fYDv4/SaaQpRQZADBriq0I2i4xsOCkm+hYATYC3Aj1HXZ2WRCjJu087I0589wRgSJ9NgKVBACgpvrsS8rnGfhFK/L7yezZE8ArFXYF4L3d2svSGQlT656TWL9Q5HnfnY3LFt6oKy772NUTv0QBn/+PHe5cTAnzjG87xAMAdd3i349eDjyuG0XV1XURdnZoYBs2/YVXUf/2L/X/44a5FFOSL3iS+Ouc9IWrxpaSWltANCLyrCCFvin8AXgCz6e6W11l/ywN22f9AiJ2z51J8NQNlOZxc1IwitJUrvobPQPrutGlez4NCmfQovkDPVQ8Euqwwp6VzkAYQ+8IXPNtlADwIYMTkya6JRAx1vgVwVEELa/feO9Rx9AiCnAGFDEfv46HOcojyzoiGT21trZb0AsAJTU24C0CZ0O8Yl16qD/PNZm0l4oQTTgAAVCYSzEil1NPOyAS8RT44+LiRTAL33YdOmfDdcw8rTAOwcGfREM9kQIKIr3Ufdba2YvXHH/uHOqtQX4+XreJXFNbzdPjhwPDhrhz1VrDxcP3gwZ4xoAVgY4DGsFGZ9kQxHtqKrxXqrOtKXgdg3LhxJcV3V0I+xNcvQok/E2G7E9TXu98LvcZtqEKqxVDr445ztu3sZM+7n2IaFkOHMuLLf5OuuJUIa/3Z55+Pw3/9a8wE8HE8DhpV3dqyhfXklVFXxwpVAY4jbcMG9T7WrnXmrVzOWysgX3DbRDUnBs2/YYhvKsWEBo6INU8KgnxCnQsFv7aNKju0pJyW0A0I404ZAFafgP8lwKJKDWk5/yvQCNS3wM0ol+KrGSgzYIrv3XffjUcXLfLuyzJA/UKdm044AdwkpwCbZOfP92znUXx7GvkozMIkcMz69a5VWQBxxcRfCauC7McfuyYSMdT5z4CjClooqrAFXWVncX2h8OSTzutf/arnvc5dRFeJbxAu/ugjeO6ytjZ/ddxSIm666Sbcfffd2GeffbRVnQmleoeDOG4kk3h5//3d60Xv+P77A2JYcDrtr/gKTqd0a6srxzf+6KOOwX3ddWx7ufKy9fk11jG+DKAlFmNtm0zTlaM+DMBuAGg2CyxYgAzY87YawCzrt2HKFPVxKgyeYxU5ejwqhuf46uh6y+DB+Pvf/15SfHcl+D0HujxeXQvBurroxFd2aj/wgHcbOaR69mx3qLVYP4AT38mTvc+lDnKxPI4BA9yKLyHq4lYKvPLuuyCEoPL889H67rvM0bbnntHUOTEyi4+pgwd72xmNHKn+vKjKZjIOYfZDIgFcfLHbFpHfc9tENc7rnPgcYeyrhgbv/dPdXTVkyPUlehI654HsJOIoEd8SugFh+viOpZTuEeWvJw68WMHNKW0+LZih2dnZiZkzZ9o9NsWhMBci1LmystIONdpQVsaU22nTPNuJxDfeW16+KAqzlBedkFQxCoCU63QdC8JEIiq+Sn2tmEJpRCcB4J58CSmcMp9KAddc47zfvr3nvc5dRHcT3+G6qsXZrL9zYu1aJBIJXHDBBYiXlWmJrwEAw4a5qg7bkBwcMUF9zQHsWvEc/3XrgGefdTbWEF9OOLPz59v3URywiW8dgAGXXeYY3LwXZzLpGNmiYWgZb62wQovTaWDzZk+YqAFg923bgGQSG8vK8Fsw59NTXKER22oB7J6vrvaEKwPABZs2eZZxxZcT340AcrKxlEig5te/Rl1dXUnx3ZWgc27o8nhnzwbECA+OsjL2THLCEpb4ymlMQSHSra3s+dLVeejsZPucOBH4xS+c5XInAA7TBJqanPci2ampYfvi41w2G6z4WjjlrLPw4Ycf4p577sF4HrI8ciSrO5AP+HXK5Zzv5M+w2BGCgzvv+LaZDDBpEnst2gZVVezciKSWF6ritoj8ns+xKmKoc+JzPPqo81oXwtzFmicFQW+GOjc2esmsXwRgMdlnJfQblO6qAoEb4i5ylUy6m7xbqAQw+JlnAECZf8pzfP1Cnaurq22SnfPpESqGOpt9IZczoMATAdRkQYY1kYg5vuK1sU2iYvMocicBL1r09NNseSGvXUODV43oaa9zFyET3+aA6txR0aEKSwQcY0d3PUSPNiHe4lY81JlS1oZI7CsJsGWSg8MUDGYCeJ8P0TmUySjzY+8AI5zbeH48pSiDQ3z3AWCoKor/9a+seuqwYW7D0DqmNv5bMhmtYV9mGbbxXM528F144YXshWiorljB9qOpvjpMsX8x1DmbzaIdwIaxY51w0FjMFWFSUnx3IeiusS6Pd8EC9T1cU+Ny9uRNfBX1PDzwuy+54ltZ6Ti5f/xjd+V1EVVV7nFKfD1gABuX+HnIZDyKb4vmd/5ywQLUywpdPK52GkQBpc58zMf30093byM630TFl7/+znec9JLmZuaMyyelSze++znxxUKmuhDmnu6qoUJvhjonk24HSVAEYLHZZyX0C5SIb4FgWA+oZ9pavNizLQEw/t57AaiJbxjFt7q62g6v9suxKRcMS13rlqJCgOczNPG1JhIx1Fk0afh1IsV+Trpj4C8Gr3MXId/LNTWsW2RZmHsjBCpvvVWfm55MAgsXej8ke64VxJdTUsLXH3+8ex+KMP6YLhdYBY3iy/XwFqkvNCe+um6hdO1aZFIpYNMmZqQIrZAApviaXPHVnPtOXiGbUnQC+NGPfoSbbrLKTYnEl59vTbjpToUxKoY6H7JiBcYCGPnhh85z85nPuIwq8b4pqb79HLrrqxvndKSTR1dwIvjf/4ZrdyQ7knSt6kQEpVJkMoz48v6+7e3635lI6IsYcvLByapAfBc99hguvvhi/Pw3v9HvV0Ys1vW+tJywAs7zK9pAixapVdl02hNR02WEVUTFax+mbWNPd9VQoTcVX4A5kgDge98LdkgUu31WQp9E6a4qMDwmqmaSrdi0CVMBO9TZRXxD5PhWVVV5FV8Fei28OV8EeD4JALzwgv8+EgngxBOBsWPx3qpVmGct7hOKr4xCT+hAcXidu4iRUu7XI488gs9//vN48cUXC/MFPKxt1ChnmeiZFidrXe66SvG1/ht8/d//7v5eRbRDLGwVWQBIp5WKLye+ttJpGfGdsCqla3ZHIfTNXrvWVjGI9XmX4ltf7zHqcrBCoQ0DA7NZ7AngjDPOcBxyKuKrg+IZ4IrvxC1b8M1//hMxWGMEP2aFCmW3myoR3/4NHRHTjXNBURyc+C5d6g2TVkEmupde6n+8hLB96fJ3ly5l/3/4Q2DcODamtLXpia+s+L75pvOaRxJxB146jU7rmblg9mzMnz9fnRoUi6nVwq7YGfyzlDppG//4B3MqPPGEs52c4iQqvhyFmifDRFhp2lW6INt/Pd1VQ4XeJr7cpglzDMVun5XQJ1EivoWCZWx6plrNJEsApMAqDQP5Kb78u6gP8R2sK9ZRrAgo8DQK0Id2wXICTJ/OJvQ1a2CAFdkBgK8I29nXqdg9it1xfMXgde4iDjzwQMybNw/PWX0eDzroILz44ov4bCFaiHAkk8Abb7jfq/DUU2rPtQ/xJZSy3Opf/tL9mW3bPAqSqPhmTdN77UQjLZNRGsLcBLeJrzXGcMV3HYCcpNhSKCYIS8UgguJrAEwtGjXKNuooAJ6RG7eUHAPAcQAGRj5mtgAAIABJREFUWWkeABzlCnB+l6ZHeY1C+ebE94TNm1GuIjoff+z9jHW+SuHO/Ry666sb/2bN8i4vL3fGRe6AkverS82Ria/mvrZBKcs5Fec30cH31FPO6zVr2HP++uv69kZVVe7547HHnNeKMObt99wDAEjU1mLmzJk4SzXe6ebmKETKNN1E+WtfY/+3bnWPh2vWAJdd5ryvkOJSROIrK8VdRRjiG5CWBUBt//VkVw0VejPUGYhGfIvdPiuhT6J0VxUYHtPMh8gRALzFvUhPueJr+oRthlV8KyoqsHLlSqztK2GskkdUNhX2AtwVISUQSll4uWJCEqZQp6VRsXsUu2Pg5+eYY/Dgnvc6FwAXX3wxjj322O79kjBtMnTtRTZtAl56ieWs3nUXI7TW9TQB1qpDNkAp9YTHxUXiG4+zazXMcueMHAkcdpizcTqtbGfE73Jb5ZSI7w4AG2fOdD7Aw9FUWLsWxDom+ylrb2eGjGXUnT9jBlrgnWDKAAy99VZngajicMNW4yzcpChqF7PGyFodyVEY+KUCV7sIdNdXHv/EwkficgC4/HJnXAyb28sRJrRZBM+b5Xn4VVXAn/7krFelPCxd6h/qLBK4gMiRoWvWIAfgph//GAsWLMD+Bx3k3WjHDnV4dxQidcklwEknOe8PP5z937DBO7eL59BP8S008Q2znyCbqhidyakU8J//MIdub/QQBtRh7EHbllBCAVEivgWGx/yyJtmgtjliXcYwim88HneIL18oDmLCoDZ+/HiMGTMm4AiKCIJH9JEDD3St0uUicrQOGQKq6bUqBK3a56zoc3z58em8+vlCJLk//WmfI709hqAK4oCa+KZSwMqVjiG3YwcwaxYS//wnAGvg1RmikkEVF0gd5dW9eYji44+zVkIcmlBnfpfrFN84gO1cLZ8wgUVN6IyOujpb8bXN0rY2lyGzbt066ALnTVGFFc8v/77GRk//bgBYuNdenmUx6/PbdAqNYj+lAle7CPyurzjeiaqbPA7KfXSjIArxFUkSd9qWlweP+83N/qHOEeY3/rSfdtpp7IXO/lAVbhK3FdNDVDjmGPdx8TEgqJaBPBa/9hr7P28e8JOfsNc9OZ/7pQb1RghzEHhoNp+TeqOHsIhSqHMJvYQit/r7HpRTbTKJ9oCQY/HxzlkTtp/iK35XBvDmm/T2oFYgTN9vP9f7oGzHh/bfH2raC4gdgftMqHNPDPy9me/TH1Bd7V3W0OA1SFtbMejhhwFYkQk6w1IyqETF147u4EQvm3UTaA3xvQbAVOiJbwwA5ftpbwfSaWSFlmk2LANdVnwpV3wtfPTRR2iSP8t/w+jRzhs5fBEAkkk8P20aVkNw6gF4UWFo8jHymaoqdKieZUUf0JLiu4vAj/hGyZvn4MRXvs90Oblhqjjz/YkkSSS+QfdoIqHf5rnnAF11eg0IgGHDhjG74YYb9BvKhZvEOaShwRvlJp4j03SfQz4GBM1D4liRSrltm23b2P933vHfRyGhC5l/8MHeCWEOgq6aeU93c+DPZSnUuYReQt53FSEkQQgZQwipk/8KeYB9BpaxqfNZ/u+ss8LvirczChgY+LSe5eGRxTCoFRKpFCp//3vXohjgIQyimf9EdTWuAbwGO4C5wus+F+rcncdZIr5dg0rx1YTBmVZfTRMAdttNnQYhhcd5FF/AIb65nKedkcoQrgVwF4CaJ59kCwTimwFTfLNcCejoANJpZBIJzITgMBo61DbQDes7bU2rvd1+LimlOOLDD6EKls4A6Lj+emeBRlH/YPJk7AFAzNiOKRwFXPF9LR7HPfvsw74fcHqbKkK2S4rvLgI/0phP6x1OfMePd5752lrgttvU24dVfKuq3CSJz+MVFW7FV54DCAH23tv/dzbp3E9qEMNwnOi8l7cO4hgnPpvTp3sLON1+u7PeNN2/hRPaoUPVRJJDHCsaGtQK/JIl/sdcSBRDoaooKJZuDlGIb7HbZyX0SUQivoQQgxByFSFkPVih0NUAPlT87bLQmVJNUXIReahzFMW3WAa1QkIxuRmAy5jNDBhgF9EBgOadO7EIwEywirUUsPOENx5zDABg//3373tVnbsTJeLbNaiIryYMLjt0KADrPh4yhBlK4rbl5R7DqUxUfOU+l9msm/hqFF8AqAKwG29Rogh1thVfi/hmDQOLABzOd3DzzfaxccXX1rTa2uz7aNu2bbi+s1OZltAGAN/4hvv3KmCTU2GZqg85z/FFNotXrKiaNy+/HLjjDrZcVRCrpPjuGvBzbGzfHn1//PmorQXOOIO9/ta3gDPP9G5rGOEVX3k7TpjlUGfegoiTrHHj2BiSRxqMsiSTabLfFqZoE+Aet8Q5pLLSv4CTYagV35oaNZGUtwP0dk1XewlHRW8XqoqCYunmwMfdMDm+JcW3hG5A1LvqFgA3gXGJ28FENNXfrocAxTemC4ey4JqiLbIXCyC+3GzLUFo8g1ohoZvcBE/05iuvhEiN262WDIsArAKrLMup7eOrVuHl//s/3HrrrX0n1Lk7j4+TqBLx1UOTN++CKtRZVdQkkcD2adPst9t27ED2nHNYWgKHwhETFwiaR/FVhDr7KUDxTz9lL4R2Rpz45riTiYc6W/eebQILxrCRyaADwngnKL4bN27U5vdWQ2qxpgp1BkAUfdFjivvUFIhvGT/+qiontFJBfEuK7y4Cv+sbliCJpJLfX52dzuebmtTPW0VFcJgyRzrtPlZdqDMnyO+8w0jWmDH+fXx98MrRR3sX7r03MGhQOGe5XLhp9Wrn9Z57esdJuZ+wivhS6k8kRSeZzq7hzoESvCiWbg78fi0pviX0EqJa1dMA/JlSegCl9LuU0htUf91xoH0Fuqk2HkB8XVNXiKrO4nelKS2eQa2Q0OVFC5NeLJGA6DfM8v6dYAXDhgIYZL031q3DYQsWYNyyZX0v1Lk7wAlIifiqETZvXvWcyp7/gQOBBQvQ+oUv2ItWffAB7rFaiNhQ5B6WqQx4fl/wUGd+H6fTrG+uBp0jRrDjP+EEAMAdACYDGAHggCuuYBvxUGdrnzriy8OkAQBtbXh1+XJks1ns2LEDOtO5CRKBjaD4+hFfksshzkO1q6t9iW9J8d1FoLu+qRTw5S+734fZh0h833uPvb7rLmD//b2f0zh0tBCrGeuKW3HiyyNMKiv9+/j64Khly7wL338f+OCD4DlHDulNpYDnn3fWq8ZJMVpDp/gGKdfiWKHrltHdVf77MoolNDsK8S12YaKEPomod9UgAH8K3GoXxpnnnIPly5d7lpsBE6FI3kjUUGfuKS2GQa1QSKWUXvkc4CLzpkR8/7hqFbJg8fZDoe5Duvu8eaVQZ6BEfINQyLz5yy4DkklXFfEcgMcff9y9XTbrNgAzGcQotXNp7TBmUfHNZNxET2NAtgDYcuSRzCi1lN/hAA4Ayzl2PQkffmgXkrMDMW+5hd2PY8di9LZt6IRDfAmleP2dd/Doo49ix44duAZAu+Le/R0htpoLoMvE166DkMuhnDsNAohvSfHdRaC6vtyZtWGDs2zWLGD2bBbRId+z4j448d28GVixwlm+bp33e8JUgxdRXe1ElOhyfDlE4pun4qsMw+bPiuq88Wf21FO9SmxDg/c5k8dJ8ZmXc3z5uQoivqINJds7XOmdONF/H7s6iiE0u5TjW0IvI6pV/RaA3brjQPoLzjznHExUDL5Biq8LlgEXFOpsE18+8RXDoFYoNDQo1a8M4PpdsuI7KpuFAWAs9Dd3/NNP+06oc08UtSoRXzUKmTevKFJGYamOsuJ0//3Oa8tAteMYZOKby7HnhI8vch/fQSzeodk0MRPAoKVLPWReeYe9+65NfKdax4rt29n3r1mDiZs3w4Q7tSMDYP369di+fTsWAbj9oIPwcTwOCqcA3atyKKJYvE4IJVeFOitzfC2jmeRyiHNiElLxLRHffg7V9dU5s+bPZ0qlTL6SSdvZY6fYNDVFI2lhYD1XmDULeOEFtkxX1ZmnVlRUhFJ8qWGwcceqLxAa4tzIWxSpbJKo46Qc6hyW+MrOBG7vPPCAs+yXv+zznSz6PfhzWerjW0IvIarVfwOAbxFC+lBT2B6GhkREIb5feustAMCZc+f6DuKuUOf+Bs2kKQ+V8aoqzzIO3ZCZGz267/Xx7Y4JgBsxuh6ouzr88uaDcn/l9zwKRCK+R69f7w6nBoCLL3Y+/+CDAFj0AgDE5JYqXPHlYX9ycasbbwQMA4+NGoVFAMo3blT/Jgm0vR1DP/kEU8GKOsh3X4xSVMFNfNMAMpkMdliRGsv32w+XnHIK/iB8vkKssuwTSs5VWdGkVyq+lvFEBMWX1NQ4xMNH8S2FOvdzqK6vjozp5tCNGx1SyolvGIdJVOLL0doK8Mrrqj6+pumM25WVoG1t+GDVKt9dEkrZueCFosLOJeJ387ZIKiU7an0ROdT52WfZ/w8/1NdRANSkm48hvFjZ9u39oo1jv8auEOocpjZICb2GqHfVIQDWAHiXEHI/IeQGQsgPpb/ruuE4+w40JKIsQuhTwjLgqrdu9R3E+fSb649eMb+iXGPH2i/j1dXw08U95kwigczcufa588uHLAqUQp17D7q8+RNP9M/9lQkdADz+OJBKgQjjAwVw/qpVXgWqrY0pU6kU8P3vAxCIY2cnW+4T6uyp6mwYMKwxon3YsFA/nQCoAGuBpHsSVYpvLpezie/AgQOxxx57QAyqrBQVX59QclWoc0KR02eng+RyKLdILikpviUAaoLaU8Ue8yW+gNOTtqzMS3yrqwFCkHvwQWRSKeCTTzBYrHysAv/NfJyvrlbnx8oYMcJ5zZ8zlR3T2OhV7/zqi8iK7403Oq91dRQANWHvj20c+zv6e3GrsLVBSug1RLWq5wA4DKwzxjQA11nL5L9dF5qHuSwgbFkLn0F80iGHAAAO+exnlev7NDTFKwjgqoJrVFQE38Q8NMzKe45Pn24b1KTYVZ8S8e096PLmFy/2N7ZUxlg6zZZLiu9wsaiNiLVr2fZSL1DC9y+HOnNDW9XOyDBgWt+76rzzPM+Vn+unClLhPQEZeBVfXtwKAAYMGICxY8fqia9PiKQq1FlJfLniSykqRMV38WK2wY4dHo97qbjVLgIV8VXNK91hXHeF+A4YwP5zpRZwxuqq/2fvvuOkKO8Hjn+eKxxXuOMoKh1EwI4FAmoUFIg/e4lYODEIiopGoyZGc4nGCIYoRI29REA9iR1SrKgQSYiKsUVBRQQVEKVJvf78/piZ3dnZmd3Zu9syu9/363Wvu52d3Z2dm5nn+c73KaU0PfooDRMmULBrF4rw4I2u7AGodc0oL4+8rrmNSl9SApdfHn5s1V+8BvI76aTw43jji1hNry3O/saJBK7JmsZRMnbJk0gf3yBmfOVmTMZL9Kjq5+Nnz7bcwMDxyPgWevRnaARQKmJKnigeF/Eu5h3ZTj6zOIFiDzpiUHEmrG9Sypg3dPfdQ/2e8/LyQhXqer9zLaZLMi/80sc3Prd+8/EqW7Get/0/NbDWq5l5797+3selqXNEE0+lQKlQxnft0UfDAw+gzWvGOmCJ+6eE5BEd/DaZr3VmfH/zm98wZ84cIBz42kP3iMA3RhPJRDO+ec3NtG9spAmofP11YzAxi+OOuwxulSPcbmxY5UrHjuFlF1/sLwOaiETG9LArKYFhw4y/7QPdmZnWrzZtYt3551MU69i1Bo9yBqDWtcaaK9y6rjmDOut11lzFEDvjC9Cvn/F7+vT444s4M75u/AauyZjGUTJ2yZXIPL5BzPgm62aMaDMJ1aq11qv9/CRrYwMhwYxvHsCjj/JhrIIgVl8ZyN4+mlbhHOvid/PNroutcTaVUkYw4LjIWlWiekdGLeNY3z0ZTbIl49sy8SpbMZ5XjsD3uuZmtLPSXVxsZGlifY4942tv6tzQwBB7FvnXv4bm5lDg29TUBFVVNJvNI08E/m313/PwJbDdfn3q04cVxcV8R2Q3C2swrBVmn8OKigp69uwZkfEts09RFmMKNreMb7FLMGH18T0IGL95M3lA91/9KipTbr/jLhnfHOEVHFZVwXXXhR/ffbcR6CU6EnMsLcn4lpQY13urz+sLL8CrrwKwy7z+f1dbS/d4N2yam40Bn5wBqHWdd9ZF7PWHiy8Ov87+HWJlfGtqjMHBAG65JX6A6Ozj68Zv4JqMaRwlY5dc2Z7xTcbNGNGmAnhUZbgEM755YFxQY1XCjj8+9mdla+BriXXB8MjY3mn+zreagtr3f00N+5h/njFrVmbfyU1FU+dsP37aWrzKltvzhYVGQOcIfB/Tmq0zZkS2bJg61ah4TpsWVYHWwMarrorM+NqbOv/735xpD3w3bYKGBvps22aublQ6mq1mwfn57NHLe6xCDfwKoz9vyKpVbC4spB7ItwULzt605eXldO7cOSLwLa20NcyMMQWb34yv1Wf6VKBMaxSgvAID8467ZHxzRKz/r728bW42jsV99vFePxa3ILclQXRtLezYEX7c0EDjrbcCsNNcfjA+BmTU2j1Is67zzuDVHoDYzzH7d7DKCuf3srKj1nZv2hQ/O+rM+DpvaCUSuCZjGkfJ2CVXtvfxTcbNGNGmEq5VK6UKlFJnKKVuVUo9pJR62PHz52RsaGB4DW4Vq4/v6tV08n423F/N67OyPXDxmqw+hhvtD+rqwgW3WVBbxXeH7dszuxlTskZ1rqkJz0V53HGZ+/0zUbzKllsz/XPOgaoqOlj99wj3rX1/v/2MY9yabmTGDOP/UVUF114bse4OYNTDD0cPbmWdH/PmuQ72tv+WLZwDjJo0CfLyKJgyxXjfvDwKPY4tDSw+8EDmAqVWZcWcQzS/uTkq8HVOPlZeXk6nTp0iAt8OnTtHruQxBZuV3Y0X+Frnh68RFMwbaJLxzRH2wLemJjxPb9++8M470ett346nWE2Xr746epkzGPZTRrscjwVmpteqHyh8jkvhFqR5ZXztAYg1RzBEfgfrGuF8bUuyo855fO+5x/ta6qevbVtP4ygZu+TK9lGdk3EzRrSphI4qpVQn4B3gCeBq4HxggvnzE9vfuctrOqM4/RliXlJjzYdn/52tnBcSZ+XZRUS1o7Y2HPgGrRlTMi781l16a57kb77J7OA/E8WrbFnPH3GE8djst1dmm86nixno1s2aZez/DRuMJ9atC/0/9KhRAMwxX9MAvP/++95Nna0pVxyKGxt5ECj57jvQGmV+1v9pTbFHZuwr4NXTTuMc+8LaWqipoaC5mQagwFY5dsv4lpSU0Gi7PpX7nEt08ODBxtezLXMNfJWKOTiX7cWhO+6S8c0R9gBx8uTwPL2rV8P8+eHn/AS+06d7P+fW6qglgW8MrremEu0eZe/ja/f66+G/77wzXA64Za2dy1qSHXU2dR43zv1amq6+tpKxS41s7eMLbX8zRrSpRGvVU4G9gQuA/hjX42OBfYC5wNtA/Kgkm3kUcCrOCRyzWPS602h9Vi700bRPVp9ov9xdu8IX2aA1Y0pG4Bu04D/IrHPU+j/a/p9W9veQp5/2/H80mfP2Wo2XQ1cRZ1NnK/C1D9pjozFGaHb6eWMjY/73v8iFZh9DBQz97DMetD/X1ASTJ9O5vj5uxreiogKlFPm2LFKFz4H4evbsaXycbZlr4BuLxyA/Mp1RjrD/f91GWXeuFyvwHTPG+7k5c6KXOQPf+pjDV7aMFdg76xx5ee5BmltT55oao4WJZcuWcHBpD3KtMSacGd+WZEedTZ296kbpKqckY5ca2drUWWS8RGvVJwCPaK1nAVvNZU1a60+01ucCu4Dft+UGBk5bB6Hx5sOz/84FboVhPPaMb9CaMSUj8A1a8B9k1vXApcl6iTmNSKVXhXv1ahrMbJJVbQ692tnU2frfbdnimgH1qj50BIobHCHrQw8B0BM47i9/iQ6Yd+6kV2MjI4ERtgq9M/DdzRw0K982XUp32xzcsfidzsj6XOdnU1JiBCQud9ytjK80dc5yfm9sNDUZgV6swDdWmWO11LB77DF/n90aVsunoUMjl/fp4x6kuTV1rq42ugLZWcGlW9DhzPi2JDvqnM7Iq4xLZzklGbvky9amziLjJXpU7YGR1YVwyzb7rc15wMmt3ahA8xOExpmiB8wmfvHuNOZi4OtR6Dkr+xH31+0Z36A1Y0rGHc+gBf9B5sz42v6f5eXlFBcX41mNUwr90ktAdMZ30eLFxh/NzUbF1Rz91b6OBuMaUlpKrUclw/XoevLJ0HN5HsGhAkqAC9avDy1zNnXu1q0bAAfZApA+P/6x76aKc+fO9R34vgTsxPjOzb16xbxuSsY3R/i9sfHEE5FNat3ECnwrXWbSNQeTiyVuE/2CArB1jYigFJx1lvH3HnsYAenMmcZjr65Abhlfv8GlV8a3JdlRvxlfKaeym2R8RZokGvhuItxibhtGncM+JGgDceZTz3p+TmaX4MtZRP/x6qv9zYdn/50LPAo91SlyeLBF9gf2jK9ZUK8pKKAZ2FpZmdnNmJIxuFXQgv8gi9HUubBdOy644AJ+hUclWGuKzCDRkZPhzHPMnrdNTeGsr/PlPXoY15CSElZ06cKOqDU8JDB1VpFtXXvWNTT1UE0Np9iCY/X11zBxoq/g9+yzz+bpZ58NPfYKfJuV4lPgdWAp0PDZZzHPZxncKkf4vbFx003xWxGNGGH8duuXOHp0Yttl6RRzSEtjbtxJk6KXK2VMOzRypPG4rs7fFEFuGV+/waVjPuEIiWZH/Qa+Uk5lNz99fIVIgkQD30+BfQG01s3Au8AEpVSRUqoEOA9Y2babGDB+glCXu6RrHKtcfNll8d8n2+fxdeNVGNr7KWHcoQmxZ3wBqqpot3Ytzzz5JCXffpu5QS8kp6mP9GFKnRhNnVGKAQMGMDfGy/M2bgSimzqHqvQuAW/o7deuDX3Od+XlXAho8/ObvTJJrWDfkqefftr444oriLoVWF8PV1zh6z0LbRVtt3l8wbhpmG/+NBN/IEEZ3CpH+P3/rnGWvi6swE9rI6OqFHTvbiwbMKBFm6dmzox9Q3P1ajjySOPvbt3C1+pHHzVGQraOcyvwjVcPcBvcym9waV1nYs1O4ZczSPfaB1JOZbdcGJtGZKREa9UvA2copawr5x+BYRhxxrfAEOC2ttu8API6mZ3D8kPEXVJnw6gyt+ZTTrmY8fVZGEbcS7dnfE1du3Zl7NixFGT6xTdZfVykD1NqxGjqjFKhYG5jqdvQU9BkXgecTZ1DuUpn/zwb3aNH6LPzMUYfbDAH3dk2fjxgDMrgRyPxm2ZaGd8vv/yS4625x83APYrXcod2tkq6Z8YXI+jNw7ghkBfnnJGMb46w/3+tINVNrOecGhuhrMx47//8x1i2w3dbikjjxhmZWy/19eGA+8UXo6/VXoGvV4sNt6bOVnlq2X139+DSCnxbMj+x23ZY18F45ZuUU9kr0+teImslWqu+GdhDa10HoLV+EjgDo4vVC8A4rbXM4+vkY1j+9s4CxU8zkFwa1dnOrTB07PeIwNeZ8Q0SGdwh2OJkfK3A9y8HHuiaedn0f/8HRAe+oVyWFfi6HN+NN9wQ+mxrsChrDlBtDpp1U6dO7Nptt8iuFo7t2IHRlOc1Yge/Vsa3hxVwtwF79tYr8G1SKpTx1T66BEjGN0fY/79XXum93jXXxJ6n18nq/2q9JpHA134M5+UZmdtY0/P985/hdZ2sc6O+3l/G12seX3sw+dJL7sFlsjK+0oczd+VavVVkjIRq1dpQ51j2rNb6dK31WK31E227eQHkdjL7GJa/j7NPTSKBby5lfL04KgaH2B+4ZHwDQwLfYIvRx9ce+L5qZVrMKY6slgzf778/EBn47rPPPtGB79ixoffeYj1n9QM2M74QDnytuUdfLC/n/fnzOd6+zQ88wDdFRTQDtbvvzsV5ecwFPonzVRuAww47LDLj6lWp9zEXN/gLfJuVIg+jMPMT+ErGN0fYA9+TTop8zjbSOCefDLff7v99rbLaOh4do0F73hzKz4/MrlrnyR13eAeAjz9u/HZ73pnxtd4vkYwvRLZGO/549/73bZ3xdbseitwiga9IE7nqtDW3INTHyIlRr/JzUZDAN8xRMYh4FOSMr9wRDzbrPLYqox4Z3127dkFVFcvGjKEZaPr8c6iqotEMbO2B7wknnBDd1Hn4cGN010mTuM3K7lrXBTMwBFvga70uP5+KiorI6YCqqjjt4IPJB/777LM8Zr6mAWgsLIwavdnywxEjWGyNNm25447oc6+w0FieIK++u5pwH1/toyItGd8cYb+x4bzJceaZ4b+bmuC00/y9p73/qzVXryPwrQIanNdta3otezbVOlarqryDVWuqpH/8I/o563yorTWuKy3J+Dpbo61dG9UaDWjbjK898JXyLXcFtU4mAi9mLUEpdZ75oxyPY/6kZtMzlFvh05Jh+f0UCLk4uFVLffVVuregZeSOeLBZ56ZVcXQEvu3NyvOuXUZv2yeeeYY84MUXXjBeZmZm7YFvhw4dwhnfDz4AQF9+OXr9evjkE/LMSnSerZl1nhUMWxVsM/BVBQVUVFRETv8F1Jvz89qDzUbzvT4yt6cZ2GnLAF305pvkzXUM1VVVBbNmRfbJnzXLd1+9Buccwy6sps55GNnfeCTjm8VqaowxNPLy4LrrwsudNznszZOtkdH9sPd/tY71v/89YpW5wLdmFwXA36BM8aY4vOGG6GC0LQa38tEaDQDrPGyLLJ19Hl8p33KXZHxFmsQ78mZj3FD/C8bAotbjWLULDTzSBtsWTG4n87Rpxl1UewHjHDkxgSlEokjgG99776V7C1pGKgbBZl0PrIq1R1NnK/C1qt/NZkXTyvjaR3UuLy8PB77m/L3K/Ay9ZAn7YwSledZ1YccODlqzxhj4yQr2zMDWNeNLOOBsZ8vwNACqqYlvMfr93gXMsQWP5bW14eyRvZJfVdXiQWkaY4xaDUBCyyn7AAAgAElEQVRNDbs1NjIBIxhf6SOYlYxvlrKyl1Y5u3lz+DnnceQMfP3eBLGOY2em1GbEiBH0OOMMeOEFOPZYY2CqeNzqCHa1tUYwaj+PEm3q/Nxzxu/f/95oQj1tWuzWaPZA27zB1ibBimR8BUjgK9ImXq36aOAYrXW9/bH52+vnmORsakC4BaF+RiJuSfbBKuAk8DXEKkRbOvJmukngG2yxMr55eRGB786dO0NNmEvN5U1mgOrM+IauFo4KvWpqYhRG4KuUMiqvGzdS1NgYcbEvNCu8qqCAkpISmhzHmRX4OjO+eU1N5GME6DcDhc6MrFu2qBV6x2oVYwYfBRj7pT0wqKkp7hzBVsZXAt8s45a9tLRVxtfHZ91+++3h63a8uXot9jqCF2eQat2U8jO4VU0NXHVV+LE1wKbX9nXqFBnYW+f5yy97f4ZffuYcFtlPAl+RJjGvPlrrRVrrRc7H8X6Sv9kZxl7R2mcf94pXrGH5a2qMgihRVuArFxBDrP5HSZi3NCWkghBsVmXUqlh79PGtra1l3bp1oUxuvZUBdunjW1ZWFnN05Qps0x1VV7tmgIpXrgxtn1KKIvtgP7gHvg1AntYUYgTBniGpVxapBfZ6883wg759I6+tLsFHvrU8BivjK02ds0ys4y5W4Nvc7D/wNY9BHeOzDho9Gi67zHjwt7/FvRETYtURvIJfrwEw/TR1rq42xrqws84dt3l87c8738fv9/Fiz/i2pqWbCDbp4yvSRGrVreVs8vTll+6DQ8R7vbPgTaRwkYyvIdaIk0cckbrtaEvSFCzYrJtSVmY2RlPntWvXRge+ZsZXm5UEK+ML3qPHbsUW+HpU0JX5vlY/4CLHjSF74Dto0CDjK5jPFWFkfD1n4vWb5Yon3jRwPgYNdPPHP/6RDz74gNGjR7fNdorMEKt1QFs1dTaPwW2xbrJu3Bh+/+3bE6sPgNEE2Vmmt28f2TUKIgNfpWLfJPU6JzZtcm+NtmmT+/rNzYl/Hyd7H1+RuyRhI9LE7+BWCf2kauMzgt/BIRJ5vbXcL8kKGmLdADjwwNRtR1uSvlDB5jPju2vXLtatWxcKWOvNQa2swFeZN3WsPr5g9gd2HBc6L49/Ygt8PYIBbY7ObDX7LXDMY2oPfF8wB9qyGjW3J9wXOaniXVtbMmgg0LdvXw444AAqKiraYCNFxpg2LTp7aWnLps47d1JXV4fvzjOJNv+vqoLDD49cdvPN0f3krcC3sTF+xjfWueLWGi3WOdTa7gz2jK/IXXIMiDSJd+TNBmaZv2fbHs9yLJ/l+MkdLcw6tNnrRVisgj+ozWqefNL4XVsb3dRTZD5nxjdG4OuW8a03A7+C0lLjJYQzvg0QairYDNQCO3r14lNsge+0aa43Teo6d6aJcOCbZ03NYrIHvv369WPmzJlRGV/PmXi9skWJindtdAl0mqzlIvdY/WQtHTuG/44X+CbY7L0z8MSoUf7ntU20PN9rr8jHbtMt2cs0e+Dr1nzY7aaAc4DNeOvbtaZ+Ei87LYTFXt+R+o9oI74GtyI8cNWPgPeAr4Bq4FTgNODX5rJ3zXVyRwuzDm32ehEWqzANYuBbUwOXXhp+7GzqKTJfnIyvfTqjlStXRmV8d5lzhJZ1NsLMPMKBr7WuLi8nH1gC1JWVGdP6WJ9RVQXdu0dtVnP79jQBBWZgnh8j8AUoKiqKyvh6Vn3b6toV79poBjp1SqExRr7+uKSkxSNIiyxwxhnhv61+thC/qXOCg1t9BYyZNQuOPNLfCxI9J5w3cd1a/DgD31jln58BNt3W97qZ3NpzXPr4injidXURooV8DW5lG7TqSIx6zwFa6+la679qredrrX8PHAiUmOvkjkTvpPp5vbVcJCZWxjdWn6xM5TUgSRuOmiuS7JNPjN/XXmvcsX766fBzSpGfnx8KLhcsWBDK+DY4At/yLl1CL7MC31BVeOtWvsDIQun6+uj5bCsrozZL1dd7Znw3btzI999/D4SnMyoqKorK+P4KaHRmvBK59sXj59paVcV7lZW8DXwBrHc02RY5pq4u/PfUqeG/3UYftyQY+O4Anh0yhF69ehl9b+NpyTnhDGL9BL6xMr4Qe4BNr/XnzGld/caLdN3JTYlkcFvbjVAID4m2NzkfmKW13uZ8Qmu9FaOZ8/ltsWGBkeid1Hivty+PR+6WRsq2ps7SDD7YamqMuTwtq1dHZqHM891q7rxs2bKops61VuDbtWvoZR06dOAcwArxFNAX2Bdot3lzZMYXXDNBqqEhIvC19/Ht1q1b6G8rKG/Xrl1UxncusOT881llfV6i1754fF5bG/PzKcIozLQ0ocxtjz/uvvyVV7xf46Opsy4oQANf5eVxIbCHNTWQPfDdfXfjOO3c2fhpSX3A4izL3I5re5mmVHIGuWxt/caLnKe5J9EMrtR/RJIkOqxaV8wZIzzkA7u1fHMCqqqqdQWB9frPPoOBA/2/zgp85e6pwe0uubWPghj49u7tPs2VNIMPhurq6EyTPYNvC3y3bt0KhAPWBjNzVWs2ySy1jZRcVFTEzdgyvqYCoNQMfLVjvmCnPEfgm28LfBts22xv6mxlfNsTHuF56cCBHGX+rVetivqcVvNxbW3Mz6c9ZsEkI9znNnuW1+7RR71f4yPju7akhJ5bt0JzM4ceeiinWX1u7S0enn02elCqlmpNxrettbZ+40YC39wTK4PrdnxJ/UckSaJXn+XAhUqpqLZzSqlOwIXAMr9vppS6Tin1lFJqpVJKK6VWxVl/mFJqgVJqm1Jqq1LqRaXUQQl+h8wllbbWce4/exOtIAa+rW1GL9Ir3p1pR8YXiM74moFviW2gHqWU5xy6eU1N0Rlfl0qzM/B1jups/yxw7+MLcOKJJwJw9NFHe2xR8tkzvlKhbhuBLZvXrnVfvmGD92t8zOO7aetW2rVrx80338yrr74a6psfkfFty2PPTx9f+zr2Pr5BaAkWpG0VbSPRDK7Uf0SSJHql/i3QD/hEKTVdKXW+UmqCUuoPGEFxH+B3CbzfzRiDZ30ObI61olJqOLDI/PzrgRuAAcAbSqkDEvwemamlga9kfA3O/WeOhAsEM/BNVjMzkRrx7ky7BL69+vQB4NNly6iurmbr5s00AR0cc+N+7XHON+flkU/iGd+iOH0V7RlfCAe+AwYM4Ntvv+WVWE1Jk8wKfCXj26aCWTbvsYf78s6eY5D7aurcCIwdO5brrrsuchqsZAW+fjK+SoXHrkhmxjcZpM6SexIdyFXqPyJJErpSa63nA2dgzJxxDfBn4GHgF+ays7TW8xJ4y/5a685a6zGAx63akD9hDNx5lNb6Nq31bcBRgAZmJvI9MpZkK1rHuf+CHvhC4gOSiMzhdcfaYlb+2tsqz/0HDADg9dde4+abbyZPa5qAMsecs9NKS3FW1RuBnUVFvpo64xjcqn2cwNfexxci5/Ht2rVr6H3SoamgIBz4yjW0rQSzbLaPgm93yinRy+wjrsfJ+DYC48aNi34iVRlfr/e2yrWgBb5ynuaelmRwpf4jkiDhq4/W+jmMsVSGAecA48y/+2qtn0nwvVb6WU8ptRcwFHhKa73G9vo1wFPAaKWUx63eAEm04JJmQpGc+8/efDOoga8ILrc71vfeG37eDE7ffffd0KLuvXoB4YEU8jGCzCZHhuQfFRVYs+VqYBWwGGjMy/PV1Nl631DGN858pM6Mb2FREV999VXM16SKvamzClLlP4MFtmweNcp9+cEHRy+zsqU+Mr79Bw3iuOOOi34inRlfiAx8gxRMBmlbRduQDK7IEC26+mitm7XWb2utn9Ba/8X8O7EZ4BMz1Py9xOW5/2CM83JoEj8/NaTS1jrO/WcPdiXwFekQ6461WZk95JBDALjyyispMANQ68KcjxH09vrPf8Kv69uXM+rr2W4+XHv++Ub/E2x9fONlfIkMfIevDMc5X2Dc0bSz9/EF2K1bN3r27Bnrm6eMPeOr5RqaaplVNtunM7I3b66vj17XnDLMT8a3U5cuof7uEeyBb1s23/XTxxfC5Zp9VOcg3BCXPr65STK4IgO0KPBVSh2llJqqlHpQKbW3uazMXN4x3utboLv5e43Lc9ayHkn43NSSPr6t46zgF9gGLT/77PjzxgmRbPZz1fz70Ucf5Z577uGWW26hwMxCWVeCAiBPa0bYp2lZvZrfb9gQms6oyTzuGwDV3OyvqTO2wLemhh+/9FJoeV/gQSKDX2fGN+LcSrOmggIKgEIk45sGmVU22wPfRtsR6xb4WkHXwoVgO/5deR3vqcr4Br2ps3P+1rfeStumCCFyW0K1F6VUPvA4Rj9fhdHKbi7GwFaNwDxgBsbAGG3J6hhQ5/JcrWOdCEqpycBkgN6ZPgy6NP9pHavgLyw0ppHZbBuTRevwvHEgdxpFergEvvvuuy/77rsvQCjja2/q3B5jMCq7Yq2x2jA0mu/TCOQnEPiWYAa+1dW0c7x/KZEXcWcf30wKMJvMoKQYMrvyn50yq2y2B772Y/q667xf8/jj8cveVAe+iWZ8M7mps9v8rY89lr7tEULktESvlL8EfgxcBeyDbSpJrXUt8BxwfJttXZg1+ZdbR7T2jnUiaK0f0FoP0VoP6dq1axI2rQ1JH9/WsfafNYDC119Hr2PNGydEOrgEvnaFLk2dvdpzWFeLRlvG1zXw9ag0dwOOWL3aczoJeyiS6RlfMAsHCXxTLbPKZnvgW+cWi7vYuBG++y72OunO+PoJfDO1qbPb/K1uGXghhEiBRK/U5wGPaK3vANwmxlsG9G/1VkWzRpV0azJlLXNrahUsUmlrHauyYAW+XoVrvPlVhUgmqxLrUpl1ZnwLIGr0ZovVK7HBfJ8GoEBrX9MZgXHx//F//+s5nYT9LHH28VUZFPg22/rvZ1ImOkdkVtlsD3bj9NsN6dQJ3aVL7HW8jqtMGtU5U7s8xSpvMy1IF0JkvUSv1H1xH8TCsgWobPHWeHvb/H2Yy3PDMZpcv5OEz02tlmZ8M7XASzVr/1mjOXuNVJvpTd5FdvMR+NozvjsKC6OmgajNywul0RpsTZ0TCXwBOm/fDtOm0WCNcGvaAfzK9riysjIi4yuBrzBlVtnsN8tr9+Mfs3b06NjreJ1DyRrcKtGMbybXAaS8FUJkkEQD321ApxjP7wXEaTOUOK31CmApMFYpZQ2mgfn3WOA1rfU3bf25KZfIHeOaGnjkEePv66+XQZsgso8vQH+Xxgfx5o0TItliBL6FLn1869q1i5oG4s4DD3TN+IIxyJOfps4Am8rKoKqKNydOZBVGdnln167845RTmGAb8Ke4uJhS+1zCEvgKMrBsTiTwtY6bYcN4v0MHALYUF7ufL17nkP3maqr7+NbUwPLlxt/vvgvPP2/8nWlZVLf5Wx032oQQIlUSvVIvBs5VLuP6K6UqgYnA637fTCk1Xin1a6XUr4GuQIX1WCk13rH6FRj9iN5QSv1MKfUz4A3zO1yd4PfITH4rbdZgEdvNCU02bzYe53rwa+0/qwJin25F5o0TmcI6Pt0CXzODZG/qrPPzo6aBWNKvX2gdZ+BbBGh7JTzGqM5/P/xwAL4ZNYp+5ucuffppzpw3jx/96EcR63ft1i38lpka+GbQdgVZYMvmRALfgw4yfjc1sX7dOgCevfBCePrp6HW9At90jeps1QGs7jx1dXDjjW33+W3Jbf7WSZOM5zItSBdCZL1Er9TTgAHAa8CJ5rLBSqmLgP9iDAY6PYH3mwTcZP7sBnS0PZ5kX1Fr/W9gJLAKmGquswI4Smv9foLfIzM98UT471hT77gNFiGDNoUrB9u2Gb9ffjn8nMwbJzKFVYl2qSi7NXXWLusVFRWFhuS3qvpW4NsOf02dVwDvmaNJF9kyV+Xl5a7rH2d7z+FLl2bMjTbJ+CZFMMvmlmR8r72WCX/7GwBDN250vwHtFfi+8Ub47xEj4p8Tzml9vNaPl/F1qwNY8xJnIuf8rUceme4tEkLkqIRuj2utlyqlTgf+DMwyF8/AGHj0W+A0rfXHCbzfyAQ/fwkwKpHXBIbbkP9eU+94DRaR64M2WRX8NS5jqdTUSNArMkOMps7tHBnffHCtiBcVFYUzvuZvqw9ukfO9PSrt6zGnMwLa2zJXHcxmnxFqajjv009DD9vX1WXM1GCS8W17gS2bEwl8renuNm0KjZy+39NPwx57RK/r1dT41lvDj9eujX1OJFLGx+vjG/SyPpP7JAshslrCbXO01s9jDHJ1Msb0RtdhTHG0p9b65RgvFbEkksX1GixCBpEwuDWf+slPMiZDJXJcgk2d3frT2gNfa+zyljR1dgt8XTO+1dW0c46SmyGtTCTjK0ISCXy/+CJqUV5dXXjsjHiqq6OzrLHOiUTK+HijOscq6z/6KHY2ORNk6pzDQois16Krj9a6Tmv9d631rVrrW7TWz2mtXefqEz4lksV1GyxCBm2KralJ+kGLzBAj41tSVgZENnX2yvha4bAz8G3vfO8YgW+TGczamzq7ZnwzuJWJtg2Uo2xBsMhBCQS+2qtp8Aa3mRpdJHpOJLI8XsbXrQ5gZ2WTM7W8s76f9PEVQqSY3HbLFIlkcd0Gi5BBm+LLkAyVyHExAt8iszJrb+rslsW0B6p1ZuVxiPl4P6DPli3hSq9Hs8Im4L///a+5SnidIrdpwDK4lUl/W+Aw5PXXM7eyL5KrpsYoB32q9Wpu27Vr9DK3dRM9JxJZHq+Pr1UHsKbuc5PJ5Z00dRZCpEncwFcp9VqCP6+mYsOzTqJZXOdgERL0hsXK+mRAhkrkuBhNna0K7xyMwPQYoMglM9XOluWs05pzgAnmYwUUNjfD+PEwZUrMjG/nzp0BqLdGhyUyCA6ZNi26kp0JrUxqajh68eLQw/a7dmV2pkskh9V/1hrY0If33LKNxcXhEYftvM4JZ1lTWOh9TiRSxscb1RmMMv/kk90/y5Kp5Z00dRZCpImfq89I4AhgaAI/IlGSxW07Y8d6Tw2VARkqkeNiZHwx587dHePiXAyUb9gQFcg5M743Yw5qZac13Hef+2BvQK++fZkxYwYAveOdF1VVcP/94bfu2DEzrk/V1RQ2NkYuy+RMl0gOt/6zcSi3ed6nT4djj3VZ2SND6VweK5OZSBnvZx5fCAfe9mmV7DK1vJPAVwiRJn6uPo0YSYQFQBVQobXuEOPHfS4MEZ9kcVvHqhwMHQpz5kg/aJGZYgW+994bvbrWUYFcRODb3Ixn9VZr+Nh9oP0DBg+mT58+APTq1YvFixezYsUK7+0eH56+VU2dmhnXpwzueyxSqAX/7+FHHRV+MGCA8fuMM9yDMrdztbo6PI+upb4+9k0Xv2V8vD6+FivwHTQoWOWd9PEVQqSJn8C3B8bIzXsBzwFrlFJ/UEoNSuqWCdFSeXmSQReZK1bg+8037q9xVOydGd+Y1f5du9yXO7JKRxxxBP3dsmA+Xps2Gdz3WKRQS/7f9mbK27cbv/Py/Ae+ybzp4jeTbHV56NUrWOWd9PEVQqRJ3MBXa/2d1nqm1voA4DBgPjAZ+FgptUQpdYFSymUYUCHSxKqUSwZdZKJYfXzd5hCFqIq9PfCtbW7mV4Bn7sRr9NfWBK+ZEvhOm0aDs59lJme6RHLEG+XYjX2aMCvw9Tqu22Jwq0T4zYRax751szco5Z00dRZCpElCVx+t9Vta64uBbsB5wA7gfmCtUurcJGyfEP5ZlRMpVEUmi5XxvfLKqEU6Ly8qkHMGvnOBT0tLo9+vpAQOOMB9O1oTvLrMLZwWVVW8dvrpoYdNFRWZnekSyWG18EnkuLQ367cGxUok8E3mtILNzf7Wswe+QRK07RVCZI2WzuNbq7WuAW4AXgVKgT3bcsOEaLFMyUYJ4SZW4GsbpVUDdcD2fv2iAjn7qM67mps5B+jnbNKsFPzkJ9Cvn/t2ZEPGF/hs2LDQ302Z0vdYpF5VFVRWwsSJ4WVFRd7Nal97LXrZM88k9nnJal6cK4Gv9PEVQqRYwldLpVR3pdS1SqnlwD+BfYDfA7PaeuOEaJGgVQJEbvExnRHANmAZUN+tW9RqERnfpiZuBto5K8taw/PPR50PobWyJPD9fseO0N/tYs1rKrKb1vD990bwa/nhD9n1/vuR61lZYedo4AA33eR+XnoFz8lqXtySps5BIn18hRBp4utqqZQqVEqdoZT6B7Aa+C3wAXAi0EdrXa21/ip5mymED9LUWQRBrIyvLaBsD3QoKaGyS5eo1ZxNnT17FX75ZdT5EBqHtiXBq7XNGRT4bti4MfxAzv3cVVtrjKpsC3w/X7WKiy6/PHK9oqiJv8K+/jpJG5egRDO+QQsk5TwVQqRJ3KuPUupPwDrgCaA7cDXQXWt9ptb6Ba21zyu0ECmSQZVyIaLECnxtFcJ2QP8+fchz6bdoD3x31Nd7j+rcu3fU54QaST/1VNT8wHFZ25JB59hGe+CbQdslUuz7743ftsD3s88/56WFCyPX85rzFqBnT/flq1e3btsSlStNnYUQIsX8jARxGbALmAv813zNBOV9h1FrrW9rm80TogWkUBWZzGfGFzCaY8YJfDdv3cqvgDmFhRQ2NIRXsgbaeeWViNeGzo7t22HyZONvv0008/OhoSGjAsyIskjO/dy1ZYvx2xb4NgMXXnop3H13eD0r8C0oiG7uPHUqvPxy9Hu/9ZZxkyhV/ccl8BVCiKTwe/UpBsYBM3z+CJE+GVQpFyKKzz6+ADQ1uR7P3W1ZrDmLFgHw9oUXsgqjsv99x47hgXZiVTJ37oTqav/bnoEZ35tuuin8IIO2S6RQTQ0cfbTx9xVXhPqxl5SV8bvp0yPXtQLfUaOMAanszj0X7rsv+v2bmhI7T1or2wPfoDXNFkJkDT8Z36OTvhVCtKWgVQJEbvHZ1BkwmliuXAmLFxvZ26oqqKmh/x/+EFqlW309DwKrKiqwxm++tbqan/vNTn3p2VA6mhVYZsp0RkBv+7ypEvjmnpoao+XCzp3G4+++wzqzDj/iCPKcA55ZI6IPGAAvvginngrz5xvLlIL1690/J5HzpLWyPfAN2vYKIbJG3NqL1npRKjZEiDYjlV+RyRJp6tzUZPxevTrcLLm6mvza2ojVSoEBs2eHHhfYA9N4I8T29hway3v7MvUckwp17qmuDge9JuvMKmzfPvpYtYJF69yyAuO8PHj8ce/PSeQ8aS2/ga8VxActgyrnqRAiTeTqI7KHjOosMl1NDaxda/z94IPRg0v5aZbskXkq/Oab0N8FfjOySsHxx/tbFzI/8M3U7RLJEyMTq9zOJytYbGoyzr+//c143NwMV1zh/Tnbtyc+GFxLLV0a+djrcyXjK4QQCZGrj8g+UqiKTGQ1ybQyTVu3Go/tldpnn439Hl9+6Z156tUr9Ge+PQCMlfHVGubM8V+hz8A+vhHk3M89sTKxsQLfTz81zj/bPNDYRwh32rgx+nxNhpoaeOaZyGVenxvUwDdoGWohRNYI2NVSCB8ytVIucptLk8yowaV+97vY79G7N0ybRrOj3+JOgJtvDj2OGOk4XlPnRAa4koyvyDTTphkjmNuEjni3gNAKFt9+O/p8jCfRweBaorraGDndz+cGNfAN2vYKIbKGXH1E9pCmziKTeTXJtC//+mvv11vTE1VVseuOO0IjOK8CLm3XDmUbzKrJyipD/MA31rY5ZWrGV8793FVVZYxg3qcPKMV3JSXUWc/FCnztmd5EJHuQKz/XCYsEvkIIkRC5+ojsI4WqyEReTTLty23NlSPk5YWnJwJUVRX9gHygHzC7vj5i9YQDX78D92RqxjdTt0ukRlUVrFoFzc38aOBAQmdDXl50E+FvvzV+l5a6v1fnztHTHNkle5ArP9cJixX4Bq3psJTRQog0kauPEEKkgkuTzFAW1zJ1qvtrHYNVFRUVxfyoxsbG8ANn4Ouc3sW5DbFkasbX2h6pUOc0rTUrVqwIzeMbMRq65aOPjN+DB7ufj3fcYQTRjz0W/3xNBj/XCUtQM75BC9SFEFkjYFdLIYQIKKtJplVZLS+PyOKG1nFTXx/Rxy8/TuAZEfg6TZ8eahZKnz7R2xBLBs7jC0jGVwCwfv16tm/fjrYCq/ffj+7Ha7WG6N3bOPY7dTIeO1pVOJtQJ3yutJT1uT17hpd5fW5QA9+gba8QImvI1UdkD6uy46dppxDpUFUFhxxi/H355dGV2VgVwhh9C++7776IxzGbOp9+eqhZKKtWJVaRz9TMaqZul0ip5cuXA5BnHQ+x+vE2NxvH/u23G4+7do0+F2xNqBM+V1qjqgreeSfysRsJfIUQIiFy9RFCiFSysqWJNvfz6Pv3+9//nosuuihiWcymzq2pdFoBRXNz7PVSTTK+AvjIbMacZ51jXv14IXwMW82KMy0Y83MsS+ArhBAJkauPEEKkUksGpInRt7Bjx45Ry5IS+NbUwMcfG3+fcELy5zNNRKb2PRYpFRX4Dh0a3V/WOu+efhr69oX//Md4nGnHjp/z1JqTOGiBpPTxFUKkScCulkLEIIWpCAK/ga/PvoUdOnSIWhazqXNLzpOaGmOQIGv06G++MR5nSvArTZ1zXk1NDffeey8ABdY5NnBguJ+uxX78r14Nd95p/B3EwFdGdRZCiITI1UcIIVLJb1Nnn30LBw8eHPq70KwIDx06NLxCW2R8q6ujBwnauTNiwK20kqbOOW/BggWAMfBbgT0TavXT/fGPjWXOZvp1deF1M0kigW+mbXs8QdteIUTWyLChOYVoAzK4lchkVnDWyizNJ598wqpVq9h///1Dy1auXMk777zDySefHF6xLQJfr4G1Ygy4lVKS8c1548aN46CDDmK//fYjf8IEY2Eix0Om3TSRPr5CCNHmJPAV2SNozb1Ebmrp4FYOAwcOZODAgRHLevbsSU/7NChuWlLp7N3baBbqtjwTSMY3540ZM4YxY8YYD6xzK8iBbzZnfKWsFkKkScCulkIIEXBtFPj61prwLW8AACAASURBVBYZ32nTogcJijHgVspJxlfYWceB/XiwzgOrGbSluDh63UyQzYFv0LZXCJE15OojhBCpFMTAt6oqPEiQjwG3Uk4yvsLOLfC1XHxx5HF8223G8kw7dmRwKyGEaHNy9RHZoaYGXnvN+HvixMwZbVYIpyAGvhAeJMjHgFspl2lBi0ivWE2djzwy8jg+7zxjeaYdQ362Z9484/e0acbUTEEp9yTwFUKkiVx9RPBZU63s2mU8/u67zJpqRQi7Nhrcyre2mM4o01k3E+zTOIncFSvj69S+vf91UyneeVpTA5dfHn68enVwyr1svAYJIQIhw670QrRApk+1IoRdUDO+maqmBpYvN/7+v/8LRsVfJJcz8K2pgRdeMP6+5JLIY0QpI/jNtIxvPNXV4Zu9lqCUe9l2DRJCBIZcfUTwZfpUK0LYpTrwdcqmSqfV2qOhwXi8bl1wsl4ieeyBr7NF0IYN0cdIcXHwzosgl3tB29dCiKwhVx8RfF5TqmTKVCtC2EnGt+1Iaw/hxt7H188xUlISvIxvkMu9bLoGCSECRa4+IvgyfaoVIexiBb72LFRbDVbT3Bz5OJsqnUHOeonksWd84x0jNTWwfj0sWRKsAaKCXO5JH18hRJpkUQ1I5KxMn2pFCDuvwa2sJpmWZA1Wk02VziBnvUTy2APfWMeIdc41NhrLgjRAVJDLvWy6+SaECBS5+ojskMlTrQhh5zUCcbKa7WbzqM5BznqJ5MvLi32MBL2pfFDLPQl8hRBpIlcfIYRIJSvja2WZLMlqtusMfLNJkLNeInmsYz4vL/YxIk3l0yObbr4JIQKlIN0bIIQQOcUr49u7t9HU0qm1zXazOfAFI4CRQFe4sW4yeR0jyTrnRGyS8RVCpIlcfYQQIpWswNeZ8U1Ws91sD3yFcLJnfGORpvLpIYGvECJN5OojhBCp5NXUOVnNdiXwFbkqXoAlTeXTQwJfIUSaSFNnIYRIJa+mziDNdoVoS34CLDnnUk/6+Aoh0kRuuwkhRCp5NXVOFsn4ilzjt6mzSA/5vwgh0kQyvi7q6urYtGkT27Zto8ktKyNElsrPz6dDhw506tSJoqKidG9OdpLAV4jUkAArM8n/RQiRJhL4OtTV1fHll19SWVlJ3759KSwsREmzHJEDtNY0NDSwdetWvvzyS3r37i3BbzJI4CtEakiAlZnk/yKESBO5+jhs2rSJyspKunTpQrt27SToFTlDKUW7du3o0qULlZWVbNq0Kd2blJ28BrdKhpoaeOON5H+OEJlIAqzMNHdu+O++fY3rlBBCpICUCg7btm2jvLw83ZshRFqVl5ezbdu2dG9Gdoo1uFVbqqmByZOhtjZ6uRDZTPr4Zi7rumRZvdp4LNclIUQKSKng0NTURGFhYbo3Q4i0KiwslP7tyZKqps7V1bBzp/tyIXKBBL6Zx+26tHOnXJeEECkhpYILad4scp2cA0mUqsD3yy8TWy5EtpHAN/PIdUkIkUZSKgghRCqlKvDt3Tux5UJkC2nqnLnkuiSESCMpFYQQIpVSNbjVtGlQUuK+XIhcIIFv5nG7LpWUyHVJCJESUiqIwFFKMWHChHRvRlL17NmT0aNHp3szRDKkanCrqip44AHo0wfsTderqpL7uUJkCgl8M4/zutSnj/FYrktCiBSQUiGHLVy4EKUUM2bM8FxHKcWJJ56Ywq3KfEOHDqVdu3Z89913nuts376dsrIyBg0alMItE4GweLHxe9685E/lUVUFq1bBxx8n7zOEyDTZ0NTZfl3Itil/rOtSc7PxW4JeIUSKBLhUELlq165dPPjgg2n7/EmTJtHQ0MBjjz3muc6TTz7Jjh07OP/881O4ZSLj1dTA3XeHH6dqKo8gBwBCtFRQj3uZ8kcIIZIioKWCyGXt27dP65RT55xzDsXFxcyaNctznVmzZpGfn89PfvKTFG6ZyHjV1VBXF7ksFVN5yCjdIhcFNfCVKX+EECIpAlUqKKXylFJXKqWWK6VqlVJfKaVmKqVK071tuWbevHkcccQRlJWVUVZWxhFHHMH8+fOj1vPqjzt79myUUixcuDC0bNOmTVx55ZX079+f9u3b07lzZw499FBuvfXWuO9pLVuyZAkjRoygtLSULl26cMEFF7B9+/aoz1+0aBGHHXYYxcXF7LHHHlxxxRV89NFHKKX47W9/G/O7V1RUcMYZZ/Dhhx+ydOnSqOc/++wzFi9ezHHHHUe3bt1Cy++66y5Gjx5N9+7dadeuHd27d+e8887jSx/TODQ2NqKU4oILLoh67qGHHkIpxWKrCa1py5YtXHPNNfTv35+ioiK6du3KuHHj+OKLL+J+nkiSdE3lEdQAQARCxpXNQW/qLFP+CCFEUhSkewMSdBtwOfAcMBPYx3x8sFJqtNa6OZ0bF1Q7d+5kw4YNvte/5557uPTSS9l777359a9/jVKK2bNnc+qpp3L//fcz2d5EKwFjx47ln//8JxdddBGDBw9m586dLF++nIULF/KLX/wi7uvfe+89TjzxRM4//3zGjRvHwoUL+fOf/0xeXh4PPPBAaL3Fixfzox/9iMrKSq699lo6duzIk08+yb/+9S/f2zpx4kQeffRRZs2axZAhQyKeszLBkyZNilh+yy23cOSRRzJmzBg6derEBx98wMMPP8xrr73Ghx9+SGVlpe/Pj2fz5s0cfvjhrFmzhokTJ7Lvvvuydu1a7rnnHhYsWMA777xDr1692uzzhE+9exvNFt2WJ1NQAwARFJlVNluBrzWCetCk6zohhBDZTmsdiB9gP6AZeMax/KeABsbFe49DDz1Ux/Pxxx+7Ljc/I+N+WuP111/39RknnHBC6DWbNm3SpaWlun///vr7778PLf/+++/1nnvuqcvKyvTmzZsj9ttPfvKTqM+eNWuWBvTrr7+utdZ6y5YtGtCXXHJJ3O12e09AK6X0kiVLIpYff/zxuqCgQG/bti20bOjQobqoqEh//vnnoWX19fX68MMP14C+4YYb4m5Dc3Oz7t+/v66srNS1tbWh5U1NTbpHjx56t9120/X19RGv2b59e9T7vPjiixrQM2fOjFjeo0cPPWrUqNDjhoYGDehJkyZFvceDDz6oAf3GG2+Elk2ZMkUXFxfrDz/8MGLdlStX6tLSUtf3cfI6F0QrPPaY1iUlWhtVc+OnpMRYnkxffBH+PNGmgKU6A8rIdP2kqmxOyF57Gcf600+37fumSrquE0IIkSW8yuYgpQHOARRwu2P5g8BO4NyUb1GWmDx5Mq+88orrj9Mrr7zCjh07uPzyyykvLw8tLy8v56c//Snbt29nwYIFCW9DcXExRUVFvPnmm6xatapF3+Owww5j+PDhEcuOOeYYGhsbQ++5fv163n77bU455RT23HPP0HqFhYVcccUVvj9LKcXEiRPZvHkz8+bNCy1/+eWXWbNmDeedd15UP+TSUqPVX3NzM99//z0bNmzg0EMPpaysjDfffDPRr+upubmZxx9/nJEjR7LHHnuwYcOG0E+HDh34wQ9+wMsvv9xmnycSkK6pPCTjK5Inc8vmoB73MuWPEEIkRZCaOg/FuKv8ln2h1rpWKfWe+XzSGDcPstOAAQN8zxlr9Q/db7/9op7bf//9AVi5cmXC29CuXTtuv/12rrjiCvr168e+++7LMcccw6mnnsqoUaN8vYc9kLV07twZgI0bN0Zsv9s0Q4lOPTRhwgSuv/56Hn74Yc466ywAHn74YcBoCu30yiuvMHXqVN58803qHAMcbd68OaHPjuWbb75hy5YtvPDCC3Tt2tV1nXbt2rXZ54kEVVWlvgIrg1uJ5Elr2ezKKq+DGvhCeq4TQgiR5YIU+HYHNmit61yeWwMcrpRqp7WuT/F25ZS2ugHQ2NgYteziiy/mlFNO4R//+AeLFi3i6aef5q677uKss87iL3/5S9z3zI/Rn8va7ra8gdG9e3eOPfZYXnzxRb766itKS0v561//ymGHHcY+++wTse6SJUs47rjjGDhwIH/4wx/o168fJSUlgNG3ubk5dhc4FSNwce5L6zsee+yx/PznP3d9TV6QK4QicfL/FsmTuWWzHPdCCCFsghT4lgBuBStArW2diMJVKTUZmAzQWwaGaLX+/fsD8NFHH0VlYj/++GMgMvPaqVMnNm3aFPU+Xlnhbt26ccEFF3DBBRfQ1NTE+PHjmTt3LldffTVDh7Y+cWBt2yeffBL1nNuyeCZNmsTzzz/PI488QkVFBXV1da7Z3scff5ympiZefPHFiONw27ZtfP/993E/Jz8/n4qKCl/7cvfdd6dDhw5s27bNdyZfZDkJAETyZG7ZLMe9EEIImyCVCjuBIo/n2tvWiaC1fkBrPURrPcSr2afwb8yYMZSWlnLnnXeybdu20PJt27Zx5513UlZWxpgxY0LLBw4cyJIlS9hpm5Nw8+bNUXPg7ty5M2IdMIK9Aw88EMA14GuJ3XffnSFDhjB//vyIgLGhoYE77rgj4fc76aST2G233Zg1axYPP/wwpaWloWbPdl7Z6KlTp/rOQg8YMIB//etf1NbWhpZt3LiROXPmRKxXUFDAuHHj+Pe//x3R/9ju22+/9fWZIktIU2eRPJlXNmdDU2chhBBtLkgZ37XAvkqpIpcmVT0wmlpJM+ck69ixI7fccguXXnopw4YNC82nO3v2bFasWMH9999PRUVFaP3LLruMc889l2OOOYbx48ezZcsWHnzwQfr06cM333wTWu/TTz9lxIgRnHbaaey///5UVlaybNky7r33Xvr168eRRx7ZZt9hxowZjBkzhsMPP5wpU6ZQUVHBk08+SX29cfjEalbsVFhYyPjx45k5cyZg9Pvt0KFD1Hqnn346f/rTnzj22GOZPHkyBQUFvPTSSyxbtsz3NEaXXXYZEyZM4JhjjqGqqorNmzfzwAMP0K9fv6hAdvr06fz73//m9NNP56yzzmL48OEUFhayatUqnn/+eYYPH85DDz3k+3uKgJMAQCRP5pbNctwLIYSwCVLg+zbwI+AHwBvWQqVUe+Ag4J9p2q6cM2XKFLp168att97KjTfeCMDgwYN57rnnOPXUUyPWraqqYu3atdx1111cddVV7Lnnnlx//fXk5eVFjGTcq1cvJk6cyOuvv868efOoq6ujR48eXHjhhfzyl78M9YdtCyNGjODFF1/kV7/6FTfffDMVFRWcffbZjBs3juHDh1NcXJzQ+02aNCkU+Lo1cwY46qijeOqpp5g6dSrV1dWUlpYyZswYFi1aFDUStZfzzjuPdevWcc8993DllVey1157cdNNN9HQ0BA1KnTHjh1ZsmQJM2bM4KmnnmLevHkUFBTQs2dPjjrqKC644IKEvqMIOMn4iuTJ3LJZAl8hhBA2KiijFSulDgDeB57TWv/YtvynwJ+A8Vrrx2K9x5AhQ/TSpUtjfs6yZcuiBiYSueGZZ57hjDPOYO7cuZx99tnp3py0k3Mhi2zcCF26GH8H5JofFEqpd7TWQ9K9HemSqrI5IXvuCV98AQsWgM9ZAYQQQmQPr7I5MBlfrfWHSqm7gcuUUs8CzwP7AJcDi4DH07l9Iji01tTV1dG+ffvQsoaGBv74xz9SUFDAyJEj07dxQiSDZL5EkmR02SzHvRBCCJvABL6mnwGrMEaCPAHYANwJXK+1jj0fjBCmuro6+vTpQ1VVFYMGDWLjxo088cQTfPDBB/zyl79kjz32SPcmCtG2pKmzSK7MLJsl8BVCCGETqMBXa90EzDR/hGiRwsJCTjjhBObPn8+6devQWjNo0CDuvvtupkyZku7NE6LtSQAgkijjymYZ1VkIIYSLQAW+QrSF/Px8Hn744XRvhhCpIxlfkYsk8BVCCGEjpYIQQmQ7CQBELpLjXgghhI2UCkIIke0kABC5SI57IYQQNlIqCCFEtpOmziKXSB9fIYQQLqRUEEKIbCcBgMhFctwLIYSwkVJBCCGynWR8RS6RjK8QQggXUioIIUS2kwBA5BIr8M3PT+92CCGEyChSGxJCiGwnGV+Ri+SGjxBCCBspFYQQIttJ4CtykQS+QgghbKRUEMJD3759GTlyZLo3Q4jWk8BX5BLp4yuEEMKFlAo5bOHChSilIn7Kyso45JBDuO2222hsbEz3JgohhBAtI4GvEEIIm4J0b4BIv3POOYfjjz8erTXffPMNjzzyCFdddRXLli3jgQceSPfmpc0nn3yCkkyZEEIEkwS+QgghbCTwFRxyyCGce+65ocdTpkxh77335qGHHmLatGl07do15dvU1NREXV0dJSUlKf9sS1FRUdo+WwghRCtJ4CuEEMJGSoVUqqmBvn2NwrhvX+NxBiotLWX48OForfn8888jnlu6dCmnnXYaXbp0oaioiEGDBjFt2jTXZtHPPPMMgwcPpn379vTu3Zsbb7yRBQsWoJRi9uzZofVmz56NUooFCxZw00030b9/f9q3b8+TTz6Z8Od+9NFHjB07lh49elBUVMQee+zB0UcfzT/+8Y/QOrW1tfz2t79l0KBBlJSU0LFjRw444AB+8YtfRLyXVx/fefPmccQRR1BWVkZZWRlHHHEE8+fPj1rPev3y5cs54YQT6NChAxUVFZxxxhl88803Mf8HQgghWkj6+AohhHAhGd9UqamByZNh507j8erVxmOAqqr0bZcHK+Dt1KlTaNnzzz/Paaedxl577cXVV19Np06dWLJkCddffz3vvfceTz31VGjdJ554gnPOOYf+/ftzww03UFBQwJw5c/jb3/7m+Zk///nPaWho4MILL6S8vJxBgwYl9LkbN27kmGOOAeDiiy+mT58+bNiwgaVLl/Lmm29ywgknAHDppZfy8MMPc95553HllVfS1NTEZ599xmuvvRZ3v9xzzz1ceuml7L333vz6178OBfGnnnoq999/P5Ot/6lpzZo1jBw5ktNOO41bb72V999/n/vvv5+tW7fy8ssv+/lXCCGEaAkJfIUQQthI4OvXz34G773X8tf/5z9QVxe5bOdOmDQJHnywZe950EFw++0t36bQZuxkw4YNoT6+9913H++++y5Dhw5l4MCBgJElnThxIsOGDeO1116joMA4dC666CIGDx7MVVddxcKFCxk5ciSNjY1cddVVdO3albfeeovKykoALrnkEg488EDP7di1axfvvvtuRPPmRD73X//6F99++y1PPPEEZ555pufnPPfccxx33HHMmTMnof20efNmrrnmGvr378+bb75JeXl56HsdfPDBXH311Zx55pl07Ngx9JoVK1ZEbU9eXh733HMPy5cvZ++9905oG4QQQvgkYzQIIYSwkduhqeIMeuMtT6EbbriBrl27sttuu3HggQdyzz33cPrpp/PXv/41tM4rr7zC+vXrOf/889myZQsbNmwI/Rx//PEAoQzmO++8w9q1a5kwYUIo6AUoKyvj4osv9tyOSy65JKpPbyKfW1FRAcALL7zA1q1bPT+noqKCjz76iP/973+J7CZeeeUVduzYweWXXx4KegHKy8v56U9/yvbt21mwYEHEa7p37x4VhFtZ6RUrViT0+UIIIXywmjpL4CuEEMJGMr5+tTaz2rev0bzZqU8fWLiwde/dSpMnT2bs2LE0NDTw4Ycf8oc//IGvv/6a9u3bh9ZZtmwZABMnTvR8n/Xr1wPwxRdfAISaKtu5LbNY2WW7RD53xIgRnHfeecyePZuamhqGDh3K6NGjOeuss9h3331D699+++2MHz+eAw44gD333JOjjz6ak046iZNOOom8GE3jrO+13377RT23//77A7By5cqI5XvuuWfUup07dwaMptlCCCGSRAJfIYQQNhL4psq0aZF9fAFKSozlaTZgwABGjx4NwHHHHccPf/hDfvjDH3LxxRfzl7/8BQBt3kG/9dZbOeigg1zfp3v37hHrJsptBOdEPhdgzpw5/OIXv+D5559n8eLFzJw5k2nTpnH77bdz2WWXAXDKKaewatUqnn/+eRYtWsSCBQv485//zJFHHsmCBQto166d6+e05Hvl5+d7PtfS/SSEEEIIIYRIjAS+qWINYFVdDV9+Cb17G0FvBg5sdfjhhzN+/HgeeeQRLr/8cg4//HAGDBgAGCM+W0Gyl379+gHGPLhObstiSeRzLfvvvz/7778/11xzDVu2bGHYsGFce+21XHrppaF5eTt16sS5557Lueeei9aaa6+9lltuuYX58+czduxY1/ft378/YIwcPWrUqIjnPv74Y8A9wyuEECKF5KaiEEIIF9LHN5WqqmDVKmhuNn5nYNBr+c1vfkN+fj7XX389AMceeyy77bYb06dPZ9OmTVHr79q1i23btgEwZMgQunXrxuzZs9m8eXNone3bt3PfffcltB2JfO6mTZtobm6OeL5jx47069ePnTt3UltbS1NTE1u2bIlYRynFwQcfHHoPL2PGjKG0tJQ777wz9JkA27Zt484776SsrIwxY8Yk9P2ESAn71GkZPJWaEK1WUwNm9xeGDZNjXQghRIhkfIWrvfbai7PPPpuamhreeOMNjjzySB555BFOPfVUBg0axMSJE9lrr73YsmULy5cv59lnn+W5555j5MiRFBQUMGPGDKqqqvjBD37ApEmTKCgoYPbs2XTu3JkvvvgilHmNp7S01PfnPvLII9x2222hqY8KCwtZtGgRL730EmeeeSbFxcVs2bKFbt26cfLJJ3PwwQez22678cUXX3DvvfdSWVnJSSed5LktHTt25JZbbuHSSy9l2LBhTJgwATDmIV6xYgX3339/aIAtITKGNZWaJcOnUhOixaxj3boBumaNHOtCCCFCJPAVnqqrq5k7dy7XX389r7/+Osceeyxvv/0206dP57HHHuO7776jsrKS/v37c9VVV0VMVTRu3DgKCgqYOnUqN9xwA7vvvjuTJk3iwAMP5PTTT6e4uNj3dvj93JEjR/Luu+/y97//nXXr1pGfn0+/fv2YMWNGqH9vSUkJP/vZz3j11VdZsGAB27dvDwXC1113XUR/YTdTpkyhW7du3Hrrrdx4440ADB48mOeee45TTz010V0sRPJVV0eOLQDG4+pqCQZEdpFjXQghRAwqlwbYGTJkiF66dGnMdZYtW8Y+++yToi3KPTNnzuTnP/85S5YsYfjw4eneHBGDnAtZIi/Pvc+jUuHMmGgxpdQ7Wush6d6OIPNTNvsix7oQQgi8y2bp4yuSor6+nqampohl27dv5+6776Zz584ccsghadoyIXJM796JLRciqORYF0IIEYM0dRZJsXLlSo477jjOPvts+vXrx7p165gzZ06oP63XlEFCiDaWwVOpCdGm5FgXQggRgwS+Iim6du3K8OHDqamp4dtvv6WgoIADDjiA6dOnc+aZZ6Z784TIHQGaSk2IVpFjXQghRAwS+Iqk6Ny5M3Pnzk33ZgghwKj4S+Vf5AI51oUQQniQPr5CCCGEEEIIIbKaBL5CCCGEEEIIIbKaBL4ucmmKJyHcyDkghBBCCCGyiQS+Dvn5+TQ0NKR7M4RIq4aGBvLz89O9GUIIIYQQQrQJCXwdOnTowNatW9O9GUKk1datW+nQoUO6N0MIIYQQQog2IYGvQ6dOndi8eTMbNmygvr5emnyKnKG1pr6+ng0bNrB582Y6deqU7k0SQgghhBCiTch0Rg5FRUX07t2bTZs2sWrVKpqamtK9SUKkTH5+Ph06dKB3794UFRWle3OEEEIIIYRoExL4uigqKqJbt25069Yt3ZsihBBCCCGEEKKVpKmzEEIIIYQQQoisJoGvEEIIIYQQQoisJoGvEEIIIYQQQoisJoGvEEIIIYQQQoisJoGvEEIIIYQQQoisJoGvEEIIIYQQQoisJoGvEEIIIYQQQoisprTW6d6GlFFKfQesboO36gJsaIP3yWayj/yR/RSf7KP4ZB/Fl6x91Edr3TUJ75szpGxOKdlH8ck+8kf2U3yyj+JLadmcU4FvW1FKLdVaD0n3dmQy2Uf+yH6KT/ZRfLKP4pN9lP3kfxyf7KP4ZB/5I/spPtlH8aV6H0lTZyGEEEIIIYQQWU0CXyGEEEIIIYQQWU0C35Z5IN0bEACyj/yR/RSf7KP4ZB/FJ/so+8n/OD7ZR/HJPvJH9lN8so/iS+k+kj6+QgghhBBCCCGymmR8hRBCCCGEEEJkNQl8hRBCCCGEEEJkNQl8fVJK5SmlrlRKLVdK1SqlvlJKzVRKlaZ725JJKXWdUuoppdRKpZRWSq2Ks/4wpdQCpdQ2pdRWpdSLSqmDPNbtrpR6RCn1nVJql1JqqVJqbFK+SJIopQYqpX6nlPqP+T22KaXeU0pVux0bSqlBSql5SqnNSqkdSqk3lFLHeLx3hVLqTqXUGvOY+0gpdYlSSiX/m7Ud8zvXKKWWKaW+V0rtNM+jPyqlunmsn1P7yI1SqkQp9YV53t3l8nzO7SdzX7j9bHdZN+f2Ty7KxbJZyuX4pGyOT8rmlpGyOVqgymattfz4+AHuADTwLHAh8EegAXgNyEv39iXxe2tgI/AKsAlYFWPd4UAt8DlwpfnzObANOMCxbidgJbAd+B0wGVhoft756f7eCeyf6eb3qwF+ClwMPGF+j/eBYtu6/c19uR64DpgCvGseR6Md79sOeMt87o/mMfes+b6/Tff3TnAfjTLPk5vN7zwZuNP8368Fdsv1feSx32aYx5YG7nI8l5P7ydzmfwLnOn7Okv2Tmz/kYNmMlMt+9pGUzfH3kZTNLdtvUjZH75PAlM1p31lB+AH2A5qBZxzLf2r+A8alexuT+N33tP39P2IXsG8BW4EetmU9zGUvO9a9xdx3J9mW5ZvvsREoS/d397l/hgAVLsunmt/vMtuyJ4Em4CDbsjJgNfAJ5mBz5vIp5ut/6njfZ4B6oE+6v3sb7Lux5ne8RvZR1L45BGgErvIoXHNyP5nfY7aP9XJy/+TaT66WzVIu+9pHUja3fN9J2ey9b6Rsdt8vgSmb076zgvBju1Ae6VjeHtgBPJ/ubUzRlBTZlwAADVBJREFUfvAsYIG9zH30Z5fn/oxROdnDtuxrYIXLuuPN9zkz3d+3lfvqAPN73Gc+LsW46/6qy7q/Mdf9gW3ZYvPYau9Y90hngRTUH+AH5nf5veyjiO3PB94B/g70dRauubyfrMIV406wayU8l/dPrv1I2Szlcgv2l5TN8feRlM3u+0XKZu99E5iyWfr4+jMUo4B4y75Qa10LvGc+n+usfbDE5bn/AAo4FMDsO9LDXO62rv39gqqn+Xu9+ftAoAjv/QPmd1ZK5WHcVXzXPMbs3sI4FgO3f5RS7ZVSXZRSPZVSPwLuN5963vyd8/vIdCWwN3CZx/O5vp/OAHYC25RS35r9fypsz+f6/sklUjbHJuVyNCmbHaRs9k3K5tgCUTYXtORFOag7sEFrXefy3BrgcKVUO611fYq3K5N0N3+vcXnOWtajBesGjlIqH7geoznM4+biRL5zJVDstq7Wuk4ptZFg7p8LMPoPWVYB52qt3zAf5/w+Ukr1A24Efqe1XqWU6uuyWi7vp7eAp4AVQDlwPEYlZIRS6nCt9XZye//kGimbY5Ny2UbKZk9SNschZXNcgSmbJfD1pwRwK1jBSNtb6+Rq4QrG9wf3/VTrWCeRdYPodowBRX6ltf7EXNZW+8daP4j7Zx6wHKM/x8HAyUBX2/Oyj+Be4AuMgRy85Ox+0loPcyx6RCn1ATANuML8nbP7Jwf9f3t3HixHVcVx/PvDBBIKJJpA2EoWI4tYLBEQBDEBpCAUUoiClNFCCaVsggiCLIKCYlhlCQgWEEDQYqmEMiBhjQugJCxigYQlEElC0MgeAgQ4/nHvI00zM++9yQvzZvr3qeoa3u0z3bcPk3em+3Xf69rcmOvy+7k21+ba3D3X5gbaqTb7xLdnXgdWq7NuUCGmyrqOf4Ua68o56k1sW5F0Cukq1yURcVphVV/lpyu+7fITEXNIz5ABTJZ0AzBd0uCcq0rnSNJYYBdgh4hY3CC00nmq4QzgJGB3UnF1fqrDtbkx1+XMtbk+1+bGXJub1i9rs5/x7Zl5wDBJtf4HrEW61aqqV5S7zMuvtW496Gqb20Rs25B0MnACcDlp6oSi3hzzi8CiWrH5MziUNsxPWUQ8TBrG/uDcVNkc5T6fTXqmar6kEZJGAOvkkFVy2xAqnKda8heRecCw3OT8VIdrc2OVr8vg2txbrs1LuDY3r7/WZp/49sx0Uq62LjZKGgRsDsxoRaf6men5ddsa67YhjcB2P0BEPEf6wG5TJxbaLKeSTiJd2boSGBd56LmCf5Ju2aiXH8jHHBHvAg8AW9T4Qrc16bPYVvlpYDBp7kiodo4Gk24t2x14orBMy+vH5p/HUe08fUD+Pbw2SwarcX6qw7W5sUrXZXBtXgquzYlrc5P6bW1u9RDY7bCQhr9vNFfg2Fb38UPKQ3fzBU4nzQ24ZqFtzdx2eyn2DOrPF/gisHKrj7cXeflJPpYrgeUaxF1Hmr9ss0Jb1/xlj/P++csOof78ZYuB9Vp93L3Iz+p12kfnfNxRaKtqjgaSRkQsLwflY/xj/nmDquYJGFqnvet3SXHOycrlp4qLa7Prcje5cW1unB/X5u5z5NrcfY7aqjYrb8S6Iel80vMhk0i3PGwMfB+4G9gx0tWJjiPpmyy5peMw0hxdZ+WfZ0fEVYXYzwN3kZ4VOb/wnuHAdhHxj0LsUNKV5qGk20jmAvsBo0hXZS9dRofUpyQdAlwA/Js0D1n5c/B8RNyWY0eQvkAsBs4hffE4kPTlbfeImFrY7vLAPcBmwHnAv0ij5O0FnBoRJy7Dw+pTkiYBawB3kn65DSJNofF10jMaoyLioRxbyRzVk0eOfBqYEBGHFtorlydJ55CuCt9F+ve2Euk4RgN/B0ZHxKIcW7n8VFUVa7Prcvdcm7vn2tw81+Yl2q42t/pKQbsspKuePwRmkv5UP5dUGGpO1NwpC+l2jqizTKsRvy1wB/Aa8CowFRhZZ9trAVcBC0gjtD0A7NvqY+5lfiY2yM8HckT6UnYj8BKpsPwV2LnOtoeQCve8/Jl7lPQFT8v6uPo4R/sANwHP5v/Pi0gjSJ4PfKJGfOVy1CB36+bP0QVVzxOwZ/59Mjd/jhaS5mo9jtIE91XMT1WXKtZm1+Ue5ci1ufscuTY3nzvX5iXH0Fa12X/xNTMzMzMzs47mwa3MzMzMzMyso/nE18zMzMzMzDqaT3zNzMzMzMyso/nE18zMzMzMzDqaT3zNzMzMzMyso/nE18zMzMzMzDqaT3zNzMzMzMyso/nE16yFJE2U1PRk2pJGSQpJ+/cw/hlJ05rdX7Natd+eyjmc2Op+mJlZ67k29w+uzdbXfOJr1kCheIWkcXViQtKUD7tvZmZmVeTabGbN8ImvWc/9VNLgPt7mgUBfb9PMzKwqXJvNrEd84mvWMzOANYEj+nKjEbE4It7oy232F5I+ImnFVvfDzMw6lmtzL7k2W5X5xNesZ64F7geOkTS0u2BJW0qaJGmBpDclzZR0vKQBpbiazxFJ+qKkeyUtkjRf0rmSNsm3bp1cZ5/flvRI3t9sST9q0L+Rku6U9JqkFyRdIWm1GnHDJE2Q9Kykt/LrhHIOJO2f+7azpBMlPQW8AexTittI0k2SXpX0sqTrJa1eY7/rSrpK0vP5eJ6S9ItaxbqXsZtIukXSwnzcv6113GZm1hZcm12bzXpsQPchZgYEcAxwO3A8cGS9QEljgEnAk8BZwAvAtsDPgM2BrzXakaTtgVuBF4FfAi+RitR2Dd72PWA4cGmOHwuMlzQnIq4pxa4N3AHcAFwPjAS+A2wpaauIeD33YxXgHmAEcBnwALAFcBCwo6StI+LV0rbPBAYCvwFeAWYW1q0FTMu5ORrYDPgu8FFgl8LxrwPcB6wCXAQ8DowCfgxsJ2mniHi7idj1gL8AKwAXAM8CewC3NMirmZn1X67Nrs1mPRcRXrx4qbOQflEHcFT++VbS1dJ1CjEBTMn/PQiYD/wZGFDa1g9y7KhC28T0z/B9cfflfaxfaBsI3J3ff3KN/s0DhhTaVwT+C9xb2vYzOf6IOn07ttD289x2cCn2kNx+SqFt/9w2E1ixRh679rtPqX1Cbt+o0HZ1bhtTij0jtx/QZOw1uW10oU2kYh/AxFZ/3rx48eLFS/eLa7NrsxcvzSy+1dmsd44BlgdOqbP+S6Sru5cDQ/LtSMMkDQNuzjG71HkvkoYDWwE3RsSsrvaIWAyc26Bfl0fES4X414G/AZ+qEfsK6Qps0YW5fa9C216kAn1JKfZiYEEptstFed+1zIuIa0ttd+bXEQCSlgO+DDwYETeXYk8D3u3abxOxewAzIuKurqCICOD0Ov01M7P24Nrs2mzWLZ/4mvVCRDwI/A74hqRNa4RsnF8vIxWm4vJYXje8wS7Wy68za6yr1dZlVo22/wG1nnmaFRFvFhvyz7OA9Ut9mRn5dqRC7Nu5L8XYLo830UcK/VwVWAl4pBwYES8AzxX225vY1XLsY+VY4NEGfTYzs37Otdm12awn/IyvWe+dAHwVGA/sVlqn/Ho08FCd989rsG01WNfIO72I/cCAHUu576J6V5ShcR9Veu2JZmLrHbuZmbU31+b6XJvN8ImvWa9FxNOSLgIOlzS6tPqJ/LowIm5vYvNdV143rLGuVlszPilp+Yh4q6tB0gqkq8jFq66zgA0lDSheWc6jX25A7avES+s/wKvAJuUVkj4GrMGSLy29jX2NJVf9iz691L02M7OWcm12bTbrjm91NmvOqaTnbsaX2qeSfpEfK+nj5TdJGixp5XobjYjnSfMS7ilp/cL7BgKH90XHSSM1HlxqOzi3Ty60TSbdsjSuFHtgbp/UR/15T0S8C/wB2ELSrqXVx5J+Z01qIvYdYAppdMz3vhBJElB3agkzM2srrs2uzWZ1+S++Zk2IiAWSzqA0kEZELJT0LVJhminpMtLUCUOAjYCvkAZ1mNZg80cBtwH3SLoQeJk0ZcLyXbtZyu4/BZwk6TOk+Q8/S5oy4THgvELc6aTpHSZIGgk8SJoy4QDSc0TLauCJ40gDkUzOx/8ksAOwL2lEziuajD2BdPvbFEnnA3NIg2qsuoyOw8zMPkSuza7NZo34L75mzTubNEjD+0TEVNLoj1NJc/ZNIBXMjfN7Hm600Yj4E7AraZqB4/IyAzg0hyxayn7PAXYiDS5xJrA3aeqBURGxsNCPl0nzE14MjCEV3jHAr4Ht44PzBPaJiJgNfA64jpS/XwFbk0aD3K14a1cvY58CvkCaeuIw0tyNC0i5NjOzzuDavAy4NlsnUBox3Mz6O0l7kya13y8ift/q/piZmVWda7NZ+/BffM36GSWDSm0DgSOBt2l8K5aZmZn1Mddms/bnZ3zN+p8VgNmSriY9rzOU9FzMpsD4iJjfys6ZmZlVkGuzWZvzia9Z/7MYuAnYkzTsv0hF9pCIuLCVHTMzM6so12azNudnfM3MzMzMzKyj+RlfMzMzMzMz62g+8TUzMzMzM7OO5hNfMzMzMzMz62g+8TUzMzMzM7OO5hNfMzMzMzMz62g+8TUzMzMzM7OO9n9ze8mahGFJ2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Load dataset\n",
    "H = np.loadtxt(os.path.join('..','DATA','housing.data'))\n",
    "b = H[:,-1] # housing values in $1000s\n",
    "A = H[:,:-1] # other factors\n",
    "\n",
    "# Pad with ones for nonzero offset\n",
    "A = np.pad(A,[(0,0),(0,1)],mode='constant',constant_values=1)\n",
    "\n",
    "\n",
    "# Solve Ax=b using SVD\n",
    "# Note that the book uses the Matlab-specific \"regress\" command\n",
    "U, S, VT = np.linalg.svd(A,full_matrices=0)\n",
    "x = VT.T @ np.linalg.inv(np.diag(S)) @ U.T @ b\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(121)\n",
    "\n",
    "plt.plot(b, color='k', linewidth=2, label='Housing Value') # True relationship\n",
    "plt.plot(A@x, '-o', color='r', linewidth=1.5, markersize=6, label='Regression')\n",
    "plt.xlabel('Neighborhood')\n",
    "plt.ylabel('Median Home Value [$1k]')\n",
    "plt.legend()\n",
    "\n",
    "ax2 = fig.add_subplot(122)\n",
    "sort_ind = np.argsort(H[:,-1])\n",
    "plt.plot(b[sort_ind], color='k', linewidth=2, label='Housing Value') # True relationship\n",
    "plt.plot(A[sort_ind,:]@x, '-o', color='r', linewidth=1.5, markersize=6, label='Regression')\n",
    "plt.xlabel('Neighborhood')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "A_mean = np.mean(A,axis=0)\n",
    "A_mean = A_mean.reshape(-1, 1)\n",
    "\n",
    "A2 = A - np.ones((A.shape[0],1)) @ A_mean.T\n",
    "\n",
    "for j in range(A.shape[1]-1):\n",
    "    A2std = np.std(A2[:,j])\n",
    "    A2[:,j] = A2[:,j]/A2std\n",
    "    \n",
    "A2[:,-1] = np.ones(A.shape[0])\n",
    "\n",
    "U, S, VT = np.linalg.svd(A2,full_matrices=0)\n",
    "x = VT.T @ np.linalg.inv(np.diag(S)) @ U.T @ b\n",
    "x_tick = range(len(x)-1)+np.ones(len(x)-1)\n",
    "plt.bar(x_tick,x[:-1])\n",
    "plt.xlabel('Attribute')\n",
    "plt.ylabel('Significance')\n",
    "plt.xticks(x_tick)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC05_1_PCAGaussian.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "\n",
    "xC = np.array([2, 1])      # Center of data (mean)\n",
    "sig = np.array([2, 0.5])   # Principal axes\n",
    "\n",
    "theta = np.pi/3            # Rotate cloud by pi/3\n",
    "\n",
    "R = np.array([[np.cos(theta), -np.sin(theta)],     # Rotation matrix\n",
    "              [np.sin(theta), np.cos(theta)]])\n",
    "\n",
    "nPoints = 10000            # Create 10,000 points\n",
    "X = R @ np.diag(sig) @ np.random.randn(2,nPoints) + np.diag(xC) @ np.ones((2,nPoints))\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.plot(X[0,:],X[1,:], '.', color='k')\n",
    "ax1.grid()\n",
    "plt.xlim((-6, 8))\n",
    "plt.ylim((-6,8))\n",
    "\n",
    "## f_ch01_ex03_1b\n",
    "\n",
    "Xavg = np.mean(X,axis=1)                  # Compute mean\n",
    "B = X - np.tile(Xavg,(nPoints,1)).T       # Mean-subtracted data\n",
    "\n",
    "# Find principal components (SVD)\n",
    "U, S, VT = np.linalg.svd(B/np.sqrt(nPoints),full_matrices=0)\n",
    "\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.plot(X[0,:],X[1,:], '.', color='k')   # Plot data to overlay PCA\n",
    "ax2.grid()\n",
    "plt.xlim((-6, 8))\n",
    "plt.ylim((-6,8))\n",
    "\n",
    "theta = 2 * np.pi * np.arange(0,1,0.01)\n",
    "\n",
    "# 1-std confidence interval\n",
    "Xstd = U @ np.diag(S) @ np.array([np.cos(theta),np.sin(theta)])\n",
    "\n",
    "ax2.plot(Xavg[0] + Xstd[0,:], Xavg[1] + Xstd[1,:],'-',color='r',linewidth=3)\n",
    "ax2.plot(Xavg[0] + 2*Xstd[0,:], Xavg[1] + 2*Xstd[1,:],'-',color='r',linewidth=3)\n",
    "ax2.plot(Xavg[0] + 3*Xstd[0,:], Xavg[1] + 3*Xstd[1,:],'-',color='r',linewidth=3)\n",
    "\n",
    "# Plot principal components U[:,0]S[0] and U[:,1]S[1]\n",
    "ax2.plot(np.array([Xavg[0], Xavg[0]+U[0,0]*S[0]]),\n",
    "         np.array([Xavg[1], Xavg[1]+U[1,0]*S[0]]),'-',color='cyan',linewidth=5)\n",
    "ax2.plot(np.array([Xavg[0], Xavg[0]+U[0,1]*S[1]]),\n",
    "         np.array([Xavg[1], Xavg[1]+U[1,1]*S[1]]),'-',color='cyan',linewidth=5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC05_2_OvarianCancer.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "obs = np.loadtxt(os.path.join('..','DATA','ovariancancer_obs.csv'),delimiter=',')\n",
    "\n",
    "f = open(os.path.join('..','DATA','ovariancancer_grp.csv'), \"r\")\n",
    "grp = f.read().split(\"\\n\")\n",
    "\n",
    "U, S, VT = np.linalg.svd(obs,full_matrices=0)\n",
    "\n",
    "fig1 = plt.figure()\n",
    "ax1 = fig1.add_subplot(121)\n",
    "ax1.semilogy(S,'-o',color='k')\n",
    "ax2 = fig1.add_subplot(122)\n",
    "ax2.plot(np.cumsum(S)/np.sum(S),'-o',color='k')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111, projection='3d')\n",
    "\n",
    "for j in range(obs.shape[0]):\n",
    "    x = VT[0,:] @ obs[j,:].T\n",
    "    y = VT[1,:] @ obs[j,:].T\n",
    "    z = VT[2,:] @ obs[j,:].T\n",
    "    \n",
    "    if grp[j] == 'Cancer':\n",
    "        ax.scatter(x,y,z,marker='x',color='r',s=50)\n",
    "    else:\n",
    "        ax.scatter(x,y,z,marker='o',color='b',s=50)\n",
    "\n",
    "ax.view_init(25,20)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC06_1.ipynb
================================================
[File too large to display: 14.6 MB]

================================================
FILE: CH01/CH01_SEC06_2_3_4.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import scipy.io\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "mat_contents = scipy.io.loadmat(os.path.join('..','DATA','allFaces.mat'))\n",
    "faces = mat_contents['faces']\n",
    "m = int(mat_contents['m'])\n",
    "n = int(mat_contents['n'])\n",
    "nfaces = np.ndarray.flatten(mat_contents['nfaces'])\n",
    "\n",
    "# We use the first 36 people for training data\n",
    "trainingFaces = faces[:,:np.sum(nfaces[:36])]\n",
    "avgFace = np.mean(trainingFaces,axis=1) # size n*m by 1\n",
    "\n",
    "# Compute eigenfaces on mean-subtracted training data\n",
    "X = trainingFaces - np.tile(avgFace,(trainingFaces.shape[1],1)).T\n",
    "U, S, VT = np.linalg.svd(X,full_matrices=0)\n",
    "\n",
    "fig1 = plt.figure()\n",
    "ax1 = fig1.add_subplot(121)\n",
    "img_avg = ax1.imshow(np.reshape(avgFace,(m,n)).T)\n",
    "img_avg.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "\n",
    "ax2 = fig1.add_subplot(122)\n",
    "img_u1 = ax2.imshow(np.reshape(U[:,0],(m,n)).T)\n",
    "img_u1.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Now show eigenface reconstruction of image that was omitted from test set\n",
    "\n",
    "testFace = faces[:,np.sum(nfaces[:36])] # First face of person 37\n",
    "plt.imshow(np.reshape(testFace,(m,n)).T)\n",
    "plt.set_cmap('gray')\n",
    "plt.title('Original Image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "testFaceMS = testFace - avgFace\n",
    "r_list = [25, 50, 100, 200, 400, 800, 1600]\n",
    "\n",
    "for r in r_list:\n",
    "    reconFace = avgFace + U[:,:r]  @ U[:,:r].T @ testFaceMS\n",
    "    img = plt.imshow(np.reshape(reconFace,(m,n)).T)\n",
    "    img.set_cmap('gray')\n",
    "    plt.title('r = ' + str(r))\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZZZel/Z7E+9SnPuXMzG3atCntx6TzuwM0uzSOj3mf5jCzI8zsHjP7s5m9Y2Y7zewFM7vezA7spv6DZvaWmbWb2R/M7DPdtL2vmS01s9fMrMPMWsxstplZirr9zOzr3nN3mNlmM7vOzLSeTYqetr+WPlm0CPbujf68Z0/0ts+uvPJKKisrqaqq4phjjqGxsZFTTjmFBx98EIh+Qb7nnnv49Kc/zYgRI3jjjTc6LxUVFUycOJHVq1cntTt79uykHIl9990XgIceeqjzPDSJ9u7dy/Llyzn22GOZPHlyl/vq6+vp168f//M//5P0uIsvvpj4Q9Vxxx3H0KFD+etf/5rZGwK8+OKLPP7443zmM5/h4x//eMaPz4VC5EyMBA4E/geoB+YBa4BZwLNmVhWraGaHAk8AJwDfA/4fMAR42MwmxTdqZoO8dr4GNAEXAS8CPwKuTNGPG4DrgY1e3Z8Dc4EVZqbcESlq+dz+uqWlhaOOOoqWlpas25IAaW2FO+6A3bujt3fvjt72OXdi1qxZrFmzhkceeYQnn3ySbdu28dBDD3UmXm7bto3t27ezevVqKisrky5r1qyhra0tqd0xY8Yklc2YMYNJkyZxzTXXMGzYMD7zmc/wX//1X7zyyiuddbZt28aOHTtSJjQPGzaMAw88MClPA+CQQw5JWX/79u0ZvR9A54ZxM2fOzPixuZL3nAnn3G+A3ySWm9ljwDLgy0QDB4DFwH7AeOfcc169nwAtwM1m9glv2AVgJnAcMNc5t9Qru83MfgFcbmZ3OOde8dqoIRpAPOCcOzOuD38HfgDMAO7N3asWCZa6ujoefvhhli9fTkdHR862v44ldW7evJkpU6bQ0tKizauKRfyoRExsdMLH3InDDz+cSZMmdXt/7BAxadIkLr300rTbTbVyo6ysjDVr1rBu3ToefvhhHnvsMRYsWMDChQu59957Of300/nokJSZ7vIaMm3vww8/5Cc/+QnDhg3j9NNP71NfcsHPb+Sx0O5jAN50wynAo7FAAsA5twO4HRhDNHiIOQfYCdyW0O6NwEBgelzZ2YB598W7zWvjXESKXLbbX6cagUiV1ClF4sknPxqViNm9G554wp/+pKmyspL99tuPd999l0mTJnV7ycSECRO44oorWLNmDS+99BIVFRXMnz8fgKqqKoYOHZpyZO6tt96itbU15ShErqxYsYK2tjbOO+88ysrK8vY8vSlYMGFmETM7wMxGmtlngVu8u2JrYY4GyoAnUzw8tgbnOK+tfsAngfXOucSJrHXAXroGHsd5ZeviK3qPfS6hrkhRymb761TLShsbG1m5cmXnXHJHRwcrVqygsbExXy9BCmn9eoimXna9rF/vd8961K9fP770pS+xbt067r///pR1tm7dmlZbb7zxRlLZyJEjqays5M033+x8vqlTp7J+/Xp+/etfd6m7ZMkS9u7dm9cRg9iXAr8D+UIuDZ0JLI27/TJwrnPuD97tg7zr11I8NlY2wrv+GDA4VV3n3Ptmtj2ubqztN5xz73fT9olmNsg5tzvxTjObRTS/g1GjRqV4uEh4xLa/Tldsk6uRI0cmjUD87ne/6zaps66uLtddF0nbd7/7XdauXcu0adOYNm0aEydOZNCgQbzyyiusWrWK8ePHc+edd/baztVXX83q1av54he/yMc//nGcc6xYsYIXXniBb33rW531rrnmGtasWcNpp53GnDlzOOyww3jsscdoamri05/+NOeff35eXueWLVv49a9/zYQJE/jnf/7nvDxHugoZTDwIvEA0ofJYolMalXH3xyasUh3wOxLq9FQ3Vj9+Aqy8l7qxOknBhHPuVuBWgNra2r5NjomEUHw+xMaNGzvncmMjENOmTePnP/95l4AiV0mdItnYd999Wbt2Lddddx3Lli3joYceYsCAAYwcOZJPfepTaScqnnbaabS2trJs2TLa2toYPHgwhx9+OLfddluXkYDRo0fz9NNPs2DBAu6++27efvttRo4cSX19PfPnz0/aYyJX7rzzTvbs2eNr4mWndNaP5uNCdFrjfaDeu30m0fXvs1PUHevdd413e3/vdlM3bW8Fnoi7/SegrZu6y7y2BvXWZ+0zIaVk2rRpLhKJdNmbIv5SVVXlzjjjjC5lZ555pt/dLjl53WdCilqo9pnojnPuj8B6YI5XtMW7HpGieqwsNq3xFrArVV0zKyMabMRPgWwBDvDuS9X2Gy7FFIdIqUrMh0ikEQgRief3/gqDgWHez38iOlJxQop6E73rZgDn3F7gf4FjUwQIE4i+rua4sme8sgnxFc0sAoxLqCtS8lJtchUTW1bqnOPhhx/uct+vfvUrJWCKlKBC7IA5vJvyfwOOwlup4aJLQFcA/2pmx8TVG0I0efOvdF2N8TOieQ6zEpqeB3xIdPoiponoMOy8hLpf9dq4J6MXJVLkUm1yFRNbVqpdNUUkphAjEz82s6fM7Boz+w8zu9jbiOph4D3gm3F164F3gNVmdpmZzQH+QHQq4iJv/ibmNuBZ4HpvW+yZZvYAcAawxDn391hF59yfgJuBM8zsAa/udUR3xPw92rBKpIu6ujqmTJlCJBLpLItEIhx55JGdy0rzuaumiIRLIYKJnwHbgfOAm4AlRKcbbgGOdl03qHoJ+BeioxWXAd8H2oHPO+e6jKd6OQ6TvHbOJhosfILoTpcLUvRjHnAJUOPVnUF0qeoXvWkTEYnT2NhIv34f/YtwznH00Ud3bhucGHDkaldNEQkf6/plX3pSW1vrmpuVXiGlobGxkQsvvJBdu3Z1lpWXl7N06dLOfSTa29sZO3YsmzdvZtSoUdpO2wd//vOfOfLII/3uhoRQOr87Zvasc662t7b8TsAUkYCqr6/vEkhAck5ENrtqSu7oS6FkKte/MwomRCSldHMiYrtqpjprouTfwIEDk4I+kd7s2rUrp+fyUDAhIikpJyIcqqqqeO2119i5c6dGKKRHzjk++OAD3nzzTf7xj3+w//7756ztQm6nLSIh09jY2JkT0ZczjUr+7bPPPkD0PA0ffPCBz72RoBswYACRSIRRo0Z1Wa2Vdbs5a0lEik4sJ2L69Ok0NTUpJyKg9tlnn86gQsQPCiZEpEeZnmlUREqPciZEREQkKwomREREJCsKJkRERCQrCiZEREQkKwomRCSUWlpaOOqoo2hpafG7KyIlT8GEiIROe3s7kydPZuPGjUyZMiXpVOgiUlgKJkSkT/wcGairq2Pr1q0452hra+MrX/lKwfsgIh9RMCEiGWtvb+fkk0+mpaWFz372s92ODOQj4GhsbGTlypV0dHQA0NHRwYoVK2hsbMzZcwSBpnEkTHQK8gzoFOQiUWeeeSYPPPBAl9v3339/lzr5Oj15dXU1W7duTSqvqqqira0t6/aDQKd2l6DQKchFJC8aGxt56KGHupQ9+OCDSSMD+ZqKSPdspmGmaRwJGwUTIpKRefPmsWfPni5le/bsYd68eZ238zkVUexnMy2VaRwpLprmyICmOUSiJ5V67733ksqHDh3Ku+++C+R/KqKYpwFKYRpHwkPTHCKSFzfeeCP9+/fvUta/f39uuummztv5noqInc107NixrFy5smgCCSiNaRwpPhqZyIBGJkSi0knAnD59OsuXL6ejo4NIJMKpp57KfffdV+iuhpLeOwkKjUyISJ91tywxVn7ZZZcxfPhwAA488EDuuuuupDYaGxupqqrCzKiurqahoaEgfS8Geu8kbBRMiJSQdPYu6G53yfjys846i+XLl1NTU8OaNWtSTjMU81REvum9k7DRNEcGNM0hYZZu0mJ3Q+waehcpPZrmEJEu0tm7oLtliRdccIGWK4pItxRMiJSAdPcuqK+vT9oae+fOndx1110py+vr61M+n7aCFiktCiZESkB3QUJiMNDdssQvf/nLaS9X1Bk9RUqPggmREpDu3gXd7S7Z2NiY9q6T2gpapPQomBApAZlsQd3dssR0litqK2iR0qRgQqREpBMMtLS0cPzxx/ODH/wgaVliOssV051OEZHiomBCpET0FgzE5zpcfPHFPP3009TU1HSpU1NTw4YNG5LKY/zaCloJnyL+UjAhUkJ6CgZykevgxxk9lfAp4j8FEyKS01yHQm8FrYRPEf8pmBCRnOY6FHIraCV8igSDggkRyXmuQ2+5FbmihE+RYFAwISK+5Drkgl8JnyLSlYIJEQHCedrrsAZBIsVGwYSIAOE97XUYgyCRYqNgQkQ61dTU0NTUxPTp00OzZ0NYgyCRYmLOOb/7EBq1tbWuubnZ726I5E17eztjx45l8+bNjBo1ipaWFh2cRUqYmT3rnKvtrZ5GJkSkk/ZsEJG+UDAhIoD2bBCRvtM0RwY0zSHFrLq6mq1btyaVV1VV0dbW5kOPRMRvmuYQkYz0dc8GnWRLRBRMiAjQtz0bdJItEQEFEyISJ9M9G5SwKSKgYEJE4mSyZ4MSNkUkRgmYGVACpshHlLApUvyUgCkieaWTbIlIjIIJEekTnWRLRGIUTIhIn+kkWyICCiZEJAs6yZaIgIIJEUkhk42oampq2LBhAzU1NQXomYgEUd6DCTMbY2bfMbOnzGybmb1nZs+Z2bfNLOlrjJkdYWYPmtlbZtZuZn8ws8900/a+ZrbUzF4zsw4zazGz2WZmKer2M7Ovm9kLXt3NZnZdqj6IlDJtRCUimSrEyEQd8HXgb8B3gP8HvAhcDTxhZoNjFc3sUOAJ4ATge17dIcDDZjYpvlEzGwSsAb4GNAEXee3+CLgyRT9uAK4HNnp1fw7MBVaYmUZopOTFRiPOPPNMbUQlIhnJ+z4TZlYL/NU5905C+dXAt4GLnHM/9MqWAWcC451zz3llQ4AWoAP4hPM6bGZzgJuBuc65pXHt/gKYChzunHvFK6sB/gT8j3PuzLi6FwE/AL7knLu3t9eifSakWLW3tzN27FheffVVzIz4/wvl5eUsXbqUuro6H3soIn4IzD4TzrnmxEDC0+RdHwXgTTecAjwaCyS8x+8AbgfGAMfFPf4cYCdwW0K7NwIDgelxZWcD5t0X7zavjXMzeEkiRSe2LTZA4heMnTt3Ul9f70e3RCQk/BzeH+ldx7bKOxooA55MUfcp7/o4iOY/AJ8E1jvnOhLqrgP20jXwOM4rWxdf0Xvscwl1RUpK4rbYibQRlYj0xpdgwsz6AwuAD4HY9MJB3vVrKR4SKxvhXX8MGJyqrnPufWB7XN1Y229496Vq+wAvByNVX2eZWbOZNW/btq37FyUSUvX19d0mWWojKhFJh18jEzcCE4EFzrkXvbJy7zrVAb8joU5PdWP1y+Nul/dSN77NLpxztzrnap1ztZWVld00IZK5TJZf5lOqbbFjC6K0EZWIpKPgwYSZLQIuBG51zi2Ou2und12W4mGRhDo91Y3V3xl3e2cvdePbFMm7IC2/TLUt9uc+9zlqamq0EZWIpKWgwYSZLQTmA3cQXdIZb4t3PYJksbLYtMZbwK5Udc2sDNifrlMgW4hOZaQKKEYQnQLZncZLEMmJWMJjUJZfJm6Lff/992sjKhFJW8GCCTO7kuj+Dz8BZrrkNal/IjoVcUKKh0/0rpsBnHN7gf8Fjk0RIEwg+rri13A+45VNSOhTBBiXUFckrxITHjs6OlixYgWNjY2+9UnbYotINgoSTJjZAmAh8FPgAi8Y6MJbAroC+FczOybusUOAmcBf6boa42dE8xxmJTQ1j2hi57K4sibAeffF+6rXxj0ZvyiRPkqV8BiE5ZfaFltE+mpAvp/AzP4TuAp4FXgEOCdht+s259wa7+d64P8Cq83sBuBdogf8EcCUhNGM24ALgOvN7GDgz8Bk4HTgaufc32MVnXN/MrObgQvN7AFgFXAk0R0wf89HK0pE8m7x4sXMnTu3S0Ch5ZciEmaFGJmI7eEwCriL6OhE/OXbsYrOuZeAfyG6r8RlwPeBduDzzrmH4xv1chwmAbcQ3ZTqZuATRLfKXpCiH/OAS4Aar+4MYCnwxVQjJSL5kirhsZSXXwZlVYuI9F3et9MuJtpOW3Iltn315s2bGTVqFC0tLSWZp6D3QSTYArOdtogkU8JjVNBWtYhI3yiYEPFJMSQ8ZjNFEcRVLSLSN5rmyICmOUQ+ku0URXV1defJxeLyRt3LAAAgAElEQVRVVVXR1taW4hEiUmia5hCRvMp2iiLVNt5a1SISTgomRCSlnqYwcjFFke9VLVolIlI4mubIgKY5pFT0NoWRqymKfK3m0CoRkdzQNIeI9FlvUxi5mqLI16oWrRIRKSwFEyLSRTpTGLmcosj1qhatEhEpPE1zZEDTHFIK0p3CCOpUglaJiOSOpjlEpE8WL15M//79u5T1798/aQojqBtvaZWISOEpmBCRtKQaxQzixls694lI4WmaIwOa5pBSUAzTBEGdghEJG01ziEifFMM0QVCnYESKlUYmMqCRCSkV06dPZ/ny5XR0dBCJRDj11FO57777/O6WiBSYRiZEpM8aGxupqqrCzKiurqahocHvLolIgCmYEJEkmiYQkUwM8LsDIhJMsZUaIiK90ciEiIiIZEXBhIiIiGRFwYSIBJpOJS4SfAomRCSw2tvbmTx5Mhs3bmTKlCm0t7f73SURSUHBhIgElk4lLhIOCiZEJJB0KnGR8NAOmBnQDpgihVMM5wgRCTvtgCkioVYM5wgRKRUKJkQkkHQqcZHwUDAhIoGlc4SIhIOCCREJLJ0jRCQcdG4OEQk0nSNEJPg0MiEiIiJZUTAhIiIiWVEwISIiIllRMCEiIiJZUTAhIoGis4SKhI+CCREJDJ0lVCScFEyISGDoLKEi4aRgQkQCQWcJFQkvBRMiEgj19fVJ0xo7d+6kvr4+ZX3lVogEh4IJEQmETM4SqtwKkWBRMCEigZDJWUKVWyESLAomRCQw0jlLqHIrRIJHwYSIBEY6ZwnNNLdCRPJPwYSIBErsLKE1NTUp788kt0JECkPBhIiESia5FSJSGAomRCR00smtEJHCUTAhIqGTTm6FiBTOAL87ICLSF7HcChHxn0YmRETySDt1SilQMCFS4nSwyx/t1CmlQsGESAnTwS6/tFOnlAoFEyIlTAe7/NFOnVJK8h5MmFm9mf3czDaZmTOzl3upf7yZPWJm75nZu2b2azMb103dg8zsJ2a2zcx2mVmzmZ3VTd0yM/uOmf3dzN43s7+Z2XwzG5iDlykSOrk82GmqJJl26pRSUoiRiWuAzwB/A97qqaKZTQR+D3wcWABcCRwO/MHM/jmh7jDgceAM4MfAxcAOYJmZpdq9pgm4Avgt8J/Ao8Ai4LY+vi6RUMvVwU5TJalpp04pKc65vF6AQ+J+3gC83EPddcC7wIi4shFe2eqEut8DHDA1rqy/18Z2YEhc+WSv7nUJbVznlZ+YzmsZP368EykWDQ0NrqKiwnl/Aw5w5eXlrrGxMaN2pk2b5iKRiANcJBJx06dPz1OPw0fvjYQd0OzSOD7mfWTCObcpnXpmdhhwHPBz59xrcY9/Dfg5MMnMhsc95Bzgb865FXF19wBLgWFEA4j4ugA3Jjxt7Pa56fRRpJjkYltq5QX0TDt1SqkIUgLmcd71kynuewowYDyAmR1IdMTiqW7qxrcX+/k159zm+Ire7S0JdUVKRrYHO+UF9Ew7dUqpCFIwcZB3/VqK+2JlI/pQN1Y/Vd1Y/RHd3IeZzfISO5u3bdvWXTWRUMr2YKe8gN71dhZUkWIQpGCi3Lt+P8V9HQl1Mqkb+zlV3Vj98m7uwzl3q3Ou1jlXW1lZ2V01kcDrbsVFNgc7ncFTRCBYwcRO77osxX2RhDqZ1I39nKpurP7Obu4TKQr5XHGhvAARCVIwscW7TjXlECt7rQ91Y/W7m8oYQfdTICJFIZ+bUykvQESCFEw8412fkOK+iUSXrj0L4JxrJRoATOymLkBzQtsjzOyf4it6tw9KqCtSVAqx4kJ5ASKlLTDBhHPuJaIH9bPMLJZgiffzWcBvnXOvxz3kZ8ChZjY1rm5/4CLgbWBVQl2AeQlPG7t9T05ehEgAacWFiOTbgHw/gZmdB4z2blYCg8xsvnf7FefcT+OqXwz8juiOl0u9souIBj3fTGh6CdEg414zu57oSMXZRJd5znTOvRer6JxbaWa/BL5hZvsSXX56AvAV4G7n3OO5ebUiwbN48WLmzp3bJaDQigsRySWLbnCVxycwexQ4qZu7f++c+9eE+icAVwPHE53aeAKod879b4q2RxANKr4ADAE2Av/lnGtKUTcCzCe6QdWBRIOPO4AlzrkP0nkttbW1rrlZMyISPtOnT2f58uV0dHQQiUQ49dRTue+++/zulogEnJk965yr7bVevoOJYqJgQsKqvb2dsWPHsnnzZkaNGkVLS4sSJUWkV+kGE4HJmRCR/NGKCxHJp7znTIhIMMRWXIiI5JpGJkRERCQrCiZEREQkKwomREREJCsKJkRERCQrCiZERCTvujtrrRQHBRMiEmg6CIVfPs9aK8GgYEIkz4JwMAxCH/oiHwehsL4XYZbPs9ZKMCiYEMmjIHwj60sfgnLAzfVBKAifR6kpxFlrxX8KJkTyKAjfyDLtQ1AOuPk4CAXh8+iLoAR3faGz1pYI55wuaV7Gjx/vRNLV0NDgKioqHNET1jnAlZeXu4aGhkD3Ydq0aS4SiTjARSIRN3369IL1N15VVVWXfscuVVVVfWovCJ9HX+zYscONGjXKmZkbPXq027Fjh99dykh373tjY6PfXZM0AM0ujeOj7wfoMF0UTEgmcn0wLEQfgnTAzfVBKAifR18EJbjLRjG8hlKlYELBhPgsCN/IMu1D0A64vR2ENmzY4GpqatyGDRt6bSsIn0emghTcZSPsoyulTMGEggkJgCB8I8ukD0E74PZ0EOrLASoIn0cmghbcZSOTwE+CQ8GEggkJgCB8I8u0D0E74HZ3EOpLP4PweWQiaMGdlB4FEwomJCCC8I0skz6E4YCbzfB/ED6PTAQtuCuksH1WxSjdYMKidSUdtbW1rrm52e9uiORdS0sL06dPp6mpiZqaGr+7k6S6upqtW7cmlVdVVdHW1uZDj3qWzfvZ3t7O2LFj2bx5M6NGjaKlpYWKioo89TQ4SvV1B42ZPeucq+2tnvaZEJEkNTU1bNiwIZCBBMDixYuTDizl5eUsWbLEpx51L9t9OyoqKli1ahVjx45l5cqVJXNADeueIKVKwYSIhE5dXR1TpkwhEokAEIlEmDp1KhdccIHPPUuWi4Ni0IO7XNOumeGjaY4MaJpDJDjCMAze2NjI3Llzu4xGlJeXs3TpUurq6nzsWbCFbRqrmGmaQ0SKWhiG/7WVdN+EaRpLohRMiEhoBX34XwfFvgnTNJZEKZgQEcmToB4Uw3DisMbGRqqqqjAzqquraWho8LtL0gMFEyIieRS0g2JQzgrbmzBMY8lHFEyISBeF/NYahm/I2QraQTFMSy6DPo0lH9FqjgxoNYcUu0KukAjDaoxio9Ulkimt5hCRjOX6W2tPIw9h+oZcLLS6RPJFwYSIALnfKKinuXltSuQPrS6RfFEwIZJnYckL6O5b66xZs/rU955GHvQN2R9BXV0i4adgQiSPwpI5D6m/tZoZe/fuzbjvvY08pHquSCSib8gFELTVJVIcFEyI5FGY8gISv7X269ePfv369anvvY08JD5X7PmmTZuWg1ciPQna6hIpDgomRPIkjHkBsW+tAM459uzZA2Te93Tm5hsbG+nX76N/QXv27Al0sFVMtORSck3BhEiehDEvIPattX///iQuG8+k7+nMzTc1NXV5jvfffz/wwZaIpKZgQiRPwpo5X1NTw6233pp133ubm6+vr2fXrl1dyoIebIlIagomRPIkzJnzueh7b3PzYQ22RCSZdsDMgHbAlEx1t8tjS0sL06dPp6mpKbDz1oXYoXL69OksX76cjo4OIpEIp556Kvfdd19On0NE+k47YIoEQKpv52FZLlqIrH8tUywOYdlLRfJHIxMZ0MiE5IK+jXcVhlEa6Z7OsVLcNDIhEkBhXC6ab1qmGG5h2kul6LW2wkknweuvF/ypFUyIFFAYl4uGkZ/D7qU05K/gOGAWLYLHH49eF5imOTKgaQ7JVnengP7hD38YilUeYeDnsHupDflXV1ezdevWpPKqqira2tp86FEJa22FQw6Bjg4YPBg2bYLhw7NuVtMcIgEU5uWiYeHnsHupDflreW+ALFoEe/dGf96zp/CjE845XdK8jB8/3olka8eOHW7UqFHOzNzo0aPdjh07/O5S0WhoaHAVFRUO6LyUl5e7hoaGon5uP02bNs1FIhEHuEgk4qZPn+53l0rPli3ORSLOwUeXwYOda23Nummg2aVxfNQ0RwY0zSG5ohUM+eHnsHupDvnnfWqntRVmzICmppwM2xelOXOgoQF27/6obNAgmDkTbr45q6Y1zSESYFrBkB9+DruX6pB/3vcj8TGpMDSefLJrIAHR2088UbAuaGQiAxqZEAk+P/fx0B4iOZanpEJJn0YmRKQk+bmrpnb0zDG/kwolbQompOSU0j4ApagQ24AH8bmLTmsr3HHHR8P3u3dHb/uwIZP0TsGElJSwnBdDsuNnToryYXIkflQipqfRCR93fxQFE1JiSm0fAJHQyjSpUImavlIwISVDW/+KhMj69fG7Jnx0Wb8+uW5sSmTvXk2F+KRkggkz62dmXzezF8ysw8w2m9l1ZqZJzRKh82KIFCklavquZIIJ4AbgemAjcBHwc2AusMLMSul9KFmlug+ASFFTomYglMRB1MxqiAYQDzjnznDO3eac+wbwDeDfgBm+dlAKQufFEClCmSZqSl6URDABnA0YcGNC+W3ATuDcgvdIfKF9AESKTAB2f5TSCSaOA/YC6+ILnXMdwHPe/VICtA+ASJHJJFFT8maA3x0okIOAN5xz76e47zXgRDMb5JzbnXinmc0CZgGMGjUqv72UgojtAyAiIrlRKiMT5UCqQAKgI65OEufcrc65WudcbWVlZV46JyIiEmalEkzsBMq6uS8SV0dEREQyVCrBxBbgADNLFVCMIDoFkjTFIaVL5+8QCShtmx1IpRJMPEP0tU6ILzSzCDAO0HnFpZPO3yFFp5gOwNo2O5BKJZhoAhwwL6H8q0RzJe4peI8ksHT+Dik6xXIA1rbZgVUSwYRz7k/AzcAZZvaAmc00s+uI7oj5e+BeXzsogaHzd0jRKaYDsLbNDixzzvndh4Iws/5ERyZmAQcDbxAdsVjgnNuRThu1tbWuuVkzIsWsurqarVu3JpVXVVXR1tbmQ49EsjRnDjQ0RDdyGjQIZs6Em2/2u1eZa22FQw6Bjo6PygYPhk2bYPhw//pV5MzsWedcbW/1SmJkAsA5t8c5d51z7gjnXJlzboRz7hvpBhJSGnT+Dikqfpy3Il/5Gdo2O9BKJpgQSYfO3yFFxY8DcL7yM7RtdqCVzDRHLmiaozS0t7czduxYNm/ezKhRo2hpadG22xJOxx4Lzz2XXD5uXH62m46fitAURFHQNIdIH+n8HVI0Cn3eCiVIliyNTGRAIxMiIt1QgmRR0siEiIjfimmzqN4oQbKkKZgQkdwppYNnOopls6h0KEGypCmYEJHcKaWDZ2+KabOodBQ6P0MCRcGEiORGqR08e6NkRCkhCiZEJDd08PyIH5tFifhIwYSIZC+sB0/t1iiSEwomRCR7YT14ardGkZxQMCEi2QvjwTOfOR5KRpQSo2BCRLIXxoOncjxEckbBhBSllpYWjjrqKFpaWvzuSqD6Ip6w5niIBJSCCSk67e3tTJ48mY0bNzJlyhTa29vVF+kqrDkeIgGlYEKKTl1dHVu3bsU5R1tbG1/5ylfUlzDK526aYczxEAkwBRNSVBobG1m5ciUd3smGOjo6WLFiBY2NjSXdl1DK526aYczxEAkwnTU0AzpraPBVV1ezdevWpPKqqira2tpKti+hE38GSp15UsQ3OmuolKTFixdTUVHRpay8vJwlS5aUdF9CRystREJFwYQUlbq6OqZMmUIkEgEgEokwdepULrjggpLuS6hopYVI6CiYkKLT2NhIVVUVZkZ1dTUNDQ3qS5hopYVI6CiYkKJTUVHBqlWrGDt2LCtXrkyaaijVvoSGVlqIhI4SMDOgBEyREtfaCjNmQFOTPwmhfj+/lBwlYIqI5Fo+l6uG4flFuqGRiQxoZEKkhPm9XNXv55eSpJEJkVzL546MEnx+L1f1+/lFeqBgQiRdGmIuXX4vV/X7+UV6oWBCJB2xf+Z79+qfeCnye7mq388v0gsFEyLp0BBzafN7uarfzy/SCyVgZkAJmCUqPvEtRglwIlIClIApkisaYhYR6ZGCCZHeaIhZRKRHA/zugEjgrV/vdw9ERAJNIxMiYaK9LkQkgBRMiISJ9roIPwWEUoQUTIiEhfa6yF4QDuQKCKUIKZgQCQvtdZG9vh7IcxWExAeEP/4x/PGP2bUnEhAKJkSC8G21N9pOuau+fGbZjOzkajQhPiB0Ds45J7v2RAJCwYRIGIadtddFV335zPo6spOr6aXEgBCgpUWjE1IUFExIaQtLHoL2uvhIXz6zbEZ2cjW9lCogBI1OSFFQMCGlLSx5COvXR4fFEy+luAdGXz6zvo7s5HJ6KVVACLBxY3CDWJE0KZiQ0qU8hPDp62fW15GdXE4vrV8Ps2fDoEFdywcODG4QK5ImBRNSupSH0LugJaf29TPr68hOd0HIXXflbnSiVKerpKgomJDSpX/svQtacmqhP7NUQcjs2bBrV99HJzRdJUVIwYSUrlL9x57uaEMQk1Pz9ZmF+T0RCQAFEyKlJt3RhrAkp+bCokXwhz/AJz/Zc4BQSu+JSAbMOed3H0KjtrbWNTc3+90Nkb5rbYVDDoGODhg8GDZtguHDe64X01P9QmlthRkzoKkpd/1IfK1f/nJ01KG3ehCM90Qkj8zsWedcbW/1NDIhUkrS/WYd1OTUfORwJL7Wn/409ehEUN8TkQBQMCFSKjJZVhnE5NR85Cuk2pVyzx6or0+uG8T3RCQgFEyIlIpMvlkHMTk1H/kK3e1KmWp0IojviUhAKJgQKRVh/madrw3GutuVMttgJWj7c4jkmYIJkVIRhG/WfT3I5itfYf16GDcu9X3ZBFlB259DJM/yHkyY2X+Y2T1m9oKZ7TGzHpePmNkRZvagmb1lZu1m9gcz+0w3dfc1s6Vm9pqZdZhZi5nNNjNLUbefmX3d60eHmW02s+vMrCJXr1VEetHXg2w+R1XSDbL83otCox0SYIUYmagHTgG2Alt6qmhmhwJPACcA3wP+HzAEeNjMJiXUHQSsAb4GNAEXAS8CPwKuTNH8DcD1wEav7s+BucAKM9MIjUi+9fVsnyedBL/6lf+jKn7vz6HRDgky51xeL8DBQD/v519Gn7LbusuAPcC4uLIhwCtEAwWLK58DOOCihDZ+AewGRseV1QB7gV8k1L3Ia+OcdF7L+PHjnYj00ezZzg0aFA0DBg1ybs6c9B7Tr196dfNpyxbnIpFo3wcPdq61tfd6sUtP9XP9/CI5BjS7NI6Pef9G7px72TmXIl26K2+64RTgUefcc3GP3wHcDowBjot7yDnATuC2hKZuBAYC0+PKzgbMuy/ebV4b56b1YkSkb/qSQBmkrasTRxsuuyz1lEO+cju086YEXJCG948GyoAnU9z3lHd9HETzH4BPAuudcx0JddcRHYWIDzyO88rWxVf0HvtcQl0RybW+HGSDcgBNFQjdfXd0++3EPuUjtyNfK1lEcihIwcRB3vVrKe6LlY3wrj8GDE5V1zn3PrA9rm6s7Te8+1K1fYCXg5HEzGaZWbOZNW/btq33VyEiyTI9yAbpANpdIORccp/ysWJGO2/mjpJY8yatYMLM9jOzhRlchvWhL+XedaoDfkdCnZ7qxuqXx90u76VufJtdOOdudc7VOudqKysru2lCpISl8w96/froqbsHeTH7oEEwZ073B9kgHUC724sCCtOnMO8PEjRKYs2fdBIriCZRugwuh3XTTrcJmMCZ3mNnp7hvrHffNd7t/b3bTd20tRV4Iu72n4C2buou89oa1Nv7oARMSWnLFuc+/enSTYpLJ0ky08TEceNSfb+PlvspXwmWkn9KYu0TcpmA6aJJlJbB5aU+xDWxZaMjUtwXK4tNa7wF7EpV18zKiAYb8VMgW4hOZZR10/YbzrluvnqI9KKUv+2kmySZ6UhDEDbYSiVIIyaSmaDk4BSpIOVM/InoVMQJKe6b6F03A7jo6pD/BY5NESBMIPq64s8V/oxXNiG+oplFgHEJdUXSF6QVB35I9x90sQzVF8vrKDVBysEpUoEJJlx0CegK4F/N7JhYuZkNAWYCf6XraoyfEc1zmJXQ1DzgQ6LTFzFNRKcy5iXU/arXxj05eAlSikr5204m/6CDOtKQqWJ5HaVGI0p5V4jttKea2Xwzmw8c5pXN9y4XJlSvB94BVpvZZWY2B/gD0amIi7z5m5jbgGeB671tsWea2QPAGcAS59zfYxWdc38CbgbOMLMHvLrXEd0R8/fAvXl58VLcSv3bTpD+QStLX3qiEaW8K8TIxJnAIu9yhFcWu31JfEUv1+JfiO4rcRnwfaAd+Lxz7uGEuruBScAtRDeluhn4BNFdLRek6Mc87/lqvLozgKXAF10am2qJJAnSwdQPQfoHnU7eigKO0qURpbyzrl/2pSe1tbWuuVnpFeI59lh47rnk8nHj9E+qkFpb4ZBDoKMDBg+GTZtg+PDkenPmwC23wNe+BjffXPh+ioSQmT3rnKvtrV5gciZEQkffdoIhnbyVUk+UFckzBRMiEl7p5q2UcqKsSAEomJD0ac5Z8i3T37F08lZKPVFWpAAUTEj6SnlzJimMTH/HeksCbW2F8eNLO1FWpACUgJmBkk7ATDfJTaSv8vE7NmcO/PjHqe9ToqxIr5SAKbmlOWfJt1z/jsWmNyAanLS2KlFWJE8UTEjvNOcs+ZaP3zEFwCIFo2BCelfqmzNJ/uX6d0wBsEhBKZiQ3gVpp0MpTrn+HVMALFJQA/zugISA5pYl33L9O6YAWKSgNDLhF+3ZIJI/2p1UpKAUTPhFezaI5I6CcxFfKZjwg84TIJJbfgTnCmBEOimY8IOWrInkjl/BuUYXRTopmCg0LVmTbOjbcLLugvN8vlcaXRTpQsFEoWnJmmRD34a76ik4z+a96i0Q0eiiSBcKJgpNS9akr/RtOFl3wflll2X3XvUUiGh0USSJgolC05I16St9G07WXXD+y1/2/b3qLWjT6KJIEgUTImGgb8OppQrOt2yB9va+v1e9BW0aXRRJomBCJAz0bTh92bxXzz0Ht9zScyBSyqOLSgCWbiiYEAkDfRtOXzbv1bnnKmjriRKApRvmnPO7D6FRW1vrmpub/e6GiORDayuMGBEdZUg0blxpjDz0pLUVDjkEOjpg8GDYtAmGD/e7V5JnZvasc662t3oamRARgei37YEDoz8PGgRz5pTWFEZvlAAsPdDIRAY0MiFSpOK/dcfo2/dH9P6ULI1MiIikSwmuPdP7I71QMCEiogTXnun9kV4M8LsDIiK+U05Ez/T+SC80MiEiIiJZUTAhIiIiWVEwISKlTbs6imRNwYSIlDbt6iiSNQUTIhIuuRxJ0GndRXJCwYRIjIa7wyGXIwna1VEkJxRMiMRouDv4cjmSkOq07j/+Mfzxj7npq0gJUTAhAhruDotcjiSk2tXROTjnnL63KVKiFEyIgIa7wyDVSEI2gV+qXR0BNm5UMCmSIQUTIrk+SEl+5Pr8EOvXf3RW0Nmzo2cKheiZQxVMimREwYSITmIUDvk6P4SCSZGsKZgQKZWTGIV9tcqqVRCJdC0bPBh+9avs2lUwKZI1BRMi8cPd8ZdiO7lR2Fer5OugXyrBpEgeKZgQKQXFsFolXwf9UgkmRfJIwYRIKSiG1So66IsEloIJkWKnBEMRyTMFEyLFLiwJhvlKEA174qlICCiYECl2YUkwzFeCaNgTT0VCwJxzfvchNGpra11zc7Pf3RApPq2tcMgh0NERXe65aRMMH56fdp2DGTOgqSk3zyFSxMzsWedcbW/1NDIhIv7LV4JoqnY1UiGScxqZyIBGJkTyIH70ICYXoxOp2o1tepXrEZAgam3VCIxkTSMTIhIO+UoQTdXu7t0f5Y8EMQk1lzQCIwWkYEJE/JWvBNFU7e7d+1GAUcxLZIthkzIJFQUTIuKvfG1Gldhu/JlBY4p1dKIYNimTUMlrMGFmI8ys3sx+b2atZtZuZi1mdq2Z7d/NYw4ys5+Y2TYz22VmzWZ2Vjd1y8zsO2b2dzN738z+ZmbzzWxgN/X/3czWe+22mdntZlaZy9csIgEVliWy2dImZeKDfI9MTAUWAtuBa4F5wBPe9Xoz65IVZGbDgMeBM4AfAxcDO4BlZnZBivabgCuA3wL/CTwKLAJuS6xoZl8H7gLe8dq9BZgBPGpmFdm9TBEJvFLZjjssm5RJURmQ5/b/AIx2zsWHxLeZ2dNED/iXeJeYy4CPA6c451YAmFkD8CTwfTP7uXNuh1c+GTgVuN45903v8beb2dvAN8zsVufcE17dA4CrgWeA/+uc2+OVPwMsJxpcXJP7ly8ikiDfqyxKZQRGAiWvIxPOuZaEQCKmybs+KqH8HOBvsUDCa2MPsBQYBkxOqAtwY0IbsdvnxpWdBpQDS2OBhNf2CmBTQl0RkfzJ9yqLUhmBkUDxKwFzpHfdFiswswOBEcBTKerHyo6LKzsOeM05tzm+ond7S4q6EB3hSNX2J8xsSNq9FxHpC62ykCLlVzBxlXd9V1zZQd71aynqx8pGJNRPVTdWP7FuT21bXB0RkfzQKgspUmnlTJjZfkSTJtP1A+fcm9209U3gLOBW59xv4+4q967fT/GwjoQ6sZ9T1Y3VT6ybSdvx/Z0FzAIYNWpUN08nIoETtB0gu1tlccUVweifSBbSTcDcD7gyg3bvBpKCCTObSXRVx0rgwoS7d3rXZSnaiyTUif2cqm6sfmLdWNu70mi7k3PuVuBWiG6n3c3ziUjQxOcm3Hyz373peZVFEPonkoW0pjmccy875yyDy0uJbZhZHdGD8mrgTOfcBwlVtnjXI0gWK4ufptjSTXQadnsAAArbSURBVN1Y/cS6PbXt4uqISNgFMTdBqyykiBUkZ8LbI+I24BHgNOdc0nSDc66VaAAwMUUTsbL4s2w9A4wws39KeK5/Ipr/kFgX4IQUbR8PvBhbcioiRSCIuQlaZSFFLO/BhJl9Gbgd+B1wqnOuo4fqPwMONbOpcY/vD1wEvA2sSqgLybkcsdv3xJU9RHR640KvvVjbU4FDE+qKSJhpB0iRgsvrplVmdgrQALxLdG+JM80svsoO59yDcbeXEE3OvNfMric6UnE20aWdM51z78UqOudWmtkviW5QtS/RZZ8nAF8B7nbOPR5Xd5uZXQF8H3jEzH5GdHrjm8ALJO9VISJhpdwEkYLL9w6YnyQ6+rEfXhJjgleAzmDCObfdzP6FaFDxn8AQYCMwwznXlOLxZwHziW46dR7R4GOB9/gunHPXmdl24OvAD4gGOMuAyzTFIdKNoK2ISIdyE0QKzpzTAoV01dbWuubm5t4rihSLOXPgllvga1/Tt3qREmRmzzrnanurp1OQi0hqQVwRISKBpGBCRFIL4ooIEQkkBRMikkwrIkQkAwomRCRZTysiREQSKJgQkWRaESEiGcj30lARCSPtyigiGdDIhIiIiGRFwYSIiIhkRcGEiIiIZEXBhIiIiGRFwYSIiIhkRcGEiIiIZEXBhIiIiGRFwYSIiIhkRcGEiIiIZEXBhEgYtLbCSSfpRFsiEkgKJkTCYNEiePxxnWhLRAJJwYRI0MVOB753r04DLiKBpGBCJOjiTweu04CLSAApmBAJstioROx04Lt3a3SiN8ovESk4BRMiQRY/KhGj0YmeKb9EpOAUTIgE2ZNPfjQqEbN7NzzxhD/9CTrll4j4QsGESJCtXw/OJV/Wr/e7Z8Gk/BIRXyiYEJHioPwSEd8omBCR4qD8EhHfKJgQkeKg/BIR3wzwuwMiIjmhPBIR32hkQkRERLKiYEJERESyomBCREREsqJgQkRERLKiYEJERESyomBCREREsqJgQkRERLKiYEJERESyomBCREREsqJgQkRERLKiYEJERESyomBCREREsqJgQkRERLKiYEJERESyomBCREREsmLOOb/7EBpmtg14JctmDgDeyEF3pHD0mYWLPq9w0ecVbKOdc5W9VVIwUWBm1uycq/W7H5I+fWbhos8rXPR5FQdNc4iIiEhWFEyIiIhIVhRMFN6tfndAMqbPLFz0eYWLPq8ioJwJERERyYpGJkRERCQrCiZEREQkKwomREREJCsKJnLEzPqZ2ZNm5szsl93UOcjMfmJm28xsl5k1m9lZ3dQtM7PvmNnfzex9M/ubmc03s4Hd1P93M1vvtdtmZrebWa8bjZQKMxthZvVm9nszazWzdjNrMbNrzWz/bh6jzysEvL+9r5vZC2bWYWabzew6M6vwu2/FxszGeL/nT3l/F++Z2XNm9u1U77eZHWFmD5rZW97f3B/M7DPdtL2vmS01s9e8z7HFzGabmaWoq888aJxzuuTgAlwI7AAc8MsU9w8DNnl1vgPMAh716l+Qov6D3n0NwEzv2gF3pqj7de++R712v+M9TwtQ4fd7E4QL8DXgfeAB4BvAV4HbgA+AV4Hh+rzCeQFu8t7PB7zP9Xrvc/0t0M/v/hXTBVgCvAfcA1zk/V01ee//88DguLqHAtuBNqAemAOs9z6bSQntDgLWefdd732OD3jtLtRnHvyL7x0ohgswEnjXO0h1F0x8z7tvalxZf+8PaDswJK58slf3uoQ2rvPKT4wrOwBo99rpH1c+1at7ud/vTxAuQE1iwOCVz/Tep+/r8wrfxftc9wK/SCi/yHs/z/G7j8V0AWqBfVOUX+293xfGlS0D9gDj4sqGED0lwYt4qwm98jne4y9KaPcXwG6iWzrrMw/wxfcOFMOF6LfS57yDTXfBxD+Al1KUn+c9Zlpc2d1e2T8l1P0nr/xHcWWxg+F5Kdr+G7DR7/cnyBdgqPf+/VqfV/gucQex/5NQHvGCtlV+97EULsA/e5/Df3u3K4AO4Dcp6l7h1Z0QV/a493lFEur+H6/ut/SZB/uinIksmdn/B5wCfM05t6ebOgcCI4CnUtwdKzsuruw44DXn3Ob4it7tLSnqAjzZTdufMLMhvb2OEjbSu26LFejzCpXjiH5LXRdf6JzrIBrgH5fqQZJziX9HRwNldP97Dt5nY2b9gE8C673PLd46op9v4t+QPvOAUTCRBTPbF/gBcItzLtWBJ+Yg7/q1FPfFykYk1E9VN1Y/sW5PbVtcHUl2lXd9V1yZPq/wOAh4wzn3for7XgMOMLNBBe5TSTGz/sAC4EPgXq84k7+hjwGDU9X1PtftJP8N6TMPmAF+d8BvZrYfMC+Dh/zAOfem9/P3iAZk9b08pty7TvXL35FQJ/Zzqrqx+ol1M2k71LL8vBLb+iZwFnCrc+63cXfp8wqP3t77WJ3dhelOSboRmEg03+dFryyT3/Oe6sbqZ/L3Fqujz7yASj6YAPYDrsyg/t3Am2b2KaJZxOc5597u5TE7veuyFPdFEurEfk5VN1Y/sW6s7V1ptB12ffq8EgvNbCZwLbCS6EqcePq8wmMnUNXNfXo/88zMFhH9+7nVObc47q5M/oZ6qhurn/g3pM88YEo+mHDOvUx0aDlTNxNdCvW0mR2WcF+5V/a2c+4NovPm0HWojoSy+CG+Ld3UjdVPrBsrfylFXRdXJ/Sy+Lw6mVkd0ZMLrQbOdM59kFBFn1d4bAHGmllZimHvEUSHw/UNNQ/MbCEwH7iD6BLReJn8Db1FNLBOqmtmZcD+wO8T2tZnHjDKmei70cA44K8JF4B/835eCOCcayX6hzMxRTuxsua4smeAEWb2T/EVvdsHpagLcEKKto8HXnTO7UjrFZUAM7uA6P4SjwCnpZp31ecVKs8Q/T82Ib7Q7P9v7/5Bo4iCAIx/r1DSCIJoYyXYpAoWWlmIbYIgBERQCKhVwCZgZbCxU2KhrSIqWFhEEQWJhYV/EDSNoGAhAUFQBC0sFMGxmBP31tuz2IO7C98PptmbhGPfPW727b65MkHOzxe9/kjtlFLOkCuE14Dj0dlOUfGKvBXR63PeNYci4hewCuzqFA9Ve8jxrc8hx3zUDHs7ybgGuYNjtkcE+WGepXt/9Tma+xZ8ATZVjk/Tv2/B3sqxreSS3nN69y04PexzNSoBzJH73h9Saa7TkOt4jUGQWxL79Rw4Muz3uN6CfNgyyEKisUEUcKsz36Yqx/70mXhLd5+JeZr7TPwEdjjmox3+BPmAlVICuBcRM7XjW4CX5JLdEnnlexjYR1b2l2v5d4EZspPiM7LCPwbciIijtdwF4DzZUfEmudS3ALwHdodXupRSDgDLZHOxU/z7vMK3iLhdyXe8xkQp5SJ5334ZuA9MAieBJ8D+yCtfDUApZR64RHaNXSS/1Ks+RsRKJ3cnf7taXiDn3gmyGJiOiAeV/7sReApMkTvk3pDN4A4CZyNisfY+HPNRM+xqZr0FDU2rOq9tB64Dn8mnjleBQw25E2RzljVyufAdOXk3NOTPkc9wfAc+AVeAbcM+H6MS5C2n6BNrjtd4BrlitEB2VfxBFn5LVLqUGgM711f/M48e1fIngTvAV3JF7jG1VtqV3M1kofKhM46vyYKh9Mh1zEcsXJmQJEmt+ACmJElqxWJCkiS1YjEhSZJasZiQJEmtWExIkqRWLCYkSVIrFhOSJKkViwlJktSKxYQkSWrlNxB9AYmfcEGVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Project person 2 and 7 onto PC5 and PC6\n",
    "\n",
    "P1num = 2 # Person number 2\n",
    "P2num = 7 # Person number 7\n",
    "\n",
    "P1 = faces[:,np.sum(nfaces[:(P1num-1)]):np.sum(nfaces[:P1num])]\n",
    "P2 = faces[:,np.sum(nfaces[:(P2num-1)]):np.sum(nfaces[:P2num])]\n",
    "\n",
    "P1 = P1 - np.tile(avgFace,(P1.shape[1],1)).T\n",
    "P2 = P2 - np.tile(avgFace,(P2.shape[1],1)).T\n",
    "\n",
    "PCAmodes = [5, 6] # Project onto PCA modes 5 and 6\n",
    "PCACoordsP1 = U[:,PCAmodes-np.ones_like(PCAmodes)].T @ P1\n",
    "PCACoordsP2 = U[:,PCAmodes-np.ones_like(PCAmodes)].T @ P2\n",
    "\n",
    "plt.plot(PCACoordsP1[0,:],PCACoordsP1[1,:],'d',color='k',label='Person 2')\n",
    "plt.plot(PCACoordsP2[0,:],PCACoordsP2[1,:],'^',color='r',label='Person 7')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC07_1.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import numpy as np\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "t = np.arange(-3,3,0.01)\n",
    "\n",
    "Utrue = np.array([np.cos(17*t) * np.exp(-t**2), np.sin(11*t)]).T\n",
    "Strue = np.array([[2, 0],[0, 0.5]])\n",
    "Vtrue = np.array([np.sin(5*t) * np.exp(-t**2), np.cos(13*t)]).T\n",
    "\n",
    "X = Utrue @ Strue @ Vtrue.T\n",
    "\n",
    "plt.imshow(X)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sigma = 1\n",
    "Xnoisy = X + sigma*np.random.randn(*X.shape)\n",
    "plt.imshow(Xnoisy)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U, S, VT = np.linalg.svd(Xnoisy,full_matrices=0)\n",
    "N = Xnoisy.shape[0]\n",
    "cutoff = (4/np.sqrt(3)) * np.sqrt(N) * sigma # Hard threshold\n",
    "r = np.max(np.where(S > cutoff)) # Keep modes w/ sig > cutoff \n",
    "\n",
    "Xclean = U[:,:(r+1)] @ np.diag(S[:(r+1)]) @ VT[:(r+1),:]\n",
    "plt.imshow(Xclean)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cdS = np.cumsum(S) / np.sum(S) # Cumulative energy\n",
    "r90 = np.min(np.where(cdS > 0.90)) # Find r to capture 90% energy\n",
    "\n",
    "X90 = U[:,:(r90+1)] @ np.diag(S[:(r90+1)]) @ VT[:(r90+1),:]\n",
    "plt.imshow(X90)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot Singular Values\n",
    "\n",
    "fig1,ax1 = plt.subplots(1)\n",
    "\n",
    "ax1.semilogy(S,'-o', color='k', linewidth=2)\n",
    "ax1.semilogy(np.diag(S[:(r+1)]),'o', color='r', linewidth=2)\n",
    "ax1.plot(np.array([-20, N+20]),np.array([cutoff, cutoff]),'--', color='r', linewidth=2)\n",
    "rect = patches.Rectangle((-5,20),100,200,linewidth=2,linestyle='--',facecolor='none',edgecolor='k')\n",
    "ax1.add_patch(rect)\n",
    "plt.xlim((-10,610))\n",
    "plt.ylim((0.003,300))\n",
    "ax1.grid()\n",
    "plt.show()\n",
    "\n",
    "fig2,ax2 = plt.subplots(1)\n",
    "\n",
    "ax2.semilogy(S,'-o', color='k', linewidth=2)\n",
    "ax2.semilogy(np.diag(S[:(r+1)]),'o', color='r', linewidth=2)\n",
    "ax2.plot(np.array([-20, N+20]),np.array([cutoff, cutoff]),'--', color='r', linewidth=2)\n",
    "plt.xlim((-5,100))\n",
    "plt.ylim((20,200))\n",
    "ax2.grid()\n",
    "plt.show()\n",
    "\n",
    "fig3,ax3 = plt.subplots(1)\n",
    "ax3.plot(cdS,'-o',color='k',linewidth=2)\n",
    "ax3.plot(cdS[:(r90+1)],'o',color='b',linewidth=2)\n",
    "ax3.plot(cdS[:(r+1)],'o',color='r',linewidth=2)\n",
    "plt.xticks(np.array([0, 300, r90, 600]))\n",
    "plt.yticks(np.array([0, 0.5, 0.9, 1]))\n",
    "plt.xlim((-10,610))\n",
    "ax3.plot(np.array([r90, r90, -10]),np.array([0, 0.9, 0.9]),'--',color='b',linewidth=2)\n",
    "\n",
    "ax3.grid()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC07_2.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAIDWAft6ALBOVe3rIQCwsIcBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWoIBAGgJBgCgJRgAgJZgAABaggEAaAkGAKAlGACAlmAAAFqCAQBoCQYAoCUYAICWYAAAWjXG2NdjAAC+z9nDAAC0BAMA0BIMAEBLMAAALcEAALQEAwDQEgwAQEswAAAtwQAAtAQDANASDABASzAAAC3BAAC0BAMA0BIMAEBLMAAALcEAALQEAwDQEgwAQEswAAAtwQAAtAQDANASDABASzAAAC3BAAC0BAMA0BIMAEBLMAAALcEAALQEAwDQEgwAQOv/AKnJ+zUdwVl6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.misc\n",
    "plt.rcParams['figure.figsize'] = [8,8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "n = 1000\n",
    "q = int(n/4)\n",
    "X = np.zeros((n,n))\n",
    "X[(q-1):(3*q),(q-1):(3*q)] = 1\n",
    "\n",
    "plt.imshow(X)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.title('Unrotated Matrix')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_rot = skimage.transform.rotate(X,10)\n",
    "X_rot[np.nonzero(X_rot)] = 1\n",
    "\n",
    "\n",
    "plt.imshow(Y)\n",
    "plt.set_cmap('gray')\n",
    "plt.axis('off')\n",
    "plt.title('Rotated Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U, S, VT = np.linalg.svd(X,full_matrices=0)\n",
    "\n",
    "\n",
    "plt.semilogy(S,'-o',color='k')\n",
    "plt.ylim((10**(-16),10**(4)+1))\n",
    "plt.yticks(np.power(10,np.arange(-16,4,4, dtype=float)))\n",
    "plt.xticks(np.arange(0,1000,250))\n",
    "plt.grid()\n",
    "plt.title('Unrotated Matrix: Spectrum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U_rot, S_rot, VT_rot = np.linalg.svd(X_rot,full_matrices=0)\n",
    "\n",
    "plt.semilogy(S_rot,'-o',color='k')\n",
    "plt.ylim((10**(-16),10**(4)+1))\n",
    "plt.yticks(np.power(10,np.arange(-16,4,4, dtype=float)))\n",
    "plt.xticks(np.arange(0,1000,250))\n",
    "plt.grid()\n",
    "plt.title('Rotated Matrix: Spectrum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC07_3.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm\n",
    "import numpy as np\n",
    "import skimage.transform\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12,6]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "n = 1000\n",
    "q = int(n/4)\n",
    "X = np.zeros((n,n))\n",
    "X[(q-1):(3*q),(q-1):(3*q)] = 1\n",
    "\n",
    "nAngles = 12 # Sweep through 12 different angles, from 0:4:44 degrees\n",
    "cm_np = np.array([[0,0,2/3],\n",
    "                 [0,0,1],\n",
    "                 [0,1/3,1],\n",
    "                 [0,2/3,1],\n",
    "                 [0,1,1],\n",
    "                 [1/3,1,2/3],\n",
    "                 [2/3,1,1/3],\n",
    "                 [1,1,0],\n",
    "                 [1,2/3,0],\n",
    "                 [1,1/3,0],\n",
    "                 [1,0,0],\n",
    "                 [2/3,0,0]])\n",
    "\n",
    "\n",
    "cmap = plt.cm.jet\n",
    "cmap.set_bad(alpha = 0.0)\n",
    "\n",
    "U, S, VT = np.linalg.svd(X,full_matrices=0)\n",
    "\n",
    "fig1 = plt.figure()\n",
    "ax1 = fig1.add_subplot(121)\n",
    "plt.imshow(np.ma.masked_where(X == 0, X),vmin=0,vmax=nAngles)\n",
    "plt.set_cmap(cmap)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "ax2 = fig1.add_subplot(122)\n",
    "plt.semilogy(S,'-o',color=tuple(cm_np[0]))\n",
    "plt.grid()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Xrot = X\n",
    "\n",
    "fig, axs = plt.subplots(1,2)\n",
    "\n",
    "for j in range(nAngles):\n",
    "    Xrot = skimage.transform.rotate(X,j*4) #rotate by theta = j*4 degrees\n",
    "    Xrot[np.nonzero(Xrot)] = j\n",
    "    \n",
    "    U, S, VT = np.linalg.svd(Xrot)\n",
    "\n",
    "    axs[0].imshow(np.ma.masked_where(Xrot == 0, Xrot),vmin=0,vmax=nAngles)\n",
    "    plt.set_cmap(cmap)\n",
    "    axs[0].axis('off')\n",
    "\n",
    "    axs[1].semilogy(S,'-o',color=tuple(cm_np[j]))\n",
    "    axs[1].axis('on')\n",
    "    axs[1].grid(1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC08_RSVD.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [16,6]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Define randomized SVD function\n",
    "def rSVD(X,r,q,p):\n",
    "    # Step 1: Sample column space of X with P matrix\n",
    "    ny = X.shape[1]\n",
    "    P = np.random.randn(ny,r+p)\n",
    "    Z = X @ P\n",
    "    for k in range(q):\n",
    "        Z = X @ (X.T @ Z)\n",
    "\n",
    "    Q, R = np.linalg.qr(Z,mode='reduced')\n",
    "\n",
    "    # Step 2: Compute SVD on projected Y = Q.T @ X\n",
    "    Y = Q.T @ X\n",
    "    UY, S, VT = np.linalg.svd(Y,full_matrices=0)\n",
    "    U = Q @ UY\n",
    "\n",
    "    return U, S, VT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = imread(os.path.join('..','DATA','jupiter.jpg'))\n",
    "X = np.mean(A,axis=2) # Convert RGB -> grayscale\n",
    "\n",
    "U, S, VT = np.linalg.svd(X,full_matrices=0) # Deterministic SVD\n",
    "\n",
    "r = 400 # Target rank\n",
    "q = 1   # Power iterations\n",
    "p = 5   # Oversampling parameter\n",
    "\n",
    "rU, rS, rVT = rSVD(X,r,q,p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Reconstruction\n",
    "XSVD = U[:,:(r+1)] @ np.diag(S[:(r+1)]) @ VT[:(r+1),:] # SVD approximation\n",
    "errSVD = np.linalg.norm(X-XSVD,ord=2) / np.linalg.norm(X,ord=2)\n",
    "\n",
    "XrSVD = rU[:,:(r+1)] @ np.diag(rS[:(r+1)]) @ rVT[:(r+1),:] # SVD approximation\n",
    "errSVD = np.linalg.norm(X-XrSVD,ord=2) / np.linalg.norm(X,ord=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot\n",
    "fig, axs = plt.subplots(1,3)\n",
    "\n",
    "plt.set_cmap('gray')\n",
    "axs[0].imshow(X)\n",
    "axs[0].axis('off')\n",
    "axs[1].imshow(XSVD)\n",
    "axs[1].axis('off')\n",
    "axs[2].imshow(XrSVD)\n",
    "axs[2].axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Illustrate power iterations\n",
    "X = np.random.randn(1000,100)\n",
    "U, S, VT = np.linalg.svd(X,full_matrices=0)\n",
    "S = np.arange(1,0,-0.01)\n",
    "X = U @ np.diag(S) @ VT\n",
    "\n",
    "color_list = np.array([[0,0,2/3],  # Define color map\n",
    "                 [0,0,1],\n",
    "                 [0,1/3,1],\n",
    "                 [0,2/3,1],\n",
    "                 [0,1,1],\n",
    "                 [1/3,1,2/3],\n",
    "                 [2/3,1,1/3],\n",
    "                 [1,1,0],\n",
    "                 [1,2/3,0],\n",
    "                 [1,1/3,0],\n",
    "                 [1,0,0],\n",
    "                 [2/3,0,0]])\n",
    "\n",
    "plt.plot(S,'o-',color='k',linewidth=2,label='SVD')\n",
    "\n",
    "Y = X\n",
    "for q in range(1,6):\n",
    "    Y = X.T @ Y\n",
    "    Y = X @ Y\n",
    "    Uq, Sq, VTq = np.linalg.svd(Y,full_matrices=0)\n",
    "    plt.plot(Sq,'-o',color=tuple(color_list[2*q+1]),linewidth=2,label='rSVD, q = '+str(q))\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH01/CH01_SEC09_Tensor.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
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       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <img id=\"_anim_img2ab44a2806f2493ca36397ea634f8062\">\n",
       "    <br>\n",
       "    <input id=\"_anim_slider2ab44a2806f2493ca36397ea634f8062\" type=\"range\" style=\"width:350px\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           onchange=\"anim2ab44a2806f2493ca36397ea634f8062.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.previous_frame()\">\n",
       "        <i class=\"fa fa-step-backward\"></i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.reverse_animation()\">\n",
       "        <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "        </button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2ab44a2806f2493ca36397ea634f8062.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_select2ab44a2806f2493ca36397ea634f8062\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"once\" checked> Once </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"loop\" > Loop </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"reflect\" > Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img2ab44a2806f2493ca36397ea634f8062\";\n",
       "    var slider_id = \"_anim_slider2ab44a2806f2493ca36397ea634f8062\";\n",
       "    var loop_select_id = \"_anim_loop_select2ab44a2806f2493ca36397ea634f8062\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAYAAABlmtk2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim2ab44a2806f2493ca36397ea634f8062 = new Animation(frames, img_id, slider_id, 50.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML\n",
    "# %matplotlib inline\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8,8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.rcParams['animation.html'] = 'jshtml'\n",
    "\n",
    "x = np.arange(-5,5.01,0.1)\n",
    "y = np.arange(-6,6.01,0.1)\n",
    "t = np.arange(0,10*np.pi+0.1,0.1)\n",
    "\n",
    "X,Y,T = np.meshgrid(x,y,t)\n",
    "\n",
    "A = np.exp(-(X**2 + 0.5*Y**2)) * np.cos(2*T) + \\\n",
    "    (np.divide(np.ones_like(X),np.cosh(X)) * np.tanh(X) * np.exp(-0.2*Y**2)) * np.sin(T)\n",
    "\n",
    "fig = plt.figure()\n",
    "pcm = plt.pcolormesh(X[:,:,0],Y[:,:,0],A[:,:,0],vmin=-1,vmax=1,shading='interp')\n",
    "\n",
    "    \n",
    "def init():\n",
    "    pcm.set_array(np.array([]))\n",
    "    return pcm\n",
    "\n",
    "def animate(iter):\n",
    "    pcm.set_array(A[:-1,:-1,iter].ravel())\n",
    "#     print('Frame ' + str(iter))\n",
    "    return pcm\n",
    "\n",
    "anim = animation.FuncAnimation(fig,animate,init_func=init,frames=len(t),interval=50,blit=False,repeat=False)\n",
    "HTML(anim.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [16,10]\n",
    "\n",
    "fig, axs = plt.subplots(2,4)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "for j in range(8):\n",
    "    plt.sca(axs[j])\n",
    "    plt.pcolormesh(X[:,:,0],Y[:,:,0],A[:,:,8*(j+1)-3],vmin=-1,vmax=1,shading='interp')\n",
    "    axs[j].axis('off')\n",
    "    plt.set_cmap('hot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Tensor factorization method requires the TensorLy module,\n",
    "# available at http://tensorly.org/stable/installation.html\n",
    "\n",
    "from tensorly.decomposition import parafac\n",
    "plt.rcParams['figure.figsize'] = [12,12]\n",
    "\n",
    "\n",
    "A1, A2, A3 = parafac(A,2)\n",
    "\n",
    "fig, axs = plt.subplots(3,1)\n",
    "axs[0].plot(y,A1,linewidth=2)\n",
    "axs[1].plot(x,A2,linewidth=2)\n",
    "axs[2].plot(t,A3,linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC01_0_InnerProduct.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import interpolate\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "f = np.array([0, 0, .1, .2, .25, .2, .25, .3, .35, .43, .45, .5, .55, .5, .4, .425, .45, .425, .4, .35, .3, .25, .225, .2, .1, 0, 0])\n",
    "g = np.array([0, 0, .025, .1, .2, .175, .2, .25, .25, .3, .32, .35, .375, .325, .3, .275, .275, .25, .225, .225, .2, .175, .15, .15, .05, 0, 0])\n",
    "g = g - 0.025 * np.ones_like(g)\n",
    "\n",
    "x = 0.1 * np.arange(1,len(f)+1)\n",
    "xf = np.arange(0.1,x[-1],0.01)\n",
    "\n",
    "f_interp = interpolate.interp1d(x, f, kind='cubic')\n",
    "g_interp = interpolate.interp1d(x, g, kind='cubic')\n",
    "\n",
    "ff = f_interp(xf)  \n",
    "gf = g_interp(xf)\n",
    "\n",
    "plt.plot(xf[10:-10],ff[10:-10],color='k',linewidth=2)\n",
    "plt.plot(x[1:-2],f[1:-2],'o',color='b')\n",
    "\n",
    "plt.plot(xf[10:-10],gf[10:-10],color='k',linewidth=2)\n",
    "plt.plot(x[1:-2],g[1:-2],'o',color='r')\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC01_1_FourierSines.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.cm import get_cmap\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Define domain\n",
    "dx = 0.001\n",
    "L = np.pi\n",
    "x = L * np.arange(-1+dx,1+dx,dx)\n",
    "n = len(x)\n",
    "nquart = int(np.floor(n/4))\n",
    "\n",
    "# Define hat function\n",
    "f = np.zeros_like(x)\n",
    "f[nquart:2*nquart] = (4/n)*np.arange(1,nquart+1)\n",
    "f[2*nquart:3*nquart] = np.ones(nquart) - (4/n)*np.arange(0,nquart)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x,f,'-',color='k',linewidth=2)\n",
    "\n",
    "# Compute Fourier series\n",
    "name = \"Accent\"\n",
    "cmap = get_cmap('tab10')\n",
    "colors = cmap.colors\n",
    "ax.set_prop_cycle(color=colors)\n",
    "\n",
    "A0 = np.sum(f * np.ones_like(x)) * dx\n",
    "fFS = A0/2\n",
    "\n",
    "A = np.zeros(20)\n",
    "B = np.zeros(20)\n",
    "for k in range(20):\n",
    "    A[k] = np.sum(f * np.cos(np.pi*(k+1)*x/L)) * dx # Inner product\n",
    "    B[k] = np.sum(f * np.sin(np.pi*(k+1)*x/L)) * dx\n",
    "    fFS = fFS + A[k]*np.cos((k+1)*np.pi*x/L) + B[k]*np.sin((k+1)*np.pi*x/L)\n",
    "    ax.plot(x,fFS,'-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot amplitudes\n",
    "\n",
    "fFS = (A0/2) * np.ones_like(f)\n",
    "kmax = 100\n",
    "A = np.zeros(kmax)\n",
    "B = np.zeros(kmax)\n",
    "ERR = np.zeros(kmax)\n",
    "\n",
    "A[0] = A0/2\n",
    "ERR[0] = np.linalg.norm(f-fFS)/np.linalg.norm(f)\n",
    "\n",
    "for k in range(1,kmax):\n",
    "    A[k] = np.sum(f * np.cos(np.pi*k*x/L)) * dx\n",
    "    B[k] = np.sum(f * np.sin(np.pi*k*x/L)) * dx\n",
    "    fFS = fFS + A[k] * np.cos(k*np.pi*x/L) + B[k] * np.sin(k*np.pi*x/L)\n",
    "    ERR[k] = np.linalg.norm(f-fFS)/np.linalg.norm(f)\n",
    "    \n",
    "thresh = np.median(ERR) * np.sqrt(kmax) * (4/np.sqrt(3))\n",
    "r = np.max(np.where(ERR > thresh))\n",
    "\n",
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].semilogy(np.arange(kmax),A,color='k',linewidth=2)\n",
    "axs[0].semilogy(r,A[r],'o',color='b',markersize=10)\n",
    "plt.sca(axs[0])\n",
    "plt.title('Fourier Coefficients')\n",
    "\n",
    "axs[1].semilogy(np.arange(kmax),ERR,color='k',linewidth=2)\n",
    "axs[1].semilogy(r,ERR[r],'o',color='b',markersize=10)\n",
    "plt.sca(axs[1])\n",
    "plt.title('Error')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC01_2_Gibbs.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "dx = 0.01\n",
    "L = 2*np.pi\n",
    "x = np.arange(0,L+dx,dx)\n",
    "n = len(x)\n",
    "nquart = int(np.floor(n/4))\n",
    "\n",
    "f = np.zeros_like(x)\n",
    "f[nquart:3*nquart] = 1\n",
    "\n",
    "A0 = np.sum(f * np.ones_like(x)) * dx * 2 / L\n",
    "fFS = A0/2 * np.ones_like(f)\n",
    "\n",
    "for k in range(1,101):\n",
    "    Ak = np.sum(f * np.cos(2*np.pi*k*x/L)) * dx * 2 / L\n",
    "    Bk = np.sum(f * np.sin(2*np.pi*k*x/L)) * dx * 2 / L\n",
    "    fFS = fFS + Ak*np.cos(2*k*np.pi*x/L) + Bk*np.sin(2*k*np.pi*x/L)\n",
    "    \n",
    "plt.plot(x,f,color='k',linewidth=2)\n",
    "plt.plot(x,fFS,'-',color='r',linewidth=1.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC01_2_Gibbs_Movie.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    document.getElementById(this.slider_id).max = this.frames.length - 1;\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div class=\"animation\" align=\"center\">\n",
       "    <img id=\"_anim_img2fa314c5f8374c3884eedaf0193ebe76\">\n",
       "    <br>\n",
       "    <input id=\"_anim_slider2fa314c5f8374c3884eedaf0193ebe76\" type=\"range\" style=\"width:350px\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           onchange=\"anim2fa314c5f8374c3884eedaf0193ebe76.set_frame(parseInt(this.value));\"></input>\n",
       "    <br>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.previous_frame()\">\n",
       "        <i class=\"fa fa-step-backward\"></i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.reverse_animation()\">\n",
       "        <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "        </button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "        </i></button>\n",
       "    <button onclick=\"anim2fa314c5f8374c3884eedaf0193ebe76.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "  <form action=\"#n\" name=\"_anim_loop_select2fa314c5f8374c3884eedaf0193ebe76\" class=\"anim_control\">\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"once\" checked> Once </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"loop\" > Loop </input>\n",
       "    <input type=\"radio\" name=\"state\"\n",
       "           value=\"reflect\" > Reflect </input>\n",
       "  </form>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img2fa314c5f8374c3884eedaf0193ebe76\";\n",
       "    var slider_id = \"_anim_slider2fa314c5f8374c3884eedaf0193ebe76\";\n",
       "    var loop_select_id = \"_anim_loop_select2fa314c5f8374c3884eedaf0193ebe76\";\n",
       "    var frames = new Array(0);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAYAAABlmtk2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim2fa314c5f8374c3884eedaf0193ebe76 = new Animation(frames, img_id, slider_id, 50.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.rcParams['animation.html'] = 'jshtml'\n",
    "\n",
    "\n",
    "dx = 0.01\n",
    "L = 10\n",
    "x = np.arange(0,L+dx,dx)\n",
    "n = len(x)\n",
    "nquart = int(np.floor(n/4))\n",
    "\n",
    "f = np.zeros_like(x)\n",
    "f[nquart:3*nquart] = 1\n",
    "\n",
    "A0 = np.sum(f * np.ones_like(x)) * dx * 2 / L\n",
    "fFS = A0/2 * np.ones_like(f)\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "plt.plot(x,f,color='k',linewidth=2)\n",
    "fFS_plot, = plt.plot([],[],color='r',linewidth=2)\n",
    "\n",
    "all_fFS = np.zeros((len(fFS),101))\n",
    "all_fFS[:,0] = fFS\n",
    "\n",
    "for k in range(1,101):\n",
    "    Ak = np.sum(f * np.cos(2*np.pi*k*x/L)) * dx * 2 / L\n",
    "    Bk = np.sum(f * np.sin(2*np.pi*k*x/L)) * dx * 2 / L\n",
    "    fFS = fFS + Ak*np.cos(2*k*np.pi*x/L) + Bk*np.sin(2*k*np.pi*x/L)\n",
    "    all_fFS[:,k] = fFS\n",
    "\n",
    "def init():\n",
    "    ax.set_xlim(x[0],x[-1])\n",
    "    ax.set_ylim(-0.2, 1.2)\n",
    "    return fFS\n",
    "\n",
    "def animate(iter):\n",
    "    fFS_plot.set_data(x,all_fFS[:,iter])\n",
    "    return fFS_plot\n",
    "\n",
    "anim = animation.FuncAnimation(fig,animate,init_func=init,frames=101,interval=50,blit=False,repeat=False)\n",
    "HTML(anim.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC02_1_DFT.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "n = 256\n",
    "w = np.exp(-1j * 2 * np.pi / n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DFT = np.zeros((n,n))\n",
    "\n",
    "# Slow\n",
    "for i in range(n):\n",
    "    for k in range(n):\n",
    "        DFT[i,k] = w**(i*k)\n",
    "        \n",
    "DFT = np.real(DFT)\n",
    "        \n",
    "plt.imshow(DFT)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fast\n",
    "J,K = np.meshgrid(np.arange(n),np.arange(n))\n",
    "DFT = np.power(w,J*K)\n",
    "DFT = np.real(DFT)\n",
    "       \n",
    "plt.imshow(DFT)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC02_2_Denoise.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [16, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Create a simple signal with two frequencies\n",
    "dt = 0.001\n",
    "t = np.arange(0,1,dt)\n",
    "f = np.sin(2*np.pi*50*t) + np.sin(2*np.pi*120*t) # Sum of 2 frequencies\n",
    "f_clean = f\n",
    "f = f + 2.5*np.random.randn(len(t))              # Add some noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute the Fast Fourier Transform (FFT)\n",
    "\n",
    "n = len(t)\n",
    "fhat = np.fft.fft(f,n)                     # Compute the FFT\n",
    "PSD = fhat * np.conj(fhat) / n             # Power spectrum (power per freq)\n",
    "freq = (1/(dt*n)) * np.arange(n)           # Create x-axis of frequencies in Hz\n",
    "L = np.arange(1,np.floor(n/2),dtype='int') # Only plot the first half of freqs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Use the PSD to filter out noise\n",
    "indices = PSD > 100       # Find all freqs with large power\n",
    "PSDclean = PSD * indices  # Zero out all others\n",
    "fhat = indices * fhat     # Zero out small Fourier coeffs. in Y\n",
    "ffilt = np.fft.ifft(fhat) # Inverse FFT for filtered time signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plots\n",
    "fig,axs = plt.subplots(3,1)\n",
    "\n",
    "plt.sca(axs[0])\n",
    "plt.plot(t,f,color='r',linewidth=1.5,label='Noisy')\n",
    "plt.plot(t,f_clean,color='k',linewidth=2,label='Clean')\n",
    "plt.xlim(t[0],t[-1])\n",
    "plt.legend()\n",
    "\n",
    "plt.sca(axs[1])\n",
    "plt.plot(t,f_clean,color='k',linewidth=1.5,label='Clean')\n",
    "plt.plot(t,ffilt,color='b',linewidth=2,label='Filtered')\n",
    "plt.xlim(t[0],t[-1])\n",
    "plt.legend()\n",
    "\n",
    "plt.sca(axs[2])\n",
    "plt.plot(freq[L],PSD[L],color='r',linewidth=2,label='Noisy')\n",
    "plt.plot(freq[L],PSDclean[L],color='b',linewidth=1.5,label='Filtered')\n",
    "plt.xlim(freq[L[0]],freq[L[-1]])\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC02_3_SpectralDerivative.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "n = 128\n",
    "L = 30\n",
    "dx = L/n\n",
    "x = np.arange(-L/2,L/2,dx,dtype='complex_')\n",
    "f = np.cos(x) * np.exp(-np.power(x,2)/25) # Function\n",
    "df = -(np.sin(x) * np.exp(-np.power(x,2)/25) + (2/25)*x*f) # Derivative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Approximate derivative using finite difference\n",
    "dfFD = np.zeros(len(df),dtype='complex_')\n",
    "for kappa in range(len(df)-1):\n",
    "    dfFD[kappa] = (f[kappa+1]-f[kappa])/dx\n",
    "    \n",
    "dfFD[-1] = dfFD[-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Derivative using FFT (spectral derivative)\n",
    "fhat = np.fft.fft(f)\n",
    "kappa = (2*np.pi/L)*np.arange(-n/2,n/2)\n",
    "kappa = np.fft.fftshift(kappa) # Re-order fft frequencies\n",
    "dfhat = kappa * fhat * (1j)\n",
    "dfFFT = np.real(np.fft.ifft(dfhat))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plots\n",
    "plt.plot(x,df.real,color='k',linewidth=2,label='True Derivative')\n",
    "plt.plot(x,dfFD.real,'--',color='b',linewidth=1.5,label='Finite Diff.')\n",
    "plt.plot(x,dfFFT.real,'--',color='r',linewidth=1.5,label='FFT Derivative')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC03_1_FFTHeat.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bjUYp3BKiQxRmCTlF6mCKLMsFF37f3NzE4uIiLl26BI/HU9VjoDBLapXBYMgIt6lUCpIkaWvdMsbgcrm0cHuwr7yU6nO+cBuLxbTLULgl5PRQmCXklBQ75DU5OQnGWEVDXoVQmCXZ9NJmUCpRFNHS0oKWlhYA6ddPIBDQ1rpVFEULt+oXyHLkakvIF27VvtxqnUkhhBxGYZaQE1bqkNfAwAC6urqO7XgozJJ6JYoimpub0dzcDACQZVkLt+FwGPfu3dPCrcfjKbjtcyHFhNtcu5QRQqqDwiwhJ0hRFCSTyRMf8iqEtrMljUIQBDQ1NaGpqQk+nw9Xr15FKBTS1rpNJpNwOp1auDWZTGXdT65wyxhDPB7P2II3e5cyQkh5KMwScgKKHfKKRCIYGxtDc3NzVYe8CjnNymwtnspuBLXaZlAKxhhEUYTH49H60BVFwf7+PiRJwtTUFBKJBBwOhxZu1TVpS5Uv3CYSCSQSCQCHw22hHnpCSCYKs4QcM3XI68GDB+jr64PL5cp5uY2NDSwtLR3LkFchtJ0taVTZYZHneW1YDEiH22AwCEmSMDMzg3g8DrvdnhFuywmcucItgIxwy3Gc1pYgiiKFW0IKoDBLyDHKHvLKRR3yAnBsQ16FUM8sydYIldli8DwPl8sFl8uF/v5+KIqitSXMzc0hFovBZrNp4dZisZQdbgFom0AcDLcH2xKye27pb0RIGoVZQo5BriEvnucPVUD9fj8mJydx5syZYx3yKoTCLMmFgtJhPM/D6XTC6XSir68PjDEt3C4sLCASicBms8Hj8cDtdsNqtVYl3AI41JbAcVzGLmUUbkkjozBLSJXlG/I6GBoVRcHi4iJ8Ph+eeOKJYx/yKuQ0wyxVAEkt4zgODocDDocDvb29YIwhHA5DkiQsLi4iEonAarVq4dZms1W0HFh2uE0mkxl9+BRuSaOiMEtIlRw15KVWZg8Oed28efPUp5ipMkuy0ZeM8nAcB7vdDrvdjp6eHjDGEIlEIEkSlpeXEQ6HYbFYtHBrt9urGm5TqVTG+4+6xq3RaKRwS+oahVlCqqCYnbw4joPX64XP58OlS5e0IZPTRmGWkOPBcRxsNhtsNhu6u7vBGEM0GtU2cQiFQrBYLNrQmd1uL/vLba6hMkmSsL6+juHhYQDIWC2Bdikj9YTCLCEVUquxhXbySiaT2NnZgdFoxOjoaME9408ahVlCTgbHcbBarbBarejq6gJjDLFYDH6/H2trawiFQjCZTFq4dTgcFYVbAFpwVc8cpVIp7TIH2xIo3JJapp9PVEJqTLE7ealDXna7HR0dHboKssDpL81Fp7T1h/4mJ4PjOFgsFlgsFm0AVA23GxsbCAaDMBgMWluC0+ksKdwe/DvmqtyqX8QPBt+DKybQc4DUCn19qhJSI4rZyUtRFCwsLMDv9+P69evY2trS5XquPM9nVGtOivp7o6owIW8xm83o7OxEZ2cnACAej8Pv92Nrawuzs7MwGAxa5dbpdGb0zWZTFCVv+FVff+rP1S14o9EohVtScyjMElKC7CGvfB8U6pBXS0sLRkZGdB3c9Hpc5PQ0wvOhVh6jyWRCR0cHOjo6AKTDrSRJ2NnZwfz8PARB0MKty+U6NBRWbADNF25jsZh2GTXcCoKgbeRAiB5QmCWkSOo6j4WqsYwxbGxs4OHDh4eGvHKtM6sHp91mQPSJgoo+mUwmtLe3o729HUB6YwVJkuD1erGwsJCxi1kymazqQJkabtWQrIbagxs5EHIaKMwSUoRih7wmJiYgCELOIS89h9laqVKRk1Erz4fpSBxf2AngzXB6l6yrNhN+tM2FS1bTkdetl7BuNBrR1taGtrY2AOn3IUmS4PP54PV6oSgKZFnWAm65Pfv5wm08Hi+4SxkhJ4HCLCEFFDvk5fP5MDU1hcHBQe10YDa9VkApzJJc9Bz2GGP4o00/Prvhh5nnMOKwgDHga74QvugN4mc6PfjZLg94HT+G42IwGNDa2orW1lY4HA5Eo1E4HA5IkoSHDx+CMQaXy6WF23K3z84Vbhljh8LtweXAKNyS40JhlpA8ih3ymp+fRyAQwPXr12GxWPLeHs/zugyNFGZJLWGM4TdXvXh2Zx8fabLjV/ta4BLTfaL7KRm/tbqHz2764U3K+I3+lpyBtlGe74qiwGAwoKWlBS0tLQCAVCqFQCCgrXWrKEpGuDUajWXdV75we3AL3uxwm+99lZBSUZglJEv2kjX5qgnhcBhjY2Noa2vDzZs3j3xTpsosqRV6Xprr/93dx7M7+/jJdhd+qac54zidooBPD7SiwyDgT7Yk9JpE/B+dnkO30SjP91x/R1EU0dzcjObmZgDpFio13K6trUGWZTidTm05sGqGWwAZ4ZbjuENtCXp93hF9ozBLyAHFDnmtr69jZWUFjz32GFwuV1G3TT2zhFRmNhrHf1714rbLin+XFWRVHMfh33Y3YTmexDPrPtxyWHDNbs55uXqnKMqRPbKCIKCpqQlNTU0A0uF2f39f2z0slUrB4XDA7XbD4/HAZDq6HzmXg8t9AZnhtlDPbSP8nUjlKMwSgsNLbh015CWKYsk7eek1NOq1/YGQgxhj+PWHXth4Hr870FawH5bjOPyn/lbcC8Xw6yu7+NLFHghZVcJGCEnlPE5BEODxeODxpCvaiqJo4XZychLJZBIOh0Or3JrNh78oFCM73KrHm125PbhLGYVbkg+FWdLwsoe88r1Z7u3tYXp6uuCQVyF6rcwCjXPalRRHj2HvOX8Yd0Ix/EZ/C5oM+TcKUDlEAf++txn/dnEHX/IG8XSrU/uZHh/fcSi0aUKxDi71NTAwAEVREAwGIUkSpqenkUgkYLfbM8Jtub9bdbkvFWMMyWQyo8hA4ZbkQmGWNDRFUZBIJAouuaUoCubm5rC/v48bN25UVInQY2g8rcosYwzb29vajkY06UzyURjDZzf9OGs24OkW59FXeOSfeOz4nC2AP9704webHTDw6dc3hdny8TwPl8sFl8uF/v5+KIqCUCgESZIwOzuLeDwOm82mhVuLxVLVcJtKpTLC7cFdyijcNi4Ks6QhFbvkljrk1d7eXtSQVyF6rcyeRsiOx+MYGxuDyWQCYwwLCwsQRVE7velwOCjcEs0LgQhmogn87kBbRrvAUTiOw890evDT81v4qi+Ijz4Kwo0SZk/icfI8D6fTCafTib6+PjDGtHA7Pz+PaDSaEW6tVmtF4TZ7qEyWZaRSKSwsLODs2bNasKUteBsLhVnScIod8lpbW8Pq6mpJQ16F6LUye9KrLKjtGkNDQ3C73drfQd2DfmNjA8FgEEajMSPc0ofSydFb2Pv8dgBdRhE/0GQv+brvcVkxZDHic9sB/GCzQ3sd6unxHZfjqMweheM4OBwOOBwO9Pb2gjGGcDgMSZKwuLiISCQCm82mtS7YbLaqhNtAIABBEDJWogGQUbmlcFu/KMyShlHskFcikcDExASMRmPJQ16FNHpl9uCavGq7hvq3AA7vQR+LxeD3+7G2toZQKASz2axNVNvtdvpQahAr8SS+E4zi33R5tDaBUnAchx9tdeLXV7wYi8RxxWZumDCrh8fJcRzsdjvsdjt6enrAGEMkEoHf78fy8jLC4TCsVqsWbit5bavv6WqAV3cpi0ajFG7rHIVZ0hDUQQJZlosa8jp37py293m16Lkye9zHFY1G8eDBA7S0tBTdrmE2m9HZ2YnOzk4wxrRwu7KyglAoBKvVqp26rKS6Qw7T0/P0r7z74AH8sxJ6ZbN9uMmOT6/t4S939xsqzJ5GZfYoHMfBZrPBZrNp4TYajWa8ti0WixZuKzkrQ+G2cVCYJXXvJIe8CmnUyuzOzg7m5uZw8eJFbS3LUnEcB4vFAovFgq6urpzVHbUvz+PxVDR0QtKO6/fHGEMg8C1sb/8PhMIPoChxmM198Hi+Fx3t/xyi+FZolRnDl71BfI/Lik5j+R9XDlHABzw2POcP49f6WEOFWb0/To7jYLVaYbVa0d3dnfHFVT0rYzKZMsJtuQE9X7iNxWLaZdRwKwgCbcFbQyjMkrpV7JBXKBTC+Ph4VYa8CtHreq7HFWYVRcHMzAyi0ShGRkbK3kkol1zVnXA4DL/frw2dqMsFqeGWnD5ZjmBp+T/C5/tfMBo70dz0QQiCDeHIFDY2/gw7O1/E4Nn/BJfrbQCA10MxbCdl/HKzo+L7/oDHjr/eC+E7+xGMGBpj0wTGWM2FsewvrkD6zI4kSRn99Gq4dTqdFYdbVXa4ZYwdqtzW2u+zUVCYJXVJURQkk8mih7wuX74Mp7P805jFaKTtbNVVIDo6OnDhwoVjDw4H+/LUoZNQKAS/368tF3RwF6PjqLzXk+OoXMpyFLNzn0QweB893Z9ER8dPgOcN2s/DkWksLv4KZmb/NQbP/jaam9+P5/1hmDgOt13Wiu//7U4r7AKPv/eHcbO1/In6WlILldliqOG2s7MTALRh0a2tLczNzUEURe3fnE5nxnJepcgVbhljiMfjBXcpI6ePwiypK6UMeY2Pj8NkMuHWrVtlv/mVQq+V2Wof18bGBpaXl6u2CkQ5Dk5U9/X1aWth+nw+baF3df95j8dT1aoxOYwxhqXl/4hg8N6joPqBQ5exWS/g0sXPY3b2X2Nx6T9AFJvwvL8V73RZYBMqDwwmnsN73Vb8oxTGLzWXv7B/LanFymwxsodFo9Eo7t+/j52dHczPz0MQBK1y63K5jj3ciqKotSYUmskgx4fCLKkbjDHs7e1BEISCPZNerxczMzM4f/482traTuz46r0ym0qlMDU1BUVRqroKRDUcXAsTeGuLTnUpsFQqlRFuDQbDEbdISrG39zX4fM+hu/tf5QyyKkGwYmjoDzEx+eN4fvFPsSX/Mn7eXfpyXPm8323HV/ZCeCOSQHcDBA49DoAdB4PBAJPJhOHhYQDpYoUkSfB6vVhYWMjYxczlcpX93pQr3Kr3p27BS+H2dOjn04aQCqhDXltbW3A4HLBaD5+WVBQFs7OzCIVCxzbkVUg9D4AFg0GMjY2hr68P3d3dun/zPvjhBgCyLGvhdm1tDbIsaz93u90NF26r2WaQSu3j4cr/Cbv9CXR1/ssjLy8Idpwb/DQ+P/m34KHg3e7KWwxUt5wWiBzw3XACP6Tz52g1NNKg28HQbjQa0dbWphUrkskkJEmCz+fD0tISOI6Dy+WCx+OpONwC0Cq/B8NtPB7Xgmx2W0Ij/E1OGoVZUtOyh7wEQcgZzEKhEMbGxtDZ2Ynh4eFTeTOpx6W5GGNYXV3F+vo6Hn/8cTgclQ/qnAZBELSqLJAOt4FAQFsuiDGm9dtW8uHXiNY3/gyyvI+B/n8PjivudK/VOoRp8T04n5wGH90HHDeqciwOgcc1mxnfjSTwMVP9B4pGqcwe9TgNBgNaW1vR2toKIB1u1df30tISAGSE23K/vBYbbg9WbincVge9I5OalWvIK7v6qYattbW1Uw9ben3DKrf9IZlMYmJiAqIoYnR09ET6jk+KIAhoamrSlhJLpVKHKjvxeBx7e3twu9119diB6lX0Eold7Oz8JVpaPgKrdbjo6/lTMmZTLnxM+CbW1r6Eixf+W9VeP+90WvHMhg/7Rn2+HqupUSqzsiyXFNoNBgNaWlrQ0tICIP36DgQCkCQJDx8+BGNMazuq5MxMdrgF3lrz/OBch7r9riiKFG7LRGGW1JxCQ14Hw6w65GU2m09syKsWlVOZlSQJExMTOHv2rDZhXM9EUcz48Esmk7hz5w729vawuLioDZyolZ1GqIYVY3vnL8BYqqj2goO+ux8FA/Du1nMIbX0OweDrcDpHqnJM73BZ8MwGcF/mcLMqt6hfjRJmK61Ai6KI5uZmNDc3A3jrzIwkSVhdXYUsyxnhtpKBUfUMoipXuP2DP/gDfOpTn2qIv121UJglNYUxhkQikXfJLZ7nIcuyNuQ1NDSknVoiuZXyhskYw/LyMra3t/HEE0/k7E0+rvvWE4PBAIPBgPPnz4PjOG3gRJ2mFkVRa1uoZJH3WibLUezsfBEez/fCbO4r6brf3o/ALvD4nq73YmLvM9jY/K9VC7OPWU2w88CDVG0+90pVq6+xUiiKUtViRfaZmVw99U6nU+upN5lMZd9XrnD75S9/GZ+557YzAAAgAElEQVT61KcqfhyNhMIsqRlqNbbQTl4AsLW1BVEUcfPmzYreZEimRCKBsbEx2Gw2jI6ONmRAyyd74ERd8/LgIu8Hw63eA0Y1Knp+/z9CloNob/94ydf99n4UTzrMMApmtLV9DOvrf4xYbBVmc29FxwQAAsfhsknEZCJV8W0RfTju3uDsnvrs1VCSySQcDodWua10uJhWQCgdhVmie8Xu5BUMBrG4uAibzYbr16/Tm0EV7e3tYXp6+sSXM9O7fKEvex3M7O05zWaz1pZgt9vr8rm66/0bmEy9cNivl3S9jXgSa4kUPtGeXqO4teWfYn39/8bu7pfQ2/tzVTm2x40CvhtNIZCS4RLrt/1IjwOnx+GkB92yV0NRFAXBYBB+v19bx1rdpMXtdpe8A2Gj/N2qicIs0bVid/JaWVnBxsYG+vv7kUgk6jIcnAbGGObn5+H3+09lOTM9K+U5Zjab0dnZic7Ozoy951dWVhAKhWC1WrWqjs1mO/Xnb76Q7vP5sLi4CL/fD8YYPB4PBgcHtdOxqnh8HcHg6+jp/lclP5a7ofRWojfs6QBgNLbB4/4eeL1fRU/PJ4teEaGQx03p4HM/HMNtl63i2yOn67RXbeB5Hi6XS9skRt2k5eAOhHa7PSPc5ntdJJNJWi2lDPQbI7qUPeSV740qHo9jfHwcVqsVo6Oj8Pv92r7apDKxWAwPHjyAx+PByMjIqQesepG99zxjDJFIBJIkYXl5GeFwGDabTTutWeiD76REo1G88MILmJqaAgBYrVYwxhCNRvHNb34TZ8+exbve9S7tNKzP948AgObm7y/5vt4Ix2DlOVywvjVk09z8QfilFxAM3oXTOVrx47lo4MEjHZzrOcye9vPmpMiyrKsB34ObtPT392dsrz0/P49oNJoRbq3Wt7ZXjkQisNnq9zl5XCjMEt05ashLtbu7i9nZ2YwhL71uTFBrdnZ2MDc3hwsXLmgTvselUSau8+E4DjabDTabDd3d3WCMIRwOH/rgOxhuT5Lf78df/dVfIRQKYXR0FNeuXdOWuAsGg5iYmMDrr7+OZ599Fh/4wAcwNDQEv/QCrNZhmEzdJd/f3VAMV21miAeeEy7XO8HzFuz5nqtKmDVzwDmRw70QffGtB6ddmT1K9vbaB1/ji4uLiEQi+NznPoezZ8/i2rVrdAasDBRmia6ovbGFhrxkWcbMzAyi0eihIS8Ks5VRd0kLh8MYGRmpaAkaUh6O42C322G329Hb25tR1VFPWar9eB6P51g++NTXXygUwhe/+EWkUin8yI/8yKFl2BwOB5588klcunQJX/va1/C1r30N73vfk4hE30R310+XfL8hWcF0JIGf6fRk/LsgWOB234bf/w0M9P+HilsNGGO4aODwj+E4FMbAN/CXqXqg9zCbLddr3GAw4Otf/zr+8A//EGNjY/ihH/oh3L59G7dv38bly5fx6U9/Gvfu3cPdu3extLSE/v5+LC8vl3zfn//85/HMM89genoaTqcTH/rQh/Dbv/3bNb/qD4VZogulDHmNj4+ju7sbFy9ezLk0l97DrF4rkZFIBA8ePEB7e/up7ZJGDsuu6hzsx1OHTdQ1MD0eT9W+gCiKgueeew6xWAw//MM/jPb29ryXdTqd+NjHPoavfOUrePDgWZw7z+DxvKfk+3wzHIMC4Ib9cED3uN8Fn+85hMMTsNuvlHzbBzHGMGTg8TfRFB7Gkzhjrr8vbY00RKQoSk33mXIch+vXr+P69et4//vfj89+9rP4tV/7Nbz00kv49Kc/jfHxca3l68aNG5Akqaz7eeaZZ/DzP//zuH37Nj7zmc9gbW0Nv//7v49XXnkFr732Wk23N9TuX5/UDUVRkEgkClZjGWN4+PAhNjc3cfny5bw7eek9zKrHp6f+LiA9dPDGG2/gscce0yZ0SWGntT1xdj9e9jJBqVQqI9yWu3vR+Pg4VldX8b73va9gkFUZDAZ8+MMfxssv/3fEYw4w1lXyfb4RioEDcM12eEk9l+spADykwMvVCbPG9BfmiUi8bsNso3whrbXKbCGRSAR2ux3Dw8MYHh7GT/3UT4ExhhdffBHvfOc7IYoiLl++jFAoVNLter1e/Mqv/ApGRkbw9a9/XfsMGhkZwYc//GF85jOfwS//8i8fx0M6EfXx1yc1Sd35JB6PA0Debfzi8Tju3buHaDSKW7duFdySVu9h9rQCUD6yLGN8fBzJZBKjo6MUZGuQukzQmTNn8MQTT+D69etoa2tDKBTC2NgY7ty5g7m5Oezu7moDlUeJx+O4e/cuBgYGcPny5aKPxWDg4XRtwefvwgsvvFDyY0kHSwMcOZbLEkUX7LbLCAS+XfLtZmOM4YyBh4EDJiOJim9Pj+op4B2l1O1s9SzXABjHcXj3u99dUfX5K1/5CiKRCD75yU9mFFM+9KEP4ezZs/jCF75Q9m3rAVVmyakodshLHUQaHh7WthItRO9hVk/Hp4adnp4eBAKBsit4RF+yF3hXt+ZUlwJjjGVsvZvrA3JhYQHJZBK3b98uqboXDk+AsSja2r4H3/n2DK5evYre3uI3OhgPxzHiyD/g5nK/A+vrf4Jk0geDoSnv5Y7CGINREDBsMWEiHC/7dvSs0SqzejvbVa5wOFzxzoq53LlzBwDw1FNPHfrZk08+ib/4i79AKBSC3W6v+n2fhPr4KkNqhtobG4vFCgZZWZYxOTmJtbU1jIyMFBVkAX2FxVz0cHyMMaytreHBgwe4fPkyent7G+ZDrxGpW3MODg7ixo0buHbtGtxuN/x+P+7fv4+7d+9iYWEBPp8PsiwjGo1ibW0N58+fL/p1p9oPpj8wr119Gna7Hd/61reKPhOxl0xhKynjMWv+XftczrcBYNjff7Wk48qmHtNjViMmI3FdnS2plkaqzNbTYz2upbk2NjYAAN3dh1cYUVdRUS9Ti6gyS05M9pBXvgC1v7+P8fFx9PT05BzyKkQPYbGQ024zSKVSGB8fhyiKGB0dPfWhCQrRJ08URbS0tGhBNZlMQpIkeL1eLCwsaHvPnzt3ruSQsL//KqzWYVgsrXjb296G559/HsvLyzhz5syR1514dLr/coEwa7NdAM9bEQy9gebmDxZ9XLlwHIdLVhP+0hvERiKFblN9nZlotMpsvYTZaDR6LJXZSCQCADm3eFdXRFEvU4sozJITUeqQ15UrV8o63aH3MHuaxxcIBDAxMYGBgQF0dR0ezmmkD79qqYeKnsFgQGtrK1pbW6EoCu7duwe32w1FUXD37l2Ioqi1LTgcjryhQZajCIXeRHvbxwEAly5dwne+8x3cvXu3yDCbPt1/yZp/GIvjRNjtVxAM3i/jkb5FDT8XHgXnmWii7sJsPQW8o9TTYw2HwyWfESmGGpDj8fihtarVjYaOI0SfFAqz5FgVu+RWLBbD+Pg47HY7bt26VfYb02lXPo9yGsenfknY2trC1atXc57CUo+Lwmzx6vF3tbq6ilAohCtXruDs2bOwWCyIx+PaSgnBYBBGozEj3Kq/h3B4HIwl4XDeBJBub7h27Rpefvll7O7uHrmO5Xg4jn5T7uGvgxyO61hf/xOkUvsQRWdZj1N9rp8zpwPsXDSB97hrd1miXNQ2rkZQT2H2uCqzagFjfX0d586dy/jZ+vo6OI7LWeSoFfXx1ye6pFZjj2or2NnZ0SanL1y4UNGbkt7fvE+6MptIJLSVIEZHR/P2YvE8r+svAeRkTE5OwmQyZQRPk8mEjo4OXLx4EaOjo7hw4QKMRiPW1tZw584dPHjwACsrK9jzvQ4AGctmXblyBTzPY2Ji4uj7jsQLthioHPYnADCEQm+W/gAfUZ/rTlFAu0HAfKz+VjRgjNVNwDuK3razrcRx9cyOjIwAAF555ZVDP3v11VcxPDxcs8NfAIVZcgzUamw8Hj9yyGtiYgLr6+slDXnVspOszPp8Pty5cwe9vb24ePFiwQ82vVe0SXkYY0g9DCL2wgbCX1pC+P9bRPTvVpF4Yw/KfmaASyaTmJubw9DQUMFgYDab0dnZiUuXLmFkZATnz5+HKIrw+V4HY+2YnlrF2toaQqEQzGYzBgcHMTU1BVmW896mPyVjLZEq2GKgstkug+NEBINvFP+LyEF9TzpvMWIuWn9htp6qlUepp8dajcrsysoKpqenM5bi+8hHPgKLxYI/+qM/yngtfvWrX8XCwgJ+7Md+rKL7PG3UZkCqSl07Vpblooa8ent70dPTo/uKarWcRGWWMYaFhQXs7e3h+vXrh/qjcqEwW3/kzQgi/3MVynYU4DnwTUaA5yCvhZF4Yw/gAHHIBfO7OiG0mLGysoJkMomhoSHs7+8X9ZrkOA4WiwVmsxnb28toaXkKHe1nIUkSlpeXEQ6HYbfbEYlEMDMzk3egc+pRv+xjOTZLyCYIFlitFxAKPyj9l/LIwZaa8xYj/mJ3v+62tW2ktqF6CrPhcDhnZfbZZ5/Fw4cPAQC7u7tIJBL4rd/6LQBAf38/fvzHf1y77E/8xE/gpZdewtLSEgYGBgAAra2t+M3f/E384i/+It773vfi4x//ONbX1/F7v/d7uHDhAn7u537u+B/cMaIwS6qm2CGv5eVlbG9vlz3kVcuOOzTGYjGMjY3B7XZjZGSk6Dd4CrPl0evvLDHhR/RvH4KzGmD5gV4YLrrBGdPVVsYYFG8cyXEf4vf2EPovMzC9ox3zkXkYjUb09vYW1RaQcX+JDSRTe7Dbr8Bms8Fms2nL/ahfXN98800Eg0HY7Xat51b9ojXzqDJ6wXJ0mAUAm/Ui9nx/D8YUcFzpISYjzJqNiCkMq/EU+s31MwRWTwHvKPUU3KPRaM4w++d//ud46aWXMv7tV3/1VwEAt2/fzgiz+fzCL/wCmpub8cwzz+Bnf/Zn4XQ68fTTT+N3fud3av6zmMIsqVgpQ15jY2NwOp0YHR1tmDfag46zMru7u4vZ2VlcuHABzc3NJV2X4zhdrwKhR3r98EzOSIj+zUMIvTbYfugMOEvm2zzHcRBazRDe3QXjaCti/7CB2Dc3sWCdw8DgAARBKDkchELpKmn2NrMcx8HlcuHcuXNYWlrC008/jUgkAr/fj9nZWcTjcTgcDrzJLGgSeDQbiut7tNkuYWf3i4jHV2E29xd9nKqDj++cJd3aMB9L1FWYraeAd5R6eqz5emZffPHFom+j0GU/8YlP4BOf+ETpB6ZzFGZJRRRFQTKZPHInr+3tbczPz5cVtOrJcVRAFUXB3NwcgsEgbt68mXMdwdM4LnLyZH8cka+uQOiwwvYjg+AMhb8w8jYDLB/pw54jguj9OHp8TjCl9OdBKPQAPG+G1XIu58/PnTuHqakpbG5uoqenBw6HA319fVAUBaFQCAuLu+hUUnjttdfgdDq1yq3RmLuH1mq9CAAIh6eqF2ajCXxvHa1o0EiV2XpyXANg9Y7CLCkLYwyyLGsN5vmCbCqV0hrRR0ZG8n44Hcfx6fGberUrs5FIBGNjY2htbcWNGzfKfswUZmsfYwzRv1sFAFg/2n9kkFVxHIctZwgA0LFuRvylLaDEnWLDkSlYrRfBcbk/UgYG0hXf+fl59PT0aP/O8zwcDgdWFS8+2tqMmz3nsb+/ry0FlkqlMsKtuuWyxTIIjjMgHJlEc/MHSjtYZL4/OAQerQYBS7HkEdeqLXp9DySFUZgtD4VZUrJih7zURfr7+vrQ3d19Ym+sel4ztZqhcWtrCwsLC7h06RI8Ho9ujoucjtRsAPJyCOb3dYN3l1adX1lZQVNTE1xtnYh/ZxumWwB3sbjXD2MKIpFZtLZ8JO9ljEYjuru7sbKycuhnG4kUwgrDkMUInufhdrvhdrsBpFc8UcOtujOZ+nOL+RzC4amSHudbx5z5/tBvMuBhvL7CLFVma9NxrTNb7yjMkpIUO+S1tLSEnZ2dvIv0Hyee5yHLsi7fyKtRmZVlGdPT00gkEhgdHdWqVZU4rTCrxy8cpdDLFwDGGGIvboFvMcN4o7Ql7mRZxvr6Oi5dugTL7R7ID0NoGUuAPaUARZxIicdXoSgRWK3DBS/X19eHl19+GZFIJOPDevbR8Nf5HP2qgiBoVVn1WAOBAPx+P6LRNjC8hrm5uXQQd7mK3p45O8wOmA14UardrTxzoTBbmxRFqZs1c08SPdNJUdRq7Pj4OPb398HzfM4gEovF8PrrryOVShVcpP846XlL20oHrUKhEF577TU4HA5cu3atKkFWPS69BLNaoacgnloIQvHGYHp7Gzi+tOPa3t5GMplEb28vOAMPywd7YYgA8j1fUdePRGYAoKgwC+BQdVYLs5ajk7MgCGhqasLg4CD6+98BIAq7PQG/34/79+/j7t27WFhYgM/nK7iu7aEwazLAm5IRlPX5vlEOvZ6dqrZG2umM5EeVWXKkg0NeiqLk/ZBQT3tfvHgRTU0lNt1VkZ7DbLk7bTHGsL6+jpWVFVy+fBlOZ3nbeFb7uIg+xF/dAecwwHCx9HaT1dV0n21vby8AQDzjQKSVwfraHthoOzhT4SpRODINjhNhsQwWvFx7eztMJhNWVlZw4cIF7d/nYwl0GAQ4j9jGNpvl0bCZxeJDZ+c7AaQ3fpAkCV6vFwsLCxAEAW63Gx6PBy6XS6tUHmozeFQVXokli1rrthYoilJ0pbqW1VMFWn0PpnBeuvp/ppOyZQ958TwPQRAOhVl1yEutxlarWlguQRB0HWZLPbZUKoXJyUkAwOjo6LF8QFFltnYpUhzycgim2x3ghNI/BNfX19Hc3Jxx6t83BFi/LSP+uhfmt7cXvH4kMgOz+Sx4vnBlled5dHV1YWNjI+PfZ6MJDBVRlc2mhudodAFudzrMGgwGtLa2atvxJhIJSJKEnZ0dzM/PQxRFeDwerVVKNWBKv2ctx+snzDZSZbZewixAQbZcFGZJTowxJBKJQ0tuZYex0xryKkTPldlS2wzUBef7+/vR3d19rMdFYbY2Jcb8AADj46WfDWGMYXNzE4ODmVXVuJOB77cjcc8L01OFWxcikRm4nE8VdX9dXV1YWlpCLBaD2WyGzBjmo0k81Xb0LnXZRNEJg6EV0ehC3ssYjUa0tbWhra0NABCPxx/120YxPj4Os9mc7sl1pQfOlutoRYN6C3n51FOPqTpUTUpHYZYcolZjcw15qVVPxhgWFxexu7t7KkNeheg5zBZ7Op8xhpWVFWxsbJzITmkUZkunh98ZYwzJcT+EPht4V+nVzf39fcRiMXR2dh76meF6M+J/vYLUXACGYXfO6yeTe0gmvbBah4q6P/V+tra2MDAwgLV4CgnGMFhGZRYALJazBcNsNpPJhI6ODuzs7GBoKH3Mfr8fexvr8DAR97e2sZIKwuPxwG6313SwaKQwWy+Pk1YyKB+FWaIpZicvnucRjUZx584deDweXe7kpecwW0xlNpFIaFWj0dHRE6k60A5g+hILhbC/s4VUIg6D2QJ7UzMsTtehyym7MSi+OCy3Wsu6n83NTQBAR0fHoZ8J5xzgHAYk3vDlDbNqkLQUGWbV+9nc3MTAwACWYunhr0FzuWF2ELu7Xy55W1v1i7rJZEJnZyc6OzsxNL0OvyxDFEWsrKwgFArBarXC4/HA7XbDZrPVVLilNoPaEw6HKcyWicIsAVD8Tl6hUEhbcus0h7wK0XMwOypo+/1+TE5O4ty5c2hvL9yrWE16qDI2OsYY5r/7Msa/8b+wu3S42mjzNKFz6CLO3ryFnstXIRqMSM7tAwDE84eDbjG2trYgiiJaWjKX82KMgRd4GC57kHh1B0okBd56+OMiGl0EAFjMZ4u6P5PJhJaWFq1vVt2oQO1ZLZXFcg6KEkM8vgGzuefoKzySK+gNmA14Xkqgq6sPXV1dYIwhEolAkiQsLy8jHA7DZrNpS4VZLBZdh8V6CnmF1NPjzF62jhSPwmyDOzjkla8aC6SHkKamphAKhdDb26vbIAvovzKbKzSqbRterxfXr1+HxVJ6D+FxHBc5GfFwCP/4p5/B+tQ4PF09GPnBH0ZTTx8MJjMS0QiC3h1sL85jbeIB5l/9NswOJ6583/djcPsChA4LeEd5YXBrawttbW15q//GS24kXtlBaiYA4xOHt6GORhcgCHYYDMWvbdvZ2YnZ2dn0etTxJFwCD49YXhjRhsBiCxWH2X6zAf6Ugv2UDKcogOM42Gw22Gw2dHd3gzGGcDgMv9+P+fl5RKNR2O32jHCrJ41SmZVluW56Zmn3r/JRmG1g+Ya8skmShMnJSfT396OlpQWRiL4XF9fzMlO5gnY8HsfY2BgcDgdGRkZOpcpAYfb0xCNh/O3v/gYC25t4x4//JC6+8z3gcjwHHgegyDLWp8Yw9g9/j/tf+QoG+j6JxAUe5XRUK4qC7e1tXLly5dDP1OcC324B32RCYtKfO8zGFmExny0pNHV0dGBsbAyBQADLsSTOmA1lhy6L+QwAIBZdBty3i75erqDXY0x/IVhPpHIuE8ZxHOx2O+x2O3p7e8EYQygUgt/vx+zsLOLxOBwOh7YUmNlsLusxVUs9VSwLqafHGY1GdfelqFZQmG1Qam/sUTt5qdXCa9euwWq1Ynd3t+Bi5HpQS5VZr9eLmZkZDA8PHzrVe5rHRY5WjaoXUxS88Od/DGlrAx/82X+HnscOB8uDeEFA7+Vr6L18DTvfmAT3SgLfeuFZnDEv4ol/8oMlHZPP50MqlcrbzqK+L4jDLiRe3QWLy4fWnI1Gl+ApIUQC0JbN2t3dxWLMgLc5y//wFkUnRNGDWPzwNrmF5AyzpvTH4Xo8hYvWo5fn4jgODocDDocDfX19UBRFC7fqDn1Op1Or3BqN5fUFl6tRKrP1FGbVVhZSOgqzDaaYIS8g/Q1xbGwMHo8no1qo56Co0vMxqsemKArm5+cRCARw8+ZNmEynu7blaYbZWv7ArfR3NvPtl7Dy5j287eP/25FBNpsj6UTCsIemJ87h9a98Eal4HKP/7ONFX9/r9QJ4K1zmYxh0pFsNloIwXHhrECyZ9COV8sFsKa5fVtXS0gKO47Cys4ttUzvOlDn8pTKbehGLPSzpOrmCXvejyuxaorzluXieh9PphNPpRH9/PxRFwf7+Pvx+PzY2NpBKpTLC7XGvx11PIa+Qenqc1GZQPgqzDURRFG2x8EJtBZubm1hcXMSlS5e0PdFVet6QQKXnMMtxHJLJJO7cuYOWlhbcvHlTF2FOz60Z9SoeCeO1L/8PtJ8bxmPveX/J10+thCD22PGuj/80RJMR9//+b2FrasZj735fUdff3d0Fz/M5+98Phj2hxw4YeSQXMsNsLLYEIL08VikMBgM8Hg+mpX2gvb3s4S+V2dyPwP6rJV0nV5j1iDysPIf1eKqi41HxPA+32w23O/07k2VZC7dra2uQZVn7udvtrnq4bZRtXustzNIAWHkozDaAYqux6k5TjLG8O3nxPE9tBhXw+/3wer24cePGoS8Kp4naDE7e+NefQyy4jw/+m18qOXQokRSUnRgMt93gOA7v+LF/gZDPi1f+8lm0nz2Plv4zR96G1+tFU1PTkcMznMBBPONAanE/IwS+tZLB0feVrbW1Fd+IxAEAZ8yVhtk+ePe+ClmOQhCKb1nI/p1zHIduo4j1RHXCbDZBELSqLJAOt4FAAH6/HysrK2CMZWy9W+lOf4yxugl5hciyXDePkyqz5auPZwDJSx3yUoNsvg9Nv9+PV199FS0tLbh69WreKkGu7Wz1Ro9hVpZlTE5OYmdnB83NzboKsoC+lzPTs3K/AKSSCUx+43n0Pn4NrQOlVTYBQF4NAwDE/vToF8fzePe//BmY7Q588//5L0X9LXd3d49sMVCJA3aw/SRYIKH9WzS6AJ63wGg8vEbtUVpbW7GFdIgeqDDMmsx9AIB4iX2zuXSbDFiLn8wuYIIgoKmpCYODg7hx4wauXbsGt9sNv9+P+/fv4+7du1hYWIDP5yvrPbeeKpaF1NMOYFSZLR9VZuvUwSW3AOQNsoqiYHFxEXt7e3jiiSeOfCHpMShm09sxhsNhPHjwAF1dXejv78fs7OxpH9Ihp3k6slYHVSo55oVXv4NocB+Pf9/3l3V9eSMM8IDQ+dbr1exw4smn/zm+8Wf/F6a/+XVcetf35b1+LBZDMBgsOHR48PGJvenQnFoJw+hO93dHY0uwmM+UtFmBqrW1FZI3inYeMFcYuMzmfgBALLYCq3W4otvqMYq4F4pVdBvlUtf7Vf8myWQSkiTB6/ViYWEBgiBkVG6PCqq1+roqVT2F9kgkknM3PnI0CrN1iDGGZDKp7fOc7w0tEolgbGwMzc3NRS8JRT2zpdnY2MDy8jIee+wxuFwuxGIxXZ7OP83KbCN84Gab/c434WrvRPfFy2VdX96Mgm+1gMtan3Vw5ClMvvA87n3trzH89ndByHOGpdjhLxXfZgbMAlKrIRivpHtso9FFOJ2jZR1/a2srpGUfOpTKT+mbTenKbCxWncrsvvzWWrOnyWAwoLW1VfsbJRIJSJKEnZ0dzM/PQxRFrW3B4XAcev+up5BXSD09Tlqaq3wUZutMsUNeGxsbWFpayjnkVQj1zBYnu/9Y7X/T6+n80zquRgyyYb8Pm3PTuPGhj5b1+BljkDcjEC8c3mKW4zhc/4GP4u+e+W3MvfItXPie9+S8DTXMFrscHMdxEHtskFfS7Q2yHEUyuQPLo6poqWw2GwJWOy7FK1+zWhCsMBhaEYuXtqJBLt3GR8tz5Vlr9jQZjUa0tbWhra0NQHp9ar/fj83NTczMzMBoNGaEW6rM1p5wOAy7vZxVowmF2TpR7JBXMpnE5OQkOI7DrVu3Sh4y0ENQPMppH2MwGMTY2Bj6+vrQ3d2d8YGi11UDaADs5Czc+S7AGAZH317W9ZmUAIvJEDtzV3C6Lz2O1oGzePP5/4nhd747Z6Dxer0wmUwlfXCKfTbE5vehhFOIc6sA3upXLZVPVpAQDXAEtsq6fjazqRfx+HrFt6OuNbuRKG6t2Uy2+4kAACAASURBVNNkMpnQ0dGBjo50z3IsFtNWSgiFQohGo1hbW4PH44Hdbq/bYFtPPbPRaJR6ZstEYbYOKIqCZDJ55E5efr8fk5OTOHPmDLq6usq6L72GsYNOK8wyxrC6uor19XVcuXIlZ1DQc2VW73/XerH8xmto7u2Hu6O83rjUZrqaebBf9iCO4/DYu9+HF//bn2J7fhYd5w/3kfp8PjQ1NZUUcISu9P3JWxHEPOlT+uop/lItx9K9/Caft6zrZzOauhAM3q34drS1Zk9oCKyazGYzOjs70dnZCcYYXnvtNYiiiJWVFYRCIVitVng8HrjdbthstroJt7SaAQEozNa0Uoa8FhYW4Pf7cf369brvyTmNMJtMJjE+Pg6j0YjR0dG8lYLTrhrnQ2G2PHJKwdbCPva9cSRjMkQDD4vTAFebGY5mM3gh8/WYiESwvTCHqx/4UPn3uRkBBC7dx5rHmZu38O3//jnMfPvFvGF2YGCgpPsVOqza/ces6cqs2dxb0m2oVh+t5Wrwe5FIJCreHctk6sLe3t9BUZLg+fJXR9DWmj2m5blOinp2rqurC11dXWCMIRKJQJIkLC8vaztNqW0JFoulZsNtPbUZRKNRCrNlojBbo0od8mppacHIyEjNvmGV4qQDoyRJmJiYwODgoHbKLx+9hsbTPK5a7O2TUwp2JlKY+OIMEtHcPeSiiUdbvx3tZx3oHHKhuceKjZkJMEUpebevjPvejEJos4AT8n+AG0xmnB15Eot3vou3/+i/gHggLMbjcYTD4ZybJRTCmQTwzSbIm1HEu1cgik0QhPL6+1bjSXBgcMQi8Pv9ebfULZbJ2AVAQSKxDbO5p+zb4TgOHUYRWzUeZrNxHAebzQabzYbu7m4wxhAOh+H3+7GwsIBIJAK73Z4RbmtFPYVZ2s62fBRma1AxQ16MMWxsbODhw4e4dOmStgtNIzipMMsYw/LyMra3t4ta1gzQ78DTabaP6PV3kk8imsILn5vH9mIKHeftuPC2DjR1W2G0iJATCsJSHIGdGLwrYWwvBfHGc+t447l12NxGcMp3IBpNaB8cKuu+GWNQtqMwXDz69Tw48hRmXn4R61Pj6L96Xft3v98PAGWtdSx0WpF6GEIsvgJzmf2yALCaSKJd4CEwBp/PV3mYNXUDABKJjYrCLAB0GOojzBZ6PXMcB7vdDrvdjt7eXjDGEAqF4Pf7MTs7i3g8DofDoS0FZjbnPwtw2uopzKpfKkjpKMzWkFKGvCYmJiAIQsYkfaM4iTAbj8cxNjYGu92O0dHRmn8zPa3KrM/nw9raWk18aAKAIit48fML2H0YwsA7Dbj53v7MLzFmARanAS19dgzeTK8UEAslsTYVwMq4HwuvTIMTuvGN/7qAa+/rRutAaR9cLJQCi8ngW4/+PXUOX4LBYsHD+69nhFmfzwcAJVdmAUDosCA57kcsugKX68mSr69aiaXQZzGC4zjteCphMqVnAOLxjYpvq90o4rvBaMW3U0s4joPD4YDD4UBfXx8URdHC7fT0NBKJBJxOp1a5rbQtpJrqKczSAFj5Givl1LBih7x8Ph+mpqZw9uzZY118Wc+nho87zO7t7WF6ehpDQ0NFr9Opdyc9mMYYw9LSEnZ3d9Hf349gMKh9aLpcLu1Ds9r71Vdq/MUtbM3v421Pn0HMUtwkvtluwLmRFnQPGzD/bQm9V94BaSuKv//sFM6NtGD0n/ZBNBY3ja140wv6Cy1Hh1lBFNF7+RoevnkPTFHAPfrA9/v94DiurLM1QocFihBHMrVbcWX2tssKl8tVlTBrMLQB4KuyokGHUcBOIgWZMQg6fY8rRiXvzzzPw+l0wul0or+/H4qiYH9/H36/HxsbG0ilUhnh9jRfp/U0AJZKpXT3nlcrKMzqnB6HvNRT0o0WZtXfsSRJuHHjhu6riKU4yb9lIpHA2NgYbDYbbt68iVQqhaamJu1DU92vfnV1VduvvqmpCS6X61SX4An543jwDxvov+rBuZEWjI9vlVTN3l6YAwBce/8NNPedx4Ovb2DixS14V8P43p88D5v76KWg5N10mC2mMgsA/VevY/HOK9h9uIS2M4MA0l943W53Wb9LvsWCpGUHAGAqcyWDqKxgNymjz2RAU1OT1vZQCZ43wGhsRzxReWW2wyBCBuBNymg30kckkH5Pdbvd2hcgWZa1cLu2tgZZlrWfu93uEw1kjLG6CbOkfPRK1THGGBKJxJHV2JMe8lI3TtDrG8hxhNlYLIYHDx6gqakJN2/e1G2QL9dJVWYDgQDGx8dx7tw5tLe3HwqDPM9r1R4gXanI3tKzqakp765Hx+nBP2wAHHDzB9IhrtTnwPbCHDhBQEv/WYhGATe+vxedg0689IUFPP+nM3j/z1yA1VX49K28GwNnEcDZinvrVncY25ieyAiz5fTLAgBvE5H0pJfTKrcyu/aoH7XXJMLqcmFtba0qX45Npq6i2gyO+gLS8SjAbiVSNRtmj7tlSBCEjNepLMval9CVlRXtS6i69e5xt7rVw/uxHgeDa0ltvlIbgFqNPWrIa319HSsrK9p2qSdB71vaVjvM7uzsYG5uDhcvXiyrz7AWHHfPLGMMKysr2NzcLHpYDji8X72669HGxgaCwSDMZjM8Hg+amppgtVqP7UMtGkpi8d4ezj/ZCpu7vH7B7YVZtPQNZKws0DXswnv/9yH8w5/N4KUv/P/svXl4XGl9JvqetfZVpdJiyZIsu632bstSd7s30gQIzYQkZAgJzJ2EXEgYcmHIdDIhZLjPDDc33PCE26RZbjpMEnaYJ4EJBDIJW2/ubmz3qsWyZS2WLKm01r6e7bt/nDrlKqn2RTol1/s8PLRVVZ++c3TqO+95v9/vfWfxlg8cBV3EpUDZTIJuN5Z9nGaHE87ObviuT+HMW98OQggCgUDFtlzZED1bAKq35VpMe7j28hxkpxOCINSlVtDAdyMcvlzTGEAWmRUlnK55tL3Bbu+caQ+Z2vqoPYQGAgHMz89nylo0crtfQg4agf1AzPcCLTKrM1Ta5MWy7K43eek90rZei4GiKLh+/Tri8ThGRkZ01fRQbzSSzEqShImJCXAch5GRkZpuZNmpR4QQJBIJBAIBzM3NZTqBNeW2nmUgcy9tQpEJjt7nrerziixjY2EOd+eJl23vs+K+d/bjua/P4fUfreDsL+TvxieEQN5IgD9emaraPXQMN168CEWWEY3FMlvC1UK0rYMR7KDp6iyEMmTWwCGQfgAPhUI1k1ne0A1BXIeiCKDpwt/VUkSvk7utzDYr9ropavtDqCiKO3ZYssmtXnf5dhN6Lt1rBrTIrI5QaZNXOb6mjYDeldl6IBaLYXx8HJ2dnRgaGtr3i0yjyKwW7dvf31916lwhUBQFs9kMs9mc8c6MRqPw+/11bSYjhODG5U2091vh7KiuFj24ugJZEODpO5T39YEzbVieCmHy6VUMnvfAnqfBi0REIKWUXS+roevoMVx9+sfYXJhHilPrcmsis8Z1cAEvSFgEVaIsIh9upSRYaAouloaSJrPBYLDmhlXV0YBAEFaLlkCUIg0ulgZPUVgV9PvAXgp6I0Ycx6G9vT3TMCsIAoLBINbX1zEzMwOWZTPf090uH9ILEolEU/n76g0tMqsDaE1es7OzOHjwYMEvsqIomJmZQSgU2tMGJL0rs7ViZWUF8/PzOHHixK6Vbuw1GkFml5eXsbCwUDDat97ItheqZzNZYCWB8EYS9z3cv+O1cs+Zf0mNf/X09hV8z7m39WBxMoBXfrCEN/zm4R2vy5spAABTKZk9MgRALXNAp1oaUAuZFZg1GBL9kNcToKsisyIOGjhQFJX5foVCoarno0ENTlDtuWohsxRFoYNnsCq2lNlGged5eL1eeL3qTodWPuTz+XD9+nXwPJ9DbvVEzBuFeDzeIrM1oEVm9xjZTV7Ly8sFa9k0pdDr9e55A5JeI1lrhSzLmJqagiRJGB0dbWhHrt6Uk3qSWe08Koqypz7HpZrJylWDlqaCAAX0HMslgJX8/TYXb4JmWTg7C6vTZjuPYw92YuzHKwitJ+Dw5t7YFH/aycBdGZk1O12wuNxYn5+FwWTPkP5qQIgEQV6HNXletQk7UvnD3q2UiEGjSoI5joPFYkEwGKxqPtngeXWXShDXir6vnO9eJ8dirYnLDPS2vpRCdvkQoDbcak4J0WgURqMxU5ZgtVozx7afmqZa6V+1oUVm9xBabawem7yKgWGYfafMatvhvb296OnpaeiNQHsY0FMTRL3IbCwWw9jYGHp6ehp+HitFtc1kS1eD8PRaYLJV/3DjX1qEq7sHdAlif/R+Lyae9mHquTXc+6v9Oa8pAQHgaFDWypft9v5BbNycg7V7AHa7vWrVThDWAcjglQ7Iac/bSqAQgqWUhDc4btfHOhyOuiizPO/NmmNhlEVmeRavxSo/Pr1A78psKRiNRnR1daGrqwuEkAy5XVxcRDQahdlshsvlgt1u19UaUwtagQm1oUVm9wDlNnkJgoDJyUlwHKerJK/9pMwSQrC0tIRbt27h5MmTVStWlWCv0raKoR5xtqurq5ibm9PNQ1cplNNMZjE4sHkrhjNvOVDT79pavInek2dLvs9k5XDoXBtmX97C8Nt6wRlvP/Ao/hRoF1/Vzbt94BBuvnoFYtpjtlpooQQ83w3FL1T8+XVRRooQ9BpuPxg4nU7cunWr6jlpoGkDWNYFQaiDMsuzWA1ITadwatD6LvYDKIqCyWSCyWRCd3c3CCGIx+MIBoO4efMmYrEYJiYmMrssJpOpKY89Ho+3yGwN0Ac7uoNQqslLWzy1lCnNj1NPaJYGsFI3omxHiHvuuWfXlFI9PgzUQrA114dkMomRkRFdJtgQQiBevQph8iqUcBiUgQfT2Qn2YB+4QwOgOC5vM9m1S6pvaUBawvXrkaqayeKhIBKRMNp6y/NlPTziwczlTdyaDODQsCfzc8WfAu2trk7eO6DW4AaDQXTW0GilhRIYzAeg3EpV/PlbaSeDg1lk1uFw4OrVq5AkqeYHdp731ofMcixEAvglBW2cfnZQysV+DhKgKAoWiwUWiwUejwdTU1Po7+9HIBDA7Oxs5kE0m9w2A2KxWIvM1oAWmd0llKPGMgwDURQxPz+PcDis25SpZmgA08hZoZuWZt7f6NjffNArma1mTolEAmNjY/B6vbp1fUi9/joCf/ZJSHNz+d9gMIA/dgyGU6dgOHcO/LmzoI1G2Gw2kKgRLBfF/W88g0g0nNNMJssygsEgTCZT0QehwMoSAMB1oDxf1vY+KywuHvOv+TNkligESlAAN1Sd4t3edwiEZiCIYk2quarM0jA6DkCIbYKkZFCG8snecroOtcdw+9ajzSccDtfs48xzHRCE4jHD5Smz6jGtilJTktlmLzMoF7Isg2VZWK1WWK1W9Pb2Zh5EA4EApqenkUqlYLPZMjW3erynAqoy26qZrR4tMrsLKDfJixCCl156CV1dXXve5FUMzVAzqxHG7Qs6IQQ3b97E2toazpw5syeLhx7LDKq51jY2NjA9PY1jx45VnSjVaCSeegpbH/sTMN52uD7+X2C87z7QLhdIKgVpZQXS/E0IkxMQxsYR+frXEfnylwGOg+H0aRjuuQdrqyfQdtAClmN2NJONj48jFArB5/MVbSYLrfoAoGjzVzYoisLAGTcmn1lFMibCaOFAQgKgENCu0pG3+cCbzTC2dyCK2pwMUqkV8LwXrM0KAZtQAikwneWrSSsplcx2ZSVraaU9kUikdjLLdyAaGyv6nnLIbEeW1+xxc3XnfC/RrOURlSLfGp/tanLw4EEoipIht5pln91uz3xf9eIfnkgkdsX1Zb+iRWYbCE29EUV1a61Yk5fWtXnq1KmMXYleQdN05pj0inzqpyAIGB8fh9lsxujo6J4pF82uzBJCMhZxeg6TEGdn4f/4/wn+7iF4nngCdNaNgmJZ8EeOgD9yBOY3vwkAoCSTEF57DclLl5G69DP4/+q/I/DAX2Bg8rvwL38Dpp//eRjvuxcUz4NlWRiNRvT09MBmsxVtJguuroA1GGBxlU/UDp5wYeKpVfimwxg42wbZr27p0+7qiZWpvROQUZMyKwg+GPjuDKmW/ZWRWZ8owcXSMGZ99+x2OwCVzNYKnvdCkoJQlCRoOr8CVw7R86bJ9oao74f2QrhTlNlyjpOmadjtdtjt9oxlXzgcznxfJUnKIbd7VSbVsuaqDS0y2yBsLysotHhqTV48z8Pj8TTFxcwwDFKpyuvldhPbCaMWNHHkyJE9f1jQqzJbzpxSqRTGxsbgcrkwPDysW/WHEILAn30SlNmMtk99KofIFgJtNMJ4770w3nsvgA9j6eVbwLdW0d5nQfLFHyH+L/8CymKB+c1vhvU97875bLFmsoXrUzA4XFhdXS17m9PdYwFvZrByPYSBs21QAmkyW6UyCwCM3QkEwrDVoP6kUsuw2c6DdqkPMIq/snXAJ0g5qiyAjBpVDzLL8Wp/gSCsF/SaLYfMtrFqacFGk3rN3snKbCnQNA2n05nZoZBlOUNul5aWMgl52v92i9y2rLlqQ4vMNgCKokAQhKKWWwCwubmJ69evZ5q8Jicndb99DzRHzaxGZgkhmJ2dhd/v100Nsl6V2VJkVnsgOHr0aMbeSq9IPvMMhLExuP7kY2CqnGswrC6PAx/7AHj+A0hduYL4D3+E2D//M2L/+I8wPPQgyH/6T8A2B4ztyWTjX4vD0zcAQRDKTiajaQrdRxxYuREGIUQljVXacmVgMAKSH8nAFsxV3DQVRYQgrMNg6AbFM6CsnGoXVgFWBSmnXhZQLdPMZjPC4XDFc9oOPkNm12ois3w6oaylzOob9ThOhsktIZJlORO2sri4mAlb0aJ3G+UqlEgkdL+u6hktMtsAaESvWJLX9PQ0otFoDsFqhlpUQJ9kbDtomkYikcDk5CScTifOnz+vm8W92ZRZQgjm5+exsbHRkAeCRihIkW98A0x3N8z/5t9UPYZ/JQ6Lk4fBrC6Txvvug/G+++D4P34Pka99HZFvfAORiUkY//Iz4I8ezTuGJAiI+jdx9P6H0NfXV1EyWfdRO26+7kfQlwAfEKq25dIgEAq0mIJ/+RbcPeU5K+R8XlgFoMBgUG3KaDdfsTK7IkgYte28fmw2W33KDLjbymwhlKtatnMsNpuUzN4pyqwsy3Vf1xmGgdvtztRva2ErgUAA8/PzoCgqh9zWywWnZc1VG1pktgEoRvai0SjGx8fR1dWFo0eP5iw4zUJmm2GeWvnG8ePH0dbWttfTyYEeHwYKkVmtzthisWBkZEQ3DwTFIM7MQnj1NTg+/CFQNagogZU4XN07by5MWxuc//HDWD96Fyyf/Sw2fud30f7/fQH8sWM73hta8wGEwNl526e23GQyS4e6/b42H8GBoFBTvSwAxJNJ0JIA/3J1nq4ZW650bCztMkCaKV9NjcoKIrKCTm7n38Rut2Nra6uqeWUjo8wWSQErn8wyWG/SMoM7SZlttKXi9rAVURRzvq8Mw+SQ22rPe8vNoDa0yOwugRCCW7duYWlpCSdOnMg0PWSjGUgioE8ypkFTvWOxmC6JLNA8yqxmX6ZHr+NiiP/ohwDD1KTKSqKC8EYSB08WdmlQ+vtheeKzSPz+72PzD/4QHV/+Epj29pz3hNZUJwNHZ2H7t0LJZH7/OlgjwY1Xl9AZY0B6jFUrboQQRKJRmDkOQd9yxZ8HACGVJrOGNJl18iAxCURUQHGlb+A+YaeTgQabzYabN2/WrCgyjAkMYy/qNVsJmZ1P6rvRtRDuJDK728fJcRza29vRnv6uC4KAYDCI9fV1zMzMlB2TvR0tMlsbWmS2Adi+UAqCgImJCRiNxqLm/M1Qiwrol3TH43GMjY2ho6MDXq9XV3Gx2dDjw0D2NUsIweLiInw+H86ePdt0W1+Jp56G4ewZMDXYhQVXEyAEcOdRZrNBt3vg+X8/jfX3/jYCn/x/0Pbpv8g5l8FVlQA6OjrL/t3ZzWTrh28gvBQDBcAvhjB1+TJsNlvmZlluyUcikYAsy7BarRmCXSlUj1kmo37SznQTWEgA4yk9j9USZFYURaRSqZrLWHi+o05klsWG2JwpYM0452qgB9LO8zy8Xm+msVh7GPX5fLh+/Tp4ns8ht4X+Lq0429rQIrMNhtbkVU4XPcuyuiM5+aBHMra6uorZ2VkcP34cTqcT169f190cNehRmdUgSRImJibAcRxGRkZ25YGgnjdecWEB0vw8rL/6jprGCfjiAJC3zGA7uMOHYf/d30XoL/8SyecuwvTQg5nXwutrsLjc4AzVEbT2PitCU0HAxuHAUB/6jjoQjUbh9/vLbiYDkGmucrpcWJl6rSoSoHrMdoCi1NsG7aiMzK6UILPaPGsns9461cwyEAkQkhU4WX0+GBeCoii6iT9vJPR4nNkPowCQTCYzTgnRaBRGozFTlmC1WjPXYsvNoDbo6yrYR9AiPmOxGM6fPw+DoXS9WzP4twL6irOVZTlzUx8dHc3czPVIuDXodW6yLOPy5cvo7+9Hd3d5Bv96Q+rKFQCA8cKFmsYJribAcDRsRepUswmR9dffhei3v43wk0/C+OADmdcim+uweaq3gvP0WbFCq2PRDj7HEL6SZjKtuarN24ElSUJ0axP29srmlRKWMyUG2nwAlcyWA58ggQbgLVAzq82zVus8jvMgHp8u+HolZBZQvWabjczeKcqsLMu69bnWYDQa0dXVha6uLhBCMuR2cXER3//+93Hx4kU88MADSCQSLTJbA/Z/Uc0eIJlM4tKlSzCZTBgeHi6LyAKqMqvH7fvt0Es5RDQaxeX0tuuZM2dyVCm9EkZAn8rs8vIyEokETp061bREFgBSL78CxusF09NT0zjhzSTsHgMoujgh0P6OFMvC/r//NsTpaaR+9rOscTZg87QX+nhJtPVYYGbUOVCOnTdtrZns0KFDGB4expkzZ+B0OrG5uYlXXnkFr776Km7evIn1dVWp7OhRI3WrKTUQUqsw8LdrfykrB9BQ08nKgE+Q0M4x4PKc0+wUsFrBcR6Ioh+E5F+jKikzAJrTa1YP2++7gd1oAKsnKIqCyWRCd3c3jh8/jj/8wz/En/7pn4JlWczMzODRRx/Fr//6r+PJJ5/E9PQ0ZFnG448/jqGhIRiNRvT29uKxxx5DLBYr6/dFo1H82Z/9GU6ePAmbzQaPx4MLFy7gS1/6ku7uQbWipcw2ADzP4+TJkxVH0+mFJJbCXiuzhBAsLy9jcXEx8yXdDj2TWT3NTZZlTE1NQVEUWCyWpo5TJIQg9corMN5zT82qVHgjWbJedjvMb34zQn/5BKLf+Z8w3ncfZElCPOCvicyyHA2nhYWsEFCm0jftQs1kq6uroGkaG5EoAGDj1iJ6jp8q+zwRIkEQN8Dzt2t/KZoCZeOhhMrbTVrNE5igwWw2g6bpOtlztQOQIUkhcNzO1LVqlNlmw51EZpv5OGmaxunTp3H69Gn84Ac/wLPPPovZ2Vn89Kc/xR/90R/hueeew9bWFn7lV34Fjz32GKampvDEE0/g1VdfxY9//OOix64oCt761rfihRdewG/+5m/iQx/6EOLxOL75zW/ive99L6ampvDnf/7nu3i0jUWLzDYADMNURQr02li1HZVEn9YbkiRhcnISNE1jdHS0YL2Ungjjduzl+ctGLBbD2NgYenp60NPTgxdffHHP5qIRjI3EBi6tXcJ6Yh08w8Nr8uIux13otfWCoYqTOXl5BYrfD/7MmZrmIksKov4U+k+XHz8LABTPw/z2X0T069+A7PcjJokghNRUZgAANp5BIiHBXQVB1+r3OI6D0+nEsVOnMW4wYmlmGmIFzWSCsAlAyTR/aaCdfNllBiuChLvN+beEaZqG1WqtmzILAKK4USOZbd5I2zulzKDZyWw2BEEAz/M4ceIETpw4gTe+8Y04efIk3v72t+M73/lO5n0DAwP48Ic/jG9961t497vfXXC8S5cu4eLFi/jIRz6Cxx9/PPPzD37wgxgaGsKTTz7ZIrMtNAbNRGb3AqFQCJOTk2XVdOqZzNI0vedbPKurq5ibm8Px48fhcDj2bB5aQp6syPibq3+Dr05/FXKe7WEza8aptlMYbh/GcPswjjiP7CC3wvVrAAB+KH+AQbmI+lMgCmBvr7wRyfwLv4DoV76KxNPPIDx0GABga6temQUAEwX4RQVCQgJvqm7JjkQisNlssFgscHZ2gZXUGvNIJIJAILCjmWz79akGJiBHmQUA2sFBmo+W/P2EEPgECW90Fla76xWcwHGqHZ8gbsKMnddCuUTPSlMw0lSrzEDH2G/HmX0s3/zmN0EIwR/8wR/kvOf9738/PvrRj+JrX/taUTKrNX1uv1fyPA+Px6P7SPpK0SKzDUC1ZK9ZyOxugxCChYUF+Hw+nD59uqwieT030+1lOYnWmJhMJjEyMrJrueOl8MT4E/j72b/HWw++Ff/urn+HXmsvBEWAL+bDteA1TAWm8MrGK/j8xOcBADbOhrOeszjvPY9R7yh6rb0Qr18HGAbc4GBNcwlvJAGUJrP5vufc4cNge3uReOqniHrUhwRbe21klhMVJBSCgC+BjkM7S2rKQTgcxmD6vNjbO7B1awEURcFut8Nut+c0k/n9fiQSCbz00ksZ1VaWVYuxHWTWzoNERRCZgGIKr3sBSUGKEHQWKDMAAIvFgo2NjaqOLxscp55vUcg/VrlklqIotHNMS5nVMfYLmc0nbly5ciWzA5kNo9GIM2fO4Eq62bUQRkdH4XQ68alPfQr9/f245557kEgk8KUvfQkvv/wy/uqv/qqux7DXaJFZHaFFZndC8+g1mUy45557yl649KzM7lUDWCKRwNjYGLxeL4aGhnRzs/vZ2s/w97N/j3cOvhMfOfWRzLxYmsWgYxCDjkG8re9tAIDNxCZe2XwFL6+/jJc3XsazvmcBAF3mLvzRZQFtIM54CAAAIABJREFUvV5EKQE2VJ+WlSGzZdhNbf87UhQF48+9AdGvfwOhB0ZB0TQszsrKFXLGT8mgRAVxRbULq4bMSpKEeDyeqS23edpx87WXQBQFVNb3SWsmczqd8Pv9OHPmDAKBADY3NxEMvQIAWF0V4PGEM36ZtIMHCEAiAihn4XPuEwvbcmmwWq2Yn5+v+Pi2g+e1MoP8iWKVED1v2mu22bBfSF4pNCLOdi+RfV2urKzA4/HkbSA/cOAAXnjhhUxpQj64XC5873vfw/ve9z782q/9WubnNpsN3/72t/HLv/zL9T+APUSLzDYI1RCWFpnNRSAQwNWrV6tKoNIzmd2LMoONjQ1MT0/j2LFjmRhVPYAQgi9MfAG91l588MQHS5IMj8mDN/e+GW/ufTMAYCm6hMvrl3F59RIsN5/GC4PAk99/K465j2HUO4p7Ou7B3a67wdLlL3XhzRQMFhYGc3XLo/GeexD9ylcRmp2B1e0BXUO3tVaPKnAUAr5EVWNoW/ea/ZWtrR2KJCEeDuYl2hrZY1k2k3S0sMBhY9MCs9mN5eVlhMNhmEwmtItWmAHIQQF0ETJbLDBBg9VqhSiKRW/Q5YCmjWAYK0RxM+/rlZBZD8dgJlFeTbCecCcps83kZlAI+e4H8Xi8oBOSVt8ej8eLflesVitOnDiBt7/97bhw4QL8fj8+//nP493vfje++93v4k1velN9DkAHaJFZHaFFZlUQQjA3N4fNzU2cO3cOJpOp4jH0TGZ3swGMEIKZmRmEQiGMjIzozpPx0tolzIRm8LFzH4OBqVxN7bH2oMfag1+yPQhf7CmMXvh1JIdsuLx2GX937e/wt9f+FlbOivPtajnChc4L8JqLN2RF/SlYi/jLloLh9GnAYEDEtwJbX1/V4wC3ySzjNGQU40qhkVlNmbWm3RUim5tlq8aCsAqDoTNjBk8IQSKRQOCmupU/8+o1kLilYDOZFpjQXaLMAFDthNzu6tVsQC01EMTaygwAwMsxeDHcfGvynaLM7pfjFARhB3E1m80ZS73tSCaTmfcUwvj4OC5cuIDHH38cH/jABzI//43f+A2cOHEC73//+zE7O7svHgaAFpnVFfTQGFQuNEJW74UklUphbGwMDocDIyMjVY+vZzK7W3PTzqXL5cLw8LAulZp/mvsnOHkn3tRTm0Igpren+04/hPcfO4/3H3s/wkIYL62/hEtrl3Bp/RKeXnkaFCiMeEfwywO/jIe7H857TqKBVMW2XNmgDAYYTp1CNO6HpwZbLuA2meXbjVidqa45SmsEyVZmASC6tQEcvmvH+/ORvZSwlmvLRVEwm80wHelFGAEMeHsh9JgRCAQwNTUFURThcDjgdrvhdDrhEyRwFOAuEj6gOcDEYrE6kNm2ospsueuKh2URlhWkFAWGJiJNiqLo8vteb+wXMhuLxXYQ0+7ubly9ehWpVGoH0V1eXobH4ykqTjz++ONIJpN45zvfmfNzs9mMt73tbfjc5z6HmzdvZmrpmx0tMtsg6NEYv57QCFk9FxJtK/zo0aMZn8xqoWcyuxvXht/vx9TUVMXncje3JwVZwMWVi3ik5xHwTG2KsbSwCADgspRQO2/HIz2P4JGeR9QmwsgCfrz0Y/xg4Qf42KWP4ZjrGP743B9j0HF7MScKQSwooPd4eaUYhf6O7OlTSF15GlZ7bU4RJCwCNAVzhwmJV/0QkjJ4Y2VKiqbMamTRllFmy2+2EoRVWCxDO35OcTRgZECiUsFmssXFRUwSMzw0j2AgkJNMlo1sZbZWcJwHsdhk3tcqucbb+dtesz2G5iFNlRD2ZsZ+IbPxeHwHmR0ZGcEPf/hDXL58GQ8+eDsiO5lM4rXXXsNDDz1UdMzl5WUAyLvbK0lSzv/vBzT/VdDCnqCewQlah/3CwgLOnz9fM5EF9E1mGzk3rUTjxo0bGB4eruhc7vYD2JW1K4hJMTzc/XDNY0mLi6BMJtAFjpeiKPTb+/G+Y+/DP/zCP+BPhv8Eq/FV/M7Tv4OLvouZ9yWjEhSJwOoqTa6LESKpXyXVhlh1da4alIgIysbC4VVLbSKblZcahMNhWCyWjCczy/Mw2R2IbJVHZhUlBUny73Ay0EDbOCiRXOcQrZlscHAQw8PDSFls6OSYHclk4XA4c81pZLseZJbn2iGKGzVfz94mDU7YLySvHOwHBToej+9w6XnXu94FiqLwmc98JufnX/ziFxGPx/Ge97wn87PZ2Vlcu3Yt533Hjh0DAHzpS1/K+XkwGMR3v/vdzPdzv6ClzLZQFeplL6V12Le3t9d1K1zPZLZRpFEQBIyPj8NisVRVorHbN4WX1l8CS7MYbh+ueSxpcRHswYNlHQNDMXhb39twj/ce/OcX/zP+y6X/gicefAKn2k4hGlS9Fy2u6mtmAUD0qqSa38zfUV8ulIgI2sZnbMLCG0m09VSW3655zGbD5mlHZCN/Pd525VIQ1gBgR2CCBtrKgUSK2+D5RBmjNhPuGugHcDuZbGlpCZFIBCaTCS6XCyzLlh3VWQwc54GiJKEoMTBMboBNRQ1g6QeArSYjs3dKA9h+QT5l9uTJk/i93/s9fO5zn8M73vEOPProo5kEsIcffjjHY/aNb3wjFhYWcu4rH/nIR/CVr3wFH/3oRzE+Po77778ffr8fX/ziF+Hz+fD5z3++YOhQM2L/HMk+QjMsRPUgi6urq5idnW1Ih71eUrbyoRFEOxQKYWJioirnBw2NqoMuhNc3Xscx9zEYGEPN5F5cXAR/990VfcZj8uDx+x/H+55+H/7blf+Gr/78VxELqDWqVmdtZQ9xQSXF7MKtmsYhERFMhwm2NgNAoaomsEgkskOht7a1Y3OhPBssjcwa+K68r1M2DnIRxVgmBGuChC7u9u1GSybLbibz+/3geR4LCwu4evUqXC4X3G53wY7uYtBSwARhEyZTLpmt5Bp3p5XZLam5yOydpMzuB+SrmQWAz3zmM+jv78df//Vf4wc/+AE8Hg8+9KEP4ROf+ETJv29fXx8uX76MT3ziE/jJT36Cb33rWzCZTDhz5gw+/elP4x3veEejDmdP0CKzDUK1ZFRT7fROZmtxXpBlGdevX0cqlWpYh72em+nqqcwSQrC4uAifz4ezZ88W7W7dzXmVQlJK4mrgKt59V+EEm3JBRBHyygrYt7yl4s86DA58/PzH8R+e+Q/4yvWv4AH/LwEALGWUGRRDLOAHAHBz1fumEkKgRESwh+1gOBpWJ49wFWUGkUgE/f39OT+ztbXj5iuXd3jN5sPt9K8CyqyNU4MTFAKK3rlubYgyZKBgYILWTGY2m+FyuUBRFHp6ejLWfNubycoJ+uAyXrObMJn6c16rZH3VGtZaymwLjUQikci7djMMg8ceewyPPfZY0c/fvHkz788HBwfx5S9/uR5T1D1aZFZnYFkWkiTpzkJpO6qtmY1GoxgfH0d3dzfuvvvuhi24ei4zqNfcJEnCxMQEOI7DyMhIzRYru0lmrwevQ1IknPKcqnksaXkZUJSc5q9KcKrtFB458Aj+YfYfcEx4BLyJKTs2ttD5igX84BgWlG8VSiQC2lZFcldKBkQFtE0lb7Z2Y8XKrCAIEEUxU4+qwebxQJFlxIIBWN1tOa/tLDMoTmYpG6cGJ8Qk9b+3wVeGx6wGq9WK9fX1nGYyWZYRDoczzWSEkIwFWKFmMp67TWZrgYGmYGPoplNmW2S2uZCvZraFytAiszqDnklYNqqpmV1eXsbCwgJOnDiRsQlqFPYyMrYU6kEaI5EIxsfH0d/fvyN7ey/nVS5uBG8AAI66jtb8e6Vb6lY+09tT9Ri/NfRb+MnyT7DgW4HTWV7TXDGyEA34Ybap17g4MwPD2bMVz0lrqtIIos1twMJyvKIxtjsZaLC61WOMBbZ2kNntSAlrYFkXaDp/Ihpt5TLzpYuQ2WIes5l5Wa2Ym5vL+RnDMBnyCqgPcVoy2ezsLFiWzZQkaMlkmUjbPF6zlRK9NpZpOmUW2B+NUcWg1523atAis7WjRWYbhGoXEoZhmsIuoxLSLUkSrl69CkDNi96NonM9PxTUOjftoeDUqVM7SEotKIdUUrd+BubqPwLJIIjZA9J5EqT7PIj7EFDBNT8bnIWFs6DT3Fnz9S77VOWQ7czfbV8OBh2DOO4+jvB4AgcO1tb8Bagk0ZK2wBJvVElmwyqZ1Qii1W1AKiZBTMngDOWp8JozwPbrxOJyp+cZ2PGZ7deAIPgKqrLAbbJdqAmsEmXWYrGUTAHLTiYDCjeTURQPQdipzFZKZj0cg60mWJPvNOynuuBCNbMtlI8WmdUZ6ml51UiUWzMbDocxMTGBvr4+HDhwYBdmpkLvZLYaVUGWZUxNTUFRlIY8FJSaF/Pcp8Be/AsQ3gKY24HYOqiXVKWQ2Lqg9D+U+R+sxZvQZkIzGHQM1kU9ktZWAZ4HXaPR/qO9b8NW3ArRUpn6mQ/xYAAHjp0E7bBDvHGjqjE0ckjbVbKo1fFGAym4Osu78WnOAAXJbNCf93Pb3QwMhsKqt0a2lWhhMmtJb9eXQrY9V7nBCYWayUBs8K1OIxrNbSarlMy6WQbzyeaLtN3v2E9kNh6P122H7U5Fi8zqDM0SaVuKLBJCcOvWLSwvL9ddQSwHel7kqnFaiMViGBsbQ09PD3p6ehqyhVhMmaXmnwZ78S8gn3wXpLf8OcCZAUUGtXUD1NJl0AvPgZ75EZjx/wEAUDxDUAYeBul/CErvfYDh9t+fEIKZ4AzedLA+ueDy6hrYjo6SjUylcKHtfvyrchM+LAI4XfU4iiwjHgzA6moD2z8AcWGhunG0MgPrbWUWAGJ+oWwyW6jMwGCxgmG5TKNaMQjCKmy2wvZplIUFqOLKbCfPlnXN1hppm91MFgp1gGVpdHXlNpMB6jprs9nKaiZr4xi8FNX/mpyN/bQFXwj7icwWagBroXy0yKzO0CxktpiCLIoiJiYmYDAYMDo6um+yn+uFSpXZ1dVVzM3N4fjx43A4akuUKoZiJJt99s9BHAch/cJfAGx6G55mQNqHQNqHoJz99wBRQK1NgL75DOj5Z8G8+mVQV54EoVmQAyNQBt4AZeAN2HIeQESM4JDjUF3mLa+ugqnSjiwbRkElfDfEqwB+sazP5Ps7xkNBEEJgcbnBHjyI5IsvVjUfEhFBmRlQrHrDtqa9b6OBVNljRKNRGAyGHaSNoiiYXa68ZDZbuZTlGGQ5CkOBwAQAoGgKlHVncIIGnyCVVWIA3Caz8Xjt6jjLuSGK/h3NZJOTkxl/63KaydpYBgFJgUwImH1eh9pM2E9ktlUzWztaZLZBqKVmthnIbKEGK00BGRwcRGcNNYz7GeUqs1oyWjKZxMjISFkqUq3zykfOqI1roFdehvTzf3qbyOYdgAbpPAW58xTkez8ESElVtZ1/BvT802Cf/STw7CexZvcAbWb0rs8AncuAyVvTvOXVVRhGR2saAwDi6RrVaWEKYSEMO1+8SbHQd1wjiBqZVf7pn6DEYqArvFkpETGjygKA0cqCYSlE/eWT2VgsVnBXxOJ0I16gzEDDbSeD4t9l2lY4OMEnSLi7TNVJU6fqQWY5zo1EYibnZwzDZMoSHA5HWc1kbRwDAiAoyWjjmuOWud+bv4D9RWZbymztaI5v5h2EZiGzDMNktuwAVc2Zn5/HxsZGzX6n+x3l1PNqypHX68XQ0NCu3JwK/Q76+vdBQEG++5cqG5A1gvQ/BLn/Icg/93EgtgH65rO4Nf33QGoG/T/7AgzPPQHOfQRi30OQBx6G3HOvWsJQJogkQd7cBFOHB6dESK2LjPJBTPgncKHzQlXj5JLZXgCq4wI/NFTROEpEBG2/3QRFURSsbgOigfLrN6PRaGEy63JjY34272vatSAIakoYxxd/4KBsHJQ8JDulEGxKckGP2e0wGo2gabo+KWCsqsxur5HN/nc5zWQwq7shm2LzkNk7AfuJzLaU2drR+mbqDM1CZrOV2VQqhfHxcdhstqpiVO80lHIN2NjYwPT0dEOS0UrNKx/JphcugnSeLNnUVRKWdijHfxULZAvUxCza3/PPkBZfAOaeAj/2NVCv/g0Iw0M+MAK57yFIfQ9D8R4DqMLXk7yxASgK2M7aywziaWUxZYhiYqsGMptWOy1OF5iDBwGocbuVklkSEUF35xJ7i8uAWAVlBpFIBH0F/HctLjduvnIlL9nTIIgqmeW54mSWtnKQFqI7fr4mlu9kAKjXoMlkqluZASHCjkjbYg1g+ZrJbq2qjggXxych24w1JZPtBu6EellAbYjdLyVs+eJsW6gMLTKrM2xXPPUKTV3c2trCtWvXcNddd2XUjRaKo9CNlBCCmZkZhEKhhiWjlZrXjhuhlAK1/DLk4ffW7fcsR5fhNXnBd52B3HUG4rn3Q0nFwK68BHbhGTA3n4HhuU/C8NwnoZg9kPsehNT3MOS+B0G2EWp5Vd0Gr4syGxbB8jQOunow4Z+ofpxQEDTDwGCxgvSof0NpsbJYWyIpIPGdIQRWN4/NWztJY94xCClRZuCCLIlIxaIwWvOHOoiC6tPK88W/25SVBZIyiKRkanyBymy5NJjN5vqUGbBqA5kobpVNZrOhNZMNdXUC/lvwHj6CHo7UlEy2G7hTAhP2mzK7203S+w0tMtsg1FIzm0xWHlm526BpGpubmwiFQhgeHobRmN9QvYXykEqlMDY2BpfLheHh4T25GeUjs9TWDVByCqTrXN1+z3J0GQes22zaOJNajtD/EPDwx0FF18AsPJcmt8+Cm/qfAADZMwS572FIA2+A3HsB8uoaANSlASweFmCyczjRdgL/svgvkIkMhiqu/ORvAAvBZHeAomlQRiOYjg5Ii4sVzYVEcz1mNVgcPIS4DElUwHLFb+TxeByEkCJlBmpYQizgzyGz2WRIENfBMPaCgQkaaEvaazYmgXLcfgirJDAhMy+LpW7KLACIoh9G4211uuLQBC4daSvJsLc5a0om2w3sJ5JXDPvpOBOJRKvMoEa0yKzO0AxlBolEAtevXwcAnD9/XtcqQDOoFH6/H1NTUzh69Cg8nvLSpxqBvGR2U/07k/ajdfs9vpgP5zvOF30PsXZAOv5vIR3/twBRQG9Mgb35NJiFZ8G99nfgX34SiqMPcf+9AACmDrsCibAIs53HkHMI35n7DlZiK+i19hZ8f6HrKhEOwuxwZv7NHjwIsUIyq0RVEpjdAAYA5jRRjIcE2D3FCaYWmFDoJmlJl7DEggG09eYvRRCFjZKqLJC25wKgxCTQechsZwW1pmazGVtbW2W/vxAyyqyUGwxR6ZpgZ2iwFODflgK2PZlMFEUEg8GizWS7gWZY8+qB/URmY7FYi8zWiBaZ1Rn0TmbX19dx48YN9PX1we/363rR1Eoh9FpXld00pwd1uxCZJRQD4h6sy+9QiILN5Ca8lTgYUDQU73EI3uPA6O8BYhzs3E/Av/xF4On/BYqzgeJr/xsnwiLaei3otauWYXOhuaJkthDioWBG9QQA9sABJJ55pqIxMsqsNXeJNqUDFCohszZb/hICi1NLAStMHAVxHVyJelngNpklsdwSKZ8gwcXSMJURmKDBbDYjkUjUTMq4tDIribmODZWOS1MU3CyDLan4usxxXMlmMrfbDZfLBbPZ3LC1cz+RvGKQZXnfHGcymdzz9b/ZsT+uBB1iv1lzKYqCqakpLC0tYWRkBC6XS7cJWxr0nAJGCMErr7wCQRAwMjKii4UsL5nduKZG1TL1qd8NpAKQiQyP6bYCXfENiTNDOvqLiP/Gd5GynwbLizD9+KM1zYsQgnhYhNnOYcA+AAoUZsP5O/1LIR4OwZzlB8x0dUIJBEAqKB8qqcyGS9fVF4qyvT2WE6CoHZG2OWUGwgb4Ek4GgNoABgAkmhv76hOkilRZQCWzkiRBEGpL3WLZtGIq1UZmAZRFZrdDayY7duwYRkdHcfjwYQDA3NwcLl++jKtXr8Ln8yGVKr+hrxzcScqsXoWKarBfiPleoaXM6gx6JLOxWAzj4+Po7OzM2EQpiqK7eW6HXslsKBRCLBbD4cOH0VFhref1tSje87cv4S6vFfcPuvHA4Tac6LaDoWu/eeULc6A2p0G8x2oeW8NGQm0oajfd3rquuvuaoiARF2hvJ7ir/wDx7l+B3P9wVUOJSRmyqMBk52FiTei2dFdFZhVFQTIcgimrzEBrTpNW18D159/O3w4SFQEKoMy5S3R2mUEpRKPRTBNTPtAsC5PVhngomH8ORIYoboHnKikz2KnM9hgqu81kByfU4hhA0xwYxg6xRmUWUOtmN8Xq17vsZLKenh4QQhCJRBrSTHanKLOKotQ90nsvcKe4TzQazX8l6BilLJjyQW9kdmVlBTdv3tyRPqVXopgNvc2REILFxUX4fD6YzeaKiSwA+EJJRJIS1iMpfPbpOTzx1BzsRhb3HXLj/kE3Lgy2oddlqmp+O65XQkCFl6Dc9daqxsuHzYRqc5RNZmuBvLUFrv84FEcQhhc+jXiVZFZTOrVt/EH7IObCcxWPk4yEQQjJrZlNk1l51Vc2mVViIigzC2rbQwpvZMAaaCRC5SmzFoulKLExOZxIhHPJrEb2VBIol/SYBaA6GBhokNhOZXbEWtmuQ3ZwQq3WdBznhiTmllFUQ2Y9LIOFZP1cZiiK2pFMVq9mMkVR7hhldj+R9jvhb9ZItMiszqAXMitJEqampqAoCkZHR3c8AReLs9UL9ERmJUnCxMQEOI7DyMgILl26VNU4mgL7qXccR3+bGT+b9+PijB/Pz27hX6+qnqB9bhPuH2zD/YfduLffDauxfI/PnPOV2AIlC4Ctu6q55kM+ZbYWyFtbMJw/D+Hcb8P41H8FvT4JxXu84nESaTJrTpPZAfsAnl99HpIigaXzn798D6uaymm2ZymzXV3qXNM2YuWARKUdJQYazHYe8XB5ymypphKT3YFEOJT3tdses+X9rWgLl0NmY7KCsKyUHZigoa4pYKy7LmUGbRwDf4VlBpWgns1khJB9RfIKYb+R2RZqQ4vM6gx6IImRSATj4+M4ePAgDhw4kHfhLBRnqyfohcxq57O/vx/d3bURQzZNZiWFwG3h8eiJTjx6QjV4n9uM4/nZLTw/68c/vu7DN64sgaEpnO6x4/7BNjww2IYT3TawBZpxtpMzKuwDABB7V01zzoZGZtuMbSXeWRoklQIJh8F42iDe/SswPPOnYK9/T20UqxCJNDk0pa2weqw9kImM1fgqeqw9FYyjktmcMoP2doCmIfkqILMxEbQl//JsdnBllxlk76bkH8sJ35ov72uax2w5yiyges1mlxlU4zEL3Caz9UgBYzk3Eolchb3amtm4QhCXFZgraGarFqWaycxmc4b8bm8mu1NI3n45TlEU90W5xF6jdQYbiGrKDPaSJBJCcOvWLSwvL+PUqVNFTZybYUtED2R2eXkZCwsLO86ndm1Ueh4zZFbOPS6KojDYbsFguwX//t6DECQFry2F8PzMFi7O+vG5p+fw2afmYDOyuG/ApSq3g270us05Y+SQ2cgKAIDUWZl1GVzgmFzVsZpzIftVxY1pawNMLsg994Kd+VcID/5xxfNKpBuXMmTWohLYpdhSRWQ2HlJVzuwGMIplwbS3Q14rn8wqUQlse/5yEbOdx9pcpOQY0WgUBw4cKPoeTZnNPv/af1ejzMrricy/q/GYBaBGyKJeyqwLkTopswDgl+RdIbPbsT2ZLB6PIxAIYG5uDvF4HDabLaPc3ikNYPvFzaAVZVsftMiszrBXi5AoipicnATLshgdHd0XXaJ7SWZlWS5apqFt6Vd6nlnmtjJbDDxLY7TfhdF+F37/54FAXMCLc4G0cruFH06pqtvBdEnCA4NudDEKeD5rXI3M2osTokqwmdisa4kBANBtqsorDfwcjM/8X6CiazuSwkohGRVBMxQ4o/r30AjscnQZqGCoRLrMwGTPVUSZrs6ylVlCiKrMWosos2ERRCE7amo1iKKIZDJZMlXIZHdAFkWIiQT4bY1iqjJLg+PKU9EpCwslq8ygWmWWYRgYjca6BSdIUhCESKCotH1YNWSWTQcniDJ6DHub9EVRFCwWCywWS04zmd/vx9WrV5FMJsEwDDY2NnSVTFZv7Bc3g1gs1oqyrQNaZLYFBINBTE5O4tChQ+jqqt+W8l5jr8hsLBbD2NgYenp60NPTU7BMo5ouVjatRJQis9vhMvN49EQHHj3RofrbbsXx/MwWnp/z47uv+/DNK0ugKeBurwmP3J3ChUE3hkMrIDQLmOsX5LCR2Mix5aoFyqbaTMakyax8YFT99/JlSEd/saKxkjEJRiub+Vu5DW6YGBOWYksVjRMPB8EZTeAMuU1PbGcXUmOvlzUGSciAstOWS4PZwYMoBMmYlFGSt0Pboi9FZs1p0h0Ph3aQWdVjtg1UiRQ0DZQlN9LWJ0igAHgrtOYC6pcCphFxUQqC59TrrhZltlJ7rt1AdjNZf38/NjY2sLa2hnA4rKtksnpjv5QZJBKJFpmtA1pk9g4GIQQ3b97E2toazp49u+++UHtBZldXVzE3N7fD/WE7djRblQmtzECukMxu/92HPBYc8ljwv6VLEl5fCuF/vTqPl5fj+Nwzc/js03P4S+OreIBx4Z9e9uH+QTcOumu/PjYTm7jLeVfOzwghVRF7TZnVyKziPQHCmsAsX6mczEZFGLPII0VROGA9gKVocTK7swEs12NWA9PZCflHPwKRZVAlyIQWmEAVqpm137bnKkRmS3nMatAU5EQ4BGen+iCbcTMo02NWw/ZIW58gwcsx4KqwjTObzXWpmdVSwCRxK0Nmgcp3wLKV2WaAxWLBwMAAAP0kk9Ub+4XMttK/6oMWmW0g9LxICIKA8fFxWCwWjI6O7otFYTt2k8wqioLr168jmUxiZGSk5NZetXPTygxEuX7ehDxLY6TfhU4mit8aJrB7uvDivB9Hf5rEWsyB//r9awCAXpcJ9w+6cf9gG+6/jzvKAAAgAElEQVQdcMFuqmz7khCCQCoAt9Gd+Vk0GsXY2BhkWYbdbs8kJPF86ZAGJaBu6dPu9HgMB6X9GOiNyYrmBQDJqATjNvLYY+nBfGS+4Gfyfb8ToSBMWU4GGpgOLyDLUAIBMCUiizVHALqgMptOAQuLKFQAoKmapW6SmoXYdnsuQFVmDYby64W3R9r6BKliJ4PMvMxmrK2tVfXZbGgpYNu9ZiuFm71dM6t3bFee8zWT+f3+sprJ9Iz9QmYTiUSmTryF6tEiszpFI4v4t7a2cO3aNRw5cgRebwWxonmg52aD3SKziUQCY2Nj8Hq9mVCJUqimORC4bc0lNeC4NLXYaebw1uMd4K6IIN6D+Jc33ocXZv24OLuF742t4lsvLYOmgNM9joy37ekD9oIuCRpiYgwykeE0qARqbW0Ns7OzuPvuu2E0GhGNRuH3+7G8vKzOw+nMmMjnu2kpwSAoqxVUVj2y7D0G7tp3AUKACq7LVFSEoz23NKDD3IGfrf2soms8Hg6hrWdnBK5GYOXNzZJkVimlzJYRnKAps+VYc2nz1qBdl4KwAZvtXNHPZ2N7pK1PkDBkri45zmw216dmNq3MbrfnqhQmhoaZpnRZZrAdpUiewWBAV1cXurq6SjaT1RJa0WjIsrwvSiZaymx90CKzOoTmNVtvuw5CCGZmZhAIBDA8PFxzhKpGFvW6oOwGmd3Y2MD09DSOHTtWkcF7tXPj6lBmUAg0TUOSbjfwUAk/iPsQBjwWDHgseM89vRBltSTh+VnV2/YLz8zjc0/Pw2pgcO+AO+OScNBt2kEAg4Kq/tl5O6anpxGJRDAyMgKKoiBJEhwOBxwOBwYGBiBJUs7WKMdxcLvdcLvdsFgsoCgKcjAI2pmrgirtx0G9/lVQ4SUQx05SWQjJqFozm41OcyeSchJhIQyHobjFlYZ4KICeYyd3/JxJq2Jyus63GLRI2ELKrDbPZKSwiX88HgdFUSUVH4PVBoqmM41rtyFClkNlOxlkz5fEJBBC4BMl/BxfXWmK2WyGIAgQRbGmBiZNmZVqVGYBVZ31N0GZQSWKZalmMlEU4XQ64XK5dNdMtl+U2Xg8vu9K/PYCLTKrQzSCzCaTSYyNjcHlcmUIRK3Q5nknkllCCG7cuIFwOIyRkZGytsWzUa0yq6mfUh3LDDTsmFPCD2Jy57yHY2ic73PhfJ8L//GRQYQSIn4278fzM6py++NrqktCT6YkwY17B9xwmDgEUyph2ry1CfoAjXPnzqmkNI8VHcuy8Hg88KRVzGQyCb/fj5s3byIWi8Fms8Gxvg7GZsv5nNKm1uPS/huQyySzoiBDEpWcmlkA8JrUXYu1xFpZZFZKpSAmEjnpXxrotrQyu1GazCoxEeBogM9/o6YZGgYzi0S0MJnV1J5S33OapmG02XcEJxASAFC+xyyQVWYQFRGUFSQVUlOZAaDuetRCoBjGBopiIYqBqsfQ4OaYplBma9kt295MJssyQqEQAoGA7prJ9hOZbSmztaNFZhuIaheUeqeAra+v48aNGxgaGkJbW+1m9Rr04ONaDI3y7E2lUpkHg+Hh4ar+ztWeOyYrNKHeyGlKk0VQqQhgKq42O0wc3nKsA285prokLPoTuJgObvj++Cr+R7ok4dQBBw50zAAA+jsO4fDhwxXNzWg0oru7G93d3Rn1KBQMImmx4MqVK5mSBJdDjYulA/OQB8obO5VWQrcrsx0m1ZNrLb62o2lNQzb5T0TCAHbacgEA40k3qZWpzNIWtuh1ZbSySEakgq9XYvdjtjsy/riA1pCnkr9KlNlMpG1cqtqWS4OmKCcSCdjt9qrGANRrmmWdkKTayWwby2BNLHzO9QJFUeomhDAMk9kRAfTXTKbXErdKkEgkWmS2DmiRWR2iXmRWURRMT08jFotVpR6Wgh7SyoqBpmmIYv3y1AHA7/djamoKR48ezaiG1aBqZbZAaEI9kDOnpHrzJyXI7PbP97WZ0ddmxntG1ZKEseUwnp/Zwk+nfPjhjVswHgD+4HvruPfV13H/ITfuP9yGHkflqrbdbkcskYDl2N3oP3cOwWAQfr8fc4EAHmLMiC2+jtSRCKxWa8kbXjKtcG5XZjvMKpldT6wXnEc2NDJr3KYWA2pwAu1yQd7cKHl8SlQsaMulwWjjSiqzpZwMNOSLtFWqUGYBgDazOWS20sCEzJyyyGytYFkXxDqQWTfL4Go8VfM4jUYj+xj2azPZXiIWi9V0L2lBRYvM6hD1ILPxeBxjY2Po6OjA0aNHG7Ko6D3Stp7KMSEE8/Pz2NjYqGu9caXgmOp8ZstBNpmlEumb/7Yyg0rAMTTO9thhjCzj4TYbrlCd+KurwFuGDuHyXBQ/SZckHHAacW+/ExcOuXBPvxOOMl0SlGAQtMMJhmHQ1taW2XUg1wdhjK3gxuIiotEorFZrRl3K19CSLKDMugwucDSH1UR5YQdJTZm15S9JYDweyJtbJcchMRG0p/j1ZbJy2FoubF0Vi8XKbu402R0I+JZz55BRZisjs5SZBYnLNSuz2WUGtUJVZne6NVSKNo6BX5J13fQK7O72+35pJttLtMoM6oMWmW0g9qrMwOfzZbxOnc6d9Xv1QjMos/WYX7aN2cjISF1uFLW7GTS4ZjZRuTK7HclkEq+//jo6Oztx8OBBPD/+PGiKxv/9i+dAUzQW/XFcnPHj4swm/nVqA99+bRU0BZzosuHeARcuHHLh1AFbhsBngySTIMnkjgYwAIBrAKa113H8+HEQQjIuCVevXs00mmkWYAzDZBROoyWXRNMUjXZTO9bj+ZXZHcebIbP5t8VpjwfyRmlllkQl0H2llFm2YAOYoigV3SDNDmdOpC0hBETxg6aNYJidKnMxUGYWSliET5DAUbf9WStFPZVZjnUinrhR8zhuloFIgKiswFblce0G9qqWtFQzmfbd02Mz2V6i1QBWH7TIrA5RLZnVIlQlScLo6GjDF4s7QZkNhUKYmJjA4cOH0dFRWURqMVTtM5spM2i0Mpvu/q5SmdXs37JdHoKpIBy8AzSl3mgPus1496gZ7xruQiIl4OpqFC/MBfDCXBD//YVF/PXzizDzDN57bw8+8GBfzvhyusYzH5klti5QM/8KpMmZzWaDzWZDX19fpqFFayajaRqxJVUF5S07CUqHqQNricJ+pzk1s9EIgPxlBgDAtHsgzswUHAsAiKSAJGVQBaJsNZisHMSUAklUwHK5xCWZTIIQUjaZNdkdUCQJQjwGg0UtTVCIHxzXXvEDOWViQVYT8AkSOjgWdJUP9EajERRF1UeZ5VyQIvVRZgHAL+mbzOpFOW6mZrK9RKtmtj5okVkdohoyG41GMT4+XjRCtd5ohgawaudHCMHi4iJ8Pl9D0tFqrZlthDVXPZRZLVVufX19RzlGSAhlPGa3g6UpnOlx4EyPAx98CAgnJVy5GcRnnprHT6e3dpBZJaiSWca5c0tfsXWDklOqtZg5t+Fxe0OLIAh4cXoWNAu8+trLsFgsGdXWZDLBY/TgauBq3jlv/44lI2HQLAvOmN8Oi/F4oPj9RVPAMoEJltI1s4Ba72t15W7faslZlSizgJoCZrBY08psALyxcg9qyqLWzK4IUtX1soB6bo1GY528Zp2QpBAIkcuO5s2H7OCEPuhXVdRrl389m8mqWTv1ipYyWx+0yKwOUYniSQjB8vIyFhcXcfLkSdgKqEKNQL1dF+qNasmsJEmYmJgAx3EYGRlpiGJQ7dxomgJNAWKDQhMyymxK3TJHmf6qwO3zxvN83nIMTZktB3YjizcOefCPY2vwhZI7XleC6fSvvMpst3oMkZUdZHY7eJ4HQwww20WMjp5ELBaD3+/H9PQ0UqkU6ASNrcQWJEkq2SGeCIdhstkL3oQZT3vJFLBSgQkaTOkGsWSkdjJrTJdFxMMhOLsOqPMgfnBcX7GP5QVtZgGZYDUl4ryttlQjk8lUtwYwgECSQhnf2WrQLJG2elFmS6GWZrJmOcZy0KqZrQ9aZLaBqPbLxrJsWSRRkiRMTk6CYRiMjo7WPWShFPajMhuJRDA+Po7+/n50d3c3aGbVK7OA6jXbcJ/ZlJogBb68RVaLpS123kKpEHqs5cejAgBNAfn+gkqoMJlV0mSWjqxA6dgZYLAdyagIY9oKy2q1wmq14uDBg1AUBa+PvY7kVhKXXrkEE2vKUY52jhOG0Vr4YVKz5yqWAkbiqjJbiswaberriehOq6hKyaxW45tMl0kQQqAogYqbvwCAMjGQAayJctXNXxrMZnOdambV3QVJCtZEZt1cc0Ta6lWZLYVKmskYhmnKY8yHVplBfdAiszpEOZZSoVAIk5OTDSddxbDflNnl5WUsLCzg1KlTZdsaVYtaHgRYmmpYAliGzAoREM4M0KVVaS2W9sSJE0U9QYOpII63Ha9oTgxNQclzrBll1rFT6c1WZstBKi7tsOUC1PPR41LJd9+xPnh5LwKBAFZWVhCJREAIUcMbHA5VRYyE83rMZsZLuy0o/sI2UbfLDEqQ2SxldjsqVmbTBFwjs7IcASCA48v3mNVAmVn4DRQkoOrABA0mkwl+f+3JXSyrPvCIUgDGGran3axKnvQenLAfVMtSzWSCIECWZWxsbDR9M1lLma0PWmRWh2BZNnND2g5CCBYWFrC6uorTp0/v6ZdgvyizWuOcoii7pnDnBBRUCJamGm/NJcQAvjih11LQtFjaUjeUiBiBna/MAJ+mKMh5CIiskdk85JmY20BornwyG5Pg8ObfEncbVSVvK7mFHmsPOjo60NGhBkTMzs4ilUrhxo0bSCaTiPi3YHA4C0awMulGODlQmKApmjJrLq/MIJ/XbCwWA8/zZd/gM2Q27cYgyWqwQ1XKrJnFqlElUrXUzAJ1LDPgVDIribU1gRloGhaa0n2kbbMqs8WwvZksFovh2rVrCIfDTd9MFo/HGy6e3AlokdkGotqn40IkTLOIMpvNGB0d3fMFi2EYpFL6NREvh8zGYjGMjY3tauOcNrdqywyYBpLZzPlKRUAMhbfMBUHA2NgYnE5nJpa2GARZQEpOwcrtXLSLlVzQFJDvJSUYAmW3g8r34EHRILYu0BFf0TlpSMUlGAoooW1GVU3dSuX6w1IUBYPBAIvFgq6uLiiKgokvfwEUZ8DY2BgAZLZE7XY7aJoGnSazJZVZjgbFF78ZMxwNzsgUVGYrechlOA6c0ZRRZiUxTWarUGZpM4s1o7ou1VpmoJHZWpXG22UGgZrHamuCSFtFUZpemS0HRqMRg4ODAPSXTFYJEolExoquherRIrM6RL7tey156siRI2WboTcaza7Mrq6uZvx4HXm2qxuJWmzNWIZqfAKYEC2ozGp2ZZVci1FRrcHNR2a1350PdIGSCiUUyutkkHnd1gWqDDIrSwrElAKDKf9S6Daoyqw/WXy7W5ElSKkUOnt6cXZ4GKIoIhAIYHV1FdPT0zAajXC7XADPQQ4UIbNxqaQqq8FoZQsqs5V2RxttNiQjaTKbVma5GpXZepBZQgiSyWRNN3utzKAeZNbNMrqvmSWE7LnQ0WhsV5+bOZlMUZSmUpL1ihaZbTCqafTJJrPadubW1hbOnTunqye4Zg1NUBQF169fRzKZLGt7vBGopQGMo+nGlxmkInnJ7NLSEm7dulWxXZlGZm18ZW4bNAUoec6Tmv5VmMwSsxfMxmTJ8YWE+j3jCyizDoMDDMVgK1k8uUsjgprHLMdx8Hq98Hq9IIQgkUjA7/dDttqwfmMavqmpjE1R9vVH4lLJelkNJhuHZCR/A5h2Uy8XRqvtds2spB4rz1cRscnTWDPTMBHAnifsohJkp4DVsu7RtAE0bYYoBetCZleEnedcT9iPZQbbUeoYmyWZbD9ZjO01WmRWh9DIbDKZxPj4OJxOZ92Sp+qJZgxNSCQSGBsbg9frxdDQ0J49oeu1zCBbmSWO3sxriqLkBHJUqiSUUmYLgaYo5DtUJRIG4y5su0XMbaASpaNjU+kaVYM5//EwFAOXwVVSmS2W/kVRFMxmM8xmM9Y6vDDTDPju7oxypNX7ud1usDERtI0vOW9AbQILre2sKa2mocRksyMWVBVjSdoERVlB05VHNlMUhXULg065+jKrzJzqmQLGuSDVgcy2cQwm4/otrQL2RwNYKciyXPb9sJJkMpfLteuuQNocW6gNLTKrQzAMg0QigZdffhlDQ0OZzHm9Qe9lBtvVz42NDUxPT+ekUu0VamoAY6jGJ4AJEZC0Ldf2WNpqFt6IoKp+Nq4yZZahCrgZhCPg+voLfo6YPaCSIUAWAKYwOUzFNDJbeCl0G9zwp/KTWe18JdJk1mgrXq7CuNyQAwE4HA44HA4MDAxAkiQEAgGsr6+jLZhAkk/Cf+sW3G530S1Ro4XFeixXJRRFEalUqmIya7TasLW0CEAtM6Dp6i2sVo00OoWqP56BRmbrFpwg1q/MQM+E8U5RZqvdmi+WTLawsACKouB0OpuymexORovM6gyKomB+fh7xeBwPPPDAnm6BlILerbm0m43WdR8OhzEyMgKeL0/5aiRqt+ZqcM1sKgbwtryxtNXg/2fvTUMjS+/r4fPcpfZFqtLaknoZ98y0u2d6PNMjvck/NnZweDEGh3gIMbETQmKczbEJ7iSEEDvgD/5ggmcwhoAdBwLzdwzBIRAmhMQQYyd5nZ611e3epW6ptS8lqZZbdbfneT/cRVVSLXcr6aq6DhgzWqqfW7p177nnOb9zbGW2Q0LC4TWhqTLLyiWQNgUhLGFskZNqASw11vLnbGW2zdZ+PpZvajOoJzP7ymx7ss4NDkKdn2/4miAIGB4extDQEIrqdUTHcihyXMOWqGVJqD93o0kBsqSBUQZiNsNZxM81mU1nUCsVwRiDrm37IrPrUYKni/7PzyCVWUEYgBoAmc0LPFQGlHSKTEgrbcNMtINCkIS9VTPZ5uamPUxmtQIGPUzmRmHuoz36ZLbLcOONlCQJN27cwNDQEOLxeKiJLBB+ZRYwLnpvvfUWBgcHceXKldBc5H2VJnAE6hHkzO5WdTx48OBQLa0XeLUZ8Bw55JlljIGWyuDSrV/Lav4i0rYzMttOmY3lMFeca7vOfWW2ffQYNzgIfacFqarpAAUi2RgmJkYwMTHRsCV68+ZNUEoxMDBgENs4D8YApabb63ebMWshlkpDV1VoigxN34IovODq9y0olGGbB0alsJHZQVSr8/6VWbM4YVvT+2T2GNFN9fkoh8mq1Wq/yjYg9MlsSLC2toa5uTlbAVtfXz/uJXVE2JXZQqEASZJw4cIFDLVoXDou+FJmu9QABhg3Qq1WQVRXIKN5La0XeLUZEIJDObNMkgBKwbVp22Jxi8xutX19JzaDfNRQZimj4Ejz96JWKoLjeUTi7W9MfG4QkGUwSQI5QDibZcwe3BLVNM2OIFrd3AMAPHywiMmnRpBMJm0y6yXNAACqxV3o+g6iEW/WpnVVAyPASNn/dUEURQiCEFgLWFBpBgBQUHWc8/d811X0yWxwaDVMNjc3h2q1au+cDA4OuhagvCSP9NEcfTJ7zNB1HXfu3IGiKJiZmTlRTSZhVWYZY3j48CE2NzeRSCRCR2QB/8pstxrANE3Du//7E3wQwMjkU9ADumFU1AoICBKiuws332QAjJrJAVymNZmlls2gE5mVNHA8gRBpfZyDsUHoTEdZLbcsfaiWSoilOm9B2lmzOzvgDpBZJ1W2giBgaGgIQ0NDSNI9rPzvPVCF4NGjR6hUKnZjltvrSDxlHFd57zEA6tlmYE36j5V0MI2CCP7On8CKE4QBUFqDrlcDU2b7OD4cly846GGyfvtXcOiT2S6j3YWzXC7jxo0bmJiYwNTU1Il7mg6jMmsVSySTSUxPT+OnP/3pcS+pKfx6ZrUuPERsbm6iXC7j5y+eBf4HYJHgFIOyWkZCTLRUNluBa1Jna5HZ9p7ZfZtBO1iFCe0+exaBLSrFQ2TWeiCplYsdLQYAwA0aJFEvFCBMTja+llVl6zBn1vL5phODmLp4Dowx/OhHPwIAPHr0CHNzc7YlYWBgoO0gi63MVpYAADzvTZldM8nsaI0ambkZf/70RCIRUAuYVZyw69szCwAFLXwP8U8SKKXHkjpwEH6HySRJ6iuzAeH4z4YnEIwxLC8vY3FxsWOffZgRNmXWCvM/f/48RkdHj3s5beFHmeU5AiXA0oT6AblkMol0zLwsCMHto5aUUluLQcvShCY5s8xSZttVQEYzRqVtB2VWkbS2FgMAGIgYofu7yi4msU9ADw6ANYvlOgg+Zymzh6tVacVSZp2pqhaZlSuqvR5VVZFIJPDSSy9B13Xs7u6iUChgfn7eHmTJ5XJIpVIN64+ZymxNWgYEeFZmVy1ltsbAqjrg89IWlDIrmsUJqroDQrxn1g6aZHY75JW2vQ5d10OZMtBumOzBgwcQRRG5XA5bW1t44YUX+mQ2QPTH6I4Ymqbhxo0bKBQKmJmZaUtkwx6o7CcrNUgwxrCwsIDbt2/jxRdfPERkw7DGgwiLZ1ZRFLz99tsghOCll14yvqia5CFAMltWy66Hv4BWNgNjmIxr9xBIiKOsWVnSO5LZbMSI29qT91r+TLVUcqjMGmRWLxyO+rJtBi0ybw8iZq67VhfPVV9ly/M88vk8nn76aUxPT+PixYuIRCJYXFzEtWvXcPPmTaysrKBWq9nKrCxvmL/rTZldVTRkCUGM7h+PH8Tj8YCiuUxlVvenzEY5gjTPhboFLIzXu6BxUuLHrGGyZ599FjMzM7h48SJEUcQ3vvENXLlyBX/5l3+JR48e4d69ew1/N0opXn31VVy4cAGxWAxTU1O4evWq7Yl3gkKhgD/5kz/B+fPnEYvFMDw8jF/8xV/ET37yk24c6rGjr8weIYrFIm7evIkzZ85gYmKi7c9aRPGkWQ+OGpqm4ebNmxBFEdPT04ee1i3SGLaneD85s2JApQkta2k1g8wyMbi2ubJadt3+BTSvs6VmckC7ATDAiOfiOtkMKhoyw+2HNrJRk8wqrcmsU2WWGzAUQrp3+LVYRQOJ8SAOm7OEKAeOJ/YQG9Deg3dwkMXy2FqefcJxqNZWISY5cJy3eucVRcMp0bit0IDIbFBpBoBlM2h/7e2Ek1Bp2+s4KWT2IKLRKE6dOoX/+3//Lyil+Lu/+zv827/9G/78z//cTo756Ec/ih/96Ef47ne/i09+8pO4evUqbt++jW9+85t499138cMf/rDjsS8sLOAjH/kIyuUyPvvZz+KZZ57B3t4eZmdnsby8fERHe7Tok9kuw9pOXlxcxMrKCi5fvoxUu+1REzzPQ9O0UGSihhWlUgk3btzA2bNncerUqaY/E1Yye9wNYG1rabWa8f9CcGS2pJYwEh/p/IMHwOGw0mQrs22iuQCAxXMOlFkNkUT7AYx6m0Ez6JoGpSrZ6mY7cLEYEI02J7OS1nb46yAIIXbWrIVyueyoZIUQglQqhVQqhdOnTxuDqP+QgqZvQWAZrK6uA+CQy+VcZWuuKRrGI4J9PH6RSCSgqio0TfPlkRRE42+o+/TMAoZvthBim8GTIICcVDJbD47jMDAwgA9+8IP48pe/DF3X8c477+B73/sevvvd7+KVV17BD37wA/vnz507hy9+8Yv4/ve/j09/+tNtX/s3fuM3oGkaZmdnMT4+3u1DCQVO9tlwAqAoCt59911UKhXMzMw4IrKAQWbD5EcNG5aXl3Hjxg1cvny5JZEFwufrteCHzBoNYN6OiVKKn/3sZ9je3sbMzExTvxaxbAZBKrOKN5sBxxEcdFSwsjkA1uGzxKJZowWs1fcZswfA2iEhJMATHkW52PT7csUg17GkM+WZz2abklkqaQ2xXE4QSwq2MmvFBnmZjuZ5HolMFkJEQjQ6gtHRUcRiMSwtLeHatWu4ceMGlpeXO6qkq4qG8Zjh+WVV/4QvqKxZgU8D4HzbDAAgJ4bXZvAkWAyA3ikbqP+88jyP6elp+7//+I//uOFnP/e5zyGRSOD1119v+5o//vGP8V//9V/4sz/7M4yPj0NV1UCsOmHHyT8bQo7d3V2cOnUKFy9edKUOWjFJfTRC13XcvHnTJmOdHg7CSmZ91dl6jOaq1Wp48803kUqlcPny5dbno63MBueZrWgVJMXWJKvVTdgstmoYAqPFEkgyCdLh88RiWaANmdVkCqqzjp5ZQggGIgNNlVnGGGomuY46fFDlspnWNgOXZDaaFGzPbK1WA6XUc9RPLJ0GhAp4fgiCIGBsbAwXL17EzMwMnnrqKVBKce/ePVy7dg13797F5uZmwzVK0in2dIpTUQGIcmDVYGwGgH8ySwgPQchC1/YCUWbDGs31pFjTwrjb5gXNHj7ffPNNcByHmZmZhq/HYjF84AMfwJtvvtn2Nf/1X/8VAHD69Gl84hOfQDweRzKZxDPPPNORCJ9k9G0GXcbo6ChUVXX9eydJmT2qC2ilUsHs7CwmJycxOTnp6N8MK5n1pcxynGubgataWlOZZQGS2apWRUJoPbXbOs3A+DpldcS2VALnYEufxQZA5D2AMaN94QDkaufCBAuZaOaQZ9ayENnKbAcPrwWuhTLLJBXcaXdENJoQsLNq/L28tn9ZiKUy4CISeC7X8Peoz9acmpoCpRR7e3soFAp2/FAul0PRTEQYjwjg4kKgymxQQ2Cavoso71OZFXjsaDooY/b5GRb0wva7E/TKcUqSdMgGsLKygqGhoaYFDBMTE/if//kfKIrS0oJ49+5dAIaS+/TTT+Pv//7vIcsyvvGNb+A3f/M3oaoqfvu3fzv4gzlm9MlsSBHGDNdmsG7o3Saza2trmJ+fx6VLl5DNOh9OCSuZ9aXM8gSqwzQDxhgePXqEjY0N57W0WrA2A41qkHW5JZltd+7wJoOldWyWlksd/bKAocwSqgGqBEQOEzwn7V8WBiIDLQfAamWDzEaTDpXZTBbqw4eNa6UMTNI9KbPWcfgls9FUDHxE65hkwHGcHTZPoIYAACAASURBVAoPGPFDhUIB/9/aJgAR1aVFqDwDK8ue1lGPICttRWEAagDK7KDIQ2NAUacYCFml7ZOkzPYKmT34eZUkqWWTmHX9liSpJZktmdGF6XQa//mf/2n/3Cc/+Uk89dRT+Iu/+Av81m/9Vk+8f/XoraPpIZwUMtvtdVJKcfv2bayurmJ6etoVkQXCS2b9rIt3aDPQNA3Xr19HtVrF9PS0MyILgAQ8AFY1ybHb9i9gX1BtsBmUyiAOkgNgphCQWvPBLWtwygmZzUayLaO5ZNNm4EeZddL+1QyxpAilqoFS5rnK1kI0Y7zHHNdBuT8AURQxOjoKcczwrr90ZgosSlDbk3Dt2jXcuXMHGxsbnnaogiSzgjAAXQ/GZgAglL7ZXiF5ndArx9ksZzaRSECWmz8I1mo1+2dawfrM/Pqv/3oD4R0cHMQv//IvY21tzVZvewl9ZTakOClktptksVqtYnZ2FiMjI7hw4YKnm1BYyayf0gTRQQNYuVzG7Oxs26SHlgh4AEzSjC3idjaDVuDrbAYWWKkI3sExsZhFZvfAMofjmGwy64BAZiPZlmkGNXsAzKln1iCz9SqaRWY5h4UJFqJJAYwBSlX3rcxGUjoUAEx3nl5Qj1VFAwFwNpOGOpiCLlXw8suXUSwWUSgU8PjxYwDGTTWXyyGTyXQkJNYDmHUT9wNBHIQexABYXXHCU8E5cQJBX5k9WWimzJ46dQq3bt2CLMuHFNrl5WUMDQ21TTmaNJsFx8bGDn3PsjTs7Oz4XXrocPLPhpDD64XlpJDZbq1zc3MT77zzDp555hmcO3fO8/voZzu/m/Bzw+kUzbW+vo7Z2Vk899xz7oksAGg1MMIDvDti1QqSapDZuAel1/Ik1ivRtFTumDELGJ5ZACBycxKqmJ7OSLzzVnE2mkVRKR56ALEGwHhRhNBia/AguGwW0HWwugB0q8rWi80AMFrAKpUKBEHwHOcnxBUAAFW8KburqoZhkYfIEZA4D1rV7Pihp556CleuXLGjCdfW1vDWW29hdnYWjx8/RqVSafpwx3EcYrFYYMospUUA/ib+82JfmT1uMMZ64jir1eohlXV6ehqUUly7dq3h67VaDe+99x5efvnltq9pDY4tLS0d+p71tYZc8R7ByT8behQnhcwGrXwyxnDv3j0sLCxgenq687BSB4RVmfWDVg1g1nu3tLSE6elp7zXJahUQg5OcnCizLdMMzCtUo83A+QAY0NpmsE9mnSmzOtNRVsv216wHErlSdmwxAEwyC4Du7lsNqOSNzFotYHJFs1Uerw9KXMQgjFot4uk1VuT9jFkSFwCZgh146BJF0d5pmZmZwfnz58FxHObn5/Hmm2/i9u3bWF9fh6Io9u8EW2lLAfh7rVyIK20ppU+EMtsrkCTpUCLPpz71KRBC8NprrzV8/Tvf+Q4kScJnPvMZ+2tzc3O4c+dOw8/9yq/8CtLpNF5//XWUy/vXq9XVVfzzP/8znn76aZw/f74LR3O86NsMQgqe5z15zI4aQaYuyLKM2dlZDA4O4sqVK4FclMNSuRskmjWAKYqC2dlZZLNZvPTSS77eO6JVAy1McOKZdZJmAADMVDS5jBMyu28zaAalpoHjCXih83tlFSfsKXuHmsxq5bLj4S+gjszu7QGThv3Bq2fWUmZrFa2hytYLiFgBLRN4veysqRqeiRuqMDHVblbVQNpYJxKJBBKJBCYmJkApRalUQqFQwPLyMiilGBwchCiKAaUZ5Iw1sZKv1xkMsWe2VxTLJwXNPLPPP/88Pv/5z+Nb3/oWXnnlFXz84x+3G8A+/OEPNxQmfPSjH8XCwkLDPW5wcBB//dd/jd/7vd/Dz/3cz+F3fud3oCgK/uZv/gaKouBb3/rWkR3fUaJPZkMKnucD8Yl1GxzHBaIgFwoF3L59G88++yyGhoYCWJmBXlRmrQEwyx/XspbWK9RaoIUJfjyz+2TWuFgzU2kgLmwGrbJm1aqOSJx3RPzrK20nMdnwPblSQsxhxixwgMxaa61oANkngU5h2wwkg8zmcjlXv9+4sBJUSQCnuVcuGWNYVTR8OGv8jS2FmVV1wKEPmOM4ZLNZZLNZnDt3DpqmYWdnB4QQFAoFXL9+3fbbelGgrRYwxpqXXzhFhCPI8OEsTnhSbAa9gmbKLAC89tprOHv2LL797W/jjTfewNDQEL7whS/gq1/9qqO/7+/+7u9iaGgIX//61/HlL38ZHMfh53/+5/G9730Pv/ALv9CNQzl29Mlsl/EkeGb9kEXGGB4+fIjNzU3n0VEu0ItkVjBzMjXKsL663LqW1iu0aqAZs348s1YkKDWlWadVtgAAMQlGeCNrtgmUqu7IYgAAmYhh2WgWz1UrlzF4avLQ11vBJrPFOpuBWZjg9nqx75k1yKw1/OEFOnahVkQQreJ6HXs6RZUyjIumzSC2r8x6hSAIGB4extDQECqVCp555hns7Ozg0aNHqFQqSKfTyOVyyOVyjnzCgmCRWX/KLGBV2obvuvKkDID1Cpp5ZgHjvnr16lVcvXq17e8/evSo5fdeeeUVvPLKK36XeGLQJ7NHAC+T6yeFzPpRZhVFwY0bN5BMJjE9Pd0VRaEnyaz5Pt24eQs8dMzMzATbhqNWw6PMmtmylkWYmjFYnJNoLkKMrNmWnlkNkZiz9y0tGkpwvWcWMCtxy26VWWPtDcqspLq2GACAIHLgBIJqWUatVvNlM9BpAWpFAKHut/RXFIO0jkfrPLMIrtK2VqshFovh1KlTOHXqFBhjtiXh5s2b0HXdVm2z2WzTz4MoGP57Slu3wjlFTuSxHcKGxr4ye7Kg6zpEMZhB2ycdfTIbUpwkMuuFLFpb4+fPn8fo6GgXVmYgKBtEmMCocRONJRJ4/3nvSQ/NQAgx6myDVGZ92QyM/7ceBqkZCM45JY+xgTaeWR2iw219i8yWlH1Vz3pIrUkVRJMuBsDM4TX9gM3A7fCXtYZoQkC57C+WizEGRdmErmShqu7J7KpFZk1llkv4V2YtxONxaJoGTdPsGz8hBJlMBplMBmfPnoWmadjd3cXW1hbm5uYgCIKt2qZSKRBCIFhkNgBlNifwWJDDN9PwJCizvTTk1mvzHMeJPpkNKU4KmXW7TsYYFhcXsbq6GuzWeAtwHNfQH3/Ssb29jdXlZQDA+ISzSl834DjOUGYjzpXGTrAGwHxFcx3yzDojbYYy29pmkBp0FqdlDX0V1Ua/pSbXwHTdlTJLBAEknT6gzGrgT3ksO4gLkCoGAfVKZnW9BMZkQEtDqUquz6s1i8xGuqPMAsaWbCsVSxAEDA0N2X77Wq2GnZ0dLC4uolwuI5VKmckoETOeyx9yAo93yuGbaXgSlNleOcY+kQ0WfTIbUpwUMutGmdU0DTdv3oQoipieng52a7wFgkxbOE7U19KeO3MauDvnqAXME9QqWHI4sJeTNAlRPgqec//3tsisdd2n5lQ75/AhiEUyIEpz8qJUNUcZswAgciJifOyQzUCtGutxWphg4WALGJU0CB6UWQCIJHiUa/7IrKJsAAAIS9vH5AarigaRAENmBisiHMAFp8wCBpl1GjcXi8UwPj6O8fFxMMZQLpdRKBTAWBLF4jLu37+PXC6HgYEBT9ehvMhjV9NBGbPP0TDgSVFme4HMWuj1v9dRoU9mjwC97Jl1GiFWKpVw48YNb41UPhBmz6x1XnS6mFkPAZFIBNPT01h4Z9X4epOsWb/gOA5EqwU7AKZJniwGxnqM/7eIOzMVSOKUzEbTIKWVpt9zYzMADKtBvc0AAFSTXEdd5MwCjWSWaRSQqSebAWDk5FYLppXD406HqhpkliODUDzEYK0oGkZFwSZ2hBCQuBCIMmsNhXrNmiWEIJ1OI51OY7swCIHXkcvlUCgUMD8/D0EQbL9tOu2s/SwncNBhDL5ZUV1hQK8RvWbolWN8Eh48jhJ9MhtSnBQy64QsLi8vY2FhwW7/OUqEtQEM2F9bO2WoWS0tb474q11QZgkhwQ+Aqd7J7ME6W1uZdahAskiqqTKrqRRUY4jEnF8CU5EUSmojmZUlw6vqxmYAAHw2C32nYKzRY5WthWich6LWANE7mbWUWVHIQ62uu77JrioaTkUa30urBcwv6pVZvyAkDcpKyOfzyOfzAIx8652dHSwtLaFUKiGZTNp+21bpKlYL2Laq98nsEaNXjrFardrndh/+0SezIUWYFcV6tCPduq7j9u3boJRiZmYGgnD0p1uY38dOhQ7r6+uYm5vDc88917C9KlgT/t0is1oN4J15SZ2gqlXbFiZ0XA/qcmalCsDzgMPqWETTIHL50JcVk2Q5tRkAQEbMHBoAs7bk3QyAAYYyqz56CMB7la2FSEKAotcQS8c8f8ZUddN4rcgI1OpD17+/omiYSTcSv6CU2SDJLMdloev3G74WjUYxNjaGsbExMMZQqVRQKBRw584dKIqCgYEB25Jgvb+5kBYnPAlqn67rR2JR6zaaFSb04R19MnsE8HJxOSkXpFZksVKpYHZ2FpOTk5icDH5QySnC3ADWSjVmjOH+/fsolUqYnp4+NPQiWjmzevAknRACQlVQITgyK2mSp+EvAOAP2gwkCSSRcHw+sUgKRK0AVAfqPLv7VbbubAbr1fWGr9meWZfKLJdJ25m5tOKt/ctCNC5Ag4KUjxujomyA57OIJQahVqv7JmUH0BjDurJfZWuBxHnQXaXFbzmHX5tBPTiShqK3juYihCCVSiGVSuH06dPQdR17e3soFAp49OgROI7D4OAgoknj4TJslbaU0mMRDY4SvaLMViqVPpkNEL191vfRdTQbsFpbW8P8/DwuXbqErBkQf1wIuzJ7cG1Oaml5br80IWgQQgBdAfjOIfROIWkSUqI3ewmHAzaDiuR4+AsAWNRUtJUyENs/F1WLzLqwGaQjaTwoPmj4mipJACGIJNwNXpF0BqxcBqPUc5WthUiCB+UUxGPOhqOaQVE3EYmMAMkkAAZVdj6pv6nq0AGcijQ+dJG4ALYShJrKIRaLBWQzyIAxCZSq4LjOtg6e523LAWB8PguFAuTNDQAR3Fx8jMvVDHK5XCi2jJ8EZbZXyKwkSb5yoftoRJ/M9uEL9TmulFLcvXsXtVqtqaJ4HAgzmT04GOi0ltYqTegKmQVAukBmh+Pe0hGs0oR9m4HkePgLgB0xRpQyWB2ZVWrubQYpMXVoAEypVhBNJF3fXLl0CmAMrFLZ98z6sBlQTkEs4p1MqcoGIuIwiJnK4CbRYMXMWz3smRXAqlogBCsejwfmmQUATdsxyLtLRCIRjI2NIT8yCrwzD24gB0oV3Lt3D7IsI5vNIpfLYXBw8FgU0l4heu3QK8fY98wGiz6Z7cMXLGW2Wq1idnYWIyMjuHDhQmjUgTCT2fq1LS0tOa6ltTyzXUkzgLltGiCZrapVJAVvCsShOlup4nj4CwCYmQ9LlBLq3y2vNoOKVoHOdPCENzyzkoSoy1guYL/BjBaLoBViHGjE2w06GjeU2aiPoT1F3UQ88QwE0y6hukg0WDmQMWuBxHmjuk1jgOifzNZq/nNd98nsricya0HkCAZ4DmXCYWpqClNTU6CU2paEhYUFEELslIRMJnMkBKxXiF479MoxViqVvjIbIPpk9gjgh9iFfduI4zhIkoR33nkHFy9eNIPJw4Mwk1lCCHRdx89+9jNomua4llbgu2cz4Jg5fS4Eq8zGPRItewDM/G9WcafMsqhJNA8MgSkebQYAUFEryEQMMqpWJdd+WcBUZgHQchlMioEkBM+fcxJhAEchehzaY0yDqm4jIg5DNIm5YqY0OEErMsvZxQkaiOjvfIrH4ygW/ZcdoI7M+oVRabvvmbX8tNY1UFVV7OzsYG1tDffu3UMsFrMtC/F4vCvX9bDfL4JAfwCsj2bok9kQw0oKCKuh3wryr1Qq+NCHPoRIJDgCFBTCTGYZY7hx4wYmJydx+vRpxzchW5ntwnHxzLg5swDTDPzkzFoDYPvKrATBjFRygn1ltpEIebEZWJW2RaVok1mlKmFg2L3CR8xKW1osglUEz35ZANCZDAAQ4O1vpqoFABSRyAgigrEuNzaDVUVDlueQ4hvVMmK+t0zSgIy/a0MsFsP6+nrnH+wAAvP41B3fr5UT+LZpBqIoYmRkBCMjI2CMoVqtolAo4MGDB6jVashkMrYlIShLVq+olu3QK8coSdKRR1X2MsLJkvoAEG4yK8syZmdnkclkkEqlQklkgfCS2e3tbWxvb+OZZ57B1NSUq9/lzQt5N6K5eJjKLB/MzVXVVahU9ZxmYBF8vc4zyyVdEOOoSWabKLO8QMCLzm+KFpmtbwEzlFl3sVwAwJlklpXKYFLGs18WAFSTzHLM22fQzpgVhxEz7SBuihNWmiQZAMFX2lar1QCUR4M8aFowZHa+5iytgRCCRCKBRCKByclJUEpRLBZRKBTw+PFjMMZsS0I2m/VM1p4EZbZXyGzfMxsswseS+rAR1uKEQqGA27dv49lnn0Uul8O1a9eOe0ktETYyW19LOzIy4unJfD+aqws2A2qR2WCU2apuDO14juY6UGfLpAqIi+QAZg+AHRzc0hGJu7v8WTaD+uIEterVM2sqs6UiqDQCYch745qiGV5STvdGZuszZiNx02ZQdW4zaFaYAOwrs0EVJ+i6Dk3TfKqYFpn1bzPIizzeKnu7PnMch4GBAQwMDAAwLAm7u7vY2NjA/fv3EY1GbUtCwkUUXa8QvXbolfixvmc2WJz8M+IEwOuTctjILGMMDx8+xObmJq5cuYJYLAbGWKjI4kGEicwerKW9e/eupwxcK5pL7cJxccysJg5oAKxmEq04357MtvqMHKyzdR3NZRJQyAfIbE1zZTEA9pVZK9GA6Tp0RfHombXIbBmsonkuTACAqmkJIJo3kqeo+8osx3EQYjEja9YhVhQNL6cOk/GglVnAULP8kVkOHJeGGpAyu6NR6IzZD11eIYoihoeHMTxspH5YloT5+XlIktRgSWi3C9ZXZk8OqtWq/ffuwz/6ZDbECBOZVRQFN27cQDKZxPT0tH0xCfuFMyzra1ZL65Vod7MBjGNWmkEwNgNZN7bAox6VXq6uzpYpCqBpIG5sBpEkGEhTZVaMeSSzpjJrDUnFXLZ/ATCG2DgOtFgGNObLZlCpVABGQGVvQzGqsgmAhygaWapiLOF4AKykUxR12sJmYHpmA660rW/DcwvGGAQhG5gyywDsatSutw0K8XgcExMTmJiYAGPMtiQsLy+DUtrQSlZP7HqF6LWDrus9cYySJPVtBgGiT2ZDjLCQWSv/9Pz58xgdHT3u5Zw4tKql9dpOJpqDNt2xGVjKbDA2g5puKLNRj41i+2SWgZo+TjfKLAgHRFIgymHPbNQlgTxoM7AIX9SDMks4Dlw6BVpSwMF7lS1gkFmeRKDWvF0rFHUDopgHIQYhE+Nxx57ZNTPJ4FS0CZkVOEDkQlVpyxgDzw8Gk2ZQV2kbNJmtByEE2WwW2WwW586dg6Zp2N3dxdbWFubm5iCKom1JoJSG5gG+W6CU9kSaQaVS6Q+ABYg+mT0CnFSbAWMMi4uLWF1ddZR/2kcjOtXStqqz7YRuNoBZNgMWUDSXpczG+NaeUF3Xsby8jFQqhUwm0/B5qc+ZZRWDPLrxzAJmpe2hATAN6bw7gh3jY+AJb9sMbGXWwwAYAJBUGrSsgov5I7OSJEHkopAlj2RW2UQksr/dKbhQZlcUqzChuZJP4nzgyqwfWMqsalor/CBvkVlVB45QYBMEAUNDQxgaGgIA1Go1u263UCgAAIaHh43a3WhwqSRhQa+oz9VqtX9PDRB9MhtiHCeZtfydoihienq6J56EjxJOamkPNoA5hdBVMhtsaYLlmW1FZqvVKq5fv46BgQEUi0XcvXsXiUQCuVwO+Xy+wWZgKbOubAYAWDQNHIjmUqs6Ii5tBoQQpMQUKppB9GRzPV4GwACAy6QBmQIx71W2gKHwRIQYFI+kUVU3EIuetv9bjMdRLjrzlLbKmLVgtICFS5kV+AHUand9rylnJmFst4nnOgrEYjGcOnUKp06dwrvvvouJiQkUi0XcunULmqY1WBJ64TreK2S2X2cbLPpkNsQ4LjJbKpVw48aNBn9nH87htJbWr2dW07swAEYDHgAzbQYx4TCZtVIxLl68aE9sM8ZQqVRQKBRw69YtzBWM6KO9Ugk6Z6irrmwGABBJg9QNgDHGoNR01wNgAJAUkqioBplVq/6UWS6VBpONBxK/ntmEmIdc8EZmFWUT6fQV+7/FmHObwaqsgQcw0mKbnUsEo8xaCmMgZFY0bAZ+h6XydTaDMCGdTiOXy+Hs2bPQdR27u7v2MJkgCLYlIZVKnUhLQi+R2b4yGxz6ZDbEOA4yu7y8jIWFBVy+fNmxn8ciISfxwhg03NTSerUZdLMBjLBgo7laDYBZ9pUrV64gGo1CUQzSSghBKpVCKpXC6dOnEV0pAj99D7t7RdxbuI48gM1yGXlzeMLJOcciqYbSBF2loDpzHc0FAElxn8zuD4B5V2ZZySBEXm0GjDFIkoTc4CTkqu76c0hpDbpeRETcf+gS4nGoVckRaVhRNIxGhJbT/CQugO75I6CA8eAXi8UCshkMgDEVlFbA8949iwMCDwJgWw0PmT34N+N5Hvl8HnmzaESWZRQKBSwuLqJcLiOVStnk9qRYEnqJzPY9s8GhT2aPAH48s6qqBrya5tB1Hbdv3walFDMzM65y/DiOC225g4Vuk21KKW7fvu2qltbrAJjAdW8AjGfBliZYNgOLzFJKcevWLVBK8fLLL4Pn+bbvgWiqX2Pj43iaTqIAIwnAalHKZrN2ZFGr849FEiDlNfu/96ts3Suz9TYDRZLACQIEjySAS6Wh7QmAQICIt5tzrVYDpRSJeBJVnUFTKcSI8+NSFCNjVqzzzIox4yFMkTpX9a60yJi1QGLBKLPAfnGCHxhk1qqb3fVFZnlCMCBwoVJmO13notEoxsfHMT4+DsYYyuWyvQuiaVrD5ymsloReqbPte2aDRXjZRx/geR6aFsyNoB0qlQpmZ2cxOTmJyclJ16QvTFmuzdBt5bhWq+H69esYGxtzVUtrPQS4RVejuUybAQvIZlA/ACbLMt577z2Mjo7izJkz9vtECGn5N7KG3ShlYObW99i5c5gcHwelFHt7eygUClhYWADHcbbXtmELVUyCqPsDTYo59S96tBmsV41aVaVSgRj3fjMi6TQIoiAJwfO5WTGH4hLJBLYBKJLujsyag1ANymzMsITIlXJHMruqaHixScasBRIXwGruFeNmiMfjqNVqvl6DMQbRJLNGC9ikr9frVGl71HDzPhNCkE6nkU6ncebMGei6bn+eHj58CJ7nbdU2nU6HZuetr8z20Qx9MntE8DLscxQkcW1tDfPz87h06RKy2ayn1zju1IVOsN7HblwAt7e3cefOHVy8eBGDg4OuftfzANhR2Aw8RmkdhEVm5YqMt+69hQsXLthbno7WY6UZMKMwAdj3zHIch8HBQft9VxQF29vb9haq5R2c4mPglToyayqFnm0GpX2bgR8yy2XSIIJg57F6gUVm06kUgAoUSUNywPmDiNpEmRXMYSu5Um76OxZ0xrCmdlBmEzzAAFbT7RIFr4jH4ygWi51/sA0YYxDFejLrD3mBD5XNAPC3E2iRV8D4PBUKBSwtLaFUKiGZTNqq7XHmo/YKmVVV9cRYO04C+mQ2xOgmSaSU4u7du6jVak1jo9wg7MpsN9ZXX0trtaEd1brsBrCuDoAFZDMwB8Dm781j+sVp19tqlheTMgZmelRJiwngSCTSsIVaKpVQKBSwsSdhQi5jbm4O+XwesmQ8BES9KLMHPLOij5s6l0qDRAWQiPeHEslUq9NZg8zKLrf0mymzYswks1J7Mrup6tBY6yQDACCxuhawAMjs+vq6r9cwyKxZIRtE1qzI435V8f06YUQkEsHY2BjGxsYaBjPv3bsHWZYdWXy6gf58Rh/N0CezIUa3yGy1WsXs7CxGRkZw4cIF3xcGnuefKDJ7sJbWq0rgN5qrGzYDEmBpAqUUy+vLAID/M/N/PD0wWaemTs3ShEgExMGNkxCCTCaDTCaDyOpT4BdVZFJxrK2t4fGtIgCCneI2UjXB1YNISkihrJaNRASpgnh+yPUxWeAyaZAoD/Dez01Lmc0MpACs235gp1CVTXBcDDy/n8ggRC1ltn3W7KpVmNCOzDa0gPk7pyzPrB8yY5BZQ3nU1GAqbcNkM+gWDg5mNrP4DA4O2paEbiunJ53MMsY8Xfv7aI0+mT0ieCEu3SCzm5ubuHfvnqdt8Vbw6v08KgRJZpvV0h71ugghEDjSnZxZGswAmKIouH79OnSiI8pHPSv/lgrNGMAqkvtYLgAsYii5w9kkhkdPAdvrWMUiOJHhzp07UFXVcRZnQkxAZzoUqkCRKshMnm75s51AUmmQiABw3oc8K5UKBEFAKmu8L7LkXpkVxeEGcrDvmW1PZh/Lxrono63/tlZKQ1BZs7quQ1VVRCLePN1GA1gKhAjBVNoKPHY1Co0xCCecYLlBM4vPzs4OVlZWUCwW7azoXC7Xr2xtg5NOysOEPpkNMYIks1YbVbFYxPT0tOebQTOcFM+sX6yvr+PBgwd4/vnnffXDW/CqzAIGyeuKZ5aaW6Y+lFkrp/j8+fOILcYQK7i3YFiwShN0ZgyAES/Tv6LxO0StgMWy9gDY2fedBi8czuK06kHz+bydf2shJRoDGyWlBKUq+RsAS6RABArA+zZ1pVJBIpFANGEQSsUtmVU2EIk0ZiHz0f0BsHZYko1/a6JDmgGAQBINLAW9Wq36un4RQiAIAVXaijwYgF1Nx5B4/LfT41L7IpEIRkdHMTo6asfFHbQkWOTXj6WtV9BXZYPH8X/6+miJoEiiLMuYnZ3F4OAgrly5EvjTYK97ZutraWdmZgK7GPtZl8CTrpUmMMIDnLehJGug0Moprj2sta2yvUm+jQAAIABJREFU7bgeewCMgUoVcC7bvwCAiYYySxQJDEY0Fy9y4AVjK/RgFqdVDzo/P49qtYpMJmN7A5OC8Vp7pW0wSv2RWTEJoATo3uOmrBYhMcqBcPtJDU6hKOtIpz7Q8DWO5yFEY6h1ILPLioq8wCPBt95Stoa+gm4B8zqsCuyTWTWgATDAKE4IA5kNAwghSCaTSCaTmJqasi0JOzs7ePz4MQDYloRMJtMTw1xuoShKf/grYPQ/fSFGEGTWall69tln7S7voNHLnlkntbRe4UeZ7ZbNgFANjHN/WWCM4cGDB7bybxH+ml5D1Ecygl1nSw2bAUm4r39kETP+RjXImVLV2rZ/1deDUkpRKpWwvb2Nx48fY00y8mpXVxcBAELM+xYq4eIASmBq++38dqhUKhgYGAAhBGKMd+WZZYxCVTcQiYwe+l4kkXSkzE5E258rQSqzQVXaAoAoDASSZpAzyey2qgP93fSmOGhJUFUVOzs7WFtbw7179xCLxRosCU/C1ru1o9JHcOiT2SOClw+o11B9wCAXDx8+xNbWludpe6foVc+s01rao14XYBQndIfMqmCcuy1cTdMwOzuLVCp1iPDLuuxLmbU8szozBsA4L4pcxLQZmPFcak13XJjAcRyy2aytBNJVCmwCS0uPAABVVcXq6qrHBiXjfaay97ipSqWCiYkJAEA0LtixY06gagUwph0is4wxRBOJzp5ZRcXlRPu/LeGIWZwQnDLrN2sWAARxEJJ0x/fr5ERLmT3+h/mTMuUviiJGRkYwMjICxhiq1SoKhYJdhGJF6uVyuUO7YL2yPW/tqPQRHPpktgehKApu3LiBVCqFl19+uevbOL1oM3BTS+sVvpRZnnSlAYyjKijn3EZRqVRw/fp1nDt3DuPj44e+L2vyoSpbV+sx782MAUySwJ06/G90gmUzgGrEWClVva0y2w4DcSPWKZ2MogggkxuCoii4desWdF3HwMAA8vk8stls58+dag63Vb2RWV3XG1qEInHelc1AkQ2VuaUyK7UmszpjWFU0fHzQQbJEnAerhUuZFYQBqAGlGQDhqLQ9KWS2HoQQJBIJJBIJTE5O2jshVr4tY8y2JGSzWTDGesKWIElSX5kNGH0y22PotprYDL00AOallvYo1nUQAke6Fs3FHJJZKxmj3UBcTa/5JLNBDIBZnlkzH7aqIZby5nu2BsCkskFAE5kMzpw5gzNnzkDTNOzu7mJjYwP379+3t0/z+XzTiW5mDmvRyrantVikzlJ4xJjgymZgZ8xGxhrXxRgiiQRKG60zXdcVDRprn2RggcSFQJTZaDQKQkhgZFbXi2BMAyHeb4MDAgcOCEU8Vy+UCdTvhJw7dw6apmFnZ8f+TImiCEVR7G36k0beLVQqlb4yGzD6ZPaI0O0PHWMMi4uLWF1d7aqa2Awcx0FVvccLdRtOSaPXWlqvIIT4IrNaF9Rwg8y2vyxYFpbt7e2OyRiyLiMdSbf8fifsK7MMtFIB58kzu59mABhDUukhb9aHpEmMqyaZrffMCoKAoaEh25t+cKLbiv+yeu+ppIFRFay852ktdpVtnTK7t+E8GUFROiizbTyzj5XOSQYWSJwHq/hXZjmOQywWC8gza7WAFe3cWS/gCcGAwGE7BGT2JCqznSAIAoaHhzE8bDTU7e7u4t69e5ifn4ckSQ2WhCATeroNSZL6kWUBo09mTwA6XaSsEH9RFDE9Pd1VNbEZekGZ9VNL62dd3m0GHNQu2AysAbBWZ5uu6/a5duXKlY5KkKw7sxm0slxwlmdWZ2DVqidlNkibQUIw/n2lXAEIgRBtTYoPbp9a8V8PHz6EIAiY3IhC0Kug5faDVq1gkVlL4YnE3Q2AKco6CBEhCIfPd4vMtrr2LJkZs1MdBsAAQ5nVt2XH62oHqzjBL6xjVrWCLzILGIkGhRDYDHpBme2ESCSCRCKB5557rqHl7+bNm6CU2g+M2Wz2yO+DbtD3zAaPPpkNOSwi1uqDaWV6BhHi7xUn2TMbRC2tn3X5yZntis2AaWCkOZmtVqt47733MDU1hcnJSUevV9P8RXNZdbZErgGUeormsnNmlYrR3FXVEfVYrSpwAmJ8DKokIRaLgzgkDxzHNfTey7KMyuwcqF5DaX0NW7dvtxx6aYVDZDbGQ3VJZiOR0UNklTGGaDIFquvQZBlik8/EsqyBABiPOLEZ8IGkGQAITJkVzEpbTd31nUKQE8PRAtaLyuxB1BP2+pa/s2fP2jafra0tzM3N2XnRuVwOyWQyVO9Nvde9j2DQJ7Mhh6V6NiOzy8vLWFxctDM9jwsnVZkNqpbWK/zYDMQuRXOBakbO7AFYEW+XLl3CwMCA45dzqsy2gnX/4WqGqurJM8uLYHwUUCvQVApGGUSPyixg+Ga1ag1RH8pKNBqFqvNQBR0JBgxNTGB7extLS0sAjBzOfD6PTCbT8iYsScZ7sm8zEKCpFLpG7QzddrDIbNP1ma8pV8pNyeySomJU5BHlOhMEEhcAmYLpDIT3Ryji8Tj29rzZMuqxbzMIpgXsTtV78UVQeBKU2XbHeNDmY+VFP3r0CJVKBalUyia3x53x2vfMBo8+mT0ieH0qbEYUdV3H7du3QSnF9PQ0BAdd9d3ESVBmD3p6g6yl9bOu0DWAMR2srjCBMYbHjx9jdXXVk3LtdwDMiubiTDXOS84sADAxAaJItnIZ8ajMAobVgEoyInHnpL4ZqKSB8DpopWIrTOfOnbNzOFdWVnD37l27GjSfzzfchCuVCqLR/apgyzqh1nTwKSdkdg3p1ItNvxcx32dZqiCVP5xP/VjWHA1/AXVZszUNJOmvcCQej2Ntbc3XawDGABiAwLJm+2kGR4NWwk4z1OdFM8ZQLpdRKBRw69YtaJrmuMK6G+inGQSPPpkNOQ5muFYqFczOzmJychKTk5OhuHidNGU26Fpar/A1ANalBjBCNVBzuptSilu3boExhpdfftnTBV/WZcQE7zYD6+wmNYPMerIZAEAkCaJWbE+p05zZZkiJKaCmIDLsT1lhFQ0QGdgBz+zBHM5KpWIr46qq2vFf5XK54YZoHZNS1TumNRiFCZuHkgyM7zHELDLbYghsWdHw/6Sd/V1Joq4FLAAyW6vVfBM3i8yqAVXa7ukUKmUQHSjV3cKTrsy2AyEE6XQa6XQaZ86cOVRhLQiCrdqmUqmu31clSTo2EaVX0SezIYcgCDbhsapCn3vuuWMlYQdxEpRZSmnXamn9rssLuleaYNgMgkh20KgGnek+bQYEHAF4PzYDmENgagWy6d30OgAGGIkGXE1CJJH0Xmqi6IDGQFIETJbBNA2kyQ4LIQSpVAqpVAqnT5+2b8JbW1tYX18Hx3F4/Pgx8vm8bZ1QHGS6quq2WZjQPL7PUmabVdoqlGFN0TDpwC8LGJ5ZILgWMF3Xoaqqr+l1jouA51PQ1ILvNVlZs7u6jmEP7XlBoU9mneNghbUsyygUClhcXES5XEYymbTJbTfmKKrVat9mEDD6ZPaI4PVJz9oiv337Nmq1WkNVaFhwEupsVVXF22+/3ZVaWq/wW2dbVbvwnlMNOji8+/bbuHDhgn2x94KaZjQ1+RkAA4ysWd5sffISzQUAiBy0Gfggs0ISvLLhyzNrZcxaRI+Wy+AdeJHrb8I/+clPMDw8DI7j8ODBAxSWagAINtcKGBiPtbUfKYqRIdtKmY0mDQ9+M2V2VdHAAEw6SDIAABKrU2Z9or44wS2ZPfhZE4SBQDyz9cUJw+Lx3VKfBJtBtwh7NBrF+Pg4xsfHG3ZD7ty5A1VVkc1mbUtCELa+vs0gePTJbMjBGMPt27cxMTGBCxcuhPJiFfY622q1itXVVTz33HNHViThBL62SXkCtRa8MqspVag0EUhWcU0PiszWKbMebQZMTJk2A1OZjXm/9CW5BAQViCS8D11SM3fV8pCychlwMVhneQDf9773YWJiAhMTEygMVbD4n7dQ3KngvffesxMU8vn8oa3TfTLbYgAsadkMDreAPTZjuZwqs1wiWGUWMD7TWS/VxnUQhIFAbAZ5u9L2eK+BfWU2GDTbDdnb27OHyeqTSdLptKfreD+aK3j0yWyIsbm5ifX1dZw5cwbnzp077uW0RJhtBktLS1hYWEA+nw8VkfULI5oruPecUoq7d+/iaVWBkMgFohrIupEt6sdmABjHuq/MeiSzkQRIdcuue/WjzKaocTwRH++RpcxyGeO13GbNyrIMTdMaUkxiJjEezOTxzMvvh6IoDVunqVQK+XweuVwOitqezPJiBLwgNiWzy2ZhwnErs25xULkUhEGo6qbvNYWl0vZJUGZ1XT9yws7zfEOsnvW5WlpaQqlUsgc0c7mc4yKEfjRX8OiT2RCCUooHDx6gWCxiamoq9E0hYRwAq6+lvXTpElZWVo57SYEiyGguRVFw/fp1wx8W4VHzUe9ZD1uZ9TEABpg2A9lKM/B4AxCTIMr+AJjoYwAsoYpgCIjMZo3PNm1CGtvhYMYsgH3PrGWliEQwNjaGsbExW8nd3t7GzZs3oenXAYgolwmy2Ua1izEGjuMQSSYhS4dJ9pKsQiDAqIP2LwBAlAO4YJRZy78YBJkVhQFUq/d9r6mvzB4dKKXH3vR18HN1sOnPsiQMDg62tCT0o7mCR5/MHhGcPjHLsozZ2VkMDg7iypUrePz4ceiI4kGETQ2whpdGR0dx5swZlMvl0CrHXhFUA1ipVMLs7CyefvppQ7n+9+Y5s14QlDLLEUCo+SOzLJIEFMNmIIicoxzWVohpAqoAEPPuXbfJ7KBxPAcTDTqhbP58vTIriBwIR2z1uR7109xnz57F/fvfR6k8jPX1ddy/fx/xeLxBfQKAWLJ5pe2CrGIiIkJw+LknhIDEhVAqs0F4ZrM8Bx449krbJ0GZDRthJ4QgmUwimUxiamoKlFLbkrCwsABCSIMlwVp7fwAsePTJbIhgxe88++yzdvAzz/OHMlL7aI1mtbRhtkF4RRANYFY6xgsvvGCTIiOaKxgyaw2A+SaznKHMkrjzxq1DEBOGZ7am+ypMAICITFAFQKO85wE+KmmAQMBljffdrc3AUmbrySwhxKy0dZBmoG0gHh/HhQsXDqlLe3t7ePjwIbhIDLUm61qQVZx1mDFrry3GgwakzBJCgiGz4iAorUHXq+B577tfHCEYFHgUujGQ6QJhI3rdQNiPkeM4DA4O2vceVVVRKBSwsrKCN954Az/60Y/wkY98BLIs98lswAjvWdGDaPXUzBjD3NwcHjx4gCtXrthEFgjnFn4YwRjDw4cP7ffQupgAvUlmDZuBt2NijOHevXtYXl7G9PR0Y3tcgGTWUmad2AzaKUocIRDlqneLAYxoLqLVoEia5ypbC6JZ9qTHvF8+WUUDSQjg0mnjvz0qswdviAaZ7Xy9MNq/jCQDS12amprCCy+8YG+TEkHE7tYm3nvvPSwuLqJSqYBSioWaitMuVemglFlCCGKxGGqmh9oNmtkMgICKE0JQaRt2ohcETtoxiqKI0dFRvP/978eXvvQlfO1rX7NthL/0S7+E3//938cPfvAD7OzsgFKKV199FRcuXEAsFsPU1BSuXr1qP7i6gSRJOHfuHAgh+KM/+qMuHFn40FdmjxmKouDGjRtIpVJ4+eWXD31Q+2S2MzrV0vYimfXaAKaqKmZnZ5FOp5tHlFENjARzs3BjM2hPZgFBrnkvTIBpMwCgSIpvZZaXjXNJFQF4PK2YpIFLCOBS3pXZSCRyyD8YifFQm9gMGv5tphuFCWLz4S9CiNGONDKKWmELFy5cQKFQwMOHD7EiVVHhcsirNaiq6jgmkMR50L1gKl/j8XhANgOLzO4iGvUXYJ8Xjp/MPik2g6Nu6woKHMfh8uXLuHz5Mv7lX/4FP/3pT/HWW2/hP/7jP/Dqq69ifn4eq6ur+OQnP4mrV6/i9u3b+OY3v4l3330XP/zhD12R+K985SvY2trq4tGED30ye4zY3d3Fz372s32/YhP0yWx7OKml7UUyK/AcNJeeWeu9euqppzA2djhfFGhsAPMLNzmz7bbreUIgyFXPVbYAANH4XbWqIjbgb4qYq+nQCUONV32RWZIQQEQRiEZBy+7UFyvY/SAicaGjzUBVt4zChGhzMmuRoqjpma2vBZWKEnBvFUOq4e0HYMd/tYspInEBbM09AW2G4MisuRUcUKXtzyTZ9+v4AaX02KvNu43jSDPoFqLRKD74wQ/igx/8IH7t134Nzz//PD7xiU/gn/7pn+yfOXfuHL74xS/i+9//Pj796U87et133nkHr732Gr7+9a/j6tWr3Vp+6NAbZ8UJgXUhZYxhYWEBd+7cwYsvvtg2MuokkVmv/kGvWF9fx/Xr1/Hcc8+1rQbsSTLrUpnd3Ny036tWRBYAoKtgCMgzG1DOLCGAKNd82gwMT6RS031V2QIAahrkiI4adb/VbYFWNJCkQTy4ZNKTzaDBHmLCic1AllcBANFIezUymkxClWvQtX1yvGjGcv3c2dO4cuUKLl++jEQigaWlJVy7dg03b97E6uoqZLmR2JE4D9ZBMXaKwMisaJBZTQ2m0ravzHYfJ81m0AzN7pP/8A//AMYY/vRP/7Th65/73OeQSCTw+uuvO3ptXdfxuc99Dh/72MfwyiuvBLLek4LefowLIawtcVEUMT093XHL5KSQWYswHsUWkNta2jCTWasFzO1NSHA4AGZ5ibe3tzE9Pd051ibIATA9mAEwnjOUWS4x7P1FRIMIK1WKiE/PLK3KkEWKqlYFg8c6W1OZBQAulfIUzTU+Pn7o65G40DTNoB6yYsTUtdtaN5TZ/RawRNbYkl+sqeABnDJjuSxP4OjoqN2ctL29jVu3bkHTNAwODiKfzyMW4wGVgmkUxEeSBGCQ2dXVVde/d9gza5JZLYhKWw5FnUKhDBHueAhlLxC9TuiVYzx4Lr755pvgOA4zMzMNPxeLxfCBD3wAb775pqPXffXVV3Hnzh384Ac/CHS9JwEn/6w4QSgWi7h27RpGRkZw6dIlR8TvpJDZo6q0VRQFb7/9NggheOmllxx59sKsVhBCPL1vAk+g6u1/T9M0XL9+HbIs48qVK87yGakGGrBn1mnObCtlnxACUal5bv8CDGWWMUCR/RUmAIAuGWRW0iVva1F0QGPgTDJLkklXnlmLNDZVZmOdlVnFVGYjLZRZ6++wT2b3ifYjWcVkVITYhLBZzUlnzpzBiy++iBdffBEDAwPY2NjA4sYSAGBl7jEkydv7ZsFSZt3uBB0kEDyfBiECVNW/zcDKmt05RnW2V4heO/TqMa6srGBoaAjR6OEH/4mJCWxtbUFR2nvOHz58iL/6q7/CV77yFZw9e7ZLKw0v+srsEWJrawuXL19uehNqhZNCZq1KW6cDIV6wt7eHmzdvtvUYnzRwHOfJntEpmkuSJFy/fh1TU1OYnJx09qKMgTA9dDmzPAEiSg2cH8+skIDKYmAMvm0GmlSFHKGo6lV4cWRYGbP1yqwbm0Gz9i8LkTgPXaXQNdoyS1dWViAIgx3jqGJ1yqyFBVnFGYfNX4IgYGhoCENDQ1DpLqTbj0AUhgcPHqBWqyGbzSKfz7vuu4/FYqCUQlGUpjf/VjhIZgkhRguYtu34NVrBbgHTdOdlEgGjbzM4GWg2OClJUstz2SoKkSSprSDxB3/wBzh37hy+9KUvBbfYE4Q+mT1CvO9973NNTE8Sme2mMru0tITHjx/jxRdf7KkaQK/KrMhxoAyglIE7oJJZWbuXLl3CwMCA8xelRp4xC3AATOREcD6VXo4jgXhmZWaQYb82A0WqQEkzVLUq4KGMiFYOk1nVxeRxq1guABDNY1OqOuLp5u+7Iq8iEjlsUbBQPwAGALJUsb++UFNxZch9Jisx1fCRTB6nzpy1w+W3t7fx6NEjuzI0n88jmUy2JWX1xQl+yCwAiGIequqfzOZDUGnbC0SvE3RdP7FpBhYkSTp0D0skEtjY2Gj681YMXbv73uuvv45///d/x49//OOuCkphRp/Mhhxh9nvWo1uku76WdmZm5sRfyA7C699X4I2bslbn0WOMYXFxEWtra7hy5Yr9RO8YukVmg1Nm/Q5/AYDAKERN8RfNJSagUIvMej8+xhjkchl0iIOkS55UdWaRWXMAjKRSYC48s80KEyxE7EpbDfF085uarKwgHj/f8d+JJhqV2W1NR4Uy14UJgJFmAMDOmj0YLi/Lst2aVC6XkU6nkc/nkcvlDt2cLTLrNmu2FZnVVP+e2WHROL6tYySzT4Iy2wvHWKlUDhHTU6dO4datW5Bl+dAD2vLyMoaGhlqqsrIs40tf+hI+/vGPY2xsDA8ePLB/DzB2NB88eIChoSF34sYJQ28/xvUATsoHtxuku1ar4c0330QymcTly5d7jsgC+wNgbsFz+2QWMEj/zZs3USqVMD097Z7IAgA1SBblgnnGlXXZt8UAAOKaYVfwo8yiTpkVfdgMNEWGrqlgMcGwGXiARWa5lGj+vzvPbDtl1rJQtBoCY4xBllcRbaPMWrCVWZPMPqoZDztnYu7PD0uZbVWcEI1GMT4+jkuXLmFmZgaTk5OQJAmzs7N4++23MT8/j729PVBKPVfaNiWzQg5qAANgI6ZndkP133LmFU+CMgucnHtiKzSrsp2engalFNeuXWv4eq1Ww3vvvYeXX3657ettbm7ijTfewNNPP23/7yMf+QgAQ7V9+umn8bd/+7eBH0uY0FdmjxAn/UPYDkErs81qaXsRXh8CrAEcTaeo1VRcv34dY2NjOH36tPfzzCSzQZUm1PSa4+Gvdtgns949s0yIQ6b+bQaySSRJLGLYDDyAVgxS2KDMShKYroM4eGCzyGx7Zbb5Z1HTCmBMRqRNkoFF+iLxBECIPQD2SDbWfTbq3lthKbNOKm0JIchkMshkMjh37hxUVcXOzg5WVlZQKpXsz0uxWHS1hnY2A7+KX5znkOE5rPeV2T46oJky+6lPfQpf+9rX8Nprr+FDH/qQ/fXvfOc7kCQJn/nMZ+yvzc3NQVVVXLhwAYDxUPuP//iPh/6dzc1N/OEf/iE+9rGP4bOf/SwuX77cpSMKB/pkto9AEJQyyxjDo0ePsLGx4W2r/ITBrzJb2N3F8vw9vP/970cul/O3GJvMhkuZTZhk1o/NAGICiqnMRn3YDGqmSsklov6U2ShnR1RZLWBMkkDMett2sNq/mnnjIrZntjlplGUzlsuBMks4DtFE0j7mg7FcbkBEDhCIp0pbURQxMjKCkZERMMaws7OD//7v/8bCwgIURcHAwADy+Tyy2Wzb3ZtmZE8Qc2BMha6XIAgZ12urx4jIY13pK7N9tEczz+zzzz+Pz3/+8/jWt76FV155BR//+MftBrAPf/jDDYUJH/3oR7GwsGDfN0RRxK/+6q8e+ncePXoEwJjVafb9XkOfzPYRCIKI5upUS+sXYVQuvHtmjffm9p17+MjPvWRvvfpCwJ7ZmlZzTGbbDvwEYTPgI6gxgzSKfpRZk9gJiRgkzWM0V0UDl9wnopy55UjLZXAOyWyrRBRLmVVbkEYnGbP1iCZTUMwBsLmaitMtYrmcgMQEMAfKbNvXIASDg4MghCCXy+Gll17C7u4utra2MDc3h0gkglwuh1wuh0Qi0XBeNbcZ5AEAqloIgMwKx2ozCOP1rY/DaEZmAeC1117D2bNn8e1vfxtvvPEGhoaG8IUvfAFf/epX+w8pDtAnsycEYb9QWdFcXuGkltYPjrLUwQ28KLOUUmyurwEAnnvhA8EQWcBOMwiqzjaoAbCYaiqzfsgsIVCIMfzgJ5qrVi4BAMRkAlV9z5OqTiuqbTEADJsBAMe+2VbtX0CdMtvCM7ufMds5zQCAXWkLAA9qCs7HPcQ3mCAJ3jeZBYzPjJU1y/M88vk88nmDlFarVRQKBczPz6NarSKTySCfz2NwcLCFzcDYzTCKE876WtdohMf/llRfr+EHfWX2ZECSpKZ+d57ncfXq1Y4VtJbi2glnz5498lbO40SfzB4hvJJRy48a5t5tPzaD9fV1PHjwAM8//zwyGX/qSCtYZDtsZNbt+6YoCq5fv46oPdka3AMOsWwGXHANYANR/9OztjLb5AbgBjIyEHkVHO/9PbM8s9FEEtWKd5sBN7xP8m2bgQsyOzEx0fR7vEDA8aS1zUBZAc+nIQidFWAAts1ApQyLsor/d8D734DEeE82g2aIxWJNB8Di8TgmJiYwMTEBSimKxSK2t7exsLBg52CXSiWkUimjjEO0lFn/8VyjooBNVQNlDNwxCA+9TmZ7hZi1Umb78IfwsqM+bJwEMutlAMxtLa0fhDXizI0yWywWcePGDTzzzDNYi+oANqE6qLR1DNszGxyZDcIzG1ONCCZfyiwMMhsR2rfodILlH42l0pCK3mwGtKJBOFtnM3ChzFrtX82UHQDm4FbrFjAnSQaNymwKxc0NLMgqNAa8z48yGxdAt2XPv18PS5ltB47jMDAwYMcRra6uYmtrC48fP7YJ7cCAcZxBkNmRiACVGS1gefHor9Vh373zi14h662U2T78IbzsqA8bJ6E4gef5jnV79VAUBbOzs8hms3jppZe6fhEOK5l1uq7V1VU8fPgQH/jAB5BMJsGvrwNA2xYw19CDJbOyFqzNwJdnFoDMUojw7rJJD71GpQwxGkMimvKUZsA0CtT0RpuB2bTlJGu2Wq1C13Wk23hrI3GhJZlVlBVEo1OO1xtNpiBXynhQMz7b52P+yCyrOs/TbYd4PI7d3V1Xv8PzPNLptL39Wi6XsbW1AYBgYfEmyuU55HI5ZLNZT6TJiudaV4+HzPYK2WuFXjk+SZIwNDR03MvoOfTJ7AnASSCzbjyzx1FLG2Yy206ZtdTrcrmMmZkZW50XrdIEPUhlNtgGsKDSDCxl1rfNgCYR9Ulma+USoqkUOCEBjWlQqTuPpFVly9WRWS61PwDWCaWS4dltS2ZjfFObgZUxm0nPOF5vzBwAm5M7nfPwAAAgAElEQVSMB4qnYt53T7i4YTMIQkGMx+NYXV119Tv1/y4hBOl0Gul0Gju7AxjIRpBOZ7CxsYH79+8jFovZpQ1OPemjJoHdUDRcTPg/792ir8yeDPSV2e6gT2aPEH49s2GGU7J4XLW0nUjjcaFdna2qqpidnUUmk8GLL77YcP4I5kS5GiRBtwfA+EBujEHlzEbVGighIC6qS5tBoQkkBHfZpAchV8qIJdMQRePcdRvPRctm+1eqmc2gs2rphMyKcb7pAJim7YJSqWOSwcEBMMYY7ldqOBURkOC9kwkSFwDKAIUCUX/qv2UzcHOetvpZUcxD13cwPDyM4eFhMMZQrVaxvb2Ne/fuQZZlO/5rYGCgpe9+1Iws2zimrNleJ7NhnHnwgj6Z7Q76ZPYE4CSQ2U5rPO5a2pOmzFrpDk899RTGxsYOfd/KmQ3UZkDNv1/IGsBiqgxZjPm+Uct6DIMRd2reodeolI1mLMEgszXqslL1QGECACAaBQTB0QCYI2U2zqOyc9jyI8tL5j/nwmZgFlU8qCo4H/f3t7RbwGo6SABkllIKRVEO1X+2QjsyW++ZJYQgkUgg8f+z9+bBcdz3mfenr7lP3BdBgBBFShQliqIkKzFNZ528zubwJllrnY3fJJvayrFvjnW9fqs2rnViRxt7N1WpWscbbxJn7STv+t3XOd44ya5TjnNIlmNbtmSJ4AlSOEgQBAgCM4O5j77eP3q6OQPMAIOZATmA5qlylcXBNH7dmOl++unn+zw+H4cOHULXdZLJpJOSIMuyo9r6/X5nm32ybTN4cPFcB5nMHhRlNp/PdwfA9gBdMrsPsB/I7HZksVAoMD09zeDgIIcPH34gJ9xOJbO1lNm7d+866Q71SItSVsjaajMo58wiyi2rPLqhoxpqW8isWy1QcLWu8JZ0D26h8drYWihkMvSO9yGVyWzR2N1Ak1NlW+mZFQREf2OVtul0GlEUt70YujxyTZtBoXgLALdnbMffUzkAZiJwQzX4jp7m/bJQQWZzGoRb21ZlpW2rZFaWo2SLt+u+T5IkJ7sWrPNZPB7nxo0b5HI5gsGgE//VK0usljr7XL1fcVDI7HYDnF00jy6ZvY84yDaDeqUJnVJL26lktnJdpmkyPz9PPB7nzJkzuFz1L/i2Mqu1UZm9F80lt3zhKOoWyWvHAJi7VKCotLYd0zQpaQpuWrMZFLJpPIEASpPKrFEms4K/2nsqBAINkVk7Y3a7c4nLV9tmYCuzHvfOZNaG2x8gGYxQBKZaGP6Ce5W2Zp0M3N2gkszaaQU7YXtlNt7w7/Z4PIyMjDAyMoJpmk78161btwiaAW4kdZJJF6FQ6EArpfcbB4XMdpXZvUGXzO4D7Acyu3kArNNqaTuVzNrRXHb7mdvt5qmnntrxpC3vAZm1PbOISsv+YpvMtk2ZVVrbjlrQMRFxk2x6G6ZhUMpm8fiDeBRLWSmYTdgMXKJV71oBMRBoKM0gnU5vazEAS5k1NBNdNZAqfk+hsIiiDCCKjX8X3f4Asag1pPlQC8NfcE+ZNdpQnGCfT3aK52oEitKLYeTQ9TyStLsCEkEQCIfDhMNhAA5fu81KocTy8jIzMzP4/X7HktCogtxFbRwUMpvL5eqWnnTRPLpk9j6jmcan/UBmK5XZva6lbQadSmZFUSSfz/Pqq68yPj5eNwx/M2QnzaCN+2TX2ZZtBq2goFskrx0DYK5SgXSLyqytVLrN5slsMZfDNE3cgQA+ubkBMKvKdutpVwwEMLKN2QyGh7fPibUrbUt5HW8FmS0Wl/B4GvfLgjUAdrfP8mw/3OKEvqPM5tqrzDYK0zRrnosU+V4LmCQ19v2rhyG3wuW8yiOPPOJkAsdiMa5cuYKmaUSjUXp6eohEIh1xXtxPOChktqvM7g26ZHYfQJIkVPXB1SQ2AluZ3eta2mbRqWQ2m82yvLzM6dOnHXWnEch7PAB2v5XZ7R7HutUia77WlAw7d9VN0trPJlrO7FpXt/8emW3GZrDZYgAgBPwYy8vbvtfORt1RmS2T2WJewxu697uKxSXC4e/c1Xrd/gB3e4cZ1IoEW0gygMoBsNaV2WbJbD2bAVjFCW53a2R2QJGJaTqqYaKIAoFAgEAgwOHDh9F1nUQiwfr6OrOzs7jdbke1bQe56cS0lnbioKQZZLPZrjK7B+iS2X0ASZLQtAc3IdsIJElyBr32spa2WXQamTVNk5s3b3L37l1GR0d3RWQB5LJC0d4GsOoBsFbgKLNt8My6SgUK4RaV2fKjbbeQAS0Prt1fTGwy62mBzJoZFbFv676IgQDqDtFcjRQmgGUzAFArihN0PY+qruPZRZIBgCTLrPUNM1VobXAOQJBEcIltqbR1u90IgkCh0PjxrzsApljK7G58s/Uw6JIxgXVNZ9hVfXmVJIm+vj4nMN+O/5qdnaVQKBAOh+np6SEajXZ02+ODwkFRZguFQsPZxV00ju435j6jWZtBJxGxzTBNk7m5OQqFAufOndvTWtpm0UlkVtd1rly5giAITE1NNeX725torvJwktS6Z7agtY/MKqV8y55ZR5kVswhqDrMJMlvIWLFYnkCweTKb1RAntn4/xAYGwOxYrp1UHcdmUKGAFu0kg12S2ZxukAj1MLI6v6v31YPglTDb4JkVBKGhSttK1COzLsUil6q63vK6BsstYHdK2hYyuxler5exsTHGxsYwDMOJ/7p582ZVgsJOA39w8DNm4eCQWdM0D4TC3Gnoktl9gN20a91vVNbSer3ejiSy0DnH0Favh4eHOXToEGtra02RbGUvPbNtILPtHABzFQvk5FbJbIUyqzY3NFRIW0kInmAQWZRxia5dkVlTN6yM1RqeWcHvx8xmtyUlNpnd6alHpWfWWbudMdtALFclruVLIAgMJdd29b56EDxyW5RZoG1kVpZ7AIGS2vo+jritv+1KSePJXbxPFEWi0aiT+FIsFonH4ywuLjrWEpvc1ko5eauQ2f2uWB90K8iDxP7+ZLxFIMtyRxCxzdhcS7u21p4L3l5AFMUH7jtOJBJcuXKFRx55xMmsbEaphwqbwR7U2bbTZuBugITqus7FixdJpVJO05L9qNUslZAMnXzLZPaeMqupOZrZO0eZDVpk0if7dpUzazqxXLUHwDAMzFyubm1vw8ps2WZQSWaLBUuZ3a3N4Gq5xrZ/vbWyCRuirz3KLLSPzIqigixHUdtAZodd1s387VJr5xq3283w8DDDw8OYpkk6nSYWi3Hp0iUMw3CIbSgUcp46HQTVcjvoun5gEiEO+o3Hg0CXzO4DdIqqWIkHVUvbLB60zWBpaYmlpSVOnz5d5Zdqdl17YTMQ9mAAbCebQaFQ4Pz584yOjvLwww+TyWSIxWLOo9ZeRUEE8i2mIljEzsQl5NHUXFPbyKfTiLKM4rbW4pW85I1dkKkahQk2BH+g/DNZ2IbMSpK04/etts1gCUkKI8u787LP5Et4tRK+2Oqu3lcPglfGSLYepwUWmY3HG/e5bqdeulz9qKXWbQZBSSQkiayU2jfjIAgCoVCIUCjE5OQkqqqSSCS4c+cO169fx+v1EolEDrzqd1AI+0H/Oz0odMnsfUYzd2SdFM31oGtpm8WDIrOGYTAzM4Oqqjz99NNbjle9Otud4NgM9mIArB02A21nm4Gt7D/66KOEw2FKpRKRSMQJwS8Wi6xfvowJpAWJa9euNT0gU8pruNwgCCaCtjufq41CJo03eC8If7fKbL3CBCgrs4CRySANDNR8fzqdbsg/KSkikixsshks4tmlxQBgJldkvJil1EBsWCMQPO1TZj0eT1uUWQBF6W+LzQBgxCVzu7h3A7uKojAwMMDAwACmaZLL5VhdXSWXy/Hqq68SiUSc+K/9cn5uBAeBzOq6vu/3oVPRJbP7AJ1CZjuhlrZZPAgyWyqVOH/+PP39/TzyyCM1j1etOttGsBcNYOjlC7CotHysdsqZXVlZ4caNG46yX+v3ud1u+gMB7gIlt4+BgQFisRg3btxAlmV6e3vp7e3F5/Pt+Fks5XVcnvLPNKnMFjIpPIF7SQJe2bu7afqsdbNQL2cW2HYIrJHCBBsur1xNZgs3CQafanitALppci1f4u16keIOft5GIXhlzILelm3ZNoNGt7WtMqv0k8vNtLQeG8MumeU2KrPbQRAE/H4/IyMjZDIZTpw4wcbGBvF4nPn5eRRFqYr/2k/n7M04CGQ2l8t1q2z3CF0yuw/QCWS2U2ppm8X9JrOpVIqLFy/y8MMP09/fX/fnmvfM7sEAmKPM7l3OrGmazM7Okk6nefrpp3dUWM2cRTzzsqdqQKZQKBCLxZifnyefzxMOhx2vbS01qpTXcHmsfxeaHgBLV5FZn+xj1Wj88buRKSuzgdo5swDmNvFcmUxmx8IEGy6v5NgMdD1HqXQHr2ei4bUCzOZL5AyTY2jomopeKiG36FkUvBKYQEEHb2uXH6/Xi2maFIvFhhoGt1VmXf2oahzT1BCE1tY16pJ5PdOc+t8sbKInSZJzkwdbvyehUKjKk76fcFDIbDeWa2+wvz7Nb1E0+yi6HdhNLa2tMnbiCed+ktmVlRUWFhY4derUjnfhza5LKQfYt1uZNREQ2jEAViOaS9M0Ll68iM/n48knn9xCLOzjUPn5MbIWmc3K1RPcHo+H0dFRRkdHnVijWCzGwsKCo0bZqi1YDWAurwQFWlJm+w5POv/tk3y7SzPIqODeWmULOyuzhmGQTqc5duxYQ79L8UiUyk1bhcINADyeIw2vFWA6a92QnFBgDijmsm0gs9Ylx8jrSG0gs2ARtlbJrEvpBwxUNY7LVdvm0SiGXTJJ3SCjGwRaLJpoFPX2bfP3JJVKOfFfoig6g2TBYLDjVdtOvbbsBl1ldu/QJbP3GZ1+wqjEbmtp7TzcTjzh3A8ya5om169fJ5vN8swzzzSkfHSUzcDUQJSbVosrUdSLSIKELFrHwB70OnTo0JbKXtM00TQN0zTRdd3xlQmCgJmzlMrcNoNkm2ON8vk88XjcCaOPRCLk0kWi/QoUQNBaUWbvDVB5Ze+uyKyRVhGDtaPrdiKzmUwGwzAaLtdweWWKOUuZzRcWrPV6JxpeK8B0tkBYEpnweiwym83gj/bsahub4bSA5TWgNWJsk9lcLuf4rLfDTp5ZgJK61jKZrYznOurdGqO1F2jkvCuKouNJP3LkCKVSiXg8ztLSkuPH7unpobe3t2b814PGQfCb5nK5fTEwvR/RJbNd1EQ2m+XChQscPny44VpaO3WhEx9f7TWZVVWVCxcuEAqFaqqO262rGeIoiQKCAFo7o7l0FSSlLWS2oBccVXZjY4PLly/XtKjYRFYQBOcCqus6hmFgGAZaOY4qK7kavlHyer1VatTGxgal/DzpvEU8U+srkM/v6nGfoWkUc1k8wWqbwa6iuTJqTYsB4MRxmXUGrVIpK+O20WY9l1ciHbP2t5C/AUi7LkyYzhZ53O/Ga1hEu9CGITBbmW1H1qytcGWz2zen2diezJaLE0pr0KJwNmrHcxXVjiKzm+FyuRgaGmJoaMipSq6M/4pGo/T09BAOhzuCRBqGse8H2rpkdu/QeayjiweO1dVV5ubmeOyxx3ZVS9vJTWV7SWYzmQwXLlxgamqKwcHB+7YuWRTa3wDWJmW2oBdwS26Wl5e5efPmlkgyuEdaBUGoIhn2hdMwDGfAKiu7HNJrq7aNXGDtR6lGaYGR8RG4DoJe5Nr16xSLReeCvdPkt03kvBXKrE/2UTSLDQ8gGRkVebx2Rqzg84EoYtTxzO6azHokp842X1jA7R5FFBsnVlnd4M18ie+JRHHpFrsrNkgat0O1MtsabFKQyzVmG9kpmgva0wJmN3/dryEwaL00QRAEgsEgwWCQiYkJNE0jkUhw9+5d3nzzTTwejzNI9qA8n5361G83yGazXZvBHqFLZu8zWjnh7HXLi2mavPnmm85wzm7bvDoxD9fGXpHZu3fvMjs7y8mTJxueNK9EK8RRFgW0Nu6ToKsgKm3xaBe1IpIpcefOnS2DXqZpOsrrZiJbCVEUoUxmc5IHl8vlvM8wDOezZpPQehc6XTPQVAOXV8aUvYQ9Mk888QS6rrOxsUEsFmNubg632+14bTdfsO8VJlSnGZiY5PW8U29bD6ZpYqa1+sqsIJRbwGqrn8lkEtidMlsqpwYUCgt4vZM7v6kCl3JFDOBxvxuPbhHwYjuV2ULr5wmbzLZHme3FagG72/K6+hUJWaCtWbM7od1ET5Zl+vv76e/vxzRNx7pzvXwTaMd/1Ru43AscBDLbVWb3Dl0yu09gk7G9OnFU1tKePn26KdL8oIsJtkO712aaJvPz8yQSCc6cOdO0x6wV4ihLYnsbwEwdpNaVWU3TWI2toojKFstFo0TW+flsDl1WKGFNatuf/0pCa5PaSq9t5UWvVCZOLq+Eqfig7JndPPmdy+WIxWJcv37dybzt7e0lEoncq7KtUGb9sqWw5NTczmQ2r4NhItYhs2D5Zut5ZpPJJIFAoGELj8srY+gmaqlEobBIJHy2offZ+Hbauol4wu/BrVvHvC1ktpwoYeZaJ3qSJOHxeNqizAqCjKL0WjaDVtclCAwpMrf3kTK7HQRBwOfz4fP5GBsbc6w78XichYUFJyavp6cHv9+/Z+s4KGS2q8zuDbpkdp/AjufaCzK7uZa2WXRChFg9tJPM2lP5Xq+X06dPt3SCbXYADCzfbFttBrrass0gn89z/vx5UCCshLcQWV2/lzHa0KP5XBbN7WHzckRRRBRFZFnGMIwqkmyTXJvU2o/bXV4ZFB9CnTQD+4J96NAhR7VdX19ndnaW7C1riEqouGnxyuUBJG1nMmWmyxmzdQbAAMSAvy6ZTaVSu7L82C1g2dQSpqni2WUs17cyeR72uuhRJExZRJQkirk22AxEAcErtYXMguWbbYcyC5Zvtp3FCftZmd0OlSkIYJWb2PnP2WyWUCjkvL7bp3s7YT8NUNdCPp/vKrN7hC6Z3SfYK6LYzlrat4Iym8vlmJ6e3tVg3F6tSxGF9jeAtUBmKwe9hDcE3Ma9aXV70Avq2wFqwczm0Nxe9G3WY2+vUrW1/bi6rpMtq4yyW8CUPY4yux0qVVvTNDmfsB4/L91ZZSmWIBqNYpasNTVCZo2MRWaFQP1TrhAI1M2ZTSaTu/q8ucqP8zOZeQA8u7AZaMDrmQLv7bMsFYIg4PYH2qLMAgh+GaONZLYdyixYiQZqm8jsqFvmG6n21PY2gr22oG0Ht9vNyMgIIyMjmKbpxH8tLS0BOMQ2FArtezLaKrLZbMOJJF3sDl0ye5/R7Je53X7UylraRsLrG0EnK7PtGGqyiyMee+yxtp2QWlmX1GbPLIaGKSpNqcWbB70KesF5DF9v0KuhJeUsMgtgmCZiA++3VVso2xHKSqzsFjEVL2Yxi6ZpVT+3HQRBwChZqQVPPfMspiCQSCRQFyyCeun6JUKHrDB6d50cVrNMZre1GfgD6GtbyZSdMbubz5ytzOZzcwB4PY2T2Xlk8obJ04F7vmG3z98+MuuT26bM+nw+VlZWGvrZnQify9VPLnulLes65Fb4CzVD0TBw3wfFtFMewQuCQDgcJhwOMzk5iaqqxONxlpeXmZmZwe/3O/Ff9b4rBxn5fL4tIkgXW9Els/sEsiy3jSjuVS1tJyuzrQ7e3bx5k9XVVc6cOdPWk3Ar65Il8YFHc9lDg5lMpuqmqKgX6fX0tkRkAYxsFt3jRRv1cSVb4ITfs6vtiKKIVrQ+k8GwF0HxI2p5BEGo8tvulJBQSKdw+/yI5f3r6+vjIf0huAWRgQiapnHlyhU0TXOUqMpIIyNtK7Pbe2bVhYUt/57JZDBNc5c2g3K+b3EWl2sIWW78vTPly8IzwXvZvpYy27rNACwya6y3pyGr3TYDVYtjGCqi2Nrj8XG3ggncKmo8dB/iuTqFzG6GoigMDg4yODiIaZpks1ni8bjzXalME+nE9bcbXc/s3qFLZvcJ2kUU97KWtpOjuZqFrutcvnwZSZIaKo64n5DbbjPQQZQaJrO2d9jv928Z9CpqRVyiqyUiC1adbSLSg3Yiwnsu32JIkTkX8fHOiJ/vCPkIyjt7yEu2Z9Yng8uHkFt3khFsH6/9ua302lb+rQuZdFWSAdzzzBqywfihccbHx51Io9XVVa5fv47P56O3t5dQUkXwSDXbv2xYNoOt6qedZLAbZdZdVmZVfZZA4GjD7wO4jMJDHoVe5d7lwe0PkN2I72o79SD6ZPQ2KrOaplEqlXYcwtxRmVUGABNVXcftbqw2uB4Ouy0yfLOo3hcy+yBtBo1CEAQCgQCBQIDx8XF0XSeRSDi+dLfb7ai2Xq+34/enGXTJ7N6hS2bvM5r9gkqS5HgOm8FuammbRSdHczUDu7VqZGSE8fHxB72cLWh3zqxgWNFcjZBZe9CrlnfYNK24KpfoaonIgjUA5ndFcH/lDh/+icf5WjrPF+MZ/ngthSzA00Ev58J+3hnxc9Trqvm7SuVMU5dHxlS8iGXbQT2vbWUTmWmaSJJEPpWqSjIA8Cv30gxsbI40ymazxGIxUitxZBnW5uYschsKbbkxEv3WANhmYrLbWC6wiLsgqujmLXy+f9Lw+3K6wQwy7w9V++fdfj+J5VsNb2c7WDYDHdMwEcTWCEtlcULLZLZMYEulOy2T2fEymV0sqi1tp1EYhtGRZTXbQZIk+vr66OuzCis2N/eFw+H7Hv+11+hGc+0d9ten/y2MVlTP3dbSNgtRFFsi3J2ERCLBlStX9kTBbhdkSUDV2+mZbWwAzD42J06c2FIjag96FfUiXrl1dcXM5tCHvQhFgx/qDfL+4SiqYfJ6Js9LG1le2sjyn26t859urTPikjkX8fNdET/PhXz4JetzXsxpSLKA7BJB8UGdNIPNXttK1baQSePv6a3y2tpxXPUGwCqVqIxUxOwVEEIhVlZWuHbtGn6/3xkyc7lcCIEA6DpmsYhQcbNpFybsJsdY8Ui4gndA0PF5H274fd9I51EFgXdGNpPZQFsawMAis2AVJwj+1h7n22Q2l8vt+D3d2TNrFZ6USndaWhNAVBYJSiK37hOZ3Q/K7E7Y3NyXTCaJx+PcvHkTURQplUpO7e5+3deuMrt36JLZB4Bmhn6aHa5qppa2WUiSRKlU2tPfcT9w69Ytbt++XbO1qpMgtdtmoGuOZ7bejdPt27dZXFzcsdGrqBdxS617i41cDsNjESt7SYoo8GzIx7MhH/9uvJ+VospXklle2sjxV+sp/t+7SVyCYKm2ET9hVUOxw/plL4K2s19zs2pbyKTpmzhS5bWVjHL8lbqzZ9PIqMiHAzVVW7s+tK+QRwaMdAaxgszuNmPWWr+Ar38ZAJ+vcTL7UjKHx6we/gLw+AOo+TyGpjm+4WYh+Mt/i5wGLZLZ3RQn7ET43K4hoD1kVhAExt0yNwv3T5ntJAtUqxBFkWg06tygZLNZLl68yOLiIplMhmAw6HjTm834fhDI5/NdMrtH6JLZfYJmyGyztbTNYr97Zg3DYGZmxkl46PRHW4ootrnOVgXFV1NhN02T69evk8vldmz0AmsAzCO3ZmUxDQMzm8Xw3EszqIVht8KPDkT40YEIJcPktXS+TG6zfHxxDUYh2uPn6sIq3+2e4qxusBtdxzRNS5kNhR2vra7r3F66jUf0kFEzqKpa02trv9/MaFUZs5Wq7eHDh1FVlfX5eXRg+htfxzM15QTRJxKJpp4OeHuWMA0Fj6cxi4xpmry0keUkKq5Nj/9d5QtwMZ/DG2ztXCL6Kshsi6hUZnfCTmRWkgJIUoBiG8gsWFaDq7n7c3N/0MjsZsiyjNfr5cSJE5imSTqdJh6POzeClfFfnXwcunW2e4cumd0nkCQJVW3sLr/VWtpmsR88s/UuaMVikenpafr7+5mYmNgXj7Esm0G7B8C22gw0TePChQsEAgFOnTq1Y6NXQbeUz1aVWTNv5XTqXh8Y9clsJVyiwHeEfXxH2MeHxvu5XVT5r381x8UA/H/rKT7nOYf7med4dmaJcxHLazvp2V7ZUQuWIukpkzjDMLh06RKRSISAK0DRKDo3crUSEii3f22XZKAoCpGREWLAY0eOUBofd1Tb9fV1RkdHSaVSBIPBhj+b7vASRnEMQWjsNH85V+KOqvMethIwj/9epW2rZNa2GRjZ1smsPSjUDmUWwOUaplRabXldYA2B/e1GFs00kff4fHIQbAbboZKsC4JAKBQiFAoxMTGBpmnE43Hu3LnD9evX8Xq9ziDZXsyGtIKuMrt36JLZfQJJkigUdn482o5a2mbRydFcUL8S2G5AO3bsmDOMsB8giUJ7o7kM1cmZtcnsToNetRq9ipqVydoqmTXKBMXw+iALzdiDR90Kb1tSOedXOPfuKV5/9fO8vDzP33l/jP9wM8d/uLnGYbfCOyN+zkX8vC3kxbNJ2ck7VbZBJ9bu8OHDDA0N4ZvxkdNzzg1jzYSEWFk1DG5/uhUDFmE0s1mCwSDBYJChoSFefPFFotEoS0tLjmfQ9trWu1E1TRMleINS/OmGj9X/iqdRBDhjbr1pdtvKbBviuYQ2KrOiKOL1ehsuTtgJLtcQpVJjubU7YdytoJmwUtI45N5bQeGgK7Pb7Z8sywwMDDAwMIBpmuRyOeLxODMzM6iqSiQSceK/HvTTtu4A2N6hS2YfAPbKM9uuWtpm0cmlCVCbzNph/+1oQLvfUESBgtrG461rIN1TZhsZ9IKtjV62MuuRWrQZOGTWC1maLpco5nVCfR7coshZOc+75j7Fv/u+/4NFIcBLGzm+kszyx2tJ/mh1A7cg8FzYxzvDVvzXuMdFvpwmgOLijTfe4JFHHnGOh0/xVaUZ1EpIKOTKg1P+e09XauXa2mS2stJ2Y2MDgEOHDnH06FHnEWssFuPChQsAjgpVqdoWi7cR5QzFjcbKEnTT5H/FM7wj7COQ2BrB5fbdU2ZbRTvJLOwua7lGhCYAACAASURBVHanm3u3a4hs9mI7lsW4pxzPVVD3nMy+lZTZ7SAIAn6/H7/fX1VLHY/HmZ+fR1EU5/vi8/nu+zHTdf2+PSl9q6FLZvcJdiKK7aylbRb7RZmF7T2g9xs2edztiXUvlFk7miuZTHL37t0dB71qWjb09iqzpq/cJNYkmS3lNadEwFSs74ag5hgP9fATQy5+YihCwTD4ZirPVzayvFhOSeDmGpMehSeLRaSxKRbXY7z9u95V9f3yyT6yWn0iJYoiYsb6zLl6fQiKXKXaapqGJFnZvoKtzFaQ2UQiAeB4ZisfsdoNS7FYjFu3bjmDMb29vQjCNADZtcMNHaPX0gVWVZ1f7glAYuvrbn8byawoIHglzFx7bsR8Pl/DZHYnuFxDaNoGup5Hklob/pwoE9gbRZW3t2Nx2+CgK7O6rjelqlbWUoMVt2gT23w+TygUcuK/7gfJPMg3HA8aXTK7T1CPzO5FLW2z2C/KrKqqTE9PE4lEtnhAHwTs9IDdnqxlSWxrmoFgqJiizO3bt8lmszz33HPbDnrVO27tUmYdMusMgO1+G6ZpWmTWVz62SpmgqPmqn/OIIufKVoNfBRYKJb5SJrV/lXeh/cBP8T8F+M5bCc5FSrwz4mfMreCX/dzJbT8wZKRKIAlIASsHd3OurX1MjXKznJZKO+TEJrP1ChMURWFoaIihoaEq1XZ9/SVMQyFzd6ChOKM/i6XwiwL/JOznco3X75HZNraAZdsz6e/3+53j1CpcTqLBKl7vREvbGlAkgpLIbH7vh8C6ymxj8Hg8jIyMMDIygmEYpFIp4vE4i4uLCIJQ8ylHu9BqnXoX26NLZh8AmvmS1CKKe1VL2yz2gzKbTqeZnZ1lamqKwcHBB70kwFpXMye6djeAmbpGLJFEPCzS399fk8jqun5vsKkO2qXMmlXKbAmjiX3VigamYRUmACDXJrObMelxcXhA5tnEHa5deomv3bqN9yd/ga+k8vz9hrWuhzwuFOXtlPgaJcPckgBgw0iVEMNbCx0259rq5RxZI5N2BskSiQTBYLAh1ahStc0X1sluPIShytxYuEkunyUUCjkJCZV/25iq88V4hvf1hfBJtQmDq6xGtzNrtt02g3YQOpfbJrMrLZNZQRCY8ijMFfaezB50ZXYv9k8URSKRCJFIhCNHjlAqlYjH41XedDsloVMqzLuojy6Z3SfYTGb3spa2WXR6NFexWOTatWucOnVqVwH0e43tcl23QzsbwHK5HL5iHu9wiLGxMdbW1pzXKge9diKysAc2A68PKDVlMyiWCZPb9mm6yjYDLc92W7MTHKLRKFGXzKPxFX7qiKV+LhRUXtzI8pWNLF8vHMMIP8pT357lO8M+S90N+xmp8EgayRJiaPvEBFEUEd1uBL8fIZ/H5XI5fr9wOOx4bW1Vd7sLu2lq5HJXUYR/CsBDE8fwBGVSqRSxWIzFxUVEUXQev/5xqoRqwvsH6tfliqKIy+dvi80AyspsrNiWbQUCAXRdJ5/Pt2yxclcos+3AQ14XL220ZzhtO3SV2dbhcrmqnnJkMhni8ThXrlxB13Wi0Sg9PT2Ew+Gm1tLJ18aDgC6Z3Sewyez9qKVtFp0azWWaJnNzc+RyOR5//PGOIrLQvKLdrgYwe9DrnaKJHAiRqRhQ3G7Qqx4cm0GLObNG1iIBps8HbNDMUzqHzPo3K7P1CUY+n+fChQtMTEwwODjItS8m8YYsoicIAke8Lo54Xfzr4Si/ef5T/PHtGd796Id5aSPLlxMWAX/Y6+Kd5eivqXQJ70RjcVZiIICZzTmq7cbGBseOHUOWZUcZB6oU8s1/l1x+FsMo4FYesY5BXsMbUgiHw4TDYUeFisViXF24we8X3JyWIZxJosqRLWuy4fb7KebaYzMQfTL6rfZsK1D2GmcymZbJrKIMAALFNiUaTHlc/JmWZkPTich7N0l/0JVZ+/N+vyAIgpMocvjwYTRNY2Njg7t37/Lmm2/i8XgcS0KjxTqFQqGjS3j2O7pkdp9AkiQ0TWN6enrPa2mbRSfaDDRN4+LFi/h8PgYGBjrumEFz6RbQngawpaUllpaWeOqppxC+qWNURHPtNOhVD+22GQhei6A0o0JvUWbLnlmhjs0gmUw6Nca2TzWfTOIL1yZ5EZcbMfctPnq4F2ligNl8iZfKhQ1/cCfBp1cS+J9y85yg8667Sd4Z8TPoqn/aFQMBZwAsl8tRKBSqbAF29JfjszUMNE1zvLiWleZ1AHzeU0CSUn7r43yXy8Xw8DB/hYfM7Ti/MBwilUpx48YNcrkcN2/epLe3F7/f7/ztPf5A+5RZv4yZ1zANE6GOPaNRVJLZVlNcRFHBpQxQLN5uaTs2psqJBnP5Ek8F947IHHQy28xMQTshyzJ9fX1OdKMd/3X9+nWKxaIT/xWNRuuuM5vN7rvEnP2ELpl9AGjmcVA+nyedTt+XWtpm0WmPuXK5nJMJOjIywszMTMeRbWj+JqCVBjDTNLl27RqFQuFe25mhO9FcjQx61UNlzmw8/vesx75ENPIOIpHvRFF6Gt6OkcuCLEO5rrKZXa2vzG4ls6urq9y4cYNTp05VKSi51AYDkw/V3L5fLjdQaTlCrhBHfW6O+tz89HAPGd3gH1eS/O0rt/n6IZG/W7AeXT/ic1u5tmEfp4PeqkB9MRBwornW19cBqrKPa0V/VZY16LpOMvktXK4RvL5hLDJb+2nJaknjd1YSvDPs4+xQP9DP5OQkr732GoqisLCw4Ex89/b2lm0G7RsAwwQzrzv1ts2iksy2A27PWNvI7ENe67M7V1D3lMy+FWwGD3K4eTN8Ph8+n4+xsTEMw3DivxYWFpBl2VFtK28Guxmze4vO+XR0URd2La3X6+1YIttpWF9f59q1azz22GOOwtaJyjE0r8zKUnPRXLbCHwqFeOKJJ+5dBHUVBAmXy8XGxgbT09P09fXR39+/KztLZZqBqsZJpV4lFvsSIBDwP0YkepZo5B34/Y8gCPXVJCOTRQz4kSRrfY00gG3GZmWWcjRXpc3ANE1u3rxJPB7n9OnTW4at8qkkvjppAj7Z2p5NZisRkETeZSg8c6WI//ExFsa8vFT22n56Oc7vLMcJSSJvL2fangv7EQIBjPJkfiwWA9i2yMO2I9g2BMPQyWbOEwq/HVsYz2dKW5Q70zT59VvrqCZ8+FDflm1WTnwnk0ni8TjZYolCfJ3FxcWWczqrsmZbJLN2o1LbyKx7lGTyG23Z1qhLxiMKzO7xENhbQZnt1P0TRdEZFANrNiMej3Pjxg2y2Sxf+MIXePjhhzl27Fi3/WsP0SWzHYzNtbSvvvrqg15Sx8P2FK+trXHmzJmqKdROJbPNrsuyGezufbZaPTExwfDw8L0XTBPBUDEECUVReNvb3kYulyMWi3HlyhVUVaWnp4e+vr4dByAqbQahwecZGPjnZLNXSWy8zMbGP7K09DssLf1XFKWXSOTtRCNnCYefQ5aryaCZyyH4/IhlwtSUzSBbx2agWcqsYRjMzMwAcOrUqS37pRaLqIUC3lBtm4GvTI5zdTy4RsoiMVLEzXGf9b+fG+khpel8LZVzyO1fxy0iduwHfpS3XZ7mB9J51tfXcblcjvK4E0RRpFCYQ9M3iEaeJVCONCvl76m29s/9SSzNlxJZ/q/RHg576icliKJoDcFFo6wcOsTc6m1kWXZyOsPhML29vds+Xq253TYWJ0iShM/nayOZHUNV1zCMAqLYmu9bFASOeBTm9jie662gzHYqmd0Mt9vN8PAww8PDmKZJoVDgr//6r/n0pz9NIpHgIx/5CN/7vd/rWAV/67d+i9/7vd/jxo0b9Pf38y/+xb/ghRde2JH4Xr9+nc997nN8+ctfZm5ujkKhwNTUFM8//zwf+MAH3nLEuUtmHwAaOek8yFra/Qpd17l8+TKSJHHmzJktJ79OJbNNK7Pi7nJm4/E4V69erVKrbZiGRSpMUXaOm92kMz4+7vSfr6ysMDMzQyAQoK+vz3r87Kqe1LfJrJ0zKwgigcAJAoETHBr7N6hqnI2Nr5HY+Crx+Iusrf0lIBEMniIafQfRyFm83ocwshlE/z0y2+wAmOwSkeTyZ6EiZ1ZVVS5evEhPT0/daLt8ymr/8oW2V2brFSc4ZDZcfYxCssQ/7QnyT3uCmKbJ1VyRFzey/H1inf/+3HfxR1du4fWPMnXCz+H1NGcjPvqUnU/XyZR1wxsKncFlV+yqlkfW9tq+mMjwwmKM7wx4+Km+QBVR2I4Uuf0BSrkcw8PDVaptLBZjYWEBRVGchASv17vtOcu2FrQrnisQCLSVzAIUi8t4vUda3t5Rj4tX0ttHwbWKLpntTAiCwLlz5zh37hwvv/wyX/jCF3jsscf4zGc+w8/+7M+Sz+eZnZ3lh3/4h/ngBz/I1atX+eQnP8kbb7zB3/3d3227z5/97Gf51Kc+xXve8x7e//73oygKL774Ih/+8If5kz/5E1555ZW31MBZl8x2IB50Le1+RD6fZ3p6mtHRUQ4dOlTzZzqVzDbtmd2FzaBy0GuzZUDXdYyidbEVpNoRUpv7z9PpNOvr60xPW01Tvb299Pf3EwgEKOgFBAQUsbbipyg99Pf/IP39P4hpaqQzF9lIvExi46ssLv5nFhf/My7XMO7HTXyhIBLW2pqL5lLvWQwARAVTkNDyaV5//XUnsaAecimrTta7A5nNafWVWcEtIrjrq5aCIPCo38Ojfg8/9mevcfsv/pKbf/YX/O4r3+ZmzwAfnL+DAJz0u52EhJN+D1IN8pJMfgO3awS3exRBEJBdIqW85mQZfyGe4cM31jnmc/NbU4NIouCotjvdULn9AUzDQC3kcXl9VaotWNPasViM2dlZCoUCkUiE3t5eIpHIFtXWthkY2faR2XQ63ZZteRwyu9QWMvuoz81fxjPEVI3eBm5ImkWXzHY2stksvb29PP/88zz//PNcunSJxx9/nGeeeYY///M/d35ucnKSX/qlX+Lzn/88P/ZjP1Z3e+9973v50Ic+VCVM/NzP/RxHjx7lYx/7GJ/5zGf4hV/4hT3dp05Cl8x2GHaqpd0Pd+D3e412tNROmbudSmZbTTPY7njXHPSqeM0Z9KJ8XMSdTwmV4fyVMU8LCwtks1mW88u4RTe6ru84tCEIMqHgk4SCTzI+/m8pFu+wsfGPJDa+ysaRl0gfv4OS+Gd84PQUpdS7yff+b3g94w0fo2JOvzf8Zf1CTMXL+vJNjv/g8brNWjbyybIyWyfNwK+UB8Dq2QwayJithOj3E0xu8F2yweXL3+Id596J/7HHHTvCf7kd55O34/TIEs8EvZwOenkq4OFRvxuZEsnkN+nv/2fO58HlkynkNM5n8nzydpyXNrI8F/LyqaMjTlSUnZCg6zrr6+tIkoSqqk7sl00iKlvAXN6t5yaPx8Po6Cijo6POUEwsFmN+fh6Xy+UUNvh8vmrPbBsQCARYXl6u+/puvl+2MlsoLrW8LrDILMCVXImz4e4ltxk0W2fbScjn81WP/j//+c9jmia/+Zu/WfVzP/3TP80v//Iv87nPfW5bMnvmzJma//6+972Pj33sY1y6dKk9C98n6H6zOgSN1NLaWbOdNNW5Gfd7jYuLiywvLzeUudupObhN58yK97yksrSVzNqDXuFwuHrQixqNXmWbQSNkdjPsmKfh4WEMw+BvX/lbXKKLb3/72yiK4kTaNDLJ63YPMTj4XgYH38vSh38I/dk+bn/POH3er6Amf4vz538Lj2eCaOTtRCJnCYXOIIr1yWIxW63Mrq6uMoLCQDSIsQORhXs2g6aV2Y0SYqTxiDKh7I9du21N0w/093HE7+Gk38MvjvaSUHW+mszylWSW19IFvpSwHq27BIFRRSVq/BIPlR4jsriGapq88aSXWxGd2OVbBESRfz/ez08ORaoTFMpkdXV1ldu3b3Py5EkkSXIIrp0zrJQfWRazGYJ9/dvux+ahmHw+TywW480333SijAY8InqmPV7SQCBAoVBA07SWzz2yHEUUvRTbRmatz+eVXJGz4e40ezM4CMrs5jSDV199FVEUeeaZZ6p+zuPxcOrUqaZnZJaWrM9tpzRc3i90Lis6wNisojVaS7sfyOz9Uj9t8q/r+hbFcbu12U1KnYRW6mzBJrPVr9mDXpOTkwwNDVW9VrPRyyaz0s61qdtBFEWQwe/y8+yzz5LP551kiWKxSDQapa+vj2g0uvPFKZknkD+MEPx5PvyXZ/mj9w8w5p9mI/Eyd1b/hJU7n0MUvYTDbyMaOUskcha3u3pfizmN6LDPGQxMJBIc9gYxzBKN0KhcsnmbgWma6Iki8uHGSzpEm8yu3AG2JhlEFYn39IV4T581LHe3pPF6Js/5TIHLsYssCsPMpQMUkhtIAvhCIoeyJv/nsUF+oCdIsEZwv2mazM/Pk06nOX36dNV3qVK1VTxlf3Byg4imVam2O8Hr9TI2NsbY2JjTbKa7l8gsrTM7najy2jYDe0gum83WVNt387RIEATc7vbFc4VkiTGXzOVcexrP3oo4iGR2eXmZvr6+mlW5o6OjfP3rX6dUKm2ZSdgOuq7zwgsvIMvytqruQUTnsqK3CHZTS7u50rYTcT8qbYvFItPT0wwMDGxL/jejk20GzTWAWSd31TCpPB1uO+hVQWQrM2QFwyL5ZhPK7GYU9IJTmOD1ejl06BCHDh1C13USiQRra2tcv34dn8/nqLa1TujGpjQDUxpheOgEw0M/hq7nSaVeJbHxMonEyyQSLwLg8x0lErGGyILBJyjmNFxeiStXriCKIqdOnYJpP2iNDeTkUhu4/QGkOjeQdppBVt06AGbmNCgZSNFd2AyCFilbvXsXj8ezY1vdgEvme3uCvDsa4PX1/4g/8gjHj33Sef3vP3uNdKzED31vbZuEfVMoSdIW9R6qc21DZZVVLRQQhGqvrSRJNdvIakGSJHp7e8n2JHCXDHqOjjkB9KVSqcpr2yiBsY9TOp1umcyC5ZstFBcb/vmdcMLv7pLZFnBQyGx/f3/Vf9c67wHOU8ZcLrcrMvuBD3yAV155hY9//OMcO3astQXvM3TJ7ANCM7W0+4HM7vWjfHs47tixY9vmb9ZCp5LZVpXZyiGwHQe9ykUIWy4Mum0zaE2ZhWoyWwlJkhzyapom2WyW9fV1Ll68iGEY9Pb20tfXRygUAtPEzOUQ/X6kCgX63ra8VvJB9B2YEyb5/DwbG18lsfEyKyt/xPLyZ5CkID0nj5MTHmfY+11MTj5u+ZNlL8I2dbaV2C5jFsAtupEEqaYya2xY2u9ubAaOMpuIMzg42DABS2fOUyrdYfzQL1b9u8srU8rXTlqw2/Gi0WhDN4W2Z1Yr5HG5XFWqrf290ioU253IhxBQ0BezBCoC6G3Vdn19ndnZWTwej6PabneO3Kk4Ybdk1u0eI5n6Rtv8/4963fxNIkta02uq462imfPHfsJB8cxWPnnw+XzcvXu35s8WCgXnZxrFr/zKr/Dbv/3b/MzP/Awf+tCHWlvsPkSXzD4A6LreVC3tfiGze0UYl5eXuXnzZt3huJ3QrAK612hama0geaZpMjMzQ7FY3H7Qq16jl+OZbf2CUdAKeOTtb84EQSAQCBAIBJiYmEBVVeLxOLdu3SKdThOUZYKA6fVgL7deCpkgCPh8U/h8U4yM/Cs0LU0y+Qp3V/+eYt8/IntfZfXuZ8lkTxCNvoMBPwQLjZHZXHKjbsas87tlX00yqycsJU6M7o7M6qLIejbLmUcfbfh962v/C1H00tPz3VX/7vJKFGvU2dpPN8bHx7fYUOrBXR5esStta7WR2cR2c65trRsowa9gZtQqwmirtr29vQBO1vHMzAyqqhKNRunt7d2Sddx2Mus5hGEUKJVWt1hXmsEJf9k3my/x7B42gR1UHARlNpvNVmVGj4yMcOXKFYrF4haF9vbt2/T19TWsyn70ox/l13/91/mpn/opfvd3f7et694v6JLZBwBRFBkdHa165NAI9gOZ3Ys1GobB9evXyefzdYfjGkEnK7PN2Qysi3O+WOL1axcJh8McP358+0Gvehf0ss2gXcpsQGks6N+GoigMDg4yODiIaZpszM2RApbWY1y/dg2AXC7fECmR5SCS9DR3lwPM//V7eNv7DIKjl0lsvGwVNoyYKJpIZPbfE4meJRL+ji2FDTayiThDD23/uM4n+2qmGRhlMivtgswKgQCpUAjDNBse4DCMErH43xCNvhNJqr7Jc3tltKKBoRuIZVtKJpPh0qVLPPzww86AViOQFReyy00hUzsCq1KNbUS1FQMy6CYUdfDUsXGUVdtKm8rdu3d588038Xq9DvF1u924XC5SqVTN7eyWzHo9kwAUCgttIbOP+aybu+lMoe1kdj8k3LSKg0BmN6cZPP3003z5y1/mW9/6FmfPnnX+vVAocP78ed7xjnc0tN1f+7Vf49d+7df4iZ/4Cf7bf/tvB/6zUA9dMvsAIIqik9e5G+wHMttuwmiXR0SjUY4dO9bSF7XZx/l7jVaiuQBeP3+eZ0481NigVz04A2CtnxKKepE+z+4sIJUQBAG/KJICjjz2GKWHpuAbF1laXuaVzKKjzvX09NR89Hjnzh0WFxc5OnmMea7j9x9nbOztjI39LKqaIPMP/5q4eYNY4iXW1v8Kp7AhcpZI9Cw+71Hnb5LdSOCPbk/4fIqvZmmCsVFECMgISuMXYTEQIFH2zjdKZmOxL6FpSQYGfnjLa65ykkMpr+MJiCQSCWZmZjh58mTDzWKV8AZD5NO1CWMlGlFtDY/1M1q6hFKHzFZis02lsqFO0zTcbjexWKwm8dm1Z9Zrkdl8YYFw+LmG31cPvYrEhFvh9Wyh5W1txluBzML+z9HdPAD2vve9j49//ON84hOfqCKzv//7v08ul+P973+/829zc3Ooqsrx48ertvnCCy/w0Y9+lB//8R/nD/7gD/Y94W8FXTK7j7AfyGw715hOp7l48SIPPfRQW8ojOlmZbeaYFXKWGnhk6ihDQ9XEp96gVz0IenuV2Z1sBjvBzFrkUPT7cLutR20TE5M8e7SHjY0N1tbWmJubw+12OwTH4/GwsLBAMpnk9OnTrM5Zj5wro7kUJcqgPs7w4iL5d3+FTOZSeYjsqyze+gSLtz6ByzVENHIWn/spoIQ/sgOZrWszKCHtwi9r7a+fRDSKAjsOhIL1d1658//g9R4hHHrbltfdXotMFnMayWzcsek04tGvBU8wRKGJcoLNqq1hGBhB67OmJ0sQUeraEWpBEIQtDXXz8/MkEglee+21LartbgmfIvciSUEK+YVd72s9nA54eDGZbTv5PAiq5VsBuVyuSpk9efIkP//zP89v//Zv8yM/8iN83/d9n9MAdu7cuao0gne9613cvHmzSvT41Kc+xUc+8hHGx8f57u/+bv7H//gfVb9vcHCQ7/me79n7HesQdMnsPsJ+ILPtIoyrq6vMzc3x+OOPN6Ug1UKnktlmlNlbt24RW1sFwOuvPj7bDnrVg1Nn27pntqgVaw6A7QZGmcwKFXW2ellhrswvzeVyrK+vc+XKFdLpNB6Ph6NHjyKKIsVyIL/bX03QTcWLoOYRBJlg8BTB4CnGD/0SxdIqGxtfYyPxMmvrX8Qw/pTH/pVASfojVlbiRCJn8XoPb1mrX/bXtRnI47v77AqyTKKvlx4aU6JSqVfJZq8wOfHva/68rcwuLiyhKlb0VivRfpYym2z6/XCP2AoRLwVAKppOCoqt3MI9VbeRz7Asy/T19bG2tsbTTz9NNpslHo9z5coVdF0nGAyiaVrDxE8QBDyeSfKF9pHZpwIe/jyW5kZRZdLT+IT6TnirKLP7HZvJLMAnPvEJJiYm+PSnP80Xv/hF+vr6+MVf/EVeeOGFHT+ndg7t4uIiP/mTP7nl9XPnznXJbBedif1AZltdo2mazM7OkkqlePrpp1GU1pVCG51KZnezLsMwuHbtGqVSiaMPTcH5y2jlyaiGBr3qbrhamc1kMnz+85/nyJEjTE1NMTY21vA0cUEv4JFaVWYtcliZZmDUIPw+n4/h4WHW1taYmJjA5/OxurrK9evXyS5ahEGQNx1b2VszmsvtGmRw4EcYHPgRDENldvpPuPqtTzN6OsmNm78BN38Dj2fcif4KhZ5CFN34FB/rhfXq9esmRmp3hQkAqqqSiEQ4oe3cjGWaJou3PonLNVDTYgDg8lh/s9RGjue+51TLCp43FCK+fKulbdgQysqsmdWd77mj2pZJrU3UGlFtQ6EQxWKRUqnkDBfaqu2dO3eIxWK8+uqr+P1+R7XdbsDG650kmfxaW/YVLGUW4NuZQlvJbFeZ3R+oRWYlSeKDH/wgH/zgB7d9740bN7b82x/+4R/yh3/4h21c4f5Gl8w+IDSjxkmSRKnUnsacvUIrhFHTNC5cuIDf7+f06dNtVxs6lcw2+llQVZXp6Wmi0SjHjx9n7doaAJputEZkYUtpQrFYJBwO88Ybb/Daa6/hcrmYmJjgyJEjHDlyZFu1vB1k1ihPzFvKbPnfahyiXC7HhQsXmJqacgYqbT/6t9bngTWuzV5GmBec6K+esjKLaYBQmwSIooKeHmb5lUH+yT//FEqg4NTsrq7+KXecwoZneVhKsWxU+0iNRBFMkHp2R2bv3LmDIYoM1JnKr0Q8/mUymWmOTP4Korj19+i6zsKtOQCG+kfbQngsm0GqLWqg4JZAEjAz94pMag2RbSa4UFu1DYWsIb5UKlU1XCvLMtFolGQyyaOPPko2myUWi3Hp0iUMw6Cnp4fe3l5CoVDVPnk9E6yv/yWalqo7ILgbHPEoRCSR19IF3tvX+vZsdJXZ/YHNA2BdtBddMruPcJCV2Ww2y/T0NBMTE4yMjOzByjqXzDayLvv4HDlyxBn0kssXck03duWPrYlNntne3l6ef/55SqUSN2/eZH5+nvn5ea5fvw5YfqypqSmmpqYYGhpyfqdu6qiGiltu0WaQuiiUdAAAIABJREFUu6fMimpZmd3EZu1hphMnTjhExoYgCKBJKG6JZ559mlKpRCwW4+bNm6SX1zgKrK3cIjowWvexe3YjDoAvEkWSZYaG/iVDQ/+yorDhq2xsfJVHzds8GoXz0z9sZd9GzuJenwBA6t0dqb9drrHt29j+Ub6qJVm48R/x+x9lYOBHtrxeKpWsYpGhQa6yjFojnqsZeIMhtFIJrVhEadJ3a0MQBMSAgpGt3cpXa4hsc+xXZUqH/RlIJpNbkmIqvxu2anv48GE0TSMej7O8vMzMzAyBQMAhtx7vEQAKhRsEAo+3tK8AoiDwtpCXr6cbS+VoFAddme3Eod1mUCqV6pYkdNE6umR2H2E/kNlmKmPtRqiTJ09uISXtxF4XOjSLnZRZO2dz8/Gxc2aLWotEFhCcnNnqU4LL5eLo0aMcPXoU0zSdwav5+Xm+8Y1v8PWvfx2fz+cotoOHrEG0lm0GGXsAzI+YtD5PlVx2ZWWFW7dubTvMVMhquP2ysx/Dw8MMDw8jFY/BDUjH7zJ/647jt+zr66tSTrKJOJ5gaEv7V1Vhg2ny2QsfY3blL/jfQz2srPzfLC9/FtH043/8BKr4/URL78DlaizdYWlpiXBJxVUnYgrANHXefPPfoWlJHjn+OwhC9fpstfqhhx4iEu4Blinm2/O5t2t98+lUy2QWrOIEI93Y+cJWbWVZrqna2pPiyeTWG4F65FGWZQYGBhw1P5PJOKqtrlvqeDxxBb//ZFvI59tDPr6UyDJfUJnytsdqcNCV2YO+f120B10y+4DQzJezU5XFSuymztZuQbOHNnZT29cMOvX4bbeuxcVFVlZWOHPmzJa7ehGL3Wl6G5QZu85Wqu9RFgTBufA/99xz5PN5R7GdnZ3l0qVLCKLAWddZCv4Csb4YPT09TX3WjVwWFAVBURBFm8xa5RDz8/Ok0zsPMxWyKp5AjdfdFmGdOjTEkfAhCoUC6+vrXL9+nWKxSDQapa+vj2wigT+yfaKAIAhIrjH+IS3x0WP/FclUSaZeYW36r0n3vMr84rdgEfz+x5zor4D/BEINe4NpmiwvLzNu6Bh1w/915uY/SjL5NY5M/ip+/yNVryeTSa5cuVKlVkvKvWG4VuENWtvMp5KE+tuQMBJQMBK7j6uqpdqKoogkSSSTSeeG2lZtGyFEgiAQDAYJBoNMTExQKuU5P60Qi11kZXmSQCDgeG2b9fJ/Z8jKmP3HVK5tZPagK7MHYf+6hHzv0SWz+wiyLHeksliJRtVPXde5dOkSiqJw5syZ+3Ky6tSc2VrrMgzDaT06c+ZMzUYvUbDeo7djl/Tayux28Hq9nDhxghMnTmAYBsvLy0zPTLNxcYP4pTifufQZwuEwU1NTHDlyhPHx8YYn6Y1MBjEYBEAS7Npeg8uXL6MoCk888cSOF4dCRsUXrkEY5HJofXkIzOPxMDY25tSpJhIJ1tbWuHv7Fu5AkKWlJSf6qxZ8sqUI5rQcUXeU3p7vRlkYw5R+Bvm9pmVHSHyVpdu/x9Lt30GWe4hG3k4kcpZw+GkUxWq7Wltbo1AoMCRJmDXIbLF4h7n5j5BMfp2x0X/D4ODzVa+vra0xPz/PqVOnqmoz3X6ZYrbNZLaBrNlGIAYVtMXdR31t2Y4o4nK5CIVCZLNZFEWp8tiWSqV735sGzzUulxefbwpZjnPqiWdIp9PEYjEuXLgA4NgRgsFgw0RlzK0w6Vb4x1Senxys3yy3GxwEsrcdDMPY91W2NrqEdu/QJbP7CJ36mLwSjaif+Xye6elph0DcL3TqiWRznW3loNcjjzxSs9HLMAwUyfbMtoHNttgAJooiY2NjqCGVFxIv8Ksnf5WR/Ajz8/NcuHCB119/HUVRGB8fd7y2wTJZrbmcdAaxPGRm7//CjZs8fWaMQ4cONbSmQkajZ6TGwIVSJnrq1kSDymD+b6ol+oZH0TSNy5cvo2maM0QWDoeddfmUMplVLTILoMcKuB6J4vcfxu9/hLHRn0FVN9hIfo2Nja+S2Hi5XNgAbvcYweATxNbDRCJ3GVIjaGoaXc+haRvkcrPEE//A2tr/RBBEjkx+hMHB91ate2lpiTt37nD69OktqqHHJ7dNmfWE7imz7YDolzHzOqZuIEitE7JwOEwqlUKSJCRJQlEUcrkcCwsLTE5ONlSzWwmf7xgbGy8D1oBZKBRicnISVVWJxWIsLS1Z9cvBoFPksZNq+/awjz9dT5HTDXxt2OeDrvrZvuj9jE4UUQ4aumR2H2E/eGZ3WmM8Hufq1as8+uijDYXCvxVQqczag15TU1NbGqA2FyHI5QuhXmvMf7fYlGbQLAq69cg4FArx5PEnefLJJ1FVlVu3bjle27k5a8K+v7/fUW1HRkaqLliVymyxYJHOaE9Pw0TWNE0Kmdo2A7NMZgU1T70jZ+g6uVSSyMAAExMTTExMoKoq8Xic27dvc/XqVYLBIH19fbix7B92C5iR0zDzOlJftZKrKBH6+76f/r7vxzR1MplLpNNvkM5Mk0x+C5M1Tj4OKwBPwcqrzzrvFUUv/X0/wOjoT+Px3LsBNE2Tubk5crkcTz75ZE0Fy1Jmd+djrwdbmS20SZkVgpZybqTVXRdM1EIoFOLu3bvOf9vVvcePHycSidSs2dV13SG1m0mTz3ec9fW/RFXXcLnu2SoURWFoaIihoSFM03RU26WlJQDHjhAIBLYQzXdH/Pz3u0leTuX43mjrGdpvBWV2v+9fsVjsDn/tMbpk9gGhmTvp/UJmd/J/PvXUU003EB1E2MpsvUEvqN3o5aQZtIPMOmkGrZ0SCppFZisHwBRFcQbETNMkFos5xPab3/wmr7zyCh6Ph8nJSaamppicnMRMp61q10SCmatXAfD5G7/wq0UdQzfxBGqQ87KSSo2iAxvZRBxME3+0t2o/BgcHGRwcxDRNUqkU6+vrLC8tAzC3OMeIPII7Zv09xG2SDARBIhh8gmDwCcC62H3607/ByceHmEzNkXn5bwj93E/jCg7hcY8TDD6+JX7LMAyuXLmCoiicPFl/QMntk0ms1N/X3UBxe5Bd7vbZDELlfNlUe8hsJBIhl8tRLBbJ5/PMzMzw2GOPOVFy9Wp27e+X/f8lSbJaxnzHAMjlrlWR2UrYSQq2alsqlYjH4ywuLpLJZAiFQvT29hKNRi1bVdBDjyzypUS2LWT2oCuzB4HM5nK5KutPF+1Hl8zuI+wHMlvLCmFfdA3D2OL/7MK6GGYyGWZnZ2sOetVr9JKlspe0DUNtgtMA1poyW9SLAHXrbAVBcB7jP/vssxQKBW7cuMHc3BwLCwtcvXrV+plDYwzrBq433uDxx5+Cr77Obp7UFTLW/tQis2bZMyvUKE6wkY5ZGb7Bvv6arwuCQDgcJhwOk4vk4B9AkzTm5uZQrhcYQiYpZOnRAw193m/evEk+72Fy4t30Tk/D3/8dQ//2n6EM1LbhqKrKhQsX6O/vZ3x8fNttu/0yhTZ5ZsFuAWsXmS0rs6n25GfbT3vm5+dJpVKcOnVq2xvnWrm2laqtokwCkM3OEImcbWgNLperSrVNpVLEYjEWFxedBrvvCrj50kaWgmHgaZGoHQSytx0Owv5ls9luxuweo0tm9xE6dYCpEps9s8VikfPnzzM4OMjhw4cPtILQDAzDYH5+nlKpxNmzZ2sOetUrQrCjudqizNqeWalFZbZsM2i0ztbj8XD8+HGOHz+OaZqsrKwwNzfHzJf+hguRMLz2GldnrvGc7CG75kVVBxqaJC+Ug/g9/hr7s41n1kY6ZjV6BXt3jtSyB8C8IS9PHHqCzPIiJWWdhJZm7tVF3G63Q+DrqTPXrl3D6/Vy6NAhCmUbhvn/s/fmwXHc95n3p7un574xuO+DNwGCICnqthTZkSM7duR1bL+yk2ySjb3vZiu7Wa2rsql93yTOsakkVes4W2/t2ok3hxM7WUtrx9FakWVZl2VdpAiAIAACxH3PjbnPfv8YdHNwD4ABCdJ4qlxlATPN7sF099PP7/k+z0ql77pjSya1TOa1VpSNYDDLpONZlLyCIO79/DPZ7WXzzEqO8pJZteb4xo0bPP744ztKHdhYtXWg19cTiw+TyWRWqbal1uKqDz1tbW1a3nFnOMgzeQN/MzDCR6tduN3uXdcMHyqzBx+JREKLjjvE/uCQzN4m3K0Xn2L1OBwOa361ioqKbd754wd10Mtut2O1WndEZKGIzJZjAExLMyiTMruLnFlBEKiursbv9/OBl15C9/GPE/jA+xm6PkpbZIzA1Vf50uAPtSGytrY2nM6NJ8JVMmuybaDMajaDzcls1FdQZq3u0slsPFtYys8vJpCqzBw9ri5Rx/H5fAwODpJOp3G73Xg8HpxOJ6Ioks1mGR0d5cSJE4WhpJUl8Y3iuSKRCFevXuXEiRObHvtaGC06FAXSyRwG894v+UabnXg4tOftwEoLmF4kv1weT6+aMet0Ovdcha2qtlbrSWKxQWRZLtlruxnUvONP1dTw5f5JXhFlfiIS0VRb1WtrsVhKvkfcDWRvK+RyuTt+Ne9Qmd1/HJLZQ5QVqjI7OzvL1NQUZ8+ePXBPpAdBySge9HI6nfT392u/28gfuxGkFTJbngGw8npmS1Vmi5FOp+nr66OqogIllcLqsNPQ1UXr0ZN84Y9e4dfO22g3RBgbG+PFF18ECoM2bW1ttLe3U19fr930NJuBZSPPrDoAtrmPNOL3YrI70JWQfaymGcQyscLfbjGB/vTN4Uaz2UxTUxNNTU3kcjkCgQALCwsMDw9jsViIxWJkMhmOHSuQX9FaGHxbS2YDgQDXr1+nq6trRzdGlcCmYtmykFmTzY5/emrP21Eh2vV7VmYVRWFkZIR0Oo3NZtuwOGG3sFo7CQS+Rz4fQq8vPJSrXtu1jWSlJCRAIW7u4x47X5oLou9o4nx7O6lUCr/fz8TEBLFYDIfDoXltt1Jt73YyezccXzweP3D3wbsNh2T2EGWFIAjEYjGtCGG3S2f7hVID1PcTPp+P4eFhurq6sNlsZDIZTe0plchCsWf24KUZbOaZ3QyxWIz+/n46OjpwSRIzoEVziQLkEZGcNTx2/z089thjBAIBLRnh0qVLvPPOOxgMBlpaWmhvbycRKhDWDUsT1uTMboSI31eSxQDAoisQy3g2Tj6cRknlkKo3vnFJkkRlZSWVlZVa49Szzz6LwWDA6/WiKAoqDc5HbpLZ4saznU5Fqy1oqXgG2PvgpcnuIBlZLtt5tFcyq3ryDQYDp06d4urVqwSDwT3vlwqbtTCkF4n04XY/Cmzvtc1ms9prNiNiH/fY+W9zQb7hXebzDRUYDAbq6uqoq6sjn89rXtuJiQl0Op2m2prN5nVxfbf74Xw/cUhmD1EKDhbTOERJOKgXL7UPXhCEkkLtbwdU5fh2XRw3avRSCfZmg16bQV55TaYMNgMhn0ERRNigmWon0MjsDmwGquJ46tSpArmfmgZuKpTiigJd7Bd3u9243W7Onz9PKpVicnJSS0gYHh4GQPbYeOudnBZzpn0fJRlF1CFsZTPw+3A3bD1YpUIn6tCLeuLZOLnFwjal6u0nlwVBIJfLsbi4yAMPPEB3dzd+v5/Z+XlswNzoCI7FRaLRKMvLy9s2nm0GVY0t1xCY0WYnl82QSSbQm/Z+gxbtMpmlzf8WWyGXy9HX14fb7aa5uRkoDIGp34FywGI9iSDoiESvaGS2GJslJGyn2tbqdTzusvB33mU+V+PErpNWbdPpdOJ0OmkvUm3HxsZIJBKrVNt8Pn/gRINy4m4hs4c2g/3F3XsGHHDsluipZOygeYgikYimrI2Ojh5IIgu3r9I2n88zODhILpfjwoULqy7OKqlRw8FL/exu2gxuHo+SyhH5+xvI7Xb0Rx2IHmNp28tl9+yXhYLNQEBAL5ZW1Tk3N8fs7OwqxVFdXhdtBWVWbQDbzE5hMBg4evQoR48eRVEUFhcXeel/v4M3PMsPf/hDfvjDH2KxWDQ7QnNzMybZvGk0l6IoRAM+ms/0lHzcZp2ZeCZOLljYpq4EMgvw7rvvIooiXV1dmp+yxuNhCrCJIuPj4ySTSWw2G7Ozs3g8nh3fFG8qs+WutF0uE5nVo0QzKDkFQSr9uqE+PDc0NFBbW6v93OVykUwmSSQSZYlDkkQjZvNxIpHekl6/nWpbfJ5/rtbFd4Mxvra0zL+p2zx3e61qGw6H8fv9jI+Pk81msdvtOBwOTCbTgb327hZ3C5k9VGb3F4dk9g6DOmB1kMjswsICY2NjdHV1YbVaGR0dvd27tCluB5lVb7oej4eWlpZ1S4SKomAymXj77be14SCXy7XtBXwjm0F+OY2SzJL4/iyJ788iOvXIRx3IHQ7kFhuCbpNt5tJ79stCYQDMIBm2vaGqYf+xWIyenp5V3+d8pFBvqiqz6qZKCfIQBIGamho8Ygc2QwuPfa5dsyNcv36d/v5+RFGkmQ/RMQfNgYA2Aa8iEVkmm05vGsu1EcyymXg2TnYxgeg2IOi3Pz8jkQi9vb2aIq0dgywjmEwsz81RXV1NS0sLqVQKn8/HyMgIyWQSl8tV8vfEaC48pJSr0tbiLJCuWDiIo7pmz9vT4rki6ZKzZtUWwY6ODjye1XYQNZ4rGAyWLdvTZjvD0tIz5PMZxB089G2l2ubzeY7KIg/bjHx1McSnPFbc+u23LYoiLpdLO87R0VFtiDCZTOJ0OnG73bhcrgN1n9gt7gbl+VCZ3X/c2d+QH0McpKxZRVEYHR1leXmZCxcu7Hl6+FbgVpPZaDRKX18fHR0dVFWtDl0v9sd2dnaSz+cJBoN4vV6uX7+OxWLRIp30GwwiSRtEc0mVJhyfPUl+OU16JExmJEzqso/U216QReS2gmIrdzgQiyf981mQSlNTt0Iyl9zWYpDL5RgYGMBoNNLV1bWO+OajK2R2heBpCvQOYukS0Qxmux6z2czp06c5ffo0uVyO2dlZxsbGGH/3Rb43b4M//3NtKbe9vZ2GhoYdJRmoMOvMxLIxcvNxdPWl3bRef/118vk8995776qfp9NpskYjpnyeptZCzqnRaNTqn3O5HKFQSPuemEwm7XuyUaaqbJJAKJ8ya3YUSFQ8VB5f6k6LE9RWrxMnTuBwONb9Xn04CQaD1NXVlWUfbbZuFhb+llhsAJute9fbWava5vN5nq538+TQHF+cDfD/NLhLHiIr3mZFRQWVlZXk83lCoZCm2sqyvMpreyfioIk3u0E8Hi/bd/EQG+OQzN5hOChkNpvN0tfXh9Vqpaen545Z2rqVZHbtoFcxNhr0kiRJIyWKomiDdL29heVNj8dDZWWlFtsjbxHNJdr1GM9VYjxXiZLJk5mIkBkJk7keIjZciFWSas3IRxzojzrQ5TJ7zpiFFTK7xfCXqlLX1tbS0LBxIYCyMvh0cwCscJz5HQy6JWNZ3HWrb96SJGmpAh8c/wIByxGGOj7H2NgYvb29XLp0CVmWqXTYSTs9SDtoHDPrzEhRyIfT6C5u3BRVjJmZGfr7+7nnnntW1Tqrg3D1TieGTc5zSZI0gqIoihb9NTAwQDabpaKiAo/Hg8PhWCFFAgaTrmzKrNlRiAQrVzxXsTK7HUKhkNaSt5nSpR53IBAoy/4BOOz3ABAOv7UnMlsMldh2Oqw8VeXg75bC/AuPnVMmWVNw4aaquxm5VRRF+51ayqAS+kQigd/vX6XaVlRU4HQ67xiCeDfYDBKJxKEyu884JLO3CbslfweBzKqxUq2trau8asU4qENqt4LMKorC1NQUCwsLO2r0KoYgCFitVqxWq1aR6fP5GBsbIxaLacvMkrB9moEgi+iPONAfcaD8VCO5pSSZkRCZ62GSr82TfHWeqO6jGHUNiENB5FZ7If9zF0hlU5sqs6qiduTIkS1zh28qszfJpChAqVxWySskljOYbJsrzYpsxkWYnp4eenp6yGQyTE5OMjY2xtDAVVK1LXzj29+hquotTbWtqanZ9O9lkS1UeQsqoa5haxIci8X4zne+g8Ph4P7779d+HgqFGBwc5PTp08RcLvLLkW2PVRAELBYLFouF5uZmstlsYYhsdpbBwUFsNltB2TdLJOPlyXI1Wq2IkkQ8VGYyG96azHq9XsbGxrZt9dLpdLhcLnw+X1n2D0CW3VjMJwiH36Sh4XNl266Kpxs9fD8U4/OTXr5zuhmjcFO5Va/3xV7b4u/hVmTPZDKtUvRVr+2NGzcwGAzaQ9FBrlq9G8jsoWd2/3FIZu8wSJJ0WwaYVKhLm52dndjt9g1fc1CH1GD/yaw66JXP59cNepVShLAZ9Hr9qgGQYDCIz+dDEGB+YZHZ2ULL1HaxTYIgoKs2oas2YXqwlnw8S2Y0TO6Vl0iEelD+YQwkAV2zFf0RJ/JRB5Kr9CioZC65Ycas3+9nZGSE06dPY7VuTfbykSgIAkKRkiEKQsk2g9RK25XZvoXtRWdaFc0lyzIdHR10dHQgz9xg9Go/nZ/4ecbGxnjzzTf50Y9+hMlkoq2tjba2NlpbW1cRKrPOTH24AiQBqWZzYpBIJHjmmWdIJBI89dRTmn1kaWmJ8fFxzp49i9FoJGG3kZ2dK+l4Vx2WTkd1dTXV1dUoikIkEsHr9ZJVUnjnU4yPj+PxeLBarbt+2BREEZPdSTxcJpuBcfvihNnZWebn5+np6SnJzlRZWcni4mJZ9k+Fw3Ev8wt/Qy4XR5LKS0wcOok/aavhM0Mz/Mb4Il9sr9F8ouoQmXrtyOfzZLNZbTWnVOFAkqQNVdvr16+TTqdXqbYHiTzeLWT2UJndXxyS2dsINZJpJ1Abg241FEVhfHwcv9/PhQsXNvRwqvhxJbPbDXrtlsiuRXFTkF63iM3hIJPJ0N/fTz6f16wKNptt239HNOswdFWgn/g+guEa0Z98jsxImPRImPg/T8M/TyN6jOiPOJCPONA1WrecOE/lUutsBrOzs8zNzZWckZqPRhAsFoSiG5goCCXbDOIrmaUm+xYeYNmEEN04WH95aRFPRQX33nsv9957L4lEgvHxcW2QbGBgAEEQqK+v19IRzKKZlkgNulrzpkN2U1NTPP/880QiET760Y9SU1Oj/dzr9a4iaqLNTj4yVNLxbgZBELDb7djtdsaqM8SCKQwGA+Pj48RiMZxOJx6PB7fbveNz1eJ0lk2ZBZCcevLh1LqfK4rCxMQE4XCYs2fPlryfHo+H4eFh0un0lteqncDhuJe5+f/J8vK7uFwPl2WbxbjPYebpBg9/MuOjQa/j842eVSps8RCZqthms1kSiYT23zvx2q5VbUOhED6fj9HRUYxGIxUVFbjd7tuu2t4NntlDm8H+45DM3mG4HcpsLpfj6tWryLLMuXPntm+3WbFCHMSBsP0is6UOeu2VyK6FThQQJB0tLS20tLSQyWTw+XxMTk4SjUZxOBxUVlZuT1jyGQSdiNxiQ26xYf5AA7lAskBsr4dJvrVE8keLCEYJud1eSEhodyCuaZRK5pKYVkoJ1AHBeDy+LrFgK+QjEW34S4Uklm4zSKwofFsps4ps3jRnNrw4T8OpLu2/TSYTJ0+e5OTJk+Tzeebn57VM21deeQUAvahnKLtEWJCovBzHZrOh0+nIZDLasu7c3BwOh4NPfepT1NfXa61VqVSKs2fPrjqvRJutJJtBqTCYdQTn4qvUfZW83LhxA71er3mySyEvZoeLZd9S2fZPdBrIB1fbDBRF4fr162SzWbq6unakzlVWFpIo/H7/plaoncJm70EUTQRDr+4LmQX4v+tczKYz/Pf5IFkF/lOTZ931QvXaSpLE0NAQRqMRh8Oxp5rdYh82FJREv9/P8PAwmUwGl8uF2+2+Lart3aDMxmKxQ5vBPuOQzN5huNWe2UQiwZUrV2hsbNx0YGctbleWaynYj31TrRelDnqVEzpRWDUAJssytbW11NbWanmUXq9X88hVVlZuPPW+Qc6s5DYiXTRivFiNksqRGVvWEhLSA0EQQNdgQVbtCJVGEtkEFcYK7QHIbDZvmFiwFfLRqDb8pUIUBPIlrmKUqsxulDObSSWJhYI4qjcmQKIoUl9fT319PQ8//DCRSITZ2VleffMlWBC46h8l9+L6wP6qqioeffRRzpw5g16vJ5/Pc/XqVUwmE6dPn15PWOw2lHgcJZNBKMNDodGiW5VmsNGgkM/nY3BwkHQ6rUXEbUZezE4nCzeu73m/tP1xGchMRLTzJJ/Pa4kXJ0+e3PF5o8Z1+Xy+spFZSTTidD5IIPB9Wlt+E2GPBSMbQRAEfrelClkQ+POFILPpDP+ltXpVoQKsbj3r6OjQPp+91uyqMJvNmM1mGhsbyeVyWspKsWpbUVGxpXe5XLgbyGw8Ht/WXnWIveGQzN5G7MZmcCvJbCAQYHBwkFOnTuF0Okt+3+329W6FcpJZRVGYnJxkaWlpQ+tFcVD6fl2MdZKw6QDY2jzKeDyO1+tdNfVeWVmJ3W4vNIBtkTMrGCT0J1zoT7gKBH0urhHbxEuzJF6aRXToeVL/MMsNGd575zK1jXXU19fv+Jjykc3IbGnvL0mZ1ZkQNqizDS8uAJScn2qz2Th+/DiR3kmaMg4sv3YK8gKRSESz2jidzlU3/UwmQ19fH1VVVTQ2Nm64XXHFj56PRpFcm4fplwqDWSabzpPL5pE2sEGYTCYaGxs18hIIBFhcXGR4eFiLiKuoqNBsImaHk2RkmVw2i1SGDFDJqYd0HiWeJWcQ6Ovrw+Px0NRUWgvbWjidTnQ6HV6vd8/7Vgy3+zECge8RifZit50t67ZViILAbzVXUqfX8cfTPq7GUvxeSxUPOQvL1Llcjv7+fhwOB60r0W3ae0sobNiNalucsqKqtoODg2SzWVwuFxUVFTgcjn25zt0NZDaRSBwqs/uMQzJ7h0GSJDKZ8kwlb4biafxz587t+OlbFMXbnriwGcpFZlVlRFEUzp8/X7ZBr51CEoVNm7HWwmw209zcTHNzM5lMhkAgwPT0NJFIhPPLIQxSIXJtu4BlhjG6AAAgAElEQVRyQRDQ1VsKeaqP1BUybUcLxPb+kS6MXj2KTkDfliB5xIv+iEObWC8F+XAYXePqVQBRZAfKbAbZKKHbqrhANsEGNoObZHZnal7Vko1rpnE6hQ48Vs+mKkwikaCvr4/W1tZ1dpRiiCstW/nl5fKQ2ZUWsGQ0i8W59d9CkiQqKyuprKwstKFFo/h8Pvr6+lAUhYqKCgR94ZqQWA5jdW+eTFEqxJV82ZQ3xlXvyLpWrx1vb8VXXs5EAwCX830IgkzA/719I7NQOMc+W+fmnM3Ef7yxwC8Mz/KTLgv/tsZJamSI6urqbVfKNitsUAmu+v8lSSpZtS1Oz2hqaiKbzRIKhVhaWmJkZASTyaSptqX440vB3UBmY7HYoTK7zzgks3cYJEkimUzu2/bXkrTdGO/vdpvBrRr0KgU6USSzQc7sdpBledXUu25UIpPJ3sxaXbEjlOKfFO16jD2VxJpFPiP8Cp+1/Tw/zWNkrofJXA8TB6QaUyHT9ogTqd685eeSD4cRT51a/W8IpZP2RCS9dZIBK57ZbBKUPBQtF4cX5wFwVJXebJULp7EFDVyqvEZ79oFNX7e8vMzAwAAnT57cMOy/GKK9YFdR29D2CqNaaRvLbEtmiyEIAjabDZvNRmtrq+YBnkkXHqivXr5Ea+cZKioq9tTSJK4kZoy9N0zbwx1bRreViqqqKkZGRsoaE6jTWXE6H8Dnf57m5v+AIOzvLfSczcTzXc38xXyI/2/OzwvBGA+YXPyK1UWtomhVz6VgP1RbnU63oWp77do1crmcptra7fZdE9K7gcymUqmykftDbIxDMnuHYT9tBslkkt7eXmpqamhqarqjs3A3w17JrDrodeTIEW3IRMV++2M3gm4HyuxmEAQBnQA6i52LFy+u8k9mMhncbjeVlZVaGP1GmJmZYXZulpgQJ9qUw3KqCeWDCjlvcqWsIUzy9QWSry0gWHTIHYWyBrltfaZtfnkZaQ3Z24nNIL5NxixQiOYCyCRBf3P5L7w4j9nhRL+DCe7MUGGq/w3bFT6UjW34GnVK/MyZMyUtN2o2g+XlkvdjKxhX2t4S0b2t6siyXMjb7TrDtW//PVajnkgkwsTExCpiYzZv/cCyFnFdwedcZ6vCVQYiC1BbW0t/fz/hcHhHNqntUFX5JMHgywSDr+F2P1q27W4Ggyjyyx4Lx2ZGecdVwzcjGf7l8Cy1eh0fr7TzkQo77aadJTZsp9qqiTl7VW2DwSALCwuaXUVNSNgJsSsuhbiTcTccw0HGIZm9jdgN2dkvohgKhRgYGOD48eN7VkUOujK7W5uG1+tlZGSEzs7OWz7otRkKntkyfNb5mw1gxf7JbDZLIBBYFcJfWVmpKXHqRH4ymeRE1wmYREszEAQBXZUJXZUJ0wM1hUzbG8uFwobhEOleP4hqpm0h+kswKyipFKJjdYaxtAObQWI5TWXTNkt68gpZzcZXkdnQwjyOmp0tb6eHgqRdCrOGJeIbDJWp0WQ9PT0lx0RJqs2gTMqsyVogs8lomVrAnAXrg5DJaPm8yWQSn8/HyMgIiURCK/ZwuVxbrvAEg0GGrw9z1GxEnyjfDV+NPpufny8rmXW5HkaWK1laeuaWkNlEIkFvby9njx7lMbebX8/neTEY4x+8Yf7bbIA/mw1w1KTncbeVn3LbOGbS7/j6s1+qbbFdJRaL4ff7GRgYIJ/P43a7NdX2IBbslAs7nYs5xO5wSGbvMOwHmZ2dnWVqaoqzZ8+WxaR+tymzxYNe58+fX0dIilt6bvXT99o0g91CyGfJi+uX5nU6HVVVVVRVVaEoCsvLy1r0l/pg4HQ66ezsxJ/0AzfJ7FqIZh2GTjeGTjdKXiE7HS2otiNh4i/MwAsziA4dhtMfB6kKJadombalphkoilJQZrfx6CorZFbIJFC3qigKgdkpjt5XeuxSfjlNdipK+rwMUYhnb5JZRVEYGxsjGo3uKJoMimwG5VJmNTJbHr+9yV5QzosrbY1Go5ZbWlzsoU7Aq6ptsQdfLYvo7u4mNTBBLrQ+a3a3qKysRJIkFhYWOHHiRNm2Kwg6qqp+htnZvyCZnMFoLC3lZTeIRqP09/dz6tQpraTGIIp8qMLGhypsLKQz/HMgyvOBqEZsmw0yj7osPOq0cI/NhGGH16TNVNvihITdeG3VRkO1qS4QCDA3N8fQ0JCm2lZUVJQtF/gg4VYKHD+uOCSzdxjKSRTz+TzDw8OkUikuXLiwJ89bMQ66MruTfVM9xMC+DnpF/D5mB6/S3NWDaZNmtY2gEzdPM9gRchnYIs0AChdkh8OBw+GgoaGBK1euYLPZSCaTvPXWW6QthaXizepsV21LFJCbbcjNNnh/A7lgisxImNSVOeTWR8lNyIT+5Apye0GxdSgCpfzZMskcuUwes2ObOCt55aGtSEmNBvykEwncDRsnDGyE1BU/KKCctsKbN8ms2gQnSdKOo8kALWe3XFmzepOEKAkkIuUhs5JOh9Fq27QFrLjYAwoDMD6fb1WShhodp5ZFZF16sjMb2zR2tY+SRHV1NfPz82Xbpoqa6k8xN/eXzM79Be1tv1X27cNNj3VnZ+emw0M1eplfqHHxCzUuvJks3wtEeTEU4+uLYf5yIYRFFHjAUSC2jzotVOl3fo3fTrXNZrPaa3ai2hY/JEejUfx+P1evXl2n2h7iEKXgkMzeRtxOm4E6xOR2uzl+/HhZnxrvFmU2nU5z5coVqqqqaG5u3tdBr4n33uX1v/0qCAI17UdpPtNDc/c53PWNW267bGQ2vz5ndjNEIhEGBgY4evSollOay+V4Z/IdAKbHpumP9GtKXCnlGZLLgHRPFQiThL7yH6j4rS8hKC7SI2HS14J8BZn5kQSJ1+aRjziQqk0bfi7xlViu7Tyzim69MhuYmQLA3VBaHJSSV0i950PXZsPkKZDPWCZGNpulr68Pt9u97ntTKgSDAcFgKJsyKwgCRqtcNmUWClaDWKi0SlvVS6kmaQwNDREKhbTgf4/Hg80hkx9Io2Tzm7ao7RQ1NTVaM145V030+iqqqj7G0tIzNNR/DoOh9IHBUhAMBhkeHqa7u7vkBq5KWcdT1U6eqnaSyOV5YznOS6EYL4divBCMAnDaYuBRp4WfcFrptBgQd2FHgK1VW/V1O1Ft1SFDtfglGAwyOzvL0NAQqVSKhYUF3G73HanaZjKZsglFh9gch5/wHYZyEMVIJKINMW0VD7Rb7MWXut8olcze6kGv0z/xk9R0HGXiyiUmey/x1jNf561nvo7NU0nzmXM0n+mh/vgppDXEcCfRXFsil9Y8s1tBXTbu7OxcVc8oSRJGe0GR7T7ZTbO5GZ/Px3vvvYcoilq71HaDQbnlZcil0B91oD/agllRyM3H+erfDvAAIokfzJH4wRyiXUZe8dnKrXYEuXDTjK0sU287sa95Zm/Gc/lVMltfmjKbHgiSD6cxP96AqCv8XZaTy1y+fJmmpibNs7lbiDYb+Uh5yCyA0aorK5m1uiuIBQI7eo+iKNy4cQNJknjggQcQhEImr8/nIxT1U62ITPXfwN1Rg9Vq3fO5VVtby+XLl/F6vVRXV+9pW2tRX/dLLC09w/T0n9HR8ftl267X62VsbKzk+ueNYJJEHnNZecxlRVEUhhJpXgpGeTkU0+wIFTqJR5wWHnFaeNBhxqHbXXLNdqrtTuwIUBgyLFZt33rrLZLJJP39/QCaaltKXfdBwGH7163BIZm9w7BXMruwsMDY2BhnzpzZt9y7/Y4P2wtKIbPqoFdXV9e6z2i/Br0EUaSypY3KljYu/MzPEgsGmOy7zOSVywy99hJXv/88OoOBxlNnaOk+R1PXWcwOJzpJJJUpgwpegjI7PT3N4uLipoNMiRViaJbN2O127HY7bW1tpFIpjQSvHQxae4PLh8IAiM6CJ1MQBHR1Fr5tVhiqNvAnjx8lMxomPRIm1RcgdckHOgG51Y58xKFN61tc25HZ9TaDwMwUFlcFBvP2HepKXiHx6hxSlQn5mBPdir47NjPGRy58RFOs9wLRbi9rpa3JKu85zaAYVncFS2OjJb9ebT0zm820t7dr5476XcmaaljuHcQQFxkfHycWi+FwOLTCht3EBKqlC1NTU2UnswZDHbW1v8Dc3F9QVf3xsuTOLiwsMD09rVkvygFBEDhhNnDCbOBX6ysIZHK8Go7xg1CMF4NRnvEtIwE9NpNGbo/vcogMNlZt184VlEpuFUVBp1td1x0IBJiZmSESiWCz2bSEhINYnw6FsppDMrv/OCSzdxh260dVp84jkQgXLlzY1xP/TvXMKorCxMQEPp9vw0EvRVHIZrM7Uhl2C4vLzcn3vZ+T73s/2XSa2cGrTPReYvLKZcYvvw2CQFVrB/XUMWtv3XOWppDPoEgbfycUReH69euk02nOnj27KalQ/aJm3eoLt8Fg0Cpgi6sxr1+/rrVLeTyeQs3r8gqZXeOVE4RCmoFokzGc9WA460HJ5slORkmPhAqZtiNh3MAjNh3iZR+ZY0509RYEcf3nUjwApsI/PUlFiRaD1Dte8v4U1p9tQxAEQsEQekGP1W0tC5GFwhBYrkw2AyjEc4W95XvItFZ4SEYjZFIp5G0URNV6sVWrl1RR2IYjb6amq13z1Pp8PsbGxtDr9auiv0qBzWbD6XQyNTXFhQsXdnaAJaCh/rP4fM8xNvY7dJ7+OpJUeqTbWszMzLC4uMjZs2f3dVnaLUv8jMfOz3jsZBWF3miSl1fsCH887eOPp33UyDqN2N7vMGOVdn69W6vaFv8PCtak7YjtWnvI2nzsSCRSyD2emQHQfNrlUPXLhXg8vmoV6xD7g0MyexuxKy/dLt6j1mfabDZ6enr2/SS/E+ts1S54QRA4d+7cbWv02gg6vb7goT3Tg/JzCv7pSSauvMtk72Xqxl6hjlf42n/8TsGO0H2O+hOn0Mk79JblNlZm1epMm83G0aNHtzx2VZndLM0A1ldjxmIxvF4vvb29AFROTml+0VXvE9enGQg6EbndjtxuR3lcIe9Lcv1/jaH3Jkn9aJHUG4sIZh1yR0G1ldvtiMaVS55utc0gk0wSnJuh9dzFrT8nIOdPEn9ptrDd404WFhaYmprCqreSFcoTfQWFFrCcd6ls2yu3Z9bq9gAQC/px1tRt+jrVe76d9ULQS4h2mZy/QLiL65iPHDmi5R+rQ6tutxuPx4PT6dzy4bKpqYnh4eF9Cd+XJDPtbb/D4NC/ZmLiD2lv/51dbWdiYoJQKER3d/euFOjdQicInLOZOGcz8XSjh8V0lldWiO0/+SN8wxtGFuCCzcwjK0NkbUZ5z9FfwIaqrXrsxa/d7G8mCIKm6re2tpJOpwkEAkxNTRGNRrHZbNoK0O1UbQ+V2VuDQzJ7l0P1fra1te3Zw1cq7rQ621s56LVXCIKAp6kFT1ML5z/ycX79b35EavwaH3EFGH7jFQZ+8AI6vYGGU52a19biLKEONb8+zSCZTNLX10dDQwN1dZuTFRWlkNm1x6LG9ag3o4VvPkPObObNN99cbUcQBHJbPB8JgoBUaWJSEMg6DTzx2eMrmbYFxTbdFwARdI1W5KNO9PU6FOWmMuudHENRFKpa27fc53wsQ+TrowiyiPmJJqampvD7/fT09GD9npVYpnzT+KLdTvrGjbJtz2SVyabzZFI5ZMPeCZNaYxv1+zYls2pG6pEjR0rKrxYrjOR8G6vHxfnHuVyOQCDA4uIiw8PDmM1m7SFprc+0qamJvr4+lpaW9uUa6HTeT33dv2J27iuYzO3U1f58ye9VFIXR0VFSqRRdXV23PVi/Wq/jE1UOPlHlIJ1XuBxNaKrtH0x5+YMpL40GmUecBXJ7r82MaYeqrXqMG6m2xRYuURS1pIRSoNfrqampoaamRosR9Pv9TE1NIYqi5rW91artIZm9NTgks3cx1KXczs7OWxpxcifZDCKRCP39/Qem0WvHMNmY8pzmg//mItlMmrmha0xeucRE7yUm3nsXgMqWdlq6C8TW09y68XHks1BkM4hEIly9epXjx4/jcpVAhrlpMyiVzK6FXq/HmEmT9Xi4ePGillM6MjJCKpkhoVe2rYWMhdK4682IJh2G024Mp1cybWdiK8Q2ROJ7MySAmPBl5F4RnX0Z7+gYwJZkNjsbI/rMGPloBttnjjCyME4ul6O7uxtRFLHKVqKZ6K6OfSOIdlvZ0gygMAAGhazZcpBZ24oyGw34N/y9+h0qzkjdDpLHSKrXv61tRpKkdYH8Pp9PSy6oqKjA4/Fgt9s1W8PExMS+PdA3Nv4qieQEk5N/jCgYqKn55LbvURSFoaEhBEHg1KlTB+76ohcF7rWbuddu5jeaKplNZTRi+03vMn+zGMYgCNxrN/HoiiWhybjztIGNhshUchuLxRAEgUwmgyRJJRPb4hjBtrY20uk0fr+fyclJYrEYdrtd89rud9LAoc3g1uCQzN5G7NfFS1EUxsfH8fv9XLhw4ZbHmdwp0VxLS0uMjo7e0kGvckMnimRWShN0sp6mzm6aOrt58DO/RGBmasVne4l3vv2/eOdb/4DF5V6xLJyj/sTpm17HopxZr9fLjRs36Orq2tFFOJFNICJiEHffQZ4PLyM67KtyShVFwdT3Dtl8XiMrqgpXPNGsKAqxYIqmU6vJtyAKyE1W5CYrPFZPLpQiMxwg/713SUz3wNdGaKCaDzb9MsobyyQrM4h2PYJJgmyenD+lKbyCTcbymQ6uBcewWq0cO3ZM+/fLTmatNpRoFCWXQyjD0rNanJCIZLBVbJ8FvB0sroI3eCMyGwgEuH79+o6/Q1KFEdJ5lGgWwVba0nCxwq8OCfn9fqanp4lEItjtdtxuNyMjI9x7770l78tOIAgSRzr+kOHrKcYnfo9Uapampn+HIGz8d1NtTSaTadUw3EFGvUHm09VOPl3tJJXP8/Zygh+EC+T2tye9MOmlzShrXtsLeyxsCIfDjI+Pa0R/t9FfUHhQrq2tpba2lnw+r3ltVdVWvdZYLJay/y0Oldlbg0Mye4diM+Uim81y9epVDAbDOu/nrcJBV2ZzuRzj4+PbDnqprz/IkDepsxUEgYrGZioamzn34Y8RXw4z1fcek72XGHnzda69/CI6vZ76E6dpOdPDsYyMQZSZmppiaWlpR9WrKhLZBEadcU83g3w4jNzauu5YdJKIwaDn/PluMpmM1kIWjUZxOByF2C+9jVxWweLamkxLTgPSxVpMr/0+mXO/Srz+c1z5q2epsjSR6vVDeoPP0yZjfLgW6ZyLvqGr1NXVUV9fv+o1FtnCUqJ8Hld1CC4fjSI5HHvenslW3hYwSZYxO5xE/L5VP19cXGRycnJX0VKSp0Cyc94EYolkdi1kWV613BwOh6murmZwcJA33niDuro6PB5P2YmLKOo5fuxPGR//L8zN/08ikfdob/89TKbmVa9TfehOp5OWlpay/fu3EgZR5CGnhYecFv7fZhhPpjWv7dcWw3x1IYRZFHjAYeZ9Dgvvc1qoN5T+9wyFQgwNDa3K2S1WbVVSu5uaXVEUV6m2qVSKQCDAxMSElqBRUVGBy+Uqi2obi8UOldlbgEMyewdCVT7XnmjxeJze3l4aGxtpaNi/isXtcJCVWShcXOLx+IEb9NoNSs2ZNdsdHH/wEY4/+Ai5TIa564NMXnl3Jdf2Mq9wEZfvPWzH9Zz/wOPIu7iIJ7KJdUkGO0V+ObwuyQDUAbDC/5dleZXKEg6H8Xq9XB0t+EuTuQjJpHNVbeqGkM0I+ShJV5pLc8/z4Kd/ieaf6EaJZsgvp8kncwiSiOjSIzr0JBIJ3uvrpaOjA4/Hs25zVrnMnlnHCpldXi4Lmb1ZaVu+IbVC1uxNZbZ4In83QzdSdYG4ZBcTyG17t0YJgoDT6eTixYsMDg6i1+uRZZkbN24Qj8dX+bLLMXglCDpaW/8zNvtZxsf/gN6+J6mp/hT19Z9Flp1ks1l6e3uprq6+rdfocqPVqKe1Rs+/rHERz+X50XKcV0KF+K/vBQvnxFGTXhsi67GakDdIGYGbqn53d/eqc7hYtZVluSyFDVBIWym+nqhe28nJSSRJ0lTb7TKyN0MikThUZm8BDsnsHYiNyKzf72doaIhTp07hdDpv494dXGU2nU5rIf4nT5480INepUInCmRzOytNkGSZxlNdNJ7q4oGnfhHv6FWWvvJLDCqnmX7rNabefBWz00Vz11maz5yj4VQnsmH7Zel4Nr5rvyysWDtCYS1jthiisD7NAFZPvOtiPiYYxWgXV9WmVlZWYrfb1/1NFdmEkIkzO3gVgPoTpxBEAcGuR7SvVqXD4TDXrl3b0v9ZdpvBCoHNh8PQWHrF7mbQbAZlTDSwuCsIzs1q1qZIJLKniXzRIiPYZHIL8e1fvAOo34GJiQnOnz9PfX09+Xxe82WPjo5iMBiorKzE4/Fs/yC0BQRBoNLzYRz2e5ia/m/ML/wti0vfpML9IQKBszQ13XPLhnFvB8xrChtuJNO8vEJsv7oQ5MvzQaySyEOOwhDZIw4LlSs1u36/n9HR0ZJU/c28tntVbZ1Op3YPTaVS+P1+xsbGSCQSq1TbUr/jsVhsX8qJDrEah2T2NmK3hKlY+VQUhampKRYWFjh37tyeLsLlwkFUZtXWs2PHjnH9+vW7gshCQbHcS51tKpVidnGeBzwzdH/gV4l0fIyp/itMXrnEjXd+xOCrLyHpZOpPnKa5+xwtZ3qwVqxXJWHvyqwSjUI2i+Ran9MqCrDdYUb8hfavI6dakA2SFrBe7J2srKy8OfShM0EmwezgVUx2B666jZUytZFpu2pRq2wlkUuQzWfRiXu/tEqOwg01HwrteVsAOllENkokI+Ujs7YKD9NXexkaGkJRFLq6uvZ8/uiqTeQWE9u/cAcQBIETJ07w9ttvE41GsVqtq7ySUCAdfr+fa9eukclktOgvh8OxK7uRXl9FR/sXqKv9eaZnvorX9y3gm/j8Z0H4MBXun0SWb6/wsN8QBIEOk4EOk4F/Vesmks3xxnJcGyT7bmClZtds4IJeoDXk5V90d+/YnrKZaqvOPuxFta2rq6Ourk5bBfL7/YyPj6PT6fB4PLjd7i1V20Nl9tbgkMzegVDJYnE26oULFw6Mv1MQBJQNVLTbBXXQS209u379uva7O2XQazPIeyCzy8vLDAwMcKqlEd4ARZQx2ewcu/9hjt3/MLlslvnrQ0z2FuwIU3/zHq/9DVQ0Nq+kI5yjqrUdYeV7t1dlNucvLFeL7vXpCZIoaINumyHiS2Kyy9qk/tqAddWOMD4+jizLnEdCSEaZHRqg/vjG0+QzMzMsLCyU1MhkkQu+uFg2hkO/d1uAuKIO5VZa0cqBcmfNWtwesqkUZDOcON1ZlvNHqjGTGVtAyeYRdOW7pnV2dvLWW28xMDDAxYvr84QtFgsWi4Wmpiay2SyBQID5+XmGhoawWq1aE9nOB2rrCAY+Qkf7L5NO/wCv758YH/9dJib+Cw7Hvbhdj+JyPYpeX7n9pu5w2HQSj7ttPO62FdIc4umCFcEb5C9DWRRs/Ner0zzkKAyRPeyw4JbLX7O7W9VWXQWCQnSh3+/nxo0bJJPJTVXbwzSDW4NDMnubsRviJ0kSiUSCa9euUVNTQ1NT04EiYQdlX0pt9IKDP+i1GXSSuGObAdxMLDhz5gyW1OLKxlZ/PpJOR8PJ0zScPM39n/oFQgtzKx7bS1z+p//Npe88i8nuKNgRus+TTiSwWXevNOUCwcK/u0EeacFmsLV1ZdmXxL7JlL7qnVSXDxOJBMoVE1MzAeIhM/rqOkKhEA6HQzsnVV/lVq1nxbDKhUSMWKZcZHbFZlAmZRbAZNWVzWaQzWbxRQrKmttsKtt5r6sxQx5y3iS62vIpWm63m4aGBvr7+7nnnnu23F+dTkdVVRVVVVVa05TP59PKPdQ0je0yS6PRKP39/UX2lHbq6n6ZeHwYr+85AoEXGQv9Loz/LlZrV4HYun8Ck3GTCL27CIIgcMJiwLkc4J5skJYznbwZK1gSXgnF+Ed/BAHothq1hIRTZgNimWp2i1VbRVGQJGlHqq3RaNSaDfP5PKFQSFNtI5EIb7/9Nj/90z99qMzeIhyS2TsQ2WyWwcFBOjs7y1adebdB7YGXJGnDQS/1KX2vauxea2T3ilIHwFQoisL09DRer5dz584V1MZ4emVjmy/tCYKAq7YeV209Z3/qIySj0YIdofddxi69zdDrL9MjQqpOoT/1PC3d57B5dqY05VYGiXZtM/AlqTtWGpk2mUzoLU7mp7IIkkR7zz3Mzs4yODiI1WolmUxitVrp7CxdbVTJbLl8s6LVCpJErpxk1qYnvLT3JfxUKkVvby/NR48z8hyElxapbj9Shj28OQSWW4yXlcxCQZ397ne/y8TEBK1rUjM2Q3HTVHFm6fj4uDb9ri43F88xqD7rtfFkgiBgsRzHYjlOc9N/IJEYJRD8AYHAS0xN/ylT03+KwdCAy/UwLufD2O3nEfcQd3eQMTs7y8LCAt3d3eh0Oj5sNPDhCht5RaE/ltLsCF+c8fNfZ/x4ZIn3OQpDZA86zNh1B0e1dbvd2v14YWGB9957j89//vNMTEzg9XrJ5XK8733vw2g0ks/n+dM//VP+x//4H0xMTFBZWcknPvEJvvCFL5Sk4u71/XcjDsnsHYaZmRkCgQAdHR2HRHYTpFIprly5Qk1NDc3Nq2NxFEVBURSi0WhZonle+PIQOr1I0ykXjSdd2pDNrYJOFMitHNN2x5LP57l+/Tq5XI6zZ8/evFDnVDJb+r4brVaO3vcgR+97kFw2y8LoMF989j/T5NXz+t9+ldf/9qu46xtXfLbnqGo/su2NIR8IFHajYgMyu0GdbTEyqRzx5Qx2T+me8bxkZHQpRsPx0zS0tNDAzSFBWZaJRCJcvnwZj8dTiP7aRl0pN5kVRBHRbi8MgJUJZofM/OjethePx+nr6+Po0aPYV/KZI97FcuweAKLbABNUc7AAACAASURBVHqR7HwcQ3fZNgvAiRMneO2113jzzTdLJrNrsTazNBwO4/P5NPuKx+NBlmUmJye39VkLgoDZfASz+QgN9Z8llVogGHyFYOhVFhefYWHh7xBFEw7HRVzOh3E6H8JguDuGx9SH6o0GBkVB4IzVyBmrkX/XUIEvk+W1UJwfhGO8GIzyjG8ZCThnM2mq7TGTflc1u1B+1bampoann36ap59+ml/8xV/k/e9/P//8z//Mb/7mb1JbW0ssFuPll1/mySef5Omnn2ZwcJAvfelLvPfee7z44ovb/ju//uu/zpe+9KVdv/9uxCGZvc0o1WaQz+cZGhoinU7T2Ni4760ldyqKB73Wxiepg15tbW2FVqlUSpt2V5eXdwIlr+CoNDJ5NchUfxAEqGy2FojtKRfO6vItvW4G3Uq8TTavIEub/1vZbHZVtmXxfgkrZFaRdleuIel01B8/xaUTYWp+6kF+rvb/YrL3MhNXLnHlu//Ie899C6PVppU1NJ7uQm9aTwxz/gAIgjbFX4zN0gxUqMNfNk/pCtZ8RCaUkDhzoRCkn0wm6e3tpaWlherqau1nPp+P4eFhUqmUNhTkdDrX3TDKTWYBJKezrDYDs0NPOpEjm86h0+9c1dJ81kWpDhani3AZyawgCOjqLWSny/c5qtDpdNxzzz289NJLzMzM7Dkea62PMpFIMDExwcLCAgaDgampqZuVzCUQDIOhhpqaT1JT80ly+STL4bcJhl4lFHyNYPBlAMzmowVi63oYm7Vr02KGg4zJyUmCwaDWnrcdPLKOJyvtPFlpJ6soXIkmNdX2j6Z9/NG0j1q9TktHuN9hxrLDml3YXrVV63V3otqmUikee+wxPvvZzwLw/PPP88QTT/DII4/w7LPPaq9rbW3l137t1/jGN77BU089ten2BgYG+LM/+zM+9rGP8cwzz+z4/XcrDhnRHYB0Ok1vby8VFRWcOHGCqampA5cWcBCgDnp1d3evW2opHvSqqqqiurpa63efm5tjcHBw/bT7NhBEgXs/1srFJ1sIzMaZHggyNRDk0nPTXHpuGqvboBHbmnYb4i4urttBJxWT2Y1fo5K05ubmjSOBsgUiuJXNYDvklTzxbByrbMVZU4ezpo4zj3+YVDympSNMXHmX4R++gihJ1B07qam29qoCccwFA4gOB8IGn70oCOS2sMwuewtL5ztRZvsnc+jFPEcuPqBVr544cWJVtJ3RaKShoYGGhgbt+7KwsMDw8LA2FKQqceoAWLnjuXLhMpLZlcixeDiDvXJnJEjN/zxz5swqldpeVcPyUvnILICuwUry9XmUdA5hF6R7K3R1dfHWW2/x0ksv8XM/93NlfeAMhUJEo1EefPBBRFEkGAxqteJms1n7vpQyrS+JxoLVwPUwSotCIjG2QmxfZXbufzI79+fodA6cjgdwuh7G6XwQWbd3r/Z+Q/WUdnV17UpB1AkC520mzttM/MdGDwvpDK+ECgkJ3/FF+PpSGL0gcGFFtX3UaaHVKJdNtd1pru3aAbDXX38dRVH4whe+sOp1v/Irv8Jv/MZv8LWvfW1LMvr1r38dRVH49//+3+/q/XcrDsnsAcfy8jL9/f0cPXqUysqCB/EgRl+thSAI5PP5W7Lcsba+d+3U+WaDXmv73ZeXl1dNu6u/2y7uTBAEKhosVDRY6H68gXg4zfS1INMDQYZ/tMi11xaQjRINx500nnLRcNyJwVKeU09TZnMKbOASUJW0tSRtFfIrA0E7sBmsRTwbR0HR1EkVBrOFIxcf4MjFB8jncizcuM7kyhDZD//uL/nh3/0lrroGms/04FiYw77B8BeAJLKlMhtcSIAAzurS0hTi4RAj0wlOu4NE4vGSqlfXfl/UoSA1u1h2FD6/aLqMZNblJDs9XbbtmR0rZHY5jb2ydOK/VauXvaqamau9ZdtHAF2jBRTIzsTKUp5QDL1ezyOPPMJzzz1HX18fZ86cKct21WXznp4ejQCp5FVRFGKxGD6fT6tkrqiowOPxbJiBvBYFO0I7ZnM79XW/SDa7TCj8RkGxDb2Oz/9/ABGb7YxmRzCbjx6oITJFUbS81tOnT5ft3lCjl/lklYNPVjlI5xUuRRK8vFKz+/tTXn5/ykuTQeZf17n4VNXuB1R3q9quJbPvvPMOoihyzz33rNq+0Wiku7ubd955Z8v92Ov771YcktkDjPn5ecbHx9cpjZIkkU6nb+OebQ+1OGG/yWwul2NgYACdTrenRi9BELSKw46ODhKJBF6vl4GBAXK5nGZHsNls294gzA49x+6r5th91WTTOeauh5keCDF9Lcj4FT+CCNWtNhpXfLaOqt3HWUkrx7vRENjS0hLj4+PrlLR1yG4/ALYd1OartWS2GKIkUXf0BHVHT3DfJz5DeGmBySuXmei9RN8Lz5HP5ZCtAq1f/rOCHaGzG8PKfm9nMwgtxLG5DSUvnb/77W+iKAo9rhn6SgxpL8baoaBUKsX80jwAg2ODDOeHd7S8vBkkh4N0/9Vdv38tNDIbLv36MT09rVUcb7Ri4aisZjgUJJtOo9txbNXG0DUUvkf7QWYBTp48SV9fHz/4wQ9oamrSbAK7xfj4OMvLy5sumwuCgNVqxWq10tLSQiaTwe/3axnINptNi/4qpTlNp7PjqfggnooPoih5orEBQsFXCYZe1YbI9PpqnM6HcDkfxuG4iCTdvol6RVEYHR0lnU5z6tTGMXjlgF4UuM9h5j6Hmf/UVMlMKqPZEXRlrS4uXbVNJBKrfNNzc3ObqvP19fW88cYbpNPpTSPg9vr+uxWHZPY2Y6OTWlEURkZGiEaj3HPPPetuIHeCMrtZ5W45oQ561dbW0tTUtOp3ey1CMJlMNDU10dTUpN14JicniUajOJ1OzY6wHVHR6SWaTrtpOu1GySv4pmNMXwsydTXIO/84xTv/OIWjykjjyYIdoarFhriF93UtVJ9spqhxTS3S8Pl8JeWjCrmCzWC3nlm4ubSuLrWXAkdVDV0/+QRdP/kEqXicvp//NN5KN1P9V7j+o9cQJYnaoydoPtODIe4gn998/4ILCVwlTr77p6cYfPX7dLQ5ceuWOXe2G0ne24XfYDDQ0tiC/m09rmoXFRUV2vKyxWLRFLqd3mBEp5NcKFS21AyzvfBdiC9vT2ZVJS0Wi60eGFwD1Say7F3EXb/3pjIA0SghVZn2xTcLhevuE088wV/91V/x7W9/m09/+tO7qt8tJmmdnZ0lP7jIskxNTQ01NTXaqpDP52NqagpRFLXvSylDqoIgYrN2YrN20tj4q6TTXkKh1wmGXsXv/y5LS99EEPTY7RdwOR/C5XoYo7E8f6dSoCgKw8PDKIqyrnlxv9FgkPlMtZPPVO9vOcVmqq3P52NycnLVXEw8Ht/0wVldBYzH45teK/b6/rsVh2T2gCGTydDX14fdbufs2bMbnvh3Apnd70pb1X5x/PhxrcFHRbkbvYpvPGqeoNfrZWRkBLPZrFVgbnfxEESBymYrlc1Wen6qkWggVSC2A0GuvbbA1ZfnMZh1NJwo2BHqjznQm7Y+RaUVm4GqzObzeYaHh8nn81sSkFXI7d1mUIoyuxUMZjPVi37aL96P8+mnWboxwsSVS0z0XuKNb/w1LUCFwcUbf3+dljPnqDlyDHFFFcll8yx7EzR3bp/ukUml+N5//yKSwcjxY1UwDpKSAcpz4bfIFmK52LrlZa/Xu+OMUgDR4YRsFiUeRyhD5I5slNDpReLhrbNmFUVhcHAQURS3jSezVxV82OGl8pFZAF2TlVSfHyWXR9gHv7nD4eCJJ57g2Wef5Vvf+hZPPvnkjh6+iz+jvZC04lWh9vZ2UqkUPp9Pyzl2uQoPR263u6S8Y72+kqqqJ6mqepJ8PkMkcplg6FWCwVeZmPxDJib/EKOxZSX66yFstnOI4v6ksKifkU6n48iRIwfK9rBfUK+5wWCQp556ii9/+curHpTMZjNLS0sbvjeZTGqv2Qx7ff/dikMye4AQjUbp6+ujra1ty+7u/SaK5cB+Eu7FxUVu3Lix7aDXfjR6FecJriUqgiBoMU6lZP1Z3QZOPFjDiQdryCRzzA6HmBoIMjMY4sYlH4IoUNthp/FkgdzaNigEKPbMZrNZ+vr6cLlc6xILtkRu7zaD3SizxcjH4yixGFJFBaIoUnPkGDVHjnHvzz7FsneJL/31c2Qnr9H/vf9D7/PfQW+20NTZXcizrTyGkgdXzdZ2jXQiwXe/9EcE52Y499Qv0VQxD+NAJgH68mQzWmXrqgGw4uXl1tZW0um0FuMUi8VwuVyaHWEjoiJpLWAhxDKQWUEQMDv0WyqzuVyOq1evYrPZaG3dPrzfWVMLQGhhbs/7Vwy53U7qXS/ZqRhyq62s21bR0dHBBz/4QZ5//nmeffZZPvrRj5ZkN1FzrC0WC21tbWW9zhgMhlVh/MFgUCO3BoNBexjaKvJLhSjKOBwXcTgu0tL8eZLJ6RVi+xoLC99gfv6vkSQLDsd9K17bB8vWRKYoCgMDAxiNRtrb238siKwKr9fLxz/+cX7rt36LD3/4w6t+V1dXx7Vr10ilUuu+a7Ozs9sKI3t9/92KQzJ7m6Ge4EtLS4yMjNDV1YXNtvWFW6fTaQNNBxX7QbjVZc9gMLijQa/9wlqioioqIyMjJJNJ3G43lZWVOJ3ObS/kslGi5UwFLWcqyOcVvJNRpq4GmL4W4q1vTfLWtyZx1pi0dARPkxVRFLQ0g2g8waXrfatipUo+jpyaZnBrbQbFyK0oDVLV+n23V1YRa7+Xd3TH+T+f7WZmoI+J3ktM9l5m9K0fIggiSLVM9/cgiieoau3AZL8ZtZZOxBl/713efvYbRAN+en72M9zzgQ9C/98DIGQTlKt82SpbNZV6I+j1+lVd76rKPzo6itFo1FR+9SaltYCFw1BfX5Z9NNvlTT2z6spQdXV1ybFVBrMFi9NFcLZ8g2oAcosNRIHMaHjfyCwU0g0AXnjhBf76r/+aD3/4w9TW1m76+lwuR19fH263e12OdbkhiiIVFRXa6lM8Hsfn8zE4OEgmk9Gi4hwOR0nXPKOxkdqaT1Nb82lyuTjh8FuEQq8RDL1KIPAiABbLCc1ra7We3lX0l0r2rVYrbW1tO37/nQyVyP72b/82H/rQh9b9/sKFC7zwwgu8/fbbPPTQQ9rPk8kkV65c4eGHH95y+3t9/92KQzJ7m6HWZgYCAS5cuFDSE9WPozJbPOjV09Oz60Gv/USxoqLGOKnd7jabjcrKSioqKrZdyhRFgepWG9WtNi78dDPL3qRmR+j/wRx935/DaJVpPOkkaxOQFRi4Nsj77zmNY4OM1m2xYjNQ9mIzyO7NZpBdIbO66qoNfy8IhTQDvclE2/mLtJ2/iJLPszg+yht//xLe8QEGX32Oay9/p7AdvR6TzUE+lyUWKtTkGl0V/MSvPs2xcytTwPLKUlwmvqt93ghrldmtsFblj8fjeL3eVdPurpUHtnywvPFc3qn1+6i1ejU37/iByFXXQGB2ply7CIBgkNA1WcncCMMH9pYHux26urpwOp0899xzfO1rX6Onp4f77rtv3XJtNpult7eXmpoa6sv0cLETmM1mzcufzWZXXWN26s2WJDNu96O43Y+ufP+urxDb15id/XNmZ7+MTufC6XxgRbW9H10J0V/5fJ7+/n4cDgctLS1lOOo7ByqR/Z3f+R2eeOKJDV/zyU9+kj/4gz/gi1/84ioy+pWvfIV4PM6nP/1p7Wc3btwgk8lw/PjxXb3/xwmHZPY2Y3Z2lnQ6vW4Sfyv8uHlm93PQa7+wWezXxMTEjmK/AOyVRk69r5ZT76slFc8yOxRieiDIZH+AdCLHv8UI1yzMmxPoThmxOHdoFyijzWC3ZDa35C3sQtXGZFbaoAFMEEVq2o+iN6dpPPMQH/iVDnyT43gnxogGfCQiy4iShGy1k5D0XPzA41rQP4AiF5Zphf+fvfcOj+uu8/1fZ8700TRpZtR7sS1LluQa27EUnE5CbsImtAAhtIVluZcH9re797n397v3chd2WVpYQsmGtrCEQMhCQlgSSLFlpzq21W1Zxeq9jTTSaPrvj9E5UddoNCPJQe/n4QFk6cx3RkfnvM/n+y6+2E1mDSoDI7Mj6/65cMWpAYPBILvdR0ZG6He5SAC6mhpJLCqMWDe5GsIyA98CU9n09LQcARhNs6A1PZNL1S8QCgYRYrgroiow4X6+l4DTi2iO79ZpVlYWH/3oRzl16hQXLlygrq6OiooKKioqMJvNeL1eampqoiL78YBSqcThcOBwOORWw5GREVmbLUV/RZLAEj7/dmEw7CI9/eP4/E6cE6+Ec20nzjIy8gwgzkV/ncBirUSvW6qBlabWNpuNzMzNM5ltBwwNDXHvvffyf//v/+X2229f8ftKS0v5zGc+w8MPP8y73/1u3vnOd8oNXlVVVQsyYm+88cYlBrL1/PyfE3bI7BYjPT19VX3scrgWyKwoijEhs5tp9IoXYhn7pdErydtvI7ciiavtHbz42iA1DQGOO/28+mQHrz7ZQWK6XpYjJKUbEBRrfC6SzEAZPVmY9k2jQIFOjC5mLDAXur8SmVUILFuaEPAHGe2dprgyBZVGQ2rRblKL3ppiSPFkB8vKlj44KOfWukWT2dWgUqlITU3FodPRA5iFcAC/pJuU5AiRPAwtht6sJuAL4nUH0OiVchZxSUnJmhKnlZCYloHf42FqbASTbfnfYTRQF1lwP9+L79I44nXxJ5AajYZbb72VgwcP8vLLL3Pu3DneeOMNcnNz0Wq1HDp0aFsQ2cUQBAGj0SjrnL1e74IEFrPZjM1mi7gQRqU0Y7Pdjs12O6FQAJerQW4ieyv6K0UmtmbTYUBDTU3NuiQqbxcMDg5y33338Q//8A/cdttta37/Qw89RE5ODv/6r//K73//e2w2G5/97Gf54he/GNFQa6M//3bEDpndYigUinUT02uBzEbzvhZjYGCA9vb2LTF6xRMbjf2Sqo0BCg/l8422Bj7xYB45ag3djeGyhto/9VLzx170JhUZxVaySqykFphRqpfJwJTSDDbgaJ72TWNQrR0jtBICQ8MojEYUK5haFCvUPo/1zRAMhLBnLZ0Id3V1ySH2y8YuqeMjM1hNM7teKIxGEAS0Xg8pRUXAW7rJxsZG/H6//DAUSfg+vJU1Oz3hweV20tLSQnl5eUSGopVgTQ+Tl/HenpiSWdGmRUzR4WkYQ7sJZFZCUlISd911F1NTU5w7d466ujq8Xi+tra0UFBSwe/dusrOzt63RRq1Wk5qaSmpqKsFgEKfTKRsPlUrlguivtSAI4Yms0VhGVuZn8XqHGJ84y8R4NcMjv2dw6AkEQQ0UYbFUYrPdueYx304YHBzk3nvv5Utf+lJERBbC9/AvfOELfOELX1j1+zo6Ojb0839O2CGz1yAUCsWyN/bthI3IDLab0SueWCn2q7W1FZ1OtyT2y+fzUV9fL5tPJq6G9aD+YLj9ypKso/RkGrMuHz2X5ooaLo5y5bUhRJWCtCIzWXutZBRb5GpTAt5wxuwGHghcPlfUEgMA//AQ4gp6WQjLDALLnPNDV6cAsM0js1JOs8fjWTWeLDSnmRViTGZn/DMEQgHEKIwziyGIYjhrdp5mdr5u0ufzMTY2JofvR1LJnGANy0m62wfxqMNZxBslZYlpYTI71tdDdtn+DR1rMdQliWGpwdgsYuL6J9EbhU6n48EHH2RiYoLLly/T3Nwsx01lZ2dTUFBAfn4+CQnRn//xhEKhwGq1ysUQs7OzjIyMcOXKFTwez4JEjUiup2q1g2THu0l2vJtg0Mv4+Bu0tP4GpdjE+Ph3GR//7qZFf201JCL75S9/mVtvvXWrl/NnjR0yu4O4INrpsRQLpFart63RK15YLfYLwGKxMDw8TH5+vrzVqVyUMytBm6Ci4JCdgkN2Av4gA22T8tS2uzFMgG1ZBjL3WslzqXEoNkZmXD5X1EkGAIHBIUT7ymRWEGC557e+K05Mdq1M0CSjoE6no6SkZPVzRIrj8sZukioR+mnfNCZ1bJqrxKREAqPL63BVKhXJyckkJycTCoVwOp0LKpmlqLj5U9eExPBnNdA1yo3vWb7Va73QGBLQxyHRAEBTkoj7hV48F0bQ37R529dOp5NLly7JNcdms5ns7Gxuuukmenp6aG1tpbW1lba2NgBSU1NlYmu327ft9Umr1ZKRkUFGRgaBQIDx8XG54EOv18tT20giyvx+aGtTk5f7dzgcDtyzXXMVu9UMDPwirtFfW42BgQHuu+8+/vEf/5Fbbrllq5fzZ48dMrvF2K4XvI0iGpnB7OwstbW1pKWlLTEPxJLIBsbHURgMCNt0ixCWxn6NjIzQ1NSEXq/n6tWrOJ1O7HY7khzWv0ydrQRRqSB9l4X0XRaO3JPDeP9MuF63cZyLf+jhIidIEPeQ8eRVskqspOSbEJXrm3hLMoNoERgaQl1UuPJ7EIQlhF0i6QWHwjdHn89HbW0tycnJEZlPQnPrFWIoC5A+A5fPFTsym5hEYHRsze8TBAGLxYJlLpvW7XbLMU5er1c2BA0PDyOIYNHbY9rQl5SexUhXR8yOJ0FhUqPaZcFzcQRdVRqCKv67MaOjo7S0tFBWVrZEfiGKItnZ2WRnZ3Py5ElGRkZkYnvmzBnOnDmD0WgkPz+f/Px8srKyomoX2wyIorik4GNkZISGhgYCgcCC6K/F11zJmJufn4/NZgNAp81Cl3o/qalvRX+FTWRnYhr9tdWQiOw//dM/cfPNN2/1cnbADpndQZwgiiJeb+T975tp9Jr4zneZfvZZdEePoquqRHf8OOIGu9njicHBQTo6Ojh06BA6nW5B7FdzV3jKOjw6hj/btCY5EQSBxDQDiWkGym5OZ2bSy8CvHqGzU0XLGw4uvzyIUhMmv1l7rWTssaBNWPtG7PK5sOlsUb2/kM9HYHR02YxZCQphaZrBUMcUfm+Q9F1m3G43dXV15Obm4ljBRLYEcZjMSgR2yjsFselhQJGUiL+uft0/p9PpyMzMJDMzE7/fz+joKE1NTfh8PjQJOkYHJvH5fDEjWvbcPGr+8DR+rxdljB8UtYcdTF2ewFM3ivZAfCd7Q0NDdHR0RCS/EARBTiY5evQoLpeL9vZ22traaGxspKamBqVSSVZWlkxu5ydqbCfMf4CWEjXGxsbo7e3l0qVLGI1GbDYbSUlJBAIBampqVk2/iFf011ZDIrJf+cpXuOmmm7Z6OTuYww6ZvYYRq772eGA9mlnJ6FVRUbEk1zEeRi/DrbeAIOA+fZqZF14AhQJNWRm6qkr0VVWo4hyEHilCoRAdHR2Mj49z4MABmaguiP2yTMIb58OlCefPrzv2S29SszulmeLAOVwPfpL+VqcsReisG0MQwJ5jlNMRzA7tsr8Dp9dJvjk/qvfp7+uDUAhlxsq5nQoBFg+fuxvHUYgCBodATU0NxcXF68vZFdWEFCoE78bTByRIZHbSOxmzY4pJSQRGRzb09y4IAv39/aSlpZGdnc2zTY1Mj3u4ePGiPJ2z2+0bqsG05+QTDAQY7e4kOX/lKXs0UGYnIKYbmD3Tj6YsCWGdOweRoq+vj76+PioqKqIi+QkJCezbt499+/bh9/vp7u6WyW17ezt/+tOfsNvt5OXlkZ+fT1pa2rbV/S+WsExOTjIyMkJHRwczMzOkpKSgVqsjOi+Xj/56eVH0lwKjsXzV6K+tRn9/P/fddx9f/epXufHGG7d6OTuYhx0ye41CIosbzZyMFyLRzEqFEU6nc1ONXtpDh9AeOkTov/893suXw6T2dDUTD32LiYe+hTInG31lFbobqtCUliJswWccDAbl3vfy8vIV379qrrPe7kjmSLFD3lqWJnASSVk19ivgA1GFUq0gs9hKZrGV0L0hRnum6W4MlzW8+UwXbz7ThTFJQ1ZJ+HuS84wo5l5/0juJWR3dVMXf0wuAcpUQeoViocwgFAxx9eIo9jw9Le3NlJWVRUfE1AkxTTOIC5lNTCI06yE0M4MQRaWtJL9ITU2Vg/4tDgMTfR4OHz4sG4Kam5vxeDzy1rLFYlnX350jJ9z0NNzRFnMyKwgC+nekMfXvLXjeHI5LskFXVxcjIyNUVFTE5LqqVCrJzc0lNzeXkydPMjY2RltbG21tbZw7d47XX38drVZLXl4eeXl55ObmbihRIp6Q4gVVKhXDw8OUlpbi8/loa2tjZmYGi8UiR39F8tmFo7/eic32zrnor3q5Znel6C9RjP5BKxbYIbLbGztkdosR7ZOnRBa3K5ldazIbCASor69Ho9Gwf//+BZ/DZhm9BIUCTXExmuJiLJ/+NP6+fmaqq3GfPs3kYz9n8qc/RWGxoDtxAn1VJdrrrkOxgclVpJAqRW02G1lZWau+f3GRAWy5reWuri6mpqZWvuEEPEsKEwRBwJaZgC0zgYrbMpme8NDdNEFXwziXXx6k8fQAap1I+m4LacUm/LOhqDWi/p5wc5RylWzKcDTXW/+/v3WSmUkfiXv9G3Ljh9R6hDjIDCZ9sZzMhrdxA6NjKNZJZiUd+mL5RYJVg2fGj282sMQQNDY2xsDAAM3NzSQkJMiayrUmlYbEJHQmM0Md7et/kxFAmWtElW9i5lQfqj3WmJUohEIhrl69ytTU1KoPjhuBIAhyLa30ANHR0SFPbJuamhAEgfT0dFmOkJSUtK0mk9PT09TV1bF3715ZKjG/lnlkZETOQZbOmUjIeTj6qxyjsZyszP+KxzvIxMRZJsbPLIj+ysv9f3E47o7321wWEpH92te+xsmTJ7dkDTtYHTtk9hrFds+aXW19Uoe0dAOdj61MLFCmpWJ633sxve+9BKemcL/yKjPVp3GfOsX0734HajW6w4fQVVahq6pEaY+9dm9mZob6+vqItZ9KMfz5LGcAUyqV8jbh4hvO/NgvjRTNtQoMFg27jyWz+1gyPk+AvitzcoSmCa5eHOUjfAlln5/GiZdSzQAAIABJREFU4X4yi62Y7JFHKPl6exC0GkTbyppbUUCO5gqFQrz5XBuiBirftR+1egOaT5UBYmgAM6niM5kFCIyNosqKvFVJavXatWuXHMskQUo0cI17sKa+9YC2uLnO5XIxPDzMxYsXUSgUC/JJF/9tCoKAIzefofaWaN/qqhAEAf0dWTi/18T0Ux0YP1i4diHIGpBi3Hw+H/v27du0641Wq2X37t3s3r2bYDDIwMCAPLU9ffo0p0+fxmQyLTCRxdKst164XC7q6+spLS1dEkE2P4UF3spBXmw8NJvNET0oaNTJJDv+gmTHXxAMepmcOs/E+BkMht1r/mw80NfXx3ve8x6+/vWv8453vGNL1rCDtbFDZrcBhBUC4VfDdiezK01mnU4nDQ0N7NmzZ4lxYDtFbymMRgy33oLh1lsI+Xx4amqYOR2e2rrPvgxf/jLq4mJ0N1Shr6xCVViwcWPaxASXLl1aMPlYC8q5m4MvsPr5szj2a2ZmRo79KhsfRqVSMjM9jV6vX/N9qDQi2aWJZJcmEgqGqL10hR8++0uOzN7IG0918sZTnZgdWjL3Wsnaa8WeY0SxCunw9/SgTM9Y9XWln/cHAtS82shoh5fSk2lotBszL4XUhphOZjWiBrVCHVsya5sjs6OjEf+M0+mkqalpxVYvo0RmxxaS2fmY3yqVl5eHx+ORH4ZmZmZkOcL8fNLUwt101l7APTmJLg5GJ9GiwXB7JtNPd+J+oRf9zdFHdYVCIS5duoQoihQXF2/Z9UahUJCWlkZaWhonTpxgampKntg2NDRw8eJFVCrVAhNZtE1t0UBqiJMiytbC/Bzk+WbVy5cvYzAY5AeiSHZTFAo1FvNRLOajsXgr64ZEZL/xjW9www03bMkadhAZdsjsNYrtTmaXq7PdbKNXrCCoVG/pbL/weXzt7bLO1vnd7+H87vcQU1PRV1Wiq6pCu38/wjrNIwMDA3R1dVFRUbGuitKVcmZXfT+CgMFgwGAwkJOTg7pJiUeho7W1FbfbjdVqxW63R6SZFBQCIccMb2T9ng9V3sYe5T66m8KxX03VAzS81I/GoCRjTzgdIX2XBZV2oTTG39OzqsQAwjIDgAsXLtJ/QUSlESmpSo34Pa+IGE9mBUHApDbFlMwq5h76ghGSWSlWarVWL2kyOzXmiXgdGo2G9PR00tPTCQaDjI2NLcgntdvt2PLCWtm+K03kH7wu4mOvB5pyG/6+GWZfHUTQiOgq138eBINBGhoa5Oi77XS9MRqNlJeXU15ejt/vp6urSzaRSZm2DoeD/Px88vLySE1NjZuJTMrajVaTvtykf2RkhNraWkKhkExsI6ny3mz09vbynve8h4ceeoiqqqqtXs4O1sAOmb1GsRxZ3E6YnzM73+h1+PDhJdtl11KjlyAIqPPzUefnY/7oRwmMjDBz5gzu09W4fvNbph7/JUKCAd2x42Gd7fHjiKtMqCS9ntPpZP/+9QfYvyUziP5cUAQ9aEwplJWVySHqg4ODNDc3YzQasdvtJCUlrbg2p9cJgFltxmjVUnwiheITKXhn/fReDssRepomaHtzBIUokFJgIrM4PLU1WNX4e3rRHlmd+ISC4XMpMGJirGOMQ3dlRRQZthZCagOKyYm1v3EdiDWZFa1WEISIsmb7+/vp6elZU0esTQgb/qZGZqNa03zJwfyCjyHnFAqliuZzr+PYtZeEhIS4kBT9bZmEvAHcp/oITvvQ35KBIEZ27QgEAtTV1ZGUlERWVlbM1xZLKJVK2SB24403Mjo6KpPa1157jVdffRWdTrfARLaeh+HVMD4+TnNz87JZu9Fg/qQ/NzcXr9e7oMrbZDLJ0V9bKakA6Onp4b3vfe8Okb2GsENmtwGikRkoFAqZAG5HSDIDyeil1Wq3zOgVT4g2G8Z77sF4zz0E3W5m33gjPLWtPsPMH/8IooimogJ9VVhnq5o3gQwGgzQ1NaFUKikrK4uKyC82gEUF3ywowzerxSHqU1NTDA8P09nZuWDKMv/mJhG3xQYwtVZJbnkSueVJBAMhhjqn6G4Yp7tpnNd/08Hrv+nAaldhSr2JPGs+1mBoWQ2ky+Wiv7+P3V6R5hfGSSsyUxzFNG5ZqPQQw2guAKPaGFMyKyiVKMzmNWUG8934keQNm+xanMPRkdnFx5pf8DFw+jnGu65y9epVpqenF9SlxsqwKigEDHfloNArmX1tCH/PNIY7slCmrb4NLiU7SNv61xIEQZD/No8cOcLs7CxXr16VyW1jYyOCIJCRkSHLERITE6O6ro6NjXHlyhXKy8tjRo4XQ61Wk5qaSmpqqtxeJ0V/KZXKBfrszYREZL/1rW9RWVm5qa+9g+ixQ2avUSiVym09mRVFEZ/Px7lz57ad0SteUOh06Kuq0FdVkRgM4m1oZOb0adynTzP+9a8z/vWvoyrIR1dZhfr4MS77/diTkzc0HVLNkb+1NLOrwj8LyqU3LEEQMJlMshFlfqOUz+cjKSkJu93OhCc82TRrVo7mUogCKXkmUvJMHLorG+eQm+6mcTpe6aQr6xY6G0S0//sCjpxwgkJimh6dScWkc5IrjZ1kd+rJm/GRlGPgHR8pXFWDux6E1IaYNoBBmNT3T/fH9JiiLYnA2PJkNhQK0drayuzs7Lrc+Ca7ltHu2L53gMySMl7/9WPkZWagN1uYmJhgeHiYlpaWhcbDCOpSV4OgENDfkokyM4HpP3Qx+YPLqPclors+FdG29Hz2er3U1NSQk5MTebHGNoZWq2XPnj3s2bOHYDBIf3+/TGxPnTrFqVOnsFgscqZtZmZmRBNPSRddUVGx4d9RpJjfXldQUCDHxbW0tDA7O7vggSieu3fd3d28973v5dvf/jYnTpyI2+vsIPbYIbPXKKKpi91MTE1N4XK5OHjw4LY2esULgkKBZl8pmn2lWD/71/i6unFXVzNTfZrJf/s3+NGPsFmtGG6oYqayCu3hQyii2MpbLc0g4rX6ZwktQ2YXY7nYr+7ubi51X0IpKHGNudAkaSKavpkdOswOHZldzzP820cJfePn9Hd5Gely0dUwvniFiJoAp7U+vvWxItTaGF62VIaYNoBBmMw2jzfH9JgrVdpKecRKpZKSkpJ1/S2Z7To6a8cI+IPrri9eDTnlB3j914/RVXeB4qqbljUe1tfXEwwG5QeijWgm1XusKHNNzJ7pZ/bNYbx1Y6jyTWj221AVmRFEhZygUlhYuKRh8O0AhUIh65krKyuZnJyUTWR1dXVcuHABlUpFTk6OLElYzkQmtZ9VVFREHXcXCyyOixsfH5f12TqdTp7axnJqvENkr23skNlrFNvZANbf309HRwd6vX5ZIrtdjV7xhCorE9UH7ydwxzvpOH+efKcT3jjH9B//hOs3v0XQatAeuS7cQnbiBGKEN9yYyAz87mUns6thfuxXgjsBo9fIxMQE7e3taLVaWY6w1g3R19aO1qIj4/ospJj92RkfzbVXGRuaJDc3B2Oijme6Rnnj+bZwFVgsoTYg+GYgFAQhNoTOrDaH62xjiOUqbSXtp8ViIScnZ91/S2aHjlAIpkZmsaTELj/ZmpaB0WansyZMZiUsNh76fD5GRkZkzaTZbMZut0ccvD8fCq2I/uYMtMeSmT03jOfiCL4n2hH0SoSCBLqUI+w6ugtr0vatrY4lTCYTFRUVVFRU4PP56OrqksltS0s4Oi05OZm8vDwKCgpISUlhaGhINqHGquI4FlgsfZKivxobG/H7/Quiv6K9n3R1dfG+972Phx9+mOuvvz7G72AHm4EdMrsNEM0foLSNv50gbXdOTk5y6NAh3njjjSX/fq0YveKB/v5+uru7Kb/++vBE4S/+gpDPx+z587hPV8uShDFBQFNaim4uHUG1ittaFKTIqiglJ6EQwgoyg0gx6ZvEqrVSVFQEIJuB6urqZMey3W5fNpvU19aGKu+tGtxQKERHVxtKU4CqI/vl80TsC09rg+vUlq+FkHouM9PnBnVstHlGlRF3wI034EW9Rn5vpBCTkgiMvFVpu1yr13phdoR/586h2JJZQRDILjvA5TMv4pudRbXC9EylUsmayWAwiNPpZHh4WA7el+QI65m+KQwq9DekoatMxdc2yfT5QfyN42QElNDUiWuXE/VuC6o8E4Lqz+MapFKpZA1tKBSSZQTt7e2yiUyr1WKxWDh48OC2lq/NfyDKzs6Wd4h6e3u5dOkSRqNRNpFFSsg7Ozt5//vfz3e+8x2OHz8e53ewg3hhh8xeoxBFkdnZjZs3YoW3u9FrIwiFQrS3tzM5ObkksUBQqdBddx26667D+rf/D76WFmZOncJ9upqJbz/MxLcfRpmRga6qCn1VJZrycoT5Py8IKBVC9DIDf/gcCqmiJ7MTnokFVbbzp29er1e+eS6O/RL8frxXrmC6/34gfA5JcUm7du1acJ5IpD1azr4iVHMkzjsdMzIrGeGmfFMkibHZ0lY6kgl5PASdTnxaLbW1teTl5WHfQHGHVGzhHHbHZI3zUXjkOA0vPEv7+dfZdXxtN7hCocBqtcrlDstN3+x2OyaTKaLrh6AQmLGHaM4Zo/T2ElQDfrxN4/guT+CtHQWlgCrXhKrQjLrIjMK0dVvqmwlBEORdk+uuuw6328358+dpa2tjYmKCZ555BoVCscREtl0xf4coFAoxOTnJyMgIXV1dCwxzK6VqdHZ28r73vY/vf//7HD26NVm2O4gNdsjsNYrtJDPYro1e2wFSYoFKpaK8vHzV9y8IAuqiItRFRVg++Un8g4O4z5xh5nQ1U7/6FVM//zkKkwnd8ePhqe2xYygSEmJCZjcymR2bHaPIUrTsv6nVatk5vjj2yzQ0RILfj7h7F16vV3aZLzdplD629aZ+rIXQHIEVfNPE6shypa13kiRtbMismBw2LLk6O7nkdrN7924sFsuGjqnWKtGZVEwMxp7MJhcUYXIk0/zy6YjI7GLMD96fr8+emprCZDLJcoSVDE2jo6O0tra+5cY3g3qXhVAgiL/ThfeKE9+VCXwtTmb+E8QUHapCC+oiM2La2sUhbxeMjIxgMBj44Ac/iCAI9PX1ySayl156iZdeegmLxSIT28zMzG1boS4IAmazGbPZTH5+Ph6Ph9HRUTlVw2Kx0NfXx+HDhzEajXR0dPD+97+fRx55hOuui08m8g42Dztk9hrFdiGzUqNXcXHxkspMIGZEdtwzToIqAZVi+2i51oLX66Wuro7k5GQyMyOvIZWgTE7GeO+9GO+9l+DMDLOvvhau1z1zhuk//AGUSrQHD3KHNx11/juAgnW/hhADMjs6O0qidu3pzWLt2/BPf4obuOz34zp7ltTU1BWnQLI2OMZkVp7GxjCeaz6ZjRWUySkAtL9xjpL3v29JpWi0SEzVM94/E5NjzYcgCOw6VsW5p57AOTSA2ZES9bEWT98kOcLVq1dRqVSyjEWKixscHKSzs3NZE5MgKlDlmVDlmQjdmkFwZFYmtrNn+5k904+QoERdaEZVZEGVa0RQb0/ytlF0dHQwMTGxIBZQGkhUVVXhdDrlsoaamhrOnz+PSqUiNzdXNpHF6jyMBzQajfwgLdV5/+AHP+Bv/uZvMJvNjI6O8rWvfW2HyL5NsENmtwGi1cxuNZmVjF4rNXopFApaW1vl7cGN4Fu136K6t5qjqUepTKvkWMoxjOrNq3RcL6anp6mvryc/P39DW8ESFHo9+htPor/xJKFAAE9dnayz/Xjna3DhSfp+uwt9ZVhnq96zO7LzSpYZRBeKPuufZdo/ve4JpCAIKK60IFitBKxWSgsLmZ2dXRL7JW0rS76vjfjclkNINTeZ9cZnMhsrOFXhS3V2giGmBMKapqe/eoBgIIgiwtKBSLGn6kbO/+5J6p77PSc+9LGYHHN+hBOwIC7O6/Wi0WjweDxrlkZIxxLtOnR2HbrjKQRn/PhanfiuOPE2jeO5OAqigCrXGCa2hWZE89tDjtDe3o7L5WLfvn0r+hfMZvMCE1lnZ6estb1y5QoAKSkpcvRXSkrKtp1oS3XeX//61+no6OAjH/kI99xzD48++ihf+tKXOHnyJHfccQfHjh3bVua3HUSOHTJ7jWIryaxk9JqamuLQoUMrNnqVlZUxNjZGV1cXLpcLq9WKw+GIqCZ1MW7Pvh2VQsWZvjM83/08oiBywH6AyvRKTqSdIEUf/eQn1hgfH+fy5cuUlJTEpUNdEEW0FRVoKyqwfu6/8Z7/9R/c52nnxNAlnD/8Ic5HH0V0ONBVnkBfVYX20CGElW7s8mQ2OjI75gnHRa2XzIZCIaZffw13fh7lFRXyVG1x7NfU1BRms5lpV/gcC8aazUqT2RhmzcaazPb399PjdOJQKFCML44t2xgS0wwEAyEmBmdJTIudCQzAYLFSdPQEl8++xMH/ch+6DT7QLof5cXEdHR0MDAyQkJDA+fPn120GUuiVaPYlodmX9JYcoWVOjvCfXQCIyTpZZyumGZYt+djOkNoYZ2dnKS0tjZh8qlQqCgoKKCgoCO+qzBn12tvbeeWVV3jllVcwGAwysc3Ozt60jNr14OrVq3zgAx/g0Ucf5fDhw0BYn/3iiy/y+OOP84Mf/ICf/exnW7zKHUSDHTJ7jWKryKzf76e+vh69Xk9FRcWSi2EgEJBlBWq1mpSUFFJSUggGg+uuSZ2PI8lHOJJ8hEAoQONoI9V91VT3VfO1i1/jaxe/xi7LLirTKqlMr6TQXLhlE4K+vj56enqoqKiIW3POYgxbUqjNL+a+u/6GwPg47rNncZ+uZvr3/4nr108i6PXojh4N62yPHw/Xo85BkhlEkjO7HEZnw0H+6yWzPa++CmPjpHz61iVVmYu3lScmJnB3dwLQ0NiEkJsSk9B9mD+Zjd1WeyzJbGdnJ2NjY+w/dIh+ux3/4OCGjzkfielhAjveNx1zMgtQ/s7/QvMr1Zx76ldUfujjMT8+vGWwnJ6e5vDhwygUiiVmIEniYrfbl+wiLYcFcoRb5uQILeGp7ezLA8yeHUDQK2Viq8ozIWi2txwhFArR0tKC3+9n7969UV8jBUHA4XDgcDg4evQoMzMzchPZlStXqK+vR6FQkJmZSX5+Pnl5edvCRNbe3s7999/PD37wAw4dOiR/Xa/Xc+edd3LnnXdu4ep2sFHskNltgGtFZiAZvTIzM5eYdNYyeikUCpKSkkhKSpJvNMPDw3R0dKBWq2WH7VoERRRE9tn2sc+2j7/e99d0TnVS3Rsmtj9o+gGPNj1Kij6FE2knqEyrZL99P0pF/E9zaeLhcrk4cODAppoklKKAfy5OR7RaSXjXu0h417sIeTzMvvnmXORXNTMvvAAKBZqysnCebVUVGmHO/LNJZFaa6gfOvowOSFjDQSwIAlarlbQ0DzBOVnY2Pp+L+vr6NWO/IkIcJrMJqgQEhA2RWYl4eL1eWdMoOhwEBoditk4IFyeISoGxvhny1/72dcOams7ed9xC44vPUVx1E7asnJgePxQKceXKFQKBwIJJ42IzkNQo1dzcjMfjITExEZvNFtEu0QI5wrEUgm4/vrZJfFec+Jrn0hEUAsrshDCxLbQgJm6vqWQoFKK5OVzksWfPnpg+7Ov1evbu3cvevXsJBAL09vbKWtsXX3yRF198EavVyv333x/Rg0Q80NbWxgc/+MElRHYHbx/skNlrFJtNZicmJmhsbFzW6LXexIL5N5qCgoIFrUASQXE4HBF1cmcbs/nQ7g/xod0fYnR2lJf7X6a6t5qn25/midYnSFAlcCzlGJXplRxNOUqCKvaGhUAgQFNTE2q1mrKysk2fCisVAv5l6mwFjSacfHD8OKH//t/xXrqM+/QpZk5XM/HQt5h46Fuo0uwYTSY0FT2oMgII6yThY7NhmUEkBjAp2UGtVmNubITdu1GmpUX0OlI0l0arI8duWxL7NTMzQ2Jiohz7FamMJTQXzSXEsAVMISgwqo04vc6ofn7+5zR/gqZMduBtbY3ZOiFcM2xJ0TPSE/taWwmH7r6PtnOv8sK/fpu/+P/+EWWMmqWk9jOVSrUmQVvcKDU2NsbAwADNzc0YDAY50zYiOYJOiaYkEU1JIqFgCH+3K6yzbXEy81wPPNeDwqadM5GZUWYmbKkcIRQKyS1xhYXx3bUSRVFOobjhhhvkIpX+/v4lOzCbhba2Nu6//35+9KMfcfDgwS1Zww7ijx0ye41CoVBsWrh1X18fnZ2d7N+/f8kFKRaNXnq9nuzsbLKzs2WCInVyS0agSNpdkrRJ3JV7F3fl3oXb7+aNwTeo7qvmbN9Z/tj9R5SCkgOOA1SmhXW2yfrkda91MTaaWBALiBFEcwmCgKZ4D5riPVg+/Wn8ff3MVFcz+4cnGWs0wN99FYXlUXQnTqCvqkR73XUoIpiiDLmHUKDAqlm9Wcnn81FXV4fdbidVFOmrr8fy2b+O+D1Kv/v5pQnzY78kGcvQ0BDNzc0kJCTIMpZVCYpcmhBbMmdRW6Iis1Krl9VqJScnZ8G/ickpBF5+Rf5bixUcOQm0vDFMMBBCIcae6GgTjJz8+Gf4/Te+zEs/+i43ffK/ImywNCUYDFJfX4/JZFp3+5koivJOUCgUwuVyMTw8zMWLF1EoFHLiRiTTfkEhoMo2oso2or85g8CYB1+LE2/LBLOvDzH76iCCVkRVYEJVaEFVYEKh27zbrvRgpNPpyMvL2/QHbYvFwv79+zf1NeejpaWFD33oQ/z4xz/mwIEDW7aOHcQfO2T2GsVmXJSkrU6Xy7Wq0Qti1+i1OJd0frvLeuoudUodVelVVKVXEQgFqB+tl+UIX734Vb568avstu4O62zTKikwF6z7M5USCwoKCrDZbBt52xuCSlx/zqwyLRXT+96LtURA+dvPMV7yNWbONeE+dYrp3/0O1Gp0hw+hq6xCV1WJcoVEhsGZQew6+6pSjtnZWWpra8nJySE5OZnxbz4Eoojh9tsjXq9ktF/pbS6WsbhcLrmecz55WTIdEtWEFEqEGEZzAVg0FsZn12fWkrJ209PTSVtmYq1MdhByuwlOTiKazcscITo4coxcOjvIeP8MSRmxKY5YjKzSco7c+wFe//VjqPUGTnzwY1FfMwKBALW1tdjt9g0/QAqCgNFoxGg0kpeXh8fjWTLtt9lsWK3WiNYrJmoQjzjQHnEQ8gTwtU+Go79anHgbxkEAZWbCW2UNNm3cruXBYJCGhgaMRiO5ublxeY3tjJaWFj784Q/zk5/8ZEsJ9Q42BztkdhtgO8aZrMfoFa/1i6IoGw0kI5DkotXpdDJBWWtrUBREym3llNvK+ey+z9Ix1RE2kPVW82jjo/xr47+Sqk+lMj1MbMtt5WvqbMfGxmhubo5bYsF6ICoEAlG6/AWvC1EdQn/LLejv/gAhnw9PTQ0zp6txnz6N++zL8OUvoy4ulnW2qnlblQMzA6tOuKempmhoaGDPnj1YLBYC4+NM/eY36E+eRJkSeQKFQm4AW/t9zicokl5yeHiYy5cv4/V6l7ZJqQzhBrAYIlGbSNdUV8TfLxH+/Pz8FR+MJEmGv7cvpmTWnhOeTg91TMWNzAJUvPO/4J2Z5uJ/PsX02Cjv+NhfoTOuL+FAqvFNT08nNTU15mvUaDSkp6eTnp5OMBhkbGyM4eFhrly5gl6vl+UIa8V+AQgaEfUeK+o91vAOVu8M3pZwUYP7hV7cL/SisKrDZQ2FZpTZCQjK2AwFgsGgPOHPzs6OyTGvJVy5coUHHniAH//4xztE9s8EO2R2B0vgdrupqakhKytr3UaveEEyAlmt4RvD9PS0vDW46uRtmePkmnLJNeXywO4HGJ0d5UzfGc70neE3bb/hly2/xKQycSz1GJVplVyXch0G1cIbfF9fH729vezfv39bxM8oFQr80fa8SiROcvWrVGgPHUJ76BChL3weX3s77tOnmTldjfP7j+D83vcRU1PRV4XzbEcmB9jtKFn20KOjo7S0tLBv3z5Z/zzx8MOE3G7Mn/zEupYpkdloOhO0Wq0c3+T3+xkbG6Onp4fJyUnMZjPlSh14ptZ/4FVg1VipHamN6HtdLhcNDQ1rtnopM8JTSH9vD5riPTFZJ0CCVYPOpGKoY4o918cv4k4QBK67734Skuy8/NiPefx/fJ5j7/swhdddH9HU0+PxyBN+h8MRt3VKmC85mH/Nqa0N/17XqkqdD0EQUGYYUGYY4B3pBJxeOdPWc2EYzxtDoA4nKKiLzKgKzCgSoss7jeXk+lpEc3MzDzzwAP/2b/9GRUXFVi9nB5uEHTK7gwWIpdErXhAEgYSEBBISEsjNzZUnb1LgvuRwNxqNEels7867m7vz7sbtd/P64OtU91Zztv8sz3Y9i0qh4qDjIJVplVyfej2TfZNMT0+zf//+bVPruJE6W8E3TUhQLJtmIAgC6vx81Pn5mD/6UQIjI8zMxX65fvtbph7/JV/UwHiZyPT4H9AeP444lyXa399Pd3c3FRUVMuGfeuIJXL/5LaYHHkCdvz7vvCTl3GgDmFKpXDDtdzqd+EQdroEurly8GHGqxlqwaqxMeCYIhAKIwsrnycTEhJxJvFYZgjJ9bjLb07OhtS2GIAgk5xoZaJuKuR53OZScvIXUwl2c+vH3efHRh7nwu/+g4o67yT90FNUKn7vb7aa2tpaioqItiXlafM2RtP3zq1LtdjtWqzWi64JoViMesKM9YCfkC+K7OhmWIlxx4rs8Ef6edINsIhOTdRH9XgKBADU1NaSkpCxbC/12h0Rkf/rTn1JeXr7Vy9nBJmKHzG4DbOTmEQwGY6ZXjbfRK15YPHkbGRmhs7NTLmqQbjJrfU46pY4b0m/ghvQb8Af9YZ3tnBzhKxe+wlf4Cnm6PG7Ou5kEVwJ5ps03VCyHjZBZvNNhE1QE70O02TDefTfGu+8m6HYzdPYFXnjsf1PZPMTI//ifIIpoKiqYzcvFlZzMvuuvRzEygrunh+mnf8f0H/6A7vrjWD7zV+tepmLODR7L0gSpTUoHZdyXAAAgAElEQVRttJEoqigqKmJkZIT6+nqCwaBMbKOJ/UrUJhIihNPjXDHpYXh4mPb2dsrLyyPKJFYYDCisVvw9vetaSyRI32Who3aM8X53XPJmFyMpM5t3/88v0X7+dd58+kle+uF3efmxn1B49HoKr7uelPwi2SQmadP37NmDOYbyio1gsflQkkC1trai1WplOUIkD0WCSoG6yIK6yIL+nSECg+5wOsKVCdyn+nCf6kMwquZiv8yock0IqqXXMr/fT01NTdwkGNsdly9f5iMf+cgOkf0zxQ6ZvYYhimJMyKxk9Jqent40o1e8oFQqlxQ1SJq3hIQEHA5HREUNSoWSCnsFFfYKPrX7Uzz35nNcFa9SO13LI42P8EjjI6Qb0uU82zJb2abk2S67VlHA44lOZiB4p+XigPVAodMxvD+bRyZEio7+A4fGrEyfPsXECy+gOH8eYyjE4Lcffut1NBpMH/0olr/8JEIEJRlLXm+ZNIOYQWOE6REMBgMGg0FO1RgdHZXD+NfzUARhAxjAhGdiWTI7X6qynvpMZUZGzCezAOm7wySx9/LEppBZAEGhIP/QUfIOXkdfcxOXTr/A5eqXaHzxjxgsVnIPHCGluJRht5d9ZWUxrfGNJaSq1MTEREKh0IKowWAwKGu0I9kpEgQBZYoeZYoeXWUqQZcPX2t4YuupH8NzfgSUAqpcE6oiM+pCMwqTGp/PJ0vDkpM3ntJyrUEisj/72c8oKyvb6uXsYAuwQ2a3CQRBILTOG7WUNRtJg9ZKkIxeBoOB8vLyLTF6xQuLHe5TU1MMDQ3R0dGBSqXC4XCsuaUs6RmP7z7OXUl3ATDiHuFM/xmqe6v5j7b/4PGWxzGpTRxPPS7rbPXKzQsHFxVC9Nvv3mlQR7fW7qluADLN2ShTM+gM+LHceSeZycn4rlwhMDhIaNaDaLOhqSiPKOprJUgxnbFuswUIqU0oxq4u+JparSY1NZXU1NQlD0WR5JJKUWVjnjHyyHvrtUIhOjs7GR8fj0qqosxIx1Nbt853uDYMFg3WVD29zROUnows+zdWEASB9N17Sd+9F++HZ+iouUD7m69xqfoFGl54Fk2CkdlL+8kuP0Dm3jLUW5RXGgkEQZAfinJycvD5fAt2itaTyAKgSFChKbehKbcR8i+q2G1xMgMoHFpGjDPklKVi2wQt8XbDpUuXePDBB/n3f/939u3bt9XL2cEWYYfMXsPYaHGCZPTKzs5eEgW0XfSxsYIgCJhMJkwmU8RFDZKBabGe0aazcU/ePdyTdw8z/hleG3iN6r5qXu5/mT90/gG1Qh3W2aZXciL1BDZdfGO7lAoFvmVKEyKB4JsmpI5u4tU51YkoiCQpk7hw4cKCSCkxxtt88ZzMhjRGhFXaupaL/ZpvPlyuJjVRE57GjnveiueS2qr8fr/c6rVeqNLTmXnuj4R8PoR1THQjQcYeCw2n+pl1+dBGaT7aKNQ6PUVHryexcDemiiNYhRC9DTV01LxJ88unUSiVpO/eS075AbLLD2JM2rpIvEigUqkWPBQ5nU45kUWj0cjnTiQyE0GpQJVvQpVvInRruGJ35tIok7UDWNsVCG2DTDw3Go79Krw2KnY3iqamJj760Y/y85//nNLS0q1ezg62EDtk9hrGRsjs+Pg4TU1N7N27d4mD+u1GZJfDckUNra2tuN1uEhMTEQSB8fHxBQamZY+j1HMy4yQnM07iD/qpHakN62z7qnnl/Cv8E//E3sS9cp5trik35p+nal6d7brhnZaTDNaLzqlOUnWpNNQ2UFhYSFJSZJW20UBURB7NtW5oTBGnGSzOJV1ckyptKVu04b8pKWs2GAzS2NiIVquluLg46nNAmZEBwSD+/gFUWbF1quftt1H/Yh9Xa0bjmmqwFgYHB+nq6uLg4SOo1Wr2HK8kGAgw0NJMR82bdNSe58y//4gz//4jkjKzZWLryMnbcBlDPKFQKOREFoCZmRlGRkZobGzE7/cvjYxbBYIg4DMKNKp7KLq/CIvOhK91El/LBL7LE3hr5ip2cxJQF1rCJjLr1ievxBI7RHYH87FDZq9hREtme3t76erquuaMXvHCfDOH3++nsbGRyclJRFGkra0t4m1BpSLcMHbAcYDPlX2Otsk2zvSF5Qjfa/ge32v4HhmGDDnPdp9t36pO90ix0ZzZkDE6s8hV51XMQTN79+6Ne9ZuXGUGGiNCwAt+DyjXd8NfXJMqlXxMOCcQEOgZ68Hr9dLQ0EBSUtKGMz+Vcz/v67gaczKbmKbHmqqn7cLIlpHZ3t5eBgYGqKioWCCfUogiabuLSdtdzLH3fZjx/j4654jthWd+w/nf/Qd6s4WsffvJqThIRnHpiskI2wV6vV6ufvX7/YyOjtLd3c3U1BQmk0m+7iwnI5PSHebHuWlKE9GUzlXsdrnmmsiczDzXDc91b6uK3Y1CIrKPPfYYJSXLRwNuBC6Xi3/5l3/hF7/4BR0dHWg0GoqKivjkJz/JAw888GdxX7zWsENmtwk2opmNFNI258zMTPyNXqEQmp/dTsi+h0DBrQRyKkG1eTrSaBAIBGhsbESv18vaq+WKGiIJTRcEgQJzAQXmAh7c8yBD7iHO9p2luq+aJ1qf4LErj2FWm7k+9Xoq0ys5knwEnTI6LaBSIeCPUmaAbyYqmUH/YD89rh7enffuTSmNiLsBDMLT2XWS2flYXPJhesrEoGuQs2fPotfrEUURj8ezodgvdV5Yf+trb4fKyqiPsxLyD9p483ddjPVOk5gevwKF5dDZ2cnY2Bjl5eVrPjhaU9Owpt5F+e13MeuaoqvuIh0152l/81Uun3kRUaUio7iU7LIDZJcfIMG6+XFe64FSqSQ5OZnk5GQ5Mk6K/lKpVLIcQafTMTMzQ21tLcXFxcumOwgKAVWOEVWOVLE7K8d+LazYDRNbVf7mVuxuFI2NjXzsYx+LG5ENBoPcfvvtvPLKKzzwwAN89rOfZWZmhl/84hc8+OCDXLp0ia985Ssxf90dbAzXzhm8gyVYD5n1+/3U1dWRkJCwOUYv7zQhax7ilf9EWf84IaWWQO4NBApvJ5B/E+i2183F4/FQV1dHWlragnzG5Yoaampq1lXUAODQOXh3/rt5d/67cflcvD7wuixH+H3n79EoNBxKPhTOs027niRt5Fv24kajudb5kNHV1UVNbw1+/OyxxS68fzXEI5pLQmiOzAqeSUKG2GgwBUHAqrUy5h5j33X70Ov1CxzuEjmJJHB/PhRGI6LDga+tPSbrXIyiIw5qnuuh4VQ/lfcXxOU1FiMUCtHW1obb7Y5KS6xNMFJ0rJKiY5UE/H76r1yi42J4attZewF++ii27NywHKHsAPbs3G0tR5Ai4ywWCwUFBbjdbkZGRrh06RKzs7N4vV6KioowmSJrTxMTtYhHtGiPJIcrdtsmwyayFifehrG3KnaLzKiLLCiSNNt28igR2V/84hfs3bs3Lq/x+uuvc/bsWT73uc/xzW9+U/76X/3VX7F7924eeeSRHTK7DbFDZq9hREpmt8TopUnA+67vQsCLovs1xJZnEVueRdnyLCFBQTDjCIHC2wgU3EbIkhWb14wSUmLBarrPWBY1JKgSuDHzRm7MvBF/0E/NSA2ne09zpu8MZ/vPIpwXKEkqkWO/cow5qx4zrJmNUmbgccpkbi1IEW4ejwchWYAe2GPdJDIrlybE4eDqMCkQPJPE6vAulwuVV4Vf65fraSWNtuRwlwL31xv7pcrLw9fWFqOVLoRGr6ToOgeXzg5SfmsGJtvaxqSNIBQK0dzcTCgUoqSkZMPXH1GpJKO4lIziUo5/4COM9/XQUXOeztrznH/6Sd586tfoLVayy/aTU36A9D3bX46g0+nIzMzEYrFQX19PXl4e4+PjdHZ2YjQasdlsJCUlRRTxJmhE1MVW1MVWQsEQgb7pcFFDixP38724n+9FYdXIsV/K7AQEcXsQ/4aGBj7+8Y/z+OOPU1xcHLfXmZwMm0EX3yvVajU2mw2PxxO3195B9Nghs9sE0VzEIyGzkRi9AoEACoUiPk/joppgTiXBnEp8N30JxUAtYutziC3Pon7xf8GL/4ugvZhA4W34C28j5CiJKMA/VlgpsWAtxKqoQalQctBxkIOOg3y+/PO0Olvlie1367/Ld+u/S2ZCZthAll5JaVLpEp1tuM42Chrm9yD4ZwlpV65QlSBJMHQ6HSUlJTxX8xw6UUeWcXMeROKdZgCANzaVtuPj4zQ3N5OdlE3jROOSf1/scF9v7JcqPx/Xk78mFAzGZcJY+o40rrw2xBtPdXLTx3bF/PgSgsEgTU1NaDQaCgoKYn79EQSBxPRMEtMz2X/H3binJmU5Quvrr3Dp9AuyHCGn/CDZZfsxbFM5wuTkJI2NjZSVlcmJK6FQiMnJSUZGRujq6loxWWMlCAoBZUYCyowEODlXsTsX++V5cxjP63MVu/kmtIcdqLLjLydaCfX19XziE5+IO5EFOHz4MBaLhX/+538mJyeHI0eO4Ha7+clPfsL58+f5/ve/H9fX30F02CGz1zDWIrOS0evAgQNLol/mG73iRmQXQxAIppYTTC3Hd+LvEMavIrY8h9j6LMpXvonqlW8QNKUTKLiNQOFtBDOOgBi/iKCenh76+/vZv3//mhrY1RCrogZBECi0FFJoKeRjxR9jcGYwbCDrq+aXLb/k51d+jlVjlfNsjyQfQavURm8Am3WG/3sNMuvz+aitrSU5OVnuem8aa2KXdVdMDGyRQEoziA+ZlSazGyez81u93rzyJqf6TxEMBVEIy5POaGK/VPl5hGY9+Ht7UWXG1gQGoDerKbs5nfO/7+ZqzSi55bFPqQgGg9TX12MymcjNzY358ZeDzmhi1/Eqdh2vIuD309fcFDaR1czJEQB7Tt7c1PYgtuzYJ49EA6nyuLy8fIGkSRAEzGYzZrOZ/Pz8JckaiYmJ2Gw2LBZLRBN/0axGPGhHe9BOyBvAd3VKNpEFi33xfIuroq6ujk9+8pP88pe/ZM+e+O8EWa1Wnn76aT7+8Y/znve8R/660WjkySef5O677477GnawfuyQ2WsYoiji9XqXfH1TjV4bQMiai//wp/Af/hRMjyC2/Qmx9TmUdT9HdeGHhLQWAnk3huUIue8AdWwMKdJ2+ezsbFTB9ashFkUNEpL1ydxbcC/3FtyLy+fi1YFXqe6t5lTvKZ7peAaNqOFw8mFm/LvxC+tPJBDmYqNWm8y63W7q6urIy8vDbrcDMOmd5NLYJR4sfnDdrxkt4plmwByZjTSeayX09vbKD0cqlQq7zo4/5F+xBWwxFsd+eTwehoeHl8R+afPyAfC1tsaFzALsrUqlq36cl3/ZjjVVjyU5dkUFkn7fbrfLD0ebDVGpJHPvPjL37uP4Bx5krLebzjlS++acHMFgscoGsoziUpQbeOCNFtKUP5LK48XJGmNjYwwODtLc3BzRxH8+BLWIepcF9S4L+lCImOlv1gmJyP7qV79i9+7dm/a6CQkJlJSUcNddd3Hs2DHGxsb4zne+wwc+8AGeeuopbr755k1byw4iww6ZvYax3GRWulEYjcZrq9HLYCOw7/0E9r0fvDOIHafCOtu251E2PUlI1BDMqcRfcCuBglvAYI/qZQKBAA0NDRgMBkpLS+P6GURS1GC32zEYDBHpbG/OvJmbM2/GH/RzYfiCPLUdcJ9BzBH4xIu/leUI2ca1I6CEuclsSLt83720tbnYNf3m0JsECXIk+cg6Po2NQZYZxMUAFpaXCJ6VixNW/flQiI6ODpxOJxUVFfLDkUMXbmMadg9HRGYXQ6PRLBv7NTk+RqpCwfi5c2gqK2P6MCZBVCq44YFCfvfNep77/iVu+6s9mO0bJ7RS7WpGRgapqdFFwsUagiCQlJFFUkYW+++8B/fkJJ11F+isPU/L62dpOv08SrWa9OLSsIls3+bIEUZHR2ltbV0z63o5zDeoLp74KxQKbDYbNpstomuPIAiwBbeK2tpa/vIv/3LTiWx9fT3Hjh3jm9/8Jp/61Kfkr7///e+npKSET3ziE7S1tcXl724H0WOHzG4TxEIzK0W25OTkLLlRXFNFCGo9gaJ3Eih6JwT9KHreQGz5A2LLs2ja/kToOYFg+sFwMkLBrYQS89Y+JuHEgtraWjIyMpaI+zcDyxU1SC7uxMREHA4HZrN5zd+NUqHkcPJhDicf5vPln+f/PP8Sv215AY+1m4frH+bh+ofJNmbLRQ17k/YuKwcQZifC/2OZyaxUIlFWVrZEf3em7wwGpYG9ifFxEy8HicxGXdu7GtTzornWifmtXvv27Vuw02HXhR+4htxD7LJuTHu6OParJy8Pb0Mj586dQ6PRyFO3SJqkIkWCVcOtnyrm2e818cxDDVR+oIDMvdaoj+fxeKipqVkw5d+O0JlM7L7+BnZffwMBn4++5qawFGHuPyDJEQ6QU34gLnKE4eFhrl69SkVFxYYkULD8xF+69szMzKzbgLgZkIjsE088wa5d8dNtL4dvfvObzM7Oct999y34ul6v54477uDhhx+mo6OD/Pz8TV3XDlbHDpm9hiGKIsG55qctN3rFCwolwaxjBLOO4Tv5RYThJjkVQX3qi3DqiwSTisJShMLbCKaUwTL6xKmpKRobGykqKiIxcetNHvOLGqQtwd7eXi5duoTJZMLhcERU1CAIAg51Lt6Rm/jxp25geHZQLmp47Mpj/Kz5Z1g1VjkZ4VDyIbTiHOGZI7OLZQa9vb309fUtqyWe8c/wUs9L3JJ1C0rF5l0+pHtsPLgsooqQSoewTgOY1Oql0+koKipa8nclkdlh93DMlgrh37m+vIzpZ5/lyOHDuOeSNRobGwkEAlHHfi2HxDQ97/pcCS/+5ArP/7CZ7H2JHLwza90pB1LI/3b5+4sUokpFZkkZmSVlXH//g4z1dNNZe56OmvO8+fSvefOpJzBYE2Wdbfqekg3LESRZUkVFRUSSgPVCo9GQnp5Oenr6Eo2/Xq+POEs7XqipqeHTn/70lhBZCF//gGX9KJI8T/rvHWwf7JDZaxiiKOL3++np6aGnp2f7GL3iBUEg5NiL37EX//EvIDi75WQE5evfQfXavxBMSAmXNBTeRjDrGIhqecpYWloqO4G3ExZvCTqdToaGhiIuaphf9ZqiT+G+gvu4r+A+prxTvDLwCtV91bzQ/QJPX30arajlSPIRKtMrqZoeJBkI6cJkNhQK0d7ejsvlWlFL/MzVZ3AH3NyZc2fcPo/lIApvvcd4IKQ2rUtmIMl5bDYbWVnLJzokaZNQoGDIPRSrZcrQlJTg+vWT+Ds60eflxiz2azkYk7Tc8V9LaDzVT90LvXTVj5FVmsie48mk5JvWbJJyuVzU19evGPJ/rUAQBJIys0jKDMsRZiadc+kIb9Ly2lmaTi2SI5QdwGBZ3yR7YGCA7u7uuBHZxVis8ZeytGtrawFkOUIsHowiwcWLF/n0pz/Nr3/9a4qKiuL+esuhuLiYP/7xj/zkJz/hb//2b+WvT0xM8NRTT2G1WnemstsQO2R2myCaC4VCoWBiYoJgMMihQ4eWkI/FRPbthpA5E/+Bj+M/8HFwjyO2Px8mto2/QlXzb4TURqZSjjJtLGd/5YdRb0MiuxjzA9MX31wEQcBut+NwOBa4mpVzOZC+YBA1b/2ejWojt2bdyq1Zt+IL+rgwfIHq3nDs1+m+03wJKE91cLzjd5xIrcTV40IURfbt27fs+ej0OvnRpR9xwH6A0qTN7UKX1hMnLhtuAYtQZuD1eqmpqSErK4uUlJVrX5UKJUnapDiR2fDn76mvR5X3VhrARmO/VoJSpaDs5nQKj9i5dGaAy68M0lk3ht6iJq8iidwKG0np+iXnjaS7Li0tXVf03bUAvcm8QI7Qe7mRzprz4bIGWY6QHya25QewZa2eF93X10d/f/+SKt/NwuIsbUkKJT0YWSwW+cEoHnrRCxcu8JnPfIYnn3ySwsLCmB8/Unzuc5/jpz/9KX//939PfX09x48fZ2xsjEcffZT+/n6+853vbMnvZwerQ1hnheoWeRrf/ggGg/h8kcef+P1+Ll68iNvt5sSJE9eO0Wsz4HOj6KjGdf5XmAdeRuV1ElKoCGYfD8d+FdxKyLg13fMbgRS9MzQ0hM/nIykpCYfDwX80TvDPf2rjtb+9HpN2bZISCoVonmjm7Nn/Q/VUC82q8I0pXZvOjdk3Upleyd7EvQvipCa9k/zdK39H/Wg9Pzz5ww1rQNeLgclZTj70Kv/nzl3ctz/2emfNz+4AjRHPex5f9fuk7fLVCjbm48HnHyRBncC3/3/2zjw8qvre/69ZspN9IwuQhARCEpKwKiIJmwpIQvVebW+vV63eXn/aq+21Vr2t1S5W61LrvbW3rVvd6gpZIAgiIAmLiCxZSAgkQHbIzCSZbLPPOb8/4owJhJBJZiYTOK/n6fP0YSbnfGc8M/M+n+/n837n/MlZSwVAFARabrgRv2uvJeJ3T1/++YNujDQajf3GaLSepBdiMVlpqu7izBENLbXdiIJIQKg309PDmJ4RytSZgXT3dHPy5EmysrJGlZJ3pSCKIp0tzTRUHKax/AjtZ+pBFAkIDWdG9nwSshZc1I7Q0tKCSqUiKyvLIweLBEGwR3t3dXXh6+trb2cZTzyzDZuQ3bhx44QKWRunT5/mN7/5Dbt27aK9vR0/Pz+ys7P5yU9+wq233jrRy7uaGLV4kcSsh+CImLUNek2bNo22tjYWL15sf2xSDXq5CKvVSlVV1cDAQ8IMFOeOfpNAtg25tmHgOTHz7H22YliKW4ManIHFYqGjowOVSkVxjZb3T1rYfE8aSbGRo67Cexffh6z9OEUZT9Di00JFXwVH1UexilaCvINICU4hbkocRquRL89/Sb+5nycXPcmaGWtc/OouRt1rJPePB3hy3Sy+tzDu8n/gID4ffxeMfRj/besln9Pb28vx48cd2i5/dP+jNPU18eFNI4vksaD5xRPoDx4k/vMdDocn2Gy/1Gr1ENuv0QwgXoihz0xzTReNVV20ndRitYh4+crxjxaYuzSBhIxIvHw9T6C5C1231h7W0FxdgcVoROntQ3zaXGZkL0AZEU2/yUxmZqZHCtkLEUXR7syi0WgQBMF+/YwmAfFCjhw5wn/+53+yadMmkpPdE6EsMWkY9cUk1conGZ2dnZw4cYKMjAwCAwNpbm62PzapB72chMFgoLKycohjgRC/GCF+Meblv0TWccoeretd9iyUPYsQOhNryjd9trELhh0g8zSUSiXR0dFER0dTbWiBk3Wo1BrUzWdGHdQg9LTRL/px7ZxrCQ0d6O3rMfXw5fkvOaI6Qn13PQfOHcBL7sXi6MXcMfsOt8XXXojtWnbJABgDwQnynrZLPm7z+8zMzHSo7zrKP4qvVV8jiqLTP4++S5bQv20bptqT+KQ59t/lQtuvzs5O2tra7AOIkZGRhIWFjWo71XeKFymLo0hZHIXZaKXmUANnyjXo2hXse7+BA4pGYpKDmJYRyrS0UKaEenZ8rLPxDw4hddkKUpetwGI20VZbY29HaCg/DEBk4kyszadJyF5I+LQZHv3dLZPJCAgIICAggISEBMxmMx0dHfYExODgYPv1czlxfvjwYR588EFJyEqMG0nMegij+fIabtDLVlm/oga9xoitcpaammoXZ0OQyRAjZmOJmI1lyY+R9bahqN8x0Gd7+FW8Dv0fYkAk1pk3YklZgzDjelC6NpveGXgpB8R3QtJMYoJ86O3tRa1WjxjU0NXVRWhXC37TFuIz6L0K8g6y99l6ErZ4eJdYcwH4BCMzdg/7kEql4uzZs6Myrr+QuIA4dBYd3aZuQnwuHxvsCH5LrgXAcOCAw2J2MBcOIPb09NitoWx59JGRkaN67e3qc1j8teTdvwC5TEH72R6aq7U0He/k4KYGDm5qICzOn+npoUxLDyU8LuCyA2RXEkovb6bPzWZaRhYxS3LRNDWg7OumseIoXxd9wteFHw9tR0jLQOk1Ma4Co8XLy2tIAmJ3dzdqtZrTp0/j4+Nzyevn66+/5qGHHqKgoEAaqJIYN5KYnQSIosjJkycxGAyXHfS6WlsLbF+ejlTOxMBYLPPuxjLvbjB0ozize8AdobYYZeU/EL38sSatHHBHmLn6srGvE4Xymy1mi1UcEtQwc+ZM9Ho9KpWKqqoqBEEgMjISmUxG+/nzLLd0YwmOQ5jg9Y+GbyuzLnIz8AsFfddA6XfQ56elpYXz58/bU70cJX5K/MBx+lqcLmYV4eH4ZGbS/9lnBN17j1M+94MjUpOTk9Hr9UNsv2x92sNNtzc0NKDVasnOzrZ/R8UkBxOTHMyi/Ol0qww0V3fRVN1F+eetlO9oxT/Ii2nfCNuYlGCUXp6/KzJeRFGkvr4ek8nENStWIZPJWJj/T+i6tTRWDIQ1nDpQRs0Xnw+0I6TPJSF7ITOy5uMf7JnfQTbkcjmhoaH2YoJOp0Oj0VBdXc2HH36IxWJhw4YN+Pj48PDDD1NUVOS2OGOJKxtJzHo4FouFiooKgoODycrKuugHRBRFzGYzcrl83I4FNed66TNamD892C6QJgNNTU2oVKphfVFHjW8w1rRbsKbdAhYj8qb9A+0I9TtQnixBlCsRpi0Z6LNNvgkxyPl9m2NlsDXXhfj5+dltm4xGIydPnqSrqws/uRmZRY9OEYTSBVvgzsbl1lx+YcgEC5j6wCcQURQ5e/Ysvb29Q1K9HCVuysB10tLXQkZ4hjOXDEDA+pvpfOZZTLW1+Lggt97Pz4/p06czffp0+3ZyQ0MDfX19hIaGEhERQWhoKGfPnsVgMFwUHGFDJpMREu1HSLQfc1fGDvTZntDSfLyL00c0nPxShdJbTuysYKZnhBI/JxS/QNdbU7kbW8iGIAikpaUN+dz5B4cwJ2clc3JW2tsRGsoHhsgajg20I0QlJZPwTcSup7cjwEDQgO36SUxMpLi4mJdeeokjR45ww1v0IyQAACAASURBVA03UF5ebvdElpAYD5KY9WBsg16JiYkXWQDZ+mNDQ0M5dOiQPUEqJCRkzF9wbx9sZktVOyF+XqyYHc6q2ZFclxSKr5dnDiXYKtYWi4X58+c7z35M6YOQtBIhaSXmG3+P/Fy5PYHMe+cvYOcvEKLnYklZgzVlLWJE6oQOkCkVA+e2CJeusdrEmUKhGHC/0NTBl6AxKmk4eNChoIaJQG5vM3DN8UW/gUqSTN+F4D2FkydPIgjCJW3KRktswEDfdkt/i1PWeSH+N9xA5wsv0r95i0vE7GAu3E7WarWoVCqOHz+OUqkkKSkJi8UyqhtK3ylepCyKJGVRJBazwPn6noGqbU0XTce7QAaRM6bY2xFCov08XrhdDlEUqa2tRS6Xk5qaOuLrsbUjTJ+bjXjHvXQ0N9r7bA8VfsShwo+YEhbOjG+EbdycdI9vRwgLCyMtLY3XXnuNw4cPo1ar2bJlC88++yxhYWGsX7+eu+++WxK2EmNCcjPwIIxGo/3/Dx70unBy+sJBL1EU6ejoQK1W093dTXBwsF2YOCLw+k0W9p/uZGethtJTHfQaLfh5KViWHMaq1AhyU8JHZf3kDiwWC1VVVQQHB5OY6Pw4yUsh66i3BzXI244gQ0QInv5tAlncInBjMhbAzlo1D318nI0/XEhaTOBFj1utVo4fP86UKVNISkpCJpMhb9yH70e3YfjuRqzTr7MHNXR2do4qqMHd6M1WFjxbxsOrkvj3pTOcfnxF3Wf4FN6N7o5tVGrk+Pv7M3PmTKdcV3kleSyMWshTi59ywkovRvPEL9Ht3k3c1hIUw/WKuwhBEKipqcHHx4epU6ei0Wjstl+2PklHQ0pEUaSzVUdTdRfN1V10tPQDEBjuw7S0UKZlhDI1KRC5YvLsHMHA66qpqcHb25vk5ORxXVeD2xGaj1diMRlR+vgwLT1zQNx6aDvCwYMH7a0FCQkJQx5ramqipKSEu+66yyODbSQmDMmaazJiMpkQRZHm5mZaW1uHHTi5XH+sKIr2iklnZycBAQFERUURERHhkNGzySrwdYOWnbVqdp/UoO4zoZTLuCYhhFWpkayaHUFk4MRMJdscC6ZNm0ZMTMyErAGAPhWK0ztQ1m1H3rgXmdWE6BeKdeaNA+I2IQe8HPfwdJQ9pzQ88GEVH927gLlxQUMeM5lMVFRUEBsbS1zct60RiuMf4/Ppj9H/+37EsCT7v1/Kj/TCoAZ3Y7IIZD9Tyo9XJHLfsgSnH1/ecgjf9zdQlf0bvOesYdq0aU479v177sciWHht5WtOO+ZgzGfO0nbbbQTddSehDz3kknNciM3+LiQk5CJhYjQa0Wg0qNVqDAYDYWFhREZGjmnXqF9rpLlGS3N1F+fqurFaRLx9FcTNCWF6eihxc0Lw8fPsDUZb7LG/v7/9ZtJZWMwmWk98E9ZQfoT+rg6QyYhKTCYha77HtCPYhGxxcTEzZjj/ZlTiikUSs5MRo9HIiRMnMJlMZGRkjHvQSxRF+vr6UKlUaDQavL297ZPtjlTcBFGkqrWHnbUadtaqaezUA5AVF8Tq1AhWpUaSEO560QbfJgrNmTOHkBAPqj4Y+1A07BloRzi9E5mxB1HpizUhF2vK2oEBMv/Lm+yPhX31HfzH+5X84wfzmTft2yq+TqejsrKS5ORkIiIihvyN197nUB78E/qHz4Di0tfCpYIaxuInOR7MVoGs35Xy4PJE7s9JcPrxLedrCHpnFaplzzJlyd1OPfbvDv+OfW372Ja/zanHHYzmF0/Qv2sXse+/PyQRzBXY+vijo6OJj48f8bk22y/brlFgYCCRkZGXtY0bDrPRStvJbpprumiu6cLQZ0EmlxGdFGhvRwiK8Cz3EUEQqKqqIigoyOWDTqIo0tHcaO+zVZ09DUDGqjUsu+Mel557JL788kseeeQRioqKJCEr4SiSmJ1siKLIwYMHCQ4OHvbu3RmJXjqdDpVKhVqtHnPFTRRF6tU6dtWq2XVSQ/W5gQjQ5MiAAWE7O5K0GNfkeA92LBhLapHbsJqRN3/5bTtCbxuiTI4Qf82AM0LKGsQQ532pf3mmk3vfq+Cdu+axcMaAwO/u7qampob09HSCgoIu+hvvzfcjP38Mw38cHPV5Bgc12AaAbPGWro5LFkSRjN/u4Ue5Cfwo17miQKfTceLwXpYdvBvT6t9hme/cH/63TrzFX47/hd3f2U2Al2u2UK0dHbTddhvKuHimvv4aMiekMg2H2WymvLycadOmjRjlOxyDbb86Ojrw8vKyW4I5ankmCCLqxj6av2lH0LYP3GCHRPsxLT2U6RmhREyfgnwCbb+sViuVlZWEh4czffp0t5+/X9tFU+UxQqbGEjMr1e3nBzhw4AA/+9nPKC4unpD3QGLSI4nZyYhWq71IWLoq0ctoNNqFrcViISIigqioKAICAhw6R1u3gV21GnbVqjncpEUQISbYh1WzI1mdGuEUZwRb64VarSYzM3NMFkkThigia69EWfcZivrtyNUnABAi07Am34QlZQ1i9NxxDZAdbtRy59vHeOOOLJYkhdlF/0gxoj5v3wR+IRhv/2hM5xQEga6uLnu85ZQpU+x9tq7KLU/7zRfcv2wGD65IuvyTR4nNmzh9zmymvpqOaekjWJb+1GnHByhtLeXRA4/y5qo3SQ9Ld+qxB6PbvRv1Iz/Db8UKIn//LDInf06MRiPl5eUkJSURGRk57uPZbL/UarXd9musKVI9mm9tv9rP9CAK4DtFOdBnmx5K7KxgvHzcN9hotVqpqKggKirqstXrK5X9+/fz6KOPsnnzZqe27UhcVUhidjJiNpsRBk2kuyua1mw227eS9Xr9mKMtu3QmvjjVwa5aNftPd2GyCuN2RhAEgVOnTmG1WpkzZ47LK4CuRtbVgKJ+O4q6z5C3HkImCgiBsQOtCCk3IcRfCwrHREh5czff//tR/vb9TBJ8dLS3t5OVlXVp0S9Y8Hs5BUv2XZhX/mrcr0kURXtQg0ajGVfFbSQyfvsFP1w6gx+vdI6Y7ezs5NSpU/ZKv9//zMaSfhvm1U875fg2WvtauXXbrfx8wc/ZkLTBqce+kJ4PPqDrhRfxWbCAiKd/izI62inH1ev1VFRUMHv27OEDScaJzfZLrVbT19dHSEiIPUXK0c+8UWehtVZLU3UXrSe0mAxWFEoZMSnBA562aaEEhLhusNHWhhETE2NPIbza2LdvH4899pgkZCXGiyRmJyODxexEBSFYrVb7j0pPTw8hISFERUU5vJXsDGcEm2OBbchkoocYnI5Og+L0zgE/24ZSZBYDok8w1pmrBwbIEleA9+W3patae/juG0d4IiecjDBIT08f0V5LpjmJ35vLMd78J6zp/+zMVwRcXHGzCVtHq/4Xkvn0Hu5eMo2HV40/Lai9vZ3GxkaysrLsyWi+r16LEDMfU97/jfv4gxFEgZWFK8lLzOOn85xb9R2O/m3b6Pjtb0GhJPieHxB4223Ix2F31NfXR1VV1SVbVpyNzfbLVvUfj7uGYBU4f6aX5uMDVdu+zgHHmPD4gIF2hPRQwuL8nfbdMp42jCsFSchKOBFJzE5GbGLWUxK9BntJdnV12Yc3IiIiHPIiHYszgsFgoKKighkzZlwdPwomHYrG0gFhe/pzZPouRIUPwoxlA362yTdCwPBbuzVtPfzz60d4/Pow/m3F5X1RFVUf4rPtv9DfswcxYrYrXo0dk8lkn2zX6/Xjmmyf90wp/7oojkduGF+Ge3NzMyqViqysrCEtET7vrAW/UIy3vT+u4w/HvbvuxVvhzV+W/8Xpxx4Oc0sLXc+/gH7fPuSBgQSsW0dAXh7ec0b2N70QW++1I8l6zuRCdw1gyM2Ro8fStuvt7Qjqxj4QwT/Em+lpthSyIBTKse3+2ITsjBkziIqKGtMxJjt79+7lv//7v9m8efNV214h4VQkMTsZsVgsmEwml7cVjAXb8IZKpaKjowNfX1+7M4IjPayjcUYI87J4pmOBuxAsyFsOfZNAth15dzMiMoS4hViTB/xsbXZaZrOZrfuP8fOyfl7653TWpF3+R9R764Mozn6B/keVIHNf28aFk+2OBjUseLaU7y6I49EbxyZmRVHkzJkz9PX1DesW4rPxX6Ffg/Guz8Z0/JF49siz7G7ezY4NO9z6uTbW1NDzzrvo9uwBkwllQgL+q1bhv2LFZYWtrQ1jpN5rd2MymexV/8G2X8HBwQ63I+h7zbScGAhpaDvVjcUkoPSREzcrhGkZoUybE4LvlNF9t5lMJsrLy0lMTHRKP/FkpKysjJ///OeSkJVwJpKYnYwcOHCAOXPm4O3t7VFCdjj6+/vtA2QKhcIubB3pkbyUM0LcFBlrMmJYOzeWOVNd44wwaRBFZOoTKOq2o6zbhlx1HAAhPAVj4g1UWxPon7aMuz4+y/O3pLF+7mV6JAULfv83D+v0pZjy/+qGFzA8oigOCWqw3RyNtJW86Pdl/NO8GB6/KWVM56utrQW4ZPqS97b/Qt5QhuH+Iw4f/3JsPruZ3x3+HR+v+ZgZge63J7L29KDb8Tn9O3ZgPHYMrFYUU6fiv2I5/itW4JOdjWxQlVqtVnP27NkhbRiehjNtvywmgXP13XZ3BF2PGZkMIhO+tf0KjvId9rqxDcYlJycTHu4a+z1PxyZkt2zZMsTPWkJinEhidrIhiiIPPPAAe/fuZf78+eTl5bFy5UqPqYiMhMFgsAtbW4+kzRlhtIiiyOGaM3x+op3aPl+ONne7xBlhsiPrbkZRvwOxtgSv1kPIETD7R/NRTwZx19zCNcvzRvSNVdTvwKfgLoy3vIk1Za0bVz4ytpujwUENkZGRQyzYrnluLxuypvLzNY6J2eES0IbDq+wZlIf+iv6nDU6vWJ/tOcv3PvseTyx8grzEPKce21GsWi36sjJ0X+zBcPAgotGIPCQYv+uvxy83l+7ERFo7OsjOzp40ziHOtP0SRZGOln57O0Jnqw6AwAhfpn/TZxuVGIhcIcNgMFBeXu6ywbjJQGlpKU888QRbtmy5agfeJFyGJGYnK1arlf3791NYWMiuXbtISUkhLy+PNWvWuGX4YrzYeiRVKhUGg8EeaxkUFHRJESEIArW1tYiiaHcsGMkZYfXsSJaMwRnhSqGjo4O6ujoyU6YReP5LzDVbkZ35ggCZEdE7EGvSyoEBsqSV4DPomrEY8X3vZjB0Y/jh/hFF70RiNBpRq9UXBTXc9LcKbs6I5om1s0Z9LLPZTGVlJVFRUZcdRlEeeR3vXb9E92A1+IWN92UMQRAFbiq+iRXxK/j5wp879djjQdDp0H/5Jfo9pej37UPo7kZUKvFdvIiA5cvxy81FOQm3zW1DiBqNBovFMi7br74u40BQQ3UX5+p6EKwi3n4KYmYFYvHTMi8nhcipV2dFVhKyEi5GErNXAoIgUF5eTkFBAdu3byciIoL8/HxuvvlmIiIiPH773Wq12oWtzWQ/KiqKkJAQe3+bxWKhsrKS0NDQSzoWOMMZ4Uqhra2NlpaWIdu/6l4jN/5xD39arGUlh1DU70Cm0yDKvRCmX4c1fjH4BKOoLUbR+jXGW/6ONWXNBL+S0TE4qOHfSzRcN92fJ9Ykj8pdw2g02ocIo0dhUaWo3YzP5vvQ/+ALxEjnm8w/vO9hmnqb2Lh2o9OP7QzO1tfTf/QoMc3NGErLsLS0AOCdlobf8lz8c3LxSkn2+O+dC7FdQ2q1mt7eXrvtV2hoqEODrABmg5XWk1rOVqpprtZiNYFMLiMmOYhpaSFMSw8lMNyzUshcxZ49e/jlL39JSUnJxMaKS1zJSGL2SkMURU6dOkVBQQFbtmzB29ubm2++mfz8fOLj4z3+B8Zmsq9SqdBqtQQFBREcHExLSwuJiYmjEhswNmeEKwFRFGloaECr1ZKZmTnkR7hLZ2Lpi/v5xZoU/nVxPAhW5OeODgyQ1X2GvGsg1lIMiMS0/JdY02+bqJcxLpb9YR9LZwRyd4bPZYMabFG+s2bNIixsdFVWefNBfD+4BcPtHyEk5Dh9/Z/Uf8KLx17kkzWfMD3Qc9KQRFGkvr4eo9FIWloacrkcURQxnz2LvrQU3Z5STMePgyiiiI3FPzcHv5xcfOfPc3owg6txhu2X3aosLR19BzR902fbrTIAEBrjz7T0EKanhxIxbQqyCUwhcxVffPEFTz75pCRkJVyNJGavZERRpKWlhcLCQoqLi+nv72ft2rXk5eUxe/Zsjxe2oijS2tpKfX09Xl5eTJkyxT7842xnhIRwD469HSW2NgwYGF66sCLZYzBz7fP7eOzGZO66dpitdIsBjH3gHz6upLGJZvkf97MsOZzf5qWOGNRgMpmorq4mIyODwMDAUR9f1nkGv9eXusx/t62/jVs+vYWfZP2Ef5n1L04//liwDcbJZLIRvzusGg26vXvRl5Zh+OorRKMR2ZQp+F2/FP/c5fhdtwS5A++1J2Cz/bJZxwFDerWHey9siXFz585lygXevd1qPc3VWpqrO2k/24sogF+gF/FpA8I2dlYwSu/J3xq1e/dufvWrX7FlyxaXCtnOzk6eeeYZioqKaGlpITAwkIyMDH7zm9+wbNkyl51XwqOQxOzVhEajobi4mKKiIlpbW1m9ejX5+flkZ2d7ZGJWe3s7DQ0NZGZm4uvrO2T4R6lU2p0RHJmivpQzQnJkAKtTI1idGjkpnRFs+e4jBUfoTFYW/r6Mn65K4t6l7p+UdxcrXz7AtYmhPLNhzkWP2Xok29ra6O/vJz4+nri4OMeCGox9+P9PCqblT2JZfL+TVz/Av3z2L0zxmsJrK19zyfEdQRAEqqur8ff3H3Ew7qK/0+sxfPUVutIy9GVlCF1doFTgu2Ahfrm5+OfkoIydfNW64TyRIyIi7G1R3d3dnDhxwp4YNxLGfgsttVqaqjtpPdGN2TiQQhY765sUsvRQ/IM8s2d9JHbt2sWvf/1rSkpKXOr/3djYyPLly+nr6+Pee+9l1qxZdHd3U1lZyU033cT3vvc9l51bwqOQxOzVSk9PD59++imFhYXU1NSQk5NDfn4+S5YscdiuxtmIokhjYyOdnZ3MnTt32CqsXq+3OyOIomh3Rrjcj8eFtHUb2FWrYVetmsNN2knpjGDr+YyPjx9xuMJkEch+ppQfr0jkvmUJ7lugm1n9P1+yaEYIz37nYjEL36Z6paWl2SfbHQpqEEX8Xp6JJetOp8T8Dse7te/yStUrfHTTRyQEJbjkHKPBdpMUFhbGjBljvwESrVaMx4/b2xEsDQ0AeM2ejX9ODn7Lc/G+hBWaJ2Oz/dJoNGi1Wnx8fOjv7yc7O9uhaj+A1SLQfqaXpuNdNFd30tdlAiBiWgDTMgbcEUJjnJdC5ip27tzJb3/7W0pKSkbdFjZWli1bRkNDA4cOHZLaGK5uJDErMWCZtXPnTgoKCjh06BCLFi0iPz+f5cuXu9078nJb5cNhMpnswtZkMhEREUFUVBRTpjhWYZ2Mzgj9/f1UVVWRkpJyWe9KQRTJ+O0efpSbwI9yE920Qvdz05++JCs+mOdvSbvosUuleg0X1GDzIh1u+Mf31SUIMfOcHmlro8PQQV5JHv8085/cEm07HBaLhYqKCqZOnep0T1BzYyO60lL0pWUYKypAEFBER+OXswz/3Fx8Fy5E5mAk7UTT0dFBbW0tERERaLVae0tLRESEw9aJoijSdU5v97NVN/UBEBDqbfeznTpz7ClkruLzzz/n6aefdouQLSsrIzc3l//93//lwQcfxGw2YzabHS5oSFwRSGJWYigWi4W9e/dSUFDAnj17mDNnDhs2bOCGG264qPfL2ZjNZqqqquxVoLFUICwWi90Zob+/n7CwMLszgiPHmwzOCFqtlhMnTjjU85nx2y/4j+tn8NCKJBevbuJY88pB5sYG8sKt6fZ/E0WR06dPo9PpyMjIGPEmyRbUYPMiHS6owef9WwAR4/eLXPY6nv76aT5r+oxN6zYR5efe2FNbUtVoHR7Gg7WrC/2+fej2lGL48ktEgwFZQAB+1y3BLycXv+uXoggOdukaxktHRwf19fVkZ2fbCwB6vd7ejmCzjruc/eCl0PWYaKnR0lQ9kEJmNQt4+SiISx1oR4ifE4JvwMR+H7lTyAI8/vjjPPfccxQVFfH666+zbds2rFYrKSkpPPnkk9xxxx0uX4OExyCJWYlLIwgCR44cYdOmTezYsYPY2Fjy8vJYt26d0xNs9Ho9lZWVJCQkOO2LUBAEu9VOd3c3wcHB9lhUR3qEPdEZwdZPnJWV5ZDZe9bv9nDXNdN4ePVMF65uYrn5z18xO3oKL/3zgJgVRZETJ04gl8vHNPg4XFBDYsXzeLcedEkKmI22/jZu3347S2OW8vslv3fb9rLBYKCiooKZM2cSERHhlnPaEI1GDF9/jW5PKfqyMqwaDSgU+MzLxj8nF7/luXh5WASqLQUtOzv7kk4HF9p+BQcHExkZOeqI5iHHMllpq+uxV231vWYWrp/O3JUT59+6Y8cOnnnmGUpKSoiKcs+N1y233EJRURGRkZGkpKTwwAMPYDQaeemll6iurubNN9/kBz/4gVvWIjHhSGJWYnSIokhNTQ0FBQVs3boVf39/1q9fT35+PjExMeP6oe3u7qampoa0tDSCXVSBEUURrVZrj0UNCAiwV9sc6RH2BGeEpqYm1Go1mZmZDicvLXi2jNsXxPLYjckuWt3Es/7/viI5MoCXb8uwp3oFBgaSmJg4bkFoC2rwPfhHpp35gOMbdhIxNW5M1bbR8O7Jd3ml8hUemPsAd6Xe5fTjX4jNqiw1NZWQkBCXn28kREHAVFMzMEBWugdz/YB1nNfMmQMDZLk5eKenI5vAnvb29naampocSkETBMFe+bdFNNvcEUZr+2VDFEQ0zf0EhHpP2KDYZ599xrPPPsvWrVuJdGNwxurVq9m1axdJSUmcOHHC/t51dXWRlJSEr68vra2tHjncLOF0JDEr4Tg2L1Ob5ZfZbGbdunXk5eWRnOyYWfpgxwJ3RfKKokhfXx/t7e10dHTg7e1td0Zw5MfE3c4INg9hk8lEenr6mL6kxxr1OpnY8NdDzAjz4w+3pFJZWUl0dDTxTq7mKY5/jM+nP6b5ls20GXzp6+sjJCSEqKioUQU1jBZBFPjVoV/xWdNn3J16Nz9M/yFKuWsGNG2+qI5albkLc0vLQLzunlKMx46B1YoiIhy/ZTn45ebgu3gxcgcjacfDuXPnaG1tJTs7e1xDs/39/ajVarvtly0N0SGHjQli+/btPPfcc5SUlLhVyALk5eVRUlLCL37xC55++ukhj911112888471NTUMGfO8IOgElcUo/6gTOx4u4RHIZPJSExM5OGHH+a//uu/UKlUFBUV8fjjj6NSqbjxxhvZsGHDiL2JNkHc1dXFggUL3OqgIJPJCAwMJDAwkOTkZHQ6HSqVioqKCvs2clRU1GXFtUwmIyUqgJSoAP5fTsIQZ4RX9zXy172NTnNGsFqtVFdX4+fnR0ZGxph/5JQKGRZBGNPfThbkMhlmi5Vjx46RkJDgkm1PMWhAHEd66QhPWWQ32VepVJw6dWrEoAZHkMvkPLnoSXwUPrxV+xb7zu3jvoz7WBqzFIXMecOIg+2kAgICnHZcZ+IVH4/X979P0Pe/j7WnB/2+fehLy+jfsYO+wkJkvr74LrkW/9xc/JYtQxEa6rK1tLa2cv78+XELWYCAgAACAgJISEiw236dPn0avV5PaGio3WHD0yqM27Zt4/nnn58QIQvYb1CHs/6yORt0dXW5dU0Sno9UmZUYFVqtlq1bt1JYWMipU6dYsWIF+fn5LF682N4bZjAY+N3vfsd3v/tde5KQp2A0Gu3OCBaLxe6M4GiVxJnOCGazmYqKCqKjo5k2bZiwAwfIfWk/y2eF8+v1zo9h9RRu+etX+AoG/u9fMgl1kaCR9bTg99dFGG98Hmv2vw15bKSgBkf6my/ki5YveKXyFVr6W4jxjyEvMY/V01YzI3B8nsGdnZ2cOnWKrKwst+2OOBPRZMJw5Mi3fbbt7SCX45OZaW9H8EpIcNr5mpubUavVZGVlOdzv6ghWq5Wuri7UajVardZ+gxQeHu5we5Gz+fTTT3nxxRcpKSlxe1+1jb///e/cc889PPbYY/z+978f8tgdd9zBP/7xD+rq6khOvnJbqiTsSG0GEq5Dr9ezY8cONm3axNGjR1myZAkrVqzgj3/8I6tXr+YXv/iFRwnZCzGbzXZnBL1eb59GDg4Odpszgl6vtw/jOKP6MVKgwJVAd3c3//L3Y8SEBfLGnQtcdyLBit9LCVgW/T/Mub8Y8am2oAa1Wo3VarUL27FsI5sFM6WtpRSeKeSw6jAASUFJrIxfyYr4FcwMmunQMVUqlX2Q0N02fK5AFEXMJ09+I2xLMdWeBECZMMM+QOYzdy6yMYrQxsZGurq6yMzMdOt31+AbpI6ODhQKhf06cvcNyNatW/nDH/4woUIWBqquM2bMICgoiNraWrvbzrlz50hJSSE2NpZTp05N2Pok3IokZiXcg9ls5sMPP+SRRx4hKSmJxMRE8vPzWb169aTwBbRarfZp5J6enjH3RzrijNDT00N1dbVTB+NG8mCd7HR0dFBXV8dLVQqC/bx47Y5sl57P9/XrEcJnYbrlzVH/jdlstgtbh4IahqFd105paym7W3ZTrilHRCQ2IJbc2Fxy4nLIDM8csb/23LlztLS0ODS8NNmwnDuHvmwvutI9GA4fAYsFeWgofsuW4Z+bg++11yIfpRg8e/Ysvb29l7V2cwcGg8F+HY3X9ssRSkpKeOmllyZcyNp49dVXue+++0hPT+eee+7BZDLxl7/8hXPnzlFSUsKNN9440UuUcA+SmJVwDwcOHOCBBx7gjTfeIDs7m6+++oqCggJ27txJQkIC69evZ+3atS7bFnYmg/sju7q6CAwMtPdHOrLtOJIzwpLp/syQd3HDkmyniv11fz7InKmB4vZnfQAAIABJREFU/OGf0i//5EnE+fPnaW5uJisri7vfq8LPS8Eb/+ZaMetd/B/I26sw/MeXY/p7R4MaRqLD0EFZWxllrWUcVh3GJJgI9g5macxScuNyuSb6GvyU34o2d22VexJCby/6L79EV1qKYd9+hN5eZD4++C5ejF9uDv45OSiGEWiiKHLmzBl0Ot2YBy9diTNtv0Ziy5YtvPzyy5SUlDjdmnE8FBQU8Pzzz1NVVYVcLmfJkiU89dRTLF26dKKXJuE+JDEr4Xo+/PBDXn75ZTZu3HjRVLkgCBw/fpyCggI+/fRTQkJCWL9+PevXryc6Otrjp3lFUaSnpweVSjXEYD8yMtKhatdgZ4Rtx9uo0xgB5zsj5P/lEInh/vzP7RnjOo4n0dTUhEajITMzE6VSyR1/P4qXQsbf75zn0vMqD/wR733Po/tJPXiPb2hqNEENo6Xf3M/B9oOUtZZx4NwBesw9+Mh9WBS9iGWxy5hhmYFcL2fu3LkeJ8zchWg2Yzh2DH1pGbrSUqxtbQB4Z2QMDJAtz8UraSBYpL6+HpPJRFpa2qT4PtJqtRfZfkVERIyrjWTz5s387//+LyUlJYSFhTlxxRISTkESsxKu5+233+bWW2+9rN2PLaWpsLCQzZs3A7Bu3Try8/NJSEjw+B8S+NZgX61Wo1Ao7MJ2NIM/tgpQX18f4dOS+aKui121ag43aRFEnOKMcOurXxMT5Mufvzd3LC/Po7BdL3q9fkjF7M63jiKTyXj7LteKWUXddnwKf4DhjhKEWOf25w4X1BAZGelwld4iWCjXlFPaWkpZWxnndeeRISMjPMPejjDeAbLJjiiKmOvr7cLWVF0NgDI+HsPcuVjmzyMlPx/5JGzFsNl+aTQaRFEck+2XJGQlJgGSmJXwTERR5Pz58xQWFlJYWIhWq2Xt2rXk5+eTmpo6KSpKBoPBLmxtgz82Z4QLEQSBEydOoFAoLkqpcqYzwu2vHybU34u/fT/Laa9zIhjp/frBO8cwW0Xe+8F8l65Bpm3C79VrMN34HJbsO112HltQg1qtxmQyjak/0hZ60mZuo9GrkbK2Mk5qB4ajEgITyInNIScuh/SwdOQyz/9suRKLWo2utBT11k9R1NQgM5uRBwXhd/31+OXm4Hfddcg91L5sJGy2X2q1Gp1ON6Rf+1Lfp8XFxfzpT3+ShKyEpyOJWYnJQWdnJ1u2bKGwsJCGhgZWrVpFXl4eCxcunBTC1vZDolKpMBgM9gpJUFAQVquVyspKwsLCmDFjxogCZTzOCADff/OIW/pJXYnVaqWqqorg4OBhK/b3vluO3mzl/Xtc6GYAIIr4/Xku1oTlmNa/4tpzfcOF/ZGjGUS0tfIEBASQlJRkf7/O686zt20vZa1lHFEfwSpaCfMJY1nsMnLiclgUtQgfxeR3OHAUURSprq7G19eXxJgYjAe/QldWin7vXgRtN3h54btwIf7Lc/HLyUHppPhtdyIIgr1f22b75ePjQ1hYmH2wq6ioiD//+c+UlJRMilkGiasaScxKTD76+vrYvn07hYWFVFRUcP3115Ofn8/SpUsnxVS21Wq1C9ve3l7MZjNxcXEkJSW5zBnBxr+9dRSFTMZbLt6CdxU2z92YmBji4uKGfc4P3yun12jlw3tdLGYB7+L7kLcewnD/UXBzG8yFg4i2iObBPqS2G6Xw8HCmT59+yWP1mno5cP7AQJ/t+QPoLDr8FH5cO/VacuJyWBqzlGBv10RNexI24T9lyhSSvumZtSFaLBgrq9CX7kG3pxRLczMA3nPmDAyQ5ebiNWvWpGiHGozN9uvzzz/n2WefJSAggPT0dKqqqti5c6ckZCUmA5KYlZjcmEwmdu/eTWFhIfv372fevHnk5+ezcuVKjzeA7+vro7KyktjYWPR6PVqtdswT7SM5I6xOjWBVaiQJ4f5u24J3BQaDgYqKChITE0dM9brv/Qq6dGY+/veFLl+TovxdfHY8iv7eMsTwiYsItkU02/psvby8CAsLQ6VSER8fT2xs7KiPZbKaOKI+QllrGXvb9qI2qFHIFGRFZJEbl0tObA6xAaM/3mRBEIQhFf+REEURy9mGgYptaRnGykoQRRRTp9oHyHznz0c2CW6uL+T111/n7bffJiwsDK1Wy0033UR+fv6k2QWTuCqRxKzElYPVamX//v0UFhaya9cuUlJSyMvLY82aNQQFBU308oZgS13KyMiwm33bJtpVKhWdnZ34+fnZJ9rH6oyw66SG6nO9wIAzQrfeTEywr1uqls6kv7+fqqoqZs+efdlK0f0fVKLqNbLpPxa5fF2y7mb8/rYYU85/Y7n2IZefb7T09PRQUVGBUqlEoVCMOclOEAVOdJ2grLWMsrYyzvScASA5OJmc2Bxy43KZHTJ70lUjL2S0FexL/n1HB/q9+wZsv746iGgwIpsSgN91SwfaEZYuRX6ZAVhPYNOmTbz66qts2bKFkJAQe8V28+bNHD16lF//+tfccsstE71MCYkLkcSsxJWJIAiUl5dTUFDA9u3biYiIID8/n5tvvpmIiIgJ/fE9f/48TU1NZGZmXtLlQBTFIc4IXl5edmcERy122roN7KrV2J0RliSGujxQwJl0d3dTU1PD3Llz7cJ/JH70YRVt3QYK73O9mAXw+eBWZL3nMPzwgNtbDYbDYDBQXl5OSkoK4eHhFyXZhYaGEhUVNaaghua+ZruwrdRUIiAQ7Rdt77OdHzkfL/nkqkZarVYqKiqIioq6yDpwLAh6PYZDh9CXlqIr24vQ2QlKBb7zF9jbEZQOVMrdxcaNG3nttdfsQvZCrFYrer1+VJ9BCQk3I4lZiSsfURQ5deoUBQUFbNmyBS8vL9avX09+fj7x8fFuE7aiKNLY2EhnZ6fdE3W06PV6u7AVRdHujOCoVZNWb8ZLISPAe/Tnnkg0Gg319fVkZWWNum3koY+raOzUU/z/Frt4dQMoqjfis/VBjN95A+usdW4556WwVbBTU1MvKUicFdTQZexi/7n9lLaW8lX7VxitRqZ4TeG6qdeRE5fDkqlLmOLl2cLHYrFQXl5ObGysQ60Yo0W0WjEdrx5oR9hTivnsWQC8UlLwz83Bb/lyvFNTkU3w9v0nn3zCG2+8wZYtW5yWNigh4UYkMStxdSGKIi0tLRQWFlJcXExfX5/d8utCiydnn/fkyZNYrVbmzJkzrt4zk8lkF7Ymk8m+hTxlyvhDFTwJW9xqVlaWQ8EBP/nkOKc1/Wy5/xoXrm4QggXft24AUx+Guz8H34tFpDvo7e3l+PHjZGRkXNbTGYYParD52Toa1GCwGDikOmTvs9WatChlShZELSA3LpdlscuI8rt0n/NEYDabKS8vZ9q0aUydOtU952xqGqjYlpZhLC8HQSBu+zaUI/SAu5qPP/6YN998UxKyEpMZScxKXN1oNBqKi4spKiqitbWVVatWsWHDBrKzs5027GC1WodMSDtTcFosFvsWcn9/P2FhYWPeQvYkBlewHa0YPryxmpPtfWz9kZvELCBv/RqfD/8ZISoD03feQAx0jziyodVqqa2tZe7cucP6GI8GZwU1WEUrVR1VlLWWUdpWSktfCwBzQufYB8iSgpz7OXAUk8lEeXk5CQkJIw4TuhJrVxfGykr8c3Mn5PwAH330EW+99RabN2+WhKzEZEYSsxISNnp6evj0008pLCykpqaGnJwc8vPzWbJkiUMtAYMxmUxUVFQQGxt7SSspZyEIgt2DtLu7m+DgYKKioggLC5s0U8iiKFJfX4/RaCQtLW1M6/5ZQTVVbb1s/89rXbDCS6M49SneW/8TZAosC/4dS+b3EYOnufy8HR0d1NXVkZ2dPaqkudEwOKjBaDQO8UV2RISKosjZ3rP2PtvqzoF0rbiAOHtQQ2Z4Jkq5+9peTCYTx44dY+bMmXZP1auRDz/8kLfffpuSkpJRVfIlJDwYScxKSAyHwWBg165dbNq0iUOHDrFo0SLy8/NZvnz5qAewdDodlZWVJCcnu/1H05bRbnNGsHmQRkREjFmYuxpbqpdSqWTWOPw6Hy2soaKlm88eXOLkFV4eWedpvMqeQXFqGzJErPHXYp21DuustYhB4x8uuhCVSkVDQwPZ2dkOtwaMluGCGiIjI8d0k6TWqweCGtrKOKw6jFkwE+wdzPUx15MTl8M10dfgp3Sdpd6Fw3FXKx988AHvvPOOJGQlrhQkMSshcTksFgv79u1j06ZNlJaWkpqayoYNG7jhhhsuOdlrm8BPT0+fcFswmym6SqWio6MDb29vuzOCqwSQo9iskUJDQy/r8Xk5/rvoBF83atn5Y/eLWRuy7mYU1Z+grN2MXDMQGytEz8WSshbrrHWI4bPG7XzQ1tZGW1sbWVlZbgsLGU1Qw2jpN/dzsP0gZa1l7D+3n15zLz5yHxZFLyI3LpfrY64nzNd5Eap6vZ6KiopR2btdybz//vu89957bNmyRRKyElcKkpiVkHAEQRA4cuQImzZtYseOHcTGxpKXl8e6devslZ4PPviAAwcO8Pzzz3tkcINOp7MPkNl6I6OioiZsrbZUL2dNlP+8+AQHz3ax+yfXOWF140fWeQZF3baB/7UdAUAITcKashZryhqE2Pkgc6zC2dTUREdHx5h6ip3FcEENtj5bR9sdLIKFck05pa2l7G3byzndOWTImBs+196OMCNwxpjXatslmTNnzlXdG/qPf/yDf/zjH5SUlEgWWxJXEpKYlZAYK6IoUlNTQ0FBAVu3bsXf35+pU6dy4sQJCgsLJ2ywxBGMRqNd2FosljGb648VW6pXUlISkZGRTjnmL7fUsre+gz3/tdQpx3Mqfe0o67ajqNuGvGk/MsGCGBCJJfmmAWE7/XpQXrqNRRRFzp49S19fHxkZGR7VC63X6+19tlardczXkiiK1HXX2ftsT2oHKtsJgQl2YZselo58lDcA/f39VFZWesQuyUTy3nvv8cEHH7BlyxZJyEpcaUhiVsJ1CILA0qVLOXjwIDfffDMlJSUXPaetrY3HH3+cbdu20dfXR3p6Oo899hi33XbbBKx47FitVh588EEOHjxIYGAgZrOZdevWkZeXR3Jy8qRwFrjQXD88PJzIyEiCg4Ndsv6+vj6OHz9+SU/UsfJUyUl2n9Sw96ceKGYHY+hGcWY3irrtKM7sQmbuR/QKwJq0CmvKGqwzV4HPt+LL5pdss3fz5Gtq8LWk0+nG5bJxXneevW17KW0t5aj6KFbRSphPmD2oYVHUInwUw98A9PX1UVVVNerAjSuVd999l48++ojNmzdf1e+DxBWLJGYlXMcrr7zC448/Tn9//7BitrOzk4ULF6JSqXj44YeJj4/n/fffp7S0lDfffJMf/OAHE7RyxzCZTNxzzz3ExMTw3HPPIZPJUKlUFBUVUVRUhEql4sYbb2TDhg0eV027FFarlY6ODlQqlX3oJyoqitDQUKes32YlNTjO11n8eutJPj+hZt8j1zv1uC7FYkTetA9F3XaU9Z8h61cjyr0Qpl+HNWUtlpk3UN3chZeXFykpKR4tZC/EmUENvaZeDpw/QFlrGQfOH0Bn0eGn8OOaqdeQG5vL0pilBPsMtBHYfHczMzPHbFd2JfDOO+/wySefsHnz5qv6fZC4opHErIRraGlpIS0tjV/96lf89Kc/HVbMPvroo7zwwgts3ryZvLw8YOCHb8mSJZw+fZrGxkaPryLodDo2bNhAfn4+Dz744LDP0Wq1bN26lcLCQk6dOsWKFSvIz89n8eLFE9bv6AgXDv0EBgYSGRlJRETEmNavVqs5c+YMWVlZTrOSGszT206x9Xg7X/5smdOP7RZEAXnb0YGKbd025F1nANCFpaFM34B11hrEsBSPiM51FGcGNZisJo6oj9iDGtQGNQqZgqyILBaHLSaqJ4oV81c47JN7pSCKIu+++64kZCWuBiQxK+EavvOd79DQ0MCRI0dQKpXDitn4+Hh8fX2pr68f8u/vvvsud955Jx999BG33367O5ftMKIocuTIERYuXDiq5+v1enbs2MGmTZs4evQoS5YsIS8vj5ycHI9xFhgJURTp6emxOyP4+vranRFGM83e1tZGa2urw6lejvC77afYXNHOV49NUjE7CKvFwqkvS5jeX0WY+ksU544BIITOHGhFGOMAmafQ399v77OVyWT2PltHBaggCtR21VLWVsbupt009jcCkBycbO+zTQ1JnVQV7fEgiiLvvPMOmzZtori4WBKyElc6kpiVcD4bN27k9ttv58CBA1x77bXIZLKLxOy5c+eIjY3lX//1X3nvvfeG/H1dXR2zZs3ikUce4YUXXnD38t2G2WymtLSUTZs2sXfvXjIzM8nLy2P16tWT5sfHlhqlVqtRKBR2Z4ThKq4NDQ10dXW5fAL/95/VsenYOb5+PMdl53AHw7k8yHrPoajfccEAWRSW5BtHNUDmyTgjqKGzs5NTp04RmRLJVx1fUdZaRoWmAgGBKL+ogT7b2BwWRC3AS+4eOzN3I4oib7/9NgUFBWzevNktlWmdTkd6ejoNDQ386Ec/4pVXXnH5OSUkBjFqMeuZLusSHkd3dzcPPfQQ9913H9dee+kEpra2NoBhU7Fs/9ba2uqaRXoIXl5erF69mtWrV2O1Wvnqq68oKCjgueeeY8aMGeTl5bF27VqP9sQMCAggMTGRxMREDAYDKpWK6upqrFarXdj6+/tTV1eHyWQiKyvL5T3DcpkMwbGbb4/jUnGrYmAMlnl3YZl31zcDZLsG+mxrCvGqeA/RewrWxJXDDpB5Oj4+PsTHxxMfH28Pamhubh51UINGo+H06dPMmzcPHx8fZobP5Puzvo/WqGXfuX2UtZZR0lDCptObCFAGcF3MdeTE5nBdzHVM8fLsdqbRIooib731FkVFRW4TsgBPPvkkGo3GLeeSkBgPkpi9itBqtbz88sujfv5DDz1EWNiAufmjjz6KIAg8++yzI/6NTqcDGDZNy1bVsz3nakChUHDddddx3XXXIQgCx48fp6CggFtuuYXg4GDy8vJYv3490dHRHrtV6uvry/Tp05k+fTomkwmNRsOpU6fQarX4+/uTmuqebV65DIRJrGVt5v6XTanyDcaadivWtFvBYkDeuB9l3TYU9Z+hPLl5yACZNflGxMAY972IcaJUKomOjiY6Otres61Wq6mrqyMgIMDes21rbbEloc2bN++i9pUQnxDWJ6xnfcJ6DFYDX7d/TWlrKfvO7ePz5s9RypTMj5pPbmwuy2KXEe0fPREvedyIosjf//53Nm/eTHFxsduE7NGjR3n55Zd5/vnn+elPf+qWc0pIjBVJzF5FaLVafv3rX4/6+XfccQdhYWHs27eP1157jXffffeyVku2L1qj0XjRYwaDYchzrjbkcjmZmZlkZmby1FNPcfr0aQoLC7nrrrsAWLduHfn5+SQkJHissPX29iY6Opr29nZmzJhBQEAATU1N9PX1ERoaardpckWVVi6XYZ2kara/v5+qqirHzf2VvggzV2GauQqE55Cf+2aA7NQ2vD9/HD5/HGvMPHufrRg+y3UvwsnI5XLCwsIICwsbEtRw7NgxlEolPj4+9PX1MX/+/Mv2bfsqfFkWu4xlscuwilaOdxynrK2MstYyXjj2Ai8ce4HU0FRyYnPIjctlZtBMj/2MDUYURd58801KSkooLi52WwCK1Wrlhz/8IWvWrOHWW2+VxKyExyP1zEpcFtsW8ieffDLk31NSUlixYgWvvvoqISEhRERESD2zY0AURc6fP09hYSFFRUV0dXWxdu1a8vLymDNnjkdZfplMJioqKoiPjycm5tuKoCAIdHV1oVKp0Gq147JpuhT/s/sMr+1vpOqJ5ZNCiNiwWUllZGQ4L2ZUFJF1nPrGGWE7ivPlAAhhM79NIIuZN2kHyBobG2lubsbX1xdBEOx9tlOmTHH4v31DTwOlbaWUtZZxvPM4ALEBsQMDZLE5ZEVkoZR7Xl1HFEXeeOMNPv30UwoLC92a5Pfiiy/y1FNPUV1dDUBiYqLUMysxEUgDYBLOIyQkhO7u7hGfM/iL7nJuBh9++CHf/e53XbbeyU5nZydbtmyhqKiIs2fPsmrVKvLy8li4cOGEClu9Xk9lZSUzZ84kIiLiks+z2TSpVCo6Ozvx8/MjKipqyPbxWHhtXyN/3H2GmGAfVs2OZHVqBPOnB6P0ILF/ITbf3czMTJfuSMh62wYNkB0YNEBmSyBbOmkGyFpbWzl//jzZ2dkoFIphgxoiIyPHtAPQYehgb9teytrK+Lr9a0yCiSDvIK6PuZ6c2ByumXoN/sqJ3zmaSCF79uxZMjIyePLJJ3nsscdoaGiQxKzERCGJWQnnsXnzZkwm00X/ftttt7FgwQIef/xxkpOTyc7OBuBnP/sZL7744rA+s3V1dTQ1NTmvQnWF09fXx/bt2ykqKqKiooKlS5eSn5/P0qVLxyUMx7KO48ePO7xNLoriEGcELy8vu+XXcH3VI2EwW9l6XMWuWjUHznRhsgqE+HmxYnY4q2dHsiQpFF8vz/H37ejooL6+3mW+u5dk0ACZ4szugQQy7ynfJpAlrfTYAbLm5mY0Gs0lnTEuDGoIDAwkKipqTDsAOouOg+cPUtZWxv62/fSYe/CWe/PIvEfYkLTBWS/JYURR5PXXX2f79u0UFBS4VcgCrFmzhpaWFo4dO4aXl5ckZiUmEknMSrie4ay5YOBHfMGCBXR0dPDwww8TFxfHBx98wJ49e3j99de59957J2jFkxuTycTu3bspLCxk//79zJs3j/z8fFauXOnSHzxbdXHu3LnjthbT6/V2YSuK4hBnBEfoN1rYe7qTXbUaSus09Bmt+HkpWJYcxqrUCHJTwgnynTiLpvb2dhobG8nOzp5Yn+ELBshkOs3AANmMpViT12BNvgkxcOrErW8QjY2Ndou30VRcnRnUYBEslGvKKWsr46bpN5Eelj7WlzEuRFHk1VdfZceOHRQWFrr3Jgh47733uPPOOykrK+P66weS9iQxKzGBSGJWwvVcSszCwFbh448/zrZt2+jr6yMtLY3HHntMai9wElarlQMHDlBQUMCuXbtISUkhLy+PNWvWEBTkvKqbK1O9TCaTXdiaTCa7sb6jfZEmq8Chs13sPKlh90kNmj4TSrmMaxJCWJUayarZEUQGum+L3bZNnpWVhVLpQb2YgnXIAJlcexYAa8z8QQNkKROytDNnztDX1zeuWOjBQQ3AmG+UJgpRFPnb3/7Grl272LRpk9uFrNFoZNq0aSxevHiI601rayvLly/njjvu4KmnniIiIuKyg8ASEk5CErMSElcLgiBQUVHBpk2b2L59OxEREeTn53PzzTcTEREx5mGptrY22trayMrKcnlLg8VisfdF9vf3ExYWZndGcGT9gihS2dLDzlo1O09qaOrUA5AVF8Tq1AhWpUaSEO46cdPY2EhnZ6fLAyTGjYcMkImiyOnTpzEYDKSlpTmtJ9wZQQ3uxCZkd+/ezcaNG90uZGFgB2Y03tcvvPACjzzyiBtWJCEhiVkJiasSURQ5deoUBQUFbNmyBS8vL9avX09+fj7x8fGj+iEXRZGGhga6u7uZO3eu20WZIAh0dHTY+yKDg4OJiooa0Vh/OERRpF7dz85aDTtr1Zw43wdAcmQAq1MjWJ0ayZypjk/HX+pcZ86cob+/f1zVxYliIgbIRFGkrq4Oi8XCnDlzXCYybUENarV61EEN7kQURf7617/yxRdfTJiQhYFkuuLi4ov+Xa1W88ADD7BmzRruvfdeMjMzmTVr8ljASUxqJDErIXG1I4oiLS0tFBYWUlxcTF9fH2vXriU/P5/Zs2cPKx5sYtgmMCb6x14URbRard0ZISAgwO6M4OgWfqtWz+6TGnbWajjSpEUQcYozgiiKnDx5EkEQXCrK3MaQAbJdyMw6pw+Q2d4z4JLXoisYHNRgu54uDGpwJ6Io8pe//IXS0lI2btzo8FCkO5B6ZiUmEEnMSkhIDEWj0VBcXExRURGtra2sWrWKDRs2kJ2djVwux2AwcPfdd3P//feTk5PjcaJMFEV6e3tRqVR0dHTg7e1td0ZwdOCns9/EF6c6xu2MIAgCNTU1+Pj4kJyc7HHv2bixGJA37vtmgGyHUwbIRFHkxIkTKJVKUlJSJuw9GxzU0NHRgUKhsF9P7qiOiqLIn//8Z/bt28cnn3zikUIWJDErMaFIYlZCQuLS9PT02D0sa2pqWLJkCUeOHOGGG27gySefnOjljQqdTmcfIJPJZPaBH0edHcbqjCAIAlVVVQQFBZGYmOisl+W5CFbkbUe+6bPdhlz7/9u796ioyv1/4G9EBLkKDCiXvAQKalwyJU1FUvECzKCeo/6Olau8tepr3jLT8gaalVqp6FleyDQtLdcMqAc1UtPUMm+Li4KiJBp4dLgKw2WYmb1/f5hzIlBBgZmN79da/eF+NvDZmPj22c/zeXIANGwD2f3w37ZtWzz77LNmFf4rKyuN62wNBsMTHdTwKKIoYv369Th16pRZB1kiE2OYJaqvvLw8fP311zh06BCysrJQWlqKzp07IyIiAvPnz4erq2utj7l161aNbg09e/bE+++/j7Fjx5rgCZ7MH3/8gREjRsDLywt5eXkICQmBQqFAWFiYZP6S1Wq1xmCr1+uNnRHs7OyapDOCXq9HWloa3Nzc8MwzzzThk5kp4wayg39uIEsF8PANZIIg4OLFi3BwcDD78H//oIb8/HzjhsTHPajh70RRRFxcHE6fPo3vvvtOMn/GiEyAYZaovjZu3IiZM2ciMjISAwYMgIODA86cOYNt27bBw8MDZ86cQYcO/3uVWlRUhN69e0OtVmPOnDnw9vbGt99+i+PHj2Pr1q144403TPg0DXPjxg384x//wIoVKzBs2DDo9XqcPHkSSqUSx44dQ/fu3aFQKBAeHi6Zgy7+emJUZWUlXF1d4ebmBicnp0bpjBDo6QB/By0ig7zRx79TUz2GpFhNV6GrAAAfLUlEQVSU5v25gewQWv1RewOZ3rsf0jKuwNnZGZ06Set7JggCioqKoFarn/igBlEUsW7dOpw5cwbfffedaXsQE5k/hlmi+rp06RJcXV1rBFYAiI+Px9SpU/Huu+9i9erVxuvz5s3DqlWr6jzhLDs7Gzdu3IC9vX2zPsPjuHjxIl599VVs3rwZISEhtcYFQcD58+ehVCqRnJwMT09PREVFITIyss7ZanNkMBhQWFgItVpt3Mnu7u4OZ2fnx+qMcOjibSSl5uJm2b0fhU3RGUHyqkpgmX0Eltfun0BWAb1lW1R4DYB10BizPoHsUURRRGlpqXGdrbW1db3XbYuiiLVr1+Ls2bMMskT1wzBL9KTKysrg6OiI4cOH49ChQ8br3t7esLGxwbVr12rcv2PHDkycOBHfffcdxo0b19zlNtjVq1chCAL8/Pweea8oisjIyIBKpUJSUhJsbW2NLb88PDwkEeLu72RXq9UoLi6Gg4ODcSd7fWbYKisrkZqaim7duqGyVdsm6YzQ0hi05bhxbAee0aTC8b8nzfoEssdR10ENbm5utU7KE0URa9aswfnz57F7924GWaL6YZglelKZmZno0aMHJk6ciO3btwMA/vvf/8LT0xOvvPIKdu7cWeP+q1evolu3bpg7dy5WrVplipKbhSiKuHHjBhISEpCYmAidToeIiAjI5XLJ7Oj/+wybjY2NcYatrhZN5eXlSE9PR/fu3eHk5FRj7FGdEV7ycYZ1azM+QKGJ6PV6pKSkwMvLCx4eHo2ygcycabVa4/KWO3fuICkpCWPGjMHAgQOxdu1apKSkYNeuXQyyRPXHMEv0pMaNG4c9e/bgyJEjGDx4MADg/Pnz6N27N+bNm4dPP/20xv0VFRWws7PDv/71L3z77bemKLnZiaIItVqNvXv3IiEhAfn5+QgPD0d0dLSkDg8oLy83biCztLQ0dkawsbFBaWkpLl26hICAgEcuH3nczggtjU6nQ0pKCjp27Ij27dvXvuExNpBJiUajMR5ckp6eDisrK6xZswbDhg3jhi+i+mOYpadPSUlJjTPFH2XGjBlwcXGpc+yzzz7D3LlzMW3aNGzatMl4/cSJEwgNDcWiRYsQGxtb42MEQYClpSWio6ORmJj4eA8hcSUlJUhKSkJCQgKuXr2KsLAwKBQKhISEmPfxrn9RVVVlDLZarRY6nQ49e/aETCZr0Oepb2eElqa6uhopKSno0qUL3Nzc6vUxdW0gE+zaw9D1LyeQWUprRlMURaxevRppaWl46623kJSUhKNHj8Lf3x/R0dGIiIhAu3btTF0mkTljmKWnz/3m3vV19epV+Pr61roeHx+PadOmISIiAgkJCTVeO3Nmtv4qKyuRnJwMpVKJCxcuoF+/fpDL5QgNDZXEq9aCggJcvXoVnp6eKC4uRlVVlbH3qKOj4xN3RrAAEOTtiCF+Mgzxd0NnV9ume5hmotVqkZKSAh8fnwaHf6M6NpCJbRz+dgKZeXfWEEURq1atQkZGBr755hvjzxBRFJGeno69e/eiuLgYn3/+uYkrJTJrDLNEj2Pr1q2YMmUKhg0bhr1799Z6Jcg1s49Hp9Ph+PHjUKlUOHHiBAICAiCXyzF06NBam2XMwe3bt/HHH38gKCjIGLwNBoNxTaRGo4GzszPc3d0b3Hv0fmeEw5cLcPhyPjJvawBIvzNCVVUVUlJS0K1btwe+8WiwGieQ/QCLisI/N5ANuNfyy3c4YF/HMgYTEkURK1euxOXLl7Fz506THJNL1EIwzBI11FdffYUpU6ZgyJAh2Ldv3wOPtHxUN4Pdu3dj/PjxzVGyJBkMBvz2229ISEjAjz/+iE6dOkEul2PkyJFwdnY2dXnIzc3FnTt3EBQUhNatW9d5jyAIKC4uhlqtRklJCRwdHeHm5vZYvUfzSiprdUbwdLLBEH8ZhvhJozPC/U4P/v7+TffqXDCg1a1zf24gO/S/DWSeL9ybse0WCdHZtIcxiKKITz/9FFlZWdixYweDLNGTYZglaoht27Zh8uTJePnll7F///6HHon63nvvYfXq1XX2mb169Spu3rwpmQMGTE0QBFy6dAlKpRIHDhxAu3btEBUVhaioKLRv377ZZydzcnJQUlKCgICAeodSURRx9+5dY2cEW1tbuLu7QyaTNTjM1NUZwdnWCmHdzLczQkVFBdLS0urs9NBkRBEWBVf+t4HsThp0L70L3YC5zfP16yxJxMcff4zs7Gx8/fXXDLJET45hlqi+9u3bh9GjR8PR0RErV66sFWTt7e0xatQo468LCwvxwgsvoLCwEHPmzIGXlxd27dqFY8eOIT4+HpMnT27uR2gRRFHE77//DpVKhX379gEAIiIioFAo0Llz5yYNtqIoIjs7G5WVlejZs+djd2EQRREajQZqtRoFBQWwsrIytvxq6C728mo9Tl4rwmEz7oxQXl6OtLQ0PPfccyb9B5xFaR5EyzaAXf02nDU2URSxYsUKXL9+HV9//fUDZ/SJqEEYZonqa+nSpYiJiXngeKdOnZCTk1PjWl5eHubPn4+DBw9Co9GgR48eeP/997m8oJGIoojbt28be9kWFxdj5MiRkMvl6N69e6O2/BJFEVeuXIEoivD392/U0FxZWWnsjCCKorHll61twzZ7mWNnhLKyMly8eLFeLctaMlEU8dFHH+HGjRvYvn07gyxR42GYJaKWo6ioCPv370diYiKuX7+OwYMHQ6FQoHfv3k8UbAVBQEZGBmxsbODj49Oks7/V1dXGYFtdXQ2ZTAZ3d3fY2zdss9dDOyP8GWybujPC/d67gYGBZrmBr7mIoojly5fjjz/+wLZt2xhkiRoXwywRtUwajQaHDh1CYmIiUlJS0L9/f0RHR6N///4NWqdoMBiQnp6Odu3aoXPnzk1XcB30er2xM0J5eTlcXFyMnREaEmxN0Rnh7t27yMzMRGBgYINnmFuS+0E2NzcXX331FYMsUeNjmCWilq+6uhpHjx5FQkICTp06heeffx4KhQKDBw9+6CY+vV6P1NRUtG/fHt7e3s1YcW2CIKCwsBBqtRqlpaVwcnKCu7s7XFxcGjzr/LDOCEP9ZHj+CTsjFBcX48qVKwgODn5gt4+ngSAIWL58OfLy8hhkiZoOwywRPV0MBgN++eUXqFQqHDlyBF27doVcLseIESPg6OhovE+tVmPnzp2YMGECOnToYMKKaxNFESUlJVCr1SgqKoKdnZ2xM0JDA1Njd0YoLCzEtWvXEBwc/FQfySoIAmJjY3H79m1s3bqVQZao6TDMEtHTSxAEpKamQqlU4tChQ5DJZJDL5QgODsbkyZMxf/58jBs3ztRlPpQoiigrKzO2/GrTpo2xM0JDT1B7WGeEof5uGNTVFQ42Dw5lBQUF+P333xEcHCyJ09uaiiAIiImJgVqtxtatWyVzRDORRDHMEtE9giBg7dq12LRpE3JycuDm5oZx48YhNjb2qdi8I4oisrKyEB8fj/j4eLzwwgsYNmwYoqOj4e3tLZmTtioqKowbyCwsLIydER62nKIuDe2MoFarkZOTwyD7Z5DNz8/Hl19+ySBL1PQYZononpkzZ2LdunUYPXo0Ro4ciczMTMTFxWHgwIE4fPhwo7a5MlcZGRmYMGEC4uPj0aFDB6hUKuzduxcajQYjR46EQqGAn5+fZIKtVqs1Blu9Xm/sjGBnZ9eonRGCXQGh9A6Cg4Of6kMABEHA0qVLUVhYiPj4eAZZoubBMEtEwKVLlxAQEIDRo0dDqVQar8fFxWHGjBn45ptvMGHCBBNW2PTOnTuHKVOmYNeuXejevXuNsYKCAuzbtw8JCQnIy8vDkCFDEB0djeDgYMmEfJ1OZ+yMUFlZCVdXV7i5ucHJyamROiPYYqi/W5N0RpACQRCwZMkSFBcXY8uWLQyyRM2HYZaIgIULF+Kjjz7Czz//jIEDBxqvV1VVwdXVFYMGDcKBAwdMWGHTEkURU6dOxcKFCx/ZfqusrAwHDhyASqVCZmYmBg4cCIVCgX79+klmk4/BYDB2RigrK0O7du3g7u4OZ2fnBoXz3NxcXMq5jduW7jiaVVhnZ4ReHdvBslXLDraCIGDRokUoLS3F5s2bmyTIZmVlYefOnUhOTkZ2djaqqqrg4+ODsWPHYtasWU/FUiCiB2CYJSJg+PDhOHz4MCoqKmrtQO/fvz+ysrKQn59vourMl1arxeHDh6FUKnHmzBn06dMHCoUCYWFhktnJLwiCsTNCcXExHBwc4ObmBplM9tBQdvPmTRQWFiIwMNB434M6I7zcTYYhfrIGd0aQAkEQsHDhQmg0GmzatKnJZmTnz5+PDRs2QKFQoG/fvrCyssJPP/2E77//HoGBgTh9+nSD10UTtRAMs0QEBAQEQK1W486dO7XGxo0bhz179kCr1T7VG3seRa/X4+TJk1AqlTh27Bi6d+8OhUKB8PBwODg4mLq8ehFFEaWlpcbOCDY2NsbOCH9dC5uTk4O7d+8iICDggTO5T9oZQQoEQcCHH36IiooKbNy4sUmXFpw7dw5du3aFk5NTjev336rExcVh+vTpTfb1icwYwywRAT4+PtDpdLh582atsYkTJ2LHjh0oLi5Gu3btTFCd9AiCgPPnz0OlUuGHH36Ap6cnoqKiEBkZCVdXV1OXV28ajQb5+fnIz8+HpaUl3NzcUFVVBa1Wi549e9Z7SUJDOyNIgSAI+OCDD1BVVYWNGzeabO10eno6AgMD8eabb2Ljxo0mqYHIxBhmiYgzs01JFEVkZmZCpVLhP//5D2xtbREVFQWFQgEPDw/JbJSqrKxERkYGNBoN2rZta2z51dC1mo/qjDDUX4ZOLuZ9/K0gCFiwYAF0Oh3+/e9/m3QT4MGDBxEREYHFixcjJibGZHUQmRDDLBFxzWxzEUURN27cQEJCAhITE6HT6RAREQG5XA5fX1+zDbb3e/AaDAZ07969RmeEqqoqyGQyuLm5wdHRsVE6I3R1t8MQP5lZdkYQBAHz58+HXq83eZA1GAwYMGAAzp07h4sXL8LPz89ktRCZEMMsET26m0FoaCgOHjxowgpbHlEUoVarsXfvXiQkJCA/Px/h4eFQKBQPXYva3ERRxOXLl9GqVSt069atVrA0GAzGYKvRaODs7Ax3d3e0a9euwc+QV1KJo1cKcPhyQa3OCP/vBS90kZl2xlYQBMybNw+iKGLDhg0m/z165513sH79eqxYsQILFiwwaS1EJsQwS0T31t0FBQU9sM/sjh078Oqrr5qwwpavpKQESUlJSEhIQFZWFl5++WXI5XK8+OKLJutZKooiMjIy0KZNm3rNHAuCgOLiYqjVapSUlMDR0RFubm5wdXVt8DP8vTPCpgmBeLGL85M8zhO5H2QBYP369SYPsosWLcLy5csxbdo0bNq0yaS1EJkYwywR3XN/lmf06NGIiIhAZmYm1q1bh/79++Po0aMm/8v7aVJZWYnk5GQolUpcuHABffv2hUKhQGhoaLOtWxYEAZcuXYKtrS2effbZBr/qF0URd+/eNXZGsLW1hbu7O2QyWYNPCSuv1sO6dSu0NtH/g4Ig4L333oOlpSXWrVtn8j8LS5cuRUxMDN544w18+eWXZrUMg8gEGGaJ6B6DwYA1a9Zg8+bNyMnJgUwmw/jx4xEbGwt7e3tTl/fU0ul0OH78OFQqFX7++WcEBARAoVBg6NChTdYoXxAEpKenw9HREV26dHnizyeKIjQaDdRqNQoKCmBlZWXcQGbu/XgFQcDcuXNhZWWFtWvXmjzIxsTEYOnSpZg4cSK++uork9dDZAYYZomIpMJgMOC3335DQkICfvzxR3Tq1AlyuRwjR46Es3PjvIIXBAFpaWlwcXFBx44dG+Vz/l1lZSXUajXy8/MhiqIx2NramlcXA0EQ8O6778La2hpr1qwxeXCMjY3FkiVL8Nprr2Hbtm0mr4fITDDMEhFJ0f1lAEqlEgcOHICTkxPkcjmioqLQvn37x3r1bDAYkJqaCnd3d3h7ezdB1bVVV1cbg211dTVkMhnc3d1hb2/aLgaCIGD27NmwtbXFF198YfLguGHDBkyfPh0dO3bEsmXLatXTvn17hIeHm6g6IpNimCUikjpRFPH7779DpVJh3759EEURUVFRkMvl6Ny5c71CoV6vR2pqKjw8PODp6dkMVdddw/3OCOXl5XBxcTF2RmjOYGswGDB79mzY29vj888/N3mQBYDXX38d27dvf+D4oEGDcOzYseYriMh8MMwSEbUkoiji9u3bxl62xcXFGDlyJORyObp3715nMKuurkZaWhq8vLzg4eFhgqprMxgMKCoqglqtRmlpKZycnODu7g4XF5cmDZf3g6yDgwM+++wzswiyRPRQDLNERC1ZUVER9u/fj8TERFy/fh2DBw+GQqFA79690apVK6jVaowfPx5btmyBr6+vqcutkyiKKCkpgVqtRlFREezs7IydEVq3bt1oX8dgMGDWrFlwcnLC6tWrGWSJpIFhlojoaaHRaPDDDz8gISEBqamp6NWrF06fPo333nsPEyZMMHV59SKKIsrKyowtv9q0aQN3d3e4ubk9Udsyg8GAmTNnwsXFBStXrmSQJZIOhlkianmysrKwc+dOJCcnIzs7G1VVVfDx8cHYsWMxa9asWi2trly5gvfffx/Hjx9HdXU1evXqhZiYGAwePNhET9D0bt68ifDwcPTo0QNXr17F888/D4VCgcGDB6Nt27amLq/eKioqjBvILCwsjJ0RGvIMBoMBM2bMgEwmw6effsogSyQtDLNE1PLMnz8fGzZsgEKhQN++fWFlZYWffvoJ33//PQIDA3H69Glj2MnOzkZISAhat25tfMW8ZcsWXLx4EQcPHsTQoUNN/DSNLzc3F6NGjcJnn32GQYMGwWAw4JdffoFKpcLRo0fh6+sLuVyOESNGwNHR0dTl1ltVVRXy8/ORn58PvV5v7IxgZ2f3wA1kBoMB77zzDtzd3fHJJ58wyBJJD8MsEbU8586dQ9euXeHk5FTj+sKFC/HRRx8hLi4O06dPBwCMGzcOSqUS58+fR3BwMIB7r+N79uwJGxsbXL58uUWdsJSTk4MxY8Zgw4YN6NevX61xQRCQmpoKpVKJQ4cOQSaTQS6XIzIyEm5ubpL5Xuh0OmNnhMrKSmNnBEdHR2NgNRgMmD59Ojp06ICPP/6YQZZImhhmiejpkZ6ejsDAQLz55pvYuHEjysvL4erqiv79++PIkSM17l22bBkWL16M3377DSEhISaquPFduXIFZWVl6N279yPvFUURWVlZUKlU2L9/P6ysrBAZGYno6Gh4e3tLJtgaDAYUFhYiNzcXkyZNQlBQEBQKBZKTk+Hl5YUVK1YwyBJJV71/EPFPORFJXm5uLoB7DeYBIC0tDVqtts4Zyr59+wIAzp4923wFNgM/P796BVkAsLCwgJ+fHxYsWIBTp07hm2++gY2NDd5++20MHjwYK1euxOXLl9HAyY5mZ2lpCXd3d/Tq1QtnzpzBmDFjsGnTJiQnJyM3NxeJiYkoLy83dZlE1MQYZolI0gwGA2JjY9G6dWvjzv1bt24BALy8vGrdf/9aXl5e8xVpxiwsLODt7Y0ZM2bgyJEjSEpKQseOHbFkyRIMGDAAS5YswYULFyAIgqlLfahWrVohKSkJgwYNwq1btzBz5kycO3cOoaGhGDVqFLZv3272z0BEj6fxGvkREZnArFmzcPr0aaxYsQJ+fn4A7u2EBwBra+ta99vY2NS4h2qSyWSYNGkSJk2ahLKyMhw4cABxcXHIyMhAaGgo5HI5XnrppUbtA/uk9Ho93nrrLXTp0gXLli2DhYUF+vTpgz59+mDFihW4fPkyjhw5wiUHRC2U+fw0IiJqoEWLFmH9+vWYNm0aFixYYLxua2sLANBqtbU+pqqqqsY99GAODg4YP348xo8fD61Wi8OHD2PPnj2YO3cu+vTpA7lcjrCwMOM/EExBr9fjzTffhI+PjzHI/p2/vz/8/f1NUB0RNQeGWSKSpKVLl2L58uV44403sHHjxhpjnp6eAOpeSnD/Wl1LEOjBrK2tERkZicjISOj1epw8eRJKpRJLliyBv78/oqOjER4eDgcHh2ar6X6Q9fX1RWxsrGQ2rhFR42KYJSLJiYmJQUxMDCZOnIj4+PhaISYgIADW1tb49ddfa33s6dOnAaDem6WottatWyMsLAxhYWEQBAHnz5+HSqXC559/Dg8PD2PLL1dX1yarQa/XY9q0aejWrRtiYmIYZImeYmzNRUSSEhsbiyVLluC1117Dtm3bHrgOcuzYsVCpVLhw4QKCgoIA/K/PrLW1Na5cucIA1MhEUURmZiZUKhWSkpLQtm1bREVFQaFQwMPDo9G+33q9HlOnToW/vz+WLl3K30eilol9Zomo5dmwYQOmT5+Ojh07YtmyZbWCbPv27REeHg4AuHbtGkJCQmBlZYXZs2fD0dERW7ZsQXp6OpKSkjB8+HBTPMJTQxRF3LhxAwkJCdi7dy+qq6sREREBuVwOX1/fxw6gOp0OU6dORc+ePbF48WIGWaKWi2GWiFqe119/Hdu3b3/g+KBBg3Ds2DHjrzMzMzF//nwcP34c1dXV6NWrF5YuXdoij7I1Z6IoQq1WY+/evUhMTIRarUZ4eDgUCgUCAgLq3WVAp9NhypQpCAgIwKJFixhkiVo2hlkiIjJPJSUlSEpKQmJiIrKyshAWFga5XI4XX3wRlpaWdX6MTqfD5MmTERQUhIULFzLIErV8DLNERGT+KisrkZycDJVKhfPnz6Nv375QKBQIDQ1FmzZtANwLspMmTcLzzz+PDz/8kEGW6OnAMEtERNKi0+nw888/Q6lU4sSJE3juuecQGRmJPXv2ICQkBB988AGDLNHTg2GWiIikSxAEnDlzBuvXr4dOp8Pu3bsZZImeLgyzRERERCRZ9Q6zPKiaiEgCKioq0KVLF1hYWGD69Om1xq9cuYJRo0bB2dkZdnZ2GDhwII4ePWqCSomImhfDLBGRBCxevBgFBQV1jmVnZ+Oll17Cr7/+innz5mHVqlXQaDQYPnw4Dh8+3MyVEhE1L4ZZIiIzd+HCBaxZswYxMTF1ji9YsAAlJSX44YcfsGDBArz99ts4ceIEPD098X//939o4HKyFk8QBHzxxRfw9/eHjY0NnnnmGbz77rsoLy83dWlE9BgYZomIzJjBYMDUqVMxYsQIjBkzptZ4eXk59u3bh7CwMAQHBxuv29vbY8qUKcjKysLZs2ebs2SzN3v2bMyZMwc9evRAXFwcxo4di3Xr1kEul0MQBFOXR0QN1NrUBRAR0YN98cUXuHz5MpRKZZ3jaWlp0Gq16NevX62xvn37AgDOnj2LkJCQJq1TKi5duoS4uDiMGTOmxve0S5cumDFjBnbv3o0JEyaYsEIiaijOzBIRmanr169jyZIlWLx4MTp37lznPbdu3QIAeHl51Rq7fy0vL6/JapSaXbt2QRRFzJo1q8b1qVOnwtbWFjt37jRRZUT0uBhmiYjM1FtvvYUuXbpgzpw5D7ynoqICAGBtbV1rzMbGpsY9dG+WulWrVrVmqm1sbBAcHMwlGUQSxDBLRGSGdu7cieTkZGzcuBFWVlYPvM/W1hYAoNVqa41VVVXVuIfuzWTLZLI6w7+XlxcKCgpQXV1tgsqI6HFxzSwRkZnRarWYM2cOIiIi0KFDB1y7dg3A/5YL3L17F9euXYNMJoOnp2eNsb+6f62uJQhPq4qKijqDLFBzJrtNmzbNWRYRPQHOzBIRmZnKykrk5+cjKSkJXbt2Nf4XFhYG4N6sbdeuXREfH4+AgABYW1vj119/rfV5Tp8+DQDo3bt3c5Zv1mxtbeucxQY4k00kVZyZJSIyM3Z2dtizZ0+t6/n5+Xj77bcxYsQITJ48GYGBgbC3t4dcLodKpUJqaiqCgoIAABqNBvHx8ejatSs7GfyFp6cnMjIyoNVqa83Q5uXlQSaTcVaWSGIYZomIzIyVlRX++c9/1rqek5MDAPDx8akx/vHHH+PIkSMYNmwYZs+eDUdHR2zZsgV5eXlISkqChUW9jzhv8fr06YPk5GScOXMGAwcONF6vqqpCSkoKQkNDTVgdET0OLjMgIpI4X19fnDp1Cn379sUnn3yCuXPnws7ODocOHcLw4cNNXZ5ZGT9+PCwsLLBmzZoa17ds2YKKigq88sorJqqMiB6XRQOPOeSZiEREJGnvvPMO1q9fj9GjRyMiIgKZmZlYt24d+vfvj6NHj6JVK87zEJmBer9SYpglIqKnisFgwJo1a7B582bk5ORAJpNh/PjxiI2Nhb29vanLI6J7GGaJiIiISLLqHWb5LoWIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJIthloiIiIgki2GWiIiIiCSLYZaIiIiIJKt1A++3aJIqiIiIiIgeA2dmiYiIiEiyGGaJiIiISLIYZomIiIhIshhmiYiIiEiyGGaJiIiISLIYZomIiIhIshhmiYiIiEiyGGaJiIiISLIYZomIiIhIshhmiYiIiEiy/j/g7Y+MpcNxcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import odeint\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "a = 1    # Thermal diffusivity constant\n",
    "L = 100  # Length of domain\n",
    "N = 1000 # Number of discretization points\n",
    "dx = L/N\n",
    "x = np.arange(-L/2,L/2,dx) # Define x domain\n",
    "\n",
    "# Define discrete wavenumbers\n",
    "kappa = 2*np.pi*np.fft.fftfreq(N, d=dx)\n",
    "\n",
    "# Initial condition\n",
    "u0 = np.zeros_like(x)\n",
    "u0[int((L/2 - L/10)/dx):int((L/2 + L/10)/dx)] = 1\n",
    "u0hat = np.fft.fft(u0)\n",
    "\n",
    "# SciPy's odeint function doesn't play well with complex numbers, so we recast \n",
    "# the state u0hat from an N-element complex vector to a 2N-element real vector\n",
    "u0hat_ri = np.concatenate((u0hat.real,u0hat.imag))\n",
    "\n",
    "# Simulate in Fourier frequency domain\n",
    "dt = 0.1\n",
    "t = np.arange(0,10,dt)\n",
    "\n",
    "def rhsHeat(uhat_ri,t,kappa,a):\n",
    "    uhat = uhat_ri[:N] + (1j) * uhat_ri[N:]\n",
    "    d_uhat = -a**2 * (np.power(kappa,2)) * uhat\n",
    "    d_uhat_ri = np.concatenate((d_uhat.real,d_uhat.imag)).astype('float64')\n",
    "    return d_uhat_ri\n",
    "\n",
    "uhat_ri = odeint(rhsHeat, u0hat_ri, t, args=(kappa,a))\n",
    "\n",
    "uhat = uhat_ri[:,:N] + (1j) * uhat_ri[:,N:]\n",
    "\n",
    "u = np.zeros_like(uhat)\n",
    "\n",
    "for k in range(len(t)):\n",
    "    u[k,:] = np.fft.ifft(uhat[k,:])\n",
    "\n",
    "u = u.real    \n",
    "\n",
    "# Waterfall plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "u_plot = u[0:-1:10,:]\n",
    "for j in range(u_plot.shape[0]):\n",
    "    ys = j*np.ones(u_plot.shape[1])\n",
    "    ax.plot(x,ys,u_plot[j,:])\n",
    "    \n",
    "# Image plot\n",
    "plt.figure()\n",
    "plt.imshow(np.flipud(u), aspect=8)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC03_2_FFTWave.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import odeint\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "c = 2    # Wave speed\n",
    "L = 20   # Length of domain\n",
    "N = 1000 # Number of discretization points\n",
    "dx = L/N\n",
    "x = np.arange(-L/2,L/2,dx) # Define x domain\n",
    "\n",
    "# Define discrete wavenumbers\n",
    "kappa = 2*np.pi*np.fft.fftfreq(N, d=dx)\n",
    "\n",
    "# Initial condition\n",
    "u0 = 1/np.cosh(x)\n",
    "u0hat = np.fft.fft(u0)\n",
    "\n",
    "# SciPy's odeint function doesn't play well with complex numbers, so we recast \n",
    "# the state u0hat from an N-element complex vector to a 2N-element real vector\n",
    "u0hat_ri = np.concatenate((u0hat.real,u0hat.imag))\n",
    "\n",
    "# Simulate in Fourier frequency domain\n",
    "dt = 0.025\n",
    "t = np.arange(0,100*dt,dt)\n",
    "\n",
    "def rhsWave(uhat_ri,t,kappa,c):\n",
    "    uhat = uhat_ri[:N] + (1j) * uhat_ri[N:]\n",
    "    d_uhat = -c*(1j)*kappa*uhat\n",
    "    d_uhat_ri = np.concatenate((d_uhat.real,d_uhat.imag)).astype('float64')\n",
    "    return d_uhat_ri\n",
    "\n",
    "uhat_ri = odeint(rhsWave, u0hat_ri, t, args=(kappa,c))\n",
    "uhat = uhat_ri[:,:N] + (1j) * uhat_ri[:,N:]\n",
    "\n",
    "# Alternatively, simulate in spatial domain\n",
    "def rhsWaveSpatial(u,t,kappa,c):\n",
    "    uhat = np.fft.fft(u)\n",
    "    d_uhat = (1j)*kappa*uhat\n",
    "    d_u = np.fft.ifft(d_uhat).real\n",
    "    du_dt = -c*d_u\n",
    "    return du_dt\n",
    "\n",
    "u = odeint(rhsWaveSpatial,u0,t,args=(kappa,c))\n",
    "\n",
    "# Inverse FFT to bring back to spatial domain\n",
    "u = np.zeros_like(uhat)\n",
    "\n",
    "for k in range(len(t)):\n",
    "    u[k,:] = np.fft.ifft(uhat[k,:])\n",
    "\n",
    "u = u.real   \n",
    "\n",
    "\n",
    "# Waterfall plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "u_plot = u[0:-1:10,:]\n",
    "for j in range(u_plot.shape[0]):\n",
    "    ys = j*np.ones(u_plot.shape[1])\n",
    "    ax.plot(x,ys,u_plot[j,:])\n",
    "    \n",
    "# Image plot\n",
    "plt.figure()\n",
    "plt.imshow(np.flipud(u), aspect=8)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC03_3_FFTBurgers.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import odeint\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "nu = 0.001 # Diffusion constant\n",
    "L = 20     # Length of domain\n",
    "N = 1000   # Number of discretization points\n",
    "dx = L/N\n",
    "x = np.arange(-L/2,L/2,dx) # Define x domain\n",
    "\n",
    "# Define discrete wavenumbers\n",
    "kappa = 2*np.pi*np.fft.fftfreq(N, d=dx)\n",
    "\n",
    "# Initial condition\n",
    "u0 = 1/np.cosh(x)\n",
    "\n",
    "# Simulate PDE in spatial domain\n",
    "dt = 0.025\n",
    "t = np.arange(0,100*dt,dt)\n",
    "\n",
    "def rhsBurgers(u,t,kappa,nu):\n",
    "    uhat = np.fft.fft(u)\n",
    "    d_uhat = (1j)*kappa*uhat\n",
    "    dd_uhat = -np.power(kappa,2)*uhat\n",
    "    d_u = np.fft.ifft(d_uhat)\n",
    "    dd_u = np.fft.ifft(dd_uhat)\n",
    "    du_dt = -u * d_u + nu*dd_u\n",
    "    return du_dt.real\n",
    "\n",
    "u = odeint(rhsBurgers,u0,t,args=(kappa,nu))\n",
    "\n",
    "# Waterfall plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "u_plot = u[0:-1:10,:]\n",
    "for j in range(u_plot.shape[0]):\n",
    "    ys = j*np.ones(u_plot.shape[1])\n",
    "    ax.plot(x,ys,u_plot[j,:])\n",
    "    \n",
    "# Image plot\n",
    "plt.figure()\n",
    "plt.imshow(np.flipud(u), aspect=8)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC04_1_SpectrogramChirp.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "dt = 0.001\n",
    "t = np.arange(0,2,dt)\n",
    "f0 = 50\n",
    "f1 = 250\n",
    "t1 = 2\n",
    "x = np.cos(2*np.pi*t*(f0 + (f1-f0)*np.power(t,2)/(3*t1**2)))\n",
    "\n",
    "plt.specgram(x, NFFT=128, Fs=1/dt, noverlap=120,cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC04_2_SpectrogramBeethoven.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d998359",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy\n",
    "import scipy.io\n",
    "import IPython.display\n",
    "import numpy as np\n",
    "import librosa\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f7443a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Example to load mat file (first 40 seconds)\n",
    "#file = scipy.io.loadmat('../DATA/beethoven_40sec.mat')\n",
    "#sound = file[\"y\"][0] # data\n",
    "#T = int(file[\"T\"][0][0]) # length in seconds\n",
    "#FS = int(file[\"FS\"][0][0]) #sample frequency\n",
    "#samples = T*FS\n",
    "#t = np.arange(samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db4ff4da",
   "metadata": {},
   "outputs": [],
   "source": [
    "#original mp3 file\n",
    "FS = 24000\n",
    "y, sr = librosa.load('../DATA/beethoven.mp3', sr=FS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "510e4bd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(y)\n",
    "\n",
    "#for \"mat\" file use command\n",
    "#plt.plot(t, sound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "697e8139",
   "metadata": {},
   "outputs": [],
   "source": [
    "IPython.display.Audio(y, rate=FS)\n",
    "\n",
    "#For mat file use command \n",
    "#IPython.display.Audio(sound, rate=FS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72d27077",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (20,5)\n",
    "plt.specgram(y, NFFT=8192, Fs=FS, noverlap=2048)\n",
    "plt.colorbar()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}


================================================
FILE: CH02/CH02_SEC05_HAAR.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "x = np.arange(0,1,0.001)\n",
    "n = len(x)\n",
    "n2 = int(np.floor(n/2))\n",
    "n4 = int(np.floor(n/4))\n",
    "\n",
    "f10 = np.zeros_like(x)\n",
    "f10[:n2] = 1\n",
    "f10[n2:] = -1\n",
    "\n",
    "f21 = np.zeros_like(x)\n",
    "f21[:n4] = 1\n",
    "f21[n4:n2] = -1\n",
    "f21 = f21 * np.sqrt(2)\n",
    "\n",
    "f22 = np.zeros_like(x)\n",
    "f22[n2:(n2+n4)] = 1\n",
    "f22[(n2+n4):] = -1\n",
    "f22 = f22 * np.sqrt(2)\n",
    "\n",
    "# x = np.concatenate((-1, 0, x, 1, 2))\n",
    "x = np.append([-1,0],x)\n",
    "x = np.append(x,[1,2])\n",
    "\n",
    "f10 = np.pad(f10, (2, 2), 'constant')\n",
    "f21 = np.pad(f21, (2, 2), 'constant')\n",
    "f22 = np.pad(f22, (2, 2), 'constant')\n",
    "\n",
    "fig,axs = plt.subplots(3,1)\n",
    "axs[0].plot(x,f10,color='k',linewidth=2)\n",
    "axs[0].set_xlim(-0.2,1.2)\n",
    "axs[0].set_ylim(-1.75,1.75)\n",
    "axs[1].plot(x,f21,color='k',linewidth=2)\n",
    "axs[1].set_xlim(-0.2,1.2)\n",
    "axs[1].set_ylim(-1.75,1.75)\n",
    "axs[2].plot(x,f22,color='k',linewidth=2)\n",
    "axs[2].set_xlim(-0.2,1.2)\n",
    "axs[2].set_ylim(-1.75,1.75)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(-5,5,0.001)\n",
    "fMexHat = (1-np.power(x,2)) * np.exp(-np.power(x,2)/2)\n",
    "plt.plot(x,fMexHat,color='k',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC06_1_2DFFT.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "B = np.mean(A, -1); # Convert RGB to grayscale\n",
    "\n",
    "fig,axs = plt.subplots(1,3)\n",
    "\n",
    "# Plot image\n",
    "img = axs[0].imshow(B)\n",
    "img.set_cmap('gray')\n",
    "axs[0].axis('off')\n",
    "\n",
    "# Compute row-wise FFT\n",
    "\n",
    "Cshift = np.zeros_like(B,dtype='complex_')\n",
    "C = np.zeros_like(B,dtype='complex_')\n",
    "\n",
    "for j in range(B.shape[0]):\n",
    "    Cshift[j,:] = np.fft.fftshift(np.fft.fft(B[j,:]))\n",
    "    C[j,:] = np.fft.fft(B[j,:])\n",
    "    \n",
    "img = axs[1].imshow(np.log(np.abs(Cshift)))\n",
    "img.set_cmap('gray')\n",
    "axs[1].axis('off')\n",
    "\n",
    "# Compute column-wise FFT\n",
    "\n",
    "D = np.zeros_like(C)\n",
    "for j in range(C.shape[1]):\n",
    "    D[:,j] = np.fft.fft(C[:,j])\n",
    "\n",
    "img = axs[2].imshow(np.fft.fftshift(np.log(np.abs(D))))\n",
    "img.set_cmap('gray')\n",
    "axs[2].axis('off')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# Much more efficient to use fft2\n",
    "D = np.fft.fft2(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC06_2_Compress.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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N1fRNas6qPXi6n6iEh/lRo1X+thrT+Y2SPriQ5xFJ/7fieh2dnX3IUOuP1FlYdF+o9WM9/emifwrvHlMhnFWTodavjL58vBqf6qnihgb1RGxFHodRfr/KodOPSvoCSdPt/x8o6a+oELuvJiKqlvR9ePZFKp/E/tQ272aMx2dyXq3CAVc1GlpGfjnU+lfZlpp9kh8B7Ypz0kOXIu0uoqkaC6uW9Js9dXoeX45nLwAdPgzPZ9QIavc9eYKh1lnum1Hu5VHuJe3z31DhUKGaiMK/KIRvY27fq2g3PHNU56/pfAj5x6pRiG4Loewxvk8XIqjUKME/29b5tZKWC+U+QtLn9azVWtI/0GQk3J/VUwi1voyPziLNXq/JsPLPAU+MoszHtfP3Sz18e6DG3fmn8HxVZ9GRX1oo92Xtu7cI0ayS/lQ7h/uSPiDK3FLjUq/VHBsZPOj4u7oe9kTc52R9gM6AxIctX6uzw3wn7bs3R7kPVXMep1az+fgtarQsHzItXUdhhn6spy/vDfh8s5rzD+7L9+vsMN5Fh0xfdAFtZnUW3nqo5tDha9RoWG/T2QHR+Tb/R+ssJPIn2368Vs3NArUaIPw41L/R0vxtaqLRXt2Wc/jz/xb9WVVzCLZWs0H/4zo73Os2Ho8yecj0u9o+vUeNVfR0HDI9R1M9BfBpn78eNP3elv7vbMf/z0o80ZZ7Jcp9n84Omd7Bu9JZmi/VGc+/XWfu07fo7DDsi3v4+lw/7kHHIr+rOVdjEHxevPuf2jEZoHxo+M0tP9WKg6Zq1rjD+u+28/QtajRsh+Ln+vaYvkGN8P1FnR3CPi2180z4qHH3v7Xt32+3/PLj7f8Hwv1sKPOivrlo3//ldswnaqxPr59azRnA6UKZGTUyqFajjL+2LXvS1vW5hTI+bnCkZh/wFT2fD7snHR72RDzAhA3UuChe2y7Qcfv59ZZJ/5wKKKwzq+jX24ndbBn7s3raMUM/1vP+vQGfl6sJFfXp/X01QNrX1pt0D/BB3peoWeSPqwGhJ9Wc8fl6SZ+KfEtqotx8k+5OS5O3q9E6nxf1fraaw2NvVyMU9tQIlG+V9Cd6+jLd0uIH2nEe6ez6nq8ulVMDon9LTSTTgZp9kG9q5+/COXkQ2l1EUz118JmT9OVqAj/GajTX16i56bfIE+Dpv64G2PfVnKH5Fkl/SI21Xkv6/J6+vKClyzvasptqNONvUyP8FyP/K/r6cQ86XsTvf7d9/1uS/nC8+xA1t4T8csszO2os2+9Ws29UOu+2oMZK/7GW1w7V7Nf8ZNvW8/vWqhrL4A1qwG1PjTB/xl2vg74vqjl/42u/nlAjF57fk/9FF80F8ryhpd245asvUQF4UGamzfO2tsxdNYpQ3zkyr597fc6tr/xUbYXX6WlMVVW9XNJXSPq/6rp++cPtzXV6pqd2/+K/qIm6+ti6rt/ykLv0jExVVb1Czd7t59V1/YqH25vr9KDpGR1wcJ2u0x/kVFXVR+aPb7WHVb9WDfC8/Rp4rtMf1PRMD7W+TtfpD3L6CkmfWlXVz6pxM95Qc5j2lpq79z7vIfbtOl2npzVdg891uk4PL71KzX7RR6uJEqvU7HH8O0lfVdf1bzzEvl2n6/S0pus9n+t0na7TdbpOl56u93yu03W6TtfpOl16unJutx/4gR+op6enNTU1JV98eHp6qpOTE52cNDfbDAaD7v3p6alOT09V17UGgwar67qeeDY1NSVJOjk50eHhoY6Pj3V8fHY36GAw6No6Pj7u2hoMBpqentbMzIyqqlJd113Z09PT7r374veHh4ddv6amprqP2+hCGatKVVVpMBh0fa6qStPT05qenlZVVV1fnN91cYysy8nvXafLcrxTU1NdW6Zd0sCW92Aw6D6u3/V6Ho6Pj1XXtaampjQzMzOR9/j4WEdHRzo9bW7nMV2npqYm2nYbHpfr9Fg8Ho/BdHe9krqxkX+Ojo4m+Mf8cHJy0pU1r5gurmN6erobh/ObB0wH18k+kq4ux/zZ98Fg0NHE71yO3x4H6ewxHh2dXR5NGmQiL7rPSQPyGdt3Mu+YV0ln8o7bMl09Ruf3muR6I824JszDR0dHOjg40NHRUXGdk4dzbK6HdGYiTThflDulNcDyrJN5SnWbHuZ30o51vPjFL36Q+zDf63TlwGd7e3ti4ZupzVAWbhZaZi4zKRMXuaSJOvxe0sRElxZO1ltiVjOVhRKFIftDgehyXtCul+UNdl5gLk/BzgWW/eHC84d1lBaiF4Db5eLz3zm+uq47cLEQZV7X53IWnBZczkulwnPBOea8WtiQln5v/jCQWUj5venmPrFO0yVpRgDsE7DsJ4UlhQr7x/kqKTOcW/KL6zH9CPDZRgrM5EUCDOlb4lW+d1krcqYl+8x2rJgR2Nzn4+PjCZAx31D58ZiynPnJSkIJBMnHbsPAbfq5rT56GDDJ/yVZUHqeieMy8JJ2rOdhbb1cOfA5PDzUycnJuQVDwW5G84RxwacAKllIfMf6KeBpGViQUuujtuX6s11qS6yXdWT/E6Co6Za0tNSqWHcycFoItM4SpNPSdP0ea9Z/cnLSgY/zkL6uz8LCikPSO0E1gZVAdXJyMgFUnENq8Byrx8D6aTV7/BaGfVptChkKMNOA4GRhSBqyTY/x8PDwnAVvetFC5ji8DtIqt6JGsOB4aclme7n2PA4KedbXN1dso6Rw8Zn/Jm0S9JJ3uSbpRXB5zwPlQ1rRqajlvCYfOJ/bJ0+kxVPiEyp/VJpZX9L/YaQrBz5OpUXgVDJpLWT8PgGGC9Ca+fT09IR2mULVWhKZ3may36cJzkVNAPKYqElbg6MgSWYtaWTJ1NRUuZhSM+/T8lJoOOVY+lJaIiWhU3L/5KI1GKUwosVVEpj5IY1yISfvkCdKbttSnymMyAOkvaQJDd9tuG9peZhOks4JNFo4bif5Pq3T5AnX77nmfJVAx4kKUApO5qFll+BPGtPKT4u3T9vP+WU51uWUPJLWWCpbVGwTmPuUO/bL4y5Zaq6ffaQlneBHZaOk/FxmunLgUxIUFD78Pz9kONeVC4x+Xws65/X/1KZKmlku9HSLkHkpgP2dTEVBWdJ0UqsuCcU+GqWwJC366qSLo087LmmG1DZdtk+gUOikO4u0oCabLiTSk22VhAfpyPZpPVwkYEoKj9vMNlJY5Lxkvclb2desl0IshSz71AfUJbdOCnbztdeDwccg4bzpHiXPldJF7zneVCDIr5xb8w/LlNYnXWUlQKZLmHTIPpH+BA3+TYXgXvyfc9NHs4eRriT4cCIlTWhQaVU4JaCUNCfuIxFkzGxmmunp6U6TI0Omi4ZMUdLAuWhSuGR51kEts7QpSnBkPRRKFERcqG6HQoOaYVVVnS+8ZA2UNto5Dyn405pkHvveqfGX8id9+4R7AktaJSWg7KuT9LzICmJfU1j6Q/qQvy8KeGA+04ouRI6JYy4J4JLSxnHlXpTXEff90pVIvi6526hEJZCw7yWtP+cnLQp+SustlVD/n6DAOcj9zdI8k+8JQARU7hkaGOmaND3oDuVY+gDyYaQrBz5eQBZ00hkz2vXgv0vgQ2DhwihNICeaG+BkdP/tPYC0TNzfEuCVgIcaWDK5+0INz/3hAnD9zu//S4BH+uRGdqmf1mxTAOTmf46d/c9+pSJB4DH4UJMuCSlpcr+iBOJUCi7SvBOQEliyfB/49LWVc06lh++9R0a3pPmaQFNV1Tl+p0btbwrC7GMCMee8FFji/BbMqcC4bymQ093EsTklCDqv3a4li5XjSMWzj/6cn1Q6yGfkNUb6Ja37FJQcC8EnldWkGeVa9oe06eO/pzNdOfCZnp4+F6VyfHzcLeAMD+ZkuYzDNw8ODibCnp0v/dgzMzOam5vT4uKi5ufnuw1VLsSZmRkdHh524axcLGYqpj6NjkxWisShFp6WD7UoupuYnwDEcPJS3pJ7kPlI14tChTmODMDITX0LD4bOMn8Ci2np9jMQgAIlhXvJIvH7TClA8u8+6yjzp6XsZ2mJJQ9QsBN8Sv1g3Sno08Lm36zT80JetqZOgen9TfNSRuO5fq/HVBQSnLgGyIPkKXo6SjTimitZCqQHFZNUAugdmJ2dPQc+qbRSGXVKS8j5DCqmO4E8LTxatSXgKYVeX0a6cuDjSWAoNYVPho86fJOfvb09jcdj7e3taX9/v4s0Sm3PzDc/P6/FxUWtrKxoeXlZCwsLmpub0+zsrObm5iZCgqXJDcwUSn0Cke9chzSpVdEq6tP+E3SoBWb/LDDIuCXNj+2XNHSOle4CChdrz6klpoCgWydBIWnHvnqu2e8E7NToE8j7UgKDx17SRlPQsO6SIErNP4VhjqUEUARN8m7SiICbljI1ebrnnJf1c87Sy5ARiew3FQnOAfmPFi4VHM65vRDuJ9dF7vmx/310Y/2Zj2PiOLL+VBxz3jjvJUWPbTDoI3m+1Efua11munLgI01aHKWFwcnf39/X7u6utra2tLOzo/F4rO3tbe3u7mpnZ0f7+/udxZL+V0/swsKCFhcXtbq6qrW1NS0tLWlpaUmLi4taXl5WVVWanZ3tBCddVtJ5Zk5Lwu/IbBQMTNToSud7KFCT6SkU/J0aslMKqXxH4ZUuJLpksq50+fVpvmyHAFeyaJyX2mH2mYLsItddzlWpfAoYCuKSZVYSTE5pXZbm0hZ0n2BNetIS6LPiWD4juUr52TfzTVo3pX5xnFQG+vrjMSTvsw+lPnJuk89Zb6lvCeBUjEwTWiuka/Is20rlpqR0ZF25h1uSBfejMF1GupLgI51NVLoxrC3aZbCxsaH3vOc9evzxx3X79m3t7Oxoe3tbe3t7neVD91tJc5mbm9P8/LxWVla0vr6u5eVlra+va3V1Vc961rN069YtLS0taW5uTlNTU5qbm5vYi5Em/bJkMjMhmSu11IsEcsnN5DLOT+2wpDmnBZTtsk1aNBwXrRa6JEiD9MdTi6ZgpSXDuaWbyntBJe2wT6tmSsUgn5fyp8bubwviHF9JQLGcy9BNnMIqXWwlQdc3dyxbEl6cv9S2XRfdQ6wvz+G4XlpMHCf5vMTXmUoAmtYw92155izPzaUVTmWH9OOB4gTVtLLpSk66XASuaQ0lP3gNcY2lkljip2vL5xITNRFqEdIZI+3v72tjY0Pvfve79c53vlOPP/64dnd3tbe317038Bh8pPP++cFgoNnZWW1sbOju3btaWlrS+vq61tfXNR6PdXLSXMuztrbWWUAUQGkhpAuCi4JCvaRR58LOPLkZmoztPnmcKbT5zVTS+ikouVfjvjIghL7ykv86F6i/E/xSuDJR0KQ2WxIIJWFeykdt+yJwSm2a/U2NPcElQZkWQlowfXRzO04XHaKlwtO3/+L6uZ9KoZfRhxSqbpN8UrKsSpZiWlKsN8Ek3Yw5ZznW0poygJG2qTimGzzHVnLL0mriOSXPjRVCruPSnGVbnPeUG5eZriz4UJhyf8NaycnJiba3t/Xkk0/qXe96l97xjnfo8ccf1/7+/gQjOfjg8PBQdT15NQ+1qr29Pe3s7Ghra0vz8/O6ffu2VlZWtLm5qfF4rEcffVSHh4daWVnRcDicuJbGTGhGSvcKN3LdrxRmubC9+JkvwSAtG1uGLk9XCN2YuZATaHIRZB10KRJ48jYI9y2BNcfMujwnCT4U8km/XKgJYElXlmHbFLCeN9ORgoZgkbTMfpPfTBeWc/60ytOFRPoRLKiRp6uXLjrWl3NNkExhzbH1Jdefc+z+JDD3zRHzcL2wfeb3/FDAU8hTochrtRKMS8qh8+Yccoy8pidBxs98bKOqJu9tpPwpgXuJxy4zXTnw4QIsCVBP2ng81tbWlp588km9+93v7txuFnYOEqDGLmniubWqg4ODzsU1Ho+7SLmdnR0dHBzo+PhYu7u7Ojg40Pr6ulZWVjQ/P38uGCGZRurXwLkwKMRdxolujtQQ0+qycKNwLG3wl4RL9rUkLE5Pm/BgbpR7LOkOkXTuVDzryr0BgqPzlfYF+LfzJz24aEk7t8N5Svdd8p3LpmaafMo5zcR2Smdi2EbmoSbfpxnnsxJvJchnXRm4Qp4stZt97gMQaTK8nkKXYODLNV2OipfdVKnocP6tWDqlS5KKrGk9ttssAAAgAElEQVSTyl2O3XUyMjOVmenp6c4bQl4iOE5NTXXrjQpDzk1a4KZDAvFlpSsJPgzttbbAiTk5OdHBwcGEtWLQ8H4BBUKeDyL4eHHxXjJJndvOAGem2tnZ0erqqobDoRYWFiYi49IC4KJJa4XjTWFf0uwS3Ep7HgSJ1KTSTZh/S2XBlNo4NWwKEL9neDcFdqndkjVEAWheYP9KwrBPq5bOA1C2R205AYzCLGmf5ZhyrM7bF65eAiBq8wkqHFcJAG19s+/kwZzfFILsX1p7/LDf6VokKJQ0/qqqJgJqyO/Jk3QHJt04L/w/3XjpWsz5yDYJIl7LjHglvUmrvuMNOYfpsnUeXo5KALx2u11CMmP4kkQytYW5z9ocHBx00Wx01ZQWkevhVf8U6jxp7zQYDHR0dKTt7W3Vda3Dw0Pdvn1bS0tLmp+f12g00uLiohYWFjQcDrvABYKSGZYBChYOJR98qd+0ZPr87FyM6cPmJ8/scPGQfilsUnCmYLZVRIGU46NQdR7n79PwU5tkXayDQo19yLpJOwsgBnVwTKltcgzpKrHS4X6Q9nlcgJYGLT6W5eFo5ne9rD/3D3Nu6EbM+SXPp+WWFm1dn23ap+XivLx0NHmZSh/pX7IEWa/XbgIN85QUJ46dffDY6YpLviTA2sOR1n0qEZwXf5fK5Fk9fzjGkuV92enKgY+vtnEi0b0ASlo8F10JXJIJcqMvNTdpMuJub29Pp6en2t7e1tbWlubm5roQbQORzwstLy9rcXGxi5Cja879yAXM8aRWlO9Sk88PFxYFbfqYSVcKJS5gWjkUnpImNFK3kWCai5JjKC0oCgwKKQqD3NxNevS5qDKl1VBSApJOpb7SNWPhWlVn+zsEYpYjz7LvpFPmL/WrZFVmW+5/n3VCRYf9T1eqaV8CgqSL+8BAlFSQ0krLRNoSMBM0k/+TpgliyYNJMyqJ+ZtXJdmRoJr9SHda0otzyW/zhw/7Xma6cuAzMzMzcRKYmkAuonRxUShRs8+Jt/WU17UkAJFpjo+PtbOzI+nsN4d8M8LMzEy3BzQajbS2ttaFbQ+HQ41Go84y4nkhnxniQmRYKTUiCuCS5scFWHLZcNFyUTiVFgD74DZKQEB6J2imQCilBI0SAHBemWg1lOooCeYENfJUChj/TeFLnkrtPPnNKfcjeKo96cD58DPzG+eR2nfJEkgQpxWdoMp9FAvdvnmgAkDaOF8qALwVIYME2Afyu59R+NNyoNVC+vmb/eD6SJ5IK5/PCDAJTtzPyZvv3QaVB66DPiWpFGDEPaLLTlcOfExwI30KWi5Eu7jo3qLQoFZJhreLKM8OWHgkADmZ4f1DVt4Tcr7p6WktLCxobW1Nq6urunnzpkajkZaXl7W6uqqlpSUtLy9rfn5es7OzE9pmMq8XNQE3Fy21rpLAK9E2Gd5t9WmwBH/6o0mv1NYSBErCLrV5Cr2Shp9aKXkjFzTnLRc0hXa6qhi1ZDcugyZS0JS05QRLKkDmxwQ50p4AwfZnZmY68MmABFpZeaaIfeV807vgMV3klvOYOA4euDYdqcg5JY/6GemWlpGFO2lHuuSYnEpKWcnlleDE+tzfdFGbdnnbCutncAFT8iz5nfVybgk+F63rpytdOfAhIFCwpZbq/RVv/FuY59UjJQZLYUjNhIyeiS4HM5uByPsds7Oz2t/f7w65GnwcqHB0dNTtFdEdZyazYCj5wb0Y072VVklaJ66Di8T1memzrdTO0jWS4MLyqWnSOsm6mTgPLsfvEp+U2ubclTZq+zR/A2xJo6bSQ+09LSR/8zkFe84Xy9FCcL8IPhlIQ4CglVECnxLgluad4839xhwL+Yf9yvnPuc755XhKVmWCDRWhknJS4lvOlxNd4Tk+8rZ/HZZrK+nCtklLAx7HzXlgPgKb6+bxictOVw58fB4nBa2tFWpdCwsLWlpa0srKikajkba3tyd+dpoCOpmlJAxysZR8s3RPkEHsCvCh1t3dXW1ubnb7QGtra1pbW9Pm5qZWVla0urraBSoYPGdnZzsB5zpTQBCM/YwpXXfst9/nQsoNay7g1BAZkVQSTPy7BB4lUE+FIIGLc8bFnC4ftkvhSIGRWq6fMZzWWq3bd1m6eEnnEq+kdWrQYh/cf3+n29d9cdvZDkGMdxVSeJcA3W0mD+U8uN1cFxkWzV9QZb84zpyj3DtictnSLfX0aiSwsO4E53TVcf0mfcwH/IE8XlHk9tm2rc8EpKOjowkauN2LLJkSUD6MdOXAhwzCxcCDlGas2dlZDYdDLS4uanFxUXNzczo4ODhXNhMFQC7O1EpKbjwzKJmfv2Pvc0OHh4eanp7u7p3b3t7WeDzW6uqqNjc3NRqNtLq62oGnx5R9o8DNlJYhte60NPx3aotOBOG0qlhH7u+kFZHgQY09XTlprbGfpc343K8pCS8CZ4IptUiCKAV/yVqgUCppuCUQTNBO2vpDF2sJ/E1H1pvWEPcwS2DOPpK2pJHpWppLutPyNnK/K0XzkT8N6jk/aT1mm37PIJq0TnIsLOv1wwhF6cyqcLSjpHOWL8tepPBlG+QvA59p6j6TJ9OTQcXWdV12upLg48RFRC3TkzU9Pd0J8NXVVW1sbExcpZPhqk4pONwWJzqFlDR535V05v7zs6mpqQ543DZdcNvb2x3o2GK7efOmHnnkEa2ururGjRsaDoean58/t0HrhVS6A8qJWn7myQXBhcS7vRKwKBQpxEptcc8sBTn76DNVOcfsG4GCQjD3OvyeqaTte06ptRN83J5pRQ2V2m4qKVmH2/d3Ak9aXBQ05LXSGDhnBsO5ubkOiOz+Tas5aeU5T3Av9S/3JJMvOD/cH+N78p7XcL67yJ2V+yFpUSfvZL38YUgCXlVVE8qqlT+C3dHRUWfZJS9SOWE7BBI/Pzg4mABO1lWaH/JYKbjiMtKVA5/UqPm/J4mCZDQaaX19Xbdu3ercbrxE1IyRgiG19nQ3EHwoQFmnmWl6elrz8/Ndnrz63yB0dHSk8XisO3fuaGFhQaPRSBsbG9rd3dWNGze0t7fX3ag9Go06V5zdL7n4sl+p7VL7TGHJPCnoKFDT4mHYLIVb1unNewoiL0Zrm9SyqUVzXmhlWrt2ojBON0XJdeW6fAVQ9psgxsXOfCVauw8lrdt1swzz0TVVmiMKcbZlHi0FyqT1n39zc591pzJB9zIVH1sMXiPU+Pv403n4rA94XTYth7RcSDOXN4+Q53O9lpQdj+3w8LCLYLX3wsCRQFzXdedWyz6mS9DjoKVLaysB2/NrevZ5Pp7OdOXAxykXYCYvXP8Uws2bN7W5udn9no8Zh3WVLAD+nxprSRjlguI7RqZQg6HWNh6Pu98a2t3d7TRV/waRb9TmTzt4LyhdCUy0iKjdlrRD049Cy3lyL4ALzQubQi8XL+eGi5VaHufC39TUE4BYPrV0lvd806LIvzPyKl0pjCxKDTTpTv4g3fmM/JPCtbS/k4cu2UfOSSkoxuCarknSkvUkf7AtWmqcH/+d4OO+Z3ukIb0apB/L0prw3/nT7VxX7k/pXQnIORc5Nvbbz2xNunwfqNE6y7lmP1LOVFU1cTi7FPVXWu+Xka4c+BjlS4KH/+eJYzPJYDDQ/v6+JGlra6vXwilp9168jGpyoi86NzvJ6BRCdOMwPNsW0Hg87iy1ra0t3b17V4uLi7p586ae9axndd9LS0sTl5nmOKhR8puaKxeX6ZfnJ+he4Fg8/nQPcNM5wYNAUZpjuhUNqHSTcm7oyrMGmpog++1xJZ0ItrRMCMhJw6Rr1lWie4JHjp3jKSk8FMYEg0wG3FSSSDP2pW/PgoKvNF8UtAxBTwWL9aegdd/SSnH9VOBoIZB30/3r/tAllpGIpEfyclpO7pfBjoEUtACdj1ZNPmPqU6ITpJi39BMcl52uPPgYEHKheuPTQmZ9fb27/HNjY0P7+/vd1TulRZdaKAVCXiLIfAkqDsPk+xJIuYxNc4PR3t5ep/3s7u5qOBx249jf359oY2FhYWI/SDpb9MfHx925Cy5k95NjsVuMEVgUdl6wdNtxnJ6XkhDv09By4boOCgwLSwrfdFGlhst2vVmcoOo86U/vS+7rRQEPOdcsx34mn5GuJcuFVl1aQSVw4s9a+JOb6yVacT76aFIS3MxXAhintDpK9CXAsK8lK8j9JN1S6Ul6swz5h32XytZuKdqUfc9PycXM/lCRS9qV6Mj8F62rpzNdOfApaWVknhRgU1NTmp+f1/Lysm7evKnDw0PdvXu3+10fbhimBUXQKWlVmdftURCxHudlWwmaaaYbgByePTMzo62tLe3u7nb7Qbdu3dKjjz7a/dLqaDTqgIM/TJXWAxPHY+GcoF7aH6GrzPXkvFBI0F2SoOx5Yz4KePePc83FXHJ5cHxsz+Pi/o6TN3BZh9vzd2rNJVcWgZGChvefJV+nxUqhS1qQVmyP/chfKPUnN+e5p0Bhn9ZLad15bczMzJyjT8nCY72Hh4edJZNAyHXMOWDEHBN5wmUyxJuJ88e+ldZI7o1SobMVlpZPuhm5vky/BP7sW4JuSaFhXZedrhz4SJNnK0qaTmnBGYAODg5069at7sZrR5/Zb8vf4WH5khDlxaapuaSFwD7mFfAli8taazK8o/X29/e7nwO/ffu2Njc3OxC6ceNGd6ccQUiaPHOUWj8T3Rn+3/3NqDXS3POT4OM60jKgELPws7beJ8CyvPNKk4I9BRgBzfsSbJvCJ8GRmngCGQVeullcb/IO2+H8U4hRKfHzBL+LLIfc4PZ4ze8nJycTh5hLoJfzxzn2LSOpIJQs3QRzW45uNwU+LQMK8NJaSesrx+6xlCJlPX8ElwTtUhBL0oljJJ+znyUrtaSouu7cA5PUBRglv14HHFxColsiP9zYpBZk7W44HHbhy+PxWNvb292Py2W0TB+o5CKSyteDOK806YvuM8WdT9K5MWS+k5MTjcfjLp8DE2zJ7e/va2VlpbuqZ2FhodsDy77nIufCoRD0Oy4auq4oxNPFQAFJUKZGbysqN2VTwJYEIfuYGm8KPwNPRlb11Z1WGRNp4fpo4VBAsV6CD+tKjZfvGO6e4MfvHA/7wz5Qe0/liEDtNlnGzzinTgSRpD+FpIGPYJQWZdKaY/A3gYN1JwCwr56vrD+t15wHjod0Sa8I+1vqQ64PafISXtKea8WA7zK0YB9GunLgQ384J5EaR0kbnJqa0nA47DSgweDsqh0LJAciJGOUhAET81NwMz8FSAJAgpJ/gIqCPS0v99d7Qfv7+9rc3OxuTlhZWelccMvLyxMA5P5y05JCyf3PCB/S3N9pUbB+CofMn/QjeKUWXAKDnGt/0xffpw0mCPSltNxYNt1Og8Ggs57ZHwJQAk9q39a6yaPkDwaTsB1q7wSbVACcJ4Ws9+tMe2rc7kOCU85vyfJjH3PcXFvMk/u5fQodwaUvcq00d+RHlqHlQYWppJRxr9b/81l6AdKaM98wmpB9TguPfMbrm3jby8NIVxJ8+gRRTrJ0PlJmOBxqbW1Np6enXTgzw68NSCn8EixK2qTfpdaYgtnPmficAq2uJy9V9JgkdZFwFrJ2pTk6bnt7W6PRqLshwRes+rZtX9vT9xsrHLvHRE2NgE/au4/c20pNNoEjrY6SFUZ6pgDPAALOBQVoujbupd2y7XxuQOgTAGmdlT4WxCkEKZydl3tRTKaxrRimdBXSTUNrzXkTFFOYs0+mYUnpKgl9WnvuF+eJdbrtiyxPP+O6dZncr8y5yPXHMfbxGN/TAuHznE8CLfN5nec8km7+m4FOefg3815munLgMzs727nIkvFTM5cmrYyZmRnNzs5qbW1N09PT3d4J3Vg7OzsTC52pzz3FHxtLhihpyCVGcV2OSKNwZ9ixNAlc9t2Px+PunX/eYWNjY+InG+yC8/7XyspK92N3FKIppGlVmJ6puZL2FOzud2qGGaZ6cnKi2dnZjp7p+qFwS0sxXUFukwuf88H6Mmw/Lb5UMpIX+I4aeArj1OwvshBI+1Si6JbMfjFQJK2G3L9LrT/dkAlKrsuuMoIY+SV5m8BTsnhL4dupaHCPw+X8zX67DbqwrFilNWeeJCD6eAGDUMynzkMgSADt85SQhikDKE8oL6jE0ivAPP57ampqwuq+rHTlwIe/WSKdaZ/SpPDhBJLpHf3mH6XzwUNfSjoYDLrzNQQVaispZJ0o7DJoITUWnk3wdwpnji8Fg7Uvulyks5/39t97e3va3NzsQqcNQL71wXtDtorI6KRrusOowXq8/t/zY/ql0Pa4rLFyIVLjZP6L3AvkB84Xy6Ww5jhK1kZaIhe1yz6T1/osKPYzBXbmoXac+0oEDtObl5vSrUOPQc5FzjdT8n1d1xMWGIGCrmXpDAxSIfTfpR+By7mk0O2zqqys8Te+rGiyTb8jeLA9087l6rqeiIa1IsgoT/IPx8g5LoEO+YeKVoI+58c0TUAqWVGXka4c+OQEcmKZmIfC2WdYBoOBVldXO4vHAvv09LQLYbZLq2StpHabC82CwIzcJ8AInu43o8jIZAS7BEEvZpr/1tgODg4mGHl+fl7j8bgLTjg8POxuz/biS8D1okhXRNI6NX3PUcla8t8UIAa5dHXdCwxKIJP9oiXBdt1P0jldLX3tUQnKX4dlooXuviVwl/rpsimUaAnRiqNWLKkDgxSOzFMKmDEd0wVsfkg6M0qUdGHbGRWX7mTSPS1w9qlk1THq0uPOgJgEn+yrn/MAuUHNc0t5U7qRoSSfkr7J20knrj3SIZUd8kWffHk605UDn74zEqkdlYQD3RZVVWlhYUG3bt3qLAgL33e/+9164okntLGxoYODg3MXD5YEqU1fM4Etk9PT086dZJcFNTTmd30ZVUShzEVEYUKfsJ+ZRqenTYg23Vzb29udVbS1tdXdF8dbwOfn5zsrkdaPU4IvLRduYqdrp8+K8bgS2KltU4NlPdwz4MJk/yh8COYENFqfmZK/WL/Dl912CoYcj+vrS2lBcZ4JZNTsk95MFvQMaXfdF4FP6Tmt9gy7l85Hm9Hy57yUBCc1/JIyQeWM4MkoRtKJfELLnuBDoc56U6FLC5nglYpa8gjnvsT7XM8EH/J0WoWuhzePXGa6cuDTF8VEJuIEp7D0JJlJhsNhN8kGB3/Xdd39zAGFS4anuh0+4wKnZippwofM34jJcaT2aE1IOn/DNMEnk+vhpap+ZrfC7u6ulpeXtbi42Fl8FOJ0zVB45uJweyk8KbT8zHWU5pFCniGlJSvE9CC9CdAJjvcrEJwobNOF6/Y4Z6U5csr/U9iloEnhRsGU9dJSSwHYZ8VyHliGAtbznvug9iIQDMi/5B3nSyBLK4d9T3pyHFwPBDGuCQKzU+6LZTsl8E66Ja3SWkkAZd0sw7krWTxOae0nb1yDzyWl1OioAdD1kcmLja40M+FoNOp+fG5qakqj0ajbG7l7967u3r2r8XjcHUilFk+mSVPYKQUnXXTWPHkTAfdW0sQujcvfqYlz8dd13QVr2M24ubnZCfbd3V2Nx2ONRqPOSnIdkrqr+aXzvx1Dv/VFAo3v/Ix/c/GzjPeGKNRLc8t6EgBIpyxb0vjZb84jacC6UyFJn3wCAvOQL2g1lAIYqIkTFHJ/LtvhXpAtWPMJ85cEfd6qbH6yWznBx2CTLjBaIjxX55T7pPwNIvanZI0lz+W+juugezDdvCWFifyYAMl1n7zmsunlSOuGbZHWlC8EI/K31y6V2ctMVw58UnNLQS9NXvHCdzzfU1VVt7cxOzurxcXFbgE7Imw0GunOnTt64okntLW1pY2Nje6qG+57pOlO7cWAyAseycx2yfm0ODc4PQ4HWZDZUqtzO9xk5UKza1FSBy4OTtje3u4WerrLGBFUikzKxcE+lVyJHDuFBsGWVlKCCUGEAiITnycfUNiX+CfnNQVyaqn8UBDxQ7dUyR3ldq3Bep7p8k3Lx/3m/gZBwPQeDAaanZ3twEc6C8tPwUYQT2076ZdRdbRymJiHFmJJUUlA5rrKUOMsT/BKoGXe0lo9PT0fNp9u4FQuyQ9OqeSQpgTWdJ9yHk0zuvEJdHVdd16YDHK5zHTlwCe1hRQwKQidnJcmsIMCzFS2glx+ZmZGy8vLGg6H2tjY0OLiYheM4Ig4uoSoaeaCY//cX7qweLgwNT66k3jxKMdmhqYGbmaem5vrxue2KYAdkOA+M+LHP4ZX1/XEdSqlRcgT6yVLjO64BGIKhFLAQR+QJNCllslxkV4pTNMqpfs23R4uQyFZOpvCtq2Jsw26Sl3WFrDB3lGZ6bpJ2lD4Og/dhXQ3OVG4JihQ4/cz8mTyEPkwD08yJeA7XwI1x8j1yag7tklgppvPa4rKnOnrsrRWkkdoZZB/kw8TsLIOppKylAqK62LQkWmVlk5JgbqMdOXAh1oPF7tU3sDsS7RKuJAMQFNTzYHU9fV13bhxQ3fv3tXt27f15JNPamtrS5ubm90vkDpijL+QShdDApOZzIImNV4GRaSw4ELgMwKQGdWuFtOGzJ208wI9ODjoLjA1vf1uYWFhwtVCd0zuNXEBpj+6tHD7QCWfkW65b2Z6lOhNgUWLgHkMfAxzT5CqqrOfpyY9uW/HsRCYU2OngsD5sMXpM1909aaLiC4pzj3HZ2GcoOB2/LcBkZo6FSTSLYMXDBB0Nbre7K/rdp3On/cQ0ioxrdLCZD6uK+dlf9ONyfFkfwkaOQYqFXxHhZjzST4zXySfci7J72lBs7/p7rzsdOXAxymZg98XJTIuAYjCycAzMzOjhYUFLSwsdNFgi4uL2tra0p07d7S9va2trS1tbW11PwBnc9gMSPeRUwoLWmSlSDceaKOpT6uJWiuj4qiJpUuOAtBC5ujoqLvxgfmceE0P+5/uB2rFg8FggsbMn64Tzm/OGbVqjosulhL4lKxl8g+FJkHDtKSmzw323FegQEzhUwJ+/02g5jOWpaJEIZpWXgmsCUp0LXFuOYYEUVrcWS/7XRLctJg4x+ThBOgEMLabFo7bJeiUAiBcJq2Y5F2uWdKR5ZPGOX6WIV/RY5Br3eN021SCcp0QUK2gXIPPJSQuBC4S6fxp9QSatIhcFwWZhZV/onphYUHD4VDLy8sajUZaW1vTzs6O7t69q+3tbd29e1cbGxtdyPL+/v6Eie99FB5S40lqClMLF/fHh0Lt+vKYzJS2KgaDwcRPg6cbxXtOdV13wJGaJheFf2aZ1hgXPC0gLt5cYKQxadLn5vKYqAikAOHdVrQOvaeVlmYCWrrTnNhn+uOp+SfN6NrJdlPolRQN9q+knPQJqVIduafE/QlqzmmReVx067A/VM5SAUoLhGDlOkpAyX6RH9KdS7BMUMw2WY70J42ooBBMqXzQo0C5QJqTliUlIgEt+YBWO2mT65ryoOTG9Fq2q/6y05UDH1or+Zwbs9yAzXBrCgpaKdSsKSANGLOzsxqNRjo4ONCNGze0t7fXBSL4l0b39vZ0cHDQaXxHR0cTP/zmReC9GGq13O9xm/5ZhNPTU83MzJwDS9c9GAy6YIGSC4Y04HkH33xAS4lnm7iBa7AcDocTQoduGkkT9LeGncoCFYYEoLQQKAjoSvTCT9dVySJO94ZpklqjecaKgvOTPzJc17RLtw5BK11Bzp/JQotuQNK15Gah1ZP9oKVDwepypncqIc5XirrK+aOwdV85r5wH951z7HclRTHpmSCadSRQpzKaY6G7kG6tPNLBvvdZO5YXCT45d86T88L+W2H1/BB8uKdlF+V1tNslpTQxPWm2LizwcpEwPwUetbCLNGPvdczNzWl+fl5LS0taWlrS8vKydnd3tb6+rvF43N0X52gyfwwOFkTU1i3weZjSgGcAnZ2dnfi9eEndTykMBoMuFJxaFpmWwsQCPPPRUquqqtvLMsjNzs5qPB5P3JBtek1NTXXRe+lmsoDmok2tOX3j2SfOBTdmc2GTP0q+eAt11t+nwbINuoZotaZAMk+lts/8dMdSmWC7CaK0LEuJQpsAR0WKednvBGjSIumbdeQ42X4CXQrrpB95wrRkPWmNsE8lhYi0o9JCcEkrkpZ3aU75d9LK40oASvpImuDBBKscTwlECZZZ9jLSlQMfMm5ODhmj5HrIelJLZh2le8loLczNzenk5KS7Nfrw8LA7C2QQMPh4E9+/HeS6GPZ6eHg4sV+UlouvwrE25LIHBwfa29vrQMEg5jb6BAYj/ehnPjo66kI8HWnl/hnkXG5/f3/CHWGraGFhQXVdd5adNOkapUCh24Fzxcgs7nWkT991l4S3NBkIQK3ZeWhBU3hkPv/NeSm5xlKQlT60vNI15DlihBv5r28+/Tfng3lSkXJKNxO1d9LFyhzrzKhEWl85rgQ5WhwEao6pRM+S5ZPjcpncP2UbdAPT+5HznfOV5wizT6V+ZV0eY46VdfSBYEkxKoH2ZaQrBz7SeS3CvvnUskqaNTXP3IegAOQCMtPSzUK//+zsrE5PT7W0tDThOrMwt+A+ODiYOEcjNYxjy4JnLxg9dnJy0oGbBTHBx0J+bm5uAuRS+/O4LUTdVwt2A4/DtbnI/H48Hk+Aj99JDSAaRN0WrTu3VxIq9PeX9gAIyn2afPKIU+4tJA9Zkcn2+0CNVkVVnR0ktLC7SAO2YmM60/Km8OYhTAYNpIBOy8P84/WQY0nhlQpbrjGGN9OqSdDpc/twbBS02S5plRYy564096S16+CFtXRDcv0TdOhiZt/TUudeEeck6ctE68n/W6nLw9xc9yXlKtsgPS87XTnwIYA4WVDyORlZmrxWIxc483OhUEimAEurSJrUIlN7s1DmGR73gT/t4LYIrH5v153HLDVuN/9cwt7enra3t7tfaOXeEzdXvYFM95UXhAMXKEDdD1t0dd24Cb0X5WczMzMaj8edBcbIOFtvHr/p7b2kDKog+JyennbzVnIBpRVbAgwCAPPRFcYyKeTYRlosyUvse+OZchMAACAASURBVIKK6cBN4j6XiwWohRxvW2YIdtJlZmZmYs77hCMBi4BAq8TjyP0qK3x94MLntOAJ3DlvjMgzbQg+GcyS70nvqakpHRwcTMwX3WUJoMkX5AlahLQyCJh9Ic+0Rl2X54brLWUX6+c8paJyEeg93elKgw81Pun8tfFkHjKJ6zGT5qS6DBm0rw9M3IfIvlFA8eOzNb51gEBnQLCgn56enggqkNS5zyzIOa6qqjrmdjKj+5mBgNqY2+b4LejcR/8EBQXJ1NRUZ8UdHh52FhnB3v23MHUouy1JapKcQ+l8CLLHw3SvRZgKRbqg6AbMuih4KChS82QfPRcsn26SvracEggIgjl20uapCKS0aEr1cO1xvng+zeXYd9JgMDj72fus00pBKUKSfeH4s03p7CLfBAW64Cgj3IdULtMySkW0pDywTwRsrwN+97k+s372h2uzzxp8utOVA58UTBZkaS5L56/Zofbg51yopTrcDvOkptPn46bWxz7RJXd0dKSZmZmJK3vcpq2eBFgucGpB/lVSHgQdj8cTbScIlxI1a+9bUVA44IDgY014d3dX8/Pz2tzcnDjRT9eU+zo/P6+VlRUtLS1NAKrrTUWiZGmS/glOFFykKZ/n4U9bZhelFNCpuKRAMj0pNEraa1rbOda0qEu8x3FKk7x4r8Q1QEsjhWcCQkbU0XLI9eL+lZQcziMFL9esdBYgkuvFY8j/KbhLlqjrSkuUCo4BNBU8AhJpXgqAoQKa1lOOOYE7eTct8GvL5xJSugfIfOkGMPPQp0oml85H9JDhKMRyIXEvg5aM68xv9ikXo7Wq7Js0GWVlN1cCHa0eWxA+p7Szs9O5rC4KRCBYmqm9x1PXdbePZFqaBpwTa6wl92buYczPz2txcbG7JcK0G41GXf9SCyyBueeUiggPzaZmXZpz9pX8lCCTvJEf1p2Clm3yGiLydQIMrc5UnHINmA9piZLXSm7AFNymc/Js9q00Ts5Hgl0JoDmGTFS0EuicrBgxYi1d5LScUriXaM6w8hJ4kL9T2SiNocSjpHPKh9zXS15Or4npR4/FZaYrCz6c2GQw/y2dv4FZmtxk5WZumrjpaioxcEnjuGhxU4C6DQIjN0ep1VCQMOKGC4NjsJuOtxrYuiINODa2aU3QoDMYDCYWe94T5jq5cKTJ0G3Pk8HHP9jnwAVqj54fh27TlcIwemrQ7APdogkWaSXl3LkeflKhSU2f85585vbIZ+6XwamkFDFfhoNncnkLZdOMe2XkE9Mh3V/kW1qq5gnXmzQuKUR8xzlwHVxHpE2Jju436+L82J3LuUqB75QAS/r676RzWiql4I+cjxIPlBTRtHy83tKCZqIL7xp8LilZ+7CGTm2npI3S3E5XkxdnHhgk49JUTs0z608tsOQ+yXwWPhTQFAbOZy2IAiaFqD8+wGrXlhe2b+T2Rif3g1IbpMbrmwzcLq2xFKR0BfgZo/+ks0Ny8/Pz2tra0vLysvb29jQej7W2tqb19XWNRiMtLS111xzxbJT7wzvYShYx/+cCJ105R3a7GaQ5D3TPcSyupw9cWN599y3ldrtS6aAQ4rMS0JXWBp+XhBfpkHUmLU2fFOT5LOlIdyvLeN3QmnVeXo2TFgetOP9/eno6EYrvdWTBnevfyWVT6LOPJWusZEFx3OmSZB19SkV6QMibXINciwmSpfDvy0pXDnz40wCcdKdkKGrCdK/Y4uAlkX1MYK2fCzWBhRqN2/U3ASp9ugSfi84RkLnpaqBG6jYsJBkt5vGOx+OJ3+vJQ6usi0LE4EN6kh4WlAycIHjnApyenu4O5O7u7nZBCltbW9rd3dXS0pJWVla0vLzcXXG0sLDQ7WVRYBCESMN0xRggmAiSjDzMUGjvpxkUMrrN/GVgpVZuxSFD89l304WuF7eVfJ38z/dMdCnmO/JYWjqlKDomClivD//v/H7muu61TtPyKVl5XJ+8m5C8SUDNukouSc5dH3gwlQC9pOxkKs0BaW+55Gd+zv20/DhloNVlpSsHPnYjcTLJ3FyM/vaeSoaLVtXZXWFOFuYELDMrgYHCNF0yrofCId18zJ93M/ksDBNBwe+omdOC4eYo/cXsp+9vs7BJbd3gQnokkHKxWCAznJrl0/VgWuzu7mp2dra7pmhpaUmrq6vd99ramkajkVZXV7WystLtn8zNzU3Q2EB6cHAwEWFH4Z2KC11e7vt4PJ4Aw9PTZrPZlqQtbobMm97Ow3Yc1cdbwhkhRlrQqifIOaVw9hktuqU8p+bZEtimS4hKTQko0pJIzZv9ojfB/ETPAVO6v1Kxo2Lg/pLXSUfyYwI1x2de5hrhWkxriXPEZ5YjqYiR35m3ZI2V1gTHZ9lVsuDohn4YwCNdQfChJpdmuIV2yb+aE9wHGHRneQFRAyxZPASTBEIKb7ebvnhqy7S03CdqQV7YFJoMYTaNLBC87zM/Pz8hVBgFx3Y9JgoY04PCgOMm+GRwQQofasY86+CbGubn5/Xkk092kXCrq6vdha6rq6t69rOfrUceeURLS0tdAIZ/0sLnmggsdPUxqo0RU+7j4eGhdnZ2tL293R0KNrj4gleDOe/esvW8sLCgubm5Lp+BZ3FxUYPBoFOc3CYPHXO+rCT5byoW5tvcdE4BSsWAifkTcEquIQrdUl2sr/Ssz4KhcuhypeCB5LlMdGE5f65rzjmtVQvuUoBKac8lgZvjYT+ouHGcSUvKKeZhO3yf+359+0GXla4c+CRYUFtITbG0v0Km9gLkGYSSZsioG9eVYGLmZz1M1MBZxs/4jtZKWg5ckNy78aa9NHlxKJnVIMc9FGrepT2N1Dzpkilpw3SxZX8NPqSB6+X5IZ9rGo/H2tnZ0cLCgu7cuaPl5WVtbm5qc3NTKysrWlhYUFVVEwDMfTPzQ2rBzu8+kZa+LNYuwdPT025/ipYP6UCA98cutoWFhYmAisPDww40eZ0Sf2WUfEYXVklzpqWaAjoFJP8uzQ3b5P+5LpJn2SfzTQa2kL9T4GY/CKzZdkmpNIhkHj/jOqIS5DnhmiWvlyySEhCSLrQ0S94O5r+XxULLne2TBg/L6pGuMPikQKQrhHlL2kZOIpnRzEMgYErBSa2HQtd1USOzkHO9JW0o+1kSqO6/BfV4PO5cMI6Go2ZL7d/7Df6pcAvtDB+31cCDcBnKW0oJ7hyrpIlN95xL09Pt7+7u6vj4WDs7O9rY2ND8/Lxu376tJ554QktLS91Pn6e7o6Tl2lpwBB+tZPfBB3r9S7UGDbvULES4VzYYnN3SYICy+81Wz9LSUnf7hA/U0jpwvrm5ue5WCIbzpvZtOvelFPiMgqRLMpWE9BDkeknBV7IMSgeVkw+orBG4Su1lPR6T54XgnDzk9ZY8dhHNSuBk5dNrrs+6Yn8yTJw07bMIs++lOeKcpvy47HRlwScXX2osqdFkXmpF0nmNigvLzJjus7SmqFmxLgpGt2+Lin0j03EPJd1YzEdXF4HObabraXZ2VnVda35+XgsLC90NCdPT011kXF3XExYVfyuIC7SkCSetCdQW4r5Op6+M6/MCo3Jh8DB45p6deYNzYIsi93Ryj8D09NVEHvf09LQODg4moqsohBjWbiAyyA6HQy0tLWl3d1cbGxtdpJ7b9mWsjuwzCBnA7BJiNCZ5uOR+SddoRnOmhZBWTGnvMoVflk/gYBnPAevtE8bkG/aB7aYrncoNaZCuR3o4aJEwkISKl5+5TN/eJftEt1u6yXIMfUoF6eJ3pCn5oESvy0pXDnz6NL6SduX8/lBL9jsyCF1PudBToKW2lyY9I41Kmp2BLC0a7oPYsuF+TroGWJ4abe4JcUyDwaCr2wtlZmZGw+Gwc2Hs7+9rb29P09PT3U+Fk160Gkx/9ynnw8LPmj034EsaYD6jBTYej3VycqKdnZ0JC6GkhRpQDXR2421sbGh3d3dCk6fLkaBvGs7OznZ98NxktBuDBixwfX3QaDTSwsJCJ/xp9YxGIy0vL3dW0nA41Gg06u7sGw6HnUWVNzK4fd46nUKfQRBUuDhPTASOdMllG7nfk+CT82oXIetjOfYrA4Gyj33uxuxfaZzmD/6eVXowaO2bN9Kayb2edKWX9tTcPsfI8aRXpjQXaaHdy7J7OtKVAx/68J288KkFe/LTvcLNRU5cghAXQgpZLjbuLZhpSi6OUjs05fsAyBp4LjDXSauLriXXxcg5gwAXli/0nJub03A47Mbun2mgyyYtn9KCpzDnpaEGN7uVcoPXdCsBvcfBCDPuEZkHqI16nHNzcxOCgdaNQTnPKxl4zGtpNXCOqAj4mwLKFpD3gczDHp9vejA4+afal5eXu2CLlZUVLS4uanFxcQK80wVmlyB5lRq2NfkU9NxrSvBInudcMyqUmn1aOIyGSxee6ZWHkHOPJL0GfZZSWv7JW+TPPvDhOmW0mdulUlWy5thmab/JNCe/EvCS7hwrZUeO8bLTlQMfm8PSpClLQc8JcqKZndoGFyPLUBPJ9lw+FykFQboOvMjMUBb0pXMwLmOm9SKg9ppBAdbYyfgWNhYw7t/8/LxOTk40Pz+vwWDQWSW2itwOzx/x8KX7WVogdkVZW7cLyT/CR4swNUkufGqGtNhKiYLL47dwseVjCybnzy5L8xd/WsJ9cn3kFfMGhV1qyy63u7vbCUCDj92QOzs72tzc7Ojjn21fW1vT0tKS1tfXuzNPtoj4U+Z9Lpc+VxQBhsAgnQFj8nTWwzzJC0wJ/OxHglHyQlp4FND+3wpX9inXPhWZBG3+z3VLKz/dbenZSDBknVQIEjwSKFmWZchrfpaK2mWnKwk+NFGpeTHm3UJgZmZGR0dHnRZaOpUvTYZ6GhTSl16yekrAVBJuFOBc9Oyry3sROE/J/Pcvi3pj/ODgYMLy4aJwf7yYp6amuo1vA5P3F9JCTLeC/3Y9eUDXz7kBb82Sh3xZF+ewpP2x7xSEqTBQKDjqzHtDpg0vX81LHj1nBB8/owXL/lGgpfbNeeNPBLi8wcxt+h6+6elpjUajLsJvY2NDy8vLWllZ6S5iXVlZ6faIrECwbdONljV5zQI1rboUYiUlKkGHQjznLefY7RrYqSBZyKYLy+0ylQR3WtJpibDvnKOcVwIlFQrTg4qs87Betk0QJV3uFTBAUCzRgPugJUvwMtKVAx8zjIVBaiyc3BRwdMtxAabwpynsZ6wnr3VhvtJicP0MAHCfWY8TtXZeJWQgs9vIl3J6T0bShKZPK6wUdm2BQwAxM2cEYd5cYLD3PgTPLQ0Gg87S4TyUNDzSoeRioNCkZuxv0o2uFO6RpNWX4bDmI85ZKiUM4c/5KtGVLhemFMpUQPztthx9t7+/r62tLW1tbWl7e7sLYDAgjUYjSepAlv2iO4v99xymMOaHwpNWivmGSpQVmZKwTFqxfvMa20s6Jf0I+Ky35LIq1UXFgG7btHII1NzfS48HQc95SuBHGUW3nemYwF2qg7LItL0Gn0tKuS8gTd5iwL0fC0gzjgWkN/DzvEdqLGneO4/7YMZMDSU1cjKGNVFqmSVt0ZFp/knqwWDQHXr0T3UbgHZ3d7uboQ0+jLyilkV/NbV3SZ3G730mutxKB0XtquMZGAqjvM6Ie1Eer/NkiDtBm7ROS4nC0aDHfSb+mB3nloBYsl4zMoqgUFrs5A0K4xSsKUAMlqkd13XdhYTv7e1pc3NTGxsbunPnjkajUeeKu3HjhtbW1nRycqLl5eVujyvdR+me4d/k6b610KeJc845b6SteSZpRVrSmrCykK4l10+3O/kl5znn0PNIUOR9cE5pjTl/Kri0vCgjCEqc06R3iaZObDvzuh0rpTyIfJnpyoEP/e6ppVAzs8bLA2ip3aZpb4HPEN8+bYpte7En87mM62awAwUxBasFkRnd2iyFiV1sXJx5yNL12c1koVza95J0ztKRzgI5eC+ZF87MzEy3Cc6rZ0r7A+6rhYPbLS28BH+Cn+efYEOhT0HORUphmAKtJCDctucqrYOc2xTYtHyYNzfSCZilmztoLdvFurOzo+Fw2IVu7+zsaGdnZ8IS8N5dWvnsSypwOW8ljTvBKF1cHBN5K+lWsqw8f7kfy/nqS1Zicp0mb7m+VGioQKYsMW0IjFzrfYpIyeJNS8mux/xwTea8pNWVrvDLTFcOfFKboYAwQ/nsSoKLk59nKHRGzEmTTMP6uCCoaZaYkQBEF8bBwUHnWjGj+XCiNXf3iYLIC4ARZbbwUlOjJVTan+HippAyEDswwZvyBDVHZrlu1pkuGgrfXDw8UJnKRAZjZJm0WriwmU/SREh8KTye85VAWQIe5imBGemRwOREq4H7CeQvhny77z7vZGC2lew5591q7FfOPa2zvnEkyJCH6JLi/FApYNmcS9KEPNDn2nSbBNu0IMgLfi+d3YM2NXX2syS0WkiTnEf2sc9Fl27gEuDyk2Nn3ZwPyqNcrxzfZacrBz6pVZFpuC9CgU6QMKOm8DIz0A+biycFB5mOgjU1TZbP/vpOM1szdmW5vzzAeHx8PBG6m1Fw4/G4y+PN9uFwqOFw2O1/ZB/MxCmIbeVQsPh2BLvcHHnFvStGw+W8UciWNG0u5HxnoWf6eF8rXSQOtrCgprD1wVlbiLTyrGSwH6nlUwiTF2yV5dgp2E3XdNOmhp/WGus4PT3tAMfg449pYx5mGylg2b/8O4GKbinOXbrpckOe1l/OJ8vleiIvug/uXyoDBLQcj/PRskqrM/tSGn/feiHdCBRsuySjEuwpO6joElizDvKTU87tZaQrBz4W8OkCkDTBiBmBYo0n3TapaTC/65QmtW3mcz25j0JG4sIvuTIMmB5fRr5ZoDB02BeFelxSo9n5Z7l9fsRnQ3iWgf75dDVQiEjN+R8LA9PK7kBbZxTOJQuB46ClloBjwPAcU+Pz+HwA0z8yZ0XDgRIeA4HBm8oJPimUTQt+yCucS7q1EizIHymcSlaF+5yKCc81EZhoCbm9xcVFraysdLxBvuF6oQAuWeolEPR3ad2wjnSj+RkDcPyMicBHmriPacn4ORUAWktpXZDfuC6Zsk8cR/bN/xMY2VfSreRlyPXB936WSm/Kj1wbDyNdOfBJZuTkpFmfprHLc08ghUbJfHa5FDgWEqkNJqBZA+TizL0UX3tDy8Yb+RZ4Fjp0abl+lz06OupcMEtLS11AAIUOrTQGEtAHLp0P+/atBKQh3WN955XorrM7z4dbLXhd1hv10tnhR9PM+0xLS0sdXfb39zu65mFc8or76B+L4w0GtBKcPI8pCJzyb/5PUM86kzbsWwo005TP/U16S9Lt27e1uLjY0crvFhcXOz4zDclL7Bu/c0zU2mlBG1xoZVBo0/oivbhGPFa2WVIsyQtpQVv5yNDjnCe6SvusoWwn10YJREtWTgnIc22lVUTvDNd38jRpReXnMtOVA5+cXE9oRqKQ6TMqLTWUZNbUUOliuEh7Sq2ZAJGC3Exm8DHzGHR8OJPvqEF6TBakDsSYmpqauF2Z7rbsB8foOinQqGXnGL0J7sg9Hv4sLSq+S1DIPRjpbC/Ehyh5UacFqsHGAMTxmbb+MGSb9+Gl8sI55wl46cyKShdVyU1H/mOd1NbTnUd+cT+zboZ8uw+DwUBbW1t64oknuj7ZBWsAslJjJcfjKVmsCQB91iyPAXD/IUHEvFWileefQtn8mvuTpi3BlHWQn1wfow7T8iOfkW/YFhXUlDk51tI64YdyiBF97J/rKAUwsf+0yEou1ctIVw58mCg4ydCeXGtlPFtT0uZoNjtx4tOVkgzPPpDRpLMNQ7rmGDCQ2iIXFT8sX9o3cb9oTeVC6xubx5L+9rRKuLcxGAwmbgAgaGTfSL90j9AS4d6N9zB4ESktQtfF8bFN0pOHXPv2m1JgGvDcvnS2t8PzThwLhWO6g/po47lz3SnMKHxyD8vp8PBQ4/FYW1tbXR285byqqo5mdIe5jbT+KYD7hFp6EFxXjqskkLNugnC2TfcwvQ8ZsZlKVcmaMZ8S/JnMJ32WUGkcJUuklNK6paeEY8+1nRYR20yZc9npSoJP7q9kooZJrYaLWDr/+xxcUM5Dc7sEYNL5TdGSX9iMwxuPDw8PJ1xaFFwWzK6zFPWVfUjLyn1IjZag4purvW/i516oPvPjq3VKjM76S+6OnBf3gTdIc2F6fh3UQBekQ7rtYnG9fsYFSgtT0oQllK4havl0D7rtqmrcepK6TX/yhcvxcLBpY77xx/zhOjLYIzVw1kNaksZ7e3uqqqqbx729vQn3ny1gA2lpfySVLPeHPFaaT0cW5t4OecE8zfkhLVJ5LK2xVNQIEgYd6fzdjCVhnevddZQUgxIYsV9pOZesRNfFWzPS3Z399ju79hlR6znsW5OXka4c+FALMsPlQsxFJZXPeFCYe+J5Ut+aJhcqrRjp/L4CmcopXTK0fOgioqZqwU8ry66i/JmFdFXk3WnJnK7LwOKfTaDlwYgqWyYl4eTE8ZluJS3WZT0W/gIpBQCFP4MmPOe86Zvgk3NON0y6d1Igpd886UkNlIIhXU5MnFMKOrqhaF0SfEvaNq09fhsYeUOFL4u1u5J8R8WmNH66mNk+14NBJz0ITJwj10ta0f1rS5qJdSYoca69Hgl0BA7Xxf5QOe2zNrMPSffsa8oVKr99+TgPfX3JICTyDel7menKgY9/+MwCO7VuWjcUOHkDcTJZMgwZgvXUdT2hOXNR5aakU2olNLupfRHU8hYGug8ttBkh5+gvh2WnhmiGJqjs7e1NAAsXAq928ft08xH83A9q56QR6eT6PA5bXHkrucfikHHva7G/5IPBYDBx0NZj8N++hqj0+0S8XLSk/brvzp90S+DJq4jSTZTuR/r9ySMlbdv5yae0JM0bdlcOBs3Fsc5Lt6X7l8I292i4xrgf4bXGsHXOY9KAHgiXTYBi30pzkeHbBLL0clAxNO9zPkuHRkvh4QTXtNBYjuMxD2eABr0YuR+d4NoH6ty3lB5O9NuVAx8SmyZoJi5OThJBKjV5T3Sf/5ZgRa2JjEcGTUsr/cNp+vOEtxc0r7phODH9xI5gMgjxlgYKMffDbhmDDzX6BF6P1a5CA4wtloODgwka5dg4H54L/2+ri9o8aUsrka4TAnFVVZ0ryfxh8HQZ087XEBF83Bfnp5Xidxaq6SazoLGl4uAIu6IylDtdTelaS5dU0sR0pdvF78jP/vaP2Xn/zDy4vLw8QVcqZZxD84rHb1ciw+4JfB5rXmRKFyh5IRXEtFScl+uRwrjPUkzlzpZmzmfyqxNpyflKa56WPD0TTtx/Ik8l4LuPBm3SNvmCcoUu8j45+HSmKwc+aUU4pYZGDZqJ/6d5SyFExjUDkrnJsBZEuaGYTEEm7Pu4LVoGdH3R/GZ9/i79bIETBT+19z4ae0HY/WVBZitC0oSlIU0eMsy9pwxe4GKlu7MkPExnWktp/fTt5dktZYvAc5l7Dk7UpN2u86SFLE3u49kKyz5k/QYtt+H+W1iX3F3k2ayb2rvndjwea3t7W/Pz891PNvg6JM5VrgkqK+kB6EvpLqIXwHQu/XQ6aZrKEsdL2qUik0Kc46D17X7luiHYsn1a9A7gSBpwrZgPyV8JPDlmf1yWwSqeV79PBYxXjT2MdOXAp2SRkNHTsuj7OG+fe4xacEkr93MDD6/gTzOeQsL1MvIthZnBwZFgtjC8L2PG5mKmCy9/uZKWkseZ2ruZma4+SR3wLC8vdxrz4eGhtra2OuslN8Knp6c7AEzr0248HqDMKL4MpXWf3F5Gx3lMCWq0vAiSbocuKwqB1KRJrxR0g8FZVBwtw7QicjwpADnvHA83lDmXdCNnhOTp6Wln6W1ubnZXIc3Pz2t1dVVHR0fdbQgla8H1mbYlhSfLUSiSf20l2S3sOeGaZd2pcKSyScXONOO+RwIHLRQH9nCPznUwUYHiuk03aSoiue7JJ6lQsaz7ab5nmwmIaRVdg88lpmSY9NN6QVNb8EeajMjiJPqd2yAzUYj1LRAyXGqB/Pg9AYgARZeENf3SdTB2NaV7LdtifRTM3D9y27RKDHIGMls+XiDHx8fdOSJvFNv1xBBlA7T7wzFRCzVNSsBDi4aBFk594yM9CD6p7fa5fDx/ffsf7HPyBIU455u863oYGUcN3e2x/dJ5KIJmWvHe2xuPxxP7hORzroe0GKi45D5nrgnXyYAYtmdFwzQgr5aAzXVTwJfcj6U1WPI8cO44t6mEer4IFFxn5GW2Z96VNMGnOUb2L+ci28i+U9FzuYeVrhz4UNCWED8FCMGCAjkXRt+Ccjsun+6kFDrpxqF/2vW4frtaSsEEpXvI0q/ucZBpvcnOcGm37b2e8XjcheTSAnFeR05ZC6MFZitEUhcMMBgMunBQ/nKpLTNaHKSFFyQPc/I3jEz7w8PDCSDKBZgAy18hdf4MJ6fS4rwp0NLvn9ouNVL2w+UISs6Xm9npcmLIsOnGEHiWN6AZ8KnIuNz+/r52d3e1s7PT7XfR5ee5M8+mNWJrwfOXbjPnS69C7vHYvcu2WN7PEjBYb7rRSCOWdx8YEEOFrs91xr4YRDJwgvNG5Y1KE/vF4ALyi/m59CnxGvmx1J+S4vR0pysHPsmAKSCk87++yGQB5oUsnd8HsiBNTYnluQlO3yvPfzCZWSngqBHnb+kw0IBCh0KcC9X9Nfiktu93/PE5gxQXCt2H1MilRnDYXeNbFezOoSuDWieFBl1MzsezNLzJO4VLgnpaKiVA8FzxV189ZmqlLpdgwrkrCWUqKO4r3XclK875OH9UIJJXc15MU0eyjUaj7golA31VVZ071JbPzs6Otre3tbu7O3HpbgZWUEjT1ZPgwvGk9Zoafv6KK1NJCJMOSWeu/7RAWN5rjYpVeieyT37mMRqk+T/5j7RyXroVcz+U3hTXQUWKrmDyJ/mPayqB+bLTlQMfamzSmSlPBuREcPJK2oU0yXQWIMkoTi5zfHw8sTC4ikcnPQAAIABJREFUYVyyyMisJU3IDJd3j1FbS02IfaTFYE3ZrhYuUv7sNuumgLPLylaY23Id3s+x1m3rxP038FEDTnCwVdAHPJzDXHipKZuW7I/LUfhwr4ggwbK0vqjgpLVGt2kqQulCNIi7vPfW6E6k0KW7kHPu+Z6enu7Cz5eXlzUcDrsfHfQv2kpn+1y+Od3RfqVDvaZV8iv7k4Kuz8vANeq/01VKwZlCnXkyf7bHtZv8YD4urR3WleNxHaSR6UGhn1YvfySSSlMGGzgREF0PlV5asazPCm/uTV12unLgk1o0FymtGYJEarrctGeikKb2l4KQzMHDod6HoVbIhZUAyOT+9928nH5+hve6bUZn8YAomZgWT2r/pC+1WI/DAnppaam7rNTAY8FGNyGFZS4cv8s76NxWCcBT+05QttvPbTBaMBdxaur86W2DKwMw2B9abR4HNW3PR+nW7+ShHCsVKSpTbss/KbG8vKzRaKS1tbXuIKn3eO7evdv97LbBx643u9/MA+4fgbukTVNZohuxZLVQuTAd8/ok1l+yQAnECVIU2iU+yXVV4p+MdGOblhlpmbAeXrJr0DGvsF26lKnAlfi61E5JYabLv7QvfVnpyoFPCsvUftJFQ7eSnzlvagwlVw61EoKIkzUbLtg+7SUFDZ9xv8KfDA7gGFK7ppCz5WEgczm6AkruQYOXGZkCeWlpSaurq1pdXdX6+rqGw6EGg0En2Cz4JE1YTLYIuZBtWTgqzoI1acQDxSkgOD9pkfDcT2k/g4Kf80Y3kwE+hYrz8/4884CBp2T1uD3XXbI02F8qUqTVaDTSaDTS6uqqlpeXtbKy0t3+cHx8rN3d3a7Ph4eH3TU7GTVpMDg5OZm4DihdbX6WWn/fXKRr2eXNWyV3HYGrVDfr5/99ezhsl+3lc1podBf7fd4C4T67DJXNVCxZF5VlBkblWLnP6dQHSln2XiD8dKQrBz7cHObE0DqgJpLuNWoJZLhcAFx86VOWJhcbU2p07pvr4SYoF5ABJ4WE/89Ne1oVDM88OjrSeDzuPrydgNYhXVKkj0HM2tri4qJGo5HW19f1yCOPaH19XWtra5qdndXR0ZE2Nja6OfF4KDhZPy1FBiXYTcH5ohuT18KkGy8Vkdwg9iFYCioLBc5NuhpTMTHguL08/MrQ55Immm4f8gS1efK5aegrhqwA+Nvh76bjwcFBNy8OteavndKNm+7cHJ/H4ZQu6FwHtETpfeC4TZeSAtDnOkpQ5nMCDxXEkksthXpaalQaS4oB94cJwnmbAxVE950g6DVI1xkVnxy3E/uU1ubDSlcOfJjSJPWCoiCQzv8WD33ZpWiWXAy0XFLrSKuGzE8mdbvUxOhLJ2Bx78cgRDPel27aarBGdXx8rPF4PBFUwJBjCgOCj8dsMHPdCwsLWltb09ramh599FE9+9nP1urqqobDoU5PT7WxsaG7d+92gRL0kdOP7vFbu7YWT+BJq4yuOkdz8dqgqqq6sXt8tBRMe97AkHPMZxYIdLPahSedv76Eez0MNOBc2wqQJgMnMhIq+cdj8RiXl5e1urqqtbU1LS8vdz8cZyuIPxTo33Piz6YbbKmFl/YzCd5pufh9rjmOlf1Oepf4gf+TZwhkCRB+X1pvqUSmV8JlCVgU6BxDKqxc6wRs8wYVEbZDOpJPSO8sSxp6HO4DD4Xz+cNIVw58ShpSamvJ3LQSpDNtkz7TUuIiS4YpAROFeZ9pzws6uV9A4UqwoIbqd4wQ431npRuqmXKRclzcpxgOh1paWtLi4qJu3bqlGzdu6DnPeY4eeeQRjUYjDQaDbn/HFpYDDuznlyYvgbXgIMBR08yzTLbWaOWkK4P0K+3/GHwYyEBBRwuUrk9bPhTSFMzkj4uCTEyDBByft2Gof/Kc6biwsNABz9raWndDAcGFLq3U+jle0z6DKkpuHFoKfQI4+Yjz7bGTxhSo/Juav8twT9K0SMugzwNCfqG3oETrtEDTWmMfqTwSfExH7uvQGkzATkAtKQFpjXGcCbguc9npyoFPKVEDSe3H7zNCjguLgsl5LAhp7tJUttZUcjukv9xtWCg6D59Z8DkU1kzOQAMvQm86D4fDTsB6z8U/IiZp4lS5tSa6ANymBZjvArNrbWVlRY888ohu3LihRx99VCsrK5qamtJ4PNbu7m5n+WxsbHR3tHHvgMKDwtwC0DSk4LfQGQwGHQhwwfpqGG5o84wU3R6O/GMkHS0BfrsM3aAW6glAHpc12dyfSQHsj0GH1/xQABEoZmZmNBwOtbKyomc961laX1/vgJ/WCQGM9ZpeHq9pTiuSAGT+puZeslyYEnioiVNgO2+uWe61pDLH+cw91bSs0/IteSCyDwlYVBBKQMk20w1XUkyyb54D9iHddQR4KgypOJX2ua7B5xJSIn5aJP47tYO+xUCgohZZ15O/p1OyoEr1ZF+5YAiMFjBO+/v7E1e0uM6+9nmgTToDS7vZ7JIiw1ZV1bmXUnt15Jn3E27evKm1tTXdunVLa2trWlpamtjU3tra0sbGhra2tiYALy1JClhaLB4fQ70zsILA77IWsCmwSXO+495SbuhSOHC+SnOY801Bx8hIz23WQ75L2md7U1NTnRLgvTbv7XBPjQdGJXXnmbiv6HeM5GMUnueL6yX7yb75HftNvs68pncJmBJ8ss6kWQkIXdb0d9suw/1IznlpDysVzVRMaMX5mddS7imWaMd1XKIzeTd5wooW18NFfHsZ6cqBT5r00vk9Gn5zUaTpSo3DwrnkWnFZWwcEOZZze+kWSuHIvpQ0QFol6Xqwu8U0sBCyu8ruM4KkraJ0w9H95+ACA86jjz6qtbU13bx5U0tLS1pYWOiA5/bt23riiSf0nve8R5ubm13dHIP7Qk2V9PdC9b4WQ8uT/qenp501OB6Pu/u5rNVzr88KhLX6w8PD7hDm3NzcxCFazmtqmiVffPKEaUftPMfJfKm80HXjcQ4GTTi1rc6bN2/q0Ucf1XA4VF3X2tnZmdgP5FxaAeF82Pr1/pDdqQ5t71sz7D8FcvJx/u3/yQelNUi+L5WnApb0JC0TDNLKyf0hryPnY35aKSkn+JwWCkGLtzhQiSJPJMC6j+Zn0ijzkVdTMbsGn0tI1GpMfPpFS/53/583xlJTYQRQVZ1dw3/RwktTnMzTp13RbDbzet/EgQI+EOi9lKqqJi6v9D6PT+z7W1KXx7/j4iAEu4c8LjK0o6lWVla6UOobN25obW1Nq6ur3S95+qLKJ598Uk888YTu3LnTXdlCOqSGWtKCpWaROrKPez3cI6NmuL+/3y00/rAc3SB251lJ8N6YAxwY+s35pAJAviEvpbXi+fV8eIxpWdI96/ysny4fW2mOMLTLbXZ2VuPxWJI6JcAgRMFnoHagigHIFq0DFcwfJWslLUrShEKZfE26pLVQsjroKit5D2gh853pRcWgzwvieTBtaR1RKSKYmYZMaYWxjczj9jKSkIBMPqMnJGnPdu9lLV+DzyWk3F9xojskhYt0pi3xgGMJgKwVM/rKTMb3/p8unGwrNWECJk313d1dbW9va2trS5ubm9ra2uoObZ6cnN0oYF+9wdHA4qg26ew3XHwfl/tsl4wFPbV1Bxk4rHpxcbE7NW+w4xX9Gxsb2tjY0M7OTneVj3Q+Isw0If0okOjX9yKlxUg3GffTpDOQKfGHBbxplT95wIO3dKUQIOyusYsvk8tQkFKTpcCjNee6Ejh5jmh6elrD4bCbC1+dI6mLLHQYNX88zu0zoMF0tILhA6l564L7lkpWaT8oEwWy//eY6QLk/Dpf7rPQSqEg5nyZru5fyTohqJTAkXKEY+0T7i6XVm/yQ9IlXWpUSNPazHL0pNA1zTkzjUt7Tk93unLgw01eagzSGWAwokw6HyiQWhW1FNdb+plhafJQqXS28FJjJmNxL8n57CrzQUADkAX71tZWF6mVodWDwaATQhY+UiOQec+XtV+GXtNatEB2KC81Y+4NGOx2dna6vZ7t7e0OHO228zi5/5EaHF2JFrr/P3tn1txGkmRrBzdwBSmSqu4em/n//6pvmU3PTFWpxA3gJhHAfZB9gS8PA6p5KWjMUGFGIwlkRsbi4X78uEfkcrlszwEgOE3Y+1Pw8JwQkGPvBetEANpoY0NJ5Prly5fBgs6YlZ+dtApUqI0CMmi0nsppd3e3jo6Omgd6fn7eKDLTRwABTizwqwuQLZQUm4EBFwAKe5U5Tz3P3sYnPY00zu6fr0lq2cbZBiyNFe2wB4nx8TjmfU5+ITHF19AHPst+mjpET/CsnqfCmGZMuOcBOvnFHnZPr1BvxkQtm0lXb6JsnfGpeo/WMpCcfGjVkFoh6yTdYe5DeSX6stJMIV1HX1C3M3bswpOB5kXl4z2gTfIIGgssgsyJ0ng9KFGMECjeWWeHh4ctu419JKBjFCyeEwdUcjwLigojhnL3IuU3VJ/pTfqA8QKRGyHigVhJGf0lNePPrTRyPtJTtUJMZMk1NmCJ9jNJhHmk37ST/nn+6D9zcXl5WRcXFw0EmFZm7plb5jX75LHFsz0+Pm71/VGxMnU/rUitMAEPNsCZEWaPJylNtz8NAePVW+MeF88t8s3feIFus4Go13lmOSZVz/rPZ/rH3zGOyDXgyjLKOOMBu18eszSU/r3psnXGx2jJih3BMhqywekFkvkbpYz7mrReLrxcND0+2MaLOp0eTF8Wi0UzGs7MIhvJZ5/ZGDjGgcGhjqpVPAVqhpgA1x0dHbWf6+vrur6+bpltk8mkvSoB43V7e1u///57ff78uabTaTtKx+/6MaL2vha/iiGz2kajUaMKyagzzYCRs8JnDlAo9krtFXtee5RI1dBzsVJcF9+xkUEO8/Rqy6hBRCoTlBinU08mk7af6qeffqqTk5OWEWl59nOQPbxjj09VtcNH8aR4G63bYqXZo5x6Ho8VPzLtdvW8IY+r58Rz0JsbK3/m2dfaQGR9bl8PJLr+NIAGK46pMb70ORM3enWkYUyd4vVgQLNuPnpZpZsuW2l8zGeDGtOVT8/GP/ZCvOhA2HaJ/X0i4qTljEws0L6+arVgyESC3395eanJZDLg7PNwynwjJ4rPXgMZT/nqhKpqGxfPz8/r7OysTk9P6/r6uq6urury8rLtoCcw//r6Wg8PD/XLL7/UL7/8Up8+fWqUIIgXA+Qz2nZ3dwfUJf3xu2mqqhlb9rQwJrS/F99Lz5exRuE7noIXyLWMv4GFjYPr8zXIBPPp2CAnMuRpE/bWLF/cV7Uy3ldXV/XTTz/Vf/zHf9T19XVdXFy0gz5txDKbEWMIqKDdyO35+fkggeTk5KS10+NiwOQfK2CK5T2NmA15yn96vjzbHorHfR0oSMoNcMe8JbXZ8xoSyFhX9O6jXZm912NQEoQmLct6sPykzuoBAcuik6d64GoTZSuNjxWSXeecyKrvZ+VQLHR5TyKvRNnJWadx8jlzPffepwqAfokHvby8DNKl/VI12ozRYQHzTP+YigIhg4hBxRgdn1aN4bm5ualPnz611Orn5+daLBbvlGBSWjlXpto8trQJepHYnT0I00g9WqdqFbvLdlk5MEc93jw9C8uEPWYrJtdDf4yOfa2TTegLL+S7uLiojx8/1sePH1uGIbEjK17TfxnHRHkjM+PxeBDPw6P10UWWTRvdpE5tgNZ5Q7m+0tPwmK1Tloz7HyH5BA89j6tnQHpgMA2s+5YecI8KSxDaM+C+3klLHut89h+Vv2i3DRcLVFUNjkIxsq76NinOWoKGMcKgTtefi8MLk3pRgBmzSVSEp0I7aauVB7QT+3EQSNJp5/P5YO8G9xAnMWL0adaJqFBc3kxKcHsymTTDQxbdbDarT58+1adPn+q///u/6/fff6+Hh4f6+vXrO4VuJIvH5NO5nVX4PY+CMfXbXH1yAf3EOOapBlXVPEWfpOCjaGwIrehSkaei9Byn4bGRMo1i5Z38vo/PwfBwYvhisWjp9sitwZbp2V62ExlzFxcXdXV1VVdXV3V+fl6Hh4dtDPMEAQOIHsCzIfc68Nh4jbpwTzICqZjtvbgkOMxn0U7GPGNwWacBTFJz/t5z7HVmo2JvLGXRz8Pjyc3rNtb+PwEXxZ6fn7/pspXGp2p4Wm0ajHWThdK0m52UmtG6Bbd3tlQ+z20xXWLhx/Ak0gEBn52dNa/HbfLp1Bx4affbdIYVPYXryZo7OTmpyWRSZ2dnbRMpiRgvLy91f39fd3d39dtvv9WnT5/q5uZmkFptajKzw5x1mMYn55L+kZUHbYjideYiyhFFjAJlpz+LeT6fN8Ns5Wp0a+VqRdLz4JwAkgoo/07F0UPA9IFXJPBqhLOzs7b/hv1bvK7C3j112ONNEIBMOX2elH36g1flrLBU+um9+doeaPP/lm/LoCm2BJOUXswoQUqOeXoZrt9j7zXvbEjTiNYByILZhXx+zwCksbMn30uIWuc1ZTwMML1u7DdVttL4mCd25ogTCZx6WjXco+MJz7TrvN7C1nNvbch6bU0hTsOA0JFme3FxMfDYqqrRXM6yc9aMEZeVqT2tqmqJBng9HJuD8UHxPz091d3dXX369Kl++eWX+vz5c93e3tbz8/O7ADvPfH19HRgfDJAXJN4E80O7396+vd6b+fHGU+bbqdz2es2dewH6jbBWHngM9ng8tqbfPJ5JjSR9wzUel17sAfBBivv5+XlLqSa5wPuyMMBJLbsuyz7jBUjB+DjTzXE3AyMn8aTyZny87y1jHVzPdx5D19vzdB2vs5z0qL51AMsKu0eX5RpNlqL3OfcawCBz9uBt3NzffKZpXe7183uenMfTgLQH6DZZts74VA35dyvgqmoKxjy5vZgMAFcNs328sIzKnc7qhVX1HuHwY8XvwmKGsuN5ZLThGRllskB7B0S6Tgt9UnxHR0fvkDaGx+nZbCZ9eHio6XTa6D+Pr0/h7tGXNhguKLAEBn7rqo0W85sHgyb684kUpjegO1F6PuMs6Y/eHGaxUeda05ued2TI+0t2d3dbdiBvIz04OKjlcvUupqpqJxek4ePkcvruvUtG7VC5/JCmn/LBXFnePRaMdxrlnkzzm2tZo8lKeF1k9iNeq1/UZq+UenMtJw2abUoj4LXcoxXt8TielnrDfXK2Z8+4ZGKE24mMpLHszVcyIrRh02XrjE+iU09ODx0kSjHFZlS6TjhTsG2grICSgvHisxLrxRCqVgaVBAKEEcNHfANj4reBesG7vUn3ofR81pm9F+8Lcoq2M+Voo4/0zzFztpm9NV9H/z03Pu2AMbGX5fFkHExhuDBmZHZRMIrOTLP3muNndGmD3qNJsu2WVc9FvhJjPp/X09NTU058hrdGG3JvD/OehXHD0BL3SgVtI2HDxdykcfIYee5ssKysE5S52IAzpwYTSQG6fr7jPuTM93Pt92IhPSDpMeh9ll5XjpG9QJ6RFFrGrxzTy7YlKEpqswcYNlW2zvhYqJlY86c5ab0JTPfc6a/mZX1P1ep0A9qBkrWyspCZj7diS8rAlIz36lRV2yBK/6BTMAA9QTblBJXht2Gya55xdAyAjaRsJiX2NBqt0qpB0X7ZmueHgqdG2+gzqD5jLp4Xe3iOZ7ge5pexRhZQ1JwFxxignFDOSdHYU0lkjdGx4XFSQcZ3erJHv/C8QPfE2DAseKL2ahkzz6tBUyrgROyO8Rgtuw5TzRT3uzcPedwLfXTqOWsnFbC9WK9jUtf9zPSq+W0vxdcxrzZAtDmNGvc4GzENLL+RW7fbxR6T5z/lNQGi22P91gO4rotx+Mvz2UAxxWYPp2o18T2u2IJigbHgsTB7iLdqZXBYWCzePIrHCJn2us1WvEaO9paOjo7q9fW1USZstkTROlvO9IyD/Swm9tGwr4ez3+g3BUrn6empnRlnzyf7n0kYaWhHo1WMAErQCyW9DgrzB01kb9YKIp9L2zCmVTXYDJseTA9dIhMJJnoK2HPoex2XscfDvPmHGAKHv9q7zBhajpGf6eQODK6/xxPMNq9bS56rpMrSWCSbYAX7R0rxe3SeFa7b6Hnnt5/ZU/42ID1g6r4bdLgtBiQuHlPGPz2h3rMsI2Yvel6M5ZFxQ96rVun1myxbZ3zwCkzR9NxPoyOMhI0UJYUuM7NSeHqKP1NhvVjthqebbkO0DvnnGycdsP6e54Ni8D4SXhBHnCFRFfdylA7H6Nj45IvIEiUnzYSSSnRm1GzlkbRO0hipfKwUU5HRJ9A8bfB4Zkn6LOecvvUACvc6EYL5BABAeRL8N+XkDcSMN7/xJji3jzkmOQOvCK+hakWTgv4tF+ntsabSO7R3tA7Nf8+gGVTZkFseHNeDdkxF7PVtgMc1aZhMJ9PGlCcb8JS9pLL43/1wu0yfuY8GLbnebMBTlq3X0himTuJ5my5bZ3ySXsmURwTIijFRohecUavphKr3hyH2FoNd4HWCyXNScRqtJWJGEaUxTAPk/rq9KB6O52cvD16PF0R6ZabtHO9xsD4VeCp+LxgWYAZuuS4DvbQDrymVXRbPjxNQjP7XGZpUnIkud3aGr0cGLDiJIL/j8FPmAQDA4Z6mPA04jIh9nAvtBzB4AyreJffN56tXsvsVHFasPQrHz+Z5lm3LMiWPrPHc0fYEFijY9OK8/QDDZ1nJbMNca2YRML6mSJkf7mf8E7hYJiw3NkruK2xJen/IfU/2/Az3Kb3Q1G3phSPv9oA2WbbO+PQWURoS/jfllUjIyKZHORgpm4PletC0n58I3WmppihSGK38yM4i8O933dA2FKwRrqkcEgmIIUG32VglB2+lasUKPUf2FMg9Y2/pcfi3F5MXjr1DAwR7hHhNWa89j/Q46SNKOdOfXdIAGeUbtYKu7R1zDfNg5WUZ9OsMnObt2IG9E06tRqn5eY4D7e7uDlLcUUYklkDZGmwkmvc4ZKF/uU5ckla2h0UfExgxB6abfESWPYeel5DrkTFKubNs5v/+PPvpOFYyFzZyzB/tNKuRXpSf36PuXD99NYBLkOLnZB83VbbO+KQA5CSmArFiMMI2YqPeRLwZYLYwsX+kV4frqlolSdiVpk2pRPnu5eVl8EI5lI8pN7/Thj08IOaqFeXGBkOyw1BYXiTQbbyYbrFYtLeb8qoG6km6jzFjDDAYSTmgJN7e3lp6sRWJx2CxWKz1ltJDI7Zgr8/IE+NDvZk9h0KwwjGiJAvNlKa9zVTA9Ofg4KDF2HgNNp6KT9xA+brNBjcoL6ecp7IhqWR/f78uLy/r48ePg1MNvHufsf4eXeWYgj1JG9ekmCi9hBoDDebQv21sci35f9fLvNs49ZR7rx7Pl9c742Ng0GuzjYPlv0cTMx4JsKyrfD1gw57a/8YAbbpspfFZ520kLYawetGlIPF31plUgZHXOoSVbfTzMt7Bbz/bCI4DQR0/8EvRvIcGRYrXQ7ugejjJmD68vr6+i5XwgjIMHsr16OiobVbk5GqftJz0BEaBkrw8/fHeFnsyLFR7Yzn/GH+oQc8xCt5z7pT05XLZKCkrM8da0ivzXPWC/+ktMSd4IKenp20Tr49XgTYDFFiZOomFz+3hLpfLliBCNiTP4yDRy8vL9lqGRPDZfs8X7U/FlrSUZdrMQtLhOX9pSHItG1z2ig1nL46CrOezzGyYEvTfFCt4Gzuf3JFUoClFP5Px7rV3XenpI89D/nyvrj+rbJ3xcfFk8Nuu+zoDlEaKz3uUTO95rsf/20Bl3dRvarAnMChvn0rtrDV4/PTIeI4zpfwOFxQaqIqFQnuen5/bplKUIse/kCnHETw2xpmxk21i7FEIXO9NdZkebu8k3xPj2IZpQp5lo894eNMibUfpm1KjjqSo/CwbKLfHz+c5zEV6Xt4kiteDAeJ57O/huVXDJACMl19jzsngHz9+rJ9++qmurq7q7OysneeG3KViTeNj2caQ2DM1/Yj3tu7omVxrCTKQD4M8b9rtKd30ZLLwDK+pde3iGY49eqxsOFiXfhswMmaWxOObHnWvP/l5ek985jXeo1E3XbbS+HjSUkDTre5NTno/mZCQSMnP5O/MlKE+u+zmt3PhJfq0MuOIGygwlJFPFeB5zpJCSeSpAFxrr4S2sTB4FnQPiQXswjeCrloZydFo9a6TdWgWRczrAxaL1aGgUIrQfj5vzLEAx0msvByjoj7HxDLryCdeex8K8+W4ghVt7q2xkrEiRQaog/PqKMyXX2VuJeZUaRvlNBb0FcN0fHxco9Hq3Ui8tZSYD3Nmmc86c62Q1GCPzN6YDZM3eDJfpu5SDh1XsUHMNWJvwmupp5xdn4GC5aXn5dFm+tLTHbTZB97SvvRs3A9ktGeM1yUK9PSZQdX/BcNTtYXGxxPgxf6/mQwH/y3MSYklFWaB7SGUdZ5NCpCD1b7fz/brsY2QjeCtGL2/w4rFabaprDAY3gDq52BkHCiHcrOXYK8nM67SK+rRWoyJT/5G2fk0h5w7KxPGDWXl+/A6mAvH/yjOKkSJpoLle4+v5ZBib8/jyWfMm5E91yT1ZHnJ10s4ZkS9HCmVlJbrdPzMitnybYNk8OX4oNeBZZtxZnx67x2ivTYk64oVrddW/rZX4LavW8fojN6zvbYdq7SceA17rswk5PPXGT5n5bp9vXnohQ/+aAz/zLKVxgcBN/fOZ8ltr1ssVoSmRVCGaUhcn6kaK6Kkb/jt+IVjBjZkPJeTjB8fHxvlBkrPYL8VdxoeDJXpLgyb24kxWy6XLcEA74o3bLIvBUOAgSAryx6LPYU8yQDFy/XQRmxo9Uv0dnd36/n5uSFSnm3DULVSEjwHCgplCJ2VdBzFSoSxxKCTeGFjYTrPh5RSlwHGcrlsp4AvFotBppqVn2WRPlE8btCS+UJBn8vnPVqPj491dnY2oOuQOXtoWZJeo83IeqYw2/tLBWs6qmqlbJ0oYCPndU7fDDz8OvZ1ADG/d3vc/97YW184CcLjn8wFY+k0dY9h/hj2aKv8AAAgAElEQVS42JAkvZvgwX/72W73JsvWGR8KPHOPGusFVz1ZRiSZjWVlZPrA93L/unTjRJdJL5jjtmdCtpnpNlAtZ7FhGHrUFgvbGXFVQ87bsRae7XTqnZ2dtg8F6s37RZbLZTM0r6+vNZvNGg/OePNdzyvDaOHd8duGh/GyN0lfmHvPjZMJrNBt7L9+/To4rBLFdnBwMKBHSMiwMXWA2pQd44OnaCPh89doT+5b6nnePTn3/UnD2TtgbJ048vLy0mTGCo+5d4YX8+cx8vpJGfc99s5cktJLpZ5eivttmpR7vUZz7ftvy4O9mPQse4bLNBq/bXxs+PM+f+5+9fqY9zqbkjHotX3d/ZsuW2d8/PK2qveHe/aokTQuvQCqBdtKJ41JIhK8Hy8wvqNYODKLCKEjwWA2m7VXF2AA8mRi7rPRsSLzyQjL5bKdz2b6y4vSMRKywECseFvUx4JFyd3f37fECPc1X2jnMXl7e2tGlnuTSmIuyIyjjygknx/mlGCeR/tpC8WeI2OA50AW2f7+/uBMO1AtXjJggHnBW8TjwvvAuCJL6QFYsZuasVdiZekYmeeIsfGzp9NpkyXkJmUvgRjFcYgeyEnwhFyjPLmeufRaWofiU6aRZVOFyAR9TZCSHiN1uh57Mj06zDrEVK5jPdYxfm7GY3rjayNuA2iKlbpzPx/3p56irZsuW2d8np+fB8IIkqoaHqHhBe8FV7V6r4wNlhVAGpgMlvYWLN/7GrvENpaJZnlr6Gw2676+gMCx41z23Mwbm6rY2dkZeDrrkBd9tCfH2Dlwb8GHMnt8fGzeD8rGcQkvVOowteVYkY2OPRe/zwY6kI2ueHq01eOOTJDcgCHDUPg6Ky6fQOA07dFo1O7H42H/E4F9vADG5vHxsXkqibqtiD1uljnmy2PKvT3aJj3o5+fngfxYmXuMsphO7MlyGkcDNRSq36WU8kW/vDZ6vw0AeJ7/N6izcUGmrCMYL/cFWUsQgCxieGAjnNrvbEmvI3teCWK9VufzeQNtzCsgyNsqvO5Tv9DH73nPf1bZOuMDp09Zl6lmj8WuPvekQchF1ENUKLcM0vr5qUj5nHa4PpSwD/MEKSOoKDWUpeu1QNNXC3ouYgupBdwbKpNaMVpfLIav6YY+82cOzDIP9sw8T24vAXOUr428lZ/nhvY6LZt2ei6cEUi7fCJ30hkoFug0vxGVz6EicwwZPxtO/rcyR0HxfKPfVF45DrQl58kGy313Eoif7Tnwc1DQBm1uL/faS/D8uL3JCLh9Nno9WimNT67J9KLs7dqj8LVW4D2A5LYxfxhz76nCyFr/uF3unz309Hpoj7NQkWmv/YwFuQ/Zjk2VrTM+njSQf9VQcHLRsvgpyXPb4Ozu7g54VysVBMPZUb329RCVDQUeCcgHj4e3eTqu4IQAbzwk4J0vdbNRTAGl75xY4E2jHhMba+pEeXPyAvtL0sARL8Fbof2mDxaLRUuKIJHBSBZPxUrEfDhJEza4NgJVw3PWTOstl8uBMqA97r8NtLPqMET2niiWGTxDe51phK3gLDsErY3OPb42GE4sMTXai28kxUyxfNJ2K+08vcF15o/lxl5sejd8ztgy9ikH9kTSu8j13aPXvQ78bMfOoNFY17lufNI7QAvjQNvtUXkcqdfbBrwfysbPQA3P+ujoqGWYsvfOc2kg29NFf3bZOuNjZOPFnsjGSCmRk70A/1C/BbFH21kAjGh9DdfxueMrFHs9VuammMxR2+OykUjF7gC69wCBkFD6GJ803FYWVpKOJ7AYrZiZCytsjI+9MQwnixeqgb46Sw4lAPJ8eXlpxhAv2ADBY2fD5TFxIgBtN93ozDADCcbOm1ZRUPaIob5AysinqRrLkWXZVIq9Ier2eHvu7X31vAjLZBo2xr33vZW7ZY+2uhigZXKL63OfWau5Dj0/yTIYzKUnt86r8XX2OGjHOtBm7x6Akd5d9t3tRGYMWCzXtNFA2LE8nybi/jEfSR9vsmyd8Tk4OBgo00RfTE5PIDNWZP61aqVAfchhT6CSC7ch4LeF2V4MaBqhns1mdX9/X9PptLXRaNOI1fwubUyum/45O8conHuIm2B8aJPHlAWG8ieIfXt72wyQkwqMdt/e3roxGBsHTl4YjUYDT8ILnXbxWu+qakbPFEgaHuaJsYdCgeKgDoCGx4aTJDDo7p+Vg71qDoE1Wmb8l8tlMzq7u7vtpAgrcV/rucY7RgECipy514vJ+XBP/2R8xx5Fj4Y0bZaf98CVaVoDIj6jXwYBBoX2XrjX1/h5/p2G2rLMPT0v0m1Jo4uc4M0zdgahlgt0iNuFLDlmmxuqGSvrllxHNrgJLHKNbapsnfHxoZFW/JREWlU1UKIWZALE0EA2GPaYst70pvyZFR9GkJOGQTIoTQLTJBtUVTsBgDppf9I/NjrpjqcRMLJOZJWZcsmxO7ng4eGh7u/v6+bmpu1D8t4Yn8KNkvzy5UsDDL1TB4zc6avrQLHbI7U3w94oo0kfhmnKCwXD+PNMij0bUqlHo9EgOaI3354DZ0YxPhgT7mEMvHfKqeepoPmhXqNnyybPQbFRJxlvllt7GV47yRgkqOG32QPXm/Vbtiip+G34bWDcL+rw89ABrtcxPsuy10WOGTJmD7Vqta/Ic59evOlsMyD871dasJZIQoFiT9CE4cPLt9frsXXf0jvcRNk645OTn2iBss54JNJyyuX33H4vAtqBJ4UyybiJ991k8JDfVtp4AK7DbjUCh5LsxRDcRxdTXk5QsCLhud+jIFBmJEh4fw5eFl4F4+zkAyNBvBK3h5MXcsMpdR8fHw+SEqw4uN4xnZ6CwvhgIBkfDjtlHBwgTq/BcwyFmAh/b29v4G1x9I/T4C03XGfD3/NeevLp9nmuMGgcJsvze+smgZzBT66f9AK+t1Zctw2CvRzLGbJuz6JXl/uQssq6zoQZG2wbdTYD92j29L743OvNHo+p5qSjodmRYadTJ2hiLNxmjzm/fxT1tnXGx0jWKM0CnHEITxLFit0Tty4zy94Iiok6fQ8CYkNhtG+PJD0GFCV95B6jT6Mp0y2mhkyBuY3QP3nyQdUK5dlogMCcKebsn+l02k5h4PnOrmI86c/BwUE7rseeIH0wl027GVcCsMfHx20Rk0gAZQXSd6YQiB8DaK/CSgZ5sqeI4TPIsQGibQAG6EwrH9NnbMRNWWNvlb0XG1/LdIKqqvdvvWSeSOFnnHd2vh2ZZFrIMt5T6D1PYZ0H4Tb2DIeVp+Nqjsu4fubJ8RXuS3BlitZnFC4Wi4FXTX1cixw5LZy5s8eRbET2iTUGveZ5spFj/9disWiy4hNEcj3Y0PN8x7uyHZssW2d8LAQOlNvl5nt7AD2qqmp4VhiCYm8iPQNnt1jIuN48s7NgLEh+XUKmAJt7tpGjrOuHkTIKiHpA9VX17lTsRIvpPaHUM0jPfY7PWHGwgFmQnBPHKdnspUkPzHTcYrHKJnI9Npg2tCxYKxjQrOWjh76dQYWi8Ph7PN3enCdkh2fhlRnVM2eZPOMTHzJRxAbQbeaZpnroC/tTbPStvCzj1E/fesYmmQU/O5W06zawsByn8UlZz7FmfabMIAuOpXgdZxt9fBIv7cNImVFw7JjnI5O5Hv3mWHtz1iGmk/M+wFiC36TUEkDnOGyybKXxQRmZD+3RYkYfRqU9mqPqfYzIyo1iNzuDnZnBg/CBsqq+KaXHx8eaTqeDc9FeXl5qNBq1Ew3sOfAsK2cbII+NN26yeIx2nWhg6o/fNkA2SqZD3HcXf7e3t9feZXN1dVWTyaQuLy8HLzerWqWkWjHz3Wg0GqRV7+19e78Q429PzyjVXgBouareJV704hEYHsYy4xDZdytlt/Pg4KC+fPnS4kc2fsSoqr7RjHzvN5halgyOesCDzwEVeDnEFA8ODgbHNbEG1hmVlP1E1enV51zYi+p5aDlW6dV8j0bnc9OPzJW9mPl83rzZNFaMtU+gMLjhFRR4T177/k17feJFvqfKoMyZjzzv6Oio/djrSRZnXflRhqdqC42PjYqVv4UW5WfX3pwqiNOLxEom3X0vUMcvUhGZUzaqSyPkY3SgCZ6engbBS97DgqI2X27k6933tDuPAAFdoRSh7czbJ2VjBdSjfmxk/DkUz8nJSZ2fn9dkMqnr6+s6OzuryWTSFlnVKkWeDXaeO48f3zNP+/v7LaZiw8E1ngtnKVkRoHz9LOYejzT7CkVipTafzwfy5Pn2eFTVIIUcCo5+OGZmJZ2eR3oMVvi0EWML9Wbjk+tmHZhi3O29MNb2/B0/Qv64PteUgaLrSJrV9/C343M2PKYqTVfSp/RabMztqWEMWCduK3KQP+gTXi2P8XcyDNsnTJ+xDgHDueGbtqJr0rj05upHlK0zPlXv0z+NCFkIueeh56XYS7BQ9Sbbgu5FnAFjGzTairJBGP1qbOoj7rNcfovLPD4+Noqq52XkQqCYdrIRNi3geBlttNLs/dizM7WYhcy+s7Ozurq6qouLi7q8vGxxHu9zob3ZBwMJzvLr9ZsxZ7H35tqK3Nw5z3FJRW85QCEx39CGUEE2wlYczAFtx7CjqIlRIRt8b/SfgW28YJ5j2tNtB9iY4mX+LK8u2XfLtD1O2pB0oKlAz4Pr93Os3NeVZCZ8b3ro9C8ZgarViSIGUway9jqShra355+MvdIWx56SNvPWi1zbBrXILPrH42H5YC42XbbO+JhzRfBZ3NAXIMCkJqxMvWirVnsSPNGJxKzYzSlb4eVCpP5EmaBodjEvl99e6Pb29lb7+/s1nU7r7OysTk9P3/HOicbWGZGkR9btB3FSQc+wcK2pCm+88wvHRqNvGXtnZ2d1cXFRHz58qLOzs4aQrfDSUHtR8RltthEFlbPo6Me6+eBZntOM11m+qNfJAngnAJo8IZu2pneKoed+rjWlY68HhG9AY6/TiSuZHJFKmXFivjxvNsxpzDOOZjkw/ZrG1YbI9/F3rlt7A/ae8pk2Mu5bGp+MjWWSj/de0Q/kyieTO3nFWWmADrMq3hxt78sbjM1S7OzstLP2TD+nx8wY20D31gz3/oiydcYni5W5F0S6/BZeIyBTaFXDVONEc3b9k7IzEknKwfQCgmye/+zsbECFgZrY12GKxN5dIks/24svx8GUVJ7JZmXgNttg5ysRzLGbdjSSNIXjMU0aJJWPkaKBx3w+H9AUzG+OM/OSVKnBhunaNEoYDBQD/Ye2s5Gz0sMQZX9pi+cwPe9ULlZAVlJ8R9sT/PSAE+33tQYxWb/BGP3x9xgyUH/Py7E8/ZEnlOAjr3H7knKz7GXasvvvc9R2dlZHJiE79kITVJHNlvEpgyBvOPb88xxoOjMBbqPXXBofj+c69mFTZeuMTypTipVuIjlfly66P4dC8bMQYj/bizWVWRo6lCpCzoJfLFbvqLm9va3z8/N2hAwGkmwcCzHCa5rRY+B2WJkaZVZVo3w4+Ti5chs5Gx+np/LiO4w4xuDw8LDFtUajUaMTUVTECpyt6Plwm1EAu7u77+Jf5s3Nj3vOk2LMOaU4fR1lwNw6GYJxWywW9fLyMqgPA4OiYfxQeihs0DNji0x63B0LSSWUSjj7TLuJIyBv3vjq9OtU0KaKaEsCA+aMubDxSVooDbPXSa5D+uY1mLSvvTPLJTKQoIu1BKBLEMg40Qe/DoT5cLzU8umxNzCDDUAWOE8RtoMYkYGlxy+Nzjoga5nYdNk640PxxKew8T3Czd/pAVQNERZGwqVH4fA5BsufVa1SgL0zGmNhtF717RURJycnTSBRdCyYx8fHpigt9D0jbA+QgiJlwXI9ho1z5fBebMCsGFngPs0aIwS9YIXOApnNZu1IIRSw9/cw7qk4PY+ZQeWx9AvhGDsj89FoNDjJwIknHrs8mToVoOd3sVjU09PTYMyhUQxEbEi4j+J54tSC9NxtfPzbBpuNq8yJxyY9OJ/OTJvtSVrx21hY5pARx40wQvZevJbSI2N8TTFRTCVyrymtTBboUej0B9k35YiRz71yPNsUNHOIAUn5yDio6TbGxDKBt4PhyYxPg9U05Gl8vNaSLdhU2TrjY6SW1ANC7s/ND3Nv0itJQbhOCt+nh7OuIEBGzeviDFkPQug9NggyY5C0StXQOKUicd0sWBsQu/seTxa8KRtTdE7Fpq8O+BJQtxeDwk7vlHnJfvg7DJkVjWMwSenYWNkjSGSe8bCkgZJicdzJBttzzHO9gRGvI4s9Ic8t7bFXbhm1N+rTMQBlJDP4qJ1M+aV43tx+nocHZIXrsfbYp8K0zPKZ14LRv7MN3U/LnOfIsVjrABQ59/K9kwVoj2XcSQYGOenxUC/rwYeQArJMG9tTT6o+6Ufa3wsHsF7W6ZNNla0zPl6QVUPU70yb9Gy8ABC+RLcWiMweSvog28HnFtrk9KuG6dhWHD61eTQatc/yVQGmrNI9R5nQDhuUNEDQR9BjKCPGhbGxkUpvJ2Ng8/l8sIcFyokDRI1OPc5e7PaIjHLxcECSplCcaea4gwEDxgWlY8qPfpviQdHhOeGtYQQMavJZRqa0HwPgWKOp0IODg6ZwQdrcj9FKSsrK+vn5uRn5qmrjhCJm/Nhh72fZqHq99FC3n+u++H7XmSWVrItBEanhlldn9bmNPcoqE30MHHv0mek2r4VeCrSBoRNFTCGSus2bbmE37EF5jDy2OQf2nJPBcHx302VrjU9OkD2LRK1VwxhI1UoxUlIp+T4vStN9FgK3pZfVk8gZZeyd1n4d9ePj4yATzsogUbp55xybdcaHBYSRA2WhyBmbRM0YH7wl97tqlZRh3tzj5TEnDpFpySjRTGbglASfDJ6UXCrKlBPmvqdQbXCdqWRvCQNv5N9D+cgAh9ei/I2UrbD4jvoxPjZ0jsX4t5NUrPxtyE09+SRyUzuZJJPFxshry2CF8cCQp7FMtG80j3wAyEztmbZlPdpbTM8gkx+spJExy6WNSM9jps3MmV+ZgaH0fWwg9XFSSbl7THuymn0zGM75+RHez9YZn6r3aM2TlEqez8ylV632fMAB2yuqeo/M+N+8sNFjj9ZDiZiecEEQSQPFC3l7e2tH0Njj4Z5EbOaps49ekHD2yVGzwdXxArwnrnl4eKjpdNpeq+BECI+xaRAbHsawang0C0aYneaOd+Bt2fh8/fq1jo6Oqmp4YgH1pveZtA5jwWcgaXuMjtlR5/7+fqOyDDIMMFBkpquQCeQgKUyMHJSqYwQYYNN87ospGuokpZv2Y6hTbi0zVtxpVCy7Bm4UrznLAiUTQZJqcxwnx8b0muk2nmsDYSVNvQkInGSRFJ+9bN/jdbZYLJoBByzyP7LBJmpO95hMJm3DuOnejHcZPPUAQALd9ILXeZp/ZtlK42MBT2Tl771YcKVzceWk/RHdYE8j03B9v2mdRHkUKCnTOSgYexjj8fhd/bTfyQBGzjk2Rm82WCx0lCZIHaPIQuPtpX6dsA2/0W7vOfSXsbGHRVzLabt4RWTKORXdSi7jCEmzeB5pb3qvKCsnWlierMz9DMudYyHUYZRrSipRqg2g0TPjQWzJyjDl1e22DLt9PYOV1Cn32xNJj8X0pOfCXj7XOlPOMQw/08bH1/p/tz9LUlPup8fcY2jP32OwbuwyTvr09FSPj4/Nk6yqdowVmW3Hx8eNvejFGVlzHouUjewvdXi8143Ln122zvgk8qka7kyfz+eDFNNUKCgfLyILmNGZY0cufG+O3fy/FWIKRnpos9msTk9PWxoxitDZOesMjxW0T+Z1ejHXe3EadRu58XwbdgwgWXE+jy6pAf+AEp+engYKgaAr3gtGl5TvPAEARJmHk+7s7AxSnVGEph8zoEz/MpZASTSaCJ5+UR/1OBBPHX45nvvP/T259Luc6ANGkR8/wz+wAY5v2fCmgXRWlQ0ybbIXQh+RDdflZ9oDTFn3GLvY46FNaYBoP3XaeNrDXaeMExwZVEE5OwMzdYVBFB6Pz2ZkPu3xnJ6etjiP6U/6wlgmK5JUoz0dz3MP3G66bJ3xQVBZmA7emiIxZcUkoTzSAFjYe0YnaQ7QDdchEH6OhSYNpoOdFlQoF/eTxZpp2ml8oA9MO/FMG0YULlSXaQcEPmkRvnesIikoF6PEqmoKDBqSYKyNlI+9Zwzp73g8rouLizo/P6/Ly8s6OTmp0Wg08MisvDL4bM/LqbV5XVV1FUJey9jY+FrB4tk5xZzflgMbid3d3YFh8OsX7C3yfc/g2+O3QQBwELdz3AcFjvwbTPG955fPmaeMuxjEZczHdXhd2ihaTh0jTLbD80yf3TaPmQ9SZR4wPHjWyGd6cblW7P0zR5xl+OHDh7q+vm5Um0+Qd989JgaT1jlpfFIOTFknBbepspXGx4LhwKkNAx5Q7rGwV5LxkZ7i8sQasVStEK85by8onmuDB92E4kYhO/8/Bcnxo4xN5Bj0uGQXUwiOA9D/pHcc8PY49kqiVh95w1ibe+fzpNBYZJwUfHx83E7E5lTs5XI5MCR5bEoqNSukpAgBLIxXerHMvVF4Gg/LFfVYITueYBrI16JITPOZxktPxsDGspceRxoflG6eCec2pifXM0CMA2PNmGIAjOJTyfbAWSJ515HxNa9T5txAyWPlcXDMxofO5rqtqhYT4nonGdjr4hDdy8vLury8bAfoZlZbb84sW+nBWKelTCVr8yPK1hofUL9RGBPnDKKeonHarY2TEa/deyMQFBhZaFZSPYXdC8p7AVXV4Eh2NpqCXPHi+M67opOusLfQ894cSM8jfFiwGZOwEjSd4noZPyssjLSNrg0Q96AwUF5cNx6P2/lwk8mkLi4uGuWGAXc9z8/Prb3IAMgwjzoxHWfUDP1C8T6NnDP6RBabFYxjKaaVrIQNfGgvcu09Iw6ye8w89lbs/p1zuFgsajab1ePj4+BUC++RSuWfYIb6bHDS6/SaSYVr+XB/DKIMGLxuXdxWy543krJW8TihgW14qTuZBuaRe2az2bsjuaCCP3z4UB8+fKi//e1vdX19XcfHx+/2nZlZ6dGRNuKWkRz79DBpd47PJsrWGZ91aC+/c/A9PSPogqp+lghKKhVrVQ2UKN9VvY/H2CsxNcCCMNWDMcNNp902PuxN8Ku4vWApfk4u+qoaHA5qA0Tw07Qb99mrSEVohZfo8e3tbUAB+T6M3tPT0yBZAu8ONHlxcVGnp6d1dnbWgrcoPG/eQ2Hbc/EY2cCZKmXMLFO9GAr1gsCZM+9UR5Fy0gAApZeRlwbc4MDUZtJ9VvD0x4k167xv2pCnUvQooIx5fG+dWb7Sa2RN+P782wDERihpqCzpOdJfPHl/zxgSr/ERO8wn82S5fntb7YUju5P1Oh6P2/4djM9kMmnxW8eX0gAztgZPWdKbZjwYz6Q400htomyd8TGaTle86n3GSLr0/hslkoJhdML1KTi5qSuND79TsFAyXtikEfNSKWgge0QnJyftOBQWmfdtoIisQOijvUNol9ls1vYVcVaZ07hpP8Yn3zPD9yz05KftNYLM2AxJssCXL19a4HaxWLQ43dHRUZ2dnTWajZd0ZbwLo46BzriU58VUqeMAvUC9U865PuduXQyO5InlctmOvkmDlplZmQZto5DgKD0wFE8aSY7scSwJ2qkHJmyIPb+mdC1byK8ZAteR9djj95oENHjv0bokGxtFzyefcy/ZZ1UrAPT29taMCCBi3buIaIcTchhvkmV4P9Xp6WnzzpFVbzC23vGYuA85rvzteFrGxCwPOd6bKltnfJymaxoHRZQ8tdGXhZ+J7MWEqoZolP8dk/A1ptWq3me0Ua/bYhS4s7MzeJ1uVbVjOHjBFYoOpWbDgdfAOBj52/iB5AiYOni6WCwGCpn+mUenH6nQKCwYKw4jSsYNxYiixutiU95kMqmTk5O2PwJvB2NnD4O6MeBWgg7wYwC5zpRsxproo40xz8fzTPqOsTG1SX9tyLjX82PjY082qRl7w3xnQ4mMYHwSiOWcpmFxAokZAoOXXqyhRw2lZ8R97nvP+NiQ5YbMBJgen6ShzIB4zWCYmH/WlNcMbYGeXi6XjXU4OztrwGgymbTsNtKqkZmk2FIvuM05TjayjEECW3/fA8ObKFtpfNbxoFXvz/bqfW93NZGEvZYef+2F50XkBWcX2UanqgaKxfU4hkC8yifuOg3bwWMWB4ub9rod9DsRtr0ne2FGqTY6jpehaK0IuNdGNQ0QY8DnKGkyhkCQpKmmZ0G//CoIPidJgWuQFRQQStrGx/LhubIhSqXBeKQM+nr/TkOWcuZ5M6VmWWUeE7E7DduKz5uO3QZTTI7V9DwbrzMDOv63h5JrKAPoPSbB8Z2e0bUR7Mm115DHzz8YO29HYNxyXQNuHAfFEB4cHNTx8XF9+PChGR4y2g4PDweHtHoc/jc6xmPUA6nrvJqk8jddts74WClaOIxe7a1wjxWhv1/Ho5quSoNmdzr5fBcUMMWKhuv9/87OThNiFPHp6Wn7jD47cMoCc/9sADxmvQWPIaMvKDG3294ZaDgTCzKrp+r9SRSujwUGncZu8IuLi7q4uGibb02DuA8gWebSKaiMxevraztZwMad9FejcXuOOXbp8Xou7TX0PJL822OQMpVzkyc40M886if39Nibyn0/niMnItj49PrvvjBuPgDUCtOyxfwwN/ZO0uMziDCl7viXFbb7guHIBBODnNxMTf8pXOONp6T6Q7NdX1/X+fl588qRKa+bHmhgfVMyQYPvPQfO3EtQ15PdTZetMz5V708aSPeWYqNk4acO7uVa15+0khU7StrGJJ+f/3OvFw4LjAL1VFU1mUxaEJM9MSxCZ+v0KJOkA3semPuZAe75fP5OkZueINXZ45zIHsPihWIU6dRmjM/5+XmjMDAQPlKmh3BBsqkcq2pAGRn9+x03HvsENh5b0x8GHTYAjhH1YoLrZLMnJw6+Zz0oOLen9xzPfbar58V7Tr1O7AnaMFAQ99YAACAASURBVNjTd3Efco8Vf/ey22xQekAuabUEdq6TjdN5rwvrmzb6lSF4ymxsBhSRAHNycjIAMbn+slhHpRfI344vJlBNw8NPZlFusmyd8cmJ9UR6IfdoCRZtVb1bsIn6vkcZcH8KSNI2pozMZ7suGyQ8nsPDw7q+vm4u/ng8ruVy2WiDXpKBF4DrToNkNJZI+e3trWVoVdVA4UKNVa3Ow8v4hw2QY1gYajwQxz9oO+nkPo4k22jjY4Xp8TfK51iidQa45xlntp/75niFkScGLU+/Br3mXFg+evJgo+AMKxueNBymrDy+/I33bMCRL03zM1KZpYFEaSbizv64T9kvez+md7k3aciUgXXGx96UjSft9f4/Z7j51HEyLj98+FAXFxd1fX3dvB+/0TQ9D1OD9igTCDBOBkFJr8NsGAR7fxy/e8ZuE2UrjY8n0sgh3VxTJk5MAGGgGFzyHj+P5yeisoKwcBv9pgK0gDl2c3h4WJPJpK6ururi4qKOj49rsVi0BAGnRletDhpNGqfXzsyosiE1wkah0m4+WywW7QgRKDgbH/cfxMi1VatYj+s3omPMjEbzVIV1lIY/ow2ez56Cp1/8mKZxv/NcLj433WbPIulflD3zlbSmx6Enhz1aLO/jM6NnU5G0g4xDkk3YPElf3K+ewXEcBcVoOXH7mUvuT4/VwAvZWCxW6ewGZwk2koaDBrQ3xZh7/fvoLeQraUKotvPz8/r48WNdXV21kzXG4/E7A+k++3PPG3L5R56p43I7OzsD42uvqgeiNl22zvgYRRhBVA13Tyd/78lbN3H2mjLTxte6rh7F5bqy7V7UeDFkrc3n8+Yt8GZTqCfvz/EBnKPRt53xpriymALJIHP2recdGd1hgBifzOIC+R8dHQ0otKoVKjR1kwoEJUKMy0qhF8vjfweYE5FmqrSLEb/lhDq8R8nUTXrVlpeUO3vZ/t+/bThRfvTT3lPOjcceBYaCtFHFgPvAWmIjHlsbF8uygQafG8Ck3NG2HlOQ3oyvSQ8916c9edqNrDhRoGfIDQ54HtcDdqCFvc+MVOr0HnsJC66bYm812891jHGv36YiM773I8tWGp+eV5KGIL2SqpXXlOjBC82KKNEfC9V19AQhvY5eUHG5XDYUSroxypwgPNf4UE97a46lOLMpjYURZC+WQT9TMeQ4pYfQS1t2Rtnp6Wk7WNGK28YHg4iB5dk+asZeT4690TWo1d8Z+bP4SU2nD3ioKF7qYBMr9JiD/7u77zeZpuG2R2cZMVXm/nn+MfL7+/stAJ7JAR5rMq6Ojo6akjT1x5jiRdt7tsG2N5LrI+XLSrK3thhLvMDcxGnFa4Wcz026kc8s+07QyPgR8ua5BtB4Dw9jeX5+3s5p46y24+Pjd1mellXWjcfJ8526Iuk0xt30vA0+xev1R3k8rS0/9Ok/sFgo+b/qvQtqA4RAGpX4XtfrHz8jjRVGyguU5yZl4O9BW955z74eKCO+5/DMPAbHwmwenPqSdvNiByF7DxHjhKLzc3IRjEaj5qX52J91dVsp2/hYEdNWz1dy573594JPz9hAxUrb48BYGekzH3hyVhLc5++ZLysFPz8VlpVmUoD2Kqk7j/63h+Qfv6UTOUuFZi8LAzYej1sf0oCmV9yjDRmXP/JYkqVgPgx6DPC8bjIeR5tsxHsbVJPpMPXH2AA07PFgdEy12TOm5P4kP8/zZaPtcaOtzFeOjelXt8Pr50d4QltnfNItr3pPDRmFJdXihZSfgYrNezvTyUJAsUDZuFRVV7lQbHhINFgsFu14jqrVWVTT6XSwmdRZR0aszgJyu3oeDwuNmFNVtRfZpbF2Px2UJknAC5RnOACfACENghVhGsyk2My326NIWsVzR7Gc2FBW9RNQ0otMPj7jNyikdRRVxjqM0J1d6I2D9g6zLYyxQYCPaLK32aOhbHiQOWQz58FjbqOQTMM673ldsTx7XNJoUGzcvL6TwjLA6IHCTAM/Ojpqh9deX18348NROU5eSJrZoMXzU1XvAIPn0CcxsHZMAbJ+TFtbbjyGP6JspfGBkkkvIJE5CjkXwfeEumoVm/B+ChQq11JYKLTFyqaHzpOuwPDQN5QIC8RncVnhojhcJ4YjFWeiPFJIEWT2+SwWi3p6ehqcDm1FyEJzarHfz8Oz7EV4vB0DSKWUc2LFYmSX3omNjSkuI10bUIy9vbkeSHE7PN+m9fyMnjJwe5zggmwkfeKEDCt0nzCQfff4c/gsniY0Ziqr9IStLO3luS95v+cxvZZe7KIHImxActPn9zwWxy0ds3J/LAcJHG2cMrmAc9o4SxCPy8bK5y1WVfuN0TAgTBlK4GiZS4PNvEDDrvvec7nJsnXGh8G3UUlXN5V+TxHyvd1XioUfRIbitNJxmxJRUw9CbuNIfSh0UOdyuWxpuhifPOvL/aBeewnJL3vxJB9+cHDQEgN4x0meFJ6BVQt+Un9Jkzm4m997HnOjoZ/L/+6LxwB6zB5ZGgUrPhseG8T0pJinnkFKJJ3IH/lxtpXvs4dkwwrAYFycjOK3x6bBRYFyNmDV8PUCGVsgPpIvLLT3ld59Go+cS/fdc5hz73q8zvis97flIVO06YuTJjzXXieeb8Ak3juvQ/AmZ6hIU+QJUuztJwVMX9EPCToTkJI8wbWeY1O1Kcs9ML2JsnXGh0ly8NfIzpPWm5CkpHooLReYaQgbLguikQ3XWcCcVYUQg2os5Dw3DzU039szNigsewpWkL19D3gvR0dH9fLyUoeHh/Xy8tLuyUXvpAiKlRleKV6gr8FwUC/9sjJBCVKXr7f34rlM+jFlhbnI71JZeFwzSSWVjRVnolt7GqaU7Gk5FZo6mU8UKZTr4+NjzWazZnyyHuTn+Pi4vUdmuVwOXpSW8k0Sy8PDQ93f39dsNmsoH0CURsKy5t/uf3pt+ey83nX01p7nw8fjAJDI/HTyhAFjDyh67PzmUScXnJ6eDjYiZ3ae5dqxH55vHWFj5z7RrtRTHsP0+jCA9CPHbNNl64xPCmsPcaEgk4ZLj8j394yLEarddW++TEqHkh5CvqJ3sVjUwcFBUyh8jkJ2RhIGtedluL7vKQmMB22ir+b9+Xl5eRnQLB57np0UWQZxPd4oaQMHG608XcHBedrbo938ncc2jY5jPzlGXGfu3vTMuoW97nPqZqxBszbYPbokUb73ZNkwp/IkLZ93HR0dHbW5tiFIMPLly5dm2Ng/ZgOU68GGxPOVdbs4dpjyZJnwPNM+A78cB3vLjp1SR65F6gQEALiOjo7enUzN9gCMBhtOHRu0Z5PeFr/pi2OOZin43zJmT8drLA0gn/X+3mTZOuNj9E5BAPKoiUTDaVSqqnHNdnUTETtpgEwiIxp7EmkcaIeNHs+0N4Qi9vlU5pCTMnL9KAf+5vn2Bt2fNMRWZIeHh+31wEbpFCuRRGZ+rim1nqeZ3o4XmGki99njZfoCusieiIGCX09uzwZZMUVoeq9ngC0fGKz0QO3JJPXndtCW3Pzbi2M4RkGfeNUG7zviHMCXl5d2fY92xEPlNeSPj48toYV4Xo5/1fDV7h4fy5NL75SKLDlfxEE8Fvbo6RNtyIQe2m8K0cqd5ALOZ+O4HJ/XZurb9zCnachzjK1/3H9KJpp4/Jjf9KgtPwZ0KSebLFtnfBzIp3ghIzBppCzYSbNkSW/Cwo/C8oLkulSySdfwO+tjEZlasCHNnfM8IxdkUj9+dtJV9I//MUCmAauGJygwdvZQkhL0uDr1ONFzKi/Pb9ZppZIIOxUMz6d/9hR6dJC9waTivOhTPjwffl4CHCuUNIAofL+XKQ1R1eoV0qB20qk5RYIjmWizTys33eq54blQe7yig3P7DKwsP+kRpWeUzITXmkGfn5FyWbUCmY7lZFtS4eemXyfkMI5+bcfFxUV7Bw8nqFetEgd6SQy5Bq13bJQTJCWNSJ0GUZZnisG0jRXXA156cvpnl60zPkmbpQCn58FvKxX+TiXK/Uy4DUMiLJ6TPKz5ci8w12+0a7Sf8Q/qBIklrZTeTS4Ao3ALNYvC99BO71vJ8YROe3tbvaCLdqfBziyenJOkYtIQz+fzwckBDrL7+nX0l5/Ns9JgZv+y9Cg67rHiyH7ZK7LXZqrJioi4hX+TCGDDQV0GC9C5eDPQaRgTKKkcK56LkeK9Tlas7mMWK0Dk20kO6+bAhik9Z6/NdZRnrnXLRhofPCBnHPKeKDwdDghl3XrPTi9212tP0mMAtFyz9lQMVhM8edw9b8l+mBr+y/hsoHDCcypQ01F2S1kMRqRWBL3FUNXPlKpaBe8pTm/e399v+zG4pyeAKIl8iZaL0ZqFbR2/i0DbEzN1kIiVvuQig2LwO+j9TJQM1Ey2yWOWyRhuWxpye5g2niw4H+PjuUlAQZ1V73eDW/kZLdujWixWQeTeOLueVJ72VFCG6TWkR+FnU4+zuOwFu19+7TreNPu0ptPpYG+YZTy9PpIbyKhLY0nxWPTS2R3zs+JNmbScII/p7WY6MvJlajyNAfPosfc+KJ+6cXFxUVdXV21PnesBECQgdVmnJxyXsXzZePA7vfA0Mj3Dy/yb9v+RZeuMT/LsXsReIAgRQtETckoqLiO/quFRIen2UyfX8LmVTCp8p7o64M7zM+DLfRiKdcYng5LUl0FRe36ukz6i1Ew7Zjwti5Vbb1yN/NZRklZSfG5F04uxVA3jEokSe9lIjqGlks1FbS/Y9dNez43l0acec40VLnEbU5oe34z7eEwYC9N5pGH71eR/dFoBz7W3nWPvOfUYmEZE/nP+E+1/j+LsMQuAOa8zt8/AIdcmY8R2AgzPZDJpLyyEakuARZvcHvqTXp292fw8QSh1ZV89XiljlnWPmb2+H1W2zvgwEUaRiYRYxL1MlERiVcN4TCq3zJRyXXzmhezFbaNFfZzn9vj4WNPptJ3Z5jOmfE/vx3XzrF5glpLxFe8dyPcC+bh5U23Qbcl9e16sbHgW19lY9MbLKNn3rqNiTPn4cy/yVBoAil4fPGZGq26Ln+d+W5kgh+xO9/inh2kECw1rVJzI29QSqB45R65eXl7q8fGxeU0p6/b68byJDbFurNRNRSVdmeuANvaYCfcdGVwul4NnOXbC/LLp1e914vmmZDE+PY+ZvWzn5+ftnVGO8RioplF0Se/Gspm6xIxFjolZl5S/NN6ODdO3BFo/qmyd8cmj2ImJ9GiCVKgIq3ndqvdB60RBvTRee1S+L1EUXgy/X15eGi3y8PAwOLON5/Hb3hoIlWIF6fFIgU3UaToDxWJqh/GwEQYdGpGazrKCSwRPX9KjSwWbAMDI1uNthbCOpujJga9DKWX7GZ9E/D0jkOBmnadrKi1PI0eB9sbTddug+Sw95pCYDWAGLyjpINrO/HCCBuDH3q8Vs+Uo66kangeXNDFbCRg/x2MsXzZOKQPE/7zXzArdcpIMAsaHrMBMzjBoMzAzePEas4FM79oynODGc54UKCWZFr5LRsOGzoB002XrjI+55arV8S+54JkoHxviFErvhTCFYLRW9R5hm4KwUqWkUqUgvLyXxymuPU/BysgCzwJPYc7222DZsPAc2mR6JxVAekuMB4vatIsXQs/zdP/4sSJOT4pn5PlwvbpsFDxXHg8+N11F27ku2+KxTI/K3qDBiZVRzkOPdkpD7fZWreTb6dUco0Ncbj6fN28a42PlyTzzbJJFDDwM5jK2ZlCVoMYAifppM7LgJBx7OoAyx3ZyjBeLxYACZqwMcnprcHd3t1FujBknfgPcUnGnV2zZMnhLBiS9+zReOac9cJJ0oscvQW7+Zo43XbbO+KxTNKa/7J4iTM6fz8A2ytWKyILem3grw8zA4tleoFAHbOxDUaQRtWJDAaQQ95B8VQ2UfVJ1PMNB+ETHjuv4mShto2J7CDzPJQ1wKu9EiRm3waP1q4pdV6LU/M6em417Kiv6m4axh3p7Y266CFmwMbKi7lErLgYBrg+P5/j4uGVo+VUVpEzPZrP2eg7iHa6X9vN9KkUbAgMtCgoxjXLKpMc34275P2OZmzFZB6xZUsu9HcEpxrkux+Nxi/E4s41YnNtaNVwb9lpsfOirZS+9xF6SQlKVljXuseEyzW+PKw08dfYSljZRts74WHCq3qMkK/8UkkTDnjAoByNYeyDcl7SK25QUFAJFu+DX86VwFvg0qr3YRC502t7zulwHaNCIOBG+EXIaQ9OXqaBTobjv1JfG3IkEjjVxPQo0aTAruPSY3Pbsn9vndqThSURrisjF9/nZlJ6c+bsECEkD8YwMnHsjJPuFHDukHSkXHsNsv2XEsuZx8pjaY/C6cN8M4uzt5fNtfNKb4Xr2NvGKddaRs/m8dvOkbzz1nieXXnTKwTq5o938b/Dqec46XJfHq2pFp/eAp2Vsncxtsmyd8cEFz2B1VX83t91YPk/kbZTcW5BVwyN2et9ThxGxKQlv6PO5WyiXDHK7fT3PxwvHKN4/Xvz2/lCm0GUeA9prZWzKMr0DKyaekx4XbUN5ec7s+Xi3t1GlKQiPSRodKyDqTSPYoy6sVAwklsvlAIX25KwHYJKfT0XDtVCqxGz80sDX19cmXxx7xJEweDSkV3NG2+Pj4+A4GM+Px8Xer2XZyL+3nqDQ3F+PpcfEcQqDuPQo+Htvb29wyCnX8noI1pZlBB1gCj0pM0DfaPQtxpXGlTYbAPbGoZexl4DL8s81fJdGzjRbVQ364jauGzOX3lrYRNk64wNdAE2WythKgpIIzJxv1TDvHmGwoFN3Kuusg+eml0VqNcFdv5vHiqKqv6PZC6OHqrLY+7Kys2D3vAGea+XJYkr0lx6DjaDnJdE/yjmNtNuRFOS60vNm8lnUgUe3LhDs6xmDNPqmR+yZGLn6PDMrHXsOXI9cOAZIHBBFT6yHDC1oo8XiW/IKxof0as8D7TNb4BfOsbnS13tMbPiTwmS8Uh5tcAx81gGX5XI5OOPQrw/xXDrW6x/WFOtpPB4P1iTHCCWVZr3hPgO2vIcq5x4GAY/K1HB6zZYpjwWyAtvAM8h4NB1sGUp9lwBgk2XrjI+VX9UwjZjvKZ4kc9m44JmGuq54UWGgjMBcR1IzxHqgCda9vphrU5igpL5+/TrY55LKIGMFqRQYJ7KaqlbC72eyWLgeg+v+9RaFDagpCO5Jb82Is2fM0uOjmBrKnwQfiRYxKKkQPE498JLeQ3oE2ed8+ZsND4h9Pp83QILHwwGfToRxksHJycngzaYYHwwWyD69DpQengTUlb0jy18azJ48IT+ey7zOddgjyTngN+DI8kp7MDSklL++vra46dPTUxtvMgEZW1N6njOvHytxxogDW53Uwf3MC14oSQx+cy+G3UC0J9cGlrTHJ8Onp5SeNtf9ZXw2UBIlMzG9RWIE7uwp7rF30KNHUCYOGrOgoKG4loVr9/zr169tcVhJOHMmBQ/kjMLgxAHa5k2p7NPINlJ3VQ3q9niACr0XBCVh5dULlts75BkZqM7sowyserEn5WNKwwrD12R8iOfa6FmJpgHhPu7NQLEVsY20DX8iaY+Xx9OK10geheosNcY3N0XyuoSqavPOXrHZbPYOVEA1oQyRf2f7edzdpkxxT4Pi73oHw3qcHTtNLzmVqjdfe1/P29tboyO9N8lG+8uXL7W3t9feqgtd57WcdKjja/7O77ninEN/b+Pjs/YACKR2OyUeMOEjkRgfNtP2zrNzjNVynYD5L+OzoZIuOTQEwmzkxOLIPTKpWG147GpXrYyY6YRcZBZmUwKz2axRI95MmjyuqRjaSN+MUHd2dhrN4PZnDIiFvr+/P0BTvX70aLWegU7l6nv83Kr3HpKz6RwbsdHK2E/P42EBezEahGQ/k6ZAuTtOZnmxfLmezDZKJJ/jw7XQxL0tAcyLN4RiMMhs44h/FJmBB56Az1NDDqF2fbRM9s9eSe57yjX2vbXobCxTqj2P0e3keaakiX3BEBAT49UPeJUAOzzHL1++NIbAaegJopJC9NteuZbxOjs7676SHHoPjweZ5BUNnB+HIbLxJ3bHvDAHyWpYbnlmb+x/ZNk642OjUlXvFEAaDS9MhMuI1rGAqmGmVlIriYoT+SLMpgUeHh5qNpvVdDptiA4lajSVR9jYsFrh7uzsNOUCCrQhQMlBraDkfWpy0mBGhj2DYm8nFzLXYjjyUFLz297Mai8yDY8NA3PsRZ672bmGObEB4HP3zUoyOXfHdCw3XMM4ZFCa/qTySE8UuXLMh7lZLpcNRZ+enrZNkaD53d3dwSs3/HZT181Yj0ajen19rfF4PJAnrgPVQxM5DTlPy7DX4mcxfvlOnd56SZDEWmOP0v39/YB+pJ/Pz88tocJrmDHgTLu9vb12T6aZJ9Dib28458dn6nk/mOXGsVr6Mx6P22ZWn5aNp4PhOTs7az9HR0fvvEKPLeNpHZR6CZ2x6bJ1xidfZWv+v+r9GWhWBHDUVcMMlETt1OPvUYA2DnxPMXUAnYLhmc1m74K1bo83+/Gd6RuEe7FYDBaEjWt6b/DOHidTgokGe16Nx8T9tGIygu5lUjEuu7u7jTbkvhz/jMdA4UFXJN2Znk3Se/4+P7PMpEI0Bep7GBN7aDzPtJP3YWQ2IuPvAz15luMNKC+AhOtIZY+HZSBkb9OeM9+Nx+Mmb6B9Du5lnSUY6hWPO+OX646xyQ3P8/l84PEA3JATG+c8MTufQT8ZJ4+X5946wPoj9QrjnGAr//fRRNPptA4PD+vu7q6NJyAFao5XOVxeXtb5+fkgfR5vqmr4frKMu9IXfltWN1W2zvh4oVOYHKOZROZck4KH8GXGWSpWG5l1yo9n5qnVvWPtuYfv/EZGc8Svr68D5eLn9ygzyjpKzIrVnLdpBy9WSo6BDYQNjWMy9gxYHFZM1ON7c46qVkkXPobGcmBZMGWUY+H/rah645dI0nEuAxXG0vMMdZbUIMqN1xjkfi/m2ftT+GFDqYGPjUp67u6z55wYYVUNTlTn2fQNo8R3GShfZ4ysIO2FZWzFRsMGGOOAx828Hx4etnoZA4x/z3tJytyAw/IFmHG8kmekQbIs5L40r2Pqo28U+oGnh8Hl/UInJycDmr2XaGCAac/8R1BwW2d8rMSqarBIMDwIfFUNFIEVogXQwueFkUYrkRbPNz1AKjU/XuAWHATVCglFajoIKg/ka4NmSiG9BeqvWnlZaRwdg8mSXiAlDU0u5jQmPhnBdaXXaY+J5/c8qkSAnmvqtSdDu9wntzk/dz29sbCcWKEzf6PR6B2FZWOP0SGtmtOnq1aBbF4Qx8/x8XGLZzge6ThUz4unPQYBll08dDyLBHS9ue492+CP8Wd+eEa+8Mwy6vcOodh9sgEbRu0xL5fLRm0fHh7Ww8PDIGHDgLB3AoW9UcuoDTtzZyMMUMWTwfgx3njpyExuGt7b26unp6e6u7ur29vbFtf78OFDXVxc1PX1dZ2fnzfPy56YwVnqux9Rts74GJVQrIzSK0Ko/D6YvI+/vbBYCEk79Vx9DA9BUbKXnGBgZci9uUBYgDYKXIvx4YgeB5urasA/c48RbC+zx7SNlX0a4VTaacA9Loybn+F4EJuErUh642wPMD2ifGbOS8+YpieYMpTPToObHofnzZsj3WbQu+cRZWylz/z5FAOfSXZ8fNzGtGoYP8NjhsL1WFmpOuuNftt4OssMxef5sbedsuQ5NIXrfTjIqZ/fYylSFrgGypmxXS6X9fLy0l4Gt7+/P9i87cQMGx97eF6PPbnKdZL0MMXG2WPtuK739Ly9vTV9cXt7W8fHx3V/f18fPnxowMTv0yJexPqx5+O533TZOuPDZFS9P0cq3WovPB8oaMrGgobQYhichZUK2YoAQSJgOpvNBqcF9xCijVxPYVoxgM6Wy2V7XwvptaBb6kfYd3Z22sY9LwCPi+NDbhcCzTiYCjEFlqeJ25gmTYACgz5ye3rGzB6U78+5db97sR6X9Kp6smXlalmjJLWTsZf0/BgLrnWWWqJugtGcR8aZZGSq4SH0DJgRutE9Rs3HzDAWpmJtyCyPHiuDM1OMPRlaLBatfRhnvvfm7aSMcr49J5a/0Wi1gZQUZ7/B9fHxsbWRTbs8O088wYvpZZzZY0pwZo8D4EH7bCSSjSBTj/6Ox+O6vb2t8/Pzuru7q/Pz83b/zs5Oy7zzXi/GEjlKOd1E2TrjYyRc9X7XMEKGoCQSSUSDYk3FSzEK9EJBoEC+8Lj8gCSdOm3qwu1I9G9F741qLHobNtMMtNdK2WPC9yghG0UHOTF6Sa3kfpH0JF1siIzauR8DmfGGNDA2TP6xgqc+OHZTS2nYGcvMPrPnazozaVd7js5GYhzW1esYG332mWPEAyaTyWB/z8nJSYv9obSg6zA69v48rrTNAIyEgqoapHDnqRLMmefDoCkTGdJwe134VRIeG+SK9vaocJ6b68L94W+zDzs7O40OtydkMGVQhWHyvKUs5rxafyRFv05uAJD2xjBI6BBiP8gFtByv/87Nr9/z4v/MsnXGp+r7ZxmlEk8XPhUIxYvHPCufG6n5bxsD4j0ZyPWiMUVoxGdkZZrKaMyo3ujTCs+0jw2djTGLPbNpGD+eYaNhxOh6rDA8ll4QXuxe8IyDDW3On4uVnfvjueT/qj8OyCbKpa092sWecRqmRMxVNUjfTsqFeSKITt99GKaPbVkulwPlRCoyz6AvPUoxvUkbc+gq5MygArlIA+qjbQAWsAmO32B8fNqD5YN5sewluPNvAwpTX4xjepGMF2szvWLLhw0fc8Z4WcbMsPjHxtpeveXe7TVbYwYF4MQxSVXfkhTOzs7aFo4vX760/UPUkckPmypbZ3yIf7Aoq1ZBwaqhwbHSNgVlBWJla4VjJWf0Yprr7e2t7TLnfC2nzbIYTIOwSKven/hsRWA06md7oVqxWQHP5/MBisNr8ble9qQy/bVqyM1DSziQamSH8k1jkejPyjnRIeOUHqIBdHKXcAAAIABJREFUA4Ux8XylQrCCc0Zcol+Pm9tiubDna6o2DTrjaOOE7Dmbkblm7OxRms40VXd3d1c3Nzd1e3tbDw8P3SB+UpyMkxWikxByHuxVIKPOhvSp7E6ZR+bS+BjIef+X25zy4GKKyxmZyIMz1cbj8UDBo8xZIxgknsX8OPYKhUW/nOLudUd/c+zt7aNvnNyAJ4OxtvfMWDhrkvUOfcmGdfYSAVA4+WLTZeuMz5cvXwYn3VYN36qIMNqVTwXlQGn+ICjpeVQN97cgrMR4cPcJ/jk2YoXKMSD2GhBK6AOj3qoaKLOMfaRidt+TekHpHR4eDjbkgaLXxWryoEWK25NUaH5PW7P0qLR1BitLAgnPseXByNQy4Hpy/JLqs8dmess/e3t775SuaaiMH9jw2NtlHKnn6elpcHK1s8PWGR/LiT0wB6d7Sh15wfsxyHGSg5MskFG8HStxgx/qzpJznP1YLr+lVdNO98FxWc896cvUixfk+XeWpD0Qx6cSIFmOe79hQ0wJe4N4rk/rJvqeXjdn1DHGpGgTy5tMJn95PpsoT09PAxRVNVQwVSvenUlFIBxAr6rBAkWA2RmN9+EsMwyOYy/39/c1nU4HpxGjpKFR7KlhgIhTVK3y/309FF0mJlhpoexckk40mqR/UDvz+bcNfqCrqlVCB2PEc/CYkmqzAe3FZ1DK6xAuz8vFk16SaUnm2cH8NDpWHl7wWXqUWwKRNLi+123zOCQFg7EyvWjDw/9OCkDWHh4e6u7ubq3H0wMMmcDhWBYKLk9ap+6dnZ2Bp5OZdU7Z9xy4r0lPfo/qTgWcc4VH5vvtNdiLQ+GfnJzUYrFopw74JXQYSWfiOXnEcmSKL1kSiilZywnzST2AZjMa9MNyW7XaUsIYYijn83k9Pj62BCpesPcjylYaH85LytiP6TJztUZtySlXrRSgFYJ309vwkE2D8E6n08FpxNTHMyy46W3RB5/3hFeCcvCiwSWHLrSxtGLrJWSYyrIBwzOkpHGwcuQ57psNkYuNQaJakCDtMeXj9lBHD83nWKZiMEWJbHhukmbku96zk5pKT8p943t7VowbHm3PQ8FTBnwsl8tBCv9sNhvQdundrvMQMTYJ2FCWZIbd39/X3d1dayPGx14WitJUbRoUy0TSlKaSPN5pmDy2pnQdz7NHR7+pZ2fn2+kek8mknSjgNHe2K3BsD8Y36+gBHstIjmcyB1XV5pLxsEdvuUmdgAylbDs5YTQatbnK+d1E2TrjkwswKSjTXqZQECAnAiDwGezH4zGCxdNBaDFAzuapGrrNGD2eN5/PBzvabSRtOBA8hIwDFb2nw0ZkXR20x/SFER7Xk/mWiRbcn2OchqbnzVStYnHpISUlZINU9T4uY9owv6e9PaWXcSKjZtdPH9z+NEK01c+zDHkcklJlPHsZZdxn7xKKxSnVllvmze1L45rGL/e6YMDf3t4arXdzc9Pmwt4BKDzHP+kiryF7RpkhmGOUCt1GjbXueXS/6asNGdeRDecx8InY7KfBuFM3hsj99TynV87acjtz3VAP96fn43nJ9eX6qMce5tHRUT0/P7+7588uW2d88FIy/gAqwPhkevU6BVm1QocZhGUBgT5JLMAYGJ1ZQWE8OOYeJcVn0HOJqFA4VdUWyMPDQz0+Pg5oEysjvDQQs88+o1ioTZ+YpnS8IRe8FxYGhcVjJWLvyojXCsenTfAsFKrpFns2Ni6MgWmdXqJCeqFe+Lng0yDQpqRWXFD+PYXkOATPcPp7KhnklbhaVQ2yKDm12Yjc9WGsLLe0jf7SBjLsTEVCH3/69KleX19rNBq17CoyxQzoDOryMyvdVN787bHOTEcDJCdIeI48j4yBA/j27HtxNMb26empjo+PB2+DnU6nNZ1O274iAK3lsbeucl49LjkGnieDAgCIKUza4WdapulPgo1NlK0zPgih0wstrBkDyWIEmzRFIimMgQ8HhWJD6aH0vSHUyNrBV7v9VdUWBedBJR/v1G0r3V66rxMkkmKj34mcMiOup+y/RzO4pDdgtOt2Jn+en/G873kkzvBzmx0no2/cZ2OY8sD4mV5MVM+zreC4rudJZZaTKV8/O5WVn+XAfo/SSfDg59szQZ729vZawo69Scs592D0ZrNZA0TOxoOeY5+Q31vjOU8vOmUn6WIreydu9FiOnB/HtCxfpnQdyyWj1HudWJNkylnmPOYJKPxZxj579CSyw5FAAJCq1XYB97/nXdtz/hFl64wPXo/pCQtJIlELqXncrNMLhwXvuM50Om0nGCwWq3d+HB8ft0WDASQ2QyYZmwNzMR8fHzcl6s1/RjR+ZYI9CS/gpF4SJbp8j7v2PabF7GHyXd7XW3Dpfbj0eG97HVyTysZGgTlzRhHjl96P436mSpxQYSWVVFYvPd/0nsfengE/ST15nlIuLcvZ55wHG6weXcj/eN3Pz8/Ny6AO2sQL6Miwm06ndXt7205kZ6xR3nkEEODH47OzszPYrW9QxFomeI6xNohbl5Jsw8N9/twK3+ufefezT09P2xlrd3d3dXBwMNjIyzpEDuxdprGxIU0ZMTAGkOC1MC4GQG6zS3rrNrabLFtnfBA2lE2i+/QCrEQz6yzRPrTU8/Nzo9hAgH5pla8fj8ft7C1TBn6fz2KxaMfhQNstl8vBu0sODw/fCVAq2ar3XL6faQ/AHgzXud+mwxg7Z6Xl9bkIvPiNLjEgVUNknvOS9bgut6FHddBO15nK20oOBWBw4BjK7u7q1Ae3zePgrEOe442kKaM9AIDsMT49TyuD7+vqcj+5Lsc0wQQAidRd03c9Jc3YQf85nrqzs3rbKgeg+hXdptPwKmwo6b/jrQY7zGsaofQgkPX0ApKCS2oVOTo4OGj7ZjCiBwcHDXCy9jFEPYA7n88H1FjOkVPVXZyC78zVpKXdP4MR08M9cPJnl60zPj3Un26+f6pWu+iNEBMx7OzstHjK/f19/fbbb3Vzc9OOyjFKAclWDV/elsj569ev7+hBPCkCvcRv2LGcSRJpWNcZIRsfb4xL4bQXQL02JF68psD8fKPqRF82Rqag1iH8XEz+vLegPCZJqbgPjt+BKE1veed9ykwabBSiDasRtj2fnvfi89/ctszuQ/lknXzGD0qrR2el4erNK149xsHp0/ZI8oWEVr47OztNftn4aK/Ix9+cnJw08JcAhnYllWlamTHyhlDm39dyr+fHQMRrAjn1+uVZxFlYS3hu+/v7g/1NNjx4huntO1ab1Ku9oWw3bfX82wD7GDC/dnyTZeuMjzlwL0QmPReaS6JMK0w8nt9//73+53/+p37++ef67bffmpfiBV61Ov6eAyDz0L/5fN5iNrk3Apd+Z2enHUIK4kI58ncvFpBKhuyiqhrsH7JnZ/efxcou7B669vXU5RiGxzaNhJ+b9VqpeqE6gaNHya37oR57FT0FzDilsbQn06OuUim4vp6hRcbIaPSOdQylPSzAwPPz88D7ICnE6fY+OJNkFrfJfffYu42sGTK6QN3j8bgpM+SP07XH43HLukOGUbZ47Zynxv3UyaulJ5NJi48a8HlO8rfXagIVywDyk3Ex+s44Oi5FGzGye3vfDnadz+d1enrangG9fnBwMGAqfFhp75n25KynbLxTPyELeKaWPwr3GUDu7++3g0o3WbbO+DjTCaOBQjPa6VE/3J9Kpqpazv+vv/5a//mf/9mMz+vr64Dm8/N3d3fr6Oiozs/P22GQGBF7GE6Npg6UhxUnQWECw3nUjhFc1TDYPRqNBoo9EVTGKVgAVkwZNzEa9qKpen+MUSp0PvdvK8Y0WIn0k2pIb9VI1/Rr0oaUNGYZCO9RWlZ8Sfe4TfY2PXbeo7VcLgcbmBkH6MB8w2vShCh/DpRNzyfbacNYNdyISfvtzTuehWFk39nR0VFD1yhdK1VvNWBt4CmMx+OazWb1+Pg4eB24DZBpMFN1pv4sE+m1WLZMXdlTZ93awzXNzH4ce37OgjW9y1okEShlo+dBp0wla+Dkjx4bYBn13I1Gozo5OfnL89lE6fGfVSs6xhNNcQDQtBVC+fXr17q7u6tffvml/vnPf9b/+3//r/75z3/W/f19jUajdvrvzs5Oi/2w6Y/vOQaf97KbUyb9GSTIwkLpvLy81Gg0GpznBkrjVceuxzRWjk0q/FysJDukYbGSSpqC+nJReey9abX3fIqVdm8+e/WZcvFze883927j0Xue+5eBYxv0dXQWc2CFulyuXnIGiiWt3fPnU4kTERtBg+ptyHpxAMbJ451xF6N8xsyeB9dxUOdoNKrn5+em3PCSoIpR5tSDEcNAMUa8Tp53FeVeNMaDkzdOTk6qanhgZrbTmWmLxWLwxlDPjT1/4rXMhT1v//AMEiF84CteHr+dYNTLQDUYg+a1zHpNMR4GIz2vysaUev9Ktd5A8aSai7eLW7V+d3zVKk4DhfDy8lKfP3+u//qv/6qff/65fv755/r111/r7e2tBVKPj4+rarVZz5lr+/v7zQCRAcSBf+fn5+1ofLLjjo+PB3uFvnz50pA4nhALPYWPvueR6jYS7j+GxUotXXlz/V489jCMFnODI4s1Fbfr4jlc0/uhXSgWeHj6aA8XZU1atdGjvcT0gGiH5cntz2w3ZCQ9SffPqJj2PT8/t/lkTq1g8X6Wy+XAcDJX3mfifvO8HNce9ek5c0o08g+4QblayVIHwOvw8LABF+bCMTM8elC56fDHx8daLr/tJ/IBoBTaN5lMqmp1oCdyyY/pPJ9/yFrZ399vbUxvHwBjuclCvzx+9M9xMMbj+Pi4ZRCS2cr9yIO9chsMU7AGdIBht9f9N/DyHqB1CQ9/ZtlK42OuNymTVDpGlEbWRpVfvnxpm+w+ffpUd3d39fr62jLZPnz4UKenp+3et7dvp1lziCJpmCCwx8fHlkVTtTq7DY/GNBrKDaNg40O72ZPj+IQpleyT4zU9g5OeCL/T0Pl7Gy+UXyZ/uB6Pf3oKVgxJ2VWtzpOzJ9WL6aRXYlowvUL3096eFbo9n6ohrZn9cL0GNmkYuT49EJQ137ET39lnprWcnWf6yd6gQYM9hDQ+eGDIo/eHYSSZXxurpPIsKwZ0ACraVTUMrqessE+OdviIKXv5/DgRwAafebSs+dkps6ZHGdukf3NNODEBg4Qhgc3w9TY+Xte9tWK6zePbK1nHjyhbZ3yqhoLlCWYS0p1mEZtfRbjhbWezWd3d3dXd3V29vLzUwcFBXV1d1T/+8Y/693//92Z8Hh4eWvB0Mpm0jDiElk2hCCIKBxfeO5qrqhkf2p30GsJoY1I1RGapFIyKjEgzRpQUpZG368rFYGWLQnHbHENgjpIWMkjgGmekmc/nu1yg/p+2uj/f8witFJICoa700jx2/G/lClXCIbOMjemsjN85pocsv729tTgJv4kRpuHxeJhSsrHzxlC/0TfpylTuVd/2opF0AG1rj9d1WE4S9bvfGIPM9Hp8fGyKHMCFZ0BMxsbFYIG/7cUz96YGnTFnLw0g4M8Marje9GmvnY4DudhbNTChTseknSL+f7n8327dn1jSLbYS8jVVw6NaEB6Cv2Sz2YMBff3tb3+rf/zjH/Vv//Zvzfj4DZO3t7d1enpanz9/bq63Ua/PkCLTh71CFm7a6P8trFaKVUNvhN8Zj6FOjK4N2DqkZKXtMeyhq573lMqE63oegw2IqZuMu1BsCNKrsoeU9aaX4j76mT723vOBsuihYvcFuoSYoF8dTf32IAyEPD7ME4fYTqfTd2+t7c2Zx5pn2svO13ukh+j1YwXLHhj6RRYe7aQ/yKf7YnbCrwgxjWlvbrFYtPfWkHxjo0m9xKRSvgxIDNLcPnsfjDOempmDHpVJfTbwmeAA9eYxoq7e4a75LNN+PkLM12GE3c8f4f1snfGxgq7qn6/kRZQ0FYZnPB4P6Dhn0B0eHtbFxUX99NNP9fe//71++umnRqGdn5/X5eVlXV1dtfet/+tf/2ov+YKKsyc0nU6r6hsC5pw4hDQVooOpcMumRkxDpbKxJ4TgV62EPF8c57EB6bM47TEk0u4ZIy8E7nPMwcrAbbK3kvSVFyJ15AZGUxr2RpKOSo+Jfnu8UVBG9Za7zKy04kOB+Y229mxISqhanY/nsaHvfpslLyjkVI1erCcNidcD/UOBu3+eL9rOj9fB+fl588xR1D5wlGeknDAnKEqMmdeuY3S0DaNNvzjvjjTo5XI5OBYn5S4VtMcjPVvWgrdC8J3l2AbaAAADwfweHh4OXs/gU05oCwYrDU9SbglYaCtrAlBpXbDpspXGx2mGuMimn0zZeKFZGaJwifk41dUTn0H0vb29dqIBbjaIMHdAV63edopQsSnPxic9GAwPwWAoj0TxXvCmTPiesWHR5ynDPBMF5aC76Yyq4ekDmQ7K9xQveJ8+4GvtjaaidzA4uf5Uqr62R7vxvxeu++OfNJ42LrTZGwzT+HhfDgYc1O44ihWyD4OlfTZi9nhSBqBl3I7vFWTTXlfVKrsKL900MTFP2kUCgd9mCp3VAwP87WfZ083+O14Ede1T1xeLRZPPw8PDQazOij3nLueU+TYA7BkXA5ekrS2XNobIMF4ce7OYQxsb+tTbB2RQ5AQVg8nFYtE9THgTZeuMD8oP4+PzukzZGB1WvXfPjU5IlXSWjo/HOTo6asLD5HONPQk/y9eCFnHzWcSmHrjPPL0DxLkHx8+xB2P0mR4ACzjRO/U5ZRahzrhSelVZrByt2NNT8gJ3vIHxWOfdJtJOasPXu708y7LgBfs9r85tSoNr4+OTB6x0bXzTcCXVR/ZUxowcB0M5pUGmbpJWsiQlSR+IwSDzGEwUPF4HRod34CTNbHk27ckY8HzPLfQghbbQB88f97Mmjo+P38WvxuPxO2+oR8chO1bqPY/H8u625RrEkKahPTw8rLu7u1aX93K5XusfAxfHAgEOjBNrNen2TZWtMz72fKpqcDAfBXef681Ng6ZsCOwRcAIBwX/2LTgDZ7lctlct3N7e1ufPn9tbJp2fnwbPAm4DmQLsdM7MRnIdVj6pTOkPz6ZY6XkRMaamJtOgr0NXPUXqxevFnd6an9EzUh4/5tPIGiVnhcVnXIN89Lwsy4ifzfwxb8yrM9hoP8DC1C1Agmdxn5WTjTOex/39fXtdNigfz8nzz33EBQwanO7rBAMbas8FawrDYqqSZ5yentbV1VUzQtRjSo5xs9GxfPA9bUx5on14e05mMUNB4TBez7cpKFOlXn/pzdPOlD0DLxto1ou9WOYVpuLg4KAWi0XTG+PxuKbT6eAUa/fNwDe9R67zuoF1STnbZNlK4+OMELupVlBVq2NbPNlWQtRhmq2qWrbR77//3urj7DUbv+fn57q7u6vb29t2ZI6FJ1EZCt/0RNIguNqZ4krJv63A3S+PAfc4wI6CMpry2PkZqbB77VlnBHPOHAdw3Wl8jFCtTNK42dsx2rchNEJM5ZQ0aQ8x53X21jyONmBGoyhpvvMxStQBHfvw8NCADMYnT3G3fPWACUo7kbhlwh6c28j+JJT63t5enZ+f197eXp2cnNTFxUVNp9PGGrDR0vFE1lMmIaScoWxNobuenuH2RtGjo6NWJ+Njmpd6TJUamFqObIBSpvje69njmfcZUJ2cnAyYGbMepsZ7lLgNT3rd6aX3vPU/u2yd8alaf+Jy0jZ2Y9P4cO14PK7JZFIfPnyoi4uLOjo6aidPW7kT57HheXx8bO/5SY/HCBwFQkG4WEhVq9hLL8aTMRD6aGoi4xYsXp6VQUmUhD0JZ0f1PJ4ca7eF73tzBbpLoJB8PUY5FaMpK4+B55Jr/NuUjQ0vRp9xSK/MfaL9Vvg2dGnk0xsBANHGTIGuqnba+e3tbd3c3LTT1KtWGzDZnGmvJZMJnNDgPtvb6M2XvXk8D34obLaeTCb18ePHdu/t7W1LiDAFbe/O85hyY0/AO/uJIVWtTg+nT/Rlb2+vKeaTk5M2Rim3SaUm+KC99g5zqwBtYSMre5NMZWJM2DTO+PPaFc7PM4WHEbeuypiqz7O0gfJeqr+MzwaKFZ8VQCJuK4VUJCzc3d3dRif8/e9/r9vb2/rXv/7VjA9H35D2ubOz0zJ9CCRyMKgzs1IpGn0eHBwMkhvSQPkkYYQZb8afcx/9SYNMWzxm/szXgRihC/jtDDvHZWw0eorNPxnnoq/ElBhXFGlv7tbFWqwwGOt1B5QajaZiMqXB823wewbMdBX1Ax6MiF3XaDQaxPJo72w2q5ubm/r06VPd3NzU/f39IJPMG1M9944FeX+Y223jX7Wib8wSOFbEfDmWWlVto/X+/n5dXFw0w0HfnDzjPjpxxfEJ2mCaMuN86XUmVedXZDMXyLkNkw1gAtR8psGIZc4AibWCsfZeIWeyGUAC6jzWGCpTbvaCbMwz5sR1GQvaZNlK42O0XPU+LmBFmFSQhR0hOjs7q8vLy7bAOI3AaJv7mXRnyPW8sAyi0/YeLWUlY46+aqUcMLQZSE5lnwgxxyZpuNFolS7qV3EbTZvDN7JEoWRbbZDe3t7au1BQDoz7crlsh7Dac7OCYKG6fhuKnteTcY2UA88Jz/YcU3oemNuZ4+3DZ41cLa826G9vby3Oc3NzU7e3t3V/f9+SDWzsUHy0w14UP34hocch5dNjkGPND6j67u5ucCQOMsIxUoeHh81L4l5n+Hmcc4w9Z3yHB26jzlwgB2QDTqfTdxRfAhjmJufcRs1tspfteTT9xjzv7u4ODF7V8B09eG89EMr3HCPEfWRLYliYQ+LPlm1k5Ed4PVVbaHyq6p0Q5OuruSbd/KpVCrJpt6qqi4uLuri4qLOzs4YybXjWCa8XTlJSibISiXMNB46enJy0wxetxKjD9E+iRSN189g9JJdGEmXhF6o5y8bKs6d8k7M2MiODiiA1GVS8vIuDU3tAwfON95dj2JsbrjWSzfnpjaH7ZG/Fc2CDRp+rqtEqpmwc40JhI1sY5bu7u/r111/r119/bZSbN6d67JELgwL/xvjg6WTfTAsmordBNw339PRUt7e37Vr6Qn/wkn3sDMkyGAIn+JgOTa8DBc3/tKVqtYEZeWP/nOfDcWDSsA2WuNfKPqlrGyMbKGJw3q+V7IY9dRt/y50BXCYUsF52d3fr9fW16QDLN2OGcUpKcZNl64yP6SUGH5SfSCbjHNxf9f5EZB+uaOOTStvFCqynoKyI2UHtbCloEqNI2kD9/Ha7U+FSHNS3srUydZKFYzvprXlh0Qa+c7zEnqApAShLXlXBS/l85t3Ozs4gFtSLzdmQ+tmez6QXU5Eyf9mfDIhzPYoEhWe5swLL12XYIzR6toxBB729vdV0Om0JK/f3923/F32xnCEvmf7Ojz1iG9CU4TS+PXBGIa7w9PTUjI29cnsdrEGMIOuI6xhLlKplNuNEeHW0wQrYhoaTrOm797TN5/M6OjoaULtJeRnMeE15HTB2fmUB42fv3l6uWRPkhfqd+OKkE2+nMIAmA9X6xX2xUd502Trjw4SbUkjEYcWZaC6NBIKPu+8XaFGX+WbuMx2SC7xqxYHnPTzbAshriPEEOMfKaMwUQNXw2JCehzUajQZ0BBQZwm9hd7Ca4jb3aAgbGVAt/4OY8Xhubm5ahhS75mmDs5sS5dkIOhspDVAaLSsqz196Tf6dHikKywaHZ7n/5uXTuGWboNpIWPn999/r5uamPn/+3PbOEEh3bCppKRs32uUxcvzAFI2BRwINe9bpLc9msyZPXMv9port8XlMnEDDd7m/jnabXmQevcb8ObKH18D4vb6+1mQyaR4QY2MdwH0pC16X1i+ADFP6mZ2WFCD9zPHwfjpkI40WjA5JCs6A9ZFJALoeGP2zy9YZHx/TwaTm5HpxVfXTh/kcJTIajdp+Bii42WzW3PekY0xfjEajAQq2Z4BChQYxd4wgnZ6etlcuEKRN48MubxaEA5/QGw4s089eYoD3jhjt2VO0p2WDzdg7LdabdXnp2XQ6bZmAd3d3zfMha3AymQzGsufN+bmeUy98e5r0OT03vs/58XO+R+WB6Lk/gUyCHHsUVuzERkhWub29rdvb22aYq2pwXIvThs3xW+H6OBzTS6ZhUzao1xmYXGPZraqBcTUlxjureLUASTdQR4yPN0zn5mAfRQTV6ESL9OjsFdj4QukSp3JaO3OXcuY17bXitWDvJ41NGnczGZlmnsxDrivoPNpgj9HGzy/2462qrCnYhE2WrTM+vKq6ahjgrhp6A86E4lpfYwNU9W2ij4+P6/Lysq6vr+vh4aEJBBvFzMVjJIzg/cpkqAMrEAeOnRGEx+PX/LJoEGIjUYwRnhpIEUNnqsdI0qg6efr0Fu2x8Xwbc2fmOAEDj+f+/r4ZH/ZAzefzwZE4LFif4sCzXKwwjO6hNn2925/Uob2f79EU667JepMi6VGGjBVn+nFYKGn67JNBXkz/9rwTv+sFY4YSNJjwmFXVAIEDXqpq4M2kIrbChEJFXh2HIgZjmbARS8rQ3pPXIOvQRsKxEit7e3OMy+7ubqMIHx8fmwFnjVAXbUe+7WUasJnuSm/QlCYyA5D9Hl2doKbnuVrO+X+5XNZ4PG7JCMSJv379WkdHR3VxcbFWnv+ssnXGh1dV9wwQqJPSo2L4395T1Wq/z9///ve2eG5ubprH4vrxkqyMOdEYZVBVAyPoRYSXQwAapJuemhcC7aUdGD0WFsjecSUbP+rLxfZH/H8a96oaIG8UDsqJwzDv7u5qOp2+GxOeQ9tBbScnJ2s3Q/q+jOfQHv5PCtZI2XW6Xv82bWSlaMXt9iAbGUsBrX758qUeHx9bbMebSJ0tCUjgFQbQRVX9GANZUSh9FJsD2gYeyKhpa/qblKv7BqDCa1ouV6czTyaTdswNc+x+YYgwrE7ft7IdjUbt/jQ6yDlzYI/b8ggQwcMECGEgHV9hvuyVODmAMc91k3JhI+U1YzrNP+uAb1W18TWg4X9E0Ty9AAAgAElEQVR+MOBvb281Ho+b13tyclKXl5e16bJ1xsfUVKIOxztMQ1S9DyqDOhAKjML19XWjj3Z3dwdvKaQO7jFan8/nDZlAQVhRUlgMx8fHdXZ2NgggYzjyOV4IRmtGc1yP8KYHYKVpChEvzYsxr0klbiXgne6kv97f39fDw0N7lbSNoVPKfRowxjd5dRtdj00PeTKnfG4qxd6avaXeONE/l4zrpYLwHFat4i5PT0/18PBQnz9/brEdKEiKPVEnn/S83p7ht/HBmKSnb4qa8bXStMxlwZBSJ97S3t5eO2XAHiz0Gfcg83jeJC8wJxgD6LqUc69lG/aUTxsIPHFoYBuK9NxtKExR+7nuv+cco5Y6qCdfCZKtm9AXyXD0vHqD2qpq8eJNl60zPv+fvbdtbuNItm4TIEUSBCjKkj2OOOf8/192XmJmbI8tkSApkcD9oFiF1ZvZmrkRjzEfoIpgkAS6q+slM3fmrqzq9GCqpms3Nr7m39OztZHDiK9Wq3r//v2EX8eDr6qx69wCwGJq1VdgfHx8HAuBnaFDEW9ubsaxJVU1MQ5VUxonhc3F/UmDw/cp8GlooQR4lkHAxpyxdrSDgt/f39d2u63ff/99RD8YE7xXv1b85uZmvBfJ6atz6zGmWvy/lROjbFA1WBl8PE4ZBWYWVBcVmW6z4eJZeN6///57/frrr/W3v/2tfv311/FiOCIIG2NS0DPyMdgbdDvq0IYTeaJPlqsOZHLMKYy733lFFHVzczOML/rANVBE2+12Qq2enX1Nt7fx5TvWjGyoiZJYdyNpxvNOH7n/4eFhfOY5ZZ0WJ5HsQqIlJzswp36W5dNU+W63G/21w+hoCl1CplKnrWNef8vnJtWbNN2xysmBjw26lSiNlD36NGgOsU2HQXu8e/duKJATAAjjqw4AZCGyoC6Xy8Hn8yzWaKCaNpvNyKrxERpV0x3V9tpMzeUP45ChPu1xu91O05XpZdMmc96s8XDEkH9IGabvrKW9efNmvAvpp59+qg8fPtTt7e2EbvNeIbfFYOLPkw70OoCVHNAgSuvAZ27MOpoPz7vq4Ax5TkgqYPPor7/+Wv/4xz/GMUwYalLrDTiAMYvOHgMiaicemFbrIn5KgqQjZ6/DeDy5j2uh4P74448ReW2327EGtNvtRvRGHU5LxyGz00b96Blrg35jquUW3XCkaWfJL4UDhACaL1++1Hq9rrOzswlI7Xa7NkIiZZxn0U70mb1MRHoGjKQ8+e3XRfh3Rm85D0kfu3jt6Jjl5MAHoe+yRpKuMn1EcaTQ3Q+HzUu0HFKTXZJ7MfDEzG1jGOCmWePYbDaTDZb25mhDZyD4rvPEHfX4ngztXXeuL+WYJfj4x8kFd3d340BM/oeCw7tfLBZ1eXlZm82m3r9/X+/evRvAgyec2VsUe/rZ91y3Me0GCPtag6o9UvrfjZ2pNOp0ZES0zfPx9H///fcJ/egjmJCFm5ubQb96w2bOD3/7ENGkW5n7pKiyH3ZoDDypCx4bgJD2c/I74/34+DgAiHYQxVCnIzei4UwKIjL9VlSWsuxxoA7WwR4eHsa7tkzZso0CefD5atTnTFa31etVdkwTMOwY5/h6TFIf02alE2EdMB39HXyOUEyfmEetOnhEpHVWTT0K/++fXCPgTaasA7E2UfVVKe/v7yebI/G2EFAyumxEMTI//PBD3d7eTpImbAS8aS8996qpp22QSEWxYndUlr0xKzNjnPt2zJGzBkbGFj+ADhQGSgXw/PDDD/Xjjz/Wjz/+WG/fvq2rq6uqqokXbQNFWxjnNJappI5IGFf/7Z9cv+nWylwcVST9hzfr1yKQXEDEQ7QC8KzX60E/cqoGIEyddijchm4O02Hh+lw3hN5KkPI6Cs/kGht4DDuRBFl3z8/PE2OcnrxpLr/qwZSW11Z9r41rMh/pnHENb4RdLBajXuuo98xYBpEVMwjsu/MeGx8M6+0NySJYftLBM9DyvJRvzzv9ZU5w2GwfjllODnxcMiRncjLkTb4U0EovwhOMJ0dW23K5HF75xcXF4O69R6HqAA54TrRjs9mMdQ4fPYKSOtz3BkcULwXR6w9WRm8cNeXoCCk9S9NLSS05jdp7edhrwD4N+G6DJKDjV4/7CKOqw8nePtPKAGKQ6CglK3v2CYXPtYM0jpT0pm0YqNPADzWEESACZP8OUaH38Jyfn499XTc3N+NIJdOvUEBQVKwLJSVq2UB+ud5RkalWZ5u5347qDFZ2SpBzR5gPDw+T9Y1vtdORLTLP/ABeppktAzayjmQMttk2U1zn5+e13W7r6elpvB4FR+/8/Hyy2ZkxYZ5tQwAj2kqb0oHrKEOv75q5oc2OHG2XLJsJQAbJY5eTAx8LZxoU87LJYaeXh9CYr7fnaxBh4hFO6DI4fATIwmOPablcjrPb8mh8GzZ7VgAk9ZvqydDdi8l8n5EMP36eAdP3uaDsGESimnz1OO2vquEVvn37tt6/f1//+Z//WT///HP9x3/8R/30009jncd7QoiyMKb2fj2PXvuxYuY6lj325MsdVVGPIwNTb74ecPc1JF1st9v67bff6rfffqtffvllckBoVY31ndVqNQ6v9QsKAV6SNXhNgdeGlsvlJILAIUDm6DsOiME0wcf9d0lv3U5c1sn1yIIpJxvrdJL8Hfr18vL1OBzWEpFXnmd6zGCQYEs7GXfa9/j4OJyl6+vrEf1wHp/ljyQcr0t19DWfeYxNv9mxyc3x1sekebFVBnDm2BEf19gpOmY5OfBJWsSeKEaI/9NjxiBZCExd2EP2s6AJrq+va7PZTAT14eFheGU8x0fbOyKpqskmVIf1GAWDjxf6k9c3LWEjjCLxTAy7U19zPGyETD/ZyECv2ACgoFznRfjr6+v66aef6i9/+Uv913/9V/3444/1/v37seALtZdvAbVhYvzsFOR8eUxMV3r++BsjlqCUcmUO3oCF98o6nReq//jjj/rll1/GkTmsiTAPjAlp1KwLsk4Gnek1M8CHZASe60gzPXUDr40ZbYcaY9wYX2TGURTfM97dmhD3+CVvgF8eYJpz4WiAlHsik1xEN7VlOtKOnr/j1RbINuN2d3c3dBmKPU8I4bkpT9SP/jOOjpg8Zu67KT/kPO+zA8ScJGgDWmZqLOfHLCcHPhQbJE941RRIql4v4tsIeSIzy8pRUtXBuzcVYkok38dDWxAaeHLaY2Ngo2eBd/SUfHIHmHiIbntmrNlQebz4zO3LBW6PY1UNz3G1Wg0DfXl5Wbe3t/Xzzz/XTz/9VP/1X/81EgwAHk4J9npSrl2lE+D5TSrEc+3Ixv1NAMpoLymWlDWMHN7wdrutl5evr5X++PHjSMtnTdA0GFEPiQWmGrfb7ZANZ4Xx7Kqvxpdo0Y4E/e/miO+SQrPXbE+dSAN5yP+tF5YfgMsOgBfmDfhpLA1C3iuUm7g9ny6O8F0nukUkDUBut9u6urqq+/v7MWY8k7bbmXQKM2Ph6Jx2OTGn6jXYOrJhHBN8DHZmZ5BZxsJR4XfwOXLBQGT4b6WhdB6g77MRspeRJQXIniTPy1Ox9/v95OQDe1WLxWJ4wvZ2/Az6ZS8Ioc3j/JNmwjNjPBxtoejmyLnOtCbrNkQpcPq0P5M6lsvlWEz/8OFD/fzzz/Xhw4f68OHDSL8lgiJJg/m0R2dj4vnzs+aUzePldqZh6u5jLFKZO9qK8eLUbl6HsN1ua78/nFjAMShsHiXDj4yx33//vX777bexh8wRMPLM6c20heJ1znwJYI5PRnkGKr6jXakPyB3PchYossNvxmhubjxHnh8fN8WRPVxrRwTnJZ3Cro+WT2SPUzgY393u61tQoeGQt3TGqLPqdValIxS3p0seyugSvbHjiWx5ecEOEc+yTFsujlVODnzsESTy29BWTdMeO2OF8bVHzMKpvT1HO51x5nmmz0xpQJewOO807N1uN/G88Bjzp+rwIjtTX/bITTlaKbrIzRyxIwS8V19PhhZ1+3MrwJs3b2q9Xtft7e3Iaru9va3NZjNoOfqPobOnZ0PHc9JbNt1ghbNc2InAuJqKSg/UxsaRI/2qOmxE5nPTOH4dAgDtTZVQSj7JAeqGs97YnOz3KjltGFDIiJn/TQkyprnGwmeZFkw/bfxybOx0GaQM2IyTARpZRQccIXie0SWnm5uNsDw6Uu0iXoNQRg28L+fjx48TWU8HzmOW0QXy1W1DyKid8TKoWd/oQ9d2iuWV+50W/u+IeqpOFHwQ2lwfyM870EmAqppysk7rtEeIR+aFY3uEGDgvgGIsHWVAqyBMhP3JFSPEFlgv+hMhcC/PSJrNVFuuRdEelCGBjzGEu8cztJfq9PLLy8uRSg7w+FBWH5+CskI3MX940AYHR1uprO6P0+9NjWRCimUhFT+Nc2fQP3/+PFnj4WRqMraIdLw3xJlctNWHje73+1qtViMj8vz8fBxPBEgB2gk83/J8TSVaJjLjjWKAdjH48Nv0J2Poo6m8hsLz7Dwhe8juarUa0eTd3d0Ar47RsH5b/w00SaGmXptmN4WeOuLnpLNroKZ+xheb4K0fuc6Mg2jgSxmem0fbmw60/uxykuCT/6fAfYuW4VrTN/b65zhpn06AwDDxFxcXw4AaNJbL5djQRiZPvvIApWJ/g40K7UVRyXRicTfTqhFaC7U5ZYfr9qBQMHPvgKXTWPntDZEYFeglwOf9+/e12WwGneiDKWknhsZvuKyqiRdpb9PeX1Islg3Pq2XEnrQdlZQF7rH3yt/siv/1119HcgFZjyxg39zc1GazGWPuupgbHAkiQV6t8f79+7q9vR1jxOsCiBqYA6JnG9k56tLyboA2pZnyTptNE2VBZsxEWPa8edNRUJdcglOw2+0mb3wFwOwUOEqzY2BnMEGRkus1RKjr9XrCJGQdpshSzzMisixar8yw0Hf6lWfMWW49t+iRo0sSi45dThJ88Cbn1gwoSc24ji7N0YJk4cEgr1arevv27TAyfoUAHnwqlb0ggIoNcKZnMIzQAjYsnJ3G3qKXl5eR7p2KZ4/Sykr9GHDucUQAgDj9FcNoaiR34wPOjA8bJ0kPNoVGhMTnjJv3fxgYqw4nSKSHPzd3fG760EaU317fs7PS0ZT7/dd0aE7s/u///u/63//93/rll19GWjTrXVCNi8VigAb9ZQ0QuSEqePv2bf3444/1888/19u3b8d1ppncznQkkmry6wvokw2eHS4bf48b39ugmmKqmm6ApY+eR4OeU/S9ZulIerlcTpIwcE74oZDEgRPmSAx56ZxRswhVNag+jDrzXTV9KZ9T2hkX6ynjYMo258S6ii4yH0mrpsx6g7ejHrIgV6tVHbucHPjgsdk7RxnwuNKTsiGz1+9w18pIsfDYwL5586Zubm4Gh8z7aki7tvHHuEBfXV1dvRI0GxiU3ftf7u/vX52Xlh4Xu8x9KKM9Wwu/P/MaAmnARCsGaJ8+neADQJNOjCf25cuXCVh4XYs+Ug+JGx6HjOC8vtHx3TYy9lDTAGdUSPGzkTEcg8+fP9fd3V397W9/q7///e/1P//zP/XXv/51RCasi3ndwt45z/KZeCRxXFxc1Nu3b+vdu3fjlSHb7XbStlzbSbrRQIpeMJedMUzGIB2Sbsw4KcDA4cL82XhCvyEPvBOIzbUGMdoK8HptE+PvtSbmyuPhRCDa1FG0VfWqT1U1UtvdDq8jItOZ0eexM61HH6wHpsuwR7Zd0HUJQBzd5OQO2sqa7DHLyYGPqYfk77uFPAuEJ9feGZ9VTTOsTNHxTL8BFKDYbDbjHCnv1Icm86Im2WP8nyG+lQmhTIVHqQ2weJYGjEwJt8LwHECVvQ8+pdftgXIEQAGMBDS8RtprkDMYOmmDunK8nTCR85NRUEfHdhFDykWW9Grpz+PjY338+LF++eWX+utf/zr28tgYZRTqaM8Uik/GwHBw1h/A4QjBgJB0Wsq/jR2OimlDFy/6O7pJR8yp3d242fEjwrd+AkCsl2HwHQF5fYSjqBxx+NmALd+b5mZsvOZiJoK6+N/RHP0yne2oxPPK/Y6+vRbGWKKXlquULzvAnk//bzrdWzY4ifv7KxWOUJJKypIemw0Z9EfVwdtj4jGUNm4JXFU1iWLsFbPQatDhXS6chm1jbGWBjsnNbQgcHjhgQARm4+hwnfud+u0F78zcc4qrI0rGh8NWAd6sx/PQRZpepHbdy+XhpG+MFtERxslAbSB11PctpU0ePSk6G11HPFCM5+fnI+r57bff6u9//3v99ttvI8GAPkC/MP+MIzKy3+9Hf1jrwSiZcoJq+sc//jFeP+5IOQ1XphPnekHOgw2dIyZTncgZP16jsYNhWtEA5UM57b1jyH2EUL79l/UX6yrzQRIGyRfoNQf9mma1I0BBDmwbHGG77zzTdDbyZpnqHC87StRt+U/H0LbJAJXFEShjgCN4e3v76vo/u5wc+NirsDdSNf96AEdDCIuBxe/xSL678/YQHtNI3p+AgDidE0G2wbZS+iBJe11VhzO12JzIuomF1BkvTo82DWTjbYXmf2evMTZOtvDGP7fT0ZsNWY47/bBRNHfPOFE33rvHHIA1dYphTseC4gV0y4lpJzsXXGPQYCOpX5JnYOXa7vwynp/gYwPL58vl14yw3377bbx4zovkXmR3FpXpZkc6jBNtdEq+dcrrJQlYjqYd4VE/4+n1Hddph8CGnrFyUgLODpQc5+c5Et/v92OTsp+Zuu959FxZdrg216QyMmdtBWrRsu/xtx5yXTpE/s4UnttpG8e9CeD02W8KPmY5OfCxx4sgWzG5xhPnCbQw2HhV1WR9xgKPUlrYu3qhr+DbrfCcAOBECep8fn6uN2/eDCOB4LNwenb29Z04Haduz8seGJ47QOWUbFNdNlY2LKYkDXZpXKpev9MGA2aDX1WvlAgwpk+M3/n5+cRAV00zzmy4MEhzi+uAIt9l5GPaJRWffrKJlIiHdQDXYeU3XQlgEz2QPMIaHiDy6dOn2u/34yV8RD4kpzB3/mEO7eFzXc6js9HcR8s2xt7rH5ZzG3CKPXY/z2nH9N3fY0Chq90XdIYEDiIP5ttG13NoGbO96FgSywisxd3d3SSK5SR71oFy86z12LRdtiHl389n3BOMGDtHbtYtR6MduB2jnBz4dOCQayBVU47YAGEvtWqaaQJ/nN588t32QExdYPhpD+soy+VyLAxiFIiOvEEvQ3J7m/naZd+D55S/nU1nbhmDh5FyRODxy4iCftJnjzMeeGZDeaznIhK3lzaR2OB6qmosWnvPhseA5zjy8nwm8KRsME54109PT/X777+PVySQVJJjYcqTeef1xovFYmTEkXAAvebxvbu7q7Ozs3H6Ad498uCNqjgWpkktD+6zx8Sp/rlh2anQBmt+dxEEiSKsV5kxQG/sIHrdhojSFDIOGs8h6uCECObfB4ymfNpx8nzbmTQgLpfLuru7G6eNQMNzGgWOhNc3KfQlWRI7PwZdPjeImJ3xnHkOk+ajPcgCQHnMcpLgk6Fsgkp6ASkI5v8RCITRtIbBrKvTgowSYCzS+0WI4cNZFOb3YrGYgBhtxBtEuNKAorQJJnjA/tz32dDTP4OE+52ec4KwldHe2LcMmL3E5NGJIhlXjznZfCgvgIHnXFUTr9DKm5QMbWLMqIf546DPu7u7kfJrjz4NDdQkhpLsQaKNHA8MF0frQLsBBLQ/NzjnSRqe11xbyOc50skI0lRUFzF4TSXHc7c7vE7Bxt4bJS1TRFmAMLK6WCwmrIHl2Oe+eS5cb9LwSUEmo7FYLMYYEIER5RsEPR4pv3aikNlMZ2dskRkcNDtkdoBsy4gEfWIGc4ST8z3b7QjFaY32unPdoWp6rpuNmDnbqukLqpzQ0IXRVkYEDeVNUDQAVdVEwQjroR9YYPdaQtVhod2CnEbagunvEFQ+py9JU9JW0y/8oFg2Kh4HxsyRZIIPxfNBHWksUD5/bqDzWNA2999RqWXBdXXjkCnf7LJnnYfTGXi+x4g6oIl4Xw9AQbuhkvjxoarb7fYVYHAPIEa2oaNYO12Wa0exnmMbRqKPpFFN/6A7jJvB2okPOAvOQvPrRqgXGeF76C7azpjiSNgpWK1Wk/RnwMf760w/prPpqMg6Dh1K5Mn42jnraF2PieciIyuehQMKDWs9cfJPOoR2cjmqCpaGTc3f9/kcodhgOcyumhopG2t7ESkw/E296eHwvX/zrKp65cHYgDhCcB1wx+fnX4+duby8nLwBtGqqqAbOpOYwmKwtmEIzMGWb3A/6YONhIEpFdEnv30aAcUcJraSMRVIUuR7ReZheBwIQaB/POzs7nOiAQ+E+2Qt1hArtleeuAXK8iMzUCIbRr0g3BchYQCXe3NwMA+qF44w6TDtdX1+PdYeOQjQY4YyljiwWi1drU26jZdxrRhg+j3lScKxReq9Zjn/VYV0VgHp8fBzj7kX3dObsTJHYw9jNJeykznpskyUBgHAQvP6Y9xsQOjvBmJoytt5nEkcyFZ3u891qtRogvVwe9t9lO49RTg58TB10i3wWiqrpibdelEyQcaSDMbLw2wvx/96LYJ7ZnqWV1ZlmpuAQPsCH9rufbi/euvfcuK9V00Me5/pig2xP3FSiBTsjnlyTYQ7sCBgQHbmkQ0A9GB/XRWHxl/FiXOylG3zSA+/oDhsQ6DZeEc6LzTD6UD5QNLvd1+NgOM/u5uZmrPMkwBHF3NzcTE4Jt+E0qDCvPhnboMD16ZDQF6/l2DD7RA07NtRnXak6MAOW8ZxXywBAZYBwGrJlA+Ag/drzTzuhLRkLwIc1M/TM8to5irTVjph/mFeey1g7akbGvI5lsPCzUk9sJxx1e82TjNZ0Gug/61B2muYcwz+7nBz4VL0WYIyKlTLTcn1fAhPGK41RGlR7PfYIM8JBmHPvDr/NIZu+wLvnMzxV8+a0ySmgptY8JvaG56gH/7aSOJPMUZWNVmZGOZPPEY/3T1hZ7HEzNr6fBXADDKDL/533ibI6GnOCgmmOdDR8ZBIL2wAdhu75+blWq9U4j2+9Xtfbt2/rhx9+GCc8IDOWFRsb5g5Ay/lFFrzWkad6MGbMkT11A63lkPlIWbFuWdZxokwhATx28tKxMf3mNGrLfbduhN7k1oeMfD5//jyhmemb1z+9duLow3230wpY3t/fj2dyv9thvbfjaqfNSRm00Q4ffeY7O5JVNXTLtooMVqdzO9I9djk58LHQ2lvtoh0EIykFCpNfVd/0HLzuwX0dfWUD3nmcvtdUVMe12wPK9QvahMFxQkN60Pk3/2ddppLMWfsagw+UCZGd25K0hqM35orx7jx+X9etRSS/nkBqg5PrI7lWkuBsY43RSe/y+fl5HCa7WCxGNMNr0hmjnG8fvWQv3WuWtMFg3TkQdni4l3YuFosRQfs6ioHYkZnlOPUrx9hyn1Fs59BYv3IenJ3nfqZceE9at1+tqiZg7TGtOmwJgPbKdSIzGWzkpC5n8wGsjnzQGZ8BZ2fKkZSZB4+J2ZDd7nAmJONpPfU8ZT+PVU4OfBymVk3TatODmzNifG+v2QLvuuxJ22Nksi3ILl2o7zAe4955sixIQ2940yKGwIYrs54SqHJM3C4DkdfKiGwyqkT5nDK83+/H6d14qPb23Pa5zXBzSpnUhNczqqZH8HRAZiMP6CUoMTZEWfTD+6AyM/Dq6mqMC6nAZEnRnlx8h8ojjfr5+XnC9TuqpF+Z1cZ8mBatqnECRhZTcowN8+F0Zb6jGBBZo3F9HuOOKcj6Us8si6aV3N90ivb7aXIJ0YIX2w1M3EO7DVLpKFYdHFDGlw2nJATRByIc6rX8MCdeO6KkM2YnICMpgNW6wW8f98P132m3IxQbcoxJel1McFVNFNbREd/ZI7EBrKpXf7sNViQbA7eh8655hoHHXoyVju8dsnd0ByXBhc9snB1FuP9kZdlLJXpjLHm+Ix9OB4bSsCdtg+Nxn2unowXGj7lJ77jq8JoIG/uMNLnO1CbK7THO/VZQHPSZNlDv+fnhuCToHVPAgI6zuj59+lR3d3cDfBxZAT6ZJp7OhefUY42htIG0zDtyPTs7G45FApDlNGmyDtysS/49Vxhrno9TZ5DofqxPuUbC8UxEC926mNvlOXKEm+1kfHyitsfWY0S/HI14XqnLsu607PPzr8c4+dQK6rFeoRPWlX9l3P+McnLgg+BZMO2R2sNGGGzsbMgtKC6p3AgLdEx6UaZLuN+0UIbcBo85ocE7xYjlYmbSOa6LPtF2xiGNs7OLDEJ4oCwWO3LE4GNQAR8ihW7R1XPTRTd5nUHAf7vffgaKbaDsDJDnywBrT9TgREJBPtNA5jF22jJ/Y7geHh7q06dPI3suTzrO4gjNAGQnhfEgaw4Qwjjx+g0breVyOYnguzVFnoWcev59kKfb6TlOmbaxxdvH4FbVSDtPirBzAh0VXF5ejjF2JGE2xHJEfxkboppkANKBYP4AHPTIqdOMXcptRjumX310EK9SsWx1yTwG0pTvY5eTAx8rkRUAAUhDZGP0Le+RkjRdggDXe0E7gcygkwLURUUWoqrD0fT7/X4YL3taaYjx2g2KCG96WbQZz90Rn+kCFjxJCfbpzRhXaDfaxdtdDbAGPWeZmWdPWjKV2WPnLCt/53mnf+lBepwzSsEoMV9psOwwODqwQfFp5h4/6mcsoZiYL6JJy99+f3h9u9c13IaUX54PSDkad5/54XtTSBkhVE037fK/5S9B1ABm6hUdMmhzsKazuzwOdug8NzhJX758qYuLi+EoOW0dncSJ8HxmRN8xJrQLuTLoO/oyA8J3pvCgqXFebVesf84OtI4Y8DKyN/V27HJy4EOxt141TTJACDzBVvSq/vylDpBsGOauNdeL4mX9cwJCHzols8dk+s0gZKUxGFN3rrF0VJijECKYq6urenp6GtFM9h1F2W63o8/dGtF+fzix259Tj0GPv1Go9PhsmEk8mDAAACAASURBVEzB2BlJr9nAZrmgTfaa00M1929DwTMdeeaxOUQ30Gv0gVRxy6Upn45+skfsNjBvtCENKM+0LKEfaeC8NmQ9MVg5arWhZd4s50n1pZzm/Hbyadl0OxgTr+9wn52KqsP5dAYfj3E6PBmpmHUwqOJAOFMy18WYG68deRxdn52QvMZOTjILnt9jl5MDH69LpKB7Avw3QtaBj5XAgGIDaOPgz/EaAR8fjOg2ESl1z3ZxlGDDYiGkzxZwg4eNgcfHwIfAc6+fx+er1WoADO2iDxhbTgCgj+fn52Mh3n3PMeW5NmB+NxBj47UZj5/7n54845X3MJaO2vxeHRs5Gwunz7ptBh4WpLfb7TgokzRtolLv2emMrseDOcvNwzZWyARG7+zsbACQx68bG8AnKco8PcGO3JyuuGCEqTPpQkck7ndGOXYUs72u38kH3otmnTHY2KkjgSTHwHMB8AAq7NNinGxPiMg9JvQVfQF87MDk6SQeE8+l55BioJxL5Pkzy8mBD8bAmxXtiaZCpMH251X16nMbS39nY839XXRjpafYWHY8rT16Kw3fpdE1EFlhiHQcEbldGBXGK8HBfYVS8LEpBmF48/v7+3Ev6yTw6H62x9vzCFAYsAyEPjgxKU2PL+2lL6apPE+OZnjnklPi9/v9WK/x53yHkjtyIsoh4vEr1WkffWGdgM+Zc+bNzoMzv1LGTNcw/5Yfy5Xn2JG068SQZlIHsuSknA48eU4CTOc0ZDTm11A4snF0aXBClpFPA52dknTSeKYjTp9U7bZ3gGjwwdFEpjzuzIfnhXqtR+kgGiwd+Xhs03Z4To9dTg58upDUC6QWuty46ZKAgFFzsaeboS5K6dRNH+DJZxmpZLTidhm0bDgMHklFdXRTKoMV3optqs7CbcUkk8ieHUfZmw+nb15Ixpv2RljmxOtyeO2uk0hys9nUbndIkcYw5EkQVVOKxQCLgsK7+wfw8JqDjTOyg+dpqs6ZUPZuGVcbRtLnO4qN653E0FFglic7OZZTy5QNYBd12FCn3NuRcqRl8LHj57kxYFg/kSePAWthpioXi8PL3JzA4TnxvjbO0LNzRdt9woedU+8Dot08O50ynnlxcTEOjCV1HyesG5sEOgO45zQj3tRtrjNFS1Tqa45dTg58kpud8/JzdzP3pPG2B+F6DAo2POZqTQtVvV5oTOCxklqIDGb2YNI79ec2yFZm32dK0obHhqijKj2Gjibol6Mi9jHsdruJAUEhr6+v6927d3Vzc1M3NzeT/Uu5tgLNx6sEiLocHXm9hs+7s+sMIkRovBXUrw4woGQka14foCSy4cdgadAHbAGgPP4onYyUR895esM8g2eaGvScAoj+3gbMY5b7VuzApfNlOUngyaw/HDQAmFeMWKc43w3ZYV6dwu7iCG23201erJh0YEaK1kXqd//5O0EZOSMKJ2Hn8+fPkyjfes1Y8Sy3je9NzQK6jj4NVL6PNqGPaQOOUU4OfKqm3r15XISPiUvj+q26ql6fI2ZgQihRYEcjXOskANNac0o8R6F0ximVys90W31tRkYYK3vNpmFQxFQmnpFGB2Nij51Xh//xxx+12+3q+vq6ttttvX//fuJ15rygyJwu/Pz8PDktAS/WJysAUFAhNhjIwJcvX+ru7m6kOTsL0qnQTiqwp+61AcDHr1lwmjJjw0GPSRcaFDvu3vO4WBySRTKy8X3OoHKkg0cOQOKsOPo2aHo9xZtrLWMdrUZBPwzsrhNKFqDg2dxDpp6zDk2Jud0JJIytgRjQMw3dFfeJ+8kY7OY270uH1REi4+Lox0DC8xjP5XI5lhS81gmTgB3xmFfVq3qPVU4OfBwh2FtxFGSPzJ5GCqwNQlW9uje54hTiBI+O3/bfFvKupMeO4FqY03vqvNiqmhgOP9uGwwpH/zyWCD5GJCM/Tmj2npYvX77Up0+f6v/+7//q4eGhLi8v6+PHj/Xp06cBbOv1ehItEgnh5bKAzx4i2rlcLsdJAXicV1dX9fbt23GmmiODxWIxXgb3xx9/1O+//z4SKKiX6ADq0IdK+uQBkg/8qgUMO/0gIiTS8RqPAS8Noec0aVSSCShc5zTgpFn5nEjUdThdO59Pv53Uk/phoDIo0rcORCgYzzyqyHphZ8iGmTG1bCdL4AQQ5JW66LdpKq/HmDo1BWv9xZ7YgfHaXuoqn3VrT3YU7PjY0WW8iL7TxqBPmXBxrHJy4OPwOpWYSbfRR3hNlc1xpPasLCyecGe+OCrwfShtCkRGMx3tZ77cdVKXqZXO+6R+jLUB1cBmg8LvpHUMPgZD2sPu8rOzw5tWGQ9A6O7ubty32Wzq5uZmshbCeFE/m+32+/3IqKs60JhklT0/Pw+wgfO30eZvoimOtgEwkAMbU9OU3l/juUoDbHoKGnK1Wo11Li+aWyYtb45o04N1Kq5lwOtt9MfAwhpat85Df/jfVFSuMxgYk+Kz42PHxuNjkMq1D2gs+pnA4Awur395ntPBc9uRmbQL7hfPyejPujy3ruWx8Ji62NG18+pxd4SW1CyOg6NWO9aMo6PEY5WTAx9ntCDY3WsDqg6eQdXrBIOq/piXnGAUCyPgtQZ7mjwvqQ2ewzX2ktLQdFGP1x24n+d6E6K566R3zAlbedLD8/eOTFhc5VqEnaPtPaYc/c/mQbzQs7Ozur29rffv34/FdxwC2g8Y3N/fj42aAM12u62qwzrGYvF1PYkjcLIfacQArfv7+wn42KOkT3D6VnqfLO0TpKEffaAlbzJl3DBuBjfLoEs6M6arWH9zwgPpu7QzKUPWzTLisJFFtjLBwfIKxZfPhB7r6ETqt6zb+NK3qnr1xl3TiLQt11Rpg9cfGaPcIsBJ2ciYn2Ods8zzzDn2wVHat0raHOSSqAUd7yKbdKg6kDY1d8xycuBjg8H/3mhmIEhFML0wV77F4fq5CAjC54gioxU/u1tX6rh0UwQJZjwfg5InWnsNAAXxeHWUooXcxtxeup/DGk3y0kQ3RDhkMnmdJI8pYg73+/0Ar4eHh/Fag/v7+wl1yPU+08sgaCXGWOWaBM+mX0RxgIodGeaeNS6f0XVxcTHeJOnXL/Ncgy/tsHFJubG8mfpExukH19prZ465Z7VaTTxk5qqLnpMSwunqklkcAfHZYnF4dYbpWRtvzwNt7/TRutKVZAgYJ0A6136wA17YN82ba2Jut9cioV7tmHot1zpsHc8Iay66ss7TbqJr99sRWNqNY5aTAx8bd4f0Va83rCVf7WttqFx8n41/go49yIyADDwosYU8DYyVzM+zUfc1NkiZ3g1l5fEy6KVS+3n+3GPJ5zbKeNPpcW82m7q9vR1v9CRzzZ4xxsGKx/2kZkPnkQ2VC+KmVL3+57HP+U1KM+lF7w2ykTfNuF6vJ3TO1dVV3d7e1nq9nmS02djYsPFc+jIXKXSfed3GdJCdAUfuPik763Y77WQwL/Td0R/j5HoMet4ECWCbnUhHgHUWaNukv1JnzQwALlybBtz3dIbZVGLSoPwNbYsDRERLtEX/cAosX53j671jZjVMQTO29N1gY/CxE/ivRF9/Rjk58Kk6LLSbXkpPP7279PwNYqnwNtKOPLrowZ4J95qqsBeTkVH3bNN2KWQ8y5RKZtHNgWUu4ppK8EL9HFg58sHgbbfbV5k50G0fPnyoX3/9dRiI6+vrkQVGn9hXAa2Ft357e1v7/X5sAmW9BsNIcoEXfTF2tC1pjDmDnnRs0qP2rC8vL+vt27eTxe+rq6v68OFDbTab4XXjKWMUnQpu+SICS3nMdqYDUFUjquE+v7+H+3iujaGjQdaLoPH4nvmwR8388wyiV++hsfyZuma87DR4zYp6yGLsjKnbklEEc2/ngXGzA+kz8nIN1H03mG6329rtdgM82Spg4LDed+tHjLWjxqqanDmXek97PK5dmaM7j1FODnwSVBDi9OrtLRh8UrnN8yYA8dtKnsWhM16gPckMkRMcMmzOMDwVzcYsQ3QUqQM3GzwrbOcp2us34Npw+VgTrxksl8vhIa7X65ESfXNzU5vNZgBQKiv3O2rhNQT39/e13+8HyPjUBe/RIT0bAPJ4uv0GX+6z8U7wBXgwPsjLbrcbVByvN8agdgY/6TYiOzxnj7epU6f/YgRZqM8If85IpWxVHfaYIBO0iTaa3nI07lT5NJb+ccq215PsTFG391w5y21On1ImDT6mClMOfI37luOPvAHQrE/d3NxMGIeMtPntdqK3aXsMTtZZiiOqThet/98jnyMUFpztfZnKqTrQEgagqmlmTNX0OBt7uJQu9OVzvsvMJ743EOQ9fGbj4nRnR1UGFisjhefk6wQcyqNIpgTsnTImrju9MATcY4ghSgBn0f3du3ejns1mUx8+fBi0hSkE6sU7Jkp6eXmpu7u7yd4fR5WABunEeOZe17DXy9qOx5ixx7h7zPhtkOV+vutSqp+ensbalqNVU5YYLbxfGw/6CGVJ+4ggnQThBBN7+tTjk9jRjTS+zpizQac/STWnDFunMlXdUXHKLtdZ3k2nGVi7yIr5Zj8Va3aPj4+v9NhjQPtNWybwAICMD5HOZrOZABzOCO23rlvfTZOmPeqKvzPoOLpLZuXY5WTBB7rAvLq5/KqDQMxFLUlnmaOmpHfBRBsY0hNLQ+D6UnExLI408MTmoqIETxsZRzJJN5mTxuibNrDyWNkNFg7xWYS3Ufr8+XNdXl4OsCEiWK/X9cMPP9RqtRoKz/N5BsYDJXt8fKx3797Vp0+f6vr6evTVAOHI1/NIRpxTYZ0OzRj7ROqqmpxKkMBqw7pcLkekYG9+u92OFHMDV0YU1Om59A/z4NdpADROLbfH3xnRpGTwwomePn/+PIy4xw/PHsfF7bK+MYf8zujHsp7OoNewmBMMv52BlEfL+H6/n6x/+hXaHgMnClhXDbQeI+sEesrxSSTRIAPIgZ/lDcIGh6Qj08Eze2Kbwb12EOwEfY98jlRMsaVHw29PqgU2Q9uOZvEk87/BJqmBqsNCt4VgDoD8vRXZIOf2uE8dGJqKpF6D7tx4WUGtaN36VAK7IxwooKqvBuXLly91e3s7lJa9L2SSJWjn3NE2DD5eLUBjQ5X94hpHDWx8rJrShbvdbqRym/u3QXcaL+tIgB80YNVXg+w1KvYr+egXZMfvhvF3zJ1lg/5QLE8p750BsvG3U8M99JHitURTvo6OnDhC35mTbn3LjlVG0E4NB4wc/Tgysgz6J8fGBZmA4rQMOxs170O+0nYYQJ11aDnomAwzFwafdBbMCNiOWVfd5pSFY5aTAx9TI/xvo1tVr0LTqunxN/48DbgpqawHL5AsneSTk7bjuQl4HUgmvWUjZIHrigWZ4jWHDqQTiFEaR4P0zQpmRaj6umhqiurp6WkYktvb2wFSrImx696cvwGDz4lGMNTs56GuTLdPQ77dbkd67B9//DHOdSOpgUjK7ULpfYAkqd+r1WpERMgIsscznZK72+0GJUdKOF6z129oe1KwdkqQPaIUUtyTtjH4WIarDmtIePCASEbVfmUAC+60yTKW6dSZVGBHLaMWt896ZgNLv61THg/Lqmm6ZEE8Nr6O+Um9zD4h7+v1etDB7Ovy2pnH1pFPyqrrpO8eV+st45g2xY6ltyocu5wc+FxeXk7SEzPSMK1A5OJoxqGq7+m8qTT6c1FJcuW+N9cR7CXR1g4Yssy10bSPvSa3l3oNUgbMpNsy2soIkud6YZ/PiSpYfDedud1uh+HwJsDn5+dBezFnnz9/ro8fP471PSgwG2x+iI68roKnzh4jgI1rV6tVVdWIpGgjqd7X19cjgw3g8dtHKRhhGzfGx/dCnxGFmdLzHDMeCf702bLFvJu6o6THzveOuhy9YMjof67FpB7xfK+F+TiidAhTfjJq6QrtxLAm62AgcdTuKDaBBPlbLpcTQE1HlR/6hwNipwSZQdbsXHj9GSrQEXVHT6Z+p5520Y114Njl5MDHC6YoRtJHVtRcrE/jbvCZU5S8NgU6s224tmqaOm2Fy3DZhiQB0u3LFNNMrMhEB56B4fR+GFOLlG9FR+klduCDsl1eXo65wYvGayeqIeIhnZXz3zAw0Fj7/X5Qdi4GCjz23W43TkcgUQEKzhQeNF7Sku4DHq73YCT9Yyrt4eFhZM15v9L5+fnkFQ68doG1G6IagMlz6Pn1nFmOk+bidwKPN4U6mqAOQIR0YuQXPfJ8Mk4+6dmbvTNKsQGlLRmR5yZMy5WjTMt5XtsZdR+TxBjkWHROH3rtFwEyPqxd0g4iHr9CvaomSTA4JKZiXTLSMwD6mrRTSZ0eq5wc+CB4ngTTPnmtBd2gZMVN+gvBNcD5uUy4hdw0ipXEFEJ6NDw/QdQG0Ypm/tjenQ1MPo/vnXXk70xbdPSIx7nz1G3sDKReEIdvf3p6GpErSQEcIsoZbsyXKbmqGt645wNlhhIB3OiPNzEul1+zw9br9VijAuA49RoO//Hxsa6urgY9RbTgdRM2HtL+5+fnyQkOeMUeQ3vmrI0BONB1UHY5t5aVOX7fDkxSNXO640jNyRFpwLnWAM1vX+/+JjvgyM3zA61K9p6TcEgm8edOMPG4JDg7YsxnAxiwJ24/daKnzFlSok7ESVrP1BnfJzhaxyh2av29sxrpk9s8JxN/Zjk58LECo0iesKqpwvpae5AuBgOv3VhA0rAn8MxRZVZYK2IXDdGWLpIx0JpiMChZADtqzkbEP/Y4HSFST0dN+ho/1+3tIiU8SKgov/sl6UcKhtH0GPW7vvPz86H01GODyoGfFxcXI0GAY38+ffo0ZAQgwzB5nAAh6Dx7urw+e7fbjWgHA5f0FmODUTH4UJiz9IQ9L0mTmhlYLA5vtkVOLV/0LZ0IgxTtwMv3sz3Olu9sXxboP1LkPRZ2rHwiAPSW15AMEJbxpNGcuJC6QQTkdmdfqqoeHh7qzZs3td1uR/IMY+S9XZ4Hz1k3by4GkQRyb8YF9Lz2mTbkWOXkwKeqV5CqeiWA3SSnh5CCC5ClANj4UE8KVCp2RhhuZ6fwtMfPmFMwPzepAyte1uOFfm/UdETmOuyxu0+mGx158dvgY+C5vr4e9fE9O9sp9qYZE1M7fhagAq1oDtyJAj6B++XlpT5+/DgiLn4cZTEGnz9/HhQda0ovLy/j5XREPSw245U7LRfaEQ/f6yREQOmoeOw6kGcMEiAA5I6Ksy4AvtYhPGw27bJOxdyZcswox56+GQQzDcg9bWHcOkNtHc/rcf6SQUBuTJPaWfOY2hngu3SuTM3xTA7NZZtBVY15R6bZLoDcm44ETAzgGcl4vtElv3OKujqn85jl5MAnw2mEwqCRvLPvSwNuDju/Tw/KO46rDlQTHjP1ua2dR9LV3V2DMGJwaWtmBjlasEKmUGbU5OgxwceGJqMuised6xxZ5veXl5d1fX09+o2xeHh4GOsg9NHJA1U11hY41sZRn4+Ux6j7OB9OvyYzb7vdjn04HgsiFd5SynoTxacneINz1SE6o56qGlSjaZguM4zPASmPXXrOnnsXxs2/M/q1zJm6csowdBj98MI5MtE5SvxvwMl2O82ediIHePJzP+hzgm2OC7KAwbfT5/YYCPM7/rdTRaT28PAw5JXn22nw+q/Hw5QxEQxygl3pIhnGyzKUbMe/C4BODnw8yRR7PUxg1evNpmmcbbSTL3axF2X6jvZQd9blNvtZqVC0JYEEL9b9SKNEmaPucg3FvLmjGQtxemA5LvZqPQ8ZwTEX3sSIsXEGkdc6FovD+0lQ7AQlFDi94LOzw9lbeJ8kJFAfNF9GlKxLARjb7XYADePm5zN+PNfjxPg5u81rj3aSDMzMB/XmHKTzARj4WsbcThGfAZBVNTbhLpfLkbqN4fOL1XwcExl6djLcPnv56ChjaLDBkbDB9SsRGGeD0n5/SItPGSehwRHuarUa85YAsFwuJ/Rdym7qMXPnNcrPnz+PzD7bCXTW5y46AssTHKpqRNWpiwZ7R5yef9d57HJy4PP09NTm51PsxVfVROjzum4tJeuwscertsdb9TqdNMHB0UUadp7nNqVHkz8GKi9m2lhnvxDU5M0NKG6D+5brMVxv6tPAZlquGxtv1iRJwJx5rlnYiPJZ1TQ7yvPjF5RhkBaLxQQw6K8z4Ey3EAExBhg479lgXAEER8CMO6ninhciKIOgnSLLlOXFz0r6kfHtHCjLMoYL0MOg8z2AaScl6bPUFT+bMa+qyZl7qVcey2Qj+CzPDkwZROZoF1TY58+fx+nj9I1+Y6gtW9SdTqfnMtdJ+XHiRc6RkxyckGC5dXSf4IPDxHh4HhPIumj4zy4nBz7e+ZzCWDVVBia9A565n5zEzFIx75+G2qDjaMmg4XbYsBsIM3Lq2m7wSCD0Gk6Csbn5rDPblm00dcT3GFRHU1yTa2cGMRsYjIOBxMaIcUUBUWCiGPqJ4XPae86XPU6nVLOuY0PAc9JQY4y7aMT3MTfO3qJP9NfUJ/cC4Lmm5mjSRsvzl9Er33seMZSsgdl5ASwBXsaCObC+pe4ZSGivdTBlxm3DmKYM2Ih3zqPbwdhAsV5dXU3A0zLZ2Q73I3XDepefOZJNRsDzajmg7WYF7OSknuS6GPUxn7kN4Rjl5MAnvXJnVwFK6WlVvea8LRQGrAyV7f1YgP3MxeJw+CjXmp6bixoslDYgWVd6hXxuoOEegwT9tpGyYcq6vgWONhhV0zdcen3AFJmNX0ZlHnt7/TbI6Ql73EmTJh16vz/sBSIxwYbG6zSM6Zs3X19It16v6+HhYURHNqAZcdpBsGFwZhxj7rb6jDZAzAbMtA7g4z0i6ZVbfngObXb7/b2jN4w6UQpt5lUQbJbMeUDGDMi5NuMxT8Dv5IqxYO7ynTe5hptgjRE2s8AY2HExgDJftCcjxgTbbvwdcefzqNd6k/puB8b6mI4obfUYmLqD5jt2OTnwsfdSdVBCK5s/T/BBMXyNoxvXldRS1SG8dhtslLmev/nBKNuYpRfVFQt93u/n0W63Ja/nni666/rhNphuMZhZCQyUHjsDtNOqPT9WPEduadQ8nmQAeS3Dhsdg7HZiMBz1rFariRGy95qAnWs7jjIy2rOhdASRXjhtI4KkL0SGpr7SqFs+PQaOUKkzPeqkdaAFDd7Uyd+se6Xh9RzOlYyE7Hgxn96rlc/2/DsF2fOb/6f8ezwtf9aPTmcy2YfiJIe0S3n+H1RrOrMdbUbbLHuO/BPEjl1ODnwyk8UekmkZL95W1YQXTbrCimQD1IXbqbRe+LMxtcHJiML8ea7/2LjlM7qIJUHLCuXrO9CaAz33mTY5VTQpuQQKG79Me+3Ghmfkd/YkMXKmaDBU9mLd56Q7bMwMPPygzIxjzktH+7gPuebhNQlfw7M5ooU+MKaONqqmp3pwzdwY8uMEHJ+qYANs4AAEnXXG+KdDY1lzZJJtsqzMjRnjZPDx3ik7VvTdJ0VwD2BEpiJZaej98/PzWPvrdCOdRjukXGdK1xRonqZt20EGYyZBJWh4Du2MMD6O+hxJ047vJxwcoaQxdYoliQU+BTjDe4qFoGp6vDuGp4tMHJZ3heu+5d1nP/I7024Z7mfb3f70QH195+HZGPwz4KTu/I7PUFQUkN/plVkJO/BLgw815AVje814kgk+y+Vysh5l+gOj4d/+SWfBY55za2cFA0Q78Mw9l/QH8GGc6KMjLuqZm3978J5X5sbGETo6qakENf/4s07OMiIBAAwmuablutOxsuz5RAPaR7TL/invseJavuNgWQy0U/E9tsivDTz93O12kyxBO1OWH4N4zpvnx+NouUlds45Qj5MVfMqCx/DY5eTAByDxZGdKZhp7R0IuXRjuxbsEKxTDoTz3p2ecNEH397eKhdReZd7vSMnKwb3mneciIBuD7K+f4fb4fxsmOwKpFKaOuujT8+I5SYNMn2zQqN+RaSpkN99dhOk+OgJwnzHkTuXNAyRZk/LiPYbL7w1yBOF9HhhA1mrSE18sDq/K9oZIPO3dbjfWwQyGBg+PrYE9vW3LEyXnxH00gOT6lufYa6ym+lI+E2T4u3OaaDvXmOq0wU8dTPC1ztspMVWZwMM9GYE7QrHOIUOmCKkDO1c1pW+zHdanY5aTAx8Ey962fwh1TQN51/YcJYVB8HtFbIxSYDzZPJdigbCX4pDcQuZ6OoOZQsd99LFqSoFYYK38tIl6bYDcbise7fICrI1QgmQa61R0Gz6n4nbrRq7DCmlDlzJgTzRTWw3Uvj+dD9pgkOA0gqR9TOOwqRXqbblc1tPT04SW8jMZvzmvl3tyXxJRlr126CeM7pcvX8ZbV+lDvhbaMlNVIzOMkhEBumB5yHYhC46CaD/fMV7eE7Rcfj09YL1ejwNXU+bSicz1NctKsh203RSedZr6LBdc77/5zs4CY9lF8i6OfJlz2zPrFO20nbK8+znZj2OVkwOfTMekOEKw0aw68KsWJhtIe4A2JhQruY1CGrFOCfx9Z0znrqHd+cPn+Uz+5/ccreVrfb89KYOlvSwbn6oahrqLnCj2Hg2YtJExdRYQY+ixsjeb9FlHe2Sfsj5HTzzP4GPnxVGK+0NWFoaUNnqdKg2dqRPAix3z3iOVDow9b0ARw+1NxF7r9PUGiEyIoaTjwN+m4NKZsC5Rh9eWfG9GlnbyfBySsxU9Dhk5JahDcXb3+F47V45UoNnmaMGMlLs1TetoOkydLqW8MnaOFj136YAiH983mR6hdOAz50EYSKxEc5SKDa8n2kbNVBxlztDPgRz3YEydDIHHzf/OaMpoA0OAQUuFz53UnWLyzI4iM/h0ht1UgutMw24awwYn+2ljbsPSJZBgrEy57na7sXMfEOn6zrOcUUV/WCB2VOx+mhohK6uqBs3mAydN4fiomu12OzFyvHrbL88zaPGbfjmdHMqNNgFgjh67KBSZQQah5RgPG9Z0phIE8lrq6pwbSkZ7TgAhykzdyujDMgtwrnSoMgAAIABJREFUZLHjkxGcfzrWwU5pRjmWD55PxMn44TAkTeiobO7EA0eUjI/1PX97nftY5eTAp+r1GksXstpw2FNBiZLawdCaO6+qV4awAxi3g3vTeFXVKyOQNJ7BIDeVGRhdLHz8nc/A6KeydpEcfzv7yh6r+8n42TgkAHrc0nDYOHZj4vsNPJxg4EX08/Pzenp6qo8fP04OcrTB87iY5nM0YX6/m9+UM58EwNErGE4W3H0Pp18vl8vRH97uygv2cs3KTpLPuGM9B8N7dnY2jinCYOWhlp5/R5FVh8NGAXAoIq7PMTEwY5itZ8iOIyHqSCfP/ewoPP5OSjjb5LFytJh0oh1TitvC/7SL8XQaumVzt9tNTiU3SNmBNOD4NGzrBu0l4t5sNgN8WELIvv87ysmBT3odKYQpPPzYK/I1afgdylKSJ656nYVkAUjP0FFN3sfneT/3ej3GnmuC4Bx3bTBKTy2B2oqKJ2tw8n1uU7cYayPSeb35PAyGP2OukxrC62dDIkbe+34yBTapCvphJe+oOM+Xxz6dm44CSQcGI0yEhgFLEOAeU1nOwjQVmBtReY7HyetIpicZO9N2gKjXSkwpVtUE2D13CZoGH8tjyt6cTLt0OmujbUfCIG2K2JG2bUI6SAZIOwCAsc9to5/QqIC/D8FNBwYAync3+TlsgF6tVgN8qg5n8nn8vM57zHKy4FM1fTtjV2w0mXwLuyOFjArsZTnrxEBhw9xFJAk0SQFQn+tNLz+By+1yHW6Xlcb9wZB3ymtv0EY16+DavN5AkeDB/bStqwel8/M7Lt2RKO8Ewpjf398P5eS8Nk63hgpiHwj3eQHY0RiG2idZ2zij+Bm5cY3nzeBmQ5tRl2XN9XYRHPesVquJISUaZHzsrDEP3vfEnhhnk5nS8XxYryzT/snkFWhMZ9I5amQMk37KSKDTI0dEpp4BXqfhW79tqIkcvdk1ozLkmugHYEFOiEZYu/M8Wa7TpvDb40r7z8/Px+kb6/V6cvAofXX6+Pd9PkcsTHqmEVcdlMUCnAbPAm5DmeBiIDIA2UNKb5i/E5A6z7vzwAw8cxSBqQyDRRdZVU1pNv5P0PQ+ENrrsUjPNAEowd5A4aypBNC8J71nU2QeB+rBi+T9OovF4Ywyj+HT09N4CZzfIcQaimkWgyjRycvLy2QDZEbb7hft9O53r+8ZdLw3iHm1Z00fPFeum3EnQnG77HjYsCHLjJ03a/o5GRW4PRhBrkuHyjv+LV/p+PB3l53piNgbdi07CVhen7HcpfymfnkeDQpzSS70zWuI+ZoEl44es71w3+zAYZs6/UkZPGY5OfBJIWIibChsEKtqMpncw28vYGdWEMXPS4/cgplUUWewU9BNr3T9tHft51IH7cnMKtfv/roN9vK5zyDt6zPy6Og3P9vRC+32ouocEGdd9tSrDl7rfr+fgMn9/f3kPStcC+js9/vh5RMh4ambUvHZYmkUvbmR3/TfmyuJOlwwqrxim3cOrVarWi6XIyKjzgTfucjHx/rTBtrr1397DS/H2QCfb+RMg2nZdoYiztl+v59EXJa3fHYXQaVTRh/9TFPoeYKEAbaL3u1Y+NkGeI996hKUmNOrEwySwfDfCYRzkV2uE1XVqxMgoEyJHI9dTg587BEwqTZ0XSYKBaPJtRYs1+t3ydh4o/QYN2enUOzppYeX37vN9jANBqm4KexJcXXRhLn4NO7+7ejFimIQScXMNaVUuM4oeExyjtIoWmnT6PFSuPv7+3EgprOuiFRIY/a7WAAeZzDxTCggFDxpKRt3+getVnV4TQOydHZ2NjxjZOj6+rpub29rs9nUmzdvBpA+Pj5OKErvUfMitiN16qQNmV3VOUxEhsihF+htyJCdnJ+kiSk+0cH3pI6Rjcgzsl9c45cAZiTn+8wYWI+66MDyZefQ62aA6mKxGK/pcAKHddb9wulwxI9TAFj4gNu5dpniBcz9jiUfP2T7c8xycuBjg1019dB9tlIaWNNA9sQRzgSvjr7qPrOAY3wdgTiSSCouaSpfZwqAZzsSSG94LlJLTzNpxRwj9ynpD0ePgHJSgu4ndbg/XsfI6CfHtaNKMD6fP3+u7Xb7CkzyWJ/MLqLN3gxqwMJ4+29HBpYZRyUYFtePE/P8/Dyes9/vJ6dp39zc1MXFxXjdNlQRIEDEx1qQwR8Q8XoPdbjPOZ4YNoDOupGyk9EDpYsqMrql5NhRN2CXzk1GzAle3piKHPngVGeS+ZmWrTmnBz1jne/8/OtLD0kBd+ago2Pakxl/OEAGjKTAu6jf/SCa7xygTkeOVU4SfNJT5fM5o181fSeMwYc6OiXL6Mk0nQ1sGlF7jmnY/bmzn3yNDYUF021AMUy38b0Bo6Pquva4z1yXnuOcIfK9GPwOUKoOXm4mHrgOtzc/A3icOGDg8XgYqDGORCV+U6bHyMbTRpNxxSilDNkTBXwc1TJ+Z2dnI4vp+vp6LCZ7oZ7neXOp6aXn56+vk6DN1gdTToyVIyFHRF5fSafOc5WRQufI0DbrCIbZz03dzGjGjgPXZCSd0cacwXYqs9dM3F7Xxfhb3i8uLur6+ro2m804iw+dzcg8dcQROvI6R7mZvaE4+rEzlIkZ38HnSMUeuDnkqukeAoTV3pOFCq/X11OHDW4aY/7GQ6L8MzorKatcW7EQplKmwtCvBKYU6i7T5lt8vo2kqckuYurAkf7hQXfRm+tJ4zUHbp5vH22DApqmsdHy/aZoWEfwG3GTk096xF4tAMECvY0u4wEYcm+2xVlTRDsXFxejPwAdzzLQEfEwXrvd7lXUbzB1UkG+Pj1l1HJhIEhHoZsrG3nLnNO5M+IloqN0gOfMMLfbhtfy3Tk9bmMnHzlHtMWHwHLsD330vPt/6wmOEuuR1j/LpNvhMTD4ZuTt0rEyf3Y5OfChePATdDI7xeF01WGiWKzNhVODGkKCgHVhfC5w0xbqQcAwXukt0QcDUFW/EZDv/xklgpF1VpMFOYHAdbtPXGtlSI/PWYCZnUMdBilfzzP9mZ/j6DBTWp2EkDy8FdTzQxruarWapMvaMDP2NhQ+RcEUU9VhnQMDhMds/j/76iNy/GMAIrqtOkRWlnWf+MxzUi+4DsC2PHURf0YB/qwzejm/+XyMr50Enp2eu8fE6zidQ5aOgiNWZB/wz6ixcwZS7ixXBp/ccN61wc7n4+PjSIbJJBeeTaTMGhfrhXYAeU4XNf27ysmBT1IhXRRhw2/D5mLuOD0MH69ipctsFV+T4JKKarCwt+YILr3kzjud844MUF0IPxfpJG3i3zZCeW9Hn9hbt4J2ayV+ho2Sx4jfGE8y1bbb7YTiMlB29TvywqDg0XrzHp7pw8PDZByJkNzfxWIxAYP03qH39vv9xAnoDAmy4xOPU07cF3vNHiPkE4qH7Dl+vCbl+e0AJec8HSDPT8pe3p/OgMcBwMhoMMHH7eQ+fkwlevyvrq7G9QCEZc5zjBNlnTNQ5KHDHd1lZxE78vDwMGg39iFZTiw/yKQ3x84BTNqmb0V7f1Y5OfDxglsKQHojAIGNsA05vxFG0yaul0nmmqpp2nLSPgY+e/x+bgJQB1ReX8i2JjWR9fOMzqvl+qTSuh9HgDlmRIQ59nMK04FVOgfZHgwNAOT3uDA3mdTgutKA2vAT0ZheIhU6d/F7vPf7w4ZDRx8GPsuEs9S6o1WqDgbTdRD5mCKmz4AVz2Zhm/Wg7XY7jB60F2NmB8HOm8fF1CvPnJMzt4uowxSs17Ns4B2peM9TLuoTNXVy0VGIjCXAxDMtBwmO/u3xcL+sb52z5/poG/PMXJuJ8RimvNjZsf55Xvy87+BzhGIunpLgkpPS/VS9jixcbByrplFHhr82EHyPMNnA2tOxoTbA2PPPqMfXZEjuseja2RkVFCG9vS68TzrGAJZK6/51hsLtdhSXc8b/0G2dB8/1jlZNZ1Qd6FjTZJYhU3YPDw8tfZceZkaX9NGOUdWBusGoQp/xpk1OYPCajbO0MqqmbzbS9Aew2W63w+NmXcprLpadrhhwMxLNaNjjyvWez1zLSnnCAYBuYhwSeFJ/01nLH9qAbtJ+A0/KiWU359jzTLu438CRtiXpxXRmOic4HcvsZwKQ5+CY5eTAxwJo+iC93KqpR2PhtyB2wpx1mB5xQfjM2dtj8XUdt/6vCL3pqI4G6wx/Kpnr95glaHssss82PN34uo4EfXuCrof2eNMgYGOqBIOdbyR1/6zcVuxOianz4uKinp+fJ+n3jB3Pg6fPhd6OhsqUbvcPr55IzZsFX15eJicVZP02NMiEox6AFOBh3xNUj+c0I5hOVj3fdpg6Y5nODX+noXU/cBS8Buc0Zhts9zuBHTmybvv5VQfw5287NZ2M2LYYxPwswJzPLG9dZJIlQaZjNmyn0gHytWkHjllODnw6z2lu4m0AqqaHD6aHXdVPYHq96WFZkOYApjO4ptUsYN0zsi7/z9+ULlTPviVYW+HtQXVg58+tDDaa9vgMPB1tk0qUhtF0G8a0Mxxugw0t9duwuE74dW9+dbou4JP97RwWA5CjqouLi7Fg7cM8OSmBtQC/msLvpjEt2cl4VQ3wIaIiISOdEMvDXIRruc65Sn3J8YX+89qI59hODRHPer0er8eoOpzUkJlgmc7uxJaMQA1QRIlJ2SUzYB3wWg+JKVU9+HQyyOeAH3qF02B7YfuRkZadZK85pxMyB3R/Zjk58LGxz0SCjrO2MNgTTw8nJ88G2hksc4Bj6icFO5XWXk+2LxdYsx6PQdduSgKD68iohrZlPxMY5orrd8n+pSeZXr6vBbR80kBHHXXJJGlsDfLcCx//+Pj4ylBSMoOq86xtfPnOlBtrNZvNZiRKAIym//b7/SsP232x127nqUs/zqgrPWmDu8fd853A7ULbsm50gGf4fDrfZ+N5fX09fsg+NY1EH6sOlDuRTjotnYGmXylXeTpAOqM4JE6Hz7XJdCoNTMgSh7+ynodMGDAMQN57RrTH2Ll9HXgdu5wc+MxFJwi+PffOOKfCphCn4s0Z1QQ4R1U2AJ3yVr1e28mIoeqwSS1phA6MMsLJfs9RZN2Yum/01QaBe5IKyDYlFYhCm57MOrJexsCL83Y+0qPOvtsQJrh54d+He6Z3yuduX0aYCdK0kciKc9x4YRzzmxsh/UyXLuW46nVKeHrO/t90GIbwW2eCfUtGeLadN8Z0tzucoZYAZPlmrMk6dKJBp7uWCbfH5+bZ+Oc4WMe+xQw4YnHCiJ3IzvnEBvnoHOQq7/Nc+rlpVwCgdCrsOH6PfI5Ukh5iwne73eDPMTapyJ1nmBRDVb/Jcs7QdtFJ93c+M5WW9vlZmc2TRpW2/qsC6OfYszZozwGaxy3Hcw7wuMaRVh47013XPbOLNvKZ9nbnojFfi8Fy5OFTqBN8DKgdXZrtw7C+efOmPn/+XOv1etCHzK1Pk14ul3V1dTWJgs7OzkaSRe4lSRAEMM0KdPRZjnmOO/3j/uzXt8DXdKsNqB0YR065XsoYzwGp5455cyKK5zMNte9NWU6n0wkQAKn3ymVxROVMTOS9u94nTHhezUTQJ29oTkfKNOMxy8mBDwPtiTJHnwa+80jT+CcF1lEsXjPgGhuBDpiyHkdHVizawH0o8ZyxyO/SU05gzfv5GwXMjayZiePnpuLZi6X9OSYZAf0zUOtKNxYduHuhOvudbbdhtaHI894YE8CAduc6X8qdOXleEc3P4+PjGD+vzTjrzVHHHLAnnZt0bEY7llknI6SB9jPcNwOB+8m4Jz1oJy7b4zrc9u5z18e40X8MvnWUFOtON77lhGLcc9MyTq3XLpMZsT2qOqzv4GxxDaCS91nHHBX7NA87vPTd9Nwxy0mCj/lPextMIELHYm8a6o5S8qRbQJhgp9FW1ciScopwRjDwuwCVQ3IbJ3vZCLx3ZXvxNSmwVFADZNX0hAcrjqkCe07QDV2014EJfTXVYiOX6xH0xd5eApgLY+LDMm2UM5pj/p0BlREq19gIIiv7/X5ygrHfC5QRhT1Tom3/+F09nKpwfX09NrFW1TBo9mp9hAtzmhw/99l5SVngXv+dmyA97hmFY+wSDDwGli/a6TWZdP5SzryeQsJBJ3Nuh41851T4eyLQZAbS6UlnlWttYww+HgeDcII+suWEhe6Z/p51QZJGLPMZYXLMElTuMcvJgY/TWfmfyWKy2SlN2OxJzsMkLVzUQ8aOASNDfRQ+OW0rDouMZFKR4YS3woJm1euwP9OPTXc4gjLdkmDSnf6bEYbBBCUwddVFYFXzKbr5GUbJYMNL3GwIcwwzykzgdb/53PNkpZ6LXG1QMxJOsMew2kmww+I1AlNfzAEyydtVDR60PY0ML6Dzjveqas+U66JqOwKeAx8lRXG0a+PIb/9tEHIWme9lHnm217asOxxD5I2pdi46etjA0c1r1YGyok1e5Dew5KkH/Fj3WRNElpEvxoJsuufn57GnyZFIjp+B1U4N9sjZkJmM4gw/7FZVjdMcjllODnxyAdqKh7HwTmkbYHuj5nHTwCDYzkYy+KTx6zzsqukaBG03J22P38bX3pONY2a8pAFFqJMisCFK45B/pwGyYfmWEmX7HVn42Uk3uB/pNbr4O9Me2RbTPwZsG6w0NJYrX2fApE9VNWTKBoq68nBTGyjAB4cDbxpZ4zQCRxPeJIkMpvHJyN/z2CWJdCUjC89Hd62jrZwft7XqkDKP3Pscs47itA45UjBAZ0TteTYw28G0LiIbGcmkcbdDkDJnEK36CgA4Bn4G7fDzkvJj/DynPhPPz2aMLJvdOtSfXU4OfKqmGxHtTVmAMp23akrhLBaLcS/CB0VmYMJY2ignpdSF6lWHTW325PjeAo1Rg6d2XamUpgAsjAkMSRtYKbnGbfJ9Bow09I4kkh4hAqBP1MP4MN4Ya75ze0wLdlRIN59cY04cpyKBh7Z50yfG3w6H6V1nL3lfEP12lAnNayBYLpfj/T04Lxw0iXGB2394eJjIolN0M/JDFtiPlGt3CTQea0e0HkP/bQOd+kd93tWf0auTJLx3h3U105vunyNmz52dTCINvvf+qU7GE3g7Z9IHwfr6xWIxoWXT2TVgXV1dvdJ3r7PlsgH1WydgBx4eHmq3201oee5zcsW/I8266gTBx9EL9FXV6z0kVTXxsh228jkCa0rFvL5BJJWw47Vt/Kter8d00RJ1wd2mlwNtiHE12HYgYEGcO0U7Iy1KemE2oAYKlIDPuZY2ek2AdnpROhU7f9sQej2Az6g7PVU7HDbUNhasw+XeDeY2X0BmL9zHtDiF1l61PXn6g/G4vr6e0HSPj4+TUxuQR7fN48Hz7KS4jf6xkbOD4/lL+pYf04eOtHJ+fI+jQkfLdnx2u90AG1PjSV3TRvqbQG4dt4OQtHgXlfl3J/9pB5A92lx1SO2mLtNwpl+xM3M0oX+QV8YvEygyyjOwd4kVxygnBz683Onq6mqy6azqAEzm4xFGpzsygdAci8Vi8tpjK4N3J7+8fD2ninUbC3h656YXHDX4GBUb+lxLsnEx+FS9XgPKjX2MAd54eoMZRWQ0YWX1+gnfG3gcUWQkkxRFGks/29Qg91rpOSXAUU2CuI1gUpGMP/Vg9PIQSzscODmm3fCA2ZuCrGE0EtgygQP5c4ThNTBem0zdTiRwJJepxU9PT688fZwVnk99Cayd4XemVgJyF2UDsgZiHBI7d068YB7SAaD4GRlpME9Jv6ccIE8p58yx62TcDYxEZ/xNlMKcJb1ovUZn56hP03D0H4CzfNsWMP9+SaBtzDHLyYEPeydub29fraGYLsAoPz4+jklG0PAq2B/A5NoYYWSqpjvfEU4W+jrqyx6nFdscPoW2eVe0PUt7ugitDRvGuGr6GmWvayVVkNxxGpUEIH7bu8toinGiOKvPAGMvLhWROhyhMQ+Xl5cTp8HP4X6MXdJGtJs1F7/LxyDAMwE8OHzG5vLycrx9dL1eD5l6eTkkqODZ5wZFqDQSCExFOQHAa5qOfrzuA73jtU+/4dLGijG1DuQcAK6ABP21Afd9WRzhmzmwHFCn343jA1U9h+nEWa48T14zsyxmNN05Xm43kXkCDQCJo9ElKlm3HI10UUsW2mIAs4PqPud8OlLOfT/HKicHPkQULNrmIiTXpABgJLzYb48ObyapmzRO/A0Xb4/WUUxHMVW9Xlx3u9Mj9jXU7zUV04OZNpvFayxW7BzbTogToEx9JCXj9nJvRnAd6NgQmjLiPkDItEPOcQfebm++PTTX1yiMLyDEvJCpBgARgbFeZDosKZ+s28baAM1cOqMz5ZF+sCidUZapac8nbWSsDQw8B8eiM9im66qmL6/Laxztsy5kBy838VoGusjATkRG7dnHlCePb+oX/TX4kBTCb0fJjBP2xG1k3pDNOZrZTlxGSgnkqUuMP8Dz+fPnkRV57HJy4APQWHHhpv3jYg8qBQbh8PoRAmoP3L+hGCheUOT7pHGSOkBJUxjTezStljy0jQH9WC4PG87s8XZAQ7tsADwmaZgdwUBHZh+4zllEHr+MevwZzoC9ePfLR+Cw0M512R8MndeObEy6RVrmjL47+mXNZr1e183NTa3X62G0vC/D60gpe+lEvHnzZiKTXnTHGbJDQjvInCMF2DLx8vIyHDPq9DhaP/xs5tGG1YbbP9QF1Wc5dBSXjpmdnnQ+ch4c0cztYXGShduVUUc39vQzDyplbFer1aAFHZ1Rh/XFYA4g+GRzrmP+Mkq0PcNpoP9mUky5+RDZ5XI5YQOOVU4SfKwY9qbtJVS9ppF8jQ1p1XRfgI2mPTkLru+1AUwPvIt67HHTDwslBszKk96aAdKKRdZM1esDQ600HhsvpHuMOvBxfzLC6KK5nI9ch6FeUz9zGUFO0WWdw4eOWsGdqDC3wO3+2BDbS8bb5bnQRtfX1xMaMBedTSWlAfbaEZ8jYwBmOkuWx7lsMerNaBMwT+/YMupxtxx3f1sm05kzuCXAJ3jRTo9VyhLfZyq5o1/LU0bC1ME9/OZ7O0m02UkRCTxud/bFTpPn3GNhgPf4WBfRbdfj9vI6Dl6sCJ177HJy4MOE4w2lB5VC6wkmisCgpHJgQPb7/TACGAtKCg9G0ZloeJwZOfF3rke4LTZeCGA+21SG68oxspKkQUrQ9vW0MxdtMTJ8lnw+49rV5+Jn5Nx1NJXHxFlH5r0NQtTt9SLolM64IxekWRsgnIji9YrVajWMA+tC9J90bDsZNi5EPNxDCi//e067+V8sFiOl9+rqqp6engYgMw82mnZG7CzYs075sUOQ82ynz/MF8JjaBlgtQ9kf12PZsANj0GOOE5BoO/NqfbEDShv96nQSUaDfnBCRcm25TOC1zierwBiYwTCb4rGwk2wdxYmg7d0YHKucHPiYjvJJx50nUjU9vwtvzdw8vCvCUzVdYDUVkopj4eJ/04J+tpXJnjWGjc87wLASdYLLtf4soy8bA0dfXGuvl/4kOKTH6OPt2d/iaJH+ptdM/R4PP9sG0uPNustmsxmgAAiyR4b341RNoxUSRajTBgNltmwkwNsTJqEAB2O1Wo3rdrvDvgyXBCHminq6KIDxQC7tsBgcV6vVMKLn5+cjbf/l5WWyHpCGns8AT4NlAjO64DUTr4OQ6OD5TPrbMpegYDmhDU7MqapXGWb5m7l0NNMZ9d1uN4kcaBvzbCfDc9nJsduQzqadJuYzdSlBI/XVdaNzPrzUsnDscnLgY8qEybGhmgOJrljRKNSHMqWwVE0PFU2KqwMlf5/eUVJouRZlATY1l960r6UAQKZJUmhdMorsiscdRXcbDLgJMAk+/tzGin4lhUIfMBCkvuKIbLfb8epoolcMibP/nPVlo5QUaC6U21h6/GkPfXHU3I1fjnEXRViObZAM6FWHNaCrq6shuxTLS8qj595zl4bWNJKdJnvwjJ/Xnar61OkOdOzUMN60y1R0RlAZDWXkRV12DNBtJwYwl0THyFbu2UpZ7ChKz20yDZ5DZ2nmT85/Rj70g3H0qRnHLCcHPqTJWpiqXu/qt6D7GiujQ+KOX3X9VdMdy+aJDSYGsvw/FQKF97lRLDKjZCw+eh3DimsDmXSNBdrtMD9sb9Bg1fWb6/23f+yBGWSzLendJbBjDPP9LBgOK7fHhcL9JAn4ZV42TI4yHO04W4z5ZSHaWVoYLEe6rLl5rjpaqfvtKDtl0rJtsAYYLy8vRz+49suXL5PxSSo4HTOuTefOTgEAbUqasXeShJMVHMk4eqStzK8TLKzfSTUnaFlvEwCQH763vNPnN2/e1GazqZubm3r79m2t1+vxcjv0zwBjxysjk459Sd2kLa7DdVn/Evxosx2qH374od6+fVvHLicHPvD2GV0YSBzm8r3LnIeZQuxophMmh/w8196+2+UIwM/gPtMZNujeqOofe1P2wnm+FZRnuL8Ifwc+HfAYgBhfjE5SgvTde33SUcgI1cbR/bJS+7f3uNjI2anwnpus20DYUZq5buKXniUAee4Z07zGc2e6NaM9G/4EesuNz3OzYfccM0b8nRG1owr6YOfFcpFOHHOGbL68vIwxs3PG/CPH3t/Dc2mfk0bSu6cey3XnhMyxIXM0IFQue7f4ySw3O4wJHAl61jFHXnP66XalntmGWM4pb968qXfv3tXNzU0du5wc+BD1VPXAkeGrS2d0qqZHzVd9FUrTU647oyavlZi2SOCzAU7jntEQ1y+Xy8lu928BKnV1n3O9jUd6jPYG6UuOsdtLGzvjjRHOPs+1zZECoGbjlfPMGg/XmPrBEDOPHeXhvrr9eOScTOwIiejC0Y/rx0gCuJ4ze/BOF8doG4DsvLh9ngsijAQg2gkIcT/jwfgnvZjA53WTBEc7SRk90dfuXhbyDT6m+EyXEWF1emLHw7QZ4IPe0gaDeUbwgOX19XVtNptxcorX9SyDGRH6aKROVzo5t6zyfJ8l2EVLHl/66lNMiNaOXU4exd+TAAAgAElEQVQOfEw52MuxgiZdkEpR9VoQ/B3f2wtj4p3CizD6e3s1jsZSKK143vhnADRNQXtSiajbEYa/N73UgYABKOt03Ukfur5cr/hXSjoBeMastXVtzvni+7koxNECv3N8XAf0GlQa7aR9+d6ljk5jXj1nzG8u2C8Wi5Fdl1FZjhH1ewNq7iWhnJ2dTdK4LctETcgyfXP9GaW7z/zYAaOPzjwEGDzfNviOpOYcnDkq3ABkkDG4W3Zcr4HXEaMPmnXf3T7Tx46C7CDNgYd1BRkBRDjxwg5Ryq+/Q0ZNR/7/1b//F+XkwMfpkQk+CUA2Ng6V8TpyrYCC9+f7qg6nVPvdIAgAxiXD9BSijGzsTfG9jZ3piQQI2mqhT6NtAMznuq/0IakOxtAGzPVTp+tz2/La7nMbtK5PBqgEFPfT48l3OW7pOKTSGsh9ioWjIxtje8REqjyHMTT4mKbq2te1223sHKXOsJlSw6gi72xTyGh1v9+P46i6iCr3TjGORKLb7XZkkOVp81U1WTfL/TM8g3G0E5k6AvACcgZM04gen2Q7LA+mi9F3R4Q8MzPpfE8XTRvgXR/j5hMiXCzHGRUiY96IWvU6ueMY5eTA5+npafDKuejqDVoOlzvv0EY1DVeG1giVDYeBxZ6MjXbVa5BJw2vDbCOKgtqTmyt+nhXMnmka8jnFsYGtOmygzSQF15/KQpuyJDAklYPRyyNKKI44XLxOk44H93vRHYNJOzO6oE4bNZ7vUxNMse73+wm91UUSGeH5CJ0OqN0Hj1E6MZQ0gG6rx491oC6C4W/0ys6dnQS35+XlZbLXyod9Ymjz5ACv9zgqMpjTH8bETok3Gec8pb7bHuAUcr034AJqzImdLgMeYwkAI285153u28G03qcdYGyy/6aHmSfG49jl5MDHhhDjZC8j6Zk08nxe9TpzywJiYaIeh9jp1VG6EDwjA3vc9pKoN72xjDqoJ5WUa21Mbcj4LusxAGXEZO+e6z122S/TRx5b+pAKZ1oCg5WnKHsM83dSQhntem5dTxozQIrxT7qHe/2sNKDZZwNxRrz5ndua9JLv85y5ZNSXzobPxTNIJvg42l8sDufWddRqZ8DtLKCHfourF/ItdylXbofHzNEALIijrJzXjEAM+qYfeb0FfeE+Pyv3FSInnk/k1rpnWcq5tj74uk6usk7PR+fs/dnl5MAnDTVGFWGw0bZwYDTsFVe9ziLKtEeeiQJ3VAr1JCAYALiuC4/tnVJH9oVnGFxc5sajM0j8TX/tgTMWfmYaBNrsv12v70nPnPbwuVNJvZOe+WPx31666StHIwlw2U8nCCQQZ7SR8+fx76gaj08Cuo1IZ2xtMKumJwXkq6cTMBxhua92jvDS+Z+57hwUt4cNqwBQjhNgQwSSC+YJPAYfG/ZvrWOmPHpccVTY15U6QbTr7LWXl5d6fHysT58+DYpwuVwOypD9UrYRXl9Kx85yno5E6hvy6U3ulquUIY+j6+nks1s++LPLyYFPHrxXVRMOmugnvQt40qqagIsXEaumCQ1V0/DatF7VdAGzM+zJaec1XdjN5zYu9pqzdFGVP7dh7yLAFHbGIKM92sJzDHJpZP3sBCba0dE3pvGYU99j6iwX/j2+GSEluHfeZGZeuU5f0y24LxYHespjlsaI6IBrqJP9K5m6m55y1WHd0UBq52IO3JwgwfM8p/TdkUXWaZmrOrwEEYCyY2XZNlVkajpBOp+RRjXHoosuDAbn5+d1fX1dNzc3dXNzM44g2m634x72Fjnq6XQ5n905Lnxu25FOQtbLdxlp2wlNAOJ+Pv9X6fn/1+XkwAcPyopu4XY4zwRbARz95LqCDWcKcZeh48XQLjqommZaWYi7yMACmcpJ6WijTEudM/x8Z8NAnTb8VQf6IJ+fz3W7eI6NxreoojnQxSCzeG9gSdoiPzO1lODE945qM6JCiWmXowgise74HEeCNia0kQghx839TIrLNKJlIr3uzogTlRt4aI9PC5jTk9zQ3MmPI4/uJHKPn0vKOfS2x9rz5yjJwOj5zaifPUVv376tv/zlL/Xu3btxEvmnT59GHz99+jTaRbTpPnRRbEaq7ocjwHRWGLtkA1J+eI5BunNUPZ9Orz9WOTnwIYRnAryj3IpixUqvgUlNo8bv5fKwX6OLLPxj78RKbg6Y9wSlt0OUlp6PSz4PQ4mwzv2PkKe3xriYLmT8qg6pwh39yPVdROS64db9uV9Znsqb/9MeKzzzwa79qhrRaM4fffLxKBj9DlA9DjgwGOGkX7v9HzZCHnvPab4CwnQjz3N/OXzU82jj5Wd3qccp755vnuO1UwP4XCSVBpC+JZPgtVh0yWtCSX/SBr/eYLfbTbx5EgxY4/F6rIF9sViMM/w4B/CHH36oDx8+1O3tbVVVbbfbkQDxyy+/jHfiWE6dEZmA5DHzHNAOJ0HZPlhXGV8Dp+eLviSDY1lNZ+3Y5eTAx/SHI4gEmKqD123KxVFOZ/As+FyLEFr4/Lc97TQk6a2lAXG/5sL9fHbSbxZsZ3RRT9Iac4Lsumnztxacuznpoi0bpIzSeKafD1DbY6RNuT6VnmS2x0bEXmtnoKummXNJzaaDkZGIQYH28iyfkcZ1uT/DxiTb2NFkznTq1k1cr9uY0VSnE53MJCvge+YKdXkscVAY9y469rwC3o+Pj/X4+DiJtIg2Hh8fJ/Wu1+txVhuvwFiv13V2djb21aDr2+12Aq7dGmj2kXHzHAOMBt4EnXRQO8clx8798nz6+jnd/DPLyYGPJwsj7+/4vltLsNed1FzV64X/9OqS/rCCMvmmCXz6LN+lcfFagRUuDWo+N40o95tGMgDOvZAr76devOnc7+E5sJH320E7xfTCsp9BGxK4+JzFWdfn9F9HOox7KmLnsXuOq2ry1lADUNd27qX93foLdRm481ncYxmzp2yvOo08nyXN5XZ4/NNTdl/SkTJI5JiY5up0B5mjD95nZLnqMu7cdkCVtjw+Ptb9/f14iRqnUj88PNR2u62Hh4d6eXkZJ4IQpeb7jvifeXl5eamPHz/W4+PjKyfHcprgb93vEkSyf54by+BcBG75so54vHK+jl1ODnwwiBk5VE3BBSWu6jcbfstLnDNkyfn6szQCFgoDIO22YUjATG+Y3xnNdLRP53V3AJ0UlIW6i7qqDpl6Hl8DKkregXTnIdOOjipMjjyVLSNBR3uMu+UkxzpBvKomb7PNOfCc+h4bibkIK8cz++zjVeiP+2T5sgx4TJmPBA8nmrjunB/+974jy2WOcV7TRW2WCTtlPkYnjXr2z84TqdVEGKbf7BwAPAl6X758GQwF7+zZbDavUvu7MfScVU1fakkb/lkECqBSfL3tVjq3zFtGO8g6NvHY5eTAh5A7wcdKRElvKqkvfiy8NsTJTdsD9b3czwY0Kxn14QX6tAJ7/pSkYqzc/J+GPEGJ8fEzfBirDaPPx+p2hmc/c4xzY2V6slZoz8u/6rlRn9eAclwcsToi4HtHsx4vKzrFhtFz4DYmBcI1uS5AfWmQPPbMk1OqXW9Vb2A6A8c4mOJ0sXHGQHvOcJK8jmDjZ8PbyWDqDZGHTwTxRkzucYaZAYnf3ujstG8iGdNS19fX9fbt29psNnV1dVVnZ183Cz8+Po41JBbnOa+PqD03HvNMMvrcNycn0KdM+U45Zz5yn6Kd03QK6ZsjTztpyMYcs/FnlpMDHya7y4Sy4iMAzkqyMbSXz30ouD17G20mPJ/FPQab9Mo5jRvP0N6WjZO91Dkv03U7QsuIgGvdF+7xM+e8Kxt1F9NkBpmkCbpIh/5Zie048NncOouNagKQn5NjZoPg5I+sw56loxb3LemT9JgN0HNz4rH3j414Xp/g6/F02yyrvhewcyTj/thh4q2ePucuHSY7bZ0z4FeXOwohI4z5sL5ksaxQJ5GL20Rkslqtar1e17t372qz2Qwwfnp6miR5uG6nKueanhMdLI+m4tF/nDhvzchIpSteE3JJG+LjjRxJGrCPWU4OfKx8Bh57nlVT77RbrPNPGivvqrYhsFeT5zKZt6fgqZAeDpARmXQgk23z5+5/rg3ZOKUiW7idHZZKYQ/SbfMYGAwyw/CfgY/7kkkRnTFOkGVMvdO8i6z8fxeFOUrKMfKahtvjMbPRT6pkDhQ8RwBsF1XaIeqoWepJCpQ+pBHq5jhldL+fvs+I13oTDSDbRB0837RUUkhE0vnuHq4nSjAI5tgZHEkSQA4zmYT+o2u8j4f+O3LimThRfsU67Ybp4J5MaHB7PUdzupEyan2yjqVjmHrov3lOJ2vHKCcHPklv+H9HHhYuG6D0WC04eFFQAZ03XdW/f8f8MwqE8pl6SAGmvhSeOY+J/ialmCDsNtsbTaPtejtajfv5bc/anmRSkp1idmPoReoEHhtWg4L7YI8ewz0HvgaUNG5d5JMgQHu6OezG23W6Pv+mvrn5yMgwaRxH6nzXtTn7lDLEfPjlhdCBpnV4nkHEh/3SRgx/7pEzlUUb8jRpPiN6AAh5JTgAyavU3Qd0DcrQlF5SnbvdbmxEJZrhukwieHx8nFC5tNXjbgcGecWZRYarasLapBNp+TANS9s7uf53AE/ViYKPQcKC4rRgir3CzrCkZ9lRLlxvA2Hv3ffSljkah/aaZnIxbWcDWXVYX7EBTurH9dn4oEiUjNK4Phdeu+jF36fHPtcGGzwb3i46yGgr63IEgdeNseza2zkdtDsByPVbBvy5r5+bg0wWyAiRcc6kGI9HB8bUY0ciQdUylrKU8miayad4ExFxxE7V4c2o9NVRkec0nROPrfuUa56OeHwCNpEPVJvpPNrJ/T4FHpvgJArWZgE8st+ur6/HnACmjrSoL3XG/eRvU27WKa/v2HHrHAM/ByfAY1dVk6jne+RzpGIj4IW/uT0p6YUmbWDFdghvI9fVY3BhYdNrOX4WCuwIzZ49n/tZVVMOn//NN7vkNWk0TTMlTeJx7Yx4Rlgd7eP20ifmx8/jcysPY2Xag702+eMDLB2l+kVtfEcb3Z8E2cziSqPfjU83N1xjmaC+8/PzQfl40Z3nJwgyxznXHl/3I6N3P8PjmRmKSWlCQ3E/hvvl5eXV9Z5zb6j0cVf0y5uEqZs2JEhdXFzUarUaZ8E5UoFaI1GAunGsTOM5gYDxcRSSCQfcQ/o2c0WkxveWDewD0ZhBM0+S8Hxb7qD40jFJZ9mbXZMR6JyuP7ucHPgk+qehcLhqWqPqtYeRRsDXcJ09QdMpSa144ZJj3qsOJxxkJk3V6/WIOR6f5yU90S3KI8iMjT2jjMD43kCbBjYpS57t+pN24BoUN08Ldnqsr3dd9l6haHAwMtqBismo1+DfFRsFRyoJPI5K0uh8KzK0MfarFHIcncXkebCsJPgDJulImapzXYxtd+yQvXacKNNQzi5NfSN6IAohIcB0miMQJ4xwDcbf1JkPIrUzwbE5PI9kgjTw1ktHa5b7i4uLevv27XiDKbK53W7r/v6+Li8vJ6DC/iLv56mqQfXxY/BhLgyOnltkKudujjlxZGt5/H7CwRGK0b9qfr9OTqgFM8PbBJSsOwU5AQohsXBQfy7CVk0PTTT4GBS9FmKjnHQU37tdGYmgtL7GRt+/E4wptDONmReqbUCdAWR6pmp6anMeiJhAShTgObVXOBd1eXwyfToBOe9xfVWvMyZz3PLvvCaj5QQ0xtGy47osX9RrA5/p1dxLdJn9m4tekBPGzf1lHPMATow4Rpe1Hrff6dHp0Bl8nKKdkZP7271Mjf7mWi8AzdjyGQC3Xq/r5uZmrPs8Pz8P4OM5gB2bWTnFm37ZuQCwMiPNTsOcI9dF1KmnFDsWVfU91foY5fHx8VXqppWckp5i/p3RkmmPzrDZM7SH6ucZgPz8zpMx3UBJashUmb13X5fPqupfKsYPxpzfNlTU3UUz9h79XNftLDLTE77Pz8NopnH0WHlNwnOR4OfP7B3O8ewYpY7eyIjBspVRpPvmaDznK4FozrvNazHQjGvOvYHa4wnlw9+dx4y8+jftItONz1h0JyrAABOp3Nzc1Hq9rqurq6qqcb1fwuY5M2BZn2lvvunUgGL9cySMXFnH0DPP9Zs3b2q9Xtdms6mbm5vabDZ1fX09xoxsOY7kub29rXfv3o2+c9oCpypYLuxIeL5Zm+psQwJJygT97wAIGZ9zoP7McnLg4/UDFybVewJsuNJ42JvsvJE5EMqS3m73ffdcG8v0bua8Iwuq60yBTkFNYTbQmv6yAXLEZcoxx7vzot3Wzvu3N82Po4uuz9SRTkICT8537r3yukca8rm5Y3xyLrPks+1A5KK8o1HPf0Z3zghkzNLZyvFxlJTygZG2Ee+A3nXxXM5Q4z04u93hdfSr1ao2m02t1+va7w+v4zZtWlWT1yo4EzTXjLpknnSUTMPyXeq/ZZQ+kuF2fX09gC/thccEkAR8Hx4e6tOnT/Xp06dXh5ym05gAs1we1neSjUk5nHOeu+d8j3yOUKzIDsmZWP5HoJyJ0tEoSWvZOMwZd5dvCVF6uKlYnbfUgaQ9PXu/GDDfZwNnr9ggmX3MdqfCGtTT6GLQoGUAtPTkbBQcgRgYbPj8nLyvMxDdXNE+vH0bOI+XSxfReFw9nzmOCYLMmR0m6sHYZVsSpEwbET24fV2kxlh5LEx7Wg4cEXhfDnJKhMq8Qr2xAM9zyBi7ubmpqhoH8zoCqpqmG/slc57DdNCYa+uB28J6itsPoPkz9wuKkDUl67bpOurlXUAA8MePH+uPP/6oh4eHAcZEg47IPK8GoE7GLVfpPFg2/b37fuxycuDj0hnrqsM7UmzoO+rGE5ZG2EbOpQMXSkYL3Wf5Lpj09uaeY/oq67Qh91hYyLuw3UqcYNGt/aTh68CwA0G3xRRdGvAOREzFuB1+1txc+fqkdBaLxcTQz0Wvdmpy/Fw8F1436ZId0ph0dRvAfK3nycDvaMl95jpHDabhvHZDWw2M+/1+rH/kGoxlkuf5fD/2tqWDhh4APqvVagIsbrPb0oE6bc7Ffu8TcvKCExtST3FSUvfOzs4Gnbjff03Fhi58eHio+/v72m63dXd3V/v9fgI8nrNkNjx2yL9lJJ3T1EnLzLdk888qJwc+FpxveQ8ZRtto83/e1xnRzvCnR8Z3KBq/56gvG0p7eX6ePVI+T4H1eFS99s7dr044UThTU2nE07u2J9156vZQ03DmXOXvBMycb1NuOXeen6rDnowE3ZQZX5Pj5c/9Wd5DvZ3xsCziTXueUi4T6DqHwfQLvwGTpE49h5kF6TnkOqIdZM/UGAvwRDUed0d3BkpAgkiJvTp2xnL/Ws4Z1/l5jvIMZJxUAFAafMhoS33wHGSkaIfO+sv9BmUoxox0uuflTzqyfpbfwpzOhwHt2OXkwMf8rL1hewVpXKqmBtuTzvVp2DNqQim4pup11lAaHD+z49X9uRXWC+VzkVu22/316Qwd2PK5wcNGK+9Jz5XndMYijZ/Hjd+mSbP92U4rsPvTAZnBkYVu0nudYsy4ZYaY+23D49+ZSFF1oJ4w4mQr0le/oI55yTUB+uHF8ZQz5szj4nnM+UqnqisZnfHiw6urqyF/ZHwRPVxeXo776CeHdz48PNT5+fmgoVicv7u7G+snrKE5qmFMTN/u9/sJ7ei5qTocLMoJ1U7BNs1Lmy8vL8f9psTSATJVaicDqp/nMvc86+npaZKEwDxk9Ov+evNo2h7GnbWp5XL56jBTMu6+v0b7CCVz6u2p+CgNe6sZDVT1Hi8F42mlt3HpDLULwOP7Ta0lnZIA13nWtMtt84+VyG3sIgyKo4qMltJodQbMoOgx9j0GoQQkt8nG1vUk4HvM/HcXASaQGwAcYWYfO6Bz253hlJFa9iGz0RhrjIbbbgcjgc+f2xvnWRkF+XvXm4bcUTr12PAit0QXrJUAsHa0OITz5eVlJCYASA8PD3V2djYSEhKME3BThjLdnojAr0agbam3+fZZZ3mmA9S1oXOQcCr47suXL+P5u93uFRh4zriHDa1ES47i2Gj7/7V3rr1xI0nWDl2rSlLpYtntnt7FYP//Lxvsomem27buUr0fjEM9fBRUzxeXX6AYgCCpikxmRkbEORGZJLORY7Va1f7++J4pvh13Bp8tSCYkdegEkbB9brWsGjMlZxlk1XbUriZsJ48wIDDjYerMDRA8h8bYgYDLciyPdQvWU+CS/53qcywO6i4TGsTZRwdsZwfsU9qicJ54fYMad7exPc9tt9sojhtQIDHwOWGgJB5hvww+zKaYpXal4TD5sGSCGEEq13G2PRUk9/fH60wEwLTXlfxsW7yG74GL7eb+mFyLpCqgyvuB8qiau7u70U22tF36Ff2O/sISYc7PfTrn5+d1eno6ejo1hTbTAUtn98y6qHO2SdKYtabEpJT70h/acdq/v7+vL1++1M3NzXAjb966ymwu29jzavXHx8fhfqNv376N3kO1Tdk58GHqH+bB8sMUc6rqtwfT8BnUGQjICuMEHdOuqjcpN9vpynQ53xnOe5kKP2fAZrA326aTc8zUF/vhYMBx2iGpX9fF32OSnDcHBwZUtucMwWJgnAJwtkuQSDnG33VBKH000+7aZRvcHss567I7Aw5Lhc6UqVu2ZRLFMmNANN9lLtxPP64nQZYgQV/k0wxSlWApstsok3Z8n4+z52QI3N69Wq1Guyhd9WDGQ6EvUO/d3NH+uwwzujk8PKyzs7MBFFlKzfGbzfft6H/88Ud9/fp1AOcQa95Mm/uNopOnp++vlLm5uamqqvv7+9F647Zk58CH9wX8J2jfsRqWGtiGMwWXb+JQdnSX7xh4mUlR6BQ2YoJM2udvXpMstwNftutSlPtj1tyBXb5jH/x9/o+eM347n8fANuJM3GTgYMx5IJga9BgkHfB8vU531l9HaKzLDnSplyxQpy+8UZB2xRJRAqgf6MnAzPlzpuqdagbMqprcSJBHRDHrC1iYcFgXHj/7l3FnjrLOkZJ6qhrJWF9eXoaS1MnJSa1Wq2EXm8kdr0Pw64hERypJWqJH2nz+5pwEHJfLZZ2dndXl5eWwPsTrvby8DICzXC4HAGFFJ32gfad/vLk7Gei2ZefAJ8aWCZ0q7dCIWEaJkXLCXHqLQaVtsjc/1jzHd07O/rlkk89yDIOBU/r0h9diFsZzWWrJ8QxQXDB3huWg2WVdDMBkknFSthsnMdiwX1yT4bWyTZftsn9k+7ket8omUKYN1/2t1w48u889B2TADCyxL5fe0t8EDY6d4+F1uozI80oAsm7yO7bB7IaErOo12wlxyA4uvmk17/vhZgHOK4VlPxOHBOz4ZcAkT0pIJsq1jc1mU8fHx8OTB1ar1Widxzqy3TGQey7TX7bF8myO93zyfqOMJwCZ9ZoOdGPjy+VyAMd8xptzs5a22bw+w40xK9fbtuwc+HAvv5l+x1qq+gVkHt8ZBhlnHIWG7JR8igkzUCRApn92RmdBLpFR0k8GBa4/cOwsfzDjcbnJzuvyg68/xe5dkuA6mEsX3LkTifN53AYf6otjJXnI9bvHC7ldzhm/y28SgoyTgZxtJdg7eMUeon+XXH2sQYtZQlWN5i39iU3w+hkzQYcbBgxSzIRImlgOIyvnUwYoHAOzTpKn9IWbB7LA7ufJVdWw7sRdYCaAHfh0tmohkevE/unYEX365laXofN/Mr/sHEwJ1E9OyKYE2vAMPlsW1kIdtBgwXWKJsdtYaGg8LruRWM4h2DHQkyWx/p3zOmOmk5iFk1HTaTqgTH+rXh+dT8Ag+DBgswxlxkw9dmseHEN+G+wNDBE6oNk72+zOI7vPsSz9sBzF3VrUNQNwNxb2MUEhc8J5d7+cjWRenWFSzLLZvgMM+8lyZlUNm20IBN6CmzGHOXOThLc7e45YbuOL0HI8d8dFT3xy+RSJSgbInXS5XyelNBKJnJ9gy/f5dNlz5oSbcvi9+0RgJ9Db/gmmBPO8D4nb0n1TeSRZTrKZ2Ez+rqqBYCceJTvimGPP8xMOtiDeusrdbWRzDMQM0nTmOJTXV2jsBA/WtFnO4bVZ2nNAquoXxM2mEkDSH1+TZS0atkHDLDbHsF7MIMd1h6rxI0068LUTcrwEIOqfbfB/zgVBnFkT9UF9LxaLEZAzu2PmmvFzfAb0XMPtvAfMvBbJAn97Hj331DsB8j0mznbZZz/yf2/vNbON3jh+rp/SBg1ELKOmDWbetJPsdCNBzNyyJHV+fj5kOnn1dQDJJC7SZbImR7ZT2mIAlTaVY7unaXseaGvpT8aU7C2lQ27EYD8zxykZutxZVaNsMpmPyc5/ks39KNk58OHkMQgcHLy+yZKBi1s0pxbaY5hm1SwvWBgkY+B0Ct7T4QVJByleg9kDA3ZVDWl3jmPgcNZnhp/g4cwwRpy2HDApBmPPQ45xoIwOut1dLHF2mWt0aL0YREg8CAoumbps1YnBwp9R31NZrTc4UJ/UF89PptbZh/+O3rjWwOfHubTlrLEDSevARII65Hxx/LwuM+5kBgGZi4uLurq6qsvLy+EeHb4Hh/NkAKLvGUBMfKhvt+PKCa8ZP5vyV85p5jtPUMhDS3kriO3cPsuxpe1kUn6/Unf9nwFCOwc+diROZlJWZx8JQHbGqrf3ALgOPWW4dox85/oy03+232Vd/N8BhNeOOMh17JjjYJ/SngOtsxcHrPTTvznGLlDmjncy8DC6OGXKKSQNU05Pp0zZqSMPDMoE7JAUst7O1jy3PJ7645zxOgGTKbvwtZhJMGjx/GQWuX+GuzCdsbnv3fc5JlkEs2+CSK5T9Zp92D5yHtdqqmrYRnxxcVGfPn2qz58/16dPn+ry8rJOTk5GFYSu9EX90nd5jr+fImPRL8lNxGDgNcQcs9m83tMU+8vmh2z9jh17XdNZFYX9TFmOSwwdIZqa0x8tOw0+U2sZDsRmGkyBEywszg468Ml3bCvfs0xj5pOAyZKS2bQDWu18c38AACAASURBVD5zCYXORwBNXzuG7UDqkgAdrgM8l4vIPp0xkaU/PDzUw8PDMOY4cPqb9YkEiwAR9Z7rpJ/ZgsvyqvvrwO8Alc9YnnEQmmKWzgoMfgE4gnr6RADjuDg+l784XwEgvrLAGSGDt7NGkxHaKv2M/pa1JG8i8bWdaQV81ut1XV1dDT8XFxdvnrnWBVhWEexDvB7jgcmhs6PoKNdxFmUSRtuiPefzZHbcLs1dayScJgSOQ4wvXYZJXXEOtik7Bz5VrwEtW0D5ilobkNNdtpEgTnbELMr3DjC4sXRjR8uxDhYuL3XlAWdJDnoJMrmruWOHTu+7UhTb7pyL4yQb42fWZ86jnggwWQdgEODDKNNn3r9gMIjeWULtAgcBmX13ZsfPrcupbC7fubRKosD2pnTGOafNmFh1c0GiQR1yB1tVjcrAHLv1YTvMuFzeyvXYPu2LYMu5yVrI1dVVffjwoa6vr+vy8nK4CZN22QVls3wDdTc/tntnMNETx0+y8h6R4RMcMt7swlutVm+enG67eA9IksVxM0j02o3XFZRtyU6Cz8vLy/DYDk5+HC8lFjqx2WPVmPHlh87rmn3HfumoZDbpZ37bALufHEvDd7DJmNhHlhVcCpoq8/A76sLneOGfxxuUCWYOFlw87UBvKtB3ASTCeaW+Gei9I5HX4LWo46lMksEw22KjFy/wG3w4lwY5BsEOmE2cuJX38PBwRL4IPBwXdZYxcKOBmXau8/LyMuwutU66LM8Zavp+fHw8bKPOm0O5TZrzx77Gp7zDkHNC+0+pyuSDdsjxd6VR+ytjAMdFe8u1ucPNtsWNNBk33xbbZa2Z5/iPt7R3drYt2TnwyQRU1SjtjYE5kHMRlo5I4yTQOFNw9kIHobPaibl1Nf3Odbtsq3NaHk8WlYyNGwTcX5+b//nbQtDM32Zeri2zLZcr4uyZJ5aGGODy2dQ8MEBxTJnz6Cvtew5NCAzO72U4BlIGpAR/Ztmci066DMt9TcDN9WlD0RfnxTsuTVQ4Ts91N3b2g7u/prK3Tl9+43CeXJCyVPqZ+TApYXuxR16f2TszNGZpzJiYJbJ9bl2mTbgP1CdBlbtrXSb2cXyLa46xfRvUuImJ16Y9vGdvP1J2DnwSfJP9EHw4sVU1YjoMdnbgDnQYrJg9JeuoGi/c5/8EpS4L4THczpk2OjZO4RpApAvMLCEQDBnYHEQYhBLU3aZ3rBlkHRBeXl6GN1lmswHPY6Yadtw9PinXdhZrsLOeTUY4Rh5nkOacdkEn+g0rTTvddu6ubyQe+Z9kgnOVsfPakQQ02neXjT4/P49sLcdxc02ua33YL+hHJDy5TioS2QyREl22Vq/X62EnWECq8w+2y77k+rSFjJN2RQLqKgDt0z7ncmyOD5jyCSd88CwfC8T7kwg+9Hn6OO3cPhkb86O9SKZn8NmSdEruArwDDAN+JrXqbR2dP2ZMLvG4XGSwsBN37D5tZRw+18fwuKnjHXg71jrFYDvd5frRQxwwi75k2mawIQu+SY46yJzwBmI/Codt8B6obuwERQYB6s9zzf5YvwavLoPg7i9f1+sXHdjZBnnTIAGdfc91TUA61u4Mz2PYbF4f3UJyRv1aVzmX2WQIih/Hs16v6+Liotbr9fAQUANgB3QcJx80S7uc0rH1lQyHfkq/csWBvkcCwpJYzjdpes9H2V9nufZJxozoIEQhpC3HbFt2DnwiNFYzP05m1Wtd2EGtCy5mrWZXHXsiEOU4lj9o+E6T3Z5/2D7LGFNMPdfymKIXg5idzNnalKNHN10/qPcuGLGPmYu9vb0393lQ/3d3d6NdQx4z7YHPk3OZhfbDcpKz5kh05kCczNvlUy4MZ1OIt9p288tsiteqqgFsXfJk2c22xHnNZ7Ql9iMgQDLw/Pz85hFWzqKdYTAbyXweHx/X2dlZ/frrr/X58+e6vr6u9Xo9ZD4ck221G6uBkJlwiBA3RHAe+Yrv6IBPhzCwU0fM6qtqVGJL/3x7x9T5rN5MkelOOpL13vE/WnYOfFz24iQ4kIRVxBnoPF0Zo7sWd1XxOnS8qjFQxaDtLGR1dLxu3YJlLIKP2ZyDigPX1LgY8AhUvGbErNRs15lExhTgYdZIVsvspNMNb57kNm2XGUwi8pnXHZgVvJctuM2wTQaVzMfd3d3oHTJT88L2WTrtdjQy+2G9n2OMHpgRpF3avtm7yYfLuNGNM/vYAHWR+SMxenl5GTKAs7OzOjw8rOvr6/qf//mf+u///u/68OHD8HoA+taUTJEo2zkBP5/RXllutz66siJ1w6w77VaNM0MCAf2C+qENOUtzKZ/gZV+0nXdzuA3ZWfBhIIjQMM2c/gpoKAyuDFZk6zTY/B02Ewb2/Ny/vjn9Yb/4w/JW95gds04LA2D+TxtdQGTQz3HManxdZnlTC9rRAwHApUdnqwblfEd2m/OnSpYBnaoaAZiBkRmXbYWAyu9oFywJ8mVeBvOcRx3ZBhy8GPSpd0qyaAMjS6EuKfFmXLYbfZIA+f4pHkvdMNBuNpsBLBeLxfA0g+vr6/qv//qv+uWXX2q9Xg8bDqpqBKwcv7M4Vx04J17kz98Byy4WTPkAwYE3yibrdnbb2Q5/U08mmxzDFBF03OL3BJ73yOaPkp0DnwSWzeZ1e2sMzSWwzkFcovPEup7NUgi3m+Z4/h+n5XOYOsDr0m32JQE0bIuGaYbGz72JgQ7Az6gjAlkchEBo/XHc6avHmoCcbIXbW70ryeU9tpeFcmaeBwcHo5JHxuJNCGStvHb6HIf1mBi8mKEx6LC/BDSXp7p5z/fWIwMsHwfkcyibzaa9nyQ641i8SaWqhsXs6DPzxl2VXBvNvFF3zAxeXr6/0TM3kH78+LHOz8/r4uKiPnz4MHrjaPrlOXEmTf/i3HbBvZs76oq20sUJ2nReYxD7fXh4GPSQMbOUHoleuG7WbVbpMjqW5KNjj5W/f2bWU7WD4BMG4lSWBhgH7BgnDZolioiNkY7q3SoO3ix75bEizMRcg7fQqLqSUYy96u0DNtM+d9qkLbJHgk9XQ2c/pjImA5GzpgQj3gRMB3IJhFkTg3AcPZ93JRTqjADEAGOGatCxbThQx164PsCgaABmxkNiYsIRsGMWx0BlhszrWR8+xrpk6Zl2S7vu5pllQdtQVQ2lx5REj46O6vLysn799df67bffar1e19nZ2fCkZ9owfcDzZh1zjm1/zvA7QCGh6fQX33H2xydweE5J0nhd6p+khrZokO1sptORM0CC7rZl58Dn/v5+AA4zYjsWFwG9w8opdtqhwXAxN/v46YC+dv4nM5x6UoKNlo7F3wwaLMc4qNkA2Z5ZHR2MTpC+kJHzHGaaPsZMmFtuuQWZ85L+sz07b/c3x5rrBbCngre3QTuD5Tjzd67V7SRyqZLz6rFkjAZSjoOBxGNgsDH770hMruH+8drdrkNmd97Wy/4kG3h+fh6yg8fHx+FG0o8fPw7gk3WfXJv6pY13GYn7zMzQPut5mQKvtMfMJPZIsuUbfOPDfkfPe2DBjIZjoE10fhsx2XOWQ4Iwr/lsQfJsKTKklB5oXHRMvm+e2YsN2CUobnflezm6iWYw5gK0b9CrepsuE4i4yYHgwfMom83roz54fxEzDu/EIWi4ZGXn8XFdGYgMm2NL9saylzPItG0Q57y4FPXw8DAiAe6/+0LQ5qaUbu0oOnVA6QI9s4qpTCrnOWDmd873nNOmuqzVmZ3/77IwEhEGQ4Nidw8aCczT01Pd3NyMstuU8C4uLur6+ro+fvxYV1dXtVgsBjKSftHH2Of0IddmZpKshEDOsRF0nE109mQbZz8MPLTbAE+3o5R+zMpC1wdm2ARk263ns8vy3iMhP1J2Dny6SegYCFmHg40NpWsnDuf7gXh9G1baSWmBzt7V9ukInfHH2Xzd9K0DB2568JN0yWy548+ZgjM79pOlAs9JF/xzHvUQR865+Z437U3pnIG+uw4BPr9zDoNaF9h5/nvg897YGQQ5rx04MVNkiXVKDDZkvAzM1nuuy+yZffRORGYB+T6fk7jd398PZHB/f7+Wy2Wt1+vhHT152Zt3PMYeDbIkHtaV/dPZDj/n3HO+TDS6zDLlNvpNKiCpfvheHs8RbcJkqsu4O5vr9JD1o+ib/Zszny0Id1tlQrJgGsMjg2Pm0RmogzMZa6RjslkvYjmA13bZiuzSGUL6QfBwKs1zqt4+emOKRfPcjJP9IYvkdRNUyJAZLMz2nH04YKSvYY1Zm6L+uX7Bcw02DGIOWJwHgrlBmw/E9Hluk0HdAYLBJuJ++/O0T117Y0kHTnysPue4A//okJs7rDvbisvV0RH7eHd3N4BYNpRkTMvlcvTsNq4/eozpX/RCf+bc2X4zPyxlkVjRpmmLHQib6PGzxBhWSwx8jDe2ifS9W7M08aIu2D4zp7QZnWYMz8/PQ+Vn27Jz4MOJSxCZAh+Xcjr2TqMka6ajMvjSEVwysNgJ6ED+LgHAGYsDS4w5DuEnAqR9/7bTdOyd+iEwxun4v8dp4ImT8TUJJgHui/tlYYDi/2S0XQmK5R4HWF/fpIFz3THdBIGp/rrc5RJqV2rL97EHbvW1bXY/7BuBxDqi3kyQcj5BKDeNmugQmF1hsN4y7gT3XI9rUOkTiRj1RpAyKDCTJbmxfqn7XMflSpYgfV6XpdlO3R7boN47AKNt02+ie5IoLg9sU3YOfPgsrUxG0nun6U7ByWYYaBxg6FhOnVneqBovZMd5adBsrwswdEYyRB7PLIX9MTOjDqr6taycx4wm0jExAkonBlU6be5it+PY0XMdBqR8lt++UbULCtQbb1BllpoSCuv21JHX9UwwGFStT2e0BrUpYCGo54f2kPJWlwlzrti+r01ylj7y0UjerNFtSPA62fPz87D+xkcfGVCZ0XLOmL0SSDz3Va+vEKEPdWV0gwBBNeXmzB/tg9WUkBL6VPpLUmg/y9+cC5eJadskeLHrTmxXbD+67YjRj5adAx8aKBmsAwknnyyILMmMOWLDiHRMan9/f9hWzWPICv2/y38GIGZbdB6uXTB4u8ySYOHrpb9unyCdY8zSO3FmkXMzN3kNcKdvB/eq8Vs8c93MX75jKZVsPsdm80V2YfGpCAZq2wz1lHZNBLwYTrtxdsz5zffsZ/eSsQQ+2hntwsQl827Wn89pX5xnZpC5PjPu9DFjJQnhtQKy0XWA0qUrPtHZgEH9mfwZcElS7I/Wh4mnbZTCcdG+Opv1NdiPCG1raqclfccAasBh6bUjaFPA9SNl58CnS0O7lNWTQYck6zfzjtDRunqv22Ug5uJxrmHmbgdkX8ieUicneFX1T/Xl+NynAK/1MBW0yKaoFzP4rrTggE4maWbKMguBlsDnsZPJM0Pwj59uwB1L3oGYPkwRAt7c7KyRxxsUDNyxBTNul4ipO25L5/WmgN3XdZDmHB0cHAyVgzxtgAGwe3Cs55J6Mhnx2GifmT8HcJKO9LcDHNoJ7cPX6Oyy6nX9mHPArJrzQT+Z8t/YGktitC3OJ7NjjtvtURecl5zzn2xU+VGyc+BD42fwcEmLxhR5D0QsvMbUltyIA6BvqmQArXr7GHUGEi+e0thiaHzmV7a5mgExaDJwBFToqBxzAIp/2wE5Jo/Vc8W26fxhlSmFmOXyHJYWHBSo2wR1loDSPjc8MFM2K6a+WMLj57QnBoq0Qx1SDwzoDigcS+Zvf39/eDUzA9Hz8/f7a3IOAT7tc06oqwRbZoFHR0e1WCzeZHoEEmZfXjMz8PLcXNd+mTG+l/3w/O779IV2Z5uLDh036IMZA2OG547tRd8ZA+emalw5yDIBS+AmGB1BYbvMIA1OsfW/imc/QnYOfLpAZyPO7+wCMeA44NsACAL8oXSBNgEwN+HR0HyfB0seDkI2MjPLBNiwVgZP6iPHMoi4VEU21emX3xF4zE47htiNwdlL2CfLWA4EZJl+Krmzog4MOGe0B+rfmzz4nRelIwQKr3E4MOfznEf9GwD5e3//+5pmPss6ixl7gipBtOr1Ndd7e3ujPua67GuO7wA8Our6m7E5i84jaMjOnela58zQaJ+cO+vKtmN7dRXEOyqzgyzSjY/g1Yn1knVGx4nYSoT96yoK3TzT3lK+/RmbDnYOfBiYXCJhiSWT5Bvm0gYDAhlIjJnObEfxQmeMhg9uTH9cFkj/8p0dxmBhJpp2vKD+nzBI66Dq7eYHip3XAB7hesr+/v6QnTnIu0xopplz+V3aTzuZk7RDtuls2OPxuCJk/FMslA5P1p3zyXy5jdvZA/tAm3PQrRrvEAwZyvPWcnzsKMcS3APWDK70k6605zJbFzy99Ttjzs7L9MObP6h3ZoccuwM2+xmf5jlcu7NNMPPJXFrf9GPqxz7DmMPytUHKduOsk9em7U7ZbJfxkGBlHn6G7Bz4ZDLM4POdf6aAhG2Zke7tvS46xkB8wybP40JgHCPZT9W0Qb0XgKbWdPI9jzFAVb2ybzsRA4qDsI077bjvES6+J4AxCIQpc564G4olk6kSCDMzt9WBD4mG59+S9pmhWl8MwumHa/UMXr5uxke2S1C1vtlW+p2AnhLZ/v7+YFsEn26e+dy26D/+47UNE4XYT8bKnYAsRR4fH9dqtarT09PhOW6894Q6JLmzbtgH2iYJJZk/QSnn8+kX1GGu4/IuSY7BieTR1RNew+TIpIrgQfvqzp/yPYPuVAa6Tdk58HFNNmKG5JouDcdZCNtzOaSqL9Mxo/K14mAsj5AJdVs40zbZ21R5JkaYEszh4WHd3d0N4wkwJ1hlXJ3eIulnx/D/ai6oD/bBD2rsrhWd8Xfa7oDR/9NBydhzXfaNQSb9yHlca2M7AUkSA47BtkUbNOgx8HRg+J5+rRuuuXDOybbdN4PclB3mexIYBmLOXV4fnVdkE3xI3jqQNaOf8kUKgYj+SYLCuU+/A7zZsm6AsNBGrE9WSpylGVB4XHcdtpnr8f8uZtlGpnz6R8vOgU9VXxvN52a6Tn+r6k1wojHzu0jHMBhsUoIh24uBujxhBsU+MYvxFl8CkvvGhzw+PT0Nrylm8OrELI876xhgpvTvuXCASYCMngkWLCEy6HTO7DIm2WiuHd1w08dm81p24roGS0CcbwZrl8hYUnSQc0DieQxAnGue1y2C2zY2m9dXiPDxL2buJg0sz0Q3ARW3Tz1Gv8x2aIN7e3vDU6rPz8/r8+fP9csvv9TV1VWdnp4OD+F1v5J5dWyffpzfOc/ZQ+fD7n/6mad1RAcJ8NwxGT1Yrx0BmgL4vb2326oJRh6f2+TxbsNZE/v4no//SNk58JliKTTCqeM6ZhUDTTtsrytROTi5RhyHzQ2WvBbLcK4Zu4TGJ0jzOnSutMM7wfN5XklNMdMj8EztvjJwex6oJ/a1yyo8Rx3T5jx4TtL2FNvjXDArcRbCLMyBz3ohkEZ/1PVUmc5jMwjxe7JkP1eN9kFi4ow6/fD4c33OMdt14OvW5Li4nXt/Dg8Pa71e1+npaV1dXdWvv/5anz59qouLi1oul6N1JgIbS4CdrmgztnNm/bF76pDz0bVPm8yPSZPbs+0lXsSXpwI/15064GDbHShxjjJW3rjOWPazsp+dAx/WvrtshKUETggXZOmoHchwkTefxegNXAQDp+V8lHx+dzuk+LcfKkoH5mcBJ29cyLGPj4+1XC5HgMP1g4yftfvoic7JsVHPEQYWBgZmNQlEdBoGzFzT97NQp3Yyzjsl36fNbK1mmdQBl3ojgyahYPmSpZyOqeY42ku3ruDgbDDy/87KCQwdcHCOmGV1mbcDtdn809PT8IqMqqqTk5M6PT2tT58+1adPn+q3336rT58+1YcPH+rk5GTI+l1mnsr8qcPoKgBk4kGdcR67MWWuYl8s13VjTx+sP+qY88kyK4+bIr+ddKCYz0NETTBJrALq25adAx8GdgYHftcFqUzUZrMZ9v3nc4IDy2gBITKutMlMhSwo39MICUJmrd5YQEDqWHkXcFy2eXp6qsViUXd3d3V8fDxkQX4ygLMROtJ79fCM0TpkkHDgzOdmrXEaA3VHKsgeCV6cfz7WJ+d5cd1j6rI2js3A5XFNgRrBh2OLTdGWcu181oEV23EZkTZkEsSAbnB23zq95IkRNzc3dX9/X/v7+7Varerz58/197//vT59+jS8Ivvk5GQU4DMH8TnuivS1u/64X87sDCbMkghW3oxif7N+p9rM3yZ0AUmvzfwVaTMQMhszwaVO6adTG2p+tOws+HRMzqzKDs46txcCM+lTRj8lDIgxDoMSSyo2cgbbzhjNlDtQilM/Pj7W3t73Gvfd3V0tFotaLpeDs5hBdg7HAJl2mRH4+naIl5fXXVEdE2WWxDnJ3fXpn8sUnCMGDTv3VBnCwZifU5gNRw9TcxEQSJsdiPA3r0UAynVZZvL9TNZzxLqiXwSgOC/OkDlO+kS+D/O+u7ur29vbYTfZcrkc3t1zfX1d6/V6yLS77Ddt20enwIPjpe0TBKiLLlinfc4j++esn75vXyTZy3fMUHnOVOZje7Cv57OpsdpuOadz5rMFIWsiCyUDyMTkt1N0O1wHOFPsg9+lrENG5KzIrJOBmdeg49vobfiuk282r49BYcnq+Ph4WGBeLBajgM0MzAEtYj135UoGE2dQ7qP1Q2BLiSbtp222n/kk+LDm3gG5F9Ddt6kA0NmDmXIHTAZNziMDCMeW+UuWYd13JSG343t8vIXaWRLtKQE5x7KE9Pj4WLe3t/Xt27e6vb0dNrScnp7W5eVlXVxcDO/uYfmXwTP97sDb44meOrB1m8xkeV0/A80lMZayurKy55TSkR3GD14z80DAcpvvARAB1v5Jn5zy3x8tOwk+DEJ0aqefHaOiMGhWvd1mTbDqUt+q8VpSACfXo6ExQJKFeQGWO7HSDnehGXwYVBJUOc5kFFObFaaCmnVkMLbxuz/MrMwYpxa1PU6vP031O+JNG74uHdkZju3F4qDh7IC/TWa6c9kXBkWOMfqdGq+DN0uX1lk3HrP4zJuBghnCwcFBrVarOjs7q9PT02FzQfrK61m3tB/6gddi2V/bURfsvTbbjZV2m6eQeP2m66v9g7qfki4evQdA3bV5Xd+7Ft2mjzP4bEkYbMMSu0XEqvFExvjMyCN28u47p8Bk+2RkNp78dqnPa1QOsPzhLicvhtPwuk0OU8DxXlB04GA/yJiZbTHw5v/MFWv1vHYynmyHZR95v5IDgq8VxpvXOof5dnPnc/x5F1jMQDk26iVzQJvkuJO5MzPJ9dkX9jt27n66f/7O235J1EywqsYEicflmLw368OHD/Xhw4e6vLwcSm0G3k7YlgGakizMGQvnwf7i772xgqVwZjx86G2Oo7273eiJupna9NONy2SoIwjvAROFY53LblsQGiMnmzuqEtRYZnpvQs24OiaR71xamnKirPF4i66DdTIfPiLDAdPg4UfBmBnlmrzxM+fmptS/WvDtnImgZx0woFFfdmRnmvlNnRCIMrecw6kMhNeJU/K9PTw3OufagINK2klbEQKw5yTim1UTUPMdX9JG26ItErSp89iQGXb07yyXoEnw7HyCcxk97e19Ly+fnp7WyclJ/fLLL/X58+e6vLys1Wo1Gud7GTTXfWxvHUHobNTAk/nonh+X4z1PzOJoI+kbwT6/03/7lMlgfrsSQfJI4mjf6YgVfY/fTWWL25KdAx8HKn/Hyc5EM/h0GYaN3BmAg917QbdqXHO3sdK4IzFU9smBJ9f2MRm3t4dzB1ayRIJlHtPCMSWgUScMRDmXO9R4namAxmtQFyxRck4JrN1Owg7kcg0Gk8PDw1osFqMgnwDZsVruboxenfG4ZNdlzF1pMufStgwa7BcJR+agy74Ics4cCVq0e1/H30Won+hzvV7XxcXFsNZzfHxcVTVsdumIAceez2l/3UYTrgdy3gm4+Ty3HXAeTBbSftrIePhiwdgewZ1Zfrdln3PEuU4mG3vyJqT00TslncXRnkgo+N17fvcjZefAh89QoyEm22HwoiFkkghKzorMOtIG2ZKNo2M2e3uv23PjZDTonJtr0DHNpJ0x8Fj2hesdVVUPDw+jsh6dNIvDbCsS4CHoRaJrssBuMdiAaXAn2JCxsqxIhsy/Mx/RC7fcJ6jFLrLtOuUig5qzHpIUM9j0m+8L6kpWsYfcD+P+R7cd+BH0WXriGgnBy3PH68ceuizeBMxg54DJ7Ge5XNbJyUmtVqtBr7YV+hHBMm1T1/S3zC374TKnS2rOnknk8rn9PWBD20hfqPMQRdpAvnemk/Pjf6x4EHh8PPtr4tHFBBPX6GYuu21BeOMaAYhA4ckzYJld51gCVlUNgBEDJNOkwZKV2OkY/NluFziq3oIPzzPD6YCMGUTe4sk2IwQRB0ODMVmZx8DgYObr8oHHwewh/aYeA9x0LpbLcj7LcpkbMtUOIFmSdfZhksGnTXBNKXqgTThop00/7ojXsn3Qhgyw1JkznQS/jlwlmNPGOc8smbFtl5XeI0DsPyXHGgQ7e6BddO1HNxyP54s+TLJSNX5YK0uyJALMztkO1/fsU/EjEmDaXeKIMzNWVzx2jplzbmD6GVlP1Q6CTybhvboxDTOfZwJdpoiREUgYOGi8zGjIfPik5hhvjLwzWAYXB+cu2yLzppOZjWXMrkGnvYeHh0FnrL93bU4FOYMzdeiglfaYdfrZdcwgeEz+N0Om07PfIQpTzui+5f/MEUuOBFtfl3ebE0y4YO1HoRBwsu6W73Pzb8bLwEL74NhIePzyQhOFHDtVanMWRF/oyEdHHGwTacufcYzpU0f43A7nmX3/K4CaEvue7ZVzSnL28vIyKvExLtjPOQZmZex/p1eP2Z9NEVcD1jZk58CnKyfEAGxA+c7skKzfBti9RCusnM9KY8Dl8TaMBFJnF/mM/c2P2TODFx3FwMN26TRkXHd3d6PdWDyPWYL1wnJlxkVg5LFmRQElYgAAIABJREFUjPmdR7QwQLNvPC56YdmSQvCkblyq5MK82WOEgN+VCB1IHZy8a419zffdQjXn03onMPA1CrQhkxRmo84GHcxo/w5w+dsyFSw9JzyfgMYNGRRmJcwGDYoGVGfdLu9xrkwE2C593OvDJJqudLBPXSbYkR1m5uxHB9YEagvtdEqvP1p2Dnw4GS6/Vb3dFdMxNe5sSpubzWYUEMkmIwz2uQZBLQbEEhIDRaRLtbs1B4NP2iSD4tg4fgcGZj/39/cD26Ye6KzUt9t6j5WSjXagRGDN2onZrEtwCTTpVweYzK6cdREA6aguVzrzMJCwvEbddUEynxN4cryDFgOSQTb/e+t2N8cOaBk/+2jC0wGsx+Lsx/Pp/rKfJhYmPD6Xc2wwc59Mwqyz9yoG3XeZN9swyV3X96kssiOLqYqYsLjvnf/yWpaOLPxo2TnwYbmFk8fAbSEDdLCtGi/SpqZPJ2XQyc/e3uuTbXmdGLY3AHQsjMGQmU/VdOCdAh+yOrJoZ4F5VEqYKMdEIGcgtxNajx3769h9xumgz0yWASZkwMDD4OEgkmsRyHIu124MHBxHd1MfQccgm/kgI2ZfvavN2UsXACMuSTlQsa9+JE9Yu8t3EZYKPd6MjffG5IZllpGmWLd1lN/5vNM/+8A5pk2yxE1dmbjR3wnIEV8/46BPOiNL30y4aLscO20j2ahf4OdqiXXl/9P3yBQJ2IbsHPh0pTUzjhzn8prv96DxerJzDZZLOiM26yHAsIRkcHQQIsg5M+I57iePI3iYcTMry064zWYzbDclI2XbHWhMMcfog8Djcl10GifvmDeDFAHQgbRjmlM2k/N9j4eDv4GVtpA5yrhIhMzyOQ8EcweRqeDr+e7m35mCn/6xtzfe6JD5dxkp/TeYsd8M+O+B5Xvz0tmKz6XtVY1vys04U7pln2mPBEX6pXVvm+ZmHf7uSA5t0CCZc90P2tAU4OS3Y0On9+7YbcrOgU/VuBTBANsFbLKETDpZk7co0kjIUiIupdHJ2Tez+O5aOS5GnfEYiMj8KJ2TsJ2/erX18/Pz8Gy6lPgeHx/f9NNO0wX6rnTgXXscT7KubmzR3VSWw/EzS+pKSgYe7yCk3nLNjpSYvLzH2P3E9bRPUCZx6srA3TkMaAYgr/ulbduwszO2Y7DKvTtdmc3Eg0Ge80PbzGdV46ctdGBLwDGJom5sI97QkrZ8fROFxA9/R+F80I/YBisfHFNXQowepqoZVeNSb47t2vkZsnPgE0M8Pj4evauFgYalLAcNBtp8RwZs8OGawl+xPxq4y075HTF7ym8zpHzeMZ4uENIBuhJXArUZ+8HBwZsSV9Xr1lQ+vZlAQOZN0GHZkUHA6yUuqXEsR0dHw70Y3HjAtaOIS4Sc7xzLVyhzjhjA/STotGFx+YolOQb497IbgoaBg3biTNK2Z/uivm0fafM9G+a8dBkMj6NuPLfUP88zyHQA1I0zWaf7ET1mbqkD9osxovvO4Jb+cL6dBRpAmR1z/LTXnMvPaYf0//xEJ7wXjrbU2diPlp0Dn4ODg2GPvu847phxDISOyXUGGmtXO7WRcBecWR1LG7xJtOrtXe85j6UusmWvExh8aPRdEHfgoJGHmTmgce2FGcre3t7oCQk+xszbAXiqhBjwz+ccQ1i4F+vZ/tTaSf6PGAhpG85qSEAYhBIceJMf2Xv6HnCPzTng0o4JPM4cowdnPRYGIp+Tv7vMiZ/RRnNtB1gHQ84322ImV1VvMoQuw6DuDEKeR86tyY/njrbmbIFzw76xryYf1F/60lVOCGhVNdiMM062Fb/MjdHRd+IcSSP1MUUwtiE7Bz58KZprvTEmZzoM/GYaYV9hxrwhNcdUvS6+ur2cT1Zu8CHTppOS7bo8lTE6gFe93XHTMXcKAZQ36dIhGdg6MMl16LDUt59Vxgc4Uldkpxln/icApB/Ue4Q6YXDPfHs8GT+3KuczZi0sdXpzwVTJidmzSyvUl4nKVMmRYJbjuo0tnLfsGHTprSvTcCzOnKLbvb3v5avb29vRa7MXi0UtFoshG01Q5HWcSdAPOTYTLc49fYF9nrLHtM82uZuTpIlz12UvmUMCTwfkvr7JY/rAzUmOQV1lIE8f8fptzovuCLr8f5uyc+DjoGhGaSbA7dMdc4pTxBC4QYA3O/KHxpNr5sdBLkIQSpssA5AVsT1/15UonAWZNTrj6IIP9WIn7zIufr+/vz8iBVWv2R/B3gGI8+kxpT95eVnXl5zPUlmuzaDLAOVyDoOkfzK2rm8U28d7YEKiRNtIO++VyigkOd5R6bZZljMQmRTlu2zLDxjl0Tqr1Wp4Xh5fAMg26We0NwZ364r2bnBgv6wP2lf0QUI4NX+dDXQbAegf3ZzStkxIPF6uu+Y3wafbAGPC0JHQbi15G7Jz4OMyFY2gS5ufnp7q7u5u9P4OBhYyPZZlcoyDWACGAc5lshhI1zcGeAYdOygzug6YaIx+2GHGzczCjuLygZmg2ZTH4+OzFZfvdjHAObMzKyXrdXmC26Sjh6wJsdSRa2dHVNWYsHC9L2PkHDlQdWATYUab65q5E8gSkHhdjpHzmWfUMUiRwJA5Z65ZfuY801YIhJ4X2iHbXa1WdXh4WOfn58M7fLIGx0w2/eL42XfafECC2WcHvFPgw++8huI2O0LmNjxXlC6rmOor55b+QPvoyqyxj5C4jsj6qSe0oZ8hOwk+nrhuEsy6vBuKBtkFGTp4HIyPQXkvBScz6u4/yN851pkFwawLcK7Jx9m4hdmgGGfgeQQf66jbfODxsKxIvVFHnTN3cxcAe3l5GT07bbP5/jy1/OTzw8PDgYmHmbsEYiKR7/j8LbPT6CHi9RT2neLgymNMQhwcGUSTpWc7fOaCc8NM3QBPnRN8+NQIlri6bCifHRwcDPpdLBZ1eXlZ5+fnA+Az43A7AU7OQ/qeOX5+fh7ZU84jGDoTzXHOYHgdlryi76lMi23Qz5xdkLBOAZnFpIj9M2Dn88ViMXritzM7Z2oz+GxROmV3bC6f+3sDgz93AOuCp4/tyh3paz532ky2k+s5GLCvdOBuQwNBkmD0/Pw8eh4ds0MDtDch2LjZRq7JQEMWnDY5RgdnjpsBJDf6RvJYnvv7+3p4eBjGRxaY/jJTZV3c4+YibxhnglYCoMtx6S/twOJskfZFG2HbXQbMR/2wpESxLk0gnCEFUNj3qewuOstOw+VyWev1ular1WAHfMK310DZtrPobg4ChqwQUPcdYXRGRzvjOhLnjfpnJkpdEvim5nkqI34vfuSaVTVaD6K9unTNHx7XkZdty06DD50zv814kw2Y6XKiyTrJksLG6RgJoAxm3I7MfnRszVlJ+pnzXAem8xEszNLIjNinjM/t0PnIgnldOmBVDfcAuYTIdphV8HvXpQnCPDeP/wnIVH13wpubm7q9vR3Kafv7+8NxT09PQyko/eb4WcYwsw6wsZT5+Pg4eteLn4zd2SPHwQViBt58x6DT/UzNrz8jC47tkADkONq2s/+Ovae/2WSQVyicnp7W8fHxkI0ySyUAeO2E+knbATBmZQSc9M+76ww6tDVnNYwVJBAO3rR7/3Q+PEUkrXP2jXEl/bFtMSbwfI6B5Tza1Qw+WxCnrHEAsm8bsRe1A0p5pHrV62sXWO7JsQzEHQuOQXRZmcsDHUsx4w2TpENVvb1nwjV+npPs4Pj4eASWZu4sB7nP0SPP82dk0+kLWXFVvbkfK+10ATTn3d3dDcdk59Xd3V3d3d2N5ipOen9/X8vlcsQoAzzcmZU+BITSF74M7fn5eXiIrNkoz2OQddCkDXY697x7bXEqeJsUdBkd56KzPc8hAYngcHx8XCcnJ8MbTPPK7MxJMtTYXfQdm/A4qB9vHybp8RZ02rp14nHyc2f2nicGffuagcKfcf44TpIDnue1MG8iYpwiITBoE1hJiLrs7EfLzoFPJIbrgJuJYFZj5w/rYVBJm3RIlmEMAgSVLnCzPZ5jAIsxps7v9Q0GJzJMO6dLBy8v3xeuw+INzh0rZHmPfSfzpjBoJYCnjQSmBHzeKJo2XaOvqlEpJ5tEsmkkG0dCEHLM4+PjsA04NfNcL0EwAPT8/Dx8R4BkIIwuYyPWE7dmUxwoOltgsOdz00ia/IoFzoPb5bwl6yGoklzYbhyYY58hZsl6zs7OarVaDY9hur+/r8fHxzcZKoNp5rUDYGbkOY/9YMk380CbJXGxjuhXtl36X5fZ8Hj+WF+eb84Vsxx/njlinIp/eMOMy+oEn64vP0N2Dnxo6AkeXUmhC/wsDVSNd6+ZWVI6ZmPGy+uQfbrfXRpPR05wdVBi3d6Mj+2bceVcBigysejCQchgS6dh/zOmBIwcz3Wbg4ODenx8fAM+aSssm1tNM79chKfzVr2+rqKqBh3mPpT8rho/KYGM/OHhYbhmhIDYZZ+edweCqQzXLDgBZurxQ8zCvHGCNkRQyZpXiAaPibAEyg0r6WuAL+tgfMJEdOWA24GiM6r0yb7X2QP7RNufyuQ4H26TWRX7lt/eJUrf4P9dhpv/p8CGscBj2mxeX/YYQuTzSTYdN5ztdFWXHy07Bz5Vryw1DMzbcP0uE++lr+oXEWlYNBRel8bDQJHvnU5355GdEUQzDjMkGzfbZHsEJerAdeewuefn1y3MzLA6IHJWQN3s7e29KVslsCYoJivq+p4F7cViMQomzMS4fkPm+vz8XHd3d8N61P39/Shohpmnr1kXyu8QFe/c4hxYz13ZI+PqWDmDIgMLt//ne5aIE/QMZBTbM3VvZhzi5UyZc0lCwDUvgnbsKzdEOlP0mtbUOFiFMAhGTHgi1m/aSrmUvucqQ3TkR3MRdEjU2Cc+MzFgTJtx5ms/8XcEGI6NxJPZKufIbW5bdhZ8uIvHAZ+GkOPpONzF5Ylkqc7Bn0aRNt2WjbBjiTRmBouOAXvcPN/s1qU4tm+GngBY9XrvCx3P1/X1HRTo2GTrXNDtwC1lnoDv/v7+KMNjOSLBjU9OYBaUn2SQh4eHQ4DPRoZsTMi8pZSUrMHzmDZZfqO98G+SCwM9denMlnNH8AlxIrngmoAX5b1u5ptP88OxeSwEFz+1IroJeB8cHNRisXhTdaA/cL6dHbMS0flJR4i6LCu2waoF+8x2eS8fM6rYvwEokr4yrmTdKvPEOJO+JGunjphtsX1mrTwvduG236vWbEN2DnxYYjOLcoCPwdAg6dwOxmZRZmx02i7zMevtSmx2IAMomT/PpXN0AMXgFWGg6cCM5QgCrYMbQbbLxjiWjqXmWiyfEUQDOHnLatri9wl2+UmmRaAjkySYbjava2rL5XLIspIdMSgz6yVI8GnfZpomBZ5rZ5Edaeqypa7ER9vld8wgeG3PX3TGcg4DtW06tsGAnT57d6ftxvp5eXkZXuWe/725gMcnEHcZfK6b67H/na1HV7RVzqUzH9s2P+vOZfmea5jpm0mE+5Hr57MQqA58GMfS/lx224Lc399X1dgAsp3agd3prNPezvFpuGzXwNKxMGc1cSAHFtbanfnwOvz+4eFhKC+FqVe9fZIwA3XWdLKmwjuuHaCiHzrN1LZZji3CfrrsY8bJ87rgHmGpjezegZkgy3FRt3d3d3Vzc1PHx8fDtuEspmctyAGQY+J6RwK4dUOdGHgSRDqQ5lzTpj2vPp4khHpxWdDbcvNdgJ7ZFG/OzLxm/Pk//WIQZNBmqSg2Sh/iXPFp6d76Hzunf5l8pv8uk3W7T9k2s6rMCf2P/bHPGvj5jLuqGsqV0VMHWgHWfM72s6SQNaEOfPyEkG434I+WnQOflGaYsjNtngKCroRllk6GyR02DPTJIqZAzoHR7UZi+C4ZOpjlGO4Ai7DeT4fabDaD8bN2z4V9jpnBiqCTc+nEHQuvqtGd+Sn5sIyRDQfeHcUSEY9n3/n6DPaR9++ERXu9zOtqR0dHo0Dp7DFj60o+BCbrz3PMzNm2QJsiKNBueb3YG49xVmA7ZvC3rce+uYmA2QbnnPZOUMj8TZW30m/bKMc3JR4314Q6gmlff3l5Ge10NGlhiTWAxoycc2pfse2zzQjXvfJ/B1r2d9sqKyw8l7rvtmdvS3YOfJytuBTBhXE6LEsrVW93DjlDyjlhNZEEdfaB6TZZKo2LKTpZdf7vNkLkOO70qvpuzHnAY/rDNbAYZAJ0ts2enp7W6enpaExhbgnyzDJ8L1SkY9Tp5/39/eDM+QmLY+aW7OH+/n7YRp2/u91+AQLqnwGWfYieCfB7e6+726jP6Pvk5GSU6SYQ7e/vv9kpx7mnmOCYeZNJZ37cBgNzZ5MEGx7LzJGBiECf6wbIqUsGdgK7M50cS4Dm+cxuSBbYX/uKMzcHZYMBd0F63Y+ZWuw5jwNiRslSVdogeSWp4fHMQv4TEpI+MztyJYTz46qBM0Fn0vTXbcvOgQ9TaxpK1XhthIzWzMRMyDViO6wZC8GOIEhGyuuyNhsDS4bAuncYWYyeO/qen5+HgHF2dlZXV1d1eno67BDjfUIJIAGOo6OjAXjW6/XoZk8G1+VyOcqMWMJzsHG2lMDvreIEn4wl+gv4BHTyFIN//etfwz09ua4XbTkfcWwGZWdAnEOCIkuFi8ViAKkEovv7+yEbcGmO9pL5nWKgXWCyuGTIYE9WztJVwKEDRgJpxsOdWtneS98iIHOTCAMcd2ixRMdrZ964FhX983gCz5S4vBQ/6QgKA3cy3VybOxxZ7ouOcz5JDEEyO/wYZ3Iux59r83+SX8YV6phjsp95HgNoP1N2DnzoVC47MMh0QcBMkyWQznHNUDq2y37x2q570+liuDRwOnHGxLvHafxXV1f1+fPnuri4qOVyWS8v3xdyb25u6v7+fnB6LqYvFotarVZ1cnIycsIcl4X4lFwyFq77mN12zJXj4Y6pAFyCWxwqIBzgurm5qeVyWV++fKmbm5uRDuzwuQbJQpzY9fuAftUrQ3ZZLNkDF3sD1NGl2XyEjN8ZOW2k+zs6Sz+oZ9qTMxruxuLftknbM+eeNknb42cGcJeEOn1UvW5LzjW7SoBBhwSCOiIIsP8EIq+d5LjsViQRrBq/0C/XyuOb0qYzJpbB3UfGEI/tPyUeBFMez2qJ5+lnyc6BT9XbjOS99DfSpflczGZJjr9tAFMMjk7uBeUYeYyL7DVsjkCR7CXXSh9Xq1WdnZ3V58+f67fffqsPHz7UyclJvby81M3NzZA5MEtivT7ltwRQluRcWmLZyezLGYWdLXphgKAOeMxisRgFzvv7+zo/P68///xzACCW48j2HXBZK2f/WbpI0OQGiMxRSpbJxgJGKfcdHBwMAM3nyFEfLG8x4ybTpc04ezA7NuB0AYeZuO2OQY+Zj+/HmbLl2GiuT+KU7Gyq5Eywc18iU2DO4Mr205+QjqOjoxFY5Piu/EoQ9BoN7Zx+zP7k+slOOD7PtUHGsYdjI2CyQsK447gS//Ua7jZlJ8En0hlzx+rI9rrzunIJj6FjEzT4nT9n4E2NPYYb0Et5kOstDw8PA2jk3IDDer2u8/Pzurq6quvr6xH4ZPtwgjkBjdlTgmgCEK/dlT8c7N7TXVcSq3rNOBl8DVTp03K5rIODg2Es3759q9vb2wGEkpVwgZjOSydlYEhfCZ7JaFISzLzd398Pz5JL/05OToZ1M77m2BmPgZglLGfPtjHqhOXjnGsxocoY3T51xHJNl9Hn2h2x66oJsatkkd34k6VGCERcX+L1Aoj2tYw332dMAcJuPrpMhn3M3wno6VPGRJKaueR9VCxJum0TYFdDnF16/aar6nA91pWKbcrOgY/r90ybzbTIllzyoEOmLYqDGVP7HG/GyXJbMg2++TH94GNnqmooh8UwHx8fa7Va1dPT03D3/8nJSa3X6zo5Oanr6+vheVspu3lhPuBDtlY1zkb8dFwGbTJ4y3tZH9myA4XPY4ksQSQZXvq6XC6H9aBkJH7IKAOM6+ZxaJYtWDLimlT0n/Zvbm6GcS0WiyHzSZCaKqVMAR4XtJkNZKw8J39n3qhjZnPM4p1t8DiCMTN9kgfPKc+hveYaHeC5FL63tzeAaP5nRk3wIbiRqLCP/NvZRLKI3APGTDnZmh+xFDv08xSralQhYOmZOzZzHJ+WQB+jjlgKNHmNz7KMbAKQjI+ENJtGeMPwtmTnwKdqvIjXBcKqcYDsgIXOzMBJw0wg5wJ6rst7Q6re1sVzDO+oJzs8Ojoa7llaLBYD488i8NPT0/B3niycDQZct/FagDMSlt2sM+rITm1W7PJCwIJA7vIJ+0K9eB68cJ5+B7RTbszmgNvb2/r27Vt9+fJl2JjAXXTRXwIR6/VmiJkzZkTcPJGA8ccffwxEIG1kh1xnk+lHMjS+xp3B0iUY65+2TBDvwKfL9AlKJm75zQ0oDHwGMm6MSWaQc1iGoj0xKHpjiMdAEkkC4+ya5WoHcZaIs0klOne5kYGf5Vr6FLMQlx2jsw58uAvN/sSxWwfdUxM4T6leJK6kguIYtw3ZOfAh+4p0zKxLb50K0+GcubD27hKOtyXnmjT0lMzItOyIi8Wiql4ffBnjS5/CtvlIez9XKkyNgTV9YbnNJZpcK32lTs2g6SDUOcec8wnkbJPBmX0hO2Uwy7Hd2srt7e1QBru5uRm2aWfdJkCU39EBgxZ/nKnwWmHFd3d39fXr1/rjjz9GNhWApFA3CWzcXNKRH+s77TAYubbfBe/oj+ybmQ/14ayhqt7YUa5jkOtKqS7XEdhZJiXJcbWA1+U4PWb3i9kY2/HOMc93+s1NFBFmLyybEvhybQJwMrDstOvIROdb3dqNjwvwe+v/z5CdA58EIy82J7jEKbpSRI4zO2Ww4bERZgpMe7lO0qXTDPBk5ZvNZlRTZhmHj5HJ+hCBh+J+T6XyVTUKti55dFs2DaZdoEowz3UyFq+9EMBZ1854OZc8Pro2yJ+cnAw6CfDc398PwPD8/FxfvnwZPTkhPwxQXlM7OjpqwfT5+fvDS798+VJ7e3tDtvXw8DCUP1m+TBtm1PmeASv6o43YZr0OMLW+ZCDjdy4be92FfXKZmn5gf0ifSYAMZNHhZrMZnrkX/TLo8v6zLvNjH7r+sZ+019ghM6HMQ8bATSppgzfbZow8j74au2cZ2KVr/k+i6fjB8RFweC2Sip8FQDsHPmH8NOwI2W1XkotMZUB0knzOskMMrkvfGdB5Hhmga+sMgl1/s2vNpbv0rwtCOcaZXleDTh+94BtnZBAMO404qLAtZz/OHp21cuHezNgM3tlVtm/zQaI3NzcD0IRxsw0GPIMw1yfS9wBO5oTluPQ1mattiYzfi+4kRA4+aaNj7WnbO+fiF/mcJRmCT+aJ2VTaZCbNjMbgYh9zZplr2E/Zz729vdH7pqL7DvxI7OxPzLBYLrMterMJs0VnogGt6I92a78imOY6nGPbLf3X/uAx7++Pb3K2jaX/Xdb0o2XnwMcOysBa9fYeGy+S0mgdDPk9DY4AwS3MZhxkUs7M0j6Nz0GHhkRW1WUnvgb7yXTcGRlr5mT/HevisR3IM0BRR3HcOK9By2XC9JFzw/lgUOG4+diglMCyJvT777/Xly9fBrCgThKUch4BiddnvwIi2YiQxxzlfJffMhauRTFIcXdW+tURJWYSDOycz/QjmV4AhHbFTDT9YPadrMRvJ+36kjnmDchk8rQDZkXO0K2Lbuwcv79zxpy5TnvccBN7MzFjQO/8I9fi+J1dEsRMOLty2ntZG8ccnWbtOO14bjrdbUN2DnzsfAmeqa8m6HVpLJ2A7UVocJ24LTuSd5zZeafai5Dx5zuyxBhZt3AeYQ08wiBudptzuC7CYEtQMwDke5YXu6BDltsFEwb5jC/X4c41s+eqGhZfA7rZiHBycjIEH24W4Xj39vbq9PR09EgmZmkE4arXO/uTBYWNZlOEQd8BKp8zm+m2uHP+OzJj/TnrIXjYZtNeyrrJigI+uU+MthgQ9RMCNpvN8BmzIRK1jI2+weDaZbS0Wf/NrMcZTTakOPA7Y2DGwvtkPP8kgbSD/J1NBzmO/kd9dMRxqoTN+TUpYdZH3+uI8DZk58AnmUcMgfvdXf/sUmoaVxi6U1czS7MdLiyS9USY3qe99IOg2AViB1ge09XlCQ4dg7cOCD5xDD6Sp+rtHfXsP4HHu7fsBGHHDARe0CaomlmSiRK4GEAz9uPj43p5eanVajVsQe9e281r8h6fPMqHmUOXieXz3Piae5A2m81ot1PHht0P2p1tsCtxUkfd3Hbse2ptNHZAPfMBr8xK80MSZNCh7dJmCEYmPMzUORa3xTF2dlk13rbv7JXjYHaWN96yf44PAR9n7Pk/+qLunflRD1WvG0J4ju2UY0ufvHXcoL9t2UnwicThvSbASc1xnWNUjQMnz/WxZF4EpVw7BtVlWDHs/O0My6UVGm4MjWO3I5Dh0RhZUur0QGHAZybCMVa9TfnDHuPEaYt17+wMTFmIgZ1BLvplf8huOVY6NW+Y5QYFli25nsA+8sGmGRufzE07oR2kBPft27cB+MKiWSr1fPN8s9d8x/tLqIscy7ZyHueec0rwoe4yToo3JXhOOKcuXUViL/zfWQd9jrZO+3Q2THvoiB/nh+DE9nhTZuwkJMWAHX8m+CSrZLbVkcD0x32yb1sn9FX6CcmA+0cQ37bsHPjEELJLKpNlg6gaZwo0DjILGz9LTzSYrgxAg+1KfJGu/OZAEcn1uQjfHecyRc7lzY+uXUdf+eH9CS7/MBPiTjE6dNrgVnHfK+FA4bE4yBA487/144zB5QuyYAZ0smYD5f39/eDofoICAwr1nhtUb25uBv1mcXgqIHQMOn3nbq/om6SKdkNAsm5cmuF3BG5noVOEwMAQ/8luTF6D579XDupAp8u2usyTfsmsn8f5b2YkJCp5Mjx9mRkhy24sU7L/7Iez0Mz1e6TWxC++z6yfzzSMjrmh42fIzoFP54QJeFxwNVu3EeZvshDBnHGEAAASGklEQVQG7KlMid/FMRjkGexpgG7PgZ5BiIGic+Qp4MpxBAoHK6b/XaZAMCAAmIWScXsXFp/YTf1ljvj0Aa63UBcELWaXZIcOGMlEvnz5Ul+/fq3b29vhKdoMzGmT2VqcO7vlsp06Y+SW+fzc3t4OY3t8fKzT09M32YFBjtlF+hK7JZDHZripoiM4tpuMhUGPQTQ23gG0QYBB1N9zLLZRlrEiZOy82dRVAmfavCazYOoi5zMToZ+w3Ju5tO3Hlpzt0d5CYAJgLv3bN0kynOnkx2SZQEr98H+2ke+n4sGPlJ0DHyM9Swt+sCSdgJlPF7ynwIEZkI2TDpHzvMBJtsi2/b0lfWT5y58TRDkOM0SOwxkGga7rgzMvnsexZU0mO6ZY0mFQ9I6sjml7DuKkDDaZg729vSFr+eOPP+r333+vf/7zn/Xvf/+7vn37NiyU82GgKacsFos6OzsbHl9ElpnH+BCsOOb9/f3B3gK4GUsyH+6MJNjyvByXzDH9jH6ymSJtUQcJPgaPCEuA2Y23t/f6Sgk/wNa/TV7oe2TmnDeWodIWQcNBPTrnWtDUe4bYBwKbQdT+QZtxqY8+aBLI/jM7Zd+iZ9oGxXpL/9hG5jIlaveh65vjU1dd+dGyc+AT6Rhwl8ryeP/9XurrkkBn3Mx8fC5Z5hR4sP2q93eq0QE8do+FwEj9sCzpG9x4PTp7/ibrJxvONXxznYVtdj/OGqtenTqZXF4XwXHlyQGPj4/1r3/9awCfr1+/1t3d3aA37lw6OjoablRdr9fDY4uen5/rzz//rNvb2wF4fGNixnJwcDB6rE+y7bwTKI9Byv8BNGYcfizK/v74IbAph5I4kYwEzNgeb5ZkQMsPbSW6cSCPvRB0DSqer44A0Qa9w5KL71Obc9IfPtbK13ImQLsm+Ly8vIye38fyre0z/XvP9+i7BjGK9WCApz2HqKRfXDPqsiYeO0Vif6TsHPjYEf3dVNrt1NfsjMyIN5FWva6VTC3Epg3WgGkUBsEuRZ5Km8lsEvRcRjIg8Ly0TWCYAgCOyQGE7Xe1fIPolM7zXdo0oLMPYe0EUz/UcbPZDPfe/N///V/94x//qP/93/+tP//8cxRsuLX29PS0rq6u6sOHD3V9fV3r9boWi0U9PT3V77//PvQ34MI1oARRAszDw0Ot1+taLpfDus/5+XldXFzUarUa+vj169chO+QDQ1meqXp9CRrnq8s4ObcBN2ZVAVq+itzishvX65g90PYJ5smm0kdnOplz765Le9wQQduOHbhkzZ1ntIMAv32fY2PfXW7jdfy5szUCG32zmy8fM+V/brfL4vhjn5vBZ8titpFJ8vZSswYalTMbPuaGAPJXaS3ZCNuzQTLYmOVRHPwTDAJA3FjA4w2+DlRuP6yZx7utLrOcYp9km921E1wYCMnmujr5FMvO/Dw/P9ft7W39+eef9e9//7u+fPkyZBkMZunfarWqDx8+1OfPn+tvf/vb8FI+rtsEMFJSS/DMZ9mkkPLi/v7+kGklszo7O6vT09PBrpKVpD3W+lkGMpHo7MJBz1lP2uRGks5XTJK80YUbH6peM5aU8ryuGpti9pR5pb8xMBsY7Ccmdh1B8nqYSVV0kezIYyf59BwwY3O1gn5CHeQ8gqVLzfRTthVwZpaY+eJ7vwjoM/hsQRgMp1g7F+od9HJcDIqLlWGQZPqs1zOw0+BiMHayjgnlGgyIZLXsI1lo1lXiPDHs6KRjVmnf10p/00cy0vf07nYZ0Bg8InZGj5UZbNriVla30bHBZBKPj4/DqxByz05uQM1W73x2enpa19fX9euvv9bf//73ury8rOVyWU9PT7Ver4fjnp6eRiAfcMnvAA8zmQS5vDk2mU/V6/ZZziNtM+PiGk1shoQlNhSb4L05DOB8FFR02WXRnC/aOOeFa0zpI9ezOFcsHbJKwMyC9kvb4OI6AzB1lPZS8rQ9Rj8MzAFQbq7pSGjkvaoKwc8kgMSJpWr6s8uM9FGOm1v9ub7Lhw9nTn6G7CT40AiclleNS1tkVSxV5Ts7TNWrE2anVNVbMPD/zEa6oE5Hd3biTQrsd4QlnzCgBCcyaO6WcbbA+j2dle+3YZbB/9lvOk6Ejpb+e054LPvLhXACOOe3ezpxt6vv+Pi4zs7OhsDL108EeC4uLurq6qqurq7q8vKyLi4uhrKb+5EHmJ6entbt7e2wlpQnASwWi1qv17Ver4eHjCarC9uNHrPJIX1KQHedP5lhWK7b6cAn88cNNdyJ6FKYM4AAP8lXtwss1yGo0R5oH8wWOJf7+/vDGhnJYT5zNmbbii8EzGmr8b1kl8wCu3Ibx2byRT/gcRyLqye+QbcDOAOdj2MM6q7nku3PyHqqdhB8Ip4sB1keE2HQMms3oMSxvbjIBWNmPXRWsiBeN9/xDnoHYDsC2SV3SKW8Q0clwLB+TsdxoKPDOoC5Du1dO+mnyx0mBdY1AcNiBtmVZ3hdZgsnJyd1cXEx6CfZB0Hq9PS0Li8v6/z8vM7OzoYAn/4dHR3Ver2ujx8/Dg8rzRpOwCfvE3p+/v7g14uLi7q8vBzWj/K0jbzmgYw+2Vg2Erj8ZVuN3rMzjWXdBLvOzpjt2nZpB3w2HgNbzmXmxRIc7Y6/OdddYGcA5fwys+9skH3j2Emk4ifUC+3EBI9jZGbR2WVn4wYTk6XoufMHZn0muPm7uzbjnSsr25adAx8bR8fSnX4TIBjsDw8PR/cF7e/vD2sFNN6q8RoJWVfVWyZuhklnDYCwnjsFiAcHr69VqKo3DsVgxHP44Mz0h+P3T6RjZi53TH1H5yNIGfQMXnRUrll0PwwULLvl2WpXV1f19PRUnz59Gj7LW1Gj78ViUdfX1/Xx48c6Ozur/f39N1u/l8tlXV1d1WazqdVqVefn5/Xt27dh+3XAJ/fmnJ6e1tnZWV1eXg4bDwI+mWPX7E1a8pkze2YkfIGZgx1t0IQp46ceaStZJ2XWxGMyj7R3gqBtgnNLIOR6rDNqEr+AIp/ZyGqF7xVj/2h/BFhuIDIhpS0xltB+bftT/sL/0w/OUzLOjrRlbCaH3GRg0CP4blt2DnzMXBJkaeQRTjgZcgwthhdjyDk8t0t5w9Iy8d6h4sVkBxQ6GcfhjRJpj6l4+k0n47UYJHJOJKUfjrcTOjr17gDjUiLBk/1Jn9JvB9puvsjcGairXh8/k/8Xi0W9vLzU9fX1UPJaLpfDT5z6+fn7TrSU3fLqcmaxuWbKadEZNx8EhJIZB+RWq9WwpTm2Qp2TaBgwMn6zegabgM9U9tkFRoszC34WXwjhYcBm+7QzVx6ciTOrICHqMgmTK/eTJXKDHn2FpM9PoTeZ6bJOx5cu85gSZ+aeC4KJs1iOJf2lnfv6JhPblp0DHxqMGULV22DrjMdrBZHc3BUH4YIlSxI2lIjZmftQ9XbRNePoblyzg5vlGMioF/aX/QrzTFmIr22YKiuEiTkzs8NyvP6fgSTOlrExQ2RAcHZLACL45Pg8dv7jx4/DjraUt0IWwu5zj09YdW6K9frB0dHRsGFguVwO8/P8/H2nG+/t6Z5+nHlIu9xtxbHyvNy3xPJLtzEmemFGlflj5tLNhYOpn1KQsZCodSTA17IPMOhOlQO9qeb5+fW2Bpaucq51O5WJHBy8bjPnhguXHqfs1kKf8LUMaGm7y7Q45yl3knh2FYpcjwTJ8/ozZOfAJ0KndQnAGUSOYcDPRHJHTByPBpAdTV1pwSydQFU1LlWwDToTNylMiYM0HZHBrer1ESBhyumTGWjOIzM0CFKPfmIzx2SgIMMkYHZZIs9j2wZyrjf4cTNktRkn3/zKp15U1fDm0r29vdHNsd71xzvvaUO8+XN/f3+0+YNBIjplEOS8WaIfzieZcbIuBk+/TsS67hbwI153iX6j786uCV62Reoxx3O+eA7JosvYHDfLiiQc1qEzG/t77DkbEXJO5qnLWNgXEjkDDnXLuSMQeWxuvyMUtoFOWFnYtuwc+HRZhScpjKnLfOhQfO8JDZK7eBgMCSpcMIy45vxesGafeW6M12W5HMOMgU6YwMdAMeWgcVK/6IzXdDmDT4Xm2Olgng8zZf7tQMngvbe394blGUSdOfIzbuCYyhTYLrNI7iTivTMs53AeGRQZuKOT7iZPZje2B/bRYMxH8wQoyMYZ+GjHnsv8ZhnXY+kybI7ZZILZefqZTDMbM5wF87z0OfrjZovYHh+AS+mCNfuZz9IWMyrPKW2ZNkJbcXXAVYPolKDJ9S6ClMuW7xGGDrScEW5Tdhp8+BmDbgIbAxW3WLJcxUeXRxxAbZRdmkuHZknAzpp2cp1ugb2qRpsNbIAEFYMPQSfGnvtGuvWeBIuIgTL9zLHWeZyrcwT2mcBjx0wfp9oh22X2wZo+AciEgUBmFsn5YtC0nmkLtgfPG3/45OSM7+DgYPRcNeo5AZ1PLCYp6eyfpWC3YaJDoGKGxk0RZNPdjrqMM9eJv6UUySDvjQGZc+7UJHCwLy8vr/dSZf2MNsOAzQenOgMxGXNpkMdMzavBjP5gcKCdmKgSyD1fAViDa6QDop+V9VTtIPh0jKSqrwGTdbBMk3OnJq0LCh3wODinHw52ZEc8t3OCHJsMw8f5+IyzywBTP09mwfq3nZE15/x2JhPxjqX3CAHPdVsMJHR4Zg5xzAA1HdXEwsEngMIAyAyxqt5kNi43dsFjipAw6EfXAR6+0pltu5zSZcWc04wpevL6V9pgyS8ZkktnJEwZC22MwMPzaFO018PDw+EGX9sQj/M16Z+cRz4PzjY2NdaAljdsOAO2L3Hdy8SOtso4MmX7bJc2YhtytskfV1rSjjdadER4W7Jz4EMhSHhrMyfWhtIZFUsGHdtLXT3XfS8joqMxgLLf3d9Vb0uJZpf5LNfleRwbA4ZLfzmOAdgZQc7hXfjO0PJDsMi1WWLgNdmugyL1ylJQ9Jk5dtktY2emwODpO92dzRiAyKydNTBTCuPmE6kdSG2DmU/aiMkOGbHLjHkAqpk4g1L6kk0YnJfu/hPPQXTO9Rv3m9kJ7Y9gwCzHRMpgluNSWiMwbzbfS8RdKTLSbZDIkye6XaH2u6505ayTPsxsjcIMn58FrPf399sbpjmfXArgebTr/x9k58Anu5JcE3XArXrdPZRgSEaV2jkDTI7P7icbCY3RwZ3BxWwu/1eNH2FCB+gyI3/HY1zjTv8d0BJcU+ZxKSeO2jFnBg46PIMcx8dAGAdh/T56dJaS3WgGfAKUwcPMmG25tm7mzLnKtTPfDPwmE13mRsYdHTFDyUNCE1CnmHyXuTvzzqOCnFFkzLx5ubMnts/NOdx4kO3jbDft8bUO8adkDfEZ3oIQIGHJkeQuunC5z4Hdeqe9p298GknGx4es0uZJdNgedZ0Yw3jiczrwcebIrM8ZIW2aWSGz9W7stpOMdduyc+Dz9evXNniREXSZBo2aW6bJTJ+enoaHRXJXDBk4syKzfjpXV6ag49OAOrbUpfMOTDFYAqRLBpvNZnjfDd+x02Vv7ANLWqxDU99m6Dymy7rSt2QMDNYMFDkmu8ioM7fpjNYbFdKfDnyiLz65Otc22aBenE1HHznfLDt6TB+zgG7ddHNpsPK1eQyzMgJwyjVcbI9016VQ7xnHw8PDCFA4f34DLH0xumb/aHsB6mQ5z8+vD28NuCTjtN7TdjZ1PDw81N3d3WD7mXfrtPNDEzv/mPTRpgwwuRHZJDf6JvimTYJPdJwSZwgNdRf73bbsdUFqlllmmWWWWX6kTD97fZZZZplllll+kMzgM8sss8wyy9ZlBp9ZZpllllm2LjP4zDLLLLPMsnWZwWeWWWaZZZatyww+s8wyyyyzbF1m8JlllllmmWXrMoPPLLPMMsssW5cZfGaZZZZZZtm6zOAzyyyzzDLL1mUGn1lmmWWWWbYuM/jMMssss8yydZnBZ5ZZZplllq3LDD6zzDLLLLNsXWbwmWWWWWaZZesyg88ss8wyyyxblxl8Zplllllm2brM4DPLLLPMMsvWZQafWWaZZZZZti4z+MwyyyyzzLJ1mcFnlllmmWWWrcsMPrPMMssss2xdZvCZZZZZZpll6zKDzyyzzDLLLFuXGXxmmWWWWWbZuszgM8sss8wyy9ZlBp9ZZpllllm2LjP4zDLLLLPMsnWZwWeWWWaZZZatyww+s8wyyyyzbF1m8JlllllmmWXr8v8AEpxA6NBCeH8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "B = np.mean(A, -1); # Convert RGB to grayscale\n",
    "\n",
    "Bt = np.fft.fft2(B)\n",
    "Btsort = np.sort(np.abs(Bt.reshape(-1))) # sort by magnitude\n",
    "\n",
    "# Zero out all small coefficients and inverse transform\n",
    "for keep in (0.1, 0.05, 0.01, 0.002):\n",
    "    thresh = Btsort[int(np.floor((1-keep)*len(Btsort)))]\n",
    "    ind = np.abs(Bt)>thresh          # Find small indices\n",
    "    Atlow = Bt * ind                 # Threshold small indices\n",
    "    Alow = np.fft.ifft2(Atlow).real  # Compressed image\n",
    "    plt.figure()\n",
    "    plt.imshow(Alow,cmap='gray')\n",
    "    plt.axis('off')\n",
    "    plt.title('Compressed image: keep = ' + str(keep))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC06_3_Denoise.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "plt.rcParams['figure.figsize'] = [16, 16]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "B = np.mean(A, -1); # Convert RGB to grayscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Denoise\n",
    "Bnoise = B + 200*np.random.randn(*B.shape).astype('uint8') # Add some noise\n",
    "Bt = np.fft.fft2(Bnoise)\n",
    "Btshift = np.fft.fftshift(Bt)\n",
    "F = np.log(np.abs(Btshift)+1) # Put FFT on log scale\n",
    "\n",
    "fig,axs = plt.subplots(2,2)\n",
    "\n",
    "axs[0,0].imshow(Bnoise,cmap='gray')\n",
    "axs[0,0].axis('off')\n",
    "\n",
    "axs[0,1].imshow(F,cmap='gray')\n",
    "axs[0,1].axis('off')\n",
    "\n",
    "nx,ny = B.shape\n",
    "X,Y = np.meshgrid(np.arange(-ny/2+1,ny/2+1),np.arange(-nx/2+1,nx/2+1))\n",
    "# xgrid = np.fft.ifftshift(np.arange(-nx/2+1,nx/2+1))\n",
    "# ygrid = np.fft.ifftshift(np.arange(-ny/2+1,ny/2+1))\n",
    "# X,Y = np.meshgrid(ygrid,xgrid)\n",
    "R2 = np.power(X,2) + np.power(Y,2)\n",
    "ind = R2 < 150**2\n",
    "Btshiftfilt = Btshift * ind\n",
    "Ffilt = np.log(np.abs(Btshiftfilt)+1) # Put FFT on log scale\n",
    "\n",
    "axs[1,1].imshow(Ffilt,cmap='gray')\n",
    "axs[1,1].axis('off')\n",
    "\n",
    "Btfilt = np.fft.ifftshift(Btshiftfilt)\n",
    "Bfilt = np.fft.ifft2(Btfilt).real\n",
    "axs[1,0].imshow(Bfilt,cmap='gray')\n",
    "axs[1,0].axis('off')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC06_4_Wavelet.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the PyWavelets module, available at \n",
    "# https://pywavelets.readthedocs.io/en/latest/install.html\n",
    "\n",
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pywt\n",
    "plt.rcParams['figure.figsize'] = [16, 16]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "B = np.mean(A, -1); # Convert RGB to grayscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1zD2OkT4ja/GGA/IMQ7FYDOOCIYetQQ/cMTspADjEScE81+v1wNx4IOjr7/KOXrJ+9N0Zm2azGeaacbBujM1BiGd9AE84fmQMm8pYvYzFr0XGpqenA/iDlSUAcNDk9sdZNECNzyX2o1gshu87+CRwc2aPYIh1K5fLajQaEf1xp+5lGYAHmGL+7oQPNolUv/sZt830AUbWiRLGSIDI5/l8XhsbGyqXywHYUxbB2nFPbCGgq1QqqdVqqVAoBOad+XTgLikCAN3uosfFYvGmIBN7nM/nlc1mtbm5qXK5HEppWDMHZcwTc0AJiQdPrL2XN3hw4nYrn88HW1gsFoN9ZHzoN3LjeurZN+whz0aeKJ2LZ01dlil3gNxwAoX18yAE8J1MJjUxMRFYZ+w+dg9ZBgzj2yBz0COupwQCfWf9XceYQ7Kg4BafY4IISpuwzxMTE2o2m0FPXK/ddjCWTqcTAni3f81mU/l8PpJxYb0cD1GS1+l0VCgUQlDlJMbttMTtUtc/Dy2RSNwr6WVJ/2MYPUf6v2r7HOn/eTgcfvmt7nHixInhU089FRbRBerpp5/W3/zN32htbe2W389kMvrDP/xD3X333ZqamopEpRg8T305KHbWx8socCDubDEyOEgH5L7A8TSes5B85sA2/kwpatQwODi63QyFO2EHVP5slAlD6p973/kO98CAOhCj3/FSDme/uX+cvY+zUO5QHOgz7jhDbzJ2U+0n8+hpbu4br+dyJp72xBNPRGrgMBipVEqHDx9WOp3WuXPnbgpKaPV6XdevX9f73//+kPrHYNInWBfAGvPD81gnz3J42tUBiBugOHByo+eASdp2oNlsVsViMbDiHmSQ+mcumWvqdQEaXgbjNao8Cx1j/ePpZi89cRbNA8JGo6FyuRycLAaVNXV5ZxyeJcBBODDL5XKq1WoRZtx1jdQ1wZGDc56PfNVqNRWLxbDWZMSwOQ4wGJ+z9p7GpX/uA+hPv99Xo9EI9xsfHw9rTrBVLBaDXAPakKdqtRr0DrvBdaStAZkTExOq1WoBBLK2XnPLmrqulstlDQaD0CfXS0kRB+rEBZ951ok1wrHzHXQcu813XI7oF6wyfQWMI5tOjnj2JpVKhZpT7tHtdkNgyLPQKycMHHAR+OTz+bBHwfvp5A7ryueAZp6Ry+VUr9dD3f9wOAyAi755c5/nZTXOkiKTLv8AKAIJ+oNcemBPgAqI5xpkq9vthiCUZ7r+uk+JB20QAvgfnsnfmBNAHt8jqEsmkwF0O/nk/g7AB1Hg5RlOQMDeM9cTExOhPw7IHQ9AlJARgawBFHJfxuj9RnY8qGb+vP/oDevDOuCDvabciSxfV+9zp9PR1NRUsFfYBnxTq9UKJXMED27T3a7wHa7BjvmeDc9wEExCemFrvKSt1WrppZdeUq1We9vNhu8qIC1JiUTi/5b0v0j6H5L+WdL7tf1mw+9K+sRwOHzLMAIgTcTDJL/yyiv6/d///bd9PizRI488os997nPK5/PBCPg1GF6EwP/m4A/D5ayoOyQ3oA6448AK4URYeb4DIL7Lc2gOdF3hmBscuQNDZ2/jjDzPjpeB/Mf6BUaPKJ/PuS/Oypl4lMRZLpOJMC6+5ywOaVfAjjPJNE/teBAi3VxXHWcx32l77LHHwvyx3vl8XkeOHNHGxoauX7/+lvfHMZ8+fVr79u3T5ORkYBWQIWp4GQfGj7E5w+TsEdfHN6R4kOKyCevjgUEmkwksissmbAcg0Dd4YNgwxKRIq9Vq2AxCo1+SQpoR+YHFJD3I2JEl+s+a5vP5MHYHYhhcB9Zx3XB94ydjdRn2kghpJ1hmniVFmBHmkubyyPddlp0U8ACPefKSDhwHOhXP0gECAWSAIq6luT1x3af/bid8gyTzzLNYT/TAbSNj8cCd0qA4M8+6UW5B0AVA597x58bX3QOMZrOp8fHxAFSRTeaQzAVzSJ8IQOgDOoE9ZP243mWHhg7Hs1/IsgNyxu8bFX1sZL0Iuknbb2xsqFgshkAGnQecMQ+u2/RrbGwsAEh0kLE5u8mzkEcCBr7jASjrTNaH4AZbBgj0jALAD8AFIPTsTTyjFp9zD5Q8SG80GgGge2bTg1FfA1hi7BnyQcDiJWseNOTzeQ0Gg6BzzK03dJaxuh2I4wwPFrlftVoNNpUNm44/XPbd98LwuixMTEyoUqkEnXVAy7qTcVhdXQ3ZUoIEdNtZY+QDWXCChowNgaATL8hCvPyGzwnCer1eZMMoOITxYrfGxsZUqVR05syZ/7RAOiXpf9P2cXaHJa1K+jtJfzAcDutv9/0TJ04Mv/3tb0eYrHQ6rd/4jd+4SWidwaB5qnNmZkYPPvigHnjgAe3bt08TExOanp6ORGKe5sDAOHhGQDDEDvSGw+FNSuPrhSA6U5tMJgNAjTted2LufDwN6srozHAcCDMmZ679Wv4PKI1H0+74/ZkeBTsY9nlB4d3YxSN6nBpjjDPa3MeZ0Z92+/jHPx4AnZcMjI+P35QVYd69MYedTkf1el3pdFo3btxQtVrVsWPHNDU1FcBer9cLJ0bggAGzzuogT/zuzhMAzJyRFsNRkqbGKSGfzm4APH2duR9yQ1rbHc9gMAjObDgcBucGUC0UCoFRZIwuE3FQS3+9JhDHyni8H4zbgzQ/ZQHQhtzFWW6ex/fiuuJ1gw6mXKb5G4DCT4Lw0i/0hL+7PUIfkTXG6+BH0k0noDC2ycnJsNGI/vV6PZXL5bB2bltgjPv9fmD6M5mM1tbWND09HereW61W2Ajmc5PP50M6mc1azAcbvZxp9BbPrJDy9SybywWNNDfAxhlVt9eDwSBkEgCHrJuDfoCcZ84Ag7CoPIcxAB77/X4IIJ1dddKhUCiEE0/cXvBM/h9nSbH9xWJRvV4vUkbjpTa+n8ODFQAp/SJ4IKhGnlgHJ5ZSqVS4n89VKpUKuk2Zx/j4eNAdxg7ARbY9u8l4vb7Wg2gH6w6c0V0Il0KhoHq9HjIvBHD+LGf5eQ46iq2KZ8eQD9YAWSTLU6/Xw7rRf9dT7CHBOf0hOPHGOkEaMk5KXtwGMwbuzTwim5lMRuVyOZLxAjs4wHc9jM8LWIa54e9kOZgv1pn1oiTQiUTWlPmjv044OhaKBxq7ERPIFvP43HPPqVqt/qc7/k7D4bAv6b/9x7933BzotdttLSws6OzZs5FrfKMSDWFCwL773e/qzTffVCqV0qFDh/TQQw/p+PHjKpVKSqVSITL1VA4LhvFA+HDM0k5EjODxj7/zfI/IAN7/MU8RA4PCIYQOsOJC5kY4XmNHf6WdjQ4AVwfGgBV3uPRHUtjEwhgdMHhaj989TSwpAsxcAXhePp+/ibWmvz8vzQGotHO81e/8zu/oz/7sz266Nt663a5qtZpKpZLm5uY0MzOjPXv2aHNzU/Pz81pfXw/OOp/PB4CAc3S2ln9s3gKoYFhJs8EyJ5NJlcvlII/ufNrttqamptRsNtVoNDQ2NhYJ+DDGzpr68VrIV7+/c5IDYAujWCqVInpRqVQC4+YbdwBQADrqPN2BMHaYIHQFh4XeSDupQPoHI1apVAKYdJmUopsG0YF4sMsGrTjAlhSRbYKZXq8XWEDXPWmHAIgz1/wD2ALosDHp9PZGKcoyYGuc4WFu6LOzx0tLSyoUChobGwvga2trS1NTU2o0Grp+/XqYQ8o50Mn9+/eHceFkE4lEcNrYH2wVMsP4CoVCAA2sNfXbzAk17S4bzD8/CZj8iDUfI/OKbSSdzlGTXiPOdyBTAFToEEGzl0oAHtFLDwYoKwBk4r84xhFZ9Q2BjC1OxLB5vNPpqNFoaDAYBJvpIBMbga5ICjZrfHxcGxsbYX2Qb/8dGdva2gqZFkkhowBY4t4whx4Erq6uBgbSgTRjdL/qa+X1tx6kA3Q92+KntnCqDLoBQ4nNY308M+D2ADuKPePZgE5knuDAx4q8OuiF8ECO2BhJRs8DKvTGAzjWkKDP99TwLM9iOZGFnLN/AwALuKcszbP7jNHr+XmW6y39Rj97vV443tSZb2n7lB6CVdh8z7b62oO3eL5nFpFFZA+/RRkT9/KTdm6nvdtO7fiRm4NOFiubzerw4cM3XbvbRAL+JiYm1Gg0NDk5qZWVFS0uLurpp5/Wl7/8ZX3+85/X1772NW1ubgaWAqXHkPpGEgyiM7YObJ3NcCPlQBmjF2esuZ/XUroR9r4BaJknrseAUe8ZN5T87s7fI3Cuc1A+NjYWlJpdzjgOZ25wTj4f0k5dYT6fVy6XCxsLkslk5CSV220/i8xMv98PoAWHiwF/u4YRK5fLIUV6+fLlsE7ValW1Wk3Ly8sql8uB4fYUqbPCGFsMDveBuXTwidHDcZN5Qa6k7XQxm5Hi6VhYQQIk6tZ8kyT3huWSFP6OjOFQJAUGYXJyMjhaPxWDa0glS9HjGmHHAPL9fj84MIw9wNIZF1hdWD3G6LbDgRVAPB6s4qiy2WwIrJlj1pvv4VAJvtmQiHNhLRw8Y/dc1+PHbjkrCQAiNQvgwMHA1js7fvDgQRWLxUi2A0fVbDa1Z8+eAKxxkIDn8+fPq9FoBNCODGILvM6Xf34dwMXXxUvBPGXNPGCjkH2cLvMHMPHSJ55BwJlK7ZyBOz4+HgkEscfOEqbT28erIQ9+1Bv1635ffAIgrlQqBRLGs2kALWTJj0t0sMeaZzKZkMXiHHmCSQIFnusZDdhBbIzbXfdP6DYAp1AoRMbFNYzPAxzXG+w7fXEbw8kXkCyAa2finY1kjOgV35cU6qr5DqdteDBCWQCb69zfYm+8dpxz1wnOCRqQX2/Mg5+OBDMK8UBwR0DlrDEBMvciQ5bL5UJmCXlnjrEjzL/bZEkR5pn1r1QqAfxD0GFD0B3ANf7b7Q7fARcwD9gBxo/eIi/oCHPip8sgz8gbffHMIceLgr0Y++TkZAi6HWOxIf52ccG7rrTjR20nTpwYfuc734lMWiaT0fXr1/Xbv/3bkdSoNzeie/bsCTVDkgL7try8rF6vFyLvbDYbGOpPfOITwfk5Gywp4hilnTS+A2hnb2l+fqUz1Q7OeZ6no9zQ+/XIgpdtcE8/zsyj3fhcwY4B3n2ebzfC81Q2Sh3/27u1sfapVEqPP/54JC2NEXvwwQf14osvBnCzW2P+SaNeu3ZNExMTkqTr16/r7rvv1sbGhubm5nT16lXt379fr776qkqlkg4cOBBAqa+xZ2gw+MimM2p+/J6kAKqQD1L3bkgZt6d9AeB+rFm8ObCmr+yiZz5h2z1ViJFGhur1eqRkQtphfbjWNxcSPDgD4nMBUPHzq2HqyEK5LcF+EKwAjDn9wXWE63iGp06d5QM84OTieoGcwTzG9RwmClsFQIgzzm4vfDMjQTAvmdjY2Ah9ervmaXjufeHChZDGP3jwoBqNhobDYWQTlcuhpBA8ICP0kUxIrVaLMHWeGnb5Yi5gWkml+xnOrB3/x6n7PhjPHnitq2ckKNfgKC7Wz49iQ/bQK+4LuAB0Ywe8phj5kBSY12w2G8kgOhPqzG1chmDOO53OTWwsckLAxLh84yjyE6+jZi48GHK2mLUh2ODUDs4UTiaT4axt7smacWqIZxt6vV7w03HQjy4RiBSLxQBWsQnYJw+0sT9xnWM8rB/XOYhHnz2g5fx77BtyTAkbYBrdYX49k+26Ie348rg/9c+x+RA53Af5cexBSQhy5vOy2/O9JIk+sD6edWZdqaNmrmhslEa2KfNz/XGCBQLOfRx+y0uR4iWgfixrt9vVyy+/fFs10u85RlqKntWI05qbm3tLgIYg+BE8rVZLMzMz4c1rGNlms6nNzU2tr6/ru9/9rr70pS/pn/7pnwK4cNCRTm8fIg7D4KlmUm0Iu0fefE4UTjTMP1glInaMOwbJmWBpp8gfpXYWihIV+s1nsGd+HQwZfaevP0yaJA744397tzRYTYw6TggQtRt70uv19NJLL+mP/uiPbgmiabxYgmODzp49G8Av9+dYuFqtppmZGY2Pj+vGjRt66aWXgrN1I8RGGfrkTg2mhLpWHB0sKLrEUWteBoFceFCILEkKQMBTtRg95NbPPKXfjNcZcme6uBfy6wws9/LUo5daAKjRewJngl5npDD89IfPmSP/jP/zHfoOUPSg3TNP/ARM8ZN39TvKAAAgAElEQVRSCA9+fOzOGmEzyAyg/zgfB+f+xks26uDwsA+5XE4nTpwIYM5ZprdquwGQo0ePqlwuK51O69KlSzeNB4fpb40DePJiEAAMa8RJE8gctt/XCrnz47IAWq1WKzjgdDod6sPJoHlZjZdKAXLoK2UlyIwDNZc536DpR+IhM8gKGQjkEVuC/FPXCxAmfQ0A8+wFn7u88kyeQ8aFEgJaKpVStVoNJUZkaQm2/E2fXtriTHe32w1ssActZBJg+rEluVxOk5OTkhTAJzaPcVASRnMWkjkjMPGSlUQiEc4PTyQSISh2AongBflEfp1IcLvINegjtsP3gfib/LzWmJ9xEo17elkG/0eWAL6shZ8lTb88E7pbSRzMfL/fjwBXZ7i5B/bcN52ib8lk8qYj9hyD5XK58IIlL3kDD/n+A/qITfVMFNgFuWV+kGXWCgIVXwfIh7yA1b/d9p4E0s6GYdgSiYQeeuihtwR8GE4vUdjc3FShUNC1a9fCUUfOrtVqNa2vr+uLX/yivvCFL+grX/lKeP0oKRcMM85JUjDqAONCoXATSPa6o3hpBGlXAAr/d6FjDFyDUL9TsLpbyuqdth/nvX7UhhHHWXMskZfiIFOeGnb58rIIgB6GhBpP1rXdbutv//Zvb9kfDF25XNaePXs0GAw0NTWlhx9+WJlMRocOHZKkSF05xhIHTc3z8vJycPzILQ4JB43xZOOfn4gBGPAd3TgD2AsH4C5fOCPYlk5n5w1xzCFsoaTAMmLceemNOxqejVMDiHhq3gG810cic8wvIIPaPIw5Tt4BDUCL+XYwz+/O9ErRvQh8FydEvR4yEweqrE+cRUqlUpE3WPIPvYftIegFnDA3zlgzzuFwZ3NnMpkMr+U+cuSI9u7dq1OnTkWYxneS5WQ9crmc9uzZo1KppOvXr+vy5cuq1WoBKA0GOy/UiWcXqH9nLtBL5AK2kfUCTDpQ5YUTg8Eg7BHg+4nEdpmLA3feUogscD9JIVOCDJMW98AVmfCNk41GI1IHyvrxf0Ar6WhP8zN2ziWOl/Wgy/QL0oPxA9wcdEkK/dna2gqBFKw2TLRngZxgAVgiGwBJ5k1SKFHzz1kzl2uvafWABh9JILS+vh4Jcpx9dMbebYS/WdRZdmnniM7hcOc8elhZz86ik8gm9i0e6LKe+F/uMzY2Fu7h5UcO3L1MBHvmgTBBP/YKW4KdhAgB7HtJBHKCLSALAd6gZMT1Dvmu1WoBi2CDITCopae0CXuHXeP53W43bCykhMMzko6t0CFkC7CP7yCocbuOfjCm3TJb3BvbeDvtPVna8a1vfStMLsIP+Pz85z+vf/zHf4ywWzTOLS2Xy5qcnIzsUE+lUlpZWdFgMAgpp36/H44w8zKSPXv26Pd+7/d0/PjxXfvoJRM/L2Dyh2kYiB+Ghf5xtFuVfTiIiTcvi4mDIFhRjD/39vSe16J6+g65gXmNl9EMBgM9+eSTwTA40MOYHzt2TBcvXgwGnOcnEtsb9gqFgq5cuaJ+v697771X6+vrGgwGWllZCWM5efKkPvrRj4ax+GZCaTtl9uyzz2rv3r3at29fYDF8vhivgwJpB/y4YcegOgh39hDZ8NIET2HDCHF2KiCd0iJe3OBODmDcbrdDkCDtsDPSDnj1EipemkHDyWDk+Ql4Q1483e4pUnemnj7nuQ54XLYw8rAnjI/neSlVvBTHWRRSk8yFnx6CPeMe2Ww2pPwBE8PhMMKCEpQAlEjLsvFr//79OnXqlKTo6SLvtDEnpPnT6bQuXLig4XCoe++9NwCc9fX18Bxn7AG/kBB+vCGlK6wp48Xpo7ucEuJlJM4sIrtsZKRPnDoCQOMYw16vFzk6jPt57TP6wakLzDv2gn0Nfs6u+yXsFf1Fr3w9KAOD7fUyJ8ojACoEzZ7FoXSKf2wqBpzAggNGvQyIYJWTHwCSAEeCCOwItsfBELINoTEzMxNsiW8wTqfTkTpvnkVtOWw79/Vgl6AY0I1s4bfjdoLvuf6iw14S0u/3w4u34j4RW8/3kCvslPsXfAl9xj5gV5At7CxrhYwXCoXIqTV8h7H5feKMN3rDGcx8z9ll5rNarYa3IiIjBC9+zCjy5n6Nn8wLNpVSF+STcTurTl+Zd65FlnyPBH/HtnHMouvWcDjUiy++OCrt2K05++PRPIv3u7/7u1pYWIgAHv75SxV4fXi329WBAweCEnHEGMbMU8IIyvLysv78z/9cX/jCF0Kk5s379m5rCLWn536YhiK7o9jtHvGUDsYL5+YMCn/jd85Kbbfbajabob8YapwhBpWNEDhcQBEbF3DksDKkyTzL4GUxngFwOcOAAaIuXryoz3zmMxEAz8/NzU1dvHhRlUpFpVJJf/d3f6eVlRU988wzgTk8fPiwHnnkEV25ckVLS0saDoe6ceOGhsPtjRucKXrixAnV63UtLy8HEIoDd0adbIin2geDQQT0eVowXlYAgGEOMPieToP1bjabIUWPEXRHxf0AJQDHRqMRricQpj+k6nDUsHYeHAASHTTBTPpGFRyVbxBz5sPT/LA2GG4HfolEItR80leXVQfnOBfug0PwNWJslBUwR+VyOTBQBAb8jT6TeWE9IRdwgqwfwOD8+fPByXP9bnqKbLxdSyQSWltbiwCohx9+WJ1OR1euXFEul9P58+cjYy0Wi5HgyDc/ut5wVKOzbYyHFDvy57Lq84PskjVCHobDnWP6kCXAMZkfgnnW2UvoJAVQ4qVgrj8ABYCm152ih+ilZzpc99Ab7BfzWKlUIsCbYJWaZMpbuB7byfymUqlw+gg+j7FIOww5c+iy4SdW8Dff/8AcOiicnZ0NpTH1ej2Mif75hjVYd2w4//eSBwIFfAfHHqJ3rIOkcB3g0jNY6JWDPMbkz4LJ9lI1gDl19Z61IJPn/hTgSpYEOxoPqqSdEsC1tbUIsASYe2kMclosFiPn9vNsDy49Q4cN7/W2jyvEL2CHHNBTWuoyzNp4tsKZZq8CYB6x7/hkJ6UcQ/D3eLad+Wm1WmGTtK+dP+/t2nsWSFPu4LW+GJ4/+ZM/iXyHzYNsWup2u+Gc1dnZWV28eFHZbFaFQkELCws6cOCAisViJBWYzWY1Pj4eDE2tVtPXv/51/emf/qleeeUVXblyJVLj9dNsCN6P0uLlCu7kGVd8bHzHgQAKAPjl7wDdVqsVKZ/wkgGeAaCm9ozP+J60c46kgxKPxFk7QDA7vD2TwU8voXDGwZUfoxVvGCJPSTv4Onv2bHguc0bNWD6f1/z8vJrNph566CE1Gg09+uij4XzVpaWl0D8OxZ+eng6GDZakWCzqox/9qJaXl7W5uampqSltbW0fl0TwMBwOQ+oOh0u/JyYmAvgEVLBOzA33IyXqqUXAImNzYMfnAEsPfAEMpCClnQ1wODXYVWfGMbjOunjq0JlYGGh3pvQTmfXTQ+J95DseAMCC43i8Jp258vpDr4cmY0AjOMCx0FfKdZB5gLM/G71iHWEHATfSTkqZEh0IhT179tyWzWB94ufb3qoB/pnvjY0NlUoljY+Pq9VqaWNjI9Qbr66uSlLkrW+7sVsAAwcizDMyi/0HTHkA4KDUmWKAN3LIGGH6ATuAa2TL5Zb1RTfoGwGPp8DpZ7VajbDTgCjPhtB3P5s6zkbD3OOr0DuCxXq9Huww9wdgsbaA4EqlEsiD+DGb2ABnWRl7u90OBAbHJroODAaDUI7jQFHafrMrZ49ju9E71o/SGIAsvo7jaSWFEjRwwMbGRrC5yFaz2VS1Wg1zCSj0UgDm0LNFfvoDOuWgU9qp1/YyEfrpvoU15HnYJmTD5d3BLcSFbyol+KcfhUIhBHWpVEq1Wi0c6UiQ55lF32QdP5WGgDEeYIO7nIRADgCyXh7E9z1IYg6Gw6EqlUq4N/MSt+nOQNPigbSTRtIOLsFP3k57150j/eNoXsjvaXna/Py8jh07pnPnzklSYIw87Y7ioTDVajVsqEqn07p+/bqGw2EAOl68zk7yYrGoxcVF/eVf/qUOHz6s/fv368iRI7r77rsD0/LTas6WeQpZ2qlX8+YpJQc7fj9P2+xWb+Rghvnd7f7xaNT76ikcFBDFhrXCGHh//Jn8KxaLESPDNW/VfpQ1wkgTcFD/66nW1157TY899pieeuqp0B9OyYBpYzMOTqVWq2kwGKher6tarerEiRNaWVnR7OysqtVqcNpHjhzR0tKSnnvuOR0+fFgPPvigarWannvuOe3du1dTU1NqtVo6ePCg3nzzzeBgebYUZUv8yC1S2Q5cfFc0xhCZ4QgimBF3Lg5kcDSAD9gNGCICXGSY/sQZJowy948f3E/9tWconL32zaKFQkHVajU4LGQT+YXFwVG7vYGZl3beyOfstG8qQ96YZ2nnhQcAbP5Pn+P7IihJc2cP+GGjKewQ/XLnl0gkgp64s7tVQ8cdnO/WmCvA1/r6ejilYGJiQtVqVb1eT4cPHw7Hrp0+fVpHjx5VtVqVpAgIxKF7H30DnTdn8j1b4ODcA6d4NsUDS4Abeupz7+l+aRvU1et19fv9yEs/OFMckMxzWFdk08sxmGdk04/R9LUmyHV7i00EVAAGkdf40YLMkQcm2WxW1Wo1gHFqmgk2AMNOqMDIYwv8lBP67nWtzAHBDmP3Rp0sNc7xtyJCnmE7kA/u4xk19Jjve306DRvnZVOQddgVL0Xw+mdevMWcoy/MnwfF+BnK27BN2AfkXoqWtCFv6BYyBO4BqBPMkElwQExJDuN02+B6jZ1AblljAmn0ggDAZZMyWYIO7AH9RxbRwUQiEdnUulv5ZNwWIx/0i8wL9pCfXnJ4u4z0e65G+oMf/ODwhRdeiIAyBI3Jpz399NP64z/+40jNcqFQCGmiRCKhAwcOBIE8cOCArl69Ggwb9+p0OlpbW1OhUAg1ORwZRc302tpaUIQ777xTJ06cUD6f14c+9KFIn2gOBFD+OAikxWtbUQSEmH+71TYzFubI01iAVO6D8Pt3PCJ0heZ3jL8rNn3kWT4mB0Ueafr9blUP/fPWHn300TD+eEACM4ux3L9/v5aWlsJ3GXe73Q4G5caNG5qdnVW73dapU6f05JNPKpHY3hDL/WHzWq1WcNbsll5cXNSePXvC64IrlYo2Nja0ubmp6elp7du3T4PBINRZsy44dWfRnJmVdmrUyuWyarVaYFU9de7rDGBGzpgnf6Wwl574mrsxxiFzhBogwktUuIczXjB3g8EgMMboPQ2gTqrT19CNOvWy2JHdAJ0bdYAtY3Adw1m73eYVyT5e7u/OKc7A4Px5mQnAnfUFALF2gDr2gDzyyCP613/913euANYAbhzBV6/XNTs7q83NzTAOjqVbX1/X1NRUyBhdv35dg8H2aRIbGxvqdDrhDbMEyMwLQBKGFMfKGlIDyto7g8sa8AY6D5J8jvjJXLpNA8i4jQTsOdiRFDJuvpmUumNS6M1mM+gCWSoHC+gh/0cmAU+SImvrvoYj67BPjJFTeSh5cmYcHWBunB0nkI6DOxryx9/c72IH+C6yS1kK5Rx8N5/Pa2NjI5TVxEGkz4n7FA8mmD/mBxmRdgiE3d7Ghz8j0OF+Pn4YXZ7vPpQgzTHK1tZWkGOv9y2VShGm3DNoTjRhVxizByKevSFocNDsdo3+SNEj9JAd7udHK2JPHaRjs7gPz4kDX9+LRCDifh+7zPzSP7/G9QZZgThhLukXeoc8vfDCC7f1ZsP3JJD+3ve+FxTUxx9PRUjS2bNn9bnPfS6i0PHfZ2dntbGxoampqbDhpFgshjNWidRrtZqmp6dDwT+1RPPz88GoraysaGpqKuxcf/zxxzU/P6/5+fnIOIh2iRyJfL0WDoGkZALF8L8xBxg+Z2L4m88HygODisK68fRGX1zRcSAojZcuvJfaxz72sZtAtDePwHu9nj784Q+rVqtF3sDpRiOZTAZGm3stLy+HUzxKpZJu3LihEydO6Ny5c6HEaGZmRjdu3Ig8e2pqKshVpVLR7Oyszpw5o3K5rH379gWwxXNxzKVSKdQeu6xQrgKwgDl2B4ZMYVA9nZhIJMI5uVyPY2V+PMDzhr663JG+h+mQFFgRakM9ZemOjVToYDAIZTSw0X49a5NI7LzqPJ5qdjYRIOmso5d5+Hic6fdgRVJEpnCIODIYVfqIcyfAp89skMO5Ahp45oEDB9RoNLS8vPyWMv52zRlK1g6mttfb3nB74cIFTU1NaX19XUeOHFGlUgkAlzkDGKTTaV28eFFHjx5Vr9fT5uam+v2+ZmdnI0ALMMPae4YAsAMAY8y+Hi6jqVQqBGgOttjExLi8ljtOMLj+M+foMTKODGKfkSECYUkRUBHPJJIBc2BPFoJUNiVA9BP58UCCPnKeMHqHnKDXfo4yZ3rT13Q6HYANsk9AwvXOmnsAyxzwOX9Dn1OpVHhTHSDMWWb66M93GQAY4lPRb/rsgQ7gHPkAlLm/A/x5XbXXq/tz6Qf3dYafeYqX6CBffIaN41qeQxlZ/D0ANO+fZ/+cYGNNkHUnQeI+3DMe2HfkiPlywO7jd3lzQiaOTfjdGXPICj7HnsbnVFIIdvxtmgTl7XZbL7zwwmiz4a2ap12lnXpBIn0HNHfffbf+4A/+IBxt5wLI7xsbG4Gpu3HjhiqVihqNhtbX1wP7IEnT09Pa3NwMzrdSqajZbOratWuRszI5VunGjRt6+eWXdenSJa2trUWYc2nn3EsEmrRWnKX1Ug1AjzPA/hkGzFM7GHGvrYO18XT1bmw4AMqP4ON51GW9F0G0FD1BAtCKM3Jji2M8efKkNjc39bi9yMWNsDMkGINisahLly6FrEcqldLzzz8fYV82Nzcjxy1ubm4GYHz16lX1+32trq6G4HBpaUmNRkOJRCJShwwIgYXAWLFpxevQYPQACaROMfKUD6CrGEDSu9LOEUVc559j/HEEUvRMW85ux3DCMCHLvvvdyy9wUNTG4kAAMH60HesDSJV23sYIAKGGUtp5oQTlYYyNe6Kz0s7mWi/HkqKlHNgTZ2Y8G4TueRaH/noQAUDxGsVsNnvLU4fernlwzu+wrrRisajZ2VnlcjnNzMxI2rafAD1KxbwEgLKUbDYbUuakxVdXV0N9OLXjgE3mjbmNyxIy6gEa9s6DF+qNkSGyBGz0RP77/X4IRJ0JkxSCLkoh3OnzTOw9m5ph1yhzAvDh0wBmMPj0hf5i55vN5k0bX8mkOJhj7fwlSFwbZz2ZU7IA/PT68eFwGM5uRu76/e3XrmNfuI9vTKZP6IX/rVgshgMBOFaU/QLotz/rVplTX38vHyMwYi7RayeOWC8+jzOl8XV30O3EgLPWTj7R7zihhTx6hsF1lzF7WQv+nevYjOn2BVJH2imJiwdtrCf3dAKCMhKyrQ78wRVeF+6ZRg+ePPhkHfAbBEroCetIwMU6up1zwsZlaLfg4FbtPVkjjZCy8ETTGEaEiol8/PHH9fjjj2tlZUXf+ta39JWvfEWDwSCwRzgxDFcikQisXCazfaj5wsJCuD6bzWp1dTVigAaD7bOAAZ0YiHPnzqlWq6ler+vEiRPKZDKRjRI0Zx9c2BFAZ77i7e3qfPmeK+o7qQ3GCO8WDb8XGw4Og4UTjKdmpR0At7y8rBs3bmj//v0qlUpaXV3V8vJyMEKAHgDHxMREOFGAFDIb5Hq9nmq1WnjTIazL/Py8arWa7rjjDiWTyfDGzoMHDyqZTOqb3/ymPvvZz+rKlSshygfAYYyd/XGZczYUACvtHFtFAMeckLZmwxwsmJ8nTV2ll8PEdQAm3J03IBVdYgzeJ9KAAC76jyPxejrmnMCT65xVp5YZgOJHtOFYnF3BoUgKwQrO3b8HY4/zoh+kgz2NHHeqOC7OzHamZzgcRl57TB9efvnl295AGG+ABmwhY6B+nuP/NjY21O12NTc3p2vXrqnb7WpycjKwjUeOHNHp06cjoKbX62lhYUErKyuSpLm5OV25ckXSdkC3vr4e3kyLTrnjh73ymnlkwc/PRX7pK44bkMs4Aai0iYmJ4BsIhjxLkc/nw8ZKruPNjD7/yFacRGGdOUEI/0Tf6K+n7bHlXopIYIJuEzgTnGFj0FcHoM7q8Zm0s0HPwZUfBSgpkAEcvxcvPXA/h/4CqLgvJS4E6+gj/nwwGKharQb7S9/jvtHrutFfAhjmHbviJQew3YwtXk7ibygEtGGbKZfxzNpuWWJ0VtreE8NmUK7xgAff7/OMHfESPM98oVOMk+wK900kEqEkDBvm2QOCSWmHcCwUCuEsddc5l0U/KcT3anjmwWWGtfETmdCVqampSOYPu87zkEcPIFzHfxic8p5ENB6hoChunFhUdrCzoHNzc/r1X/91/cVf/IV+67d+Sx/96Ed18OBBTU1NaXZ2VuVyOfwbDofBwWNQOp2OFhYWtGfPnmDoOJt6bW1Na2tr4fSBfD6vmZkZNZtNtVotXbt2TY1GI2KUvfmiA4hQJA8K3knDab9XmeOfdMMokg7FIGKMcPjIbSKR0LVr1/SDH/xA3W5XR44cUblcDrWr4+PjIdKenJxULpfTxsZG2ADLOt5xxx3BWfR62zvZJycng1F588039frrr0tSBNAcPHhQ//Iv/6JMJhN5/TJMLWC3UCgEoO3suxSteXRHLO2cBuAGz50GbF8qtXOElJ/cIu0EeqSy/a1d7tiSyZ06Pox2/Di/OGsLAMR5AQ68NhbQDhBlTmFw4ulyd5weSHlGiFMNcHqAGu6LU/Rg19OpXmeII8UuAbLoQyqVCown80p/YMFg5ni+p9/frgH8HeCXSiXNzs7q8uXLSiQSmp+fD3Z4cnJS6XQ6vJwllUrp+9//vhYWFgK76GuYz+fVaDQC+IYpnpqaCkc9cioBvoA1iJdZSNG3UTLvzA3/kGGvRW+1WpFsAfWsrDmlDszp1tbO6Tb02ZlUSUHuyGwiU86qo0P+dkr6RT/RW2dRka3JyclwDRkjQCNvOcTG0JgfdMVBPScg8HfYWmRPUigx8ZcG0T9PybMm6Bz3A5Qi281mM5KtcuDmGStsLHNHtkba2aznGRsHwLzlEXlxUs6P/AMMe7aBf9gNwKlngAnSmFPPLmEjyEqQjfHyDmwVdo75wI55nTxEDlltbIeXcaAT2A0/sx/dcxvCd72Uh7VGXtERP6LQy0uc0Sag4DPPnjBu5NizlV6mxefYavTTy1qk7dN3vDrhrdp7jpHGMHjqxQEiABghd+dPm5+f1yOPPKJjx47pzJkzqlarunHjRtgYw31htFA8DGkikdDExIQuXryoWq0WykYwGAASXm/bbre1ubmpU6dOKZVK6dFHH40o8E8D4MYZ8FH70ZsruJc99Pv9cB45AJUd6ABBIvBut6vl5eXAXHFcWKlU0sbGRnixSalU0szMjJLJpObm5tRoNLS4uKi5uTmlUinNz89raWkpGHLeEnb//feHTYikxCXp8OHD4cjGO++8M6SFYTEkBaNMPSpGyTcb+aY32EF/GYSkwG45CJCitaQAWt/IRYPNpg6uVCoFcMKmQ59b3hiHQXemi4DGmWxPWdLcQcff+udOwgGStHMsG9cBSKiJZb4A0HH2GicuRU8BwWF7bSXX0xdn9zzlyjy5LUwkEqpWq/rVX/1Vff3rXw99v90GQGCOcbbZbFaHDh0K9eq8AGZ5eVkTExNaXFzUHXfcETJzS0tLgcViLn3csFDlcln1ej2Ad/5erVYjGwcBCOwfiDP6XpoEG+dsmGdoKOnxjB5yxIZeyhkcGBWLxRAEeIkdoABGGSabe2I3yIwkEjvHt7GR1dlZgC/6Ke2UTjBmZAJ58UwPABU7RVnKbhvwWGP65elz5v5WmRPWhQCEjbkOkuKbAj376kwptsezt3yX+mdnkh0PeDYNu4DdZRO3pGBjnAhwZtrv5Sw/43b9hQBArsEGyC/rn06nw0EINPakeEDuwUI8O0wpkm/k9vIn7CzYCFsBERHHIayxn+3upUKOwQgGCoVCeFuo9xW59wySPw8/Q0aWLCJBplcNAMjjGSTsup+RfbvtPbfZ8MEHHxw+//zzwSkjTPH0DS1eo3Sr5g6TI8Y4d5e6583NTUk7SnH16lWdPn1a9Xo9sDuJxHZNHa88XV9f1/j4uO655x5J2wb805/+tL75zW8qlUrpQx/6kGZmZiKbks6dO6ejR4+OSih+zttDDz0UNkG4QwSQYPy8TMJTrm4gSbNJCi8caDab2rt3bzjX1o9xzOVyWllZ0cTERACCMzMzeuGFF8K1d911lxYXF8O50sViMZy4MTMzo6mpKY2Njenq1atKJpM6e/asjh07pk6no3q9rqNHj6per2tpaSm8VhrmDcOLg4xvLPTSCAfLGDuMuOtkKpUKY8Vgkvar1WqRecYZODvE/XB6kgIzRa0mbC5G2llMaecEEH4HBJPCBzB4qtc3BLH2BB5eT8jaO7MIGOH+0u4vMPLnxWsdHXx6OQNBTS6XC5tvGBfA6r777lO9Xte5c+fCet5uYy14I16tVlOr1dK9996rkydPhrOqh8PtY0QvXLigyclJDQYDTU5O6uzZs8rlctq/f7+y2e03HsbrXl03JiYmwqba4XCoiYkJXb16VZIiJyrFWch4qQ4+otPphDIMP3YP9jQ+/+7sPWh2uUOn0QXKmQj26AfAOf43gE4cZPjJLMgSAaUDCQ8WksntV3FPTEwEO5ROp7W+vh45o5h+kD2ATPK0O+DWz8t2PfGaXmwaus+4nIV0GfJ597ILQL60bROZS8ov3f+zDs7EOqCmn15esFvmwtffZcjJEsgR/y7jINj3vrAmzCOAGPDPMz2w8p+stb/VcDjcOb6S+feslYNQ+sgYvO7ag2DWhr7756wn6xwnQ1z+sEO93vaLfCA2GI8HD66X+EjPcPr4GC8gOV6eSl/QpX6/r5MnT97WZsP3HCMt7RSu307EgeC93bWpVCq8056fvBCEwn12nicS27VVd9xxh/L5vLaRbu4AACAASURBVF555ZXwd+qdMNRE+AhMq9XSP/zDP2htbU3z8/M6efKkJiYmQkr+2Wef1cMPPzwC0e+CBoiWdnaAwzjA6ng6F8YHY8GpA/yOseFVtB6Jw1LxOUwYskU25fjx49rY2AgOPZVKqVKpKJfLhZ+ZTEaVSiW8zrbb7WptbU2Tk5OqVCpqt9u68847A8BKJpPByHPmMsCBelQMuNce05gjd7iMBaaZjU8wNc6yAQxw/HxOCQrsBIbZnZfX8DmL506fzx3EAG7cbnB/P37JG4CKYMPr9RhbvFwDeYExBsTQdwCIByGUnjBOTy/zLEACnzsIcAf10ksv6VOf+pTOnTsX/n47zZ3hqVOn9Oijj2pxcVEHDx7UhQsXtH///uAM0+ntl2Sk02mtra2FjMr09LRmZmaCg4fN3dzcDC/rwIFiT2F/eTlWtVrVwsJCOFHCy1MA8el0OgCweGodvfN9N75hFsDrINbBKuvFGxD9tAFJoUSFcgp0n4DO0+boDvLPCT7YEGQTQANrR5CEnDuwLpVKN2VNKDnxfQ3JZDIcHYg9cznCRnlw4uc4E7D5xlrXP0/vOwkm7YBkrxNOpXY2NgI04yczME++6Q6d8nS/2w9nV7FpvV4vyI6f5c56wbZ6jbY3B8J+LBv7AcgQOXD1jXnMgRTFKZ6dYu7dtvI8iBd/ux/ZCycfPChiczpjIWvg4B+dYe6c0fdjDv3FJy7/lUolErB56ZQDdbdvLjdOzvibJbkXjeMsea7L/+3as/ckkJZu/9WP77RVq9VILQ5gYWJiIghqqVQKwOTVV1/V9evX1e121Ww2w9umJAVAfePGjaBAExMTOnPmTFBSThFoNBqanZ0N6cP3v//9P9Fxjto7b840w/bAXDkIxHgnk8mwWQlHRJrMmRU/9xhHubKyEklTU0vX6XRUqVSUyWR09epV7d+/XydOnNDly5dDuQYyCqCZnZ1VoVDQxYsXtW/fPq2trel973uf1tbWJCnUs1YqlVDnmk5vv9jh1KlT2rdvX0jnAXIAVQAR2NtGo6GpqamQzWk2m5qYmFClUglglSCUcTijxk/mxp0nqX5JkdIOaYep5V7O+HuK1sspcFQwmM7ecJ07MwIVgLAzNV4jiQPDjjAuwIqPtdfrhTIgrpF26v+kaHkJwQSyBgBwIM09WCN/SU0+n9cLL7yg+fl5Xb9+/bZl3zMDDzzwgM6ePatCoaDl5WUdOXJE58+fVza7/TrowWCgc+fOBWAMuN3a2lKlUlGr1dJdd92ldrutxcVFTUxMRE4ZYVztdlvve9/79PLLL4fSifvvv18XLlyQpPASmHw+r3K5HNlr4gGUBzTMC6CAQMVLGeLgghpg2FaABS/FKZfLISCmFp81xF5wf8AFukQGlOwTa+kvBkFHAK7IM+viwNvrbYfDYdjoK+0E5wRZXuKCffKSDGqKqbX2rJK/Vc9BDmPwgGO3DYJe3uXgmMBB2n4Tomd5aA5sAbLIOrrhzKzbY2yKl4ggG8wJm6K5jzPG/nyyUIB/bB6lVVyLrXCd9+MCsTOUehA0cWoWGQlke2trK2Qn/C2WBAqsfTKZDJsOfZO067TrQ3wtkCkP8pEN+sPcAW4JPNAlDxY9S8EpNcgUFQLsY0C26J/PH7Yf0O7ZgtttI9ryJ9TGx8eDocrn85qcnNSBAwdCDRYC+8gjj2g4HOrgwYM6duyY9u/fr3a7rY2NjcBc12o1Xbp0SdeuXdPq6qpWVlZ06dIlVSoVXbhwQRcvXtTi4qJOnTql8+fP62tf+5q+/vWvq1ar6e///u9/1lMxardoGAZYAGpgAZQcjQZj6CUFXq/I/53NGAwG2tzcDKnNcrkczkf2VBovr1hbW9Mv/dIvaTAY6MUXXwy1avv37w9MC2wN7DUB3+zsrJaWlgLTzJvmMLykfF9//XXt27cvGCn6kc1mVa/XJe3UG3P+OkCPDUvUfieTyRCI9no9VatVtdttTUxMhEDE0/DMF4bSN7o5w+W1dF5DGE+Xcy9noAlocAjSDsOC0/KyC5wtb7UD/Hg2AOYRRwaYcEDg4AdHDCCBLW+1WrseEeWsIWvC9ThlQKtvqvRMip/egjzSFx+rNw8GqP1EvpArSeFlQseOHdPBgweDLALoSFtfunRJw+H2q+Lvu+8+bWxsBNn1zVuXL1+OlMesr69rdnZWs7OzSiaT+sAHPhBql73sgbWDyGCszprH5SaRSIQyAsYLAIlvmPJyArKYfrKDP4vfPXXuLwljQ2Ac1Dlbt7W1FU7iwF4Amgg6JAWChnnEd6ETbChGpvxZzJsDnnq9HikNQDfiMuJAKZ5Z4u8ORJEfB3ceSEsKQQlzz70JrqXtbDJz2Gg0Iq9D51ke7JLdYb0gJzxrRCuVShFGlDFyLboOAMaOeHaKvRJe28s9ms1mmNN+vx9O2eD//uIm39+B/ntpl28m9qCxUqncFIx43TsgNG63PJvj2Y3dCE0vvfAMEeP0zF29Xg+EETYWG8g+MpclggLG6pkTxsg8ul18u/aerJF+4YUXfmrPA7h0u111u12trKwonU7rjTfe0HC4XRifz+dVq9XU7Xa1urqqZ599NpwbTcpneno6ACyYwkwmE3axw2xIO5u5xsbGdOzYsVDqsW/fPn3sYx8LfeNINFKDpO8nJiYCa/DGG2/otdde08GDByMKI22zdAsLCyFyHJWT/HDtiSeeCOUZGA4AIM7N04dsGHIA52ARMIiT52QBNnFJO84omUyGuuGFhQV9//vfD0z25OSkJicn9fzzz+sXf/EX9b3vfU8LCws6duyYzp07p1Qqpenp6WC8YCJLpZIqlUpIB7tTrVar2rdvn86dO6d7771XX/va13T33XeHE0YmJydVrVa1sbGhJ554Qs8++6zuuusulUolnTlzRsViUVNTU9rY2NDLL7+sj33sY1pfXw9jyGaz4Tx2HD1OS9o5jcdTxe7MvC7Rr/V6WQc/vMbaGVw2dsaZGU890pzNdEaTa2FzcPQ4M+8j/aF+nXFzL8YBm+NBAyU9zuyxXi5T9JW/E8zF5yefz+vhhx/W008/HXFM/IQJ88YcFIvFcKTj9evXVavVND8/r/Pnz+vuu+8O4CSfz+vKlSuampoKp29gI8fHx1WtVlUoFHT58mXNzMyo3++HzB/39hIdzyIwJvakLC0taWxsTLOzs5qamgr7XGDkYVHRUzIWXptKtoHTEADmsN6sFdc7OOaNhl4zj12gJIL6bGQA+8sa+qY2B3YE1Mifb470LIq0w3Yia4wDgAOI9sCI69g06WVWgCqyY8iGl57R0AUPGJAZn+v491KpVDhizplp9JK19mDQSwQA0My3rxO6SK03dd/x7AV2d21tLfyO7uVyuRDEODmCHjM29MrZVvqRSCTC22mlHaDvtgc5AvxT+0u/uS8Bm5dDeBDtmTaXc+yL9w0Z5vk+18gZMuJlP5QF+b3chiLLvhGT53stPetPRhbMRODstpU1Yf55jsv1qEb656RxNBNH8YyNjWlxcVHr6+saDod67LHHdOnSpWDw6/W6pqenA+ienp5WtVrV2traTXWNpH7iqWzYyU6no9deey28kW7v3r3BOX7wgx8Mr5yuVqva3NzU7Oysvvvd7+oXfuEX9Oqrr2p+fl6vvvqqVldXNTU1FaJNnGehUNCePXs0Pz+vY8eOaWFhYQSmf4iGA8JYelreU1SevvKo3MGYtHPMobOO3B9ABvCQpJmZGeXzeV24cEGHDh3SV7/6Vf3mb/6mlpaWdObMGZ04cULD4VBHjx7VYDDQ+fPnlc/nQ39XVlbC7nTq7OInEADmSV0fOXJEP/jBD/TJT35SZ8+e1ebmpg4cOKDDhw/r+eefV7/f18bGhqrVajhPdnNzUxcuXAhnsc/Pz+vUqVMql8vBiG5ubgbWtd/va2pqKoDkbDararUaWBIHdL4LnvS9G3hpB4QAmmF7CDwAFzhHWGOckNdGOrvoANodOwwZgNTLR6Sdt7khA9S8e20nP7mXg2l3PDhbgDXHcfopBMiTy5Tfh/FWq1Xt3btXy8vLEaYb5xVv/H1tbU179+5VvV5XtVrVnj17lEgkdPToUVUqlVCjvLi4GJxtKpXSysqKjh8/rqtXr6rb7er06dN6+OGHdccdd2hxcVH33HOPXnjhBZVKJZ0+fVqlUknp9PY56WwydMfZ6/XCs/fu3RteZNRoNLS2tqbZ2VlJCtkRXk9dLBYjtazU+0rRt5MCBorFYhgXMpnJbJ+w4Kc++aY15hymMJ3eOQoQVhRgig12cOwvSgF8e9DtIBuZBxj55l6ewdiYO2TYy0Xq9XoAfKlUKrKRjo2XvP3XN1C7flCrC8j0Ujhp5810HrgBFr3sgv6i415SgB4Vi8WbTh3xDX0+VoIRxuWBCgQXWQFsOP0iuOC+AE5YcLfnrBXPpa+AUj8nmYyG1+9j/zY3NyMgH1vNejKvw+EwkGqUIXlrt9shs4XNALQS1CBD9Ak7SBbJ7QZ9hXzx8gvWwPea8GzAPCVc3I/1h8lHLpANB+BeesW+FdYYu3y7bcRI/4TbcDiMnFmayWS0vLysV199NZyPyvFLgJrl5WVdvXpV9Xpdx48f140bN3T9+nWtr69L2kkz3qqlUqlwrBmOUdquXW21Wmq323rsscf01FNP6eMf/7jOnj2rbrer/fv368qVK9rc3AystNdqlctlraysBAfIBsdyuayJiQnt379fH/nIRyIvmKGucdRubo899pgkhXSxG3yyGBghT616OgywCoDzjXcODEulkmq1Wji5IJVKhdd5z83NaWVlRZlMJrz6eX5+XhcvXgzOZ+/evXr++ef1xBNP6K/+6q/06KOPqlqthk1db1Ur12g01G63dfjwYVWrVc3MzOjNN9/U3NycJOmpp57SZz/7WX3jG9/QwsKCpqamdPnyZX3gAx9QtVrV4uKijhw5okKhoNXVVQ2HQ7344ot65JFHIk611+uFuuelpSXNzs4GNp5jzihlgV10YEufpWhwCksFoONaB8s4BV464AwaDqtQKKher4eNY7A8rDnXe32zbw7ibG4caZzRcgaSRmYJB8qzKOuhsdeCeeE65gPHDVBCHnGWZNXuv/9+DYdDnT17NrIBz5vLL3Ppp1PAFq2srGh2dlYX/+OV37lcTmtra2FzXCaT0fXr1zU5OanZ2Vltbm6GeeXIPEl6//vfr4sXL4YXtbTb7RCE4XSHw2GwcxMTE8rlcrp06VJY38uXL+uee+4JmwI9m0cdKkDKX3jiwREy5MxanN0HmLg++au940EJgSoNEO9HhQGckLfp6ekA/Ombl2V4OQvZmngDTPJ7PCABjLDGBAiSIpsgvVSCa32DqH8O8PcaVsAl44gHB8yRHxeKHro+AMaQeQA1su9rQ606n8Nk+r4KSAAAK41SJM4o9nlyVh9iwv+OTUKu8AtevoEdAiBiH/wccLId/qKpeMbL59GzTgBur53n2Z7ZQhccEAPq3W6QaW00GmFDqMs/2XJ+93lkjryPlKXt27cvVAFgG5lfasZZ60QioVqtFskcYBuef/7522KkR0D6J9w6nY5WVlZUr9cD4yhJZ86cCSmedDodAAAvallZWdHCwoLK5bK+853vKJlMamNjQ+fOnQs1qAj03NxcSH1zVAxvyGo0Grp+/brq9bqmpqZCKqNWq+mee+7Ra6+9puPHj2t+fl6pVEonT57U5cuXA8vCYem5XE579+7V9evXIy+pkaKbbRDWQqEQalgfeOAB/cqv/IoWFhZC3dKoSZ/4xCciG9AAM/HMgu9ml3aOTwSkUPPltXmkJldWVsIbMwFPGF6ODMtmsyoUCiqXy7p27ZqmpqaUTqc1MzOjixcv6vDhw1pdXVW1WtXRo0f17LPPav/+/WGDGcwVoASQdd999+nkyZMBIB05ciQwMKurqzp37pwmJyc1NzenV155RcePH9cPfvADHT16VEeOHNHa2pquXbsmafvsdmqj+/1+qCvmlBvf/OJG3DcPDodDvf7669q7d28IXqhb9Ho5T0W6YXVGmOdwHbrMs2D+2MAiRV/ugMPj+zg5T1N7yh3H4cwKgJqx4KhwdtJO/byDNU9xAkKkHUfs4Iaj6ZzNw2ExJmdCC4WCjh07pnq9rkuXLu0q9w6SeCMlQQOgESBCvxuNhkqlkqampkLmoVQqqVwuh9p7QOzevXt17ty5YINSqVRIsUsKIIngptFo6M4779SFCxci9Z+VSkXHjh3T4uKiOp2OVldXtXfv3mAPu91u2JTY7XZVrVYDWeKvK6cOPF6zS3Pggu5SPkGaGlkEsHCuOhtVARzoAmAdvaScguDPS/EA38iYs3b018uFAJQwopTLsKbIOP2RoqVMThoQVLrc+aZOaSeQQJZhaZF3dJLnxzeZua76Gduuf9JO9sADImSB+UfOyT742npQhr3xOSNQ4Sg6D+TRQydAPEBhjf0FNugf7DjPcpKAQI5yFK8j5vhGr0mObyJkXAQf3M8ZaPf9+Czux5p7CRkyibyl09svqnG9YPy+D8hfvoUd2bt3r9bX10M/WWdfVy+Z8t95Xnz/i9dmnzx5UtVq9W2B9CgP/2NubJqSFNKhvNyi0WhodXVVp0+f1srKiv793/9djUYjOOBsNqtyuax77rlHH/zgB7WwsKDV1VUlEtsbuFZWVlSr1YLy3XXXXcrn85qenla5XA51ggDy1dVVbW5uKpPJaGpqSpOTk2q322o2m/rUpz6lWq2mu+66S6lUKtRmzc3NaTAYhLcoApir1arOnTsXeVOXG05JEeMLIOz1ejp9+rT++q//Wl/+8pf1/PPPh7Nc3+uNFC6GAWcQr4ElIsegO9hzw8TGHxgbyhsworAKGMCxsTEdOHBAzWZT8/PzOnv2bGCOzp07p7Nnz2pra0vf/OY31Wg09JGPfCSUg0g7O6UHg4EqlYqq1WrIsAyHQz3zzDMql8shnb26uqqtrS29+OKL+t73vqcjR44on8/rq1/9qu68805lMhlNT0/r+vXrunDhQthNDoCEaceBb2xsBFaG+YGV8kAvn89rZWVF/X5fJ06cCG8eXVtbUzKZ1NLSkur1+k2Mk7RzZB7MnJc4SDs6DrjCYUgKNa4AZJrXLW5tbQUgE9+ND3vkKUZOWwFAANhgTn1DIfLkANkDMFhBrsUZptPpkGXw+k/qLHkeJSBsoAY8Xbx4UXv27LkpPer1kx4srK+vR94iBtiXttnh8fFxzc3N6Y477gjOlYzZuXPnVCwWdeHCBa2urqrVaml5eVl33HFHkE9qlAkyGDtgK51O69/+7d8Cq+41mU899ZTK5bLGxsY0Pj4uSWFfwL59+7S0tKRLly6FsovJycmwpgQHgF2A32Cw89Y17ACs7XA4DKfWoN/MGWwfcsEJIS6nzvSxeRlAC2AlEER+yXJ5HSlygLyxLtLOmb0EUM6600jJI+foUCKRCG/M9NIh5APdYvMkzKEHBOgo9tA338IGo5OeUXGQDgDk+Q5k4zLL3HItMuXlPKwtc4fv9JIMyg3QGUr4nFX3/sezkU6wkB3r9/uBefUyHgeorIeXfhGw4ReGw2G4ljWj/poz1p24Yf4Yk5evAWSRQfpMP2hsKKasBt0iI0s/fb1ZC/zXjRs3AvBFTsisEeRQXst8O1PuQQC2kmd4NuDt2ghI/5gbL2Op1+u6cuVKKHGYnp4Ox4jt3btXk5OT6na7evnll0PJRjqdDin4Wq2marWqWq2mgwcPqt/vhzf+jI2N6dd+7dc0PT2tRx55JGyIqdVqoYau0WhoeXk5EslxvN7k5KS+8Y1vBBA+NTWlpaWloJAHDx5Uo9GI1JFJ24Z0dnb2ptQjDWVLJBLB6VArd+XKFb344ov60pe+pK9+9as/1FFZ/1kbzA9GxM/uxCjm8/nAvvqmG1L8ADWCHV6+gFEEKEnSlStXwksrMpntczo3Nzd13333hVcVd7tdvfnmm5qdnVWlUtHp06f15JNPamZmRrlcLrwwI5nc3jRUr9f1zDPPhGPuVldXValUdMcdd4Q30Hmt3IULF3TkyBHdf//9kqQLFy7owx/+sCQFxo/ggqPvOEGEDbew9J/4xCcCA4/cxeUSFn7Pnj2BNSZgnZmZ0aVLl8LJIDgrr2d2xgVgg0MBkA0Gg8CoAJ5x3J6Gd6DurJE7CQ8MpOi5ppzZzb35HjKBA8UxAHAAVMgDsicpOCRnOXFAfJ9Ut6RQWoEscg3AhYDjzJkz+sAHPrDrmgA8PFDgM+pTmXOCqZWVFV28eFFTU1NKpVKhVGdmZkadTkeTk5NhAxjM8NTUlJrNpq5evapyuawrV65ofHxcpVIpHClKTSgB5YEDB0Kt8MGDB3Xo0CEtLi4qkUiEjNpgMAjH8nFqTblc1traWgSsAMwBlDDIksKcI6MOAr2cwoEq2UyYa19rL00CyCBfBAzMOUGPA6LhcKemHSYUkObpe4AjwSbBo5MqDuadgaY/Losw7PSdYMLHBIPMZ3E9BOh5ts0zSHHgncvlIuvE/SVFAgnuSS00Nd8w+6yp710ClPOiK8bJnPimQC9ZYG54eRTzTOBBxgHbQGCBfhEMEeiythAR2Ax/QynBEmCeOWLtOc603W6HOnc/JxsZQO+YM/ouKZAW1H7zHL7LdwgenTF23IHc4zN97Zk3gkH2DDBGZNjtoMscNg+byt9229dxqzYC0j/mNjc3F17E8u1vfzu83lvaZlf6/b7Onz+vtbU17du3TxsbGxofH9e+ffs0MTGhhYWFICiVSiUI2dbWlg4fPqxPfepT+vSnPx3Oi/bovlwua3Z2NqT1Dx48qPn5eTUajWD0Zmdn9cu//Muan58PbNbGxoba7bb6/b6uXr2qs2fPqtPpaH5+PjheBGxtbS0C6KTosUTZbDYwoYAcP6N3dXVVzz33nL74xS/qpZde+ukuzs9Zg53CMMEoY6QBz2QBiPKduYaR4WgnMh+wDQRv8/PzoWSHFwQdOHBA09PTOn/+vE6fPh1eotJsNjU3N6dOp6NPfvKTohTqrrvuUq1W08rKilKplJaXl5XP5/Xkk09qcXFRk5OTQRZfeumlYFDb7XYAPmyqSqVSWl9f1+HDh5XNZrWxsRHe5Nnv91Wv1zU/Px+OOms2m1pZWYlkOp555pmIQfT0MiDNNxNJCi+rkbaPqGQPAZkkmAwvlcBoAwL8frCCpPB974KzGjgR36yFI8RhOoChORtYKBRCP/y0BkmBiUHPeL6fYEJqm/H4edB+qoaXWniaHSdFyhuw4nWWAIRarabFxUU9/PDDoZzLx0qfsZeeKmeeEomEVlZWdO3aNZVKJRUKBb3xxhsBvHAUm9fxDwaDUEvN/B86dEjZbFZ79uxRKpXS/Px85CSE/fv3q9FoaHx8PIyZeSeAQ44lhX0IlUpFe/bsUSaT0crKivbt26d6va7NzU11Op1Qaw1TPjY2FnSe8WFLOarMmUfWnz6NjY2pVCoFkOB2F3nyEgLWBPvidac8gzmAbHEQBCDjXtSfO/BG5giGADReirEby8hP7u06AaChP55l8rOpkWtKObw8hFI5xocvQlYajUYkS+Q6S6AL4E6n04GkInvj9dSspa8roM/njnXx2lyeSSDvZUPYIe4bD2793oBk5rjX6wVb5icSAWgZAz8Bn9jLQqEQMo/OkhcKhZDdcPYW9pt15t4EhIBk/Js3bIwfRYheY4vI8PB9ZMJtM/eSFLF7HpQRZLqu8RxkL157fjttBKR/zC2ZTIY3P+FMeEFFuVzW+973Pt13332am5vTzMyM7rzzTo2Pj2t+fl4TExN6/fXXtba2pvHxcW1sbKjX6+nQoUOan58PG2ra7f+fvTf7jfu+zsafWTjkzHB2zsadFClSlGRt1uolcevACYIuSBokBZoCvUnbixTtRW/Si+YFWvQi/0GQFkjaBAnQBg36Ok1sWGkcSbbjWKJWUqK4DjkrZ984++9ifs/hmbGTOu9bu30TfQBBEjnzXT7L+TznOc85nwOMjIyIwbFarXLaV7PZhNvtxpEjR+B2uxGLxWA0GuHxeDA0NITTp09jY2NDwAgPJnC5XKKL5iTc3d0V4+VyuWC1WuFyuQCgxyjTCHMRcBNmaJg1sbPZLIrFIkqlEpaXl/H666/jw9Sr/09rBDUA3gXAgN7MeaC3BBMTRbSmkpsO9W9aJuD1euH1egVcA0AsFpMDTjhvWHt6b28Pjx8/xtjYGG7fvo2XX35ZgMv8/DwKhQK8Xi+Gh4fFgLrdbuzt7WFiYkIqfpw4cQK5XA6VSgWtVgsLCwtIpVKYmpqSmr71eh0zMzNywEu9Xsfc3JwY58nJSQwNDUlS7ubmJtrtNv7jP/6jB4CyjjX7iiHWfvmCDonb7Xa43W7RADKXgWPAw45oxBnx0WPDjazfYOuNjgwiQ/w6nE/mRde21mwIP99fZ5xjrgGPZsU4r7RGmln93NS4CXEu6eQp/XPNANHu6Mx5AmzNsjabTWxvb2Nubq5HfgMcysDK5TJ8Pp8AMv7OYrFgaGhIbCcB6PDwsLxroVCQ/BCeaGi32+H1euWEzUajW9GF/VUqlRCNRuHxeATwRCIRAJA5zTGOx+MYGxsTQECZBskCMo/MS6GT63K5YDab8c4778BkMsHpdArBwfHmXOjXl3K+sO+1BIPOEvtRjyH7TUdLAAjA1Hp4zWqyMdlLg0G2fkCh7QojYpSg8btcF9qRZYIo54qWe2jZiyZveGCUjrBprT4/xz2HfdZut6U0Zj/DyH4jK01gy8gBHSZKSyjD4LzmoTAEkHwHgket/+Z+2D8uXGMEsjqyCEAcc5JibLQ57F99PcrTaCsoZ+C+wfvQwaHzQyeR78XfkTUm282x5D24LjlGBOucD7QLtD3sUx116rd1BOFcU0A3+kqSicw131nXxebc5XU5dzVzz+/x/Qjey+WyfEeftfB+2xMg/V/cTCYT9vf3E5EdOgAAIABJREFU0W63cfHiRRw9elSkDj6fTzZtv98Pp9OJmZkZjI+PY3BwUMp+BYNBKZHHiVGpVOSI5lgshlwuJ6zg3t6eSAQcDgfsdjuy2SzS6bSEP8mszc3NYXp6GuPj4z26MgAiRdFAbnR0FA6HQ8A7jzh3Op1ySmOj0RDngeEfLrp6vY58Pi9SkWaziXQ6LdrIN99885eetL9KTW8ATKoh00wDrUOWrNmtgYlmqAnY9PGsjUYD8XhcwCMzlLl5HBwcwOl0SomwsbEx+Hw+XLx4Ebu7u/jKV76C559/Ht///vdRq9Vw48YNmM1mRCIRNJtNqe7BGr+3bt0SAPPNb34TPp8PqVQK7XYbP/vZzxAOh7GysoJYLIaVlRVMTU0hm81idnYWuVxOjkTmM+/s7AjLPTQ0hPn5eVitVrzwwgsSueH8a7VaUpGBzgGBM5PPBgYGxKljv7GvOE+B3nrs3By4QWiAwA2EBpv9zL7nZqqZGq47fcqb1iHSyNNRILji95gHwXXNZ+O1dSNQ0aCbz6o3OM2u0TZwoyGAKRQKGBgYkLwOyhA02Nb66Xg8jlwuh0984hM92kS+Kze9wcFBAaCUNenQLvva5/OJ/rZUKiEej8NgMMDv96PRaEjEbG5urqcfYrFYj3aW647PY7PZMDExgVdeeUUSdJmIW6lUEAwGRRYQi8XgdruRz+flD9k8OhaNRvfUxenpaeTzeWxtbUlfcK7pyhr8Pu2vBrvc4PsrHrARkGmnnHOYiZnAYZIWnUmtK9UaYEq46GRxfuvT9ai91iyzjqjwPbSjxmdjNYr+JC9KbfT1rFYrbDabHF9N4MuIAuceI1V8Hw1cCczIlpOl5fvy9EJGDYBDZtrhcAA4THjk2tO2l++rdc4EebTj7MP+pGjK9ng9gjyudX0wENcg+4waac5zMsh6DWrmnc4p1x8bWXd+R4+XyWSSiCDZf76fjtL01zznXNY5EYwIcNw5xtq+kBjUdogOGL+vIzHsW/3cWr/N+aL7V7P5nJ+UiHAdMVr/ftsTIP0BNKvVisHBQXg8HiSTSWQyGaTTaTlAgqGKwcFBBINBeDweCcfPzMyg1WphcXFR9Ew7OzsIhUJifIxGo1y32WzC4/Fgf38fgUAArVa3Du/W1hacTqcsEpvNho985COSeMIwMQ9y4CTj/2nQkskkbDYbjh49ikgkAp/PB5PJhGw2K8aSCWjc6GiICYgGBgZQKpVEYsJM993dXTx8+BBXr16VUlW/To0sBI0IcFjCieDNZDIJG0LvniceDg4OSp/yejpkTINqNndLGE5MTEgtXdZV5jjX63XMzs4C6MqTNjc3kU6nsbq6ivv372N5eVnm3uPHj+XaqVQKzzzzDPx+P6anp7G3twe73Y7l5WVYrVb8zu/8DoaHh3H+/Hm0Wi34/X4Yjd0DWv74j/8Yx44dw2uvvYZGo4FoNCp94nQ6hUHk5nf69Gkkk0kkk0mZu+12G263W/qI9deZI8AoiU7ysdlsGBoagt/vR6vVPZ1sfHwcLpdLGFuyJgTF3HwpQ9AJcTr0TKZFJzMRhGg26L0iCHqD4LgVi8UeCYgOhbfbbQEQ3BB0mJMbtNaoEozxWdm0flcznQQSlEzo0L2WB+iyeXx/Aozd3V3k83mMjo6KrXmvViqVZDPTjgs3/oGBAdFo2+12bG1tYXh4WKIG4+PjohMvFouSaM2+5gEudAJYsYU18jOZDObm5uS4edaQZh3esbExbGxswO/3iw1lJRmCKybbBgIBnDp1CmtrawiHwzLWOqGLNcw5VnocOf+0I2U0GuXkPe10cb7QMeR85Xe1rlmDTJ2QxzHlGuIzaoedc04zx2TVNUOtG0E3AQ/XKe9D4oWAnICZEQAmi/FZ6AzyZ5ql1E4G76ePY+fzMzmOn9UOl2bYuS6AbkSP7Gy/DEVXWtL9xjWlo4eaPecY9I8/0D3Rk2CQz8pn57PxGry2HistydJ2pd9ZJ1HDPuiPrNH5p05bOzOcU5xf+nu8lraR/JtjrZ/LZDL12Br+TDvoGtjqseZcZ3RcR0x0hIV9yPnC+U7ChHOGc12/y3/WTF/+8pff94d/FdpXv/rVL3/hC1/4QO/BIz4ZmqEGand3V449ZjJMo9GAx+ORCVCtVrGxsYFIJIJOp5slv7e3J2XAyPTl83kJm5M1YnF73oeh0EAggHPnzsmEJDuTSCRwcHAgkpB2u1t9IZvNyrtwgvt8Pkmy4KExxWKxZzECh+wIDRy1Zlq3STaBoXjWFK7ValJb+Nehfe1rXxNDx6QMJkZwQXOBayZN18bUGlxtODkmdrtdwnx6nvAUwk6nm63dbDaRSqXg9/uxtbUFo9EIp9OJixcvyimc6+vryGQyOH36NCqVCi5fviylh1ZWVjAyMoL5+XnEYjEEAgFsbGygUCjInP3JT34Cq9WK69evY3Z2Vg61sNls4kCykWXSUg19olsul8P4+DgqlQrq9TrK5bKEclnybHh4uEeewGgKr68NJVkIp9OJR48eIZlMykElHAvNaGinhc6NDsNTl6grMQC9ch2t/wTQU8ZKAx4ditSbOZlLzhfOE9bpJRjmgQZ0ArhhkIXpPwSI/d0vD6KNYP9pRlmzYBpUE7gzedRkMmF+fh77+/s9a6G/b9+rcbMkMBkfHxe7wwStQCCAfD4v/Z/JZCQScXBwIHMjGo3CYrEgn8+Lje50OgL2d3Z2kM1mEQwGYbfbRXdNgLu9vY3Z2VnRSvOdM5mMzBtKkwjoSqUSHA6HlNzTEQKtM+b4a5DIOUBQqDWd1ANrVlFHLkwmk4BsbVc4f/gcvDejHHSaCLb5GX6XfUq7o8EkcKjPZt+ypKFeTxroa0kBG/uO1+O64XOyLKKWRPRLrvi+/J52HNgnZE71+mSCmo4K6r7jnAQO8wr4fzqtXBd6zdCpZd/STpRKJUmEpT3Rz6plLdoB0g4716SWbenfaUDPazCq1C890dfhPSiHYfSApI+O7nBsaFe1U6LHWdt2gmSOGZ0pXkM/q+4X9gn3x/cacy0jIXHC59TvRieBnzWbzYhGo/jSl770v97TIKn2hJH+ABoXGgX7qVQKe3t7aDaboks1mUx4/PgxDAaDMCDT09OigaSXWK1WMTY2hng8jitXruDYsWOYnJzE+Pg4rl+/LovdarVKxRCeuMXNvlaryclGDMfzgIxOp5tA6Pf7sbq62lOjmvq6g4MDZDIZlEolKUHWaDTgcrngcDgkITIUCslGRcbb5XIJq8Dv6VA6J+5PfvIT3Lp1679z2D70plkEGhk9bgDk6HitS9O6SAJAbgh646HEg59rNpsC2FOpFHw+HxKJBKxWK8LhMPb390Wz6nK5sLe3hwsXLsDj8SAcDsPr9Upi1oMHD1Aul3Hz5k3UajU8//zzaDabSCQSuHjxIux2O5555hmcPXsW4XAYBwcHeOmll7C/v4+/+Iu/wOPHjwEAs7OzmJiYwMzMDGq1mmj6vV5vTwiS4IrRDovFgt3dXQGpLJHGDanRaMDtdstmz7XIUCo3TxpSAp1yuYxwOIzFxUXZXNh/NLC1Wk0MMRksMovvtRnr0K1m5XRyHx1vsjzcgLgO+XmuRwA9iXEaTHPjZt/RAePmw37Upak00GD/EITp+drPivN6ZH6YU6EZTJap0nW2WatcM0AEkzq8rUP9nU5HkkIZ1eO9/X4/6vU60um0fKfZbGJ0dBTNZhOZTEZkIXa7HWNjY1JOL5/PSz3yhw8fivba4/FIYi6TtNxuNwwGg+Qb1Ot1LC4uIplMyvvQ5rHW9dDQkESRSKKwUgz3CS0T0ACJTCvnEO0v2X46VpQAaL28BlmUFHJ/YX/zpDrOMQ1uGA2iPSHgY3ifjDLvp0EI7RB/1j93aKs0O8m1ok8I1WuPn+d7GgwGAZw6CqKZSz1/yBLrhDztsHO9cP0NDAz0lOnjs7DvGYVgZIyyBJ1nwHfTTrE+UIZjTfJK583wu1xbtBXvBRB1/2pnR88B6oDpGHCc6HSy3/S64/oEII6nwWDoObmTdkSDZk2c6fwSPq9OmtRjTftBwMu+4tzQThjHl0m8ZJn5TtzzCOr7HXGy2Xxe2jpeo98x/EXtCZD+ABoXZ7VaRSqVEkOyvb0Nh8MhPx8ZGUEgEEA2m8XAQPeUruXlZbTbbSQSCSSTSTx8+BB37tzBzMwMgsEgPv/5z+PYsWN48OCBMM6UgeRyOWSzWYyMjMDlcmF6ehqt1uFR4gx5nz9/Xn7GDSmTyfSE8jgZafiY2cvQUqFQEP201WqVUw5Z9o5SAlaJoPHVjWF4Zrr/vJDvr2rTxlUnETERiQZIG029+LV3TydFZ06TCQS64+fz+aRe78TEhMgiyIJQjjQzM4Pl5WV88pOfxN/8zd8gmUzis5/9LAYGuicfJpNJnDlzBrdu3cLf/u3fol6vIx6PSzUPFvkvlUq4evUq9vb2cPHiRaysrODpp5/Gq6++itOnT8Pv9+Pv//7v8fDhQ7z88suyaVEexA0I6BpMahndbreEAelIpNNpcQpcLpfMadbBTSaTPSd59Sfz6UoNLpcL9+7dk5A+cCgDoGHmffl9HRo3mUw9vyMLx/HT2l8yKay9TSClAQfD0/2AhBs6709gTbZJa4F5EAWfiaBcbzI6u1/rMoFD0ME5qwE0f8+/CaTJVOnr1ut1bGxswGQyIRwOi72gA0BZmWbHdBSBIWbOCeZnFIvFHhb14OAADx48kD6amZkR9nl3dxcAxGkjsCahwI3c4/EI+2Y2m+XwrGazKcmxTqcTmUwGly9floRufTgPpXbMXanX6xLJi8ViPZpX9qsGygQNBIDsSzo6rIjEviJ443cqlYqwxgSMmuWmVETPN51EqgEjHT6W6yRoJ/DkvKLtIbgkwOUYtdvtnqO9tS3rn9/AYUI7nUX+n8/JuUrQTgAJoCfPgO9I+8h69DzwSjug+lAb/oz3JNGlHQq+M59JN74P16JO6uS6cLlcGB4e7kkg7o9KahCv91K9N9C28fl0pNLhcPTYCX6WtoWMv86bIiMPQCJXnFu0bWzsf76/ZtA5BuxTjku/M0DHkb/TyYPsZ/6On6MTqW2htnUcO50XwvtyPev5xfF6rxM9f157crLhB9RKpZKEM8l47O/vS7iUm/9zzz0noHlvbw+tVrf6APV9xWIR1WoVv/VbvyXsn9frxbFjx5BKpTA9PY0HDx7gwoULeOONN3D37l1cunQJ9XodmUwGExMTmJiYkONKw+Ew7ty5g3A4jNXVVQn9RyIRrK+v92RTs+Z0IBBAKpXC0NAQvF4vYrGYMH/NZlN0t4FAALlcTsBHq9WSEmNra2s94RSzuVvlIZvNwufzwWw244UXXsBnPvMZKQT/q94uXbrUwxJ1Oh1ks1kEAoEetpD63k7n8EAMGjddVotGluW56BiRRW61Dmt+OhwOZDIZOBwOJBIJ0ZqyXGMgEECz2ZRKMW63G5lMBsPDw1hdXcXzzz+PV155BU6nE7VaDWfPnpX6wiaTCWfPnsVbb72Fl19+GZcuXcLg4CAWFhZw7do1nD17FteuXUOj0cCJEyfQarUwMjKCeDyO8+fP4/bt2xgaGuo5tZAbbiAQAABEo1HR4HNT5GbG+r0jIyOoVCpwOBySlDYzMyOyAh32bDa7x3vncjlhCwk4qNfWcgx+h5sQZVwEx5Q1MXeAm5eWbRAoaT2fZlD0M3JD4L8pU9CMn34XfU2gtwwa5xVtETcdgjY9HzV4IWPK79tsNinbxsaNmHORiZ46vMuN1OPx9EhvdM1e2khek5sngSCZUdY/104Kn7fdbousjACGSYrhcBipVAqNRuNdx4VzA9VRBcomhoaGkMlk5FhjlvZjCTwy1ToxLZ/Py8mJZExtNht2dnYQDAbh9XqRzWZlDbvdbpF+cNwpkWOCmWY76QTr6Ae/y3dhJIsAl+OiWWGCXm1fdEgcgORlcO5pSYAGcpSScVwIbnktzjkmjlJLTLKGFST6x0BHkjhvtKOp5zwAGX+uWb1WeB8AkojKvqjVagJs2a+69jTvzz7W4L3/PgRvtCetVktsjHZKNAGix5nPriV/fE/9O03M9Efy9LNoe8Tx4vvoPCyuTQ1KaV/4MxJs+nl4Hw2SdSRE52mwP/SY8b6Ux+j30Qw75wLBtWa5+yNZHAPNMvf3KftIy6du3Ljxvo4If8JIf0BteHhYQuWVSgXpdFrAjM/nw+joKD7+8Y9jc3MTqVQK0WgUo6OjknBD5pe1opeXlzEwMICjR4/ii1/8Iq5cuYJarYa33noL7XYb//Iv/yKb2u7uLrLZbE8dXiY2NhoNXLp0Ce1291CBqakpWUBkh7THy0xfSgJ2dnYwNDQEp9OJ06dPIxQKYWZmBoFAAHa7HRaLBXa7XZ6/1WphfX1dFp7JZMKxY8fwV3/1V/izP/sz/P7v/z5MJhNyuRzeeuutd9WY/FVumunhgnc6nT2MhE4a0eCHhoJSGjIrDLVp9pBGoVQqSbIfT7isVqvw+Xwi9QmHw7h48SLu378Po7GbTMQqM4VCAcePH8cf/dEf4fr16ygUCjh79iwWFhbklLdUKiX6a7fbjenpacTjcTidTmxsbMDpdOJf//VfUSgUYDQa8eMf/xhXrlzBtWvXsLGxgZWVFQCQCg4M5VssFuzt7SGXy4nhZ0UOu92O48ePSwm1SCSCpaUlpFIpBINBOdTIaDRK9If9eu/ePSSTSVgsFoTDYSwsLAhbz3A9AYgGABwTsnJWqxX5fB7AIfAjiCa4BNADKAG8C/By8+H4amYZOAy1EnzwZ9xotNZVA1yCQL22+ez9DDNZOI6/3nwoU+AcIuvEiAo1xBwjOuXsE85Lp9MpTCklJKFQCNPT01Jyjptsf7ksjgE15Qzv8j2BwyQpu93ew2zSGS0UClhZWRFA2G53DxNqtVpIpVI965R93mq1JMpRLpcxODiIUqkk+mke/cwSk/ye1tfqmtSBQAC1Wg2bm5s97COZc4IvsmRkxbXUiwCs1WqJLWD/kPUlyOPYs/Qbo1MEbpwT/WFzPhuBJ3N+eC39eZ0cyHWmnU32NQE9WU0Ntjm/OccpZ+Ea1CBaO1l6j+G67Y/mkJUEILkE7At9KiidP843rjECXCZI6vVCe83xYJ/wWSnB45ykY62BLOcpASL7is4ir8v1yfHimue9aLf1c9AGcV1qeQ6jchoMk8Sh3WJEg32kI0DafnCt9ktEeG+OldYka6ad+1a73RYboe0jHWbaPx1N1GtWP4MmjLX0R9sm4LC2f7vdfhdJ8Ivak2TDD6g1m01Eo1GkUink83kBBJyY1DR3Oh3cuXNHjjwulUqSdU52plKp4JOf/CQuXbqEl156CRaLBVevXoXBYJCSSgsLC4hEIpienpaFxbB9pVLB/v4+Tp48ia2tLaRSKdhsNoyMjGB9fR3VahXBYBArKyuyWLTWihsfQ6ZWq1UAOjcyGkN6cwyNJhIJ2fCcTic+//nPY3p6GvV6HT6fD61WC9vb2xI2ffHFF39tGGkmG+p+1lnhNNI0MNycdHKYDvHTyHHzYjMYDk+ajEaj8Pl8yOVycDgcEjWZnZ2VUyt3d3exsLCA3/7t38b6+rqUH2KS4tmzZ3FwcACHw4FyuYyXXnoJ3/72tzE7OwuzuXt6IZmaY8eOwWq1YnR0VByxZ555RkKPs7OzuHnzJo4cOSKJikzS0qHtSqWCZDKJUqmEQqGAQCCAYrEoh17cv39f9JJLS0tSlqxcLku+AUE1N/VEIoGTJ08K6PJ4PCiVSsjn89je3ka9XofNZhPtI3Do9BBUa8OvNzOdFAT0Hp+smU99wh0Nvw6Ja+283tS5Tvs3JIIeDdA1A65/xvfRWkq+FzW+/K6WndRqNYlccZOy2WzCKOtn1SCGrBRLyvE9OEc5xkwY5WmBWrupKwwwzEz7w/7TSWQaeDFaQSA0MjLSw8AFg0EkEgl4PB4Ah8ev870ZfdNyD7fbjUQigVqthmAwiHQ6jWAwKPenLtXhcEiZUoPBIDaRUZNwOCzvQPuqwYeuZgFAwBrnHIkLbbtpj/l/vgslNkzSY7kxAkiOvXYgAIhzo0PtBK26cgLnIX9PgKrnJvunP9rA5+QapbyE+4o+zZHzRo8zr90vC+v/Gec+76f/3a8tJlil9EhLcNgPJCx4P82Ac67yOfk+OgpCtlsDvn4gr51IzTTrtU7SROdccJ7oPiU5wOtwXunrcZ7wMz8PFOu+0t/l9WjzNNjlzzl/KIdj5IXPQZulIw58V91/2pnTwF7fW4N9nWfEMdERIM67J8mG/83NbDZjcnIS7Xb31LR0Oo14PI5SqYTp6Wl4vV7s7u5KuI8HAZjNZskOd7vdOHbsGP7wD/8Qp0+fxrFjxwAAmUxGyt9NTk7i5MmTuH37NiYnJwF0j+U8cuQI3nrrLWxubmJjYwOxWAw//OEPMTs7K4er7O3tYWpqCufPn0cgEBCDQEBFLVu5XJbEE24C+tjm0dFR2Gw2JJNJrK6uIhaLoVqtSkm+arWKz372s/jzP/9zDAwMiDacmycNPpPIfl0a+5esHDf7/vATmQkCZG6AOqvZbDZLFY5arYZCodDDTiaTSYRCIUmi4ya/vr6OQCCAUqmEf/u3f0MkEpF5efXqVUQiEbRa3YNUWE/361//Ora3twEAV65cwY0bN/D8888jEolgZWUFwWBQKsO0221ks1kkk0nRoO7u7sJut0uVjHPnzmF+fh4PHz7EwcEBlpaWBBTv7++LdGhxcRFGY7cE2Pr6utSGNRq7Sa2ZTAaZTAaJRALNZhN+v18iLSaTCWtrazAajXjzzTelrBkrfdCgA5DwKp1HvcFpthVAj/ZOl1rj+BKoEFxo7SHBlGbiCIgIZji+/D3ZKm4sdIQ4P+h8cOMgI0lnAegN83KD1UCcz6NZVeoJgcPNT4M5DczZTzrxTW/arMnLTZqsO4/TbrVa2N/flzk7Pj6O0dFRqZ6hAS7BBdcP9f7BYFCuA0AqIXC9aaYun89jbW0NxWJRkgM5vnzPTqeDXC6HRCIh0igmEBqNRkxPT6NarcLr9UplJraBgQE5nZFyNwLXarUq/ayTq+gwsD9rtZrYYIJZ2k8AkkSpnfF+EMy+4rsRsGgJAYGMdjiAQ+01HTiDwSD66v7yaVxDnBdkYPsdOoIgHSUhEGTfa6BE/Sy13xog99+fjVIa7YCwP3g/DTg1G8p1wc+SGdf/phPDcdZEiHZqSDrxnnRSuU44L/X65O81QOf7k6XW/UmGmM6kluRo55lOoY4m6HMgNGuvTzfUmnYNorV96o8asY94HS3V0Fpulp/UMjCOl5Yb9TPEtG26D2ir+FzaqeF4afDc76hTlvfLtCdA+gNsLpdLEgHp6XIyF4tFbG9vi945FAqJoedpWfV6HZOTk3j22Wfh8/nkuhsbG6jVukd4c+Odm5vDwsKCVDBIpVI4f/489vf30Ww25QCBnZ0dkWnQA2S4kR47a1hyQobDYZngAwMDchJevV5HNBpFMpmU9/L5fFKBwel0Ym9vD9PT0zhz5oxk1LMKSCqVQrVahdvtht/vx8TEhLBBv26NBkKzzJrl0GCIhlcbbAJs1hbn5sMkM5PJhM3NTdmETKbuwUHnzp2Dw+HA2NgYRkZGsLm5KVVe6NBtbm7iH/7hH/D222/jxo0bok1mghZPoDt//jy++MUvSoLTtWvXsLOzI3P68uXL2N3dhdHYrcoxNjYGAPje974nyaZzc3NIJBKYmJgQMFwsFgEcsjrNZhNHjx6FyWTCz372M2QyGQDdJESLxQKv14t4PI5sNouFhQVYLN0jyMfGxnDjxg1MTU2hXC4jm82i0WggGAxicHAQt27dQiaTESCxvb0tIFtrBTUg5pixAoJma2isGa0hGOB49jM9AKQUob4n54DeGKnJ1vVQtQZQs3waaPD5CYZ5P26qWgrEzZNMqQZJGtATEBK4850IzHSomECF7DCfj+/FcD6TO9fX17GzsyNOYr1eFwcjk8lI7gcAVCoVAZv379+XHA/KEFhxgM9DJ8zn8+HUqVNylHez2a3NT309jw73+/2iiWYf5XI5uFwuucfU1JQApcePH0tU0O/3w2w2w+VyiXaeOQljY2NydD1lgMyFINOrS4hqhpRsNYE+5VocY+08aWeIuQUEF5w/WpagGWMAPYeesL+5Z/B7OmzO79FZJGjm/OC86ZcT9YN/zfryHlpWBaDHFvI7nLOs1tMPugjumYOiS1TSyaRjQhvL+7EWvZ6/nU5HiKF+OYEGm9qh1H2lATPvp1n+oaEhca747prl7T+6W0tFNADlmtEEAfu8XzrTL0Hj87GfOI79ZINmhg2Gw4RA7l/8HCU4dCg5z/T3tUNBkK/tLP/ujzjw+XQf0b6xv9vttjjOHGsttXy/7QmQ/gBbLpdDPB7H9vY2CoUC7HY7Jicn4Xa7sba2huHhYQSDQYTDYczNzSGZTIq3+ejRI1y6dAnz8/M916zVanI6XDqdlgogdrsdu7u7olVtNBp44403YDR2DxygEVpbW8Obb76J1dVVyS7niXRkenRFg3q9LqfAsTRaJpNBp9ORwwfIBHGDZKm/eDwuB8HMz8+L7rVYLOLu3bv4wQ9+gOXlZUlampqa+rCH6L+1DQ4OCrusjSqNhQ7d8/Nk92iA9KZTr9fhcDgkaQc4BOA2mw3BYFA0rgQJ3AyXl5fx3HPPIRwO4/Lly/joRz8qdXL9fj86nW4W/8LCgmTfk2k6ffo0zp49i83NTfzTP/0TBgYGMDk5iampKdE61mo1vPrqq5iZmYHT6RSGJhQK4cKFC7h//z7MZjN2dnZQq9XkZDoaaIPBgGKxKMl/d+/ehc1mw9NPP41cLidyJc1IOhwOJJNJ0S6Xy2VcvnwZqVQKTz31FI4ePSqVGRhhsdvtGB0dxdbWFmZmZqQ6iB4b4JD50KyGTrrRwJQsD0EagB6Qo0NrGDunAAAgAElEQVSK3PDJ8umQONlDbpD6JDg+DwEzwRbBSD+AaLVaoqvns3Ce6c2TDA6TOXXiZ79cg+CP3+W76efSoXQN3LjhcR4zkdnr9UpCFgGX2WyG3W7H1NQUXC6XkAy0QU6nE8PDw8LOkf3XyWu0X9TqFgoFDA8PC7jnYT6NRgP37t3rcQL0e7CPY7EY8vk8otGorCvO+1Qq1UOk8DqUSpFZLBaLKBQKGBwchNvtRqvVzafRbD/rtnMcnU6nHOZlMplEB0/boUP4Oiqh7QyfSTfOF4J0Pi+vw3fgHNHzh8BaR1p4Te088nNGo1GSowlM9fwDulFWAh2e6EngyHVCcMn3opNJ5lM7FQTuAN6ls2dfE4y2Wi1h/vv7iHImfofvS1Coa4BzrvEZNCPNNaKjEFquR2eC9+R64fojaUIbpCMPnKe0VRwDXRGDwF3bGj4nn11HuvQfAlj2OZ9BO/b8jL4Hn7sf+Ov7a1CuP8/P9ZMHtL26HKlmpvX8IlnRD9j1c7zf9gRIf4Dtpz/9KV5++WVhnq9cuYLjx48jl8vBarVifHwcJpNJvHIe6T06Oor5+XksLi5ifHy855qvvvoqAGB9fV0SClwuF/L5PBKJhJxJn8lkMDY2hnA4LGzH/Pw8SqWSSE5WV1cxPj6OUqkkoXKeXqa92UKhIKA9mUxKAqXNZsPBwQF2d3dx7949NBrdY3ErlQrcbjfa7TZOnDgBoMvOj4yM4NGjR3jjjTeQSCSQSqUwODgoNYkvXbr04Q7Qf3MzGAzifRPMaZ0pjRwNNI0jpQK8hi79A3QrxpABMBq7+kxKam7duoVKpYKHDx9KdRCv1wuj0Yjd3V0cP34c7XYbjx8/xsrKCvb29mCz2bC4uIjFxUU52a1er+Opp57CO++8g0gkgm9961sIBAI4f/68HA2dSqVkI9vb20MoFJKw9ebmJs6dO4c7d+7A5/MhEAggmUwiGAxifX0db7/9NqrVKjwejxg5PqvNZsPc3ByKxSIePnwoZazcbjcGBwcRj8dhNpvhdDqlKozVasXt27extbUlVU2osy6XyxgZGZFNOh6PC4uojwzvBx4afOhazxxPoFejrNk8AMJgM0lSs8Y65K3ZIo67rp3KDUUnE3Jz5v2YNEhGiDpA3qfRaMi76rCtvi/noNZ0au2h3nh0hIWbdKVSEVBHhonAvN3uZvNT9kEGtt1uSwIf+4vrI5FIIJ/PI51OS2IhP893brVaciw8k6/K5TJcLpeQGxwLs/mwrBqfkfKjYDCIdruNWCwmJ8bSGXQ6nRKpKxQKyGazwpxqwmFwcFASW3k+QKfTEfvKvvV6vXC5XDAajZJ4mE6nxdnujw6QfKGDRFC9t7cngItggWOrx4Zzph9kMKlQjy9laGT19Drg/OY1+P4Eee8lwdDJrJpJ1gCNTUtQNIjk/CRLzfnMecLr9EtbuD7ZD/q+2mGmZEInzvI5LBaLrH3Nmmv2Xvc7n5VOJD+jnR39DpoV5frjs2jHl32r54buV45pvzOonSGOC9cdn5t5FPwZP6fnBR1ovjt/xzKQOvlTz0ECV0aHOK84Nrzme7Hjeoz0/OU1dcSFc6d/zmjni8+jr/d+2xMg/QG2qakpLC0tYWFhQYr0P378GLdu3cLS0pLUddze3sa///u/C2M4OTmJj3/846KJZrt9+zbW1tZgsVikDm84HJaTCVkwnbrWdruNyclJ1Go1TE9PIxgMAgBWVlaQTCaRy+Xw6quvotlsYmlpCT6frycjHOgu0mKxiGazKclbBNJkHcgMpFIptFotjI+PY39/HxcuXMAnPvEJvPTSS5IUeeLECZw4cQKZTAZut1sqiXzqU5/C4uLihz5G/91NGyOtedPjwJAjFznDyjQAzDynUzYyMtLD6pTLZQwNDSGRSGB0dBSNRgMzMzPwer1YXFzEt7/9bYTDYaytrWFra0u0zJ/+9KcxOjoqB++EQiFYLBb4fD4cPXoUV69exerqKu7evQuLxYJr167Bbrdj+v9PJj1x4gQ6nW4lEkYoZmZmUCwWcfLkSRQKBUxOTiKRSKDVamFychJ3794FAJw6dUqy6QkCGDHJ5/NotVpIJpPwer1wu93wer1SJ93v9wvwYjmyx48fIxwO4+TJk6LtjMViknAWiURw6tQpGAwGXL9+HVNTUxgYGJBDifSxyOxbGu1KpSLgi1GDdrt72qHD4ejRCDPBkMmbHE8a+f5QOZkYsomaWWk0ukeoE9CyOgQ3P95T1+TmH36fjhyTfQD0sMeccwT63KA068amq1NwE+OcJnDg/fR9tOaTc5bsFgEwv0OJGQ8RIfilM2IymSRBlO+uKxQMDg5KyTzqUql51tUruAHv7+8jGAwKe3/y5ElUq1W88847ePbZZ2E0GlEqleB0OgUQ0K6Hw2Ep8ReLxWQdkpSgXbVarRI1bDQaGB8fRz6fx8DAAKanp5HJZISFP3nyJHK5nDwrmXSWa2NZtdXVVdlz+D5aKqLZUY51vxxAs+gcd+DQATQYDD1glffRrDAAAfcDAwNShYEgUDtvBDzadvHZCM7oMJRKJbGBBD2cx7SFnIcETfysdkJoe3kPAsR+sM38By2TIEurtdWa3WcUSksS+D68L5+d0Qu9D9CZ0f1PB60/T0E7GcwzYESiX69Mp4MaeC2VYTMajVIxhWu1H1j2RzNIkuhIna5Tr69PBp5jxufVNkeDbTrjmn2mrdUsMm0N5zDHnfOb46f7Xb+PJqz08/5n7QmQ/gDbkSNHcPr0aQEAWuJhsViEQRsaGkIwGBRgfOHCBQG9uj169AitVgvRaBQHBwfweDwoFAp47rnnYLfbpSawydQtr/Qbv/Eb+MxnPgOfz4dXXnkFX//619FqtZDP5+F0OlEsFqVCwY0bN96llQMOjRnDejR6zWYTq6urMJu7x+Jq40rD/7nPfQ5XrlxBuVyW5DQuBlbtYAWKhYWFd4XRf9UbvfD30pjRkNBY6yQN7X3r5BkeqGI0GmGz2RCPx+X7hUIB+XweDocDLpdLEqB++tOfSs3lv/7rv8bS0hLMZjPeeOMN/OhHP5IEMOqvyZjF43GMjY3hwoULOH/+PABgYWEBN27cEIY4Ho8jHo+jUqngzTffhN1ux/379yXh8cGDB3JyYygUgtvtRigUwsTEBO7cuQMAwpzyhELgMCmETGOn0z3QYGNjA+FwWIAt2ZByuSzyFqOxm6xYKBTgcrlkHa6urqJYLCKXy/Uki3FMCMLYn5oBI2jlBsc1o4Eam2aBeG1t8HkvjifflyFfrj9eV7PV3NR5HUotdPUNrY8eGBiQQ5c4l/p1gdxY+Owsh6bZIDZtP7gJ6QROs9ksCXr8rv5Dho6gRjPX/DzD6NR48t/6YBeWPNNyBj4bjxJvtVpwuVxSAo6hYJZXJOCkjInAs1KpIJvNYnFxEW+//TYqlYqwcJoJtFqtSCaTKBQK8u4Ew4ODg1Jthv1P8D87O4v9/X0BLaurqyLPyefz0keNRgMrKyvw+XwSbep0OshkMiiXy5ifn0c0GkWr1ZLqOsyN0dpRzWRS/qKZTD1H+6UanEecJwQ8mp3UtkyDUb22DAZDz7zQjXOTz8Q1QMmJvj4BMFlPOqpaFsDPaVkC30cnuvOz/fNYPxMBqwaSvJeWUWhGm033CR1t/TM+A6+jdevs2/7TUHV0knO/n9nWTLKOJvUn1xFk0rZRlqZlFf2N48i+I8mj5wHfXUes+FzcB2lL2S9a267npK45r8cX6EqBdHlOkk98B9o63of/p3MIHEZU3k97AqQ/wDY4OAifzwej0YipqSmMjo6iVqvB5/NhZ2dHPGeTyYRSqSSsGZk63TKZDLa2toQZbDabePz4MarVqiRFbW9vIxaL4ciRIzh79ixeffVVfO1rX0Mul8Ps7CwuX74s7NSNGzcQjUblQA+Px4NTp07J/bSR4wZCVqdYLOLg4ADNZvdIaBowetLUO4+Pj6Ner2N3dxd7e3sSjibAcblcAACv14u5ubkPaVT+5zSGSXUoi2CFGlmyEGSoteGnYdCgQbMkoVBItLCFQgHj4+Mwm8145513RAt6cHCAz33uc6hUKvi7v/s7VKtVVKtVnDlzBkNDQxgZGZFDgTwejxySQvC5uLiIBw8eYGpqCrFYDHNzc4jFYvB4PDK/6/U6nn/+eTz99NOwWCxIJBIwm804fvw4/H4/QqEQ9vf3kcvlBIQ/ePBAZCYHBwfC3ulNkMaTcpjZ2VkJRROEFQoF7O7uIh6PY3x8HE6nU5w/husbje6pj9wcgcONpD/kCvQmEmptI5+Vz9fPwHCMOZYanBBk6dC6BnSaSeN1zGaz6IM55nrT1CCJjA7L//HZOHcIQDRo1vfifCXAZ9KqDldzPvLZOFe5oWqWRzOfBM86rMq5r5+BTDu/p0EBnQ99bbJjVqtVkgTdbre8P0Em+4an0fKQpHw+j6GhIdTrdeTz+Z6j2ScmJtBoNDA8PIxOp4OjR4/2OENkYFkFIJ/PY3R0VBJ4NftKZi0ej4vuvdlsYn19HVarVZxDu92O5eVlqUIzMjKCcrmMWCwmR74ziXFnZwdnzpyRvIORkREkEgmJDlHjrVlU9ptmUPtlO/ozlMNoLTadmH5pBkEeP6/BFOcI15aWH3B9sr/Yv5xnOrrSn99DIKXXq35PPosGy7y+lovwfbl2tZyG9ye45thpgMh78uc6EkBHUTsBnEfsH4JASpN0TgXXWr8TovuG19CylX5bqp1ZnVTJ77P8oma+tRPNd+E6pDPZn+zKa9A+apvGqif97DfXPaVa2t4wsqcdQ5IojLCxbzQJoUkPzWpzvGj/36+84wmQ/oCb1+vFH/zBHyCbzWJtbQ1DQ0OSwZ1KpaR8VblcRigUwkc/+tEeUNnpdBCJRPC1r30N1WpVPO14PC7JMswGt1gsGB8fRyQSwYMHDxAOh2EymTA8PIydnR0MDg7C6/XCarXC7/fD6/XKwRX8PTdAHZ7q1yTppjduGoKnn34aR44cQafTwd27d0WLure3h+3tbdRqNZw5cwalUgnRaBQf+9jHhFH6dWo6dAYcGnJW4NB6NW5uOsGQRlRvanqja7fbcLlcYnC3trbQ6XTw4osv4uDgQA6CaLfbWFpawjPPPIMf/ehHCAQCqFQq+PGPfwyz2Yzx8XEYDAaMj49jZGRE6qJTm+p0OvHKK69gbW0Nt2/fRrPZrRKTTCaxuLiIdruNBw8e4Pbt25ifn4fR2K0Mc+/ePQAQx2F1dRWtVvdkz1gsJowsjT4ZNRp/zUgREGiG1mQyiZxoYmICQ0ND2NzchN/vF1lDu91GLpeTtbK5uQmfzycndxLk8BnZCP5YJqw/xEnJgdYiawkH15UGM/oaACQ0SjmD3rxZ77dSqQi41OtTh7M1082qGJxrmj1juJeggKCBc1P3O3BY21VXC9CSADZuRvq+3MDIqOlwej+I473o0OtoGSMFekzYPzo5l+uMpa0YtWFOB382OzsLg6Fbd31mZgYDAwNycAflFENDQ/jOd74j8jy+i9vtlnXB+5Hl9Hg8iEQi8Pl8wu612+0eyQNrZ/O7w8PDEj3hPOCJo/V6XZK3JyYmRFYXi8XQbrcl6dxsNmNsbAxra2twOp0olUowmUwifdKSGDpvBJedTgfFYlHGXNdL5l6hw+r8GcEO7RDXBMdRR0EImrQTxooi3O9oSzSBwJMPeW2y6Vp6oUEtwT7nngbDOrrEpkE3c1JoBzjfOG81+8xrENixX7Qki2uO0gpGG/kemgjgOmT/a1mIlmjwZzoipgE7ASQ16Xx2nX+j7YaWZ7VaLTlMTidC6uegDWMfUILHe2uZz3ux4wDEhugkSA20tZy03360Wi0h+/hc+jp05Dk3dRSQ12Sf0Lb+Mu0JkP4QmsFgwKc//WlYLBaMjo5ifHxcjoZNp9MIh8NSE5fMCVu5XEY0GpVMdE4mq9UKh8OBubk5PH78GKVSCUePHsX4+LgcLxuNRuXkxIODA2xvb8sGMjs7i0ajgZs3byIajUrG+dLSkhiaX7a1223MzMxgbm4O+Xwe3/zmN2E2m5FMJvHUU0/BZDLB6/VKiJJGjofW/Lo1ggVuAGShufmTNdaRC36+X3fH8DS1bQRh5XIZY2NjYngSiQTS6TR+7/d+TwyNxWLB8vIybt26hbNnz8JoNOL27duoVCool8u4c+eOHFbSbHYrFOzs7MBms+Gtt97C5OQkAoEAXnjhBUxNTQmgOHr0KPb392E2d49/73Q6iMfjACDMLQBsb29jdHQUZ86cQSgUQjqdxsTEBK5fvy4bzy/qv5/XGPnw+/2wWCx4/fXX4ff7sbOzg+PHj6PV6p66CXTZy3w+L4wrdZ2aRWWVEo4PDbKWYOix4P+p5yVzQq2wTobhRtvpdORzdKToSPBv3p/31aeBcsPQcgSDwdBzKIZmDHUZLPaXZvE0k8z37QdJLKdIRocAVgMz1oolM6adb8orgEOmUfclGzdEDXi4FnQSEx1LVq8hs69tms1mE2fNaOwm5A4PD2NtbU0Ox4rFYnA4HGJr9dq8dOmS5C44HA58//vfx9mzZ0WeRh12uVyG2+3G2NiYRD2y2azY8KGhIeRyOXHa8vm8lAZlPX/N8hHUT09PS7nUbDYr1w2FQpiamkKz2YTD4YDH48H6+jqmp6cxPj6OTCYjdoTSB9oezdyRGSTQ1FHHfokRAAFABE28lga2jH50OocH+KTTaYkG0FlgKTrOVcpStLyADixtgB5f7ZRpUMkIBZ+L+T0Etjrqo+UPeu1wvdAx1iCRTUtbuP7J9GommSwrm76Ods65D/DntOVcX51O5135CZpcIDlDwKkBLN9ZA1e+Gx2P93K66QTQWeGcosRT55fwutrOsfFnmsXX0SmOFeePHl/2Be0r5VFc01rWwbXKiC/7gM/F+awdgvcr6wCeAOkPrXEBsmi+1+uVcG48Hhemur/lcjmsr69Lch4Z5lAohEqlglwuhwsXLgiY2d7eRjAYhMViwdjYGKLRKI4fP47f/M3fFN2exWJBJBKBy+VCKBTqOUaXE+7/pJlMJvh8PhQKBczMzKDVaiGdTsPn88kCL5VKcLlcaLfbsgnw979uTYfdaDjY/2QpWGFCG1YyqcDhBkbASWaNAObg4ADJZFIqCbTb3QOCEokEXC4XZmZmsLa21lPuKZvNYnJyUo4cNhqNyGQyiMfjCAQCcLlcUtniueeew+3bt7G/vy+Hmzx8+FAOPEmn0zhz5gwKhQIODg7kd5wfuVwOHo8Hy8vLKBaLKJVKGBkZ6Sm79386N4aHh6Vigt/vx9DQEFKpFKanp9HpdFAqlTA2NibHPXu9XsRiMWFYCQ6pZWWfagNLllobZD22BASlUkmiBtwg6EBx/HW9ac1u61C0BjfcsLXWnpuA2WzuSaQhQCGI0TIVPgtweNx4o9E9AY2An2FyVl/gZxkpqNVqMk8JcLih63A/r8NwfrvdlpA1+1eXESOjSzDJPuYmSNDG6A4jEWQB6XCwZBr7heCBzgIBbCAQgNFoRCAQEAlQJBLB1tYW5ufn5drVahW7u7tIp9Ow2Ww4f/48vvOd78Dn88Hv9yMajUoJO5vNht3dXQFkPJCFlY/IQrJ838TEBIDDkpbtdht+vx+pVApjY2MoFAqIRCI4ODhAKBQSoBMKhZDL5SQZPJFIYGVlBadOncKxY8dw48YNqQDSbB6Wa6STzj2Ac85kMsHv9wt4tdvtUn1F2x495myFQqEn0lCtVkUWaDabJZLi8/nQaDREu86KINTTt9ttOJ1O2O120VFrCQX3Ec5lLc1gv+oIRr/GV4NN/pz/1oyuBqD8jtbFa4CrmXpK73Q/6QRc9jPHm++nn0X/X9sF/kwDezpIwKGjq20Ov6PfU0f5tAOkQW5/dIuf0c/E7zNioMEqQarOV6DdabfbEtnR0gpG/LQt0aCYz6glJf3jRidG2wuOpdad83e6r3+ZfecJkP6Q2tWrV3uOAaVHzDB4OBzG6dOn38UEU/YBdDXFU1NTAgpOnDiBcDgs0ol79+5hamoKqVQK+/v7KJVK8Pv9WF5exvLyMtLpNBwOhySQuVwuTE5OYm5uDmazGRsbG5J1rifjf9b4WZ/Ph1KpJBVBbDYbtra2pOYvmar5+XkJ/3q9Xni93l9LaYc+TIMAyWA4THZot9uy2RFckKHsD9/R4NBo8nu6nmk0GoXFYsHx48dx69YtAIdGJJ1OY2VlBbdu3YLNZsOjR49w+vRpGcuRkRH4/X60Wi1sbGyIJvP+/fvCYM3Pz0vpw1AohGq1iqNHjyIajSKbzcLhcGBhYUE2VgCYnJyEwWCA1+sVZmV+fh5utxuxWKynJNz7bZ1OBw8ePECr1T2mniHuiYkJxONx7O/vY3BwsKdaSKPRQKFQQDAYlMiADp+SidUJTNwEeQw0K0IAh5ugHj9WkOiXMWiGmIwqNxId9tUsGFuj0ZC8B71hELjr6BLDl/qENm5KlUpFNjvOO86jgYEBkdXwWTWY52bF9+NzaAaXAILgiH2kAQ0ZZ4LhfoBDTSSfjb9vt9siheLnyVCSfWI5PW64tLuUZLhcLgSDQUnWI0vtcDhw8eJF3Lt3T96ZRMjAQPfUTEoVuJZ5iiLXdD6f7wGr+/v7cuALmUnq8ZvNJvb39+H1etFsNpFMJgV4ejwe5HI5iU62221kMhkBdKVSCU899ZQwrZwXHo8H//zP/4ydnR2Uy2U4nU6Mj48jl8v1MMs6qZPsN9/J5/NJYrB2bphfQHvOuc1xNBq7UkTadx6YpCM9dKCMRqPUiqdjSdtEYKydMM2okznWzoDRaBQHWDtpem/rZ0L57FoCoqUEtMGa0eU16Hxq0KbXLJ1AgmVKE7jW6aCxkoaOBvCz2lnQ0UwNyAna+SzsL74v+0fLTXRUh/emTENHudh0iTvdn/1RKTrDOieEa5GSK9ogzhct/+C8pLROS2N0Y8Sgv4Y1Cz2wb8jMc6zZH9oO8bO/DInzBEh/SI3g1e/3y4lkZJhPnDiBj370o8Lg6VYoFGA2m/HJT34Sp0+fxrlz5zA2NobJyUl0Oh0Eg0EUCgUEAgHMzs5id3cXi4uLGBoawsrKCjY2NmSzp2yE+uzV1VUMDAygUCjg/PnzmJychMViwaVLl36po7pNJhM+97nP4Xd/93fRaDSwu7uLx48fY3d3F5VKBfl8Hv/4j/+Ihw8fotVqCTtarVYxNzeHZ5999r+0r/9falrjRWPMygjUc+qIAQABazQKWruos5z1cavDw8MYHR2Vz1utVgEOrMH84osvygb1l3/5lwCAQCAAt9uNlZUVNBoNiZCwbNzY2BicTicCgQB2dnawtrYGh8OB/f19SQJ0OByyua+trYl22efziUNnNpuxsrKCSqUiuQQOhwOZTEaS8N5PqK3T6WB7exuZTAajo6PY3NxELpcTtvLkyZPweDx4+PChsJXxeBxOpxMPHjyQZF32E9lOGtVyudxToUazQQAEhPFZAAjz1GgcHqbA7+gIEDdx/k6Hq3ViDo092c5SqSQ/Bw4dsMHBQVn3nA/sS27Kun6rDnECveyclmRo5oygh3OW99fXIgAm6GHf6Ovxnlqjy77T701HUwM/Am/NVHN90GkoFosCWllnmREfVldJJpPCBhOU3bx5E3t7e3jppZfwk5/8RCrcZLNZOfEwk8nAarWKMxgMBlEqldBodGtbU1pH8M51NzMzg93dXXQ6HalCYTabEQgEkMlkBKCy7jT7mnOG8i+CVrvdjkgkAgDi1AQCAbz22mvY3d3FpUuXMD4+js3NTXFejUYjNjc3RYurw/DMvRkeHkYul8Pa2hoAiDSJjuPdu3fltNBMJiM670KhIGw/xyUYDGJzc1McIp5sy4gJpSw8XZTacZPJhGQyKTlFlDXoA4KoZdYsOIkEDZzIDOt5p8Eq2UqtG6fjrx0mShc4t7Vmul+WwGcgkNdrhXp1rkWt2dU2j/ae9+B9CcQ1a6zfS69lLWPhutc6dv6bfUkngu+h5wXfSUut9LV0oqYGpLSr7IPh4WEhC/XaZf9RRsI5328TOF9rtZqsu/77sj90TlI/UNZRWc1cv5/2BEh/CI0nAQYCAQkvZrNZmEwmqflbLBalGgbQnTCPHj1Cs9nEwsICfD4fwuEwfD4f7Ha7lDljKL/VamF0dBQf//jHBbSQBSY7PD4+jtXVVWxvb0vobHl5GYFAAOvr66jX67DZbEgkEjAau2XC3k9zu924e/cu3nnnHWEtKCd4+PAhotEobDYbIpEIXn75ZXzve9/D48ePJSz8/1r7Zdj6/+w6OsTNxuoBNFIEF0DXIHCDIpvJEDyNL42tPkyEBvDChQs4efKkaJw7nQ6OHDmCzc1NVKtV5HI5OBwOnDhxQoDyyMgIjh49inK5jHq9jqmpKQnzptNpqShgt9slJF6tVhEOh5HNZlGr1eByuTA9PY35+Xlks1kcP34c+XweP/zhDwU0TE5OIpvN4ty5c0gmk6hUKpLgmEwm3zPZtb/VajW43W4888wzALq65nA4DK/XK8CPFUy8Xq8wtzwkyev19mxqely4Jij90MwymU4yLNy46SBpxpUsEUGzDn2S5ePndPIvN0z+m+WpuKlqkMBwssViQaFQAHCY6EXmn46E0WiUo6wpkSCbzfmkE2G5ueqa2cViUSpUaEZS63tZq1mzbAQ0wCFDrftcb5j8HEEzv0tApROxOBcIAlhBiWuByUnsM/ZPoVDoAXPBYBDFYhGxWAzj4+MyVj6fr6fGbjgcFrA8MNA9nGV/f1+SEwkaWfXGYOiW1hseHkaxWBTNMO213W4X6QftJIGBBgea0dQHtlCSBADhcBjnzp3DkSNHEI/HYTAYEAwGMTg4KAQPk/l4JgGZ1kKhgHg8jnq9juPHjwvAsVqtWFpaQqvVgtvtRiqVEkBoMBiwsLAgJ0XylEen04lEIiGnORKoUBZ0cInAVtQAACAASURBVHCARqMBq9Uqh0qR5c5ms7Db7VJzGzhMSuV6ANDjqBEMc05wbPoTErUt5p6qJVdcX/16bw1ctdaY9+M803O5X0qi2XCuex0N098ls8tIAftb3/O9cgwIsrmf0NbQNvHd9LPqNakdEOYcUHLENaYdB46LfgauN23PeG8t99LvrPc+2iLaHg2A2adk9fnctBPaGeiX+ehxLBaLPRFfzp33054A6Q+h5XI5BINBTE5OykbicDiQzWYlJM6DJRqNBrLZrFT0GBoawuzsLILBoCQnOBwOpFIpbG5uIhaLyWeTySQikYgAd24IrVa3EkIikUAoFJLTsgje7927B7PZLCcqBoNBjIyMSOLhzwOONPDU3K6vr4uuqdPp4Nlnn5XSZblcDtVqFR/5yEd6Trl6vx7f/6TGxfZfcR3gcGMnY6G1fVzMNCZkGzkmOsGGbLROxmFoFehufg8ePMB3v/tdtFotFItFOJ1OxGIxTE1NwWazYWZmBoODg/jud7+LarWKcrmMXC6Ha9euYX5+HoVCQeQ4ADA2NgaPx4NAIIBGowG/3490Oo1QKIRUKgWLxYJcLgeTyYS1tTVhSP/3//7f8Hg8ePHFF4WN4HVjsRiazSZqtRoqlQoymQxyudy7ajuzkUnZ39/H8PCwJJ3wcJlqtYr79+/jK1/5ChKJhITEWa2BgNRqtcox9Zop1qyXPg4YOGSbeZSz3my5oRCYk/XTWmaOm3aU9GatNwxuJJwv3KzIqvaDCp7aZzAYpOQa5wsZZCZw0QEg+CHrqME57Qk3a60bZX1ku93ek5ioK5bopEiycgMDA8KSsy8JFtk33HQZgiabTjmEBjn9c0MnI1JioYFy/3MwIlOr1ZDJZBAKhTA6OoqhoSFEIhFZM6VSCfV6HQ6HQ0Ds0NAQ8vm8aMrD4XCPTIWbPBMNDQaDsMyZTEZO7eQ8KpfLAho1UOMa1++qmUfOC74jn3N7extutxvz8/N4+PAhYrFYD3gyGAyi33Y4HJKszBruTJak/C8SiUh0NZlMYmtrC41Gt4oP7cTBwYEcTESWfGBgoMd5YKUcJnRSPz0xMYFMJoN2uy1jAADRaFTsH9eOjspwDuk5oecRv6dzCLRemZFbrvV+aQfXmR4TfV3ek2PEzxF4cl0zoVNXbqE9o80hYOV3Cai57imV4lzQsgV+Tz8HHeJ+B4LvqR0D/pz7CsG+lq4Qk2inSNsnXo+yC+ZL0Gb3Owv9jrS2pQTMmnzis/L5tTyJEQO+g5a16KRZzfzz3zpa8X6a6ctf/vL7/vCvQvvqV7/65S984Qsfyr2KxSJu376NYrGI+fl5OBwO0UG1290kG4bXDg4OMDAwIEldVqsVMzMzcDqd8Pl8skA6nQ6i0Sh+9rOfIRaLYXV1FUZj93jnZDIp1Tf4fzJu/DcA0c8xoczr9SIajeLkyZNIpVJi4KhnpuHi4rLb7fiTP/kT/Omf/imWl5cRCoUQiUR6WDyz2YxYLIZQKCRhtq2tLTx69Eg2caOxm3jjdDoxMjLyoYzJ/01rNpsCxHjiHj1yHm4D9Bb2J7vxXu0b3/iGFPXXxqk/5EhjodllDZQ1EAPQYzR5oITVaoXP58P169clO/7YsWOIRqMwmUxSJ5es4+7urtQC53zgyZncmMk6s6QcJR+lUkn6hoemFAoFmT8mkwlHjhwRZoWJXgRawWAQGxsbOHbsGNLptBg2VpXRLEylUkE0GsULL7wglXDIbhEgHRwcwOVy4bXXXkO5XMbo6Kgc81wqlWC327G/vy9gs1QqyeEt3JC5WWpWh+NhsVhEv6cz87mJEPBxE9YMEf9QrsD7cc5wI+VGxs2dmuVsNiu1g3kf6teZFEbwaDabkU6ne0rqaY02NzEdntYhYL6XrjSgpSjtdlsiKWSA2Ed6EyRTpDd7znP9Ob63ThDjGGhQyfnBPuAa4LNxA+ezU+bDZ6RjTADjdDqFPadMqdFo4OHDh7hw4YLo6f1+P+r1OiqVijD/fDaz2Sz1n/n+jNBNTU2JveM8K5fLkngeDAalhrWuvPKLGvtMA2raCu4vWqrg9XpFRsaqNuxLJmoaDAYEAgGcOHEC2WwWd+7cwbPPPotSqYSdnR2Z4/l8HkeOHEGxWEQoFILH40EymZR7ZbNZFAoFqRgyMjIiURKexlir1eSkUVZQ0XKmwcFBZLNZGAwGkUDS2eVeSnvAsaP8Sa85ls2j86MTItm0Q6d1/VoeQRvAdc8+11p4PpuOOPH6nU5HrkvArLW5nL8mk0mSY7Wd5xqifdAAWO8dek7Q6eS/dVK1dgb43X5AraNemunnO3M8tB3U85PXYLSDhBufg84H1yjfkd8nG65ldbTH2rbS2WMVK/0MZrNZkr5pY3RfcA3w2tFoFF/60pf+1y9cfHgCpD+wVqvVsLW1hVqthkKhgFAoJAXCOfDMVAW6rPXNmzfhcDhEAsJQlm5MRrl9+zZKpZKU7QKAkZERARwM3WpjzNA8WUfWhuQEun79OjKZDIaGhmCz2UR+wrq7DocDH/vYx2C1WrG9vY16vY5Lly6h0+kIE5VOp2WDCgQCSKVSApb39vbEIw0EAlLw/MiRIwiFQh/4mPzftHq9jr29PWSz2XcljySTSRSLRXi93h6pClmqn9e+8Y1viIEhM8pNXRsFGi0aePYvmTUNXMjocNx9Ph88Ho/oOEdHRzEwMCDh4/Hxcfh8Puzu7sJsNmN4eBjpdBoXL15ELpfD0aNH8YMf/ABWq1UqdRBEG41GvPnmm+h0uqXTmGzK8DAPPyHLxxM1ybZVq1Wsr6/jmWeeQalUgtvths1mw+uvv45z586hWq1KKDoUCslJdCMjI4jH40in07h8+TLMZjO+9a1vYW5uTjbwq1ev4lOf+hQ2NzfFYTty5AhWV1fx9ttv4/Tp04hGo8JWMqxtMBjkUA4yhwTU3LA4Lpr5YlgeOAR8WnKhNzSOKa/B65L56gfhdJp0ws7AwABSqZRs2i6XC8ViURLSuAGRaSXDbzAYBLwRCLBSgt64yJRplozSEIJd2i6CaM2OcT5qho7vyntzw9KOpgYs3HR16Jr30yw1JTvsaw1IGB4miGBSYrPZhN1ul4otdCj8fj8ikQg6nY70JcdkamoKN2/ehMFgwNLSEm7evIlGo4Hp6WmkUqkethIA8vm8HGTBk2RHR0el32/dugWXy4VarQar1Yp8Pi+A3Ov1yrzUDs7Pa/p37Ffg0MmjQ1ur1eDxeOTQo1Ao1OMAEFA0m008ePBA9qk33ngDx44dw97eHvb29jAyMoJ6vS4VmhqNhlzLbDYjHo+LbpsJq/p0XOBwHywUCnA4HLJ/scIP34V2juPHutpOp7OHtSXLS9tIOwRA9Nd2u10cfb6rnpPaodORnPfqZ73+6ehy7fJ6vDZzXbQsSa8l7sH8PMejXq+L9IFrSDvBBLGabe4Hj7wfHRb9bNxnAPTsJZp910mA/J12QHSUToN4zWDz+3xm/T50dvg9jrmWv/D3WgrDf/N59L6pI0F6vNhHTOLms2lHlHt2vV5HIpF4AqTfq31YQPrg4ECSM8bGxnrC7fl8voeBbTabcjjJ5OQkJiYmpBSSNqD7+/vY3t7GT3/6U4yOjoqOrF6vS0i9VCrBarXC5XJhYmICx48fl+NoM5kMarUa4vG4HN7i9/slHM5TtEymbsH+UCgkB8WcOnUKzWYT5XIZzz33HJrNJl5++WW89dZb2N/fl9AyJQLUnzocDinXVCqV0G63MTExITWwbTYbFhYWxPP+n9IYCmb4KR6PS9IMcBjaT6VSqNfrknQHdEExN+BflLT5rW99S1gSMkI0Bgzf9RsOGggCEAK7/ox7etmdTgcjIyMwmUzY399HJBJBMpnE8PCw6IVZhUMfjd1sNvH888/jtddeE4C4uLiIXC4HAEin05idnYXf74fD4ZA5QS0jAenIyIiUXSNzz8aEuEgkIqUcU6kUrly5AqPRiMePH8Pr9SIQCIi2slarIZvNyjutrq5icnJSWDyD4VD/6fF45LjlcDiMWCwGr9eLYDAo70jGKZFIwGq1YmtrS07kJMAkM0WDz82ZG56uFMC/tYHWmwU3I80WkSXr1w5Sk0hQSbaX9eQZRq/VaigWixgbG8PBwYEkz7FOMfWUBGwaLFD+wcgJgQDnIhkivVkDvYCCbBLBKhkpHY7V7DLnq9Z785pa4tK/CWqArNcC70lHgdenhpuOPhm8bDYrtdk1Wz0wMIBkMomxsTGZS5Q1MKrGCFs2m8Xo6KjYVjqZZE6Zw1KpVPD48WMcO3YMw8PDkmCbTCZRrVZx6tQpkdcAvWXH+oEL34X91R8KZ71lkiO8RiQSEYlHu92tUhKPxzE9PY18Pi8VPCwWi2i2udbOnDkDo9Eopy4aDAacPHlS8jR0DXVGo5hr4/V6xcFgVIy2lWNsMBiQSCRw9OhR0acTAHE8CXaZO8JSeCy3SQfYZrPB5XLJ52h7CfQoAWGCMyMTlNNQ+sS5o3NXtAPA9cM+5vpmoyxKO4z9a6t/7jOvhHZf2wf+oa0fHBzsKYGqHS2uEZ0QTIdeM7i8tyZp+LwE1P1AVlcg6Y+Y8hl0hSA6Pzriqpls2lT9rNzT+Jn3YpRZSUWvGT4v54vWQnOc9Pd0NFD3ibY33PefAOn3aB8WkGbFjJmZGRSLRQSDQWGFaHC1Uczlcsjn81haWuoJ0zOJrNFoIJFI4NGjR8jlcohEIqJ7zufzGB4exqVLl7CwsIBAIIBjx45haWkJZrMZJ06cwOLiIiwWC2KxGOr1OjKZjMgvarUaQqEQEomEgHpmWwPARz7yEUlEs1i6RzwHAgFhYvQx4YODg5iYmMDY2JgwzuVyGcViUco90XhxYrfbbQQCgf9RiYfU5hkMBqRSKdH/8XAGZqVPTU1hYmJCFiPH0Wg0io7457WvfvWrMg+sVivK5bIkiGmjpzWqBOdkq6gBpZHSYXACiIWFBUSjUdy9e1eONnY4HFJRxWzunl64uLiI+/fv44UXXsC1a9dw48YNmM1mbG9vY2lpSdjmubk5lEolLC0tYWtrS1i8RCIBu90uB1mwvrAOmZPZ83g8coSsxWJBMpnE3NwcvF4vEomE9LXBYMDDhw8xNzeHeDwuDBiZq1AohI2NDcTjcVy+fBkHBweIxWLw+Xy4d+8evF6vMFNkIFlNoVKpIBKJwOFwwOl0wu12yzj4/f6e8CKBgJYnkOFjMpuOFvC7dHg41zVzxcZ+AQ6lEiwXyGvy0BNmy1N3XiqV4PV6YTKZEIvFBPh7PB4J0VP/3B/+JJvEeU75jgZqGvQzDKplLlo/zrnI7/P3miUjQ8qwNe/DOctGdp5/CDC0pEODbT4n/2a/60QmbvJer1c+w98TlHD8A4EADg4OesA5bTfQ1Z+zVFm5XEYikYDb7RaplslkksO0Op0O9vf3EY/HEQ6H5TTF0dFRDA8PY3d3t8fp1qBANw1EcrkcarUanE4nKpUK4vE4xsbGZJ7oULvH44HFYpHEv0qlAqvVisnJyR7Zn9PplO8EAgGEQiG8/vrrOHHiBMbGxoQZ3t7ehsvlkjndaDTkBFWCWjomlCVwP9GaVDLnTqcTAwMD70oYbTabGB4eFkBGmRZBKckHvpuW3DEHhE4n9ddM5uT6YaRMHyJEkoQRIc4TXdJNSyI4X/WYEcBq8KyjLXqea5mRlhfQzmuQyfXMfqLemHO/XxaonVo9h/S64d7CZ+Mza8Cp16mOgHJd0RbqZGS9F2knnD/jNehgaQa/H9TqftV9TRugpS3aGeTeyH4AIOQJgbyOonHukEDY29t7X0D6SbLhB9QYao1EInC73QAOPWOyQNQvFwoFGI3dTHA9gYCup0jvc29vDwMDAyiVSiiVShLiMhq7B2ZQ/zozM4Px8XEMDQ1hbGwMOzs7AraPHDmC6elpBAIBbGxsIJlMIpFI/H/sfcmP29l19eFUxSJZnItTkTVPmlvqliX14DbijhHDgGMHcf6DLJKdF1k4+wQIsgmyjZ04gRMYMAIY8RTYn90eut3dckutVpVUg2pmkcV5JotVnL4Fv3Prkm5/VtvdyUYPECRVcfj93u+9++4999xzEY/Hxdna2NhAPp8XOZn/83/+j9AEeP27u7tot9u4ceMGJicnUSqVkEqlcHBwgFwuh7W1NUnNZzIZuR/y9bhYuXkODw//Jx7LBw4ticP/a04wgwJy94hW+3w+jI6OSuCRTqeF6z5MyfmgodOSnU5H0q869amRA64NRuJEAGhodfEGDXK5XEapVEIoFEIoFILBYMDly5dFZWN3dxdms1noHaFQSFqH37x5Uyg6hUIBhUIBAJBOpwEAX/3qVzE1NSWHks/nky5t5XJZlBwymYxIv4VCISSTSRwcHKDZbCIQCKDb7WJ6enqAp81AhKlzHnahUAibm5sDqhaxWEz4qkSjiTxRSSGbzUp7ZHIojUajOMw8tDOZDLxer8gCajSQ60QX5RgMhoHWtFw/dEjpMOo2wwwe+Oz43EZGRtBsNpHL5RAMBtHt9tslMzMyNjaG4+Nj0SBmk5Futyv7m4in3W5Hs9kU+pcuROU6otPBe3Q6nXKg6gY0eo/wfmq1mhyUw04F70lzMumQsCEHAAmyOM+ak6mLmvR36AOR18P/08HR161VBCwWi8gFct9xHTkcDimYbDabODw8lC6sGxsbsNlssta9Xq9Iq2mUkNmpYrGIer0uDa9cLhdcLhd8Pp88QwIrqVQKRqMRwWBQzgU9uC5KpRI6nQ6y2Sx6vT6P2eVyoVKpiDRerVbDzMzMgP1hQ6xkMomTkxPpQdBsNrG2tgaLxYLnnnsOfr8fbrd7gFKTyWQwNTWFH/zgB7JvSGMijSsWiwldQCPiOsCnDaOTZTKdt6NvNpsCTOiCOwanusaEjq0O7nT2hMEInz+DHXaIZAaOdKZut1903Gq1RG1KZzRoo3ntuumHtsva8da2nRQsntH6ugHIGdjpdAaKhTlnVLnQNAVd5E6QimeDbj7C69FoOT9f7y3uN+3k8zmzGFcPTedilovXSGea30m7qbMMnEsG5cw08BoZyOm55PdqSob+vQ7uAUiBLIN4bUO4d3hfOojg9/JaNOXkt41njvTHNKrV6sCBwEVKnhhwHjFSqo4aphxaveDg4ABWqxXFYhHFYhH5fF6Qpm63L7p/9epVuFwuQQ5YcMT0XK/XEwoHcL7ZqT/q8/mk4Us2m8XExAQikQiWl5fx7rvvihwZ0EduSqUStre3YbFYMD09jU6nrw6yubmJQqGA3d1dlEolGAwGQbfpSDidToTDYbjdbuFV66r+/6lxdnY2oNBAx290dBT5fB7RaFQkqxjBVioVRCIRccjMZjOSyaQ8b6PR+FQNZnRqmsoJjOo1GsfDnp+ttaVpiIjM8B7ouHQ6HVy/fh17e3toNpsSMHU6HUnvlkolzM7OYm9vT3Rur1y5IjSOYDAIs9kMt9sNj8cjiOq1a9dEfWZvb0/QXr/fD6fTKQ6g3+9HqVRCsVjE1tYWFhYWEIlEAACZTEYcKR6mNpsN+XwemUwGbrd7ANHN5XJ4+eWXsb+/D6vViq2tLXG2t7e38eTJEzHQdrsdOzs7GBkZwWuvvYbXX38dxWJR5poO1NzcHAqFAhKJhLRpZhaFjiMPK420aMUPGmY6vLpQqtM57z7JwFEfeFo2jYWRlC5kYXIwGEQ8HhfVHZvNhnK5jImJCeRyOXS7/e5gTKsXi0U5jHVARmeNToc+RFgYpylFvFcWf/G+dRMOHTRyLrhm+X4Wlw1TPYb5zrRdRNc0qseCVR6OpLHwgKbjRDTWYDCIM0CwglxZg8EgyhTcb6w3cTqdQguanZ1FKBRCp9PBwcEBDAYDksmkUJSq1Srq9Tqmpqbk2dKe+P1+ZLNZWK3WgezAhQsXZB3SCdYooz68e70ednd3EY1GUavVJFBkoa7VakUsFkMsFhMn/ujoCD6fTxq/kOdvt9txeHiITCYjFJZCoYCvfe1r4vjSsX3vvfck8I1EIqjX6wKIOBwOyT7F43GpyyDdgrU5Wu6M+8HhcMiaMJv7Eqw8p6jWodFZzsWwQzPsLOr0vuYhG41GCZx6vZ403yGNh3aUdQTMuvK6T05OBgpt9V7XmZrh6+P610V0fK9WfeLvaLv153D96/XJe9QNlGhftEPPOef/eY7oQElTOzSFkPUvtEmaasJ6CN6PbjjF+xieE50h4jqj4AGvnwi+dt71PPMZcF/rzIbOrOk5oe3UjXv09eigXK8nAFIfMuzQ/6bxzJH+iEelUsHf/u3f4h//8R/xxhtvIJfLSYrd7XajVqvJwyHFY2dnB+Pj4/D5fAPpD3KS6WgTJW00GtJmu9VqwePx4DOf+QxefPFFafiiu06lUikAwMTEhBQaERWu1WrY398XJ4uSRq1WC8vLyyiXy+K0lEolHB0dSZRPo07Dw4Yf1F1NJBLI5XIolUoDkTwPGx6YRN2Gm9H8TwxW5tO4M+0fj8cRjUZhNpuRyWTg8/kEQSMvmCgjHS9yXT+o1fsHjVarJdJvbBLBjmWcJ532JseeRouUCaKS/GO32yXte+fOHfz93/+9aPxGIhF0u305KWZAgsEgHj58KM43payazSbsdju8Xi/8fj/K5bIgkVNTUwiFQjg4OMD4+Dii0ahog3s8HpyenmJhYQFzc3PicJVKJUxPT2Nvbw+pVEqQWrZSJpc3l8vh+eefl/bB3W5XUGjyS3nPc3NzSKVSIu1IaS2TyQSv14vl5WVYrVbs7+/jk5/8pHSz0xSNtbU1CSDGxsYkrU36Bw9hTVnQh4JG3YjY8fnS2NMx4EHPFLV2HPi5DodDFHZKpRLC4TDW19cxOTkJr9eL/f19caKOjo5gsfT1vhnw0ZnkejAajcKV1gcscH7g65QvKVq85tPTUzlc9b0CEBqSTrECg9qudNp1HYTOKNDmkS9J+6M/j2iUPqQZPPJ51ut12SP8TK5h/pyfSycegNwngzgd1Ha7XUSjUaFxTExMYGJiAgsLC5Kt2t3dhdvtFjSctJcf/vCHuHHjxoBdZOBDG1mr1cSml0qlAfSM9CXOBzW+C4WC2BjaZTptVOnJ5XLS6Ojo6EjqbnhusHlMu93GF7/4RVgsFuRyOamlYJ3DxsYGMpkMnjx5IvaGKe979+4BOAdHSMWiU9rtduV6gD46zoBKZ0b0OtF2UReEcejzkXZRd8ajk0eAqFaryXrmWp6ZmYHH40E0GpWiRYIAHo8HlUoFmUxmAM3VlDvuAc1Dp/PKoXnZvMdhehedaAZZumCu2+3KnuHQTXtY2KulUnXAwj3GAkN+P+eTe0ZnN7VN0Eg7r5dOKe+L961tnX4uvFYOrmGNSPOzaAv5fwb/mqrCa9QUDH4XUX+CHmazWQrbuRb1vfOZ8Lp4LVyX5OI/7XjmSH/Ew+l04q//+q/xT//0T3A6nXjzzTdhsfQbV5TL5Q9MF7D1sh7Hx8c4OTlBpVLB/v4+AODk5AQHBwcA+un1w8NDTE9P40tf+hLsdjuSySRSqZQUFRKpHh8fl2Ibv98Pr9crES2LGnu9HlZWVhAKhdBsNhGLxcRQlkolqcYuFAqSxqtWq5ibm8PU1BScTieCwaDwo7npgfOIGDhPL5VKJdk4Z2dn0tL8f3IwJa8NC7s9Xr58Wbre+Xw+ZDIZWCwWQdEpgUX6DlU7otHoU6eDqKwB9DnZGqnRgQfnsdFoSAMNoG/wPB6PIPlEHXiIlMtlvPvuu5iamsKXv/xlxGIxHB0dwWazYWNjQ+651Wphb28PV65ckeYk8/PzYpx2dnZQqVQQDoeF+sHnWCwWJbWXSqUQCoVQrVbhdrvRaDSQz+elWYXP5xPNc7fbLWlc3iMpMuyASHoBAFy8eFEOq2w2K0VF+XweHo8HVqtVHJVOpwOv1yuIeq/XbzOsHUUimkC//XGj0cDe3h4ikQharRZ++ctfCi+S861pVyxK0jx/BgzkNTqdzoGDkUg1DyDStKgeQNpDNpuFw+EQJZvj42O4XC44nU5sb29jZWUFZ2dnsubGxsaQTqcxOjoq/N90Oi2oJQ8zXQAFQHi/DGx5nXQ49EHH3/HwZhts/oyHJlPowDmSxM8AzulKfI+ul9COlS4U1Gtbo5RUQeB6IzqmkS2iVTzo6SizMJafz0A4kUigXq8jGo0KdcZkMokCRzwel7VO6tfy8jLu378Pq9WK7e1tLC4uivN9dHSEhYUFjI6OYmxsTOTewuEwbty4IdQiKvbwOTHAp+Ner9fh9XqFDqGzNMzosLA3Go0im82KLjupCzs7OxIosheBz+eT7EU4HMbIyIi8r1aroVQqwe12C2Di8/ng8/mk0FI7r+SKc91yLVmtVinUHH6mdAK3trYG6BNET/mHgdcHDa43PmOuW2Y+SY/k39lsVl5LG8eRzWaRSCRkXnmtrGXRSKjmKXPd8g+fD6+Za147cTqQJk1IO286+8X5JH2CdoxAA/eVdn7pnGsqGr9bO/j8LNolTSdl8EmHn9fPvcg/vF4dbOt9zv+zsJNBs75WDQbRbvEZ0D7xM3WWXwcx/P52uz1AE9HnqH7e/C4+X83//qBMw28azxzpj3HMzc3BarVid3cXyWTyN75OF95wnJycSJEEFRVYGMiImfIs//Ef/4F/+Id/wE9/+lPpMPjee++h2Wzi7bffxs7ODg4PD2GxWMQJZLRfr9cRDocxMTGBarUqDV9sNpvQUGw2G1ZWVmCz2URZgWm+RqMh3bFGR0cldUo0RKewNSJVKpUEmaShTSQSH9OTGBzdblcafXAYDAYcHBwIys7imHa7jUwmA6fTiStXrgDoq6dks1lUq1Wsr6/DYOhXjP8uWth2u13ScjQG3MSMsHWKrNvtipNDZFMLzxN1YCtrGsEvfOEL8Hq9cDqdODw8xObmJprNJqamppDJZHD9+nWhQdABYNEIZf329vaQTCaxtLQkSUJt7AAAIABJREFU82c2m4VS4HK5JIuyubmJTCaD4+Nj+a6LFy9KY5V79+4hlUrB7/eLRBaVZyYnJ+UQJzVhdHRUEDWm5Ykum81mcUhLpRLm5ubke6jGMYz0A8Di4qIcVIuLizCbzcL/drlcSKVSckjxGRB1pANB/VoWRAH97AKbyfBgJ8KjDz++tt1uw+PxoF6vo9friQPHdQdAtHmpLHJ2diZdJIkYjY+PS9DD72PDEE1N4fXqFC6RLc3tpF2iQ6z1hXnIdjqdgWYvPPQ4tJPBg5qfR3tAJJ2v5zPh9eoaAA7yrVk4W6vV4PF4ZD3w+egD12g0IpPJCGrH53R2diaNRVh4mk6nYTabUalUpPiUQarmdz58+FAC7Ha7jc997nNoNpvY2NjAc889h/HxcTx+/BgejwfHx8dSwGux9CUome3g/VYqFeRyOXFcg8GgcJs9Hg88Hg/sdjsSiQQ8Hg+2t7fx7rvvyrpYXl4W5zebzUoWaWRkBJcvX8bp6SkeP36MiYkJmM1m4ck3Gg2k02mcnp4iHo8jm83CbrdjYWFB5slgMKBQKCCbzcLtdkvDGQbuJpMJsVhMFEnsdrs8Czq7dJBpqwwGA3w+HxYXFzE1NSXrVtOi9Nr5oMEgnGARUXquedpm8qaZ9tdobjgclkZEoVAIbrdbHH2i9URTaYs15YB7iA60zkbxPnTWRtMRaFeGebqamqHpDuSy03HW/gOBOs0/5tD7iddCR5k2itfCf5MWwXvifTAzyvlhIEgby9dzrujQ83q47jWKrp8vnynBJhaL8nf8m/NAG6gRdg0E8P71+/TPhuk6uiD2acYzR/pjHHQwkskkyuUyUqnUrz2Yk5MT+Hy+gQKaUqkkVd5MaVPDmA+caNrGxgbW1tYAAAcHB3jzzTdx//59rK+v4yc/+Ql+8pOfIJFIYHNzUyToTk9PMT09Lc4bU8FMK7OxBY0NO1z1ej1cvnxZCseKxaIULxK1uHz5MqamprCysoJgMAibzYZQKCTV7kRPucjZ7MVutw9Io32UgxuCiHc6nZaUPUen00GxWEQoFBItV93EYWFhAUajEfl8Xgo8qCnd6XR+Jyean8+5oKOilRDozA5H3prbyuvXv2PAQgNz7do12O12GI1GTE9PY3l5GWazWSrwV1dX8eqrr0pxEp00g8GA27dv4/vf/7606k4kEjg8PJT1xDlYWVnBycmJcHnJzwwGg7hz5w5SqRTa7TZisRjm5+dxdnY2oHoB9BtUPH78WCg/7KY4MjKCYrEowV61WkWz2cT09LQ4haR81Ot1GI1GpNNphMNhzM/Pi0P++uuvC3oTj8fFUYzH40KHMhqNiMViqFQqgoZpzjBRKdIfeHjRuSRnne8h4kp0m5QuIoIsgqSTabH0W0w/efIEzWZTqB5ElkulkqivkFsaiUTk8NSV/7xmHqK8Pzqu2kHWB4fmmPJ3DOB03QcDO53q1oe+Dhq4Nul88QAlKsj553t5P/xeOsYayeL9AcDR0RGCwaDwPEkRqNfrQsMJBAID2sAaFdQKSbSLpMDxu6gtPTY2hkKhgJdfflnsiM/nw4MHD3Dv3j243W4sLS3h0qVLyGazuHnzJlqtFg4PD0Wq0O12Y2dnRyhJlUpFih5ZJEybz5qTer2OWCyGcDiMXq+HqakpXL58GY1GAw6HA0+ePBlI59+8eVOyNlx7Kysr2N/flwCuWq2iVqtJ8fTVq1fRarVEy5q1AAwWJycn5TnRzni9XnG2uV6InmtEkOuLzXMMBgMSiQRMJhP29/fFydNZNp3Z+E2ODTnZdO48Ho8APsxIcT3qugaea7Rl3BfM5nAdsfugphxx/bK2g/fMrBrtMANU2m/uEY2kt1otmWtt1zUqSsRUv0YH9tx/uuEIx7AzzrklPUoHsESe+fz09ROI4HfpYmRdT6LrsAwGg9QycN50kKufK/0Q/YfoN20vX6sparq+gEEN51cj0Np+6e8ddppp4592PJO/+xjHV77yFSnS4ka8du3awGtyuRzGx8fFiSRXjtJdjUYDmUxG0LF79+7h+Pj41wzK3/3d3+E73/kOWq0WlpaW8OTJE2xtbaFQKODw8BCHh4fyM3ZApPNLdIZpF6KNlDA7PDyUNKjT6UQymZTNFwwGBR2j00MFBcqlnZ6eymFoNBoHOrGxnSyj+ZWVlYGF//uOTqcj6ODW1pZwAIkksiVuLpfD8vKyGJlsNiuduObn53F4eIhEIiGFcBsbG6jVaohGo1J092HH1772NZl/Sh3RIdGFIXrz09Awrct0KBEQ/k5XTFssFiwvL4tMHJUDstksAoGANGFptVpSDJRMJmGxWCQLQtScHNZQKIQXX3xREDsOo9GIjY0N/PM//zP+67/+C8ViERcuXMDh4SEKhQJu376Nra0tubfT01Pk83lYrVY4HA6cnJxgfHwcBoNBaEcaUZidncXp6Smy2SwsFotcu9FolAwDHbv5+Xns7OzAarViZGQEoVAIVqsVMzMzUoDEYq9isQiXy4Xp6WkcHByIgkq5XIbH4xFEjEWnnFvdjIAHDmXSaPTJJ+TnRSIRbG9viz4zHVbSB5xOJ1ZXVzE/Py/3z9qGvb09XLx4UbSBx8bG4PF4pHsckTmdpSD6Q8SG64YHGR1I7hft7NK5JxJLqgOdEmZFdFqZhy2dd02N0QEJKS3kOOrvJCo2fB0aXed8c41rTmu325fBMpn6DaU2NzeF5sB54BwN81a73a4ELqxN4DUXCgX4/X5BOJmV6fV6eOONN/Dqq68KpSCXy+HnP/856vU68vm8UFA2NjYwMzMjTjQLIQuFAqrVKmZnZ1GpVESX2eVy4fj4WGggVEuYmJhAKpUS2+N0OtHt9gsrbTabUAoNBgPy+fxA4ZsusqRsXzKZRK1Ww9bWFpaWlpBOp8VRZn0ONYxtNht2d3cBAFeuXBFVHTqmfF42mw3JZBI+nw/5fF7mimg4nS8WXGqHW1MQtCPHz+ZgFoRrYGpqCul0Gk6nU8ADrl06zx6PR4p1KeXn9/thNBpFdpLXxj2tufQcfC2dQ64Trl86vtwzeo/pz9VOG5047n1dh0GHkn/4Pn6XtsOacqWzQZrqoSkMnD8dcPNaON+6Q+Zw4KwDHk3TYGCl6xk05QQ4V5ni/uXreeZom6LniXtU22KuEfoYpD5xvkhHGc72AufZ4F6vT3l8Wh3pZ4j0xzimp6elsOT09HRAV7jdbqPRaKBer0ujElIu6MCtr6+jUChIxytKy+lIjONv/uZvkM/nUSgUMDk5iZWVFYkydZvaP/3TP8XnP/95LC0tSRqMHaJ0tOh2u1Gv16XN98jIiBQOUqrJaDRKlXOj0cCjR4+kqMlsNuP555/HH/7hH2JqagoTExOyCYgO0lhNTk4KIsRr/ahGp9NvgMM0uS72BCBSbZSV6vX6DVL29vZEM/rx48fo9Xrwer3Y29vD48ePAfTRKSL7v+vQhz+AAcNE48v51NxWPisaGBpBGmbd9KDX6+H27dv40pe+JAFEsViUewCAl19+GalUCm63W4pJa7Uann/+eZEFs1qt0t43m80il8sNoPpA3wC+8MIL+MY3voGxsTHs7e3BZrPB5/MJxxfor//d3V1Uq1XMz88L35wcWxrdTCYjB0+9Xsfbb78tKVFSMVgBHg6H5fBhG+NWq4VMJoN4PI7d3V1ptkEqEos8Ob8MYNvttszHsFwUDbwuyOGhSCeFB1Gvd873tdvtsFgswknVnFdyesfGxrC1tQWPxyMNjSYmJnB0dIR4PI5PfOITOD4+RjQaFdWJ4+NjUYEAIA4iDww+c41C0+HRaDRwzlfUDi1TuUwVDxeK6c/Vhx3fTzlAXQhFB4N7gCgbD3s9d7weffDxwNYIocVikWY0RP0ZgLBYmAEoC3JJRWo2m1LgZrFYMDU1JcBCMBhEsVjE9PS0OKVPnjzBw4cP0ev14HK5YDKZMDk5CaBv971eLyyWvprR3NwcstmsUK0KhYJIxU1OTuL09FSkIKm97na7RZO+1+sJrcPj8SAcDuPk5ATlchkWi0WyR6QS0bEjkDE2NoZXXnlloH06f05QxOFw4ODgACMjI5iamhJbxP1Izn+r1RLaFaX0EomEBChE+zXySs16p9MpQSEAKQw2Gs9bmNM5012AaZO5R4d5q/p7DQaDdAgmIsm5oZ21WCyCOLPOgqgpC+JYVFmpVER9hDVLmpagEVtto/m31kxnIKmL7Ti3XPcMFodRaO7LYQ40v0tznrVN4s/0/hnO7mialsVyLkHIvcB9TNvC56qdWj0Hww47bSKDYr2/GXTQvmgqF/ck70EHUZrSAUA+m/fBeWTgQ+SdZ6vD4ZD7573pbBev/2nHM0f6YxyxWEyKqtjIgqNYLKLZbEr6jOgaU9JcrNVqVZxpyj99EGJL5Y8LFy5I4VK73UYgEBAN1BdeeAGRSASBQACBQAButxuBQAD1eh2NRkP0qVlIx4YXiURCdFNZjMOolPrKTqcTMzMzokHJLlM81IjwcAMbjf3K8kwmI3JSdGA/ysENSUPNAiFu7lqthkwmg5mZGWQyGVQqFTx48AB2ux3BYBC9Xk8Qn3v37klXQJ/Ph6mpqd/adOX/N8jJ05E/DQIdVK3fSweN0TQ5nHwWvD/NMQUgHSqp82w29/Wlr127hqmpKUHb2SmTlALKLXY6HUxMTIicHQ98OuPDw+Fw4P79+2i323jllVcky/LGG28IN99ms4lcIylERFOJzPZ6/eIbFjDev38f8/Pz6HQ6CAaDcvAwlUdNdvIuz87OpNU4W9VHIhGhKZC20+v1EIlEcHp6ikAgAI/HA6fTibm5OUHPNSJCRQcadjqFTOeSykHHmAVXbEjB9DI5mxZLX4N8enpaFEwoudZoNPDgwQOcnp7iwoULWF9fl1qERqOBbDYrzmqv15f3YjDFQ5sINBUgOBi88mCiE6M5kgwQeAjrtcaDko4TD0YeZDyIuJ7NZrOkurWjoKkAmgbC/auVEvg+Xh8/ezgVS6fV4/EI95fzQWBDI+8Wi0X2IwChdYyOjmJjY2OgeGxqagqnp6eyfikfeevWLXzjG99Ar9fDz372M3znO98Rh4nyoY1GA4uLizg6OkIulxO0jLUSnPtAICAyh+RTM7v34MEDdDodkXokX3xsbAxHR0doNpvSsZao7Pr6uvBd2aDo7OwMfr8fiUQCBwcHcDqd8Pv9IuvJYmHuR86/z+eTM83tdsPhcIhTTprSO++8I5k03oNGBZldYj2KwWDAz372MwkAGfBwn3g8HqEwaJlUvf7opLHVeLValddT8o7r6+zsTOacTjWfFe0JbZnZbJbieLaY5xnGQbvG9cNzh8GYdpA19YvXr/nEpHrQB9AIvV6vzCjoAmbaqeE9pLncfD3Xv6bjkI/MPcD3cG/RBmo6G3+uKR8MmG02m8wJf8bgWH8Wgx5eGx1q2mfOk3bUSb/SGcIPQr81QEjne5iTzqERah3Q/LbxjNrxMY69vT2k02kYjUZ8/vOfFxm7bDYrKhhUGaBIfLlcxt27d7G7uysVzGwBXCgURIlgeDAKjUQiePDggaTRms0m7ty5g09/+tPw+XwDBRgWiwXZbBZAnzdMeaJ8Pg+bzSbXFYvF4HQ6cenSJQQCAWnmYbfbRYWhXq9Lx0SiM/v7+1JkqRtL8HoDgQCmpqaksIPp1vn5+Y9k/mn8CoWCbFSifEzL8jBgA5F33nkH3W4XKysr2NjYQKVSweHhIer1uhix+fl5PP/8808tc/ebxle/+lXYbDZxSoh8aIOg6R567nRqnQaDzotG6brdLkKhEPb39/HkyRMYjUY8evQIc3NzePvtt3H58mUJYCYnJ0W5Ynt7G3a7Xbi3hUIBBoNBHDwa8uFmNsCgVBl/z2K4QqGAo6MjoS11Oh3hJpISRJ4z0EcaDg8PMTc3J88pGAyK5JjBYEClUoHdbofH44HBYBA5sE6nI2oWt27dkhQ7ANGvpVNdLpcFLUulUhLglstlURsAzg0tU9xMvWq+IJ0FZnyYYqxUKlI82G73Oy0SDYtEIsjn89jZ2cGdO3fw6NEj3L59G++++y7cbjemp6exv7+P+fl5KTokr7/X6wk1RiM+nU5HuKO8huHUKlOqRMeGD1b+m//noUikWtMriLhxLni46jQ1gwCdbdEoECUYmU3Tn8k1zf9zDjTKzdbPRKaZAWDwptPZXMNE2RngsFDu7OxMuhyyeI37j2ubzinrYG7cuIHR0VE8fPgQL774olA3SPlgAM7rTafTIi3J+y+VSgMUh5GREUSjURwfH2Nubk64uqFQSOwHHf9IJAKPx4O1tTWh2tGBpQQciyq10/PkyRO89tpryGazmJ6extHRkQRMbENPB5z7hkocw50zDQaD9EQg2kqnjAWBbIDCwHR6elo42kA/00A6i+ZHc/+1222ZW11cCkDS+dpRIkVA06xom7hfqc9Ph5WZLc5JsViU7pBcx5qewOvSgaZe29rZ1wV2+r40yqz3HX/GwfWrnWFNa/qgzxneo3wt54TroV6vSyZHfxa/Q9M1NIVk2PbxM7UDy32mC0qZrdIKKpxHPbc6SND3wvdwjpld0BxrPtNhW83Bs1MrA3W7XSSTyWfUjv/tMT8/j0AgIM0LrFarFPtR93V/f180Ow0GA9bX19FutwWtpTIHHzTTczykOLjwVldXMTMzg263X8ywtLQEh8MhqThyKdnwgajq1NQUFhYWcOXKFXzqU59CKBTC7OwsZmZmZBPs7Oxgb29PUlxEnvmn2Wzi+vXrMBgM2N/fRzqdxsnJCWw2m/CTuRlarZZUUFMJpN1uS+OW32doLho3Fgu9dEqu2WxKF7KdnR3s7u6i0WjA5/Nhe3sbRqNRDoBCoYCzszP4fD5cu3ZNDP7vM0wmkxS0UblAOwXkjXNtMFjSxomHL//Ng5Lp0263K0HCysoK/H4/RkZGEA6H8dJLLyGZTKJSqeDKlSvibLA5ELXLGWwxCGGQpQ0qr0sfHMfHxxKUtNttJBIJRCIRLCwsoNVqIRKJyBriXDB1Tj5rvV6H0+mU9tfkgS4tLUnxom43D0ACM1I4SEtioRZReCIj5EhzbwUCAeGU8jCkXCRwLrdFh4YGWBelMVvT6/Uku6NRHR7iVI3odvvavktLS9jd3UUsFkMikYDD4UA0GhUZwWw2C4/Hg3a7rybDA9tmsw04v0Sr6LQSCeb612l0pn2HUZ3hw1If5DrlO5wCZTDHTBvXSrfbRbFYFAoGgAHZO84H0VLuV84ZMCgjxoYL1EYmYttut6WVeq1Wk+wYAzd2CQTOC345X5T1oxoO0cHFxUVRKlpdXcXc3Jzwa6nq8LnPfQ6rq6v45je/iS984Qu4du0a6vU6yuUyVlZWpBU4r4+qQPV6XVQhAoEATCaTNIaxWq1IpVKCCOdyOTQajQF5P/KTI5EI0uk0zs7O8NJLL2Fvb09oIcw2skCaXOBMJgOz2SxNk87OzuSsCAQCcg2sKzEajUId4t/cYwRChhHC4QCBdpQF6CaTCe+9954EE1xzDodDagE0qsjgl9xy1nYwuOMa4x8WxzNbV6/XZe93Oh2hK5jNZqmn4dxShlJ3B+Uz47pnYad2+ri/tMY1r1vTErj26RTTduq9qod2uumsms39Ym2d0dCONM8QTdHg9+pAgMGuw+GQTAmHthN8H++L90ufg04uHVngvDCQtpKBjkbZeX+8Fv6bcztccKrRYjrpPCMpI0jnmXPODAfnUSP5BA6fFoXW45kj/TEOdpALh8OIRqMYHR3F4eEhTk9PBbkNhULI5XLY3d1FpVKRA48Ff+QgswUwOa3DkRgAUTLY3d2Fz+fDrVu3MDMzgxs3bkiamAcJK8/JxwsGg5iYmEAsFoPX65W2y3a7XbSRvV4v5ufnRS6PG4fSUeyoNjExgV6vJ054PB6Xpic85InmsslLo9GQjUIO8u866Kiw4JEGiwaC6By1obe2tnBycoJisShBBzcrDTblo1588cXf69r04KYmbYYokTa43OREoek0ca50KkxzxIC+weFh12q1sL29jXK5jOPjY0FbHz9+LAaEKWqTyYRbt26h1WqhVCrJMwb6nQjJxaemLo0RZZBoGMPhMBqNBn71q18hl8tJOjoajcLn88l90+HiQRwOh1EulwXx9fl8sp54KCeTSSwuLorjPz4+jrW1NdRqNUHemKamMkYgEMDR0RFWV1cRCoVQLBZhMBhQLBbhdrvh9XplrZDDfPPmTek2SK4j71kfRgBEXxmAoKK6QpyOAJvlUFOYRpzpeXJfC4UCAoGA8MobjYYgpVQ6oLQfD27gvPUwnWwddGtuIg8ytifWCLROmdPh5rxoPiavSx9K5CVqFI6v50HHYk6uWdoF3gOd/WGkjtfOnzGjYTQaRVOdc8Eibj43Smk5nU5x/Dqdvo51o9GQjCEDENoJs9mMw8NDBAIBpFIpxGIxbG5u4vT0FHt7e1hdXcWlS5dECrTX6yEWiyGfz2NhYQGbm5vY39/HysoK4vE4njx5InNjtVphs9nE1gIQdLder0vjong8LkHk6ekparUaQqGQNJ1wuVzCwzab+02kiHRrB8vr9UpQSdk/q9WKCxcuiE189OgRfD6fPH/S2bgWGPxxHTSbTRwfH8Ptdg8g0xolbrfbiEQiYn+r1aoEugZDnw4VCARE3YFOGAvief20c0SOCR6kUik4nU5B8LmvAMjeZTDMQFsjnKRbcN1wnkdGRuByuVAsFhEIBHB4eCgKTb1eT/S9aQeG62V47VzTfJ+uLWHgqQvdOPSe01xmo/G8Mymvf9gZ18ALbQz3GGuReG0aoeW1aBtBu6LVMDTFRNsDAgNcL8A56EB6Dj9f+zGacz4c0PMatXPN+9Tzpdeo5l3zj54LbXd0MK855E87np5N/Wx86DEyMoLp6Wm88sor8Hg8WF9fR7PZFINIY9TtdhGLxXB8fAy/3z9QcV+r1WAw9OV8Go2GGCsiWK1WC263G3a7Xbh7AET9IBgMSmU3UVYAopBAPdBkMilcSOrx8tBhKt5kMiGZTMLlcgk9wufziWNHR6JYLIqxNZvN0kbW6/WiUCig0WggEAhI0dXY2BhmZmZQqVRQKBQGuOQfdnADsIiTG4joFVOyZ2dncDqdKBaLyGQywsGj8ex2u0gkEqhWqwiFQrh8+bK0R/+oBuebqJ1GOfTvDQaDrBUaYTo22sDSKNCxYedFGqzNzU28/fbbeO655zA5OQmr1Sqp/0wmI2lWtqw2mUyIRqPS5YvFmlSKyGazSCaTuHjxInZ2dnDlyhUxYACEo8mKeFJFHjx4gAsXLoj6ANPOdF4ikYhIVKXTaZGAq1Qq0o780qVLgupS1jAcDosyhsvlEhmwg4MDCQa73a7sxaWlJZydncHj8Qh3dmdnB71eX+axXC7j9ddfx40bN4Q+QX4tDwY+J70HdOEVebakj7AhCHmXOjBqtVrY2dmB3++Xezs6OkIkEpGMSiKREKdPFwnTSeX/GZDpdLKmWDDA1DxLHazxIKS90JkkHtiaB8k1RgeYnGTtuNO2aCdCO12aXgGco3i8Bh1UEmXqdrsDHUYZnNbrdeHwU86SWsdEwzUHl8WHo6OjSKfTiMViKJVKcDqdGB8fFym6WCyGbrcrHSXdbjeWl5fx3nvvodVqYXJyEn/5l3+JsbEx/PSnP8Uf/dEfYWFhATs7Ozg7O8Ps7CycTicePnyIz372s1hbWxOFDzrWExMT8Pv92NrawsrKCu7evQsA0k210WhgamoKpVIJu7u7sn7dbrd8Dp8tVWD8fr80TLLb7VhZWZFusr1eD4lEAqFQCBcuXBApSDpBVAsB+sCH3++X4i2CPwRTTKa+KhLnV1NyCJZYLP1GRNPT0wN0CyLMfC7cJzpL2Wq1RLmExcV0rLn/SA1ju/Nhp5XvJ8VR82XNZrPYYaLnpI3VajUpAvX7/Tg+PhabwDWqu8zqAJJrnHOikVH9Wk2ZGnbkSJWgo09gjPfEfQOcdx7UtD9mxamHrR1kvobPh39z73Pu+TffrxFkLbtIm0IKiuYqs/haU0x4rUTI+Yf61JTp1CARaYC0I7xerjlmRjR1h02keG38LG2PNM/9acczjvTHNJrNJr71rW/h9u3bWFpaktSaw+GQZhdutxv5fF7QhEAgIEZzZ2dHZOPsdrukbsfHxxEOh+H1emG1WnHz5k1cuHABs7Oz6Ha7uHbtGsbGxuByueByuaTLISNBppop2s+DjpJZ5Bmy4IpOEz8rHA7D6XSKaD0dIR6WnU4HPp8PAPD6668jl8vhueeeEwoDnbx6vY5IJIJbt25hcnJSCufIySby/mEHnWFWVicSCQSDQdEWpi7ryckJ6vW6SJ0RAaGSQjKZFA7gH/zBH/xeRYW/afzLv/yLSMDRIabjrDlw3e55NzkiacNcO+ActdMSbRaLRTIIP/7xj3HhwgU4HA5kMhlks1lRvRgbG8Ps7Czef/99XLhwAU+ePMHy8jK2traEi9rp9NuHa4SVaV0Gbnt7e3C73Zifn8fFixfxxhtvwOl0IhAICNowNjYmaC0N++joqMhnORwOJJPJAZqCRt79fj86nQ6Ojo7E4FIRgIb87OwMbrcb6XQay8vLUrzFwJOyfwAQj8dx9+5dlEol3LhxA+Pj45idncXBwYHo6TJ7Q240D1r9fBhs6MYqpIxwrii5Nzk5KeihydTX0GXBIyk+zWYTfr9f/k25MaPRiEAg8GspVNKQ6DQTWdIpcR7c3PfkCJO/TGdWp1Z5qOu1qQsahwM7PjeNNPGetKwcr4XqAFyv2onXzsQwr5PXpFFwOhAAxMFjW3tSj6ggRBSOB7XNZpPGQqTi0Lklp530I3bWJDiwuLgo++Df/u3f8PjxY6ysrODy5ctIJBI4OjoSugZRzHg8js3NzQEwgvO7traG+fl5tFotbGxs4K/+6q/w+PFjFAoF+Hw+mM39DphghjpzAAAgAElEQVS6LfevfvUrfPGLX4TJZBIlDToi3Du0v1SfYGtsv9+PQqGApaUlxONxQYUZoOdyOQQCAUHtgX4Ay7mkjjDRQA6uhWq1im63X1Q5MTEhHHY6v1SJ0vxzrnU+e5vNJs+Fe5dFogSXuO60/jU5v3T0qtUqjo6OEI1GxU5qdRhNa6JjTfla3jOpOA6HQ4J9OnV6vTKY5JrkvuIe0/xmIsZ6f+qsF+eKdCTuSwYPmrbB7+CeZ6aFe16jvtxn+vq5r3ju6GJA7j3t9GvqBYEGTUvkdX1QlonDaDRKcSGzKHwew6o/vEa9zrS60gdlz3R2hHubc8u5GR0dFX61wWB4xpH+3x4WiwWRSAS3b99GsVjE7u4ucrkcjo6OMDo6Ktqgdrsdx8fHUvXMSvNwOAwAEvGSD2mz2YTjysKvk5MTTE9PS/dByuXV63UEg0E5TLl4nE6nFFVR/o6Ihs/nkzS+2WwWVNFsNkuhoXbUXC6XoCRU7GBF+ksvvYQ//uM/htfrFfUSHlhXrlyRbmC1Wg27u7tIp9PweDy/xrl8mkEjQkNDp4W/4yFOmgK793U6Hbjd7oHCI1I8gsEgVlZWPhI+9AcNfegzQwFAHM4P4pjRGaCBpQOk750HAA9lHnZE4V955RWYzWZMTU0JqgP0i2NfeOEFqfA/Pj4WuUOmA6enp4WT1+v1hL/JosXZ2Vns7e0hk8ng5z//uRSOMrvBwOH09BQulwv5fF6MJDMnRMcNBoM42DS67HBFB5tBH+ek3e43mSDqyrbkjx8/xu7urji8LKp97733sLW1hdu3bwtXv1arSa1CKBQSR5TOKBFm6t5yrkdHR5HL5QTBI5o1OjoKp9MpSiLsVsdmIWySQePvdrtlrVIikzUNVqtVOvhxXknd0dJUnB+NLutiGzqhOijjuuPhQwSbRUAMyLUt0Sl3jWjplrv6mrRUHg9FOnr60NVIOYCB69IHPj9HF9zx++hcUTmA9qzRaAwclqxFqFaryOfzQmeiU0geMaUY2YiHdKBOpy+xubm5CZvNhpdeeglLS0totVrY3NwUmhx16k9OTqTm4tatW3jy5AkuXbokXQtbrRampqbQ6XSwt7eHxcVF/Pu//7tc/+TkpBQDkt8MADdu3MDBwYEUpPd6PVEGyWazSKVSggZSmYiBIVP9+/v7WFhYEEeb9Cu32y12KpVKDRQb62eqnWjg3BH2eDxCm2s0GpidncWDBw9w6dIl4Yq7XC5xaLh3AQjyyA66OhuUz+cFPWcgSC421Sd0wSmpjJcuXRJ7y7WvM3vMUtAB6/X66k0zMzMSYHD9sOkYPws45x7TQab+Oteqpj3orI9GRPWaZ9CtHXJmgDRVg44x0V2+n4EL38/X6mJdTXfQNA1dP8FBlJd7jWcOi5510K73tkadGTDwWXK/a2oP7ZymD9JR5vPU86Sdb35erVYbsJOaBqeddj3Pw7Ubv208c6Q/ppHP5/HFL35R0JpOpyPp5rGxMeGwUSKH9INoNIp2u42LFy9idHRUDA+RNjq8zz//PCKRiKBT6XQahUJBDuLx8XEEAgHhEJJzSs3RyclJLC4uwu/3C8LGzlDcECcnJ6LkwUOc6AcXX71eR7VaFZ1WGkA6Rtvb23C5XCKZFAwGpaVvOBwWY+31ekWHlcoKH2Zo55tpLraVJpXGYOhX8xKxZhU2+agsauF9Li8vY25u7iNbE8ODm52BDlE7InREyvTGpiOkDTkjao0QkCNIQ7S5uYkbN26gUqlga2sLRqNR0sA+n0+Q5d3dXUHou92uHBzsCEdkKZfLiTQe1TNisZh0NOTnsJgzlUoNyFbZ7Xak02lMTk4KouRwONBqtTA9PS37YXx8HPF4XJw0Itnke/LfWo7r9PRU+OZUW2GwtLa2JnO8vb2NQCCAV199FdVqFa+++qpcH418p9MRfqimLOg0qkZpic7xXtjam6lYPmMWOdntdqGmUF2GjhD3GgAJVDUnkSgsnUkeSACkI9/p6alQxfhejdwBv95WWK9PFmDRgeR904HQtAtdsEf0TFM+NOLMOdOIHQ9bIssalaa9YRDVbp93dNOHNp8dP4uawFTsYBEkgIG/eW2amhQMBmWeK5WKaBNzHSeTSayvr2NychJvvPEGbt26JbzlTqeD69evS6t6k8kk2sTk9LdaLaHuMajPZrPSMKRarWJqakoymrSL2WxWsmd0hPkzOrVEYimnaLPZEIlE4Pf7EYvFZA2x0HdsbGwg00N0eXd3F6VSCTdv3pRAvN1uI5vNShMjBnDMNOpBOhCHx+ORAmebzYZMJoOJiQmRa9VUAZ5LdNhp43m9pLzp/aaL2lgzRIfy5OREQCLNgeaaG0Y7dYEhC1mNRqNkVXgO8vq5TrWDTvSYDde008l1zr3D9cvAlI6tzk7qPasdS84Z55tZGh1UaoeTn8H3aAReUz141mhnV6trcO9xTxLI4fri3A87znTKh2km/LkuzNb3xx4CHLq4kQEu9yxBD57rvF8GM3wGGijT0qZcS08znjnSH9NgwdCjR4+Qy+Wwt7cnknSs/i6Xy1KwRYeZTS78fj8++clPikPIBVitVlEsFnH37l1ButLptBTOpVIpQb7j8bi0QbbZbHA4HMjlcoLKURWBWrdEbnSxTigUEsSZcj/kJbJynIYcgKAvS0tLmJ2dRSQSwbvvvov79+8LWs5gYHFxEZ/5zGekcxzQT7Oz5fmHHURDxsfHBX3RyiDkA+bzeSQSCWmIkM/nEQgEJHL1er34kz/5EywuLn4EK+E3Dxo5GjwaHG54zTfjIa/5o9TG1qgBDRidGavVinv37sFqtWJubg6zs7PY2dlBMpmE1WqF1+sVKUNqulJdhvrP77//PmZnZyUIpAMwMTGBF154AeVyGUdHR3jnnXfQbDaxtLSEQqGAbDYLv98vjkO321dWYJaFTYYYYJnNZlENoGNdrVZF5YM8TGYOiO7xgCQiVS6XxSHqdDqifAMAS0tLUrwVCATQbreluUWpVBL1kk6ng0gkApPJhM3NzQHqAo08dYd7vZ6kea1Wq9C07Ha7ZIVo1HVKl87O2NgY9vf3USgUBKl2OByimEJKmMPhEGSLwa4+7AEMXKMuCAPODyWisLqanU4er42v1QgW0SXeMwMAOrtMTfPn5XJZ6hToyBKRYrGhdqj19/C7eD36tTx8NZWD88uDnbUHdAh5HVxHzFow2OB+c7vdMJvNyOfz2N/fl0C3Wq1ifX1d6Bm1Wg3Ly8sIh8MoFAp45ZVX8Oabb+L+/fvivD958gR3795Ft9tXzvn0pz+NWq2GdDqNy5cvC+q5tLSEH/7whzCZTPiLv/gL4c0DECoeazyAfjdcj8cjwf/R0ZH0AyDXmJSZk5MT+Hw+dDodLC0t4Re/+AUePHiA5557Dt/97neFFjWs0+z3+3Hnzh1xsI6OjuDxeKQLqdVqxcLCgqDdDFqGi+347AgImM1mCY7n5ubw6NEjWa/kwY6OjmJychLFYlHQ6EqlAgBST0IUmsWTlLxzuVyYmJiQwILBHW0Gg1meZTwztBPN9c1/M+tXqVSE/02lEN2VmM+ImSQAQrsgxUZ/l0ZbuY/4f10LoF/LuSL4wkJhjWLrAJVngq670iAMgwheAzNMvEf9nbwGTeVikSPtEe9DF5oO07y0Y6wDaY1y66wqX0u/g/ucNkfft55P4LzLraax8PV8FrRJBDcYpOlizt82njnSH9OYmpoSbilTdQ6HQ9AGOgwulwuHh4fo9fqV3pRrIrJFlIEpueEKUwASZZtMJkmVl8tlQU6Oj49FKJ8Oi9lsxtjYmBgVFqXQmabQPgspyBPUzVvY9clkMglaRucrm82K0D83GeWN7HY77ty5g3q9jnfffRejo6NSzMjWrfv7+x96zok0c97pFNKhJHrOuWGRJVOqRDmvX7/+odI6v8/g5tcFGQx0aFSYGiQyQlSA9wxADC8Aee7MIjBAI2JQq9Xg9XoRDAbF6WGQw0MzEokgGo3C7XaL0gC51WNjY4jFYjg9PcXm5iY+8YlPCJLcbDbx/vvvw263IxAIiIPD5gh2u114w91uF9FoFGNjY4LCkuZBJFb/jodHuVyW7Ak1bjW1g1x/o9EoDuirr74qaGA+n0c0GoXH44HRaMT6+joikQiuX7+OZDIpShitVksUQ1hAS0RKOwx00MgT5ZxTjYb7ngceHT9yoGn4r1y5IsWPpCnUajVxXHhPpBzQ8WDGQqdZeSiQG6zpMTyohpFf4DxLQkdWD41M8TBm5kBzFMfHxweyLa1WC9lsVlBAvl/zQRlI8h4BDPCgmXngoXd2diY0Ejo6+tDj9VMVg6imTvdSFs9sNksr7nq9DrvdLjUo3C+Li4u4cuUKnE4nCoUC3G43Njc3cXx8LGtsenpa6Gm9Xl/S0uFwCI2Ce2hkZARra2vIZDJot9tYXV1FIBBAo9HA22+/jRdeeEF4vXwmdISazabUtnBNLC4uolAoSIBbqVQQDAbRaDRw7949WQtvvfUWZmdn4ff70e32ZSnHxsak4O7s7AyHh4eyL773ve/hxo0bMBgM2N7elmwjaxCY5dQc82HqgObT0vGj/B1twOnpqXSCJDBDrWYG9NPT00LrYHBE55no8dnZ2QCKDUAafTmdTkxOTiIYDAqqSXv724bmInOtEkjKZDKiq82zmQ2mOBjI0Gnkd7LOQEvXEVghsq85xdoB5TURbeWap43h3PM7+X5eJzNA3Ot6D/K1urhPf7/eY7qLKveoplvpLJFGnWmjCMxp2wWcUxjp6NL2Mtjj93E+dRZguMaDfhMdfZ3B4veyu7R2zJ92fQDPHOmPbXS755XdrLLmoTg+Pi6o2fHxMQ4PDwUVW1xcFIfG4XAgHA7DZrNJBzR2n3O73dLcgq1t7927JxqYHFZrv3WyLk6jpJPT6USj0ZBCDBoCct3oiOm0DJ1t6rTyEKGYfrVaRTabFQ4feUyMNvm9NL7T09M4Pj7Go0ePUCgU5LsKhcKHSq0AgNPpFDSGXRV5L6R4UI2ESJLL5ZLCFSLpv2+jlacdNHC6vS0zBTR0HExPa86rbl6g9YhpzOlws2Ux213HYjFcvXoV77zzDmKxGFqtFtLpNEKhEILBIBwOB3Z2doTrTu3lUqmEmZkZKUz1er1YXl7G17/+deETrq+vY2ZmBteuXRPkiJ0tmbmYmZkRp6ZarUqAQCPOoiNSbFh4xEPWZrNJIV+5XB6gIpnNZng8Hlm/dLp++tOfYnZ2VigPzWYTiUQCAOSeqHNNNJiO2sz/k92jA6uRT8qtUR2ArZ+J0jFQHR0dRTabFbqRydTvXlcoFJDL5aQZjsViGUD27Ha77E3gvGUwcM5xBCAILA9knXI1GAzCJdS2Qa/DDwoc6SjzsCXliN/Nv+kQMZXN+RlOAZM+xGeppa70OgfO6SY6DasPaCqA8Blo54ZBKdcA0VAWpPJe+HnMtOzu7iIajcqhfXh4KMHbzs4Ojo+PBV0fHR3F4uIibt68KY53Pp/Ha6+9JnUFm5ubCIfDmJmZQS6XQzweR7fbr1moVCrw+/3iXAPAzZs3pZhRI7SZTAZ2ux3NZhMrKysoFovSBZRIO/WPSZHodrtwu924efPmQJA3NjaGQCCAnZ0dWCwW6VVAe84uhplMBsFgEDs7O/B4PJiZmRENagawzHTSIWLbZQ6uP+2olUolqVtgUS/rIphtATDQsv309BTpdFpUfQBIw6SzszNEo1E0Gg0pKq9UKvB6vcJr5v44ODiQfUAwSTtcv2kM0w4KhQLGx8dlb1A+kXuX6DDPMmaidWCoHTtSlngtGgDS+4z7XQfH/J1GcrXjzQC31WoN6I9rGo12RHkNfG50xnWAPUy14HXy98z0MFjWdkh/t3ZWucd5j8w86mytfgacL9ozAikWi0U6bXL+tV/Dz+B65PsIVOnveVonGnjmSH8s4+zsDEdHRwiFQvLw2FCiVCohkUiIVjHTcaVSCQcHB3KoHh8fS4otFothZGREkAIeUDTA1WoV8XgcQJ+3VyqVRBc5nU6jWq2KAgeRaBbcBYNB2VxM6/FAonKGxWLB+Pi4NHTh4UQkQB/ofr8fFy5cwHPPPSfUCqaAut0uJicn4XA4UCgUkEgk8K1vfQsmk0noBOVyWWgBT1N0yO9lISPbw9KJJ2I+MjICh8OBTqeDhYUF9Ho9BINBqdS3WCz41Kc+9ZFL3P22ayeaSgNBfrJGObmGmJbm4d5sNmV+icjpYgsaImYHstksDg8PRc3C6/Vid3cXoVAIZ2dnEsiUSiVEIhFB7plebbVaKBaLwqXmWm42m8jn89ja2oLT6YTBYECtVpOW3el0Gm63W9YZufw+n0+Mq9frFSeLyJvR2Of7816pUU0jyO5p5MG53W5kMhmR6NNpaovFgv39faGYmM1mzMzMiKID6R53796VZ8EgYHV1VQrOiIhRaYUHFR3HRqMhhwT3KyXz3G63BHjpdBqRSATFYhE2m00aMxEdTafTwr/k8x5O/QLnXEIGTzwMeK08tJg+5eDhykCAqXkeMjw8SS/i4UgEmPOoD0mN+DCrRpSRsp0MjrW0o0ahaFOGK/K1M6O5nSMjI7Db7YLgkzNrsVhkb/O1pEYxuAIg9AEAWFlZQalUEoWl69evi5b/zMwMlpaWMD4+Do/Hg+9973sYHR3Fj370I3z/+9/HxYsXMTs7i/X1dZycnKBarSIajcJut6PRaGBsbEwoZ3ScJiYmcPHiRSwuLiIcDqNWqyGTyeCtt95Co9HACy+8IBKKNpsN169fRyKREJWP+/fvI5fLYXl5WVDnaDSKxcVFxONx5HI5cYALhQKWl5cFeZ+YmMD4+LjwvPf29rC7u4vbt2+L5N/e3h6uXLmCbDaLnZ0duFwu/PKXv4TH45GMJRHjsbExCTQACAWHDkq5XEY6nZYzZHZ2FtlsVlBdk8kktUAs9Gw2m6IYpTnR5D6zsI1Ug3K5LNmobrc70KiJ9mRzcxOLi4tC+dPO5PBaoyPG/c39Ew6H0Wq1cHh4CACSWWZHTJ0h4r7UNAcdzOpzVxeI62I47dAxKNFILr8POG9Move5zvxo9Jy2i8iyvjbaC+3c8zNoCzTdRGek9BrQDU5oh/h7XivvlVlvfj6vfTh45zOhLeL1cs2wmF1naT+okJI2kr6MDjwYJDzteOZIf8Sj2+1id3cXxWIROzs7ckjn83m88MIL2NzcFBSEXGkAWFtbk9TXd77zHXg8HiQSCVlQ5FkScSmXy6hUKohGo6LwQXoFq2ZpVLxerxzmAGTheDwe0Q3mog8Gg7JANcWDkSmbVpRKJRQKBQAQhJCHcS6Xw/j4OKanp9HtdkUS7ZVXXhnQhSRiRyePsmHknZF28P8b3EgatePhSQk0IldOp1MKiHh/RAcCgcBHtwg+xCBCykCjVqsNpN0dDofQToajedIgiF4xyCIqAPQlqpj27XQ68Hq9aDab+MEPfoALFy5I21+fzwefz4dqtYqbN28iGAwKAma1WvHmm28Kx56p2XA4jFQqhaWlJVitVly8eBErKytotVpCFSJNgx09iViSHkRJKx50vEciOTykzWazHDacD+q68kAvFouSDuaz1Ty8mZkZZDIZBAIBrK+v4969e7hx44bwdanFbrX2u8mdnZ1hbW1NGrtQB5eHM2WeaHSNxr5SAINRGnvdSjifz8vaS6VSGBsbExkzDnIu6XzyYKEzPXwoc774Gh6ALPgbRot4kFksFlkv7XZ7oNMcv1Oj0nSsyePm9eniJt43i6/orGhdaYPBIOlsFifxD1PzdN75uZojrdc/My+cJ418kbrGAI0ONFGqYrEoKkQABICgEkwymcTk5CRefvllfP/73xc1j0qlgi9/+csIh8N49dVXMTs7i/v370sgGgwGZa9xT/v9frRaLZE6LZVK8hzZhpp1HKRNvP/++6jVapidncVbb70lmRnOXzqdxvT0NJLJpDjXDx48EMUhu92Oo6Mj+P1+uN1uaQK0uroKu90uxYzMBhGEyGazcDgcWF5eRiaTESTz9PRU9ken029Pf3R0JJJ+AARRZzCj55sFlNRPpzLQ2NiY1AUwWCPqTUePQSF50HTq+Flcn9z/2oYyk0uefjqdHkAfNTrK+QUgdJfx8XFMTU3JNVSrVemlAPQzoQQ8uJd45miqnq496PV6v8bF1rZdc5rpJBJF18g2nUodfHCv83O4j4eDUzrkwLlDrxFtfebobOewg60LPHk/5E3z2jVvm9dPQIMBxHBbdw0O8XvpT2nkHBgEF5i51EEIbR//z3vTQROvn9f8DJH+XxxPnjwZKP65cuUKgP6m3N/fx8zMjKSkKJ3E7mudTge5XA5/9md/JqlhcuVY/EdFDBp0cn6dTieAfio4l8tJNEZqSDgchs/nEym00dFRjIyMCMJCZ5nSUCMjI2IM+V2rq6uCTsdiMVy6dAnBYFBSx9wYRMPX19fx9ttvY2lpCU6nE/F4HOFwWJoa/OIXv8D7778v6EwgEBAHitSW32WwYIgoEAMLl8uFQCAgB5oOPJaWlj6aBfAhhsFgEOkqAANGkkUxWgOctBzNa6PxYCqMh7PP54PL5UIqlYLP55PCV4OhryE7NzeHs7Mz4bmzYJWfydTzt7/9bfj9fpycnCCdTsPv9yMUCsFsNiOXy+HmzZt455135GDe2dkRqS1qTpPHyCwHiwvL5fJA6p8BEHmD3W53oOCIxpM/J12kWCzKntPd6ejklctlzMzMoNFoCO/46tWr+NSnPoVf/vKXuHDhAq5evSo8/k6nA7/fj8nJSUGE6WCR/wtADhGmWJlmpzPJACISicheJwpjNvd109l1jc+ejrrupMi1AZwX+vCPzkzpg5aHOg8FfUBxLXGt0GklIq0r3vn9PFDpfBuNRmQymYFKeZPJJM6ebq/NlD2dGgBiL/ThRueXzgHpS3TIeQ9cM6QAUaJt2DkgfY5pdwY2zK7QIQQgc6TRcau130Hz+PgYn/3sZ/H48WMBIH70ox/h7t27uHfvHk5PT7G2toZYLAa/3498Pg+DwSC8cMozmkx9tQnqKFutVsTjcbTbbbGjjx8/xsTEBLa3t3Hnzh1MTEzAarXitddeE913m80Gv98v/OWdnR1xZjweD771rW+JfGI8Hsfpab+TbiqVwsz/a3zV7fYVedrtNi5duoTd3V2hMe3u7qJQKMDr9cLn80ldTalUwrVr19BsNlEsFhEMBhEKhcTRJdBDqiBtHABMTk4iHo/D7XYLnazT6QzUDZFzzSLKUqkk+tVcM6w5MJlMePz4sTQrYsaVQSn7LwCQZ93r9XDr1i00Gg0JOIepRZ1OXzllf39f1gadb94THfmRkREsLi5Koxx2odToteYxc+3zNXoPc2/QudM0BA7WOfG1tJcEw7STqHnIdDy5l3XxIB1I7qsPorroQF5zl+ncanvEYEHvV963tjfkMvP/pCvqjKN27Gmj+D5tNzTCTpunFYM0Eq73N89Rs9ks0oua9vFhxjNH+iMcTCmTltBut7G3tyepzWazKUgXq6w9Hg9sNpsgfSaTCevr6ygUCgNyRIzkO52OtJONRCIDqJGOeulQMJXncrlgt9thMPSbCbBCn+/TvEFSOshp7PV6CIVCuHr1KsxmM9bX1wFAuM90+Pb392EymaSQJJfLwWazSTv0+fl52Gw2zM7O4sc//jEKhQKmp6cl9UiHggUtv8+grB03E9P7LFphu3BWiP9vDHJ16TDo1NPExIQ4h0RCyUEHIK+ns6gLsEipKRQKojjg9/tFLu7y5cuYmpqC0WjE0tKSdMwcGxtDPp+H0+kUJPbSpUs4ODiQIqrR0VEkEglBsbLZrGhL69ReJBKBx+OR4h6uf6bgAUiwRnSKBp2Gl8ZNa5eTNjI+Pi71Bvl8Xpq6MGtChJet6clfZiCRzWaxuroqad4333xTNN57vR7cbjf29vZkPTNFW61WxSHiXLNYl1kfBg3Us+WhyiIqg6EvHZfNZqUIivKQdBRYaEbnlmlPffhqetUwmqZTkzxkhtPB/L9Gn/l74Fw9QyNJJpNJDlMWZPI9TOPSEWBGRSP4HHQa+F6i9Dw8KQ+n0+A8EHlg8j6JxtH28frowGsHhjS5er2OiYkJdDodsdvkprPNNxUknE6nFCfv7Ozg5OQE8/PzEqBRxrTVaiGfz0stDDsAlstlyTwxg0FAgXKcv/jFL+B0OoX+cunSJfzoRz+CyWRCoVCAwWAQdYpMJoNSqYSRkRHkcjkYDAbhBPv9fvz5n/+5ULf4PFhATd13qk+Mjo5if39fJEr/9V//FcvLy8jlckJBIl3G5/NhY2ND+gpUq1WR19PZACL3dGjoiI6Pj8NgMEjQTloRbaHOINF2MStKmlcgEJBmKKx5sNvtaLfbkiEl5/3w8FAAJSrisBtgsVgcQGg5TyyKDgQC8ux5rhII4LlsNBqRzWaRzWbF4adtYyGopn4NO5L8N88p7fDr4Bc4R6y73a4U7fPzeU47nU6xE9y/DGb1Pjo9PRVdegalmodM28xnx+CctTEaRea+og3RqDD3kFYe4TwT6OJe5V7WaDqvS6P4tAF8Df/WCLdGsfU1atSZ9or27Pj4eEAn32A475T4NONZZ8OPaKTTaWxvb4uhGBkZQTQaxcHBgVRkEy1hQQcPeB7E+XxeNqndbkc2mxXnmk4SBfDJWWaaiYuGiDEXqnaauRlZNETjRYRJb2Jy+3TUx88nQpnP52GxWKQjIdvsttttPHjwAPv7+1JlPjU1hYsXL8Lr9SKbzeLdd9+VVL1G61jsZbVacenSpd/rmbD5CnWF33//fayurmJ1dVUK6VwuF95//308efIE//mf/4lut4tvf/vbuHv3Ln7wgx/g7t27WF1dhc/nwze/+U3cu3cP0Wj0d0bL9fj6178u6UYaMT4fFuER7SFiSIRRI3fkiBqNRjn0d3Z2pOsaC/MWFxeFl5z5DEsAACAASURBVJjP55FMJoULbTb3taLz+TzW1taEx84iwqmpKVGP2d/fl7XHNUZqDosBaeBIZaCBAiBOJAuodPW9zWYT6gCLK3u9nvyejh+NJ5G96elp7OzsSEtz8t7b7X4nu16vJ9+bSCSQy+XgcDiEB1uv15HP5yWA8Xq9SKfTcDgcSKVSA6gvAOGtaj415e54/3yuLAb1+XySaeA65x7n34VCAVevXoXX65VmHsxGbW1t4fr16/jZz34mtJzNzU1BbYdT1Tq9zMBLcxs191A76NphBwZl80jRYNZAqxEwncrDTKerGQQRBea6ZhCpU9JUPWHzFK3zqlEppq01AqeDAfJztQxgPB6XDBXpJwzyeN1Up0mlUrh69Sr29/dhs9kwMTEBg6HP02XDlOPjY0HFtaLO6OgoksmkoF0sdB4fH8fDhw9FKWZjY0P09KnTzAwS9xjnwGq1IhqNitOeyWQwPj6OYDCIt956S3jr29vbQjs4OjrCnTt38Prrr2Nubg4bGxvweDyYm5sTmVEWv8/NzSEcDsscZLNZqaNYWFgQlI+BPYsBGSDodcP1wqwB932r1UIoFJJAhlxy3QxoYmIChUJBAvdMJiOUIu45rVZD5J3fy9Q+7SYVRdhISa89ZkxY4L+0tCQ2mI43P4PZWSoHaZ5xKpWSWo9msylzQWeRtkA7mtx7ww6mRqu1M839rFU3tFoRP1MHy8N7W5/jOhglAqz9BO5JBsXafnAP8nr5WRqhZjCvud/8LtJF+Dvt0PP7GJTQCeZ7NWigHW7+rZ1uzaEmV56v4bzRB6JjrQu7j4+Pn6qz4TNH+iMY+/v7ssi3t7cl/cdUldVqxfPPPy9og8vlgslkwqNHjzAyMiKOpE65FItFGI1GMVo8wGmYfT4fut2+OgWjbFZSEwkiKsuNof/P7+HhRck0bjYeCpS742vIP2VBIhvBaCfh8PBQHDVyWOfm5sShf+utt4RbVygURAPbZDIhHA6jVCphaWkJMzMzv/ez2d7exn//938Lp7Dd7ne+e/ToEeLxOC5fvoy33noL6XQavV5fdeL4+BgzMzOIx+OCvrJANJlMIp/P47vf/S5++MMfisYvqTUfZnzta18b4J3x8CeCqdNjvV5PVFZYtEcEjcat2+1iaWkJb7zxBi5evCiGuVgs4sKFC8hkMtje3sbOzg5u3LgBv98vDvPly5fx4MEDnJ6eYm5uDvV6XdpYr6yswOl0Skcz0khYrEHFD+Ccq051FDrPPFiIEOtCEADiFNEh83q9wt/mmtSFq9qpJn9ZO15MzTN1TP1sjVS/9tprUrNQLBYRCoXQ6/VQLpel62ggEEA2m5WCXX0wMb06fPhVKhUJDvgMiDi73W4kk0n53Hg8Dp/Ph5GREbz99tvSbdJkMknDHKqJdLtd0di22+3iOM3MzAgSe3x8LA6CLv4Dzlt1a5SczrA+kIFzviMPGv6cQbjVakWlUpHDSqNFfC+dEKLZTDXr9a4Pd70XSKfx+XwSjOl0NK+JtkyrkrDwjsETa0/YFZYavzabbaCwkc1rqGJB9ZWVlRUkk0ksLCxIlm9tbQ2Tk5NIJpO4fPmy8P/D4bBwrn0+n9jLbDaLSqUifP7Z2Vns7u4im81Kxow0oVgsJvPyzjvv4NVXX8XDhw9FkYI23+/3Y3Z2Ful0GrOzs4jH4+Jcsm8AdcpJh+BzYFOU6elpBINBUe1IJpPyjIh6k+pHnnQ2m0U4HP61Vt+kGbBRiQ6ytGPEjANtGYGYTqeD2dlZuQYGUAy2+e9SqSRrh9Q0AKLARIoX0X7KXpLfzAxYu90W1Su/34+RkREpNKW90Sgn749ZEzrYVBzhGcDsCsdwcAFgwAnXDiGfDx1X4FxDWTt+OjjUzjgHnVvtIPNn9Ae0IoY+axiI8JyhPR2mien7GN679Gd4LQwq9JwwANav4Z7WWSp9T/r9tDccPJdYuzKMajO44s903QUz6/we3ms6ncZXvvKVZ4708PioHWmmAc/OzpBIJOB0OjE/P4+joyP5eavV16N1u91IpVLIZrPY3NzE/Pw8Go0GYrGYIF/UNd3f35f0MYvKjEajaKIy1cXOVG63WzaYjk6JAnGxs9iPBpcpUeA84iWFgBuOCACRFjavYLGOy+VCIpGA3+/H6ekpisWiLFiLxYK5uTlBxre3t5HP59HpdAQJ7fV6os1LB35hYeH/svdmsY2l17not0lKLA2kOIgUJ1HUPJVq6Gp1qjvd7Zy40+1rdxJkcMfAcWIgAYKTAPciww0Q4DwkCM598ENuAlwEuBcXdvJgO4NvGnYMp9O2Y7vb1V2u6irXpCqVJIoaSJESB3ESSUmkyPtAf0tLdHViJ/Z56g0UqooSNzf3/v81fOtb38LIyMh/6JlkMhmkUincvHkTQNsQ/eu//iu2t7dhtVpx584dVKtVpNNppFIpKcNTHmpkZASxWAy/8Au/gJWVFfT398NqtaJSqYjhJIIVjUZx//597O3t4dGjRzg6OkIgEPihrvNzn/ucoPKtVuuMtBqfD42ZNoI0KESBaCT9fj9WVlYEuXrjjTfwyiuvYG1tTeg63d3dIn81OzuLRCIBk8mERCKBF198Eaurq4K4p9Np5HI51OttHfRUKoVSqSTGn6oPjUYDW1tb8Pl8otdtNptht9sFQeHaKRQKUo2hEezu7paAlIEMy+MsrzOhZEVGG1iiedrJcX0NDg5id3cX8Xhc1EXYdT84OIhIJIK7d+9icXHxTJMf13OlUsG9e/fw4osvCsrDNcXvpoN4Vlj4OTTS1WoV8XgcdrsdIyMjOD4+xtbWFl599VXEYjGEw2G4XC689tpruHv3rgQL+/v7CAaD+NrXvgafzycI/NDQkEyZPDw8xPT0NPb29tDT04OJiQnRvWYwS2etHaZ2YsDp8AIiP0xUgFPdaK5DluVp4xhA04nSKWppR+30GIRoZ/ok58rStR78wKRRl3fpFLVuN+8NwQo+v1wuh0AgIFQfomPU4KddZA9FpVKBy+XC3bt3sbKygmAwKM2yrOJsbGxI70g0GkWz2VanIZ+ZQdP4+DiuX7+OqakpXLlyRXT6rVarVBY5RZS0IlZ6uN5oz6mnXi6XUalUUCgUcP78eZloWy6XMTo6Ks3fTPrJa15cXJTBTOyBIL+Z17O7u4u5uTn5LII7fr9faCWaZ85mP/bycC1RAadUKqGnpwdut1uoKiaTSWQzaW8o+QpAKmtWq1U0vBmcd3d3w+PxSFLLtcPgj+uKa5KDeGgjkskkpqampKrGKYnU1dd0SC0p2t3dLcpbbJJk5ZMTEzvVJrimuWb1tXUevHe0MwzuSIHTKDaDVp3Ma+SX+473i3u5sweDyZCmUGk7y/38JHuikeLO5INAj04I+J30eXh/dHLdSfvgoQNp/s0KP++39jHaxujEgvdHV9F4PwzDwM7OzgeI9JOOH3cgfXJygrW1NenCTiaTIl21s7ODZDIpZW+73Y5EIoGDgwMkEglRCdDNHeSjcggFM77u7u4zgTWDAcMwhLPGLJIcWfKZzp07J0oHLBGaTCYpbRKN1jJrRK4Y5LC0phEhzcWmcYvH49je3sbW1pbQQNxuNy5fvoze3l4Eg0G8/fbbMu6Wm40d9tTLttlsmJub+6GfQ7lcliYa4FQmiCN7nU4nLl++jBdeeAFdXV2YnJzE48ePJTgg4nh4eCicxEKhIENFtra2pHPb4/HA7/ejWq3C7XZjcnIStVoN0WgUe3t7eOedd3Dv3j3pcn+/46//+q8FWWOQwKCEzpzImu5mZ7JEeS8a8cPDQ4yMjCASieD27duYnZ2F0+mU4NThcMhY3+PjY3g8Hulg39/fRz6fF6pHtVqFy+XC2NgYotGoDFExjDYfkwaI64wOn+gGG0cpSdZoNISGQgR0YGBAgpi+vj55fkQPWV4k+sJpgayYcG3TOLL7n8EAm/8CgYA0SmazWQnuyAm9cOECUqmUlPdyuRyGh4eFprK+vi6OmaVljeQ0m23FG3JctZEmugy0R06TQ0sZtFAohFQqhaGhIek9oEwYaTNUOnnuueewu7uLwcFBXL9+XZzE4OAgSqUSLBYLtre3pcGW7+O+JJWJdgU4HUesES6dtDFA1d+ZjksPnaA90EEDHb62lbpEywZAOj/taHXjVavVEg4wz8FDo+vcR0wAGHjwOqkCFAgERKeeQRHL0FQcIQptGAZWVlbg8XgQj8fx0z/908jn8yiVSpiampLfHxkZgdPpxNbWlthmVhqcTidisZisCzbspVIpBINBWT+kwFGFg2AMp4ASfWcgPTAwIIMkWq0WIpEINjY2JHBdW1tDMBgUNRFWirREYKlUksQxGAyiUCggGAzKd2bCRESPw1zMZjPGxsakoZK/w0SGJX0dIPEZW61WbGxsYHp6GqlUCtVqFc8++6zwmCPfb4KkPeHUUPZXsBJzfHyM2dlZGTZFJJw2kaBEMpnEwMDAGVSbjdZer1euk4kA6UdEKbmvBwYGkMvlZK10dXXB5XJhaWkJ1WpVfAXBLt3Aqvm6fI3n4DrW6557W/cyADijdMPfYcCraSOsVNLX87Npa1kh0EmrpkHwb9oC/pz3lq/pc/NZdybD/L+mAPE+8OC/eQ8Y23Ry6Dvf04lov985Oykn2kZ1JgE6uP+A2vE+x48zkKb28/b2NqrVqqhoZLNZQTB7e3sxPDyMc+fOYWNjAwCQy+WkYYBOhMhWOp2Gy+US6SSN9NDx0pByShb/sLShy6dut1uyLAYdzKaJKnLhsDzMzI7lWXJ2iQKQ6kGKCgApRbNcxp/Nz88jFArB5XIBAB4+fIgHDx6c6UoOBoOw2WyYmpqC0+lEoVDA2NgYpqenf6jnsL29Lc2YLBWSVlMul2G1WuH1egXpdDqdGB4extzcnDjZ1dVVUYJgSb1QKAgCrctXhtHm/rIxpVgswuFwSELC55lMJrG+vo4HDx4gGAxKaYtB5Wc+85kzKB9lksjHo0FnuYqBAZ+v5v9FIhGUy2X5/h6PRySpGo0GvF4vEokE1tfXYTKZ4PF4cHBwAJ/PJ7rO4XAY+/v7otjR3d2Nmzdvwuv1ihIG1wqDb/Kz9/b2pHTc09MjfHmqB2gJKC3nVygU4HK5RJ6qk69GrWnyFfn55Fcz6dCNm3T2egQ8HSe/O5VuOE0UOB0CMTAwgK2tLYyOjkpAw6FKVIAgEsv7wsZhfk+73Y50Oo2BgQHk83lsbm6K7jUDXLPZLBq6tVpNHDGpCl1dXRL41+t1RKNRPPfccyIX6HA4MDMzI0MxrFYrjo+PEY1G4fP5hBN6cnKC4eFhGWiRyWTkPmunrp23RqXpUIlYcY3rEjcRY76mm087eZTaUZHfrfcX7y2DeJbUaYMYKJDapB0mf59BcrValT+k0LGBk0HByUlbLalarcLj8QiSPzs7K2V+TgIlZYCIL//PZ7C2tiYBJRH3GzduYHNzEy+88ILME/jIRz4iTbK0pQz8VlZWMDU1JRUS0jvOnTuHN954Ay+//DKOj4+RSqXg8Xhw584dPP/887h165ZUwxqNBiYnJ2E2txuCu7u7ZS+RsxuPx6XfpVKpCB0pn88jFAqJndLyk1tbWxgZGZHGXJ5LU5y47jpL6wxAdZIGtBPMze+PYy8UCjL+XE/4ZKKhh5WxEVuvLfY3UBuc6yMUCqHZbIoMZz6fF+Wi7u5uGTbDvaxVq0jJIXCQSqXgdrtlnTSbTQE8XC6X7F3dhMdrox/n/uikIGgNZABS9aMPZ3BJG0R/ziSTe0kj37zf3Des8NDHMyjmdfHQQaWmcLA/orOhj5+tOdEMfjVFjIpMDF51Yk6aDveCvhb6QX1eHdBr36mvRycJvKekjeh7w/PqalkqlfqA2vGk48cZSJtMJrz11lswm82Syfv9fsTjcdhsNvT19cHn82FiYuIMusAGITosqlvU63VMT0/LQnC73WcQSQaj5LwxyOaUJZbouMgNwzgzN56IZrPZlCY3HUTz0CVTDozh5iCaQQS51WqhVCpJ9/vOzo4gGSMjI/B6vQgEAujp6cHGxgb+6Z/+SUqwNLw8j8nU1vo9PDzE+Pg4xsbG3vfec+DHzs6OyIXx2sklJlVAB1vkj1erVWQyGZw/f17K7AwCn3rqKUFHGRh0dXWJ5jFL6pcuXcLJyQmGhoaQTCYxPj4uVBGO4WY14saNGygWi8LTrNfr+Nu//VvZ+Awg9DPga5zMqBslGKRUKhWhajz//PNYWlpCLpdDPp8XvnmxWBRpOxr9XC4nA0yoXLK1tYWLFy9KubfVaom6BxEMt9stsmI0duVyWQaqmM1m6fQ/ODiQSgqdCw02nRZpSzab7UxjEhEaOur+/v4zQz3q9boMQiBVyWRqD3nJ5/MwDEP0yMfHx7GysoJAIIBWqz1wZmFhAR6PRxA6rj/dO9BqtZDJZLC6uorR0dEzQ0ZonKkuQSrL0tKSDNEIBoOIxWJC5djZ2ZHvwmZHBuMWi0Um4bFaRA1xKvgkk0lpMCsWi3C73Uin04L0R6NRHB4eYnR0VJINlsOJzLMRmRJgmpPfGTgDp3J52jFqznSnM+wszWpEUiNYdGxa75UosuZY8j0MrNnUTLSSKGPnQRvGhIGBG5F3vc4qlYroMZ+cnGBkZAStVkuqN6SzPXr0SII5akWfP39e9MC7urqEovfaa6/B7XZjf38fd+7cgdVqxezsLCwWCxKJBGKxmCSImv+9v7+PF154Ae+88w7q9TpGR0exsbGBXC4Hl8uFkZERbG9vI5FIwDAMsfkMNNLptEzRZRPexMSENN3euHED09PTaDTaUzqvXr2Kx48fIxKJYHl5WSbUUkGmt7cXTqcT6XQaTqcTx8fHmJqaOqNRTRqW1jPWFCEAPxBQMVgpFAqCYPNZcuIs7QHVlQBIAkUKFX0Rm/8YiDOo4hrjsz86OhKZOgarnNrKCib9C/1df3+/VMrK5TICgQBKpZLsGfYo0aeTW63XPNek5jXT72kfTHvJAI/7ATgdWARAmq/JddZUD+433m82PPLn/H29RzVIwnMxOdRVID5HLbenK1b6s/W5+D6TyXQmke1MArj3Gdzq+wecSsRqm6MrXNrG8Po0lYOfwZ/zmmgXuC75mR8E0u9z/DgC6Xq9jgcPHuC73/0uTCYTnE4nxsfHMT8/j3fffRd+vx92ux12u11UDl5++WWcP38eiURCND11YxYDyrGxMeEaU2GBI7hNJpPI2OlBHZS/IqdWl91Z2iXfjIEZOWC1Wk2y/lqthlarJSoP2ogQvbZYLBIM0iExcGFTCrvPh4aGsLCwIHq/yWQS77333hlUwmKxiFNqNBoolUrSNEkN7s6DTiSXy8Htdp/pqGYjTiAQkA3HRhleM502eXyNRgODg4Pwer2w2WyIRqPiPJklU8UkFAoJEr29vY18Pi9GmBz3cDgs76X038DAAI6OjvDNb34Tjx49QigUwj//8z8LogucItn5fB4TExOChvHZEt1gkEGFFwaN8XhckrF0Oo2xsTHhQHu9XmxuborzMZlMuHr1qtAYtra20NPTg3g8Lo40mUwKV7Fer8PhcCCXy4nTZJBCpQ2iwlwX5IYykWE1wzAMQW6AtnOk4+/r60M+nxdDymCcgRspLBZLe+RzsVgEAEEXWQI+OjoSxJAKJtevX8fs7Czi8bgol1AaipUYom8cBMPhKuRmcp0xgWS51+PxIJ1O4/z581hZWYHL5ZIegkKhgJGREUnuarWaUBV4b7q6uiTxZimeP+Pz49plIMcKBEutdBClUknWqx4vTd47E7lIJILd3V3h0OqkVjtHzZfU5XrahE4nSyely9Q6GWdCB0DK5xq547k1/59BCO+9LhFzbemDmuDcX0QC3W636Nzz+s1mszTSDgwM4PDwEHa7HWNjYzIZdnBwEBcuXEA4HMZXvvIVvPrqq/jCF74Ap9OJUCiE+/fvS7Xl/PnzWF5exhtvvAEAksCxMsOEsFAoiOY9157X68XR0RF2dnaQSCTw/PPPS6Vvf38fU1NTSCaTcDqdMmW02WzKFENSOYjWc8hSNptFvd4e7MW9ZrFY5HUqpXD9A+3mvXQ6jVgshqGhITgcDlQqFRwcHCCXy8HpdArtQa+Ler0Om80mSZJGDklh06gxgSTKWZrNZtFfLxQKQp0pFosyCIhrn0GspkDQfh0dHaFQKIhMHhMNKuaQ3sZKlMvlQiKREOSeVTHy6dljtLW1hcHBQbEvvIdut1sSIp0I0u/qZFFzf3Vgq2kIuoLDv7kX2CTMe0qUt5PGoBUouA80hepJVSh+DptI+T00N5u2iVWtTlqVDp47q02ssur7o/cv6T+8R3yN59J8cJ1A0FbqIJnn7ryXGrXXCQHvB9+TTCY/oHY86fjPBtJU6FheXj4j+D46OipBDuXDhoeHEQqF0N3djVu3buHrX/86rFYrfD4fcrkc+vv7pfxMbhazor6+PglYuKCop0tkmZ+tuU00aORG6bKG1WpFrVYTbUngdAFrZRCW2w3DECSAyDcDe/6MVAk2ohiGISL+ExMTWF5eFlTs61//OlwuF7q6uqRsSYSQ3erNZhOlUgnBYBA+n0/uMQdpEIkmokLaSSqVOiMXGI1Gsba2JujdyckJ9vf3cXx8jGw2K7JwtVoNPp8PkUgEgUAAgUBAGuvI03W5XLDb7TCZTILGUjuWXGDDaDey+P1+ZDIZDA0NCdo5MDBwJjhqtVrY2NjA6uqq3HcG9ExCiLpyc2snZbfbhQaxvLyMyclJmerH4OnChQu4du2a8KKJZvb29uLDH/4w8vk83n33XWmcYqMRHQrXC5GeoaEhxGIx+S6ccMkAlKUyk8kkihtU0GDDW7FYlGEGvPcc9qOpGizlA4DP50M2m8Xg4KDISgKngVar1ZIpjAMDA1L6tdls8Hq9MhK9WCxicXFR1tz4+DjM5vbEUTaFaf45kf5GoyE9DZRjpDNgAsGEweFwIJFIIBKJiCPu6urCwsICHj16hNXVVXg8HgliyGnf398XR8pyv5ZFDAQCiEajkgSRbjI6Ooqenh5BSg8ODoTSk0qlxJacP39eaF39/f2id22z2UTbnfeS95aHdiyUtqTN4L91wNxZ3eK5dLMiX2N5W6NPGm2iPaLTY2DNpi/+vnacPBfXYaPRENoVkwmqqtTrdUFd2cNCW9Hf3y+l7mg0iitXriAcDmN1dRXj4+PY3NzE0NAQJicnsb6+jv39felV4SCRoaEhlEolVCoVQW/z+Tyq1SqcTqfsGyaKLpdLPp+2LZvNYnV1FcPDw3C5XEIzSCQS6OnpkcDY7XZLJY6+hLKLpA/y+XZ3d4t9I72KvTWUAmSQSWWPQqGAjY0NTE1NCS1gdXUVFy5cgNnc1rrWqCI/Uwc/RP7z+Ty2t7clYD05ORFk++DgQKhoyWRSfJpuaKWaEOkoTMSI0DIQByCDjarVKqLRqMhb0l6R981x5ACEUlKr1RAIBMRnMvFvNBqYnZ1FsVhEJpNBPp8XzfDOvaCR2k5kWv9cUyK0X9a+WQe3rObRPxBBZ0LNz+usDGlqFg9Nc9DX3pkM00Zw3WrVpc7glUdnwx8Dbq5DfW4d4PO9fJ9OxrTt4e8xyfm3Amb+X1+jrsLxHKxed3V1fdBs+H7HfyaQLpfLeO+991Cv18WAMsNMpVLY2toSlLnVamF4eBjZbBbb29v43ve+h1ar3STFcl4gEJBskjSMcrkMm82GwcFBMR4MMlwuFxwOhzx8ZqakdbAcT9oFKQMsR+uMjU6eQTF/j0ENSzvkNHGTE51ltq/RquPjY5nQSG1NTp76yle+IkM/KpUKisWiCN4bRnvIRqFQENk2Bro7Ozt4+PAhSqUSHj9+fKZpjU6IDZrcNOl0Gh6PR+gQRGdYuqNOKz+zr69P/lDBIxgMolwuS1DF4GZ8fByZTEbKqbx3zzzzDIrFosjncaABUTCW59l1XSgUsLa2dga50HrffL6d1QAaCyZLpVJJkoMLFy4gmUxKIJxOp4Ur2dfXB7/fj5GREZEC/Nmf/VncvXsXoVBIUNxgMChNenQoRJ2bzaaUfMnzZeDKigS/Mw8aSKKJVHSxWCwSLJATTZ4/1ycrBkTviB45HA5Zy81mU2TxWFFhMsNGLK0j7nK58KEPfQhvvvmmBBnkzpKvaLfbEYvFYDabMTc3h2QyiZGRETgcDsTjceHSkz9JbjJHGrNfYnx8XJI2q9V6ZgjOnTt3JFDhveWENP4+E45isSh60pSgNJvNGB0dFZUbJndExwKBgKB8DJq0ygKbjjgIic+Ta4uIk+5iB071b+nk9OvaCfPnuoKinZgOsPjZ2sHROfJcuheDn6u5jNw3dNQMgtncyv3CYRTHx8fCY+ZadzqdojozOjqKtbU1qaLUajWsra3hX/7lXxAOh5HJZBAIBASlNZlMkrR7vV5Z1/l8HvPz81hbW5Px2iyNcz/z8zlqu9FoYHd3F08//bQMS2K1gA3QlGxrNpvSGMuKh8XSltu7dOkSHj9+LHrNHo8HAIROxES9XC5jfn5elEsoP6oDt1qthr6+PmkQdDqdODo6kqmNxWIRNptN+hRY2dAHA6l6vS5JDpNnnQixOkFbpKlbfD+DOvZAcNgU97vZbBaVGwC4desWwuGwJMdbW1tnGrG19BknA+ukjf6C/SLpdFrojGy25npk8yrpFHrt64CT61YjyNwD3GcaadeBMvsReD9ouzrvIwEzfjeiwwxin3RdtNm8fo1uM9jk/dfPS1+nprXo4Jt7mzQebTc02qyvU1ewdBzD1y0Wyxk9cx1Ma5vSaZ90sqIrbzrh2d3d/YDa8aTjPxpIc5ra6uoqnn32WTx69AgLCwtYXV2VxqtGo63j6nA4pCygNyllibiBSqWSBKx0KIVCARMTE1K26iyrEhnSDo6IBn/OIIUOhTxrOsdGo62xy0lIRMdY3qXRZKmyp6dHUEYubm42lqR1Vut2u2GzDTJZdgAAIABJREFU2RAOh9HT04NEIoFoNIqFhQWYzWbcunVLpooRDWBgyqmIvC7elxs3bmBjYwN7e3solUpnAhCqhnR1dZ0Zhe71egVJJtJI6T0mLUwOTCaTnIc8OafTKV30RJb29vYk2DKbzTKoYG1tDbu7u3A4HCJ/NjAwIKV4n8+HZDIpvE4iOkA72CQKzYpCtVqV7nSWSumAydG7ePEiXn/9dfze7/0evvvd74rCw1tvvSW8SIfDIXJV9Xodi4uLuHPnDhqNBm7cuCG0GiLo5PL7fD6cnJxgZWUFPp9P1jDXExtiKE9HProOcInY2mw2KcnbbDZp5KFMGbnfdC4WS1uijBPLHA6HPDuidkTfuru7BWUlN7FWq8nENQYp2WwWY2NjiEQiePTokQTmFktbZ9vtdgv6zXWXTqdFopFBb09PDy5cuCDIPRFvTimkbKTmhBaLRTQabf1yOqtcLif/JtWq0WjIxDUisDTwHBjDvon9/X3s7e3J2mbQRoTb4/EIn7VUKmF7e1umqK6trSESiQjPmA2+fH78TDocOm39Op3l+6FsdHQskerggVQAHvp82kFzn+qAnucl/QY41SDXwQaRyng8LsAAK3EEB2h7SROiWg/XcjQaRSAQkCSlp6cHL774IvL5PO7fvy9JP2UZSX/Y3NzEwsIC8vk8arUaQqEQjo6OZNw3qy19fX0S0JK2l0qlxC7RfmezWUxPTyMSiWB1dVVsLgcJ9ff34/bt2xgdHRU0LRwOY21t7Yz6j6YG0bb7fD5Uq1XRfeees1gs2NnZkefOvgrux2azKdRDBtBEqjnNlM9DJ0060GJDfl9fnzxvDpsh5Y/yhZ1rgjaGP8/lcjJFT9Mp2OdTKBRk1oFhGDLJzufziU9lgzoHeekBadlsVqqj7C1otdo9FJrCpivFXItM5DQ4opNAfZ908Mf911l11ufVqjoajeZ16sot9yM/k3EA1xm/l25k1FUq2tNODrPul9DX3vl9eI94Xn0e2hCNTtP+aRoMewGYWDFp4t/8Xhp84vXoc+jgndf0pO+QTCY/CKSfdPxHAukvfOELePfdd/H5z39eFtozzzyD4+NjjI+P49KlS7BYLBgdHcWnP/1prK2twTAMxONxUUkgmqWHexB1o5EjRzSXy2Fvb0/GDtNBMZhmRsrg70nlCd1Yw02knSGbY/g+q9V6RjKLsj80Tppr3Ww2pXTncrkE9Wq1WqLBSZ71gwcPpFS5ubmJGzduyGIlAkI0z2aziaau0+mEydRWklhZWUE+n0cul8Py8jLi8Tju37+Pt99+G9/61rews7ODRqOB4eFh6YrnsAvDMOR7HR4eIhQK4caNGzKoIBwO4/j4WAyfbm4LBAIYGBgQ7hwTHwZzpAa4XC5Bfw8PD1EsFiURKpVKOH/+PHZ2dmSyIIM1alTr8pNOVuigGTR6PB4899xziMVi6Ovrw+7uLqLRKFKpFD7ykY/I1L6LFy9idXUVv/qrv4p33nlHgjOr1YrvfOc7qFarGBoakupBo9FAtVqVqWo2mw27u7swDEN45xsbG3A4HILisrR2fHws94KBM8dCs1wMtB1LqVSC2WwWNI6BkA7OuN6J0BLlBnAGHWOpuK+vD8ViUdY+Kx3spmfA3tXVhUAggO3tbeGIUu6QwSwl9Q4ODhCNRvFrv/Zr2NzchM/nE43mcDgsqPP09DSWlpbQbLaVQohi9/b2IhqNYnh4+MwUUzZX+f1+6Z24cuUK1tfXcXR0hFKpJEkcnS+dDRNdk8mEsbEx2VPHx8fw+XyC8K2vr2N4eBiJREJ064lqUkGETZh+v18cLXBWb5fPRPMe6fB5aMSp0yHxfHy+tB+aisHf4bNjpUkH6Rrx5v7kfQEg30k7P1JGms32pLm+vj5BDo+OjnD+/Hmh03DNkfvLxuhr165hfn5e9jwHn7A/JZvNiu0KhULY2NhALBY7E+xRPo/fI5VKCf2DHGICNKwq8jp6e3uxubkpzawcDvXss8/KhEQ21XENlMtljI2NiSoFGwXZ67K7u4ve3l6pfMRiMUlqCAxwQBCpdA6HAwCk4bmnpweZTAb7+/sYGxuTZ8XmVe5jrTyh1wL/zd/h9wNwBjjo7+/H1taW0MEAoFarwel0Sp8B1xV/p1AoiE0hamqxWGRoDisLVCSy2+2CZNKvcwolaSOkdHBf0m81m02sra1JcE0VEe4VrmnSLxjYMYHrbKYFTuUbNZWJQJnmBOsglxQPxgRcb5qfzvXHf+sGYN5HJgFUQaHd4XWSY64TIx7c9zooJhVF2xVeA/0GbYpeJ500LqLdDIp5D7hudQzD4Jr2k7+vbRPPS2CHCQ7BAiYjTMI+aDZ8n+NHDaQfPXqEv/iLv0C1WsWlS5ewurqKz3/+8/jc5z6HVCqFt99+G8lkEru7u7h58yZisZh095JnnMlkpMt+ZGQE6XRaStLBYPAHhqxopQ4ik9wARFN05qidHkuR3GA8LzclgxhuGpaJaTQYUNIZABAEhIuZwUd/fz/6+/sRi8XE8DLYNplMwu1LJBJi0IjEsbxD4wK0N6TX65XrMJvNePrpp+W1WCyGk5P2BMeBgQGEQiFsb29jeHgY29vb0j2fSqVwfNwet7y/vy/KGc1muys+EonAarViZ2cH29vb8v1brZYM9SBHkkHipUuXMDMzIzKGDAioO8z7xhHdRGguX76Me/fuoVwuIx6PS+Pl0dGROHOWnDWSRgNGBQiTqd0cmEwmcf36dXz3u9/FX/7lX2JnZwdWqxV/93d/J5PW7t69i/n5eWnUe/z4Mbxer0wII+rEZjhyChkYmM3tRsZ4PA6XyyWa5iw7M0jm86PT0sEvaQJ8jqQSAKcd6xy7rZEVGjq73S7rnfeUAaHWR+ZnM/AnXUobfjpIjiPu7u6W4JsHqzxE6CKRCK5fvw6fz4d6vS5Ne6RdMOH1+/04OjpCOp2G3+8HcFolYpLFoU2kGAEQtGtzcxP9/f0YHBxEV1eXoMxzc3PixKleMDg4iEKhII1x8/Pzst65N3V5mQGKYbRpN1Qu0fuYHH4GqJ1lXiYtPA95qNoZ65IuUSs9cps2iRUkXXplQqZRKR50ZkQvSXUjqmY2t5sEWRXhQcrb8fGxJA0s0zscDty5c0eSU15nMBhEpVKR8dVHR0dIpVLo7++Hx+NBKpWSqZGPHj1Cb28vpqam4HK5EI1GkclkMDExAcMwsL29LfvCMAwZ183AlMkV1X10QyADbFLuKpWK8KDr9TqKxaIMGtrY2IDJZJK9ysZoggGpVAqhUAiZTAYPHz7E1NSU9Caw+scghVKZPp/vTDMvq5tEzuv1uigUkdpHdSLaLZ1g6QC682CgQnrL5uYmHA6HVH4YMJOuxzXDAK+rq0sCXkrNHhwcIBgMSkAWi8UQDAZRr9exurqKmZkZ+Wz6KvbPsBJGCTrgNLgtlUpwu90y8XRzcxNm82nDOn0vr4+Bnkab6WM6aQ+0QzrJ5OuaF0xbyWCdgTiBIO4ZxgXcz1RY0raXFWvaUCL5DLb5u53JkK440kfx31oXm9eiA1UGqfw/9zN/xgSZ94tULU370Cg3EWn+nNUYi8UiCYu2NbxvvJ+6iqafB99jMpk+4Ei/3/GjBNInJyf47d/+bQmMBwYG4HQ6sb6+jlarrcP5wgsv4MGDB9jY2MDc3BzGx8exvLwsxkw7fd1Fz/IUnc3JyQlCoRASiYTIw/AczWZTphgyyNOGiouRG0ZrUwKQ0lmz2ZTGr5OTU7ke8qobjYYYcI/HI7QLlp11WYTIbDweR61Ww87ODrq7uzE6Oopms4lYLAa324319XWMjY3h8ePHWFlZweDgoKCFWviewRZpCBaLBSMjIwiHwxKYk8vHEiDpKaurq8hmszg4OECxWMTNmzdlPHlfXx/sdrtw24LBINxuNwYGBhCJRDA4OCgNhExSGNjymshBZkPQuXPnxGizNM4KBdUdnE4nfD4ftre3UalU0Gq1pLRL3h6pHnyOvb290m1OGg5wquaRzWaxs7MDp9OJ/v5+OJ1ObG5uAgAikQju3bsnaP7CwgK+8Y1vwOv1SmMTeXFMgMhp573kdyfHkiVcr9d7hqfJMcA0hIZhCG+eaAyVTRjAcB0fHx9L8KsdABPL7u5uQYaJWOVyuTNcUToR7htyge12uzSu0kkHg0FBzamTTV70W2+9hWAwCACizkHHvLOzg+effx7RaBStVksaoYaHh+Hz+WAymfDtb38bzz77LLa3t2VvMJAhD5VDM5hA+Xw+ZDIZCeKogMOAdnBwUJRWyHmloWeC4PP5pPmLPFkGrN3d3ZiamsLW1hbGxsYkEN7f38eFCxckaNATD0lfAU671ekENV0HgAS12klpFFsHBhpRolOkqotGsun4+cxpG7XzY6Kjm681zYNrgeuDZWs6b66P3d1d1Ot1QeP39vakma63txeZTAZdXV1IJBK4ePEicrmcKOhUKhX4/X6kUim89NJL+JVf+RWUy2XUajXZ2xaLBaurq5idnYXVahWpNX4Pm80mzbo9PT2wWq1wu90AgDt37ohtZxJDbfLx8XFMTU2h2Wxib28P586dE77y7u4uZmdncXR0JBP4yuWyNOsFAgHcuXMHU1NTuHv3rtg8DvIh0pxKpTA4OAgAYoupqz8+Pi5BEpsymbSxh4frRiONXCM6GKRvoi2gH+A+pg5+b2+vKGOwR0jbH1Jgjo+PZe8SfNBVxlKphNXVVYTDYenZYXLFtUoVEdJtqPN+eHgofGo2RxKYyufzMJlMgkZzTTII1zQGjZTq6g7vEZMDXa3lOfQ943t0kM3gWNMh+DMmlQw+qW7EQJU2QAePvE7+n9evOcj8fF29ov3QybiuKvH/fC8bFnUPE2UQuZ91YK7tBg9ypjXiTrvC76krvjox6Kyg8RkQFDIM44OBLO93/CiB9J/+6Z8ilUrhlVdewYc+9CHRrPX7/TK9cGlpSQZSRL4/bphNLKVSSZq1enp60NPTIw1nXLgsLxFBIErJ6VnhcPiM42Dpk2V3BjM6k9KlIBrrZrMp+pQAsLy8LFJMRLjZOMX/cxxxV1eXoOTMvEkp2draQqFQQHd3NyYnJ0VeioMuhoaGsLu7i+vXrwu9ghw0BqqRSAQ2mw1+vx8TExNwu93w+/0yzIVI5rvvvivlbNIM2GTCrmmrtT0Bbm1tDXt7e6JeQLkmGoSenh7YbDYUCgUJtIlaklLBII8cVyJcDE6J7i4vL2NjY0MQm0KhgHQ6LcNwSKM5Pj4WZDwYDGJ9fV1KSgBkE+sMneWqP/mTP8Hf//3fS5VC0xJmZmaQTqcxNDQkzaDb29v46Ec/KmUyOgaiEQwc+L04iIGySlwDnDS5tLQEi8Uism5Es7Th6+3tBQApo/P/LpdL+MzAadmPxs/r9WJ+fl76DVhuBCBNnkxAaPyJ7rDRpru7W5q9OJDH4/HIREZyHp9++mksLS1JsghAgvRisYi9vT2Mjo4Kj52NpUQQ+/r6ZIiFxWIRCTOgPVqcjV1Mbq9duyZSf263WxDqTroVqRZEQYnEk9NJVJjfkQ6RCDZt0lNPPYXvfe97sNvtyOVyklRTZeLBgweYm5uT4JKNtFr7lg6GfHX9rLgu6eh0SZcBAYNmOiYidBpl0ig3gDOlbOC0SZW2jk5Xc62ZqHFdptNp+R3dSMT3kAdK6UGu8XQ6jVAoBMMw8ODBA3g8HkxMTCCdTst00sePH+MTn/iE2IVgMIg/+IM/EBv23nvvoVQqiQM/f/48zGYzNjc3Efn+sCRKc2q5OOolU7c+8n1JQjaV9vf3C0r64MEDGQrk9XqxsrICs7nddBqLxTA3Nyca95OTk9jZ2RH5uldeeQXBYFCSVdqZgYEBLC0tweFwwG63o1QqifJHs9kU8IgVH2oyM2CrVCoiWad5qmy21CjkW2+9hYWFhTPoJwNfHdRyoItGUvXaYELFg2uDFRzu3eXlZZjNbenRxcVFCap19auTtsjKyfHxsUzLDYVCGBkZkQTYZGqLCzQa7cmlbH5mYqGRaE3V0GirXs9c56Rk0P7SxjGw00FvJ02KMUIn55jJt+ZO66RYJ6dM6El90Af3aSfFQnO3n3QQkdbAH/0d74WuhrFqxXPyc/g9aX803YzXTboGQSheJ2MiJhq6WqmrJrRLvIe0rx8E0k84fpRA+p133kFvby+uXLmCX/qlX8Ls7Cyee+45LC4uymjUfD4vOs7NZhPr6+uyUABIuTkYDKJWqwnK3Gq1RJmDG84wDOF6MYghisERxEQPW622AggRaIvFIpkxNxWHL3Bx6YBqZGTkjBoFs2Fq+FJ7mfQOLmoaQU4a29vbk1K4x+ORCWLk57lcLnzpS1+S4ItBEBfz0dERrly5ArfbLUNMGAxVKhUEAgF0d3fLUADSSIhcUdLt5OQEL7zwAmKxGFKplATzVHBgFuz3+yWgpgyWyWQSWoPH40FXV1vbW1NyGAgzcOJ4d4vFgkgkApfLJcNnqIWdTCYFPSFKxqazSqWCTCZzhkdGBIUbWXPunnnmGWxubuLo6AgrKyt4/vnnce3aNaTTaWkGJKpCA3NwcCCoDdA2nPv7+zICeWdnR/SIDcMQDWYaKirE7O7uCq+Yaips7tMNQ4eHh8KDJpqgUXVKjHGt8TsyMOjv70cmkxGuJB0UkVkiEicnJ9LEyNIkA5xyuSzJHmkgbEYk1cTpdGJjYwONRkNUEIgsjY2NCW2DpcpgMIidnR0A7cY2zWVmssxpgQzq4/G4IPmhUAj1eh1zc3PY3NyUATpspmKFg6grJQtZMeC+Ju+WFQlywLln+vv7cXBwgNHRUUSjUZTLZQSDQcTjcQwPD6PVakv0ZbNZCZpOTk4QCATOIGN05hoV084QwJkGIwBnggIm7bqZSDt9Ot/O0j+DSwbH2uHq5iZdleB1cQ0xwON1aWSNyBfXMTXT6YgnJydlMBMnpY6MjMDlcokazje/+U309fVhZWUFi4uL6OvrQzabRTabFTlCcq4DgQAePHgAv9+P7u5uoVox8eRAJK5fBr4WiwXT09PI5XKYnZ3F2tqa9NLs7u4KpY2UKyofVatVZLNZLC0tIRaL4cKFCxgaGkIwGJTph9FoVGxms9luGAyHw7DZbJK0MRlyOBzSMO/1epFOp4U/fHBwgHA4LPMMOAiJa4Dcck1TODo6wuXLl7G/v3/Gp3C96eqcDnJ0xYOBYSeNhHaBjcmkz5XLZUH8KXGn+zuazabI29F2ajoQpRPz+TyA0zHz2WxWEHJWkHViTL/LQLEzkCUoxfUOnNKaGBjr/cHr5XfV94Xn0Egtg29NidDv1QEpX9d7UwN0fDZMvvT7NU9ZI9d8lp00Ch0k63Pz+jQljdenkWRN7dBJCStduvrD5J6ovEacee06oaMNYrLIhOmDQPoJx48SSP/jP/4jGo0GyuUy1tfXsbu7i2KxiPX1ddy7d08azPjAOVhFH9PT03A4HMIHJfKpUV5OdqpWq1heXhZEz2w2i+4yAJmsRv4dHzZwKpPD8qgeaWoymc5k/QweKWxPvjLRAaKVeoFzA+iMmygm0VlyZNnoY7VasbS0JMgrEVkOPrHb7XLtHM3carXODNPgdRIR3N3dBQBBRMm1ZSBF7ivHspP6kM1msbKyIg1HvFdEY3t6ejAwMCA8Od4Ls7ndpMcyPTddX1+fTPuigTcMA4VCAWazGWNjY1K2PTw8xDPPPCMyZHTY+XxeAilys4kE6U3earVw9epVfPaznxVayvb2NpLJJJ555hmEw2F89atflfWhjZpGChjE8ZlyrRBlMZnaygHkCbvdbglE6TA4GIT3j42VPJjYAW1jyWmQvD80lOQm0pju7e3h0qVLePPNN6XxiXQL3iOuFT4TbRDZ1MMAsLe3V8rq5AD6fD489dRTePPNNxEKhXBwcCCUFK5pKhNoznoqlcLQ0BDsdrvILJZKJWn22tragt/vRygUEp118vXK5TK2trZkIp+W8SsWi4IaabQqnU6fKfFzeiEpTbw+m80mVASW6AFIMjw6OopsNounn35aELSTkxPs7u5ibm4O1WoVPp9PUE9dctV0EY0IaaRY2zrtsMm7pbMlekanDUACBQCyDhgg6eCa65Kfq59157UweOP7eU8BiJPV6CPv19HREbxeL/7hH/4B8/PzyOfzGB8fx+joKB4/foylpSXMzs7ivffeEynCwcFB3Lp1Cy+//DIqlQqWlpbO2H2TySSUqlarJdSpo6MjoeexiZkazKzE1Wo1bG9vSwMhJ7GazWZ4PB4cHBxIZZM28+HDh6IwNDc3J9Wwzc1NUWeamZnBrVu3MDs7i+XlZZRKJUxPTwu9jvtgeHgYhmFIgMl1TjoF9wZtXTQaFR1zPm9W7/gMms2mVIiAswGRXh9MwjWVgfue56Uv03tGB56NRkN0+7PZLObm5sTOcW4AJ/MRjeWMBNKg2LBcr9elqsukrFKpIJlMAoA01zMw7FSY0P8metpsnipmEJii7WcArJVJuGe4v3jw351NgKw46ECcAS9jFX1PdcLKg3ue16+DaP6ultDjnub+Z+LQGcAzSH6STdCJNgN32hZtB3Q1SyPcAARJJ1CjqxX8rrQhumqmEzjavXq9LeH7QSD9hONHCaTv3buHmzdvIpPJoKenR8Yvf/nLX8bGxoZMVWJ5+nd/93dx7dq1M+WEF198UTjKfMgMJhjAsLni5OREEFOz2Szd2wxISHFgSZ7oCodaHB4eCgJK2gYXHznALK9rw5DNZqX0zMCVNABtUC0WizRGNpvtaVrUBSaXlZzaer2Ohw8f4vXXX0e93p6KFwgEzkg/hUIhuFwujI6OCm+cihZ8jWiP1WrF6OgoRkZG5LsyODg+Psbw8LBIj5XLZezu7krJNplMCtpKXltPT48g+5TAOjo6koYf6soaxmkDIbWmq9UqisWi6HoPDg6KY+OAHXKpWfYkUmqxWLC1tQWbzSZKJ+SxdnV1ncnuWWZsNBoYHR1FIpEAAKkUzM3N4eTkBBsbG/B4PGLIj46OcOPGjTMj1ulgAoGATEwkamOxWMTpNRoN4VZSH5f3lZQSjQRxTWleIJ0QOeSUZtPlQiYOujS4t7cn44ez2SycTidKpRJMJpPwePk8aLSJNAKnExLZsLuzs4MXX3wRy8vL6O3txeLiIr785S+LlGMgEMDS0hKcTicODg5gsVhkOiWbl0jb0E2apM/o8jgNcjabRbVaxeTkpJxzeHhY/r+7u4tkMomXX34Z6XRaggwGWnTI7IlgExSTPgZgWrWAiDYT1aOjI5EgY0MWnUhvb6/sT655rctLNE0HOHyNJX8mUrx22gWuMe0gdSCuKyNc7wDOOGnNCecf7gddhtbUDX4WG+LI1yXyy0oPHST5syzt22w2oUaxMrCwsICVlRX85m/+JgBgY2MDExMTmJ2dxf7+PpLJJJLJpPR7TE9PI5FIIBwOC9rr9Xpl2An3F5sHyZ0nlYTAQ7lclkEupP3xOR8fH2NjY0PWEvc61Yg4mIc8/ZOTE5ksW6/Xsbm5ienpaRQKBRiGIddEjv/R0ZHYBq4VNhHWajVUKhW43W709vbK5FqNnurKA9VyOquzneV0TXugTaGcY2eJn4kU15k+L4EpXUkZHh4WW8/P8ng8Uj1iYmqz2YSuwrVEnjyBDdLoent7ZZgaq6VMwmmrNQWFQaKuzvC7sNlXV9q4znXSxfuqvzMDZl6vTj402kpkmN+XIByTiE6eM5+NTqS5f3Qgz8SAn8t4graBB+2iDug7g19+hq7C6uRdfy7tI/9mEK9BRH0/9f7n2tLfV6PdGhTlaz8sIv1kYssHBwDgj//4jzE6OopqtXqG5sCxxDz4QN966y3ZhAAQDodhNpuxtbUliE+tVpPA2ePxiAIFAzo2EQHA1NQUnE4nvF6vBFnkAVGRg8aPChV0NgyUyAcmMseAgBuzt7dXJgqy3MQFTO4ez8HGO2aVHo9HjBWdyqVLl4SXdu/ePSmZsuFhamoKfr8f4XAY3d3douNpNpulyYySZgxYo9GoJC7BYBAzMzNSrma59uDgQALs3t5e4aOazWbRK+bGYXWB79UJEUuoiURCSpUco00ky+l0SvCkZdOcTic8Ho8gjmxMm52dRa1WQ7FYFITHbreLQQBOeYFU/AAgaCkAfPGLX8TFixcBAA8fPpQAiWgR16HJZMLdu3fx6quvYmJiAsCp0eM4c66PgYEB4UZqFNHj8SAQCMDpdEryZrG0dV35PRggcQQzuYasblBejmuIyI2mXtCYAxAOdCaTEVkplsJ7enqEpgEA0WhUVDzq9bpwqBuN9vAbKmYcHx/jzp07CAQCwsG+ffs2FhcX0Wy2dd4vXryITCYj63BkZASGYcjAiVwuB5/PJ7xkh8MhI5jZuEiZue7ubtEZz2azGB4eRjgcxsnJCZLJJLa3t2W/b25uYnV1Fb29vSL1xTI69zCDZWrZMimLx+NiK4hcsczvdrvR19eHaDQqz6JcLgsYQCSMw4YYvGrHpZFm2gWNMjFY0dUOBgV8jQkhHTDf24lKa46jpnMAp7JZ/KORKVag6AhJmzp37pz0aWi0jEEskcqurvYwKsqdEYSg9BqbpP/oj/4IlUoFd+7cQSwWg8vlgtvtRjgcxuLiIsbGxtBsNkWrnNPxWq1TpQnd4O1yuaSEvba2ho9+9KNSkSGiu7q6ivn5eVitVqRSqTOB3bPPPoulpSVUKhXhXff392N/f1/sAytJLpcLq6urorYzNDQknHACH8ViEePj40IFu3TpkuhRJxIJSQI2Nzfh9/vFhx0fH+PBgwfY3NyUKp/msJKOqJ8l70snqsoAmcEfaRs6+dJ+lmtBr9F6vY6DgwMkk0m0Wi243W55jbQnVpcIaNAGsYRvGIZUpOLxOHw+n0gFDgwM4Ny5c8jn8yKxSbvFgJlcZE210BQ2vVa5R1hp6wzqtDSovk5NwdB7hu/T+5cVa97U80j9AAAgAElEQVRXfg7XOgNOfgb3Hs+vkXDN9dZVav3dGW9ov3Z0dHTm2fP3NbWDNE8G1Pp7MDnitetmSq4vvS40AKA5+hq0ob9kkE3bpCut+p7+MMcHiPS/c7z++usiVj8wMACr1YpoNPoDZRCiikQKgHYgTHkc6l1arVbhJbOEQ9SCAbbT6cTg4KDoMRN10hMGy+WycEez2Sy2traEgz0wMCDNdHRSnHaoszvSF2w2m0yB6unpkQXLjaj5RqReUOmCRq/ZbAp3/ODgABsbG/jKV74imWGlUsHExMQZ6kAkEhGlBRpnBvwnJyfCmWbQQC4n0bHBwUHMzMxgenpaUDxNVaBONTW7LRaLjMo+OTmRIIf3hdrPDAioIEEuNh0mp0+yGZN8ZwbSVqsV09PTIinFoJUd/jwvpfeY0etSHlFdXhv53Xt7e/B4PELLoXYzD8MwEAqFsLq6isnJSWSzWZjNZkGzubaoTsHkCICgL7xGosoWiwWlUkkyds1lpDwjgx2qBnR1dWF/f18G05DTrCdQ8Rlp7hoN6t7eHuLxODwej6xhNt+Rh6x5u0TSent7cf/+fRwcHODZZ59FOp3GwsICNjc3sb29jatXryKRSODGjRsSdC8sLAgNhPuExpqDYXhQg3tjYwMDAwMYHh7G48ePYRiGNKb19fVhZ2dH1impSwAQCAQk0SR1i8gXB8SwtMz3s7RPdN7r9SKTyUgQTHk8IrVMXDiF0mRqT/Rk4sx1XKvVEI/HBSDQ9ozNU528R9oOBk7kxnc6egbBvI96bevgViND+jXuG6LKWpeY5+S/9fsZEJ4/fx6bm5vyfl4bD/JaKXfHyZ6UT+Sat9vtMg10fHwcn/3sZ+H1ehEMBrG1tYVXXnkFt2/fhs1mk2SRlQBddXG5XFJZo/Y15UI5pdDhcAiNLR6PIxQK4datW7hy5Qpu376NyclJAO2K5sbGBrxeL8bHx7G3tydUII6ON5vN4leCwSDS6TTy+Tx2d3eFJsc9uLe3J30WlCfNZDIYGRkR+gv1p2kDtIQe+2L0MyRQ86MEI/+Zg9UgNvXbbDb09fUhkUiIlna9XpdqUzabFbWSSqWCcDgs49DZM0JfS5ulnyd5tJ1rWAfDuhJD5J7/Zl+PruIAp4itfh/XeWdwR/upP18j0Z28ZMMwzvg2TWkg9UEjvzoo1VQPTdlibNMZsDIw1wg3bQC/r2EYQj1lRYsxgO6t0f0VGkEnYNlpP/h99Pvpc3h+TTnTAALPxZ8nk8kPqB1POn7UQPrLX/4yyuUyDg8PEQ6HkUgkpPOTD49/czAA0dBLly6hXC5LwwMDNfJqe3p6pBmFUwBpjFm+JprMz+Pm4YKt1WrI5XK4du0a7t+/jzt37mB0dBRDQ0MSKPX390uGqa9Zd7UCEPSZ1BBdHmHpmMgPNxADoUgkIg0z9XpdBn9QGWNoaOjMoJdqtSoBH1HdQqGA/v5+UfWg6gMAQTIHBwdhtVrx7W9/G4lE4gzvjQ1Cdrtd0ORAICBNSPV6HU8//bQkHMvLy+jp6cHw8LAoJQCniJvb7YbVahVkhmg2J5DpMeEnJycSbAIQJJzPamhoSBBeNg2SmkInrzvOyZ/jsyKHkqougUAA3/ve94Rn33lQhWJ9fV3Q2cXFRblHvDYaOCJIR0dHSCaTYvB0MkZHSkPX1dUFu91+puHTYrEIBzwQCODGjRuCwlJSi8aNwRirKwCkEhIKhaTkzXtEw0x6gWEYIs9GZ86Kz8TEhCSqTPz6+/uRTCbR3d0tzXe1Wk0SOdJ96GzYUEyDD5zyETUaSkktKu2USiUEg0GZhsZkKBaLyajuWCwGj8eDubk5FItFdHV1YWtrS54tk1NKtp2cnMDn86HZbMufORwOdHd3I5vNYmZmRhBnJs1EygBIYkTONgNvqhBpKUPNO9YlYgbKvB+kc2jHTBRac/R5TUA7UdN2TJeldULJgIOOj85NNxPRDuo+DtKMmFz4fL4fKCPzaDQaEnwywWUgwOmCq6urGBsbkyCDI6LZPFqpVLC6uoqlpSXRGGeiRHUhqsW4XC6USiWhOQHtiuXW1haGhoZkr7HKs76+LuogXLuDg4NoNNqyaxcuXIDVasXGxobQlI6Pj+H3+2WPWywWQf3Zd8CghwkXbVWxWJTqCPsjuFdoh1iFYRNwKBQ6o0bCgFWX5P9nHFyvZrNZEGU24HINco8xyGYFjtWIWq2GcDiMVqslDeUEEbgnjo/bA3QYXFOxhIkeKztci5r+xrULnDbRdV6/5lB3BugEGfRe7KQ4dCavmm5BwEij4+zP4PUR1QXOqnTooL4zYdCJs04IdNCrA1WdtGtKEGlj/A68NvYv0SczeaEyGe8V77uOceiLaUtYidUIO22V9qE6KP9hOdI/9nTRMIwpwzD+zDCM7xqGkTEMo2wYxl3DMP67YRh9Hb/7p4ZhtN7nz//+hHObDMP4fcMwHhuGcWgYRtwwjD/vPO+P8/jzP/9zfOpTn8InP/lJBAIB1Go1TE9PY2ho6AwyEg6HEQwGMTc3h4WFBczOzsJiacsyzc7OCooxMjKCRqOBSCSC/v5+PPXUUzIcpFAoSNNBIBCA3+8Xfhu5ufzDEvg3vvENXLt2DVeuXMHBwYGcgzQOIgqdh85S+Tcb+AqFgvAMDcMQXWU2OnHgxrlz5zA0NISxsTG0Wi1sbW1hZ2cHX/va1xCLxbCwsAC3242JiQnMzMxIo8ru7i6Wl5dx/fp1JBIJJJNJQX5Z1h4cHES9XkculxPJvNXVVdy4cQPZbBaf/OQnMTIygt3dXcRiMRSLRbz00kv4uZ/7OfT398Pn8yEQCCCXyyGZTAqPtFKpoF6vI5vN4uTkBI8ePcLNmzextrYmCQKNZyqVwsHBAaanp2EYhjRhsimKY8pdLpc0hZpMJuzu7uLOnTsol8tC3zl37hz8fj+Gh4fxqU99Cr/1W78lm5/BG4NiZuZEqXlcvXoVvb29MoDjl3/5l/Gtb31L1iKNwYMHD1Cv13Hp0iVcvXoV8/PzeOqpp2Qt6YYPBudA23A4nU7MzMyIdq7VahUZLtKFWDVhgykTFdKE/uqv/gpWq1W0jBlcAZDkiOU8JlfFYlEcAwdYmEwmZLNZADhz3dQ65zlrtRoCgQCy2SyazSauXLmCXC6HdDqNw8NDLC4uIhaLCZqcSqUwPT0tuuJDQ0OirMBu/cPDQ/j9fqlCAZDmQJ/PJ8+sVqvh0aNHEvibzW1pyAcPHmB+fl7WjdfrxYULF2A2mwV9LJfLwiM3DAPj4+M4PDzE2toacrkcAIh2sc1mEyUPUsay2SyGhoaQzWZhGIaMWyfHlHrFrMSQP85nyhHQuuzJPUjHr50nnSr3CcvDdKosk+rAoFwuS3MzS7u0P3Tw3G90onqgBHAqfaZ5uJ2Oj3QNJsyHh4coFAqyrmjnGOyz54RBJIMvACITt7i4KHuSgAaVLJaXl3F8fCygRbFYxMLCggyD4mfV63WhetEWRCIRpNNppFIpoXkxAdve3pak0OfzSfLFz3348CH8fj8ODw/x+PFj8T1UFCoUCkgkEhgeHpZBTvQphUIBpVIJW1tbogYzOTkpSDyTUiZh/f39iMfjMjimq6tLbA0bwtnE1tXVJT0yOsD7SR363DpxmZ2dFVqW2dzW+Od1A23VDfY4sO+AjZmkSHZ1dSGVSknjPP0f+yLYQ+RyuSRwZYDIIE3zhCk7q9FYvbaB00oMK3OajqGpe0wY9M86kWu+ptUvSMnp5C/z4Pv0a3q/dj5LBqUaGSZYp9dAJ8rdGVfwO5CmyqZq2hnS0diLQBujKSRcg7yfndQWfvfOdanpKzoh0PdcA43/1vGTqLv8JoDfB7AO4M8A/BGAFQD/A8C7hmH0POE9vw/g1zv+fPUJv/cXAP5PAI8A/K8AvgjgfwPwFcMwfiI1JJfLhYcPH0qpk6N4L126hMXFRZHH40M/OTmRaVgsWTCL4vhNCus3m01pdGCTIQ3Y3t7eGQ4c+bNra2vY2tqSZru1tTXcu3cPb7zxhmRsExMTZ8rRTzo0h4mjVev1ujSWsJRFdIcOn5uSpWhm+7u7u9jZ2cG9e/ewvLwsklHDw8OYn5+XYM3pdOL+/fs4OjpCPB6Xchk1QKnPvbm5iXK5LI2XhUIBy8vLuH37NnK5nEyseuaZZySouHfvniBHdFTUQR0ZGcHMzAzW1taka7dcLmNychIbGxvC9W02m0gkEuIMG422RFpXV5c0k7B5ktO9uMEByMAHh8OBSqVyhpdssVgQCATQaDSkpNXV1SV8VQZCeooYD4vFgr/5m7/Ba6+9hlarJWXaF154AeVyGXa7HcPDw7BYLPj5n/95TE5O4u2338bdu3eRz+eRz+dFWq6/vx82m00m2gGQphtOqCyXyxgZGUGtVhMjxOCehpsoDRvYOJhnfHwcJycnyGQySCQSGBgYQG9vL1qtllAzeC8ZyJHnTD4+nfLBwYHcE6AdiJNWpAP7/f19kQBk8DQ5OYlAIIAvfelLmJyclDHr09PTuH//vqCfHKnMpI2UmXq9jv39fSn909g/fvwYU1NTUilyOBxYXV2F2WzGxz/+caTTaXi9XiSTSXGibDJsNpsiu9bf3y988K6uLuTzeRk6w0YtVp1IHTs5OZEmJMpnptNpGWBBWkEmk5HJibRjlI1kvwDVaEiL0WgQnVOnI2EligGpxWI5Uz3R48aZVGh+tbY9rGpwDXLPATgTGDCooLNn0M3KBB2xRsuJIg4MDCCXy8mwDjpqUl6oN07qDPczn3WxWMTt27exsrIi0mdEfoeGhrC5uYkLFy6II2ZzKtcGebBamnFoaEgkGRk48bq8Xi9cLhemp6cRjUYRiUTQaDSQSCSkyrm9vY1GoyH7PR6PCzIXj8cxMTGBlZUVeDweacYm4t3b24tIJIJ8Po9KpYJoNIr+/n5pHiQHuFgsCs2JjZhAO8AolUqSoBGZJzpLPv9P+tDrkvuGQBCpbgR+qADF9zBZZiJFSiVBFq5pVpJ1YMd9SdoRK5X8m5/LdUgUWKPMnVxdXZnR65zfk8E5A1RdSeb60RQOfW5NKSFtTt9DfQ1aaYP/Z9CuA2kmrUxsO+XqSOvRSDRwqsDDPxox5nkZGLPhkp/DCrm+D81mU2Iefg8G7q1W64xN4jRa3kteg9aepi1ilb3ze/9bx08i+Pz/AIRardZ/bbVa/1er1fq/W63WrwH4PwBcAPBbT3jPl1qt1uc6/izrXzAMYx7t4Pn1Vqv1y61W6/9ttVp/AOAPAPwXAJ/4CXwXAMCf/dmfIRaLCZcqFothfn4eIyMj8Pl8wsuNRqO4fPmyGCVuHnL1+vv7RcCdEnVU02CjHEvuDOyo1Xx8fCwcyWq1is3NTXznO99BMpmU5o5Pf/rT+NjHPiaOWR/k5AEQR7K/vy8oU7VaRblcRj6fR61WQyKR+IFpVTpjq1QqiMVi0uDx9a9/Hd/85jdxfHyMmZkZ4RrG43GUy2WEw2F4PB4Ui0UxMkSzaHDodKgyMDAwIEaM3ymTyeD111+XZrtisQiHwyG6uT09PfjYxz6GD3/4w1hYWJAmMpZTBwYGAJyOcX78+DESiQTeeOMNPHr0SMpGOzs7yOfzMqCFWtY8H5tFWSq12+1YW1uTrJ9NKj09PfD5fGi12lJMnNLHJgwqs/C+MpHhhgfO6q1+4QtfwK//+q+jVCohHo/Dbrfjq1/9qgQOpDJsbGxgfX0dJpMJwWAQhtFWlmHzXzqdxtbWliAyAM5UMDjJrdFo4ODgAHa7XagS2WxW1iEpEQAkmA6Hw9jZ2YHNZsPc3JwEw3Q4HNBCCgtpIxxKwUAWABYWFuD3+0VuigaTDVzkenPfELH1eDxYW1vDxsYGuru7pQn2G9/4htAa2IRHZ0D+KoNLi8Uig37YCEneMYPynZ0dCSxSqRRu3ryJixcvIp1Oo1KpyDNKJBKiDz0/P48bN27g4sWLsNvtODg4QCgUkiTa7/cjkUhgY2NDyuikCBGdYcMQ1werBiw7BwIB5PP5Myor5EXzGbOqwvtKmoZ2jDy4T/XPyTvletX0MTpw/g7/6ASeSD/fR+el0Tl+tg6cNKrEIESj5bxWBsJzc3NCW6OtdLlcaDabIkFJlRfKNQIQx7qwsIALFy5IUuR0OmX4ztTUFIrFIuLxuAyFYYJJxM3j8UiCWK1WRQ6UTbvsz6AdXlpaQj6fx/T0NLq6uvDee+8Jx/2dd94RGTl+32AwiFgshp6eHiwsLKCvrw/Dw8PY29uDxdKW8yTnnve/VCrB6/VKZbFYLCKZTGJ+fl6ufX9/XyQii8Wi+CM2ABOtLRaLYte09vhPkh+t6QxMgD0eD9LpNMbGxhCLxSSp43AVLX3I/gBSIEwmE9LptKgwke5XLBbPqFex34fri3SiUqkkiaFGYrmGdWMf/Wnn/dGv8TN1nwIDVCZemj6jm/S4J4BTNQtNzdJBJvcK8IPoOOOXTuqITnJ1UqwbCTsHujAw5qGRdH1+nUDw37wuxgy6aZoBOeMEjX7znLp5m9+PySWr60xkdcXsh0WjAcD4SZZfznyQYSwAuA/g/2m1Wv/t+6/9KYA/ATAKYB9AtdVqNd7n/f8DwH8H8GKr1fqOev0cgByAt1qt1kf/vet4+umnW7du3foPfYejoyN85jOfQbFYxLe//W1cuXIFg4ODiEaj2NzcxPPPPw+fz4dgMCio6uzsLOx2uygAhMNh4cbW63W43W60Wi1pumP5kAFtKBSSUj4ntq2srAAA0um0dIYDwDPPPIOPf/zjWFhYQKvVEt1iZtqUvWH2ShSdWSQ5h1xwzH7J9+U1V6tV5HI59Pb24s0330Qmk5EpaufOnUM4HEYoFILdbkcsFsMv/uIv4t1330U+n8fDhw8BQPQ5SW0gck8aBLuW6YjtdrsMISiXy/B6vQiHw1Iuqtfr4hwnJiYwODiIe/fu4Z133pGRzqQ2cAQ0dZGJXFy9elUmKZpMJsTjcZlkSIkp8nZ5T9PptHxutVrF7u4uMpmMTMMiKs3g2uPxwDDao0f/8A//UO4zVSs0z1M3XpCPyjIjOdcPHjzASy+9hO985zuynohwM6ivVCqIRCJYW1tD5Ptc9snJSXzxi1/E5OQk8vk8pqamkEwmEYlEsLKygkgkgnq9jp2dHfj9ftTr7YmNfr9fKgDkDM7OzkrQrakpW1tbZ5BblkWZoAHtoUEce85Dr0GOKadsIUuW/J7Aabn+woULuH79OoaHh2XQxdbWFgYGBvD000/jzp07ePz4Mfx+P8bGxjA8PIz79+8L+krkncg40Ob15nI5TE1NCfpGDvb29jbOnTsncmJWqxV+vx/ZbFacLYcrcTCQYbQH30SjUfzMz/wMVlZWBAFlkBIKhfDee+9J4ra7u4uxsTFsb29LpYvoJnmQdChs6uS64hrI5XLSzEiZPFKoGBTw0KhXJyeeDpg2g0EsHT2pGZqrqcvVmhtNJ6wdM8+tqx90uLRbvAY6SAYcdIJE5fV5e3t7EY/H4ff7RdZtfn4em5ub2NvbE774wMAAMpkM+vr6UKlUZD0zKI5EIkKfcLvdIje3vLyMy5cv4/j4WFSd2FhOhGtwcBDZbFZ4zETFqQceDAZloBEAWY9U2ABOy+PBYFAS2XPnzglVSDcZklbCBJOyeJzCyyCeqLzL5cLKygoMwxA1Dw5eslgsQrHjWmk2mwJ80DfY7XZp4GRC8pM6ksmkVM347MxmMzKZjCSLrCiaTCZ5Vqx+JRIJ+P1+oV4RbCGPmiodlUpF1nWhUJCAkDaD8wU6g0ruI80F1kErgSTynwnKsEFZc485a4D7h3uMe5P7g3tQc5Xp8zQ3m+fhNTGY5fPl7+lKEoAzfGv6aG0XeF4trwucBsaaAsZ9zR4cJivca/p6eA6dOPD6ifprlJ7nZdWS9pHzC3h+fsfOxkue6969eyiVSv9uRP0/U/4u9P2/957ws/sAigAODcN41zCM/+UJv7MIoAngpn6x1WodArj7/Z//RI/Dw0O8+uqrmJmZwdzcHFqtFvx+P2ZmZvDaa69hamoKrVYLe3t72Nvbw0svvYShoSFYLBbpzKf8DgOmQqEgJQdmi4lEQjKvrq4uEfa/e/cu4vG4SMOxXDk4OIjf+Z3fwSc+8QkZKV4sFnFwcCBNdyyNcEQ1kSk6HfKqmcGxxMmDcmNETF0uFw4ODpBKpZBIJESVgHrQrVYLoVAIV69exW/8xm/g7t27yOVysnkoV8YGF+2UiSwz42eZlYEoNxBL0z09PTKoxOPxoK+vD36/H1NTU7h8+TIajQYymYyUPQuFAp599llEIhEEAgFJMEgXsFqt8Hq9uHjxopTEBwcHAbR5stSTpgPjwAyHwwGfz4fnnntOJoX19PTA6/WKM2NVgHw7ANJUwbG6DB6YRBDxJZ2HJfdUKgWXy4X19XU8fPgQsVhMSpL5fF6m9BF9pfRgs9nE5uYmFhcXYbFYcOHCBQlQqMmdzWaFJ8ygqdls0rDAbrdLMMhmKhq9RCIBwzBEVjGbzUqAwKZdyh/SsTEQo5MisppKpWRaGRF6Klvo0eujo6NYXV2F2+2WwRwTExP4qZ/6KeTzedy+fRvNZhOXL1+W5qhr166JbBzPSzUDlnH7+vokieO+arVa8n2oQU4nlUqlsLe3h76+PthsNjgcDmQyGXg8HqlS5PN5XL58GUtLSwiFQrh58yZCoZBQvYrFojhyclQPDw9lTDH3MJUKeO9arZaML6dkp2EYEixT+YToL7mudPLA2eRZOyYmN7p5ioGDbqIymUzi+OhcmWDr56fRNk0TYmWFTk2jQrRbDMi5JvS18HswkAcgicPCwoLcByLCTN75+6TqMIFkvwrXMWXneC/ZqMqejmq1iu3t7TPVpGq1KhMS3W63UNr29/exsLCAWq0mkwEdDocErawisTpDCTaOBAcgeuNsOmfQlk6nZTALaXomkwkejwczMzPSB1Ov1zE1NYVsNov79++jt7cXU1NTIl1pGIYEmKSE7e3t4ejoCA6HA7lcTipv5JizqbXz+HGBdmZzWwKS9Dnq25Oe093djWQyCYvFgnQ6jeHhYekZIJABAIODgygWi7Db7RJsssmdQen/z96bB0d61+eDz9vdUrekvm+1ju7WrdGMNJc9Y3t8ATHGjrmcUJDEFUggCdldakOFpcJuJfxIpVJkd0myWyTEleRXkAQoQ6CCYQy2J46ZMeO5D82hcyT1pe5W3+rW2cf+0TwffaWYYNhAQn5+q1waS91vv/2+3+/neD7P5/mQB95oNJBMJmXKLYNJj8cDALtUZdR1vne9qt9hL4+Zle29QTSDcaLdfD33Cf0Bg3n+5PtUOUF+rvoa9f8ZRJPnzUCbfptqN/RL3MP8bny9+l0Z16jfl0E10WD+jjaL16wi7WofBW2O2l9BNScCIypVhdQOVlWJ7JOXzeem2j2Vp/7Djp9KIK1pmh7A7wOoAvii8qcCgKfRpGy8A8DvAQgC+Jamae/fc5oAgEyj0djEvz7iANyaprX+gM//DU3TLmqadnFlZeXH/h5WqxWZTAbb29vo7e2VhwNAOLy5XE6aOm7duiUB1tDQkDSmqWgrN3s0GgUA5HI5KZcxcCLq3Nvbi42NDRw+fBgHDhzAkSNH8PDDD+NNb3oTnnzySYyPj4uGKjlrpCawLKVpmhhIcqCJfHKxEk1jMxEDFqvVCqfTCY/Hg9XVVXz5y1+WJi6ibrVaTQYWfOQjH8Hv/u7vYmxsDNFoFPPz8xKg1et14X0Txejt7YXf70d7e7tkk2ygJDeNpbe5uTmcOXNGgqYbN24I95S8TBqdwcFBGZ7CYSgzMzMolUqiV+xyuTA/P4/p6WlpcOPkMAZBNERs6mGmy1Ha5AGzA95qtYoxogwiy93kUjIoo3Hm3yktSEOh1+vhcrlgsViEl8wG0EwmI5UQatEGAgFcv35dMvCBgQH88z//s0gvEkkltcLr9eLQoUO4desWNjY2cOjQIWxubiIejwv3PxAI4E1vepOsl4ceeghPP/00TCaTjFNnMMGGPPKnOWkwl8tJc5faxMoEg/x20nhqtRrS6bRQG6iCYTabRQ+XzaU03qlUCqVSCcvLy5ifn4fD4ZB7x1I1qRRut1tGcLN6Q8SCwQwnmBI9JHJMJLyrqwvr6+tC5+rp6QEARKNRVKtVkVnkefl6JktvfvObMTc3J8G7wWBAMBiUJJjPKJVKiXID1wGTVqoGkDJBmlg+n5f7wudEW0ZJMwZZdKhEhNUxz8COQ9yLJPNQAwkV6QKwCzXj57CcStujasnuRY1U9IrPgn9XFQmAnSlufB+TnXg8LpzxAwcOIBaLwWKxyAAilvwpd8rvRB15u92OgYEBrK6uSqWQFURq4lMthA2P6+vrgnqy8ZJUJ3LY29raJPkpFAoCgHg8HiSTSaRSKUEUfT4flpaWxFay4ZBJPO/j2NgYFhYWpJHbarWira0NqVQKLS0t6O3thaZp0qTrdrsFVCH6TdthsVhkciMnO1KhiepQRBEpeclpvuoa+VFK5f/WweASgCgokZ9usViQy+WkEuZ0OhGJRNDa2gqfzyfSkmzItdlsYoO49oDm3k+n03C73cjlclKVYH8SE34io0RgWZ2h2gl/z94CNQnlPlApN2oQzkPl6qrUBf5bpWnwvQwQ9waDRH7VZJXqTfwu9EEMqLe2tuQc6nAbNbFW9xztBK+JQa/aiEmaCs/Ne0G7QKBCrXYBOwmyGuDv5UXzemgHaXt5LSr1Rb1etWqgBuGv5/hpIdJ/BuA4gN9vNBrT/GWj0fizRqPxm41G4/ONRuMbjUbj/0STR50C8KeapqmSE+0AXiuIBoAN5TX/6mg0Gk83Go2jjUbjKDPIH+fgQzabzaIYEQ6H0dvbKyX0O3fuYGFhAS0tLdJcSBpEMpnE6dOnpRRFY10ul6X0RvK7xWKRTn3yNgcHB/Hud78b+/btQ3aA9uAAACAASURBVDgcxlNPPYUPfOADeC05v1qthmw2K82EDM6YYbOMwgXHQJuBM/mWHPjCbI+ayZ/61KcQj8cxMDCAsbEx2O12jIyM4NixYzhw4ACeffZZaJqGX//1X8c73vEOlEolmVpINMfv98PlcmFlZQWTk5NIpVLI5XJYW1uT5GFgYEC60nn9KndrZWVF7h2nF3IDVqvNSX65XA6hUAhHjx5Fe3s7Dh48KAHy7du3RbOZZc9IJIK5uTlsbm4K5YSBXqVSEQcViUSQz+eRyWRgt9vhcDjQ29srwWS5XJZmUhpPTi+LxWLCAyXiyPIhN6/aGEI+OJ/d4uKiBOE2mw0dHR04d+6ccHeJiMbjcZTLZdy5c0d0aKemplCtVqWMaDQaMTs7i3w+L8NzJicnsbGxgUAggKmpKVkD5KKvrKwglUrh8ccfx4svvigB9+rqqjSXch0BzSERHo8HXq9XkimWndk0RX4ly9IcGAM09ZcBiKHf3t6WwPXNb34zvv3tbwt9qr29HdPT06jVajhy5AgsFgsqlQpeeumlXXq5LN0z2SyXy8LhBpo87OXlZbjdbrhcLmQyGTQaDUxMTEjFh5qzTEyJaGazWXR3d8v0QiJNDocDZrMZZrMZdrsdmUxGyurDw8OYmZkRpIg0jmq1Ks263IdMQOlIOFSI341c9rGxMWSzWZhMJmSzWUm0WeVhQ5zqhFWEhiXT7e2mcpAaDO8NXPeiwbw2ll9pT4h6ccoqsBMw0ykycVWDBQb83BekfgCQMfJqg9FeBJ2Vr3w+j1deeQXVahWTk5PSi7G4uAi/34+Ojg4MDQ3JfeVoeNJH+F3YbMxKSzqdFnoXA7WRkRFZN0RyORxkY2NDePe8fgBCuSN3mwhptVrFnTt3ZGjU+vq6UI6i0ajs+Xq9jnQ6LRQvrkebzSbUwnw+D71ej6mpKam2kVLo9/ulikHNfafTKTMPSC2jnaVdZn8EKWrU5uZzUiucP86hUl4YvK+vr+P48ePCgy6VSrKH8/k8WltbRQqT9zaRSKBUKolttlqtMJvNEjiura0hn8+L72MzJhNarn+uVSLFDIpZAVDpFaQxEnhTKzHqvVF/8nysEvH1pPfwUAM/VmtVqTwGmAzwiXQT3WUgz598DfeOGqgyCFUrSgyOGT+of+c1EURS14CaHNOvqUgywTC1WsmAX/0OKqWG62R7exsrKysyf4OUFFI9gKafUT8b2EGleZ7/NIi0pml/COB/BvB0o9H44x/2+kajkQXwOQB2APcqf1oDYHzNNwEm5TU/0WPfvn144IEHMDQ0hPvuuw8XL17E4cOHEQgE0N/fv0uLdm1tTcq8yWRSGlTW19dht9vldaojBppOYHZ2FmtraxgfHxenylLy+Pg4fv7nf16kl/YeDodDFgiws2nJO1XLuAzQeBApo6PjIuZUsFQqhcXFRaFl6PV6dHd344EHHoDBYIDX68Wzzz6Ler2Ohx9+GC6XC9lsVgJ1KheQZ63TNSe3HTp0CKVSSYYT+P1+OJ1OaeBjowtH1nZ1dQnPkw7q7NmzWFhYEGPn9/vR398PvV6PM2fOYHp6GiaTCS+88IJIPlHbWeXUTU1NSbmSEm/8t9FoFHSbXG6WhltaWtDR0YG+vj4pu5P2MDs7i8XFRVy9enUXr1MNQLjZ1YPlJ2AniAKaRiYcDgMAYrEYrFYrPvKRj2Bqagp6vR7nzp2D1+tFZ2enKARQEWVrqznxj6XJq1evwmQyIZPJiEMkYuzxeETDlkmdw+FAX18fNjY2sLS0hBMnTgAAVlZW0NnZKYEuedEdHR0oFAqC5hoMhl0NSry/LKVaLBap9rCpiaVXonp+vx+lUglut1s+02g0IhKJAABOnDiBb33rWzh+/Ljc32AwuMsZq2uThpmoPqtFNO7r6+vSLHvhwgVUq1Vp3isUCvB4PDh37pwgceRf1+t1kaQjjSSZTCIWiwklgGV5SiiWy2WR72KlhOuCjamsYDAZI/WiWCzC5/NJYgY0USRWR5iAkNbAYIMOSm0QZJmVzpINsmqJmO9RK0AqZYNlVR6USlPtHfeDiv7Q+auOjGufTp/rhkECkwJeg91ul2sql8tYX19HOByG1+uFx+NBMBgUacvW1lYcOXIEd+7cwcbGBjo6OiT4ZGUiFArJteh0OszOzqKrq0uCML1ej3A4LFr5m5ubyOVycDgcgrKzJ4X7i2uavQPUXKeT571kwk2qVb1ex/z8vFSVyuUystmsDLEiz5f36MCBA1IpZGmbA0wYoLW2tmJsbEyoiXq9Hj09PYJKt7S0iDoObQETUH6fVColtD8ifaoc4I97aJomGs46nU40otfX13Hx4kVJ9Dc2NuDz+ZBIJNDR0YH3v//9KJVKov7EaZb1eh0zMzO7wKLXao5kgr+8vIx6vY5wOCzJKKlIXK9qA50aRKsNutyXe6lLfB/3rIoC87qq1apUc1XEWj2P6j8YlGqaJutO/Wyek/9Wk2TaPGAnXlD7DhiA85ykxamJpkqbUINjlfbB3+2tXBC1pn1jpZzJCK9RTfb30jJ4T1UbqSZUbBynn2JFgde89zr/reMnGkhrzWbC/wPAfwfwWz/CWxe//9Ot/C6BJn3jtYLpLjRpH1uv8bd/14Ol5JGRETz11FO466678MILL+DQoUM4evQoHnnkERw5ckQaUQqFAiKRCBKJhKAgdrsdsVhMxO2BHS1FAOjp6YHL5RJUgOWU+++/H4cPH8brQdWpF0unRUSXWby6sKjiwY3Mv/O6AIg0XaFQwF/8xV+go6MD99xzD8LhMI4fP47FxUWcOnUKqVRql1oEm1HoUB0Oh8jpEQn3eDxYWVnBwYMHxTDn83mYTCY4HA6R5uOUu6WlJbS2tiL0/ca57u5udHd3w+l0YmFhYZfMVE9PD2w2mxiBGzduSHMEh7eYzWZpJGEJ9fbt21haWpJgBoBQE3Q6nfCy/X6/OFIGP9zsBoMByWQSc3NzGBwclBHZk5OTMnGQzZZEo4g8AbvlgFTkkcH96dOnUS6X5dzz8/N485vfjGq1iv3790vg3dPTg7a2NpnadezYMRw/fhwAxHnT8fb39wvfj/JsnZ2du8aXU9PWYrGgr68PAORZq46E9CB+r46ODplSub3d1Ain5Bb/7nQ6UalU4HK5oNfrBb0k3YD3gUHpe9/7XvzVX/0VTpw4gVQqhXw+jz/+4z/GzMwMRkZG8Dd/8zcSCDDApAycmpAxoLxy5QqGhoakFEw9bAZFwWAQ/f390Oma0pYsH+ZyuV0Db0jJ4T0gstXR0SGTEdl8dvPmTXi9XiSTSfj9fgwMDIi2bW9vr1wHjT+TZK6Per05xIUJNytNasLMik0kEpFgi+oTKtrNoFKlGqmlVDo9/lT5yTxUDiMACSLpwIl08f5wzato1d7AhsgUHS5tAiXkVHUBXgMrQ41GQ/TfSd0xmUxYXFwUyczt7W1EIhEYDE3llOXlZbHPrFjMz8/j5MmTkpBUKhUsLy/j9u3bcj0MGtWptLFYTKaJLi0tiWY+9bw7OjrEeSeTSVEjIEUNaKLvPp9PhoWUSiX09fUJ1aynp0fOQ0SU9zqdTuPGjRtC5SOf2Gw2I5vNYmFhAS6XC+VyGalUSgLGXC6HpaUlUTk4d+4cQqEQZmZmhM4yOzsrSW+5XBYaC/nsq6urss95/ChcaQbier1emmiNRqNQs/R6PYLBoCTpbW1tmJ6elvf82Z/9GV566SWEQiFsbW1JxYFVO9ISo9EoXC6X2FidrqlhT6oNe3M2NzcxMzMjE3cBSMBJ20dkl4E27Zca8AEQaiDvBxNWAEJt5L/V5kSdbvdUP659tb+A7+XzVqePqlW9vco56vdQ+xrUPUX/xASWSTEpoewXIQjH8xI5p/9lYlytVndJS9KuqLaHVWyCesAO0q3aOVYHGNzvTWz4Pn4f8uL5vfmdVHrK6zl+YoG0pml/gKYixxcAfLDxo3UaDH7/p9qYeAHN6717z+eYABwE8ONJcfyYBzOs/fv348knn8SpU6cwMDAgaN3jjz+O8fFx9PT0iESXOm2su7tb+FxslOvp6cHIyAhMJhOeeOIJ7N+/H+FwGAcPHsTBgwf/laTMv3WYzWY5L50Dx/mq2Rc3Jp0RUSAicnQY7Cq+fv06vF4v7HY7pqenceLECVy5cgUOhwPvec97cP78efzSL/0SQqEQvF4vSqUSZmdnYbFYJCmg1igpCpOTk3A4HGLQWS5MJBJwOp1SBiVXuru7G6VSCaurq0gkElhaWkI+n0c8HkcgEJDx3bzmJ554Ar/2a7+GUCgkaE2pVJKGTaAZUHq9XmlIUkf+MmDivzc2NgRNVSWfiGyYTM2xvExcGJhwGAD5ruRQ8v4DEGUOtWmERomBBwPK7u5uuN1uzM7OCprPv/l8Prz66quiPU5dcjZKUet8fn5egjJy8plMkBcNQJKHxvebYcljI5etVquJAg0Dl3q9qTlLvh2bloxGozhftZlEdZh89rwvREMZgFssFiwsLOCTn/wkenp6cObMGej1erzjHe/AW97yFnR1dcHtduMDH/gAXnnlFaysrCAUCuHBBx8EABw9ehQWi0WoTDpdU27R7XbjwoULgqhrmoahoSGsr6+jXC5LsGEwGEQPvb29XZJeBl7xeBx+v1+4yJwuSArMO9/5TuFo+v1+QagLhQKWlpZQLBZx9uxZJJNJcTRsYGWDINGUlpYWJJNJQQwpk6nT6RCPx2G32+Hz+URWsFKpwOfz7aJ5MJhkEKx2/6vNQmopmutyL7pGeppaVt5b1ledqMpd5B7YW6qm02SAsdc50xmqn6N29NPmud1urK2tIZFIIJvNiua53W5HrVaTgIn3kEoY/Axy06vVqtCEiMBRvYGIKNcsbQA56cPDwzAajahUKrt0iRl8U6qPAR0bHG/evCn0CtJJiC4DzVJ1IBCQgIIDfFpaWqSKxmSst7cXFosFo6OjUgFh9YhBcaPRwNjYmPiMI0eOIJ1Oo6urC3Nzc4L6s3rBZwc0k7Kenh5B5jmtls/uh4UDDAwpW8fEK5FISEMmA0E25Ov1egwMDAiIwCCOTf23bt3CfffdBwDSZEhUm30hwM4AFVZxrFar2G+CNkT/+b0YJPM66d9U2hT32F4+MIO9vT/30p0YQDNIV6khfK0aXLISRsUdNTgFsGvPMSnh5/P7qJQVteFR5Wir9As2QnNPqwg5r2t7e1tsDN9PcIgKHlzPBFL4nfk+AoC8dmCnasH7zECaP/l6XjuHT5Heql4Tbc7rPX4i8neapv0+gP8G4O8AvL/RaPyrK9I0zQCgo9FoFPf8vgdNFY4GgJ5Go7H+/d8fAHANwNcbjcaTyuv/FwD/D4CnGo3G3/+wa/v/I3/3eg9yJ8ljZBDIJjO9Xi/BIYMsp9P5mqWlf6/rYVcw9aoZxLA0wqyNaFYmk5Fgx+FwoF6v4y//8i9x4cIFjIyMSMC7urqKEydOyHS/j370o6jX6zIViptH05oqDgxefvEXfxHPPvusBMXk+nJoAEdhq6Xm7e1tQXWpOVytNgcTTE9PS1n+Pe95DywWi9AayuUyIpEIpqenkUqlsLCwAJPJhAMHDuDy5csAmpsrHA4Lh3JiYgItLS3o7+9HMBgU/i2NL/dNMpmE2+1Ga2urcDTZkFqr1URaant7G4lEAvF4XJCDv//7v5dAmY1jtVpNmmHU4Sw0SqRpsOzLJjx2OQMQBYBGo6kdTOm41dVVjI6OIhaLAQCmp6dx+PBhxGIxDA0NIZVKScOgpjVl2jiUIZVKSXWAgbaa5atcVrWhDGgaUPJQaRxnZmZEeo/fg3rQDFoZZHg8Htk/VqsV2WwWb3vb2/Dd735X0KAjR47g2rVr0mh7zz334IMf/CA+/vGPY3Z2Fu94xzswOzsrzy2RSODIkSO4dOkSZmZm8KEPfQi5XE5oNJcvX0YoFBLpwK2tLZkU2N7ejng8LtQc8pIZVIRCIZw/f14Sh6NHj0rSxGTY7/cjEokIl3N5eRkPP/wwbt++LWgpKVqbm5sy4IWIM9FPjrlm4kLnSefAMjy161X5LwZZuVxOKCNsnGLyox5cg6rD31uapmzd3iCbtkYtK/N+cA/Q6alcaAZUwG6HqfIhuX8pV8Z7TBvLPWCxWBAOh7GwsICNjQ24XC7Mzs5Kk7DVapVBJMBOsynXNYNWfia5s+l0GvPz8wgEAlhbW0N3d7dIs7F6Rgk70my4xo1GI3p7e3HhwgXpYaAtKBQKsNlsSKVScj2kd9Aucnw4vyf58NxPvOatreYUTkp7Ur++paUFiURC+N5sVKOOOmlvTNDZ+Gg0GpFKpaQSQoQxnU5jeHh4lyY81yWHBvFvKpVn70Hqic1mQzAY3FV9oB8gzcFsNu9qnJ6bm0NfX5+MOp+dnYXP55N7YbPZMDs7i2PHjiGZTMJgMGBlZQU9PT1iNzc3N+FwODA7Oyt0LQbyZrMZw8PDokHPtbnXf9MOcs0woaCd5u/V6g6wIy1J/jCTcHUv8NxEwBn4qcHi3iBbrXb+oCoSX0uqnFqZVsEcfh8GompvhUrb4l6kPWcFlJUiou3q9akBMu0F/02pRYJNTLJ0uh21IBWN5/l5fWolTK0A8H2qX6vVav9x8neapv1PaAbREQAvAvglTdN+Rfnv577/UjOARU3T/rumaf+bpmkf0jTt/wIwCcAG4MMMogGg0WhMAvgsgHdrmvY1TdM+qGna/43mpMOXsVsN5D/0MJvNYiCJZgYCAXi9XrS2tu5qTOvs7ITb7f6JBdG8HpvNBq/XC5/PJxm9yWSS5gc6M5YF6UxsNhvW19dx/fp1VKtVDA0NYWlpCZOTk/je976H+++/Hy6XC1tbzQlrRPc4pa9er4tMHA2w2WzGc889BwAyDndiYkKQYAahRG0YpHs8HvlvdHQUbW1t0DQNXV1daGtrQyKREI5zMpkU9RSgyY/lsJyJiQmYTCZMTU3B7/fD6/ViZGQEiUQCmUwGZrMZ165dw61bt7C8vCw63m63W9BUlvXIcVRl7Xg/TCYT+vr6pFxELehisYjOzk4p7wIQricAMRTMoolqsCRmMBiEo8fXqVz7crksCBhLzhaLBYFAQO5JLpfD4OCgKEWQbkFeMpF7oGlEWUVgIkEDpHZEM8tXkQ3eEzZQsWGqs7MTmqbBarUKpaNabcoUcgAMERdKadFRe71enDp1Cv39/VLSvXbtGjKZjCDAlGY0GAwYHR0VvWYqJrApzGq14sSJE4jFYnjhhRdQKBQwNTWFY8eOYWurOcGOPQEAZJANlXVMJhNKpRL8fj9WV1dx9epVxONxAE2eNsdGE/ll0N3e3g6/3y/X6HA4pPGrVqsJZYjrirQqVozIw6XqRq1WE+kvriE6DKLka2trwmvluiuVSoL6sByq8jP5+71lX9VBAzvOi1Kee3mPqnoAHRaDOlUvWg0E+Hl8Pw8m/mzwVpNRtXGX5yZPmH0LVBqKRqPSzLexsYFQKCQIM9EqJiterxcGg0HUeDRNw9LSklQU2dNx5MgRZDIZrK2tYXZ2Vppu2Qza0dEhiTDR0lwuh66uLtRqNRkJ73K5JEjg/uvp6ZH1xmmmqh0vFosid+f1euVeMNnkfqaUKKkvrJgw2NHpdCL9p4JCVIzy+Xzo7OzE8PAwstksZmdnZQgRp0QycWHy63A4pDGctCUe1eqOzjJHdHPaLiVagSbK7XK5cObMGRmwVK1Wkc/nJeGv1+u47777MDg4CKvViq2tLfT19cm02o2NDVy+fBmPPfaYPE8AkqCSZ83BXfv374fZbN5Ff/J4PJienpZglWgm16vKd1a/GwNRdb9wfasSdjwXg0C+hgG2ylXm81T3hIra8iBnmQE596daWVIDeFI0+F5VO5vXyX+zj4e+gGAcQZNarSYqU/RdKiLPZnnue1WGjveQib3JZBIZUV6rqjaiVgNUqgbvI20iqWp76TZ8P/3u6wWafxLRG/WcewF8Hk1UWv3vf//+39cB/COAo2jK3v0FgF9GM/i+t9FofOU1zv2/AvhdAGNoBtXvBfD/Avj510K9/yMPjlBtb2+XrnyWhfR6/a6RpT/Nw2KxoKurCw6HQzjH/MnpfZ2dnRJgEuk6e/YsHA4Huru7hQf61FNPCaeV79+/f784QZ2uKRdmtVqFykKJpkAgIDJ3RqNR0DZO7KK8kk7XHIzCklEmk4HT6ZTO+q2tLZw+fVok4YgKZrNZJJNJGTXNsbCBQEC0lSlnxOE35J6yW51yUXwvy1o0MtRB5lTISCSClZUVtLe3IxgMoqWlRaaoARAU/Pjx43C5XIIeqgaPwUCxWJQBAzQWHGFOXV6Wf0mHoJHO5/Pwer1S/h0eHgbQbEItlUo4fPgwgOYkQjopBlFqmZQKI3RA/O6kc9CY0uCoFQRgBy2kAadCgcPhQLVaFboPx34zuWApFYDIddlsNhiNRrjdbgwODuL69etSIfD7/VhaWpJhOpw4eubMGUlOaFxZtj527JhozFJT98iRIyiXy7j//vtFQ7tUKqG3t1cQGK/Xi4MHD2J1dVU0yQ2Gpu56X1+fqD0wCJmZmZGqDyftdXV1YXJyUsqQVPLo6+sTJDkcDqNer+Puu++G2+1GJBIRPjdL7a2trTIwg70GpCRQh51NX2zQASAT27iW6JRUihF5jqQ1qMgzf6pIslp9UGW3WMplqZqBhcrtZAVE3Qs8Dw8VvVI5oQwI1bI5+05WV1d3yQHmcjlRfCA9Q51kSKWdRqMBn88n32NjY0OQbr1eLw3TnZ2dqFQq+Pa3vy0VNQIROl1TNo82lHaL2s2NRkOCB6J0RNVv376NYDAoTblsao5Go9IgSMUPn88nyRarDxaLRYIrotIqd5cBOgBBnQuFAlpaWkTthraAgTGb+C5cuIBIJIJvfvObaG9vl36BZ555RihQVAKivKBer5cEmOCIyl+ljYjFYujr60O9XofP50MgEEA2mxWlIDZEnzhxAi+++CKmpqZgsVhw+/ZtmR66tbWFmZkZmQqqaZokmF6vVwLtmzdvCp2Ngdbi4qLQVDiRl4g1E/2WlhakUil4vV5psiT9UaUGqPQNfk/uMZU2QTupBt+0s3v5v3wPz6Umnqr0nIrkqr6FSLsaNKrBu3ptKp2Ke5jnV/exevD3TEJJFSI/mwj3XqCF6mJM+gig0Ddx3zUaDemNod2gzeD6VpseVYSd34G2c28FgckED9WevJ7jpzbZ8D/L8dOgdvx7H3zwP+mDTVGrq6vS8AUAzz33HDKZDAYGBsRYc2Q0HTEDWWoxX758WZrgGGhTGs7lcgmS63K5MDU1hUKhgFAohM3NTUEWG42GOHw60nq9LlQLq9WKmzdvSiNYX18fyuUyurq6EA6H4ff7YbFYYLPZJBO/dOkSlpaW0Gg0cPPmTVgsFklqCoUCxsbGBDVlKfQtb3kLQqGQIK4q7YB8xnq9Do/HI8bZaDTC4/GgpaVFOK7pdFqC1FKphA9/+MPQ6/VCV2GDF4MXSvmpwQvpQgySaUjVUj1VN0jhYdOrw+FAMpmE2WzGysqKjPSmI2E1AdjhmjJp4Bq0WCw4f/68TFZUaQAMvBiQsbRIVGp1dRVutxvJZBLr6+twOByYmZnBgw8+uCuBUiWaiKxQEaSlpUWav/L5PPbv349MJiNDi9gcubq6ikajgXvvvVeqKS0tLYLSMxjq6uqSNXXr1i2EQiH4fD4JWgYHB6UZkcN3iJITWbt69aqMFCZ6lUgk0NXVBaCZ2FCxgcgMJS2JqA0NDWF2dhbBYBCzs7OwWq2YmZlBOBzG4OAgFhYWEI/HBUHs7OwUh0lePgdL5HK5XXSZcrkMm80mdAlShBiIkV/N5IzPn0GoyjnU6/USbNJx8RmpQQOwk0hx//LZkYakllV5Dq47OnPVuancUZW3yUA0l8uJI+V1s/pgMpng9XpRrVbh8/lkOiwDp42NDVG50Oma2vALCwsCenCP0Bm73W6hYDz33HN45JFHkE6nMT4+Ls2pOp0OVqtVEFMmY6urq7uGlxClZrWA17W2tiaUuOXlZZmy6XA4RKveYDDAZrOhVCrtkjPls5uZmcHQ0JA0GnIAhsohZdWBgU40GoVer8fExARWVlYkwL7rrruwtbWFy5cv45FHHpE9ND8/j3379uHatWsYHR1FqVQSCgWpJ/wulUoFXV1dWF1dFfvV0dGBxcVFOJ1O9PX1wWg0Ip1OC5efuta0P6Q7tbW1SU/H17/+dbz//e+X0j+b0Dkcx+v1Cs2GFC3yq+mLWEl1Op3yvXO5HHp7e6Was7CwILxo+ikVgGltbRXpO9pBBrxqkyH/zkSN1TraTa5xtcmQ5+Hf1X2p7hGVNkPag0qh4J5k0M2D+2kvlUqlg3DfMdlSKRy0GVQLYfDKf9OH8FqIaLOXwGg0iroTfR8/k+uZa5aVVspAqpx4/lQDfgbzrOqyOqPSE5mgUw4XAK5evYrV1dUfGk3rP/nJT/6w1/yXOp5++ulPvpbu8n/mg2OG6VRYuv/3PrhxOGmuo6MDuVwO+XxeGhcBiAICNxgpFplMBpOTk7h16xYef/xxCbA2NjbQ09MjJftEIiFoB4cdsGuc/+n1+l1NCeQVUuiedASn04mZmRmsrq7C7/cLn5YDCoCdUaMscba3t+OFF16A3++X79Ha2opgMIhIJAKdTicNleSZEtlhdryxsSHBlMfjEfSDjUXFYnHXtD9m/SpC8J3vfEd4pWw2YtChonk0yESJ6RRZ0mJSoxou0nmo20u0g+uGqiIqz04tdTFIU0uQjUYD4XBYjBG/K6+10WiISgsNrYpOUoWASEitVkPo+6PI2STX3t4Ol8uF5eVlCYRodEmZYSPeY489hnQ6jXK5LNPoGEyxanH9+nXMzc2JFvTs7CwMBgMOHjyIcDiM27dvo1qtYnl5GW1tbYhGozIxkgaYQYAa2FH6LhgMQtOa0wN9Pp+U2NlYN5DAwAAAIABJREFUSnSQlBmTySSGvlwuo62tDYFAAPPz85Ig6PV6eDwekV6jjJTJZJJ9oq4lIpscHMFnQnpPa2uryIMR/Vdl47h/1bVJJIrJKx0Tz8v1vBddUjnE3Hsq8kw7thfNVteaGiizzKraA34GAxY2AtrtdkxNTcHj8QjHk/zkTCaD9vZ2kcrMZrPw+/1SFUgmkzLxstFoIBKJQNM0oeCoDZzUL2djXiaTwfT0NMxmM3w+n0z+5HUzkVEH+TBIYkLORJp7nSiq0+mUkrjH4xH0mRJuwA4Nhmgz7S056LTNHR0dmJmZwb59+6TngL0yKnpKlaNsNovV1VU4HA4JssghDgQCuHz5MsxmM0qlkiSJfN6cgEj1HaKo29vbWFxchNVqhcvlwsjIiCQFHR0dmJyclL3L6YzxeFwqeNR/39zcxPLysigB3bp1CzMzM7uCtGQyiXq9jv7+fszPz6O1tRVut1v6lHK5HB566CEsLy/LOsvlcjL0iXaRqDyReT4HggOsgJAKxO/L76zSo/jMeC94vSpdSt1r/E8NrtV/8/95HnKHVT/CdUs7rYIcKkij0rYYvKoNhupn034wgKb94N/YD8N1oyLwrFSzMkOgjQAVsNNrY7VapZeAjYhUFePzoU2ibyOgQ9/Dqi0rurR39He8L3yG/M61Wg2pVAq/93u/999+WOz00xwR/sbxYx6kKnBIyKVLl7C8vPzvcm6WT9bW1sSg0VASHfT5fEKj4DCN5eVltLa2IpPJYGtrC4lEQqZw+f1+zM3NIRAISAmVqBE1XNPpNObm5sSJra6uolgsoru7WxCMSqWCUqkknGk6ISLVzFw5vCabzSKdTmNjY0Ouk+g3R9oODAzA7/fj4MGDwq8kOqg2rty4cQPFYlE0rBOJhGhf5/N5VCoVcVLkrZHjSOdcKBTEsPA+q4ERAEG8yCNWGxmBHV6jWroj9YOvZQMOKwS8V8zO+X4i1ZqmIZfLiSGjMVUbydTABtgp5RuNRpw7dw6dnZ3Q6/V4+OGHMTMzI+gUjR/LyUTkOXiH/EMOjyASRHlDBtoejwfxeFwQHj7DqakpdHZ24sEHH8TNmzcBNANJnpvd39VqFdlsFnq9Hr29vYjFYojFYrDb7QiHw4hEImKQu7u7ZW0R3SAnmfz3dDotuucbGxvSRLqwsCCfDzST3oWFBVgsFgSDQQlCCoWCUHFYvqTxdrlcEii0trbi+PHjuHXrltAQDAaD8FTJ4Sdyo/IH1coNdZ/VigUDfK/XKzQGlc7BgzQmVhtUh60mFOpncq0w+OWaUp0/17vqvHgP1GCOCJxa5aBjJYqmBiH1eh2FQgHFYhETExOIx+Mwm83IZDL47ne/K1UfDuKo1+uw2WzSDApAqBUs9bOUz9dQbYffq1Ao7Kq4OBwOhMNhCbjpvBk06/W7FS4qlcquceCkkvT19SEej2NsbAzb29vSABkIBKSaRDlKNpDyOjiunIo2mqZJEDIxMYH29naMjY0hFosJUHD48GGxOyqNgAGKz+eTIU9EwB0OB06ePAmXy4V6vQ6Hw4G2tjYZ3uJwOFAul4U3zkFcQFOW9eDBg1hZWYHD4RAN9rW1NXR0dGB8fBzJZBLXr1/HvffeiytXrkhgTdWoBx54ALlcDqOjo9IcfunSJaTTaaEucG/4fD7E43G0t7fD5/OJShODubNnz8qaACAyhbTV7Kvg/XC73YjFYlJ9tNlssgcZoHKtq4khbTXtOO0wm3D39khxz3ANqc+GP1XaFBsw2QOjotIENkjDU6kf/Cz1c/lTRY/5e7ViQhCI/odoNP9Wq9Wk8Zk9PTxI5SCdic8fgAS8BoMB2WxWzknbrCLm9HUEi3ifuP/URkaqbqmVAfV+qsCASpF5PccbiPTPwMGmI0466+/vx1e+8hWhDwA7nEKdTicL7vUcXEAscVGL99VXXxUEsVarSRBPx3D33Xfj4sWLWFtbw9mzZ3Hz5k1kMhkEg0EJ4ra3t+FwOAA0DRQXMtUf6Kgp70RFBo6bppwTp1a1tLTIxLCtrS1xYDpdU/OTQWxPT4/wTlkKNBgMgnavra2JcoemaZiamhIEnsG1w+GQkiAVMlgeZyOYajQ2NjakHNlo7Eym5HQv0j3YeV4ul3Hq1KldzQ0dHR0SFLGUxf+nI+I9YJMZy1xqOavRaEigRANITpgaAKkIEs+9FxWkE2CQQ3pKvV7H8ePHcf/99yMSieDs2bO49957pSRnNBrxve99D8FgUBA3cqPL5bJ0UNOZkBoEQBIyolV33303vvrVr6KzsxMbGxt46qmn8L3vfQ9DQ0N45ZVX5JrsdrvQfiKRCE6cOIGZmRmRgCwWi9Dr9Ugmk6jVapiamkIoFEI0GhUnyWmLRqMRpVJJAgfeAzaPEdnV6/USvHNAkN/vx+DgIOLxuJSaSZdizwD3Khu/pqenZZ1xymZ3d7c08VJDl5x7nU4n6DuDs7a2NgmgGXTycxqNxi6eNKW8uBbVigdL/yrHkGuUtAyVtsF1pTotBsZ7FQnUZJFr8rWaGXleUlSIQvM5qMg01zcdd3d3t/Bh8/m8NHza7XY4nU4kk0m0tbXBZrPJ8B1K9nGv5fN5mUBIW0aHT9SsVCpJtWtsbAwrKytoNBqSAPH5kNrEJiu1IYyot5rotLW1yVoifWFwcBArKysSHLPSRDufSCQQCATgdDqRy+VgNpuRSqXg8/kkQaRuMUELNiGnUin5Hlw7vM5KpYJgMCgNhKQ12Gw2qXixyXB7extOp1OmC3LSKQMtu90uNvPAgQNCkygUCjIJNJvNIpPJYHx8HNlsVkAUq9WKarUqkxnHxsZkgJTZbJb1ViwWZY2xwZEyj+Q0E3Emf5dBK+lXVIzyer2yJohotrS0wG634+bNmwgEAhLkcq3Snu9NAPl3lYqh0vZUUERNWtUEdW/wqzbVEV3lHua+4blob9Xz/lu0KQJApAvyGklH455mtVVFkpkwcBIqh25RGYjVYbXixriCn8vYw2azia8nWMTPUjnpaqKiJtxqTwWfMSs8e/nsROv5/Or1OpLJJD7xiU+8gUj/VzlYiq9Wq4jFYsKjJFpNhHFtbU2E9AEId+4HHar6wvZ2c+gAA7lTp07h+vXriEQicLlc8hmlUgnf+MY3sLi4iPPnzyMSicDr9WJsbEy623t6elCvN2XwWAKlZBKRXH52uVyWch35hwzG2YhAFQkGGh6PB0ajERcvXpRAjFyzcrmMqakp1Go1LC8vSxZLg+zz+eDxeJBMJhGJRKTpLZVKieHgexcWFqR03NHRgcHBQWkeJTWCmS01Uxk4MrnJ5XKCFJKHSgRcNQQMnvl7Brg0knwNjRMDbToRtRmRDR8MoHQ6nSQter1+1/AGtXQO7PDseF0s8fO1AwMDOH/+PL7+9a/j0UcfFTTP7XbjX/7lXzA/P487d+5gdHRUSqEABLV+9dVXYTQapamQsnxcEwMDAzJ63maz4fz58zh27BgefPBB+Hw+fPazn8X4+Lg0VT7wwANi5CuVCmKxGPbv34/JyUmEw2FR6lhZWUFXV5fw2sfHxxGNRtHZ2YmtrS3k83mpDJAWwaYrIjqjo6NYWVmR5qzt7abcIUc/M9AlzcRsNgsq7ff7pQ+BCS8b3qhRTH1ai8WC5eVlFAoFHDlyRAJ7St+R08r/KIuolj6tVqsEiAAkYWZAsbGxIUEPnarajKNyGlV0ihUVrhE6HgYVDB7o9Pl7rms1sOZ6U38Cu/Wg6ajV33FfqE6PNqNQKAgdbXBwENFoFFtbW0KX6OzshM/nE8UUysDlcjnRA1fXQbFYlFHuhUJBZEEXFxdFzSIajYpDVitQvI+ssNH2EW0mgphMJuX3bNBjohAIBHDp0iXZtwAkuWC1jKgw7X5LSwsCgYBQWohgp9NpqfiwQY/66aQB8XuQCrS4uIhoNCqUGdUWFItFvPWtb5WJh+VyGb29vRLwM+CjtOaNGzdELpAUkvX1dfT39yOdTssgs3Q6LX6DNBhWxDgQKplMQqfTiUoWE5329nZR+6BSjsPhEB48tdip80/0lskgm9aXl5eFSsMAD2g2sXZ3d0vFUg3oSDVSEzxWYFg94KFSL9SqjRrMqVxfleMMYNfv+BqVvsHEnHQvUh+4/1T+tYrm8nvQ/qvILt/D12uaJgAQvx/XuErxIxCgaZpUDgkKqfQyFRwiAKF+bwbYKojFfcPzEyWnz6efpp8k9YRI/l4Ko8pBf73HG4H0z8hBBJSo09DQEKanp/G5z30On/jEJ+D1esWoMEgkzeHMmTO4evXqrvMxuFY74ycnJzE6OopgMIh0Og2fz4dHH31UEGF2KieTSSwtLWFxcRGapmH//v0yCIAltUqlIkgzM2QiPIlEQtQ6SOcAdsj+xWIRBoNhV/MQkVmO26XiRSAQwMLCArxeL7q7u+FyuURq6sKFC8L5Y4C6srKC5eVlBAIBhEIhmEwmDAwMoKOjQ4bmEHUgvYWjZBlQqIgN+XaUlCPXeGtrC7Ozs4JEk89Zq9WErwtglw40y1cMgPk5KqeN/C2V60aOHgPmer0uo7iJWjDQMJvNgiTQIHGggGo4+G/+ntdpNBoRCoXQ0dGBqakpfPnLX0a1WsVb3/pWvPe974XX68XMzAyy2awMnanVaqLd+/LLL+NXfuVXZGqlzWbD0aNHUalUZNKkzWbDgQMH8NJLL6G7uxv33HMPtra28Oyzz0Kn02F8fFxkxqxWK1ZWVqTKsLW1hbW1NfT29so4eZPJhPvvvx/b29uin0sedn9/PxwOBwKBADStOSCov79fRiRTG5x9Cel0WhqM4vG4NPRRmiwSiQjizTIiA6lisYiNjQ2ZCscg7sqVK3C5XNJECkCecyaTEZSZDYbz8/Py3bl/uWf0ej28Xq9wu8lbp2oFgyNVFYMNvfxcOh7+BHYnV+oUTnWtqJxQNfjh+9WmKToxOjcVmVYR6R+EgqvIHUvj5EUT9atUKvD7/eKwNzc3EY/Hsb6+Lg2gDIKISpNCQ7RSp9MhkUhIo6LH4xEUmTaBiYnH45Hpeg6HQ3TR/X4/6vVmMzJpAxwSQunOWCyGQCAAm82GSqUiQTtHc6+urgrXm9UTVSKTdDvy6w0GA+7cuSPJKoMRn88n9ARN0+DxeAS95vNYW1uTxmMG741GA9FoFNVqVWhzOp0Ovb29uHbtmgz8ymazSCQSuwZYMXhxOBzo6uqC1+tFT08PnE4npqampDLQ1tYmHGz2LdTrdQFwmPwbDAZ0dnbKsCgmLQBEy5tNwdQuZoO8zWYT0CMaje7SHmZyywpNZ2enyA3a7XYZM89KGqUR4/E4isXiLoqUinLSdnM/sYKjoqAM+ngt6vrnHlNpf5qmib9S99ReNQ3uD+5H1bbQD/B8/DdtE0EXtSLKqgUrcCq9gp/PYJc0tlKpJNfHaqpanWUyperKq0my+l1UlSkmeypdheg1D95bBtx8H5+F2mtCm8Tzqcn+DzveCKR/xg5NazY2EXHs6urCwsICfvu3f1u6mxm83bx5E2fOnJFGwXw+jytXruArX/kKotEostksXn31VQBNp/itb30LqVQKX/rSl2Ty3+c//3kZzEFHlEgksLi4KBP8KDtGBFmv14szYGBKNJmoGJE5Dl8xm82oVCq7JgWqzU6ktRQKBfh8PkEUiL5xU/Mz2CTS1taGYrE586etrQ2hUGhXSTmZTOLKlStIpVKwWq0IBAJIp9O7EA9OMKP6B50yjZHJZBIki5J3pE2QKsIgmiiBagSpd6o2S6jd1Hzf2tqafCYzaQ4waWlpkcmGaqmcr2V1gFzKRmOn+U9NptTAic5F5d4Wi0VMTk7irrvuwr333ovPfOYz8Pv9yOfzGB0dxdjYGPbv3y/IfbValQlq4+PjuPvuuxEMBjE6OoqXX34Zs7OzOHnyJFZWVuDxeBCJRISXH4vFMDc3h3Q6jUKhIGjotWvX8A//8A8yNMhut+PixYsyJEGv1+PUqVMAmsjcwsICrl69CrfbjWKxKM+QfGM6NyY3RCbpSIkuF4tFQaHUUc25XE7GvjscDqH6UI2FVRJyKtXn5HQ6YbFY4HA4ROubtIfl5WVpjmptbZWmKGqycz1wrXGtlMtlOR8byriHs9msrH86T4vFIk5abR4kUrO3NAo0kTYiUCr6rPJr1aZSOkaVb8n9wiBCDcIZPLMsvbesrSLf/O58rqQLGI1GSbI4uZCyl/w7K0QsY3O9E8GlHjPRXZ1OJwN0jEYjnE4n/H4/tra2ZNz32tqaJNTValX2mxp48PmzvE0d8o2NDRw4cADRaBTDw8OIRCKidkPUv1gsIh6Py/1jQ6PJZEKj0UAul8Pa2hr6+vpgsVhw69YtuQ5Swjo7OwUl5sjySqUiXG82mfv9fqEHEXlkI+7y8rIE+LRRPp9PAh6i/Hq9XlROGCjPz8/LRFwqlkSjUbS2tmJkZARAU9tZbQIGmgo4LS0tiMViYpNUhF+n0wltg5UEct9dLpckMmtrawgGg7JeGWgy8GayRYrI2tqaSIoCkDHj6XRaBrZQ6YG8fdpf7gsVAGHwy9dz7aszCtSgGdhRzdjbX8A9RnvHvUK7re5lFVEmzUKlj9TrdUnA6YP4d6q60H6oFBX+dDgcEqiyiqVqUPP+0w4QHSaXGoA05VJRiudmpUhNRmm7uTdIn2LATyCFTYaq9CPtpVoJYCL+ox5vcKR/Bg+W90OhEDKZDCKRCObn57G+vo5YLCayQYcOHcLo6CieeeYZRKNRWK1WvPTSS1hcXERXVxd0Op2Ms81ms7DZbPjOd76DfD6PwcFB2RCBQEACwCtXrqClpUV4oKFQSKY3bm1twe12S4OLw+GQUuL29jYCgYDwCjnkxOFwSOMkdVaJgNpsNuRyOQk+Ojo6sLm5KVJpbNoiIkUNYp/Ph3379mHfvn0yXIQbX3WWFy5cgMlkEgQnGo1K2Z9617VaTRqL/H6/BMSU36GTYZBBCS11k9NI2O12GeawubmJr33tawB2Ep+9XdJEytSyIsu5LEcTQWQwzWZEOmx19KqaeJBntra2JsZGNdyqceV1AJBnQVoO0SI2b966dQsGQ3NS2NTUFL74xS/iO9/5Do4dO4ahoSFEo1FcuXIFL7zwAn7jN34D9Xod58+fx/ve9z5EIhE8+uijqNVq+NznPoe7774bd+7cEZkqNg+RQ8f1cunSJbztbW/DjRs3MDY2BrPZLDzXu+66SxQr7rnnHmkEzOVyOHbsGBqNBm7fvi1DORigFotFhMNhJJNJbG1t4cCBA5LsBINBVCoVmEwmBINBQTBZxWGwT8rT8vIy1tbWcOjQIaysrOwqJ7Npzm63Y3JyUgIVUgECgQBOnTolutKUP0smk8I5ZTLENcjnTc1hYGeQAgNgPmdSxsiN5RpSnS1fC+zI4gHNYIKfrfI61dczAOde2ltN4bUyOFD/zfOonGoGBNz33M8MhFjZoYIKR7g3Gs0pn1SHWV9fR19fn5T76eTr9Z3BLpqmwel0IpFIwGazIZPJiD3i/5MvTCSLaC4VaLjv2CzLoIMINysUHIpSrVZx9epVCfAZXNTrdQm4U6kUzGbzLh4rK35EzNUmX2r0c0gRaSA2mw12ux2Li4sSQJB2RKSdyQA129mAx8Ev+XxeKi8MmqlrzqS1WCzC5/NJwlKpVBAOhwU0obJCd3c3otGoDK4ioBAMBqUZl82ZpPGwGVlVW2ASm0gk8Nhjj+HatWvI5/M4ePAgbt++DU3T4Pf7USwWdwWaDEjNZrMoBKk9MC0tzbHrw8PDqFQqKBaL2NzchMvlQiaTEUoO6YFMBrkHuEZMJpOgpGrQq/av8N9qwM2D+1gFOugHgJ2GXlJEyJWmDeDnqb0yXJtsVGbSq4Jf3JdE7C0Wi1wD6ZeUmaN/JFc6nU6Lb2JFjIkH1T9Iz6PtIh+f9BlWptlPBECoN9xXtH8q5YNqJvwdq1dEpFXqG58df5dMJt9Q7fivehDhymazOH78ODRNw759+zA9PY2+vj60trYiHA5L5lWpVJDL5fDMM8/AYDDgfe97HwKBAPr7+3Hy5EkMDw9jeHgYZ8+eRU9PDyYmJqScxS7mUCiE4eFhGaoyMDCAkZERjI2NYd++fbBYLBgaGkKpVJIua264YDAInU4nMlCcEqXTNZsEGRwNDAxgdHRUkDGOl6XhZmlc5cJSWsxut6OnpweapmFychLPP/88/vEf/xGbm5uCUlosFhm+QMTJYDAI4kkj3N3dLeOinU6nSJ2xg5/Owm63o6OjQ4KDSqWChYUFQYQ45ZBSP8x0iR6w9E1t45aWFlitVgCQEiYzehpFAGIU9sqy0fHwtZqmiZ4yz8esXEUUGRzR4PI6GZgx6KEzIJWlXq9jYmICgUAAzz//PP7gD/4A4XAYL7/8MrxeL7a3t/Gnf/qneP755+FyufDRj34UH//4x+H3+zE2NoahoSH80z/9E5xOpwwUmZ6eRqVSwdvf/nacOXNGDKVOp8PQ0BCuXLmC559/HqFQCJFIRBqs0uk0jh07hlu3biGfz+PixYuYmJhALpcTiUVqoweDQVFQ+MY3viHlXvL/LRYLjh07hr/+67/eVaLkOGjq0FLPd2NjA06nEz09PYhGozAajRgcHMQDDzwAu92Ozs5OOJ1OXLhwQRQ4WHZeXV2Vkffcr3zeIyMjqFar6Orqkl6IwcFBGAxN7WCuWVXWkQg10ExMGZBWKhWRj2QAw2SIvEQOC+GaAP71REIikypPUg0A6Kjp7BnkEmVWndbeIIIoFNcYDwb26jATVblDTfzU5q6lpSUkEgnhasbjcaEUUd+ZygA8r5qobm9vywAI2i5y+1OplFRIOEyIQTuvh3x0oqGsShDJZaMenxfR5ZGREaHBqUGEXq+XqZiki8XjcdGmr1abk0H5c3t7GwsLC7L2GSBSss5kMmFmZgYDAwOSaHBNktrBpL+/v1+4w6RA+Hy+XYGXXt8cvEKUul6vo7u7W+4j7UypVBJ0nOuPia/b7QYAofAxqFLpbtvb21IZIs2GyRzvYywWQ39/vyQ04XAYsVhMEFhVg38v8ssAUkWzaR/6+/ulF8HtdqOrqwvRaBRer3fX9D3VPquIKbCjSkG7xrWvBsZ7r4d7S90TRJC5n1Q6HvcIQRL+nq/l63U6nTRNc93SL6iVW1YwCWLxnAxUuR8JqKnPUNWj5xrnfWFTKv0Mq302m0240lSA4t5m0qQCTAyO1WqYqu7B1/B5M6nY23fBZ8fP2MtL/0HHG4H0z+DBBq79+/ejtbUV9913n/CD7777bgn4GFR94hOfQDabRa1WQywWQzqdxje/+U3cuXMHDz30EADg9u3bUvY8e/YshoeHRbe2VCrhypUr6O7uxlve8hYcO3YM4XAYgUAAo6OjuHLlijT7eb1eKVVvbW1hcHBQpMOIbAcCARnzyaxwa2sLr7zyitBQWlpahE9HRERtcNI0DaFQSPSaKf3T3t4Oi8WCnp4eaaZhxk0pnZaW5qS84eFh6Toml5QINQMScry2trZw9epVUXjgvWLWrCIkbExkoyUbyThBT0UUyH9VOaMMeomQkrpCZPYHlej2NlWo/Dg6PwBS3lJRDV6TioKpTRhqxk/kj0Z/bW1NeMO/+Zu/ibGxMSnnnTx5Enq9Hr/zO7+D973vfXjkkUdkBPKf/MmfAIA0FP3Wb/0WXnzxRXz2s58Vozo2NobFxUVRYhkdHcWTTz6J7u5uhEIhpNNpHD58GH6/H1/4whdEDeCee+7ZxZ+2Wq24evUq2tra0N/fj8nJSZw+fRp/9Ed/hL6+Pgm2WTq8cOECHn30Ubz73e/G6OgoVldXsbi4iEOHDkmjl07XlDkbHh5GsVjEzMwMHA6HBDt7KTpUASBvVeUkbm9v49ChQ6hWqxKcs4pkNpuRTCYxODgoEl7kGJILyjUOQLrSyXOMx+OyBkiVIrqoopd7ETRg9zAGtXlH5Suq/M2962Uvf1pdbyraTLvGCohaOlbLu0TNVMUOXjt1zTkIhIEf6Tf1en3X4BIGUky2qEfOBITI4cDAgChdWCwW9Pb2wufzwe/3i75tJpMRhQE+AwYcnZ2dWFpakioXm3AZ0DLZTSaTu0ZpszpHbjVlN7nfWSlj5YmJFCkaOl1T2vPGjRuyPtrb20WxiNWeaDQqtob3OxaLySRUu90uAT2PSqWC27dv4+DBg1hfX5fmvCNHjsDlckmPxunTp9FoNMQe+v1+qcgQ+WffCBHKUqkkqDPHoFN+lE3WREYZ6DIAYnBFuk21WpUR7aQEmM3mXdKH6sFnlkwmpbeAPT9ut1ueTVtbGxKJBACI1jH3kcqzpc0l2k2Ag3sCgAA43HvkX++14Sp6rgIr/N1rURKYILKhmGAIg1L2FfCcKs2BP+nnSKVhMMxrI82KDacqRYIovpqAs0Gb94EVTlZ0VDCIe558bto+JmUM4ClWoF6TwWCQAJ73QvV7wE5CoqL0fFasDL+e4w1qx8/gQTSR0/88Hg98Ph+OHDkiU88mJyclWAUgSMPy8jKmp6fxy7/8yyiXy7hz546UHre3mzqmyWQS586dw1e/+lXs27cPsVgM9957LxKJBMLhMPR6PWZnZ+F2u/GFL3xBeH008tVqFXa7HYODg/D7/dLdXq1WBZUpFotiXLPZrDhCOqDW1uYERQa3NEDUYGUQR4k0r9crsnk2m03kkux2OzwejzhxNlwZDAYsLS3BZDLJGHG9Xr+LR0rDQYNtNBrhcrkEgSF6lkqlROaOCDKdO0vP5OKqx8mTJ3dlzXRWLI0S8WMWTi4j7yGbQphc8PPY0QxAsn5em8oh5T1Rm8oA7DLaauJCR8vPZvNmZ2cnVlZWEAgEsLKyguvXr8NgMODTn/409u3bh4mJCeTzeZw4cUKSCj4nt9uNX/3VX8VLL72ET33qU1hdXcVnPvMZcUjj4+NSWr98+TIOHTqE7373u/ja176Gw4cPQ9NT6qyBAAAgAElEQVQ0jI2N4aWXXsITTzyBr3/96xIoTU5O4sCBA4jH4/B6vZiYmEC5XMbLL78Mv9+PTCaDM2fO4IknnkAsFsMrr7yCAwcOiAZuf38//vAP/xChUEieOUuluVxOSoaq2gD5zy6XS4ZHpFIpeDwerK+vyyADVh8YPFosFhnnzeSQpeW1tTV0dnZicHAQr776qkwr5HrlXiDnlggTbYTaxEMJPq4dOlS16UpFmVV6hxr0MjDm2mDgy2SXDkoNrtUmIAbSaoAN7PQDADvBKPc+kSw27hKNJr2Be5KIvsPhQCaTkTL02tqacF6JvK2ursrwEpahgebYYr4nFArh/Pnz0kyYyWRkJDj5yZyGRq4uUbjNzU1ZvyrCRsSZdASVOqEmv+VyWegZpIIQuXe73dDpmprXRFDNZjOq1Sq8Xq+sUSoosbpDZFq1iRwWxKCYFTs2MrJHhlSejo4OGazFgL63txfZbBaFQkHoE9vb2zJ0hvdoYGAAi4uLACC8YAb/DMQoG0lZPQCyhnlfuabIf+U9YdmefoaUIVJIuKbUxIAJHt/LagMbuTlQhzxdoJkYz83NSeWR8oC0jdw3agJJW67uK9p4rn81GeVeVFFzBoPcbwzE1WSC52LSywCV17G3J4LgDf0JgQK9Xi8zC4rFogA5BG7UqigTLvY7sRJElRveu3g8vqu5nz1HHR0dYnOIgOv1emlE5HtIDeHn017sRfNV36ai9KoNUyl2Ko2K73+91I43Aumf0YMUAIOh2fkfDAbh8/kwOzsLANIAwfLi0tIS2tvbJejO5XLwer3o6uqSUcFPP/00stksjh49ipGREXR3d8NoNKK3txeNRkMcjsHQHDDR29uLCxcuiIpIPB5HMplEIBBArVYT7ja5aHR+qVQKmqbJcAh2o/f392NpaUmQkEajsauRhYmAzWYTtJfSX9zk3FwsedtsNvh8PikLMzNfXV1FPp9HJpOR4TJ01jQyRJuNRiMGBgZE2szr9YrTZsMOy5l8PxvE6IjULn8Gtn/3d3+3y3BT8QTYKevRODIIIWpAaTYA4mDVpi9yuVXkjYdaKmdZbW8graKGRM7pjBkMAk1jxMRme7s5ttvpdMJkMglH9fz58zCbzZicnES9Xpex1zMzM9Dr9bh48SLK5TIef/xxaTikcacKx5ve9CY8/PDDuHTpEjwejyQszz33nHCFQ6GQlAFtNhsmJiaQSqVgt9tx+/ZtXL16Fd3d3Xj729+Oy5cv47HHHkOlUkE6ncb6+jrC4bBMK0wkEohEIojH4/D5fIKgkB/LcnpLSwvu3LkDu92Oubk5uFwuMfSapkkATYdAlETlNdNxMCijcyPNgAoSFy9eRFdXl+ggsxxsMpl2TQDj3jEYDEgmkwAg1QyWXokoc42q6AvXjdrZTmekBs9cJ/x/Bid01Gr5ulqtSgBCHuPeNcbPYhKlUjZUJE5tSmSZnkgXf3J0cWdnp+xPqmtwmqnT6dz1mQAkCWHpntzXWq0Gn88nSQ4rbLFYTFR+2DSt1+sRi8VQr9clsOUUVyLFvC+kLRiNRkFlqbOuluUbjQYuXLggCRvpIO3t7Uin03A6ndKsbTQ2R4kPDAwgnU6L3WFy4/F4ROaUyRefV6VSESR/dnYWHo9HuPkq6s/GPErLMRhSg2yuUXKeyYdOp9MoFosYGhqSBsxSqSQAQLFYFLtOeUAGSwyumCRSyo7UGgazrLaogADRVZUGwUOtBHJtcWhOtdocuOL1eiUw1+v1WFpawsrKitBXSNGjSpWqEMFzMrAlXUPdP7QBvFaCYD/Idqt7iCjt3u/F86rSd/QhBHvUChTXJX8S4ed7GBjTv/J37BNIJBKiVrO5uSkTIJnIUPeb9om+g8+OswYAyDUzAab+N++deg95z7iGmHAxgKZPVCti/B3vqXoe2oVEIvEGR/p/lINldKDppE6fPo1AICDG9sKFCzJBqqurC263G16vF/v370d7ezt6e3tRq9Xw8MMP4+DBg7jrrruQy+Vw9uxZzM7OIhgMYnFxUXhJdEqLi4vCaR4YGJDpdYVCAbFYTJDksbExaUTI5/MYGhoSzt3S0pJonqZSKZkeR1USNjuSXkHxfSLADCTY3MEsWtOa6iZ9fX1wOBwSfKkGnRO1WIav1WrSUMQsPpvNolqtIhqNQq/XS0BcKBSwvLyMeDwuToC0EJ/PJxPJ2EipInU0ZmqgzkC1tbVVHCIbjKrV6i4JPwZZ/Bu/M4NZonNAs0yqIi8McohgEBGlsVGNjIp0q80nKlq5N6ghLYEjiWu1Gs6fP4+trS3cddddSKVSmJycxKc//Wl4PB5BR6kN/uKLL2J8fByvvPIKNK3ZUNrV1YV4PI6PfexjePe7343+/n4MDg6KssbW1hay2Sz+/M//HC6XCwcOHMDg4CA6OjqwsLAgRnVoaAgmkwnPPPMMfD4fpqam8HM/93My9axWq+HmzZtIJBIoFouwWq3o7u6WZ7q9vY1kMolqtSqDi+LxuFRjOAREHTBEp8C1QcdEbel6vS4NoIFAQOhO5ExTmpCIjdvthsViETQTgPQM2Gw2GSJD5QG73S5NrnQ+bL5jOZnJFtcVgw0G++QKqsExsFsRhs5H/btaPiXlgGtVDV4ZONMpsjxLni2wE7irzZC8PqpXqKgiG4szmQxCoRA8Hg96enpk37hcLkxPTwuXldehJq5sRGRDrV6vRzAYlOZgPjfKtzF4W19fx/79+2W9UL3CZDJhdXUV2WwWxWIRKysrkpiRXsIEmXuUTbCVSgXj4+Nit1g1y2QycLvdMleA6kahUAi3bt0SpJnNXmazGTdv3pShUgaDQfTGt7a20NnZKZQFv98v/QHs9aBN4+AponZMDjnpj0Ewmy25rkm3GBwcRCKRgKZpMrmRyZzZbJbgimuPCWIulxNUno2JLpcLc3Nzcp2c7khbvb29LYEgUUgVuaWNI8jCRIp68DwfkVSOmbdarTIllckCh1WpNA3aRzXJYxLKda9yvFlFXF1d3eXnuQfo82nr+XkApGqgBsf8TiqVhOANm9kZUFPaTkVxVXk52iwmMASA6vW6SAzSZtRqNQE5eI1MthiA03bxfhOcIO+dCh7qsDJWPGiP+HxVP6YqYKlJgmpr1ORdvfe8z3v50//W8QYi/V/sYDdyLBbDN7/5TSwsLODgwYPieLu6umAymTA2NiYSdKdPn8a3vvUtPPTQQ6jValhZWcEXv/hFJJNJeDwekX4KBAKYn5+XzHFychLZbBYulwuzs7Oo1ZoC/QySNU1DJBKRaVPDw8MSjCUSiV3d3uFwWCTtGPyRa+x2u6HX66Wxhhu/p6dH+KMbGxuSza6vr0uzXyKRgNvtlgyaf+eYZzZxVatVBINBQRK5sfY2ANJA0/CRS5nP59Hf3w+DoTlBMZFIoLu7Wz67XC7L+GDyzb761a+K4yfyysC6Xq+LPB0704kEs4mEwQgVJOgsyEGk0aMRZTmO52Swy9eoCCCwY7j5e55TRbBV9JSBI+/9nTt30NnZie3tbbjdbty8eRMmk0mqEMlkUvjwRqMRFy5cwLve9S787d/+LT70oQ9hamoKlUoF9913H2ZnZxEOh/HlL39ZRsF7PB7k83kkk0kcO3ZM+J8DAwO4fPkyRkdHMT09jdHRUdy+fXuXUsC1a9ekmbRUKiEajUKn02FiYgKFQkGaTahO4Ha7MTc3J13l3d3dglYz2FhfXxfJPE4jJApNGhDl6Gj8iaIw2WETZ6VSwcDAgDgIPoP5+XnhYpIGQI45B2CQE8pktFariXZ7e3u7OBb1uavNOwwyuFeJILNZSl0f/Emnpu4d1Tnxe9JxM5gm8qoGHrz3lFCjc2PgzWROrbSo8lmqkz558iS6urrg8/lw8+ZNFItFdHV1oVAooKenRwa38DvmcjnY7XbU680x4pyESI1kBmYMFPgMGFiRQ8q9HgqFEAqFMD8/L03MbFQOBoMS8BeLRQwMDIh6Apu2ySUGmlxuor/1elNTf25uDp2dnUin09JQR7m4kZERPP/888KtX1xclGoKEy1yh9Wyt0ofYwWAtJRSqYS2tjbRz2eykU6nxV6zIsjr53/sY2EzJwC4XC7hVDcaDZkoSUoTKUOckMtKVDKZhNPpRGtrK0qlEjweD/x+PxYWFiT5oM1iBUZVy1GpFgRknE6nKJUw6OZz7+7uhl7fbIDv6OiQhId+REWcmXSpXGi1YkP7SVqPWt3hHmPSyH2hBsak7xFo4qHSNngOJsDqniN4xKoig0nuee4/FYChQADtBv0PbQonQrInSKVKtLS0CGWStoqfzWSB1CdWT0jfoSINE0KCXKTY8fkSNSfXmveD34E+WEX5aVdoY7lOmLxpmvbGZMP/kY8HHngAJ06cwC/8wi/gXe96F5xOJ2w2G/bv34++vj709vaKgH4wGMSDDz6Ij33sYzh48KA0DKqO/dq1a6hWq7hy5Qo2NjakW5zSTWwoIKphMBjgdDqlm5lTtFj2b21txfj4uHRBt7e34/bt2wiFQrjvvvvg8/mEhlKr1XDu3DlUKhVBtYEmz4+C/SwDqk0ZLPuMj4+LEQSaTpiTsCh7pdfrxWHy/xlk01kXi0UUCoVdpXLV8Q8ODgKAcCgBCLpNI1kqlbC4uCgINh0RDR4zfQZfzJ6ZALD5iA6C31edeqmi0arzoOFRO7KJTKqZ/N6DARIdAIM4YPeQDr1eLw5ZHT1+6dIlQfVaWlqEY24wGOByuWS88rlz52C1WpFMJtHZ2YkvfelL6O/vF6fEagYAUekoFAp48sknZQBPf38/Njc3cejQIZF1ZIf8XXfdhc3NTfT29qKtrQ0f/vCH8c53vlP0qw8dOiTl8VqthrNnzwIAwuEw8vm8TGrs6+tDT0+PTMTUtKaqgc/ng8vlQr3eHIbT3t4Oq9Uq9COqwLAKoTb/tLe3Cz8agCR1HA7S3t7+/7H3ZrFtp+fZ98VFErWR4r5o323ZHo9n8WQmS2caJE1y1AI5CFAgQIACLdD2oGiBFuhB0IOiQIACPet5c5CzFEk3ZAIkxcwkzuwz9tiWZe0bRVIiKYoStZLfAfO79ZCZNJPvxffhRcd/wLAtcfkvz3Mv133d161sNqv+/n5LKkms4JeyB0hEeR0OGRoDTUySLJHm+bq0DbeZFQdPANBegqZaIV3KJbpoDqgQ68dtiuV6XbURztl17j6fz2gF7me7SUhnZ6eVkKlQSbJAbXx8XOPj4/ZvEpu9vb1f0dfmQK6wu7tbiURCHs/lOGSQSqpPLpoO+t3T06MPP/xQx8fHNhSLSsnbb7+tO3fuGHL80UcfaXFxsYWLTwm/q6vLAm9K8vPz85qdnbWx5Tj+x48f69atW3r77bf11FNPmYrFiy++aDSNs7MzxeNx9fT0aGtrS16vV+l02mxTvV5XJpNRvV7XG2+8YeuDQTP0hYA8I7mJPCA2igEnJLB9fX2m1Xx+fq7t7W3t7u4aPQlkOplMGmCAZB73t1AoGHeZCXiStLq6anrpBHH0K/BModrQXwE4gg/z+ZrKI1R5e3t7NTs7a/6OhkcSr5OTE42Pj6tcLmt/f984uySmLk3ObTZkjbtcaTeQJZlw16PLZXYRda/X2yK36iay7DUXeHHpfK60aKVSMY43QBhVmu7u7l+ho7gNgoVCwfwAiSb9Po1Gwz4bn0aQLMmGzFEJoKlWUst3MxWZ/Y/9Yd/yzLhHLgDk8TSlLIlRXApZe/AM4PTbHE8Q6f/FB12ycPhAcrq7u/XP//zPun37tqRmNggSNTU1peXlZRtI4vP5FI1GLRvEeR8dHWl4eFh7e3sKBAKamJjQ+++/b41ap6enxj3FYBHA4hwoJRGkMXSDzUeQQDAJz7Reb8rhYXTZFG4X+8VFU+O0Xq9rbm7OHDUGgu8HYaCs2p7NwlUj2IAbi7FhCEFfX592d3e1u7urg4MDc+Q4dUnWjET5+Pvf/35LMMpr0bDFQbhd0m6pG4eKIWlHKjAyfCcOElSQpMdFT7h2F4mWZBrKLi8PWo2rj8v3EYDBfwyFQi1IIwEmjZw0kTL1KhKJaHFxUS+//LIhgfPz8zbE52tf+5peffVVvfnmm7p9+7ZyuZwSiYTGx8f1xS9+Uf/wD/+gv/3bv1U2m9Xv/M7vqFwu66233rLAfnl5Wdls1rjNNDh5vV4rT964cUNvvvmmKcmAtCwsLNhzpyMd/uvm5qYlqnCVoeYQUKBnzLrC+RKE0yQH/YY9JzWb4MbGxrS9vW2yihcXF7aOQTJdhwlCyJpAtcZFnEHn+D3P1x0U5HJOCYIJmt0GKpeHKV3y+lnrlLTdQN1NzkgECUZ4L/uc83O5p9IlfYp73tXVpaefflodHR1aX1/X+Pi41tbWLLhbXl42m0BT8cDAgKGZ0Gjy+by2trZMezmfz9s654+Lprna0aenp1peXtaVK1f04osv6sMPP7Qej8HBQfX392tubk7Hx8eam5sznWcmaXJP+Jv7C0pLcg2tLpFIaGJiwsbLgwAyanl1dVXXr1/XxcWFNjY2rOLGsx4fH1cul7Ngbn9/Xy+++KLZNElWeSJwi8Vixj8+Pj7W2NiYjo6OrMmXwUBwiCORiEqlkkKhkK1/mg1R7MDGurxr6FbYOnoKRkdHlc1mLTBlwBWVN9Ym6C79LHt7eyoUCopEIi2cfJrlBgcHjVff19dne5x9RRC6v79v+t39/f0tlRR334DMuz0H7l5g7RLsYYt5L2uL4M/1A6wNfgfgwuF+p8sh5nUEydB9Dg4OWsAnzoeAnAoFa4e15n4fCkj4c66dAUX4HtRuUOFwbQagDM+b5+jSOVxaV/tr3GoZCDbnRyIAHctVouJ5PEGknxy/crilmhs3bvzK73GODx48UCgU0tDQkGlBHh4eGlqRSCTU29urkZERSTKqx9nZmUZGRmxBDgwMmOYmmSZNihsbG6rX61aSJMCHXzw9Pa2hoSENDw/b1DCpacTZvNA14H+CNjBFMRAIaG5uzvRACdZwfjT4bG1tKRgM6umnn7aOespJbEiQD4/Ho8HBQTOUoVCoBUHCOOJ0MJ4ej0fJZFLpdFqSDPkkmKL85ZbtCVB4bnADCTrgnIEGg07DXXM5nOVy2dBoSS2laJc/2I7ISZfT6twgXpKV6kEa3ISAa6rX66ZIgWPkXhEAfu9737MObmTBCCJomKvX6xoeHla1WlWpVNLCwoIp1XCvUqmU7t69q7m5OX3uc5/T3/3d32lhYUGFQkErKyv6wz/8Q01MTEhq6gJvbm6qVCqZfvXe3p5WV1dtja+vr+vll182VY2lpSWT5MLIukgslBb4m4xzBkkiWaMUCdLCZ9TrdSv/VyoVpdPpFvSO6wSlRtoxEomor6/PSqsoUPDsGPVLQxRVpVgsZujLx/GcCVa5BpJL0DSXj4zDam/s4RzcoFi6bGji+9EUdu0Un8+54eC4H26ZnnPmvEhAjo+P9d3vftcGbBDw9fT06KWXXrL1Xy6XjedMRY1zOT8/19zcnB4/fmyOlkCTysPY2Jg1TSOBiG49zYc//vGPNTQ0pNXVVaVSKc3Pz5s274MHD2z8PM2D7QfPIBAI6MGDB1pdXTU6G9J2nZ3NMfZ9fX0aHh5uSeZJQra3t3V6eqp4PK54PK5IJGL2YWNjQ6lUSmtra9YkyZAvEi/UQWgcR4Epn89rcnJSDx8+VH9/v9LptC4umtNjg8Gg1tfX7dlhU6F2hcPhFtTZ6202hPMcoQAw3ZP1QhJLtYKD4TDu/qvX69rY2FA2mzUVlKeffvpX1GQo8e/s7KjRaBgty+v1Wv8K9Bs42qVSSR988IFpxANW8NzYHwSKbrM2ewzUH6qJS2GCekCC5iaM7F8UPNzvBbxwJe74uSSbq9CekIIau+fj9ie4jXmFQqGlQsprAQjwuXw/tr6/v9+SLMAg/C57j0oYk5M5T+4BoJN7TdgIgn5sA+93kxzsI43+Lprt+rrfdDwJpD+FxxtvvNHiuDg6O5tjiAmgU6mUhoaGtL+/r3w+r6mpKZ2enmp+fl7b29vWfBeJRHT//n2jXyBrhwLB2dmZdZsnEgktLy9rcnJSHo9HQ0NDqtfrunXrljo7m1OwaCIDgaARBKQVhJaxuDSgUGpFqkiS1tfXLcMngDg9PVWtVlOxWNTdu3clNTfU6uqqleoxmpxjIBAwWgrNMwT+NDJCEUE+iky6WCyasdzd3dXOzo59NojC+fm5jXgHPWSzk32DAoBOEgAfHBwYN5ZgBYNAcAoSj1FGDcCVZJPUEkThgPg/78cQEdidn59bdzs8XYwuQWI4HDbeKmhFR0eH3nnnHT3zzDPq6emxoQaoDly/fl07OzvK5/N2z770pS8plUppa2tLAwMDunr1qp5++mnNzs7q7bff1ubmpv7+7//eOK5/9Vd/pZ/85Cf6+te/bmuiq6tLc3NzNiTj3r17evbZZzU9Pa1Go6F8Pq/h4WHF43F98MEHKpVK6u3t1SuvvGKBic/nM/QcupHX29T8JbCQmgjys88+a6OYSaxYj5KMIsJaQnuYAUdu6TGZTEpqlqhpwqVBCNSK/Vcul22yJ8+RZifXcdJs5/JZ3UY+l0rB8+TAcbsBtLte3ACXfeY6MZJBKk0uMgen1K0OQXNg/ROk4NzZK3BDA4GAXnnlFZVKJd25c8coBI1GQ1tbW8pkMnZd9DhgL4rFotbW1jQ5OWlNrI8ePZIk44X29/drZWXFzmV3d1fVatWGoFSrVb300ksmG7qxsaHx8XG9//776uvr09TUlDwej8bGxlSpVCwZdoM7Dpdrm8/nlUql9Bd/8RfKZDI6Ozsz9SHoduw1ejwuLi4ntkIDy+VyOj09tYpRtVo1zeSTkxPdvXtX8XjcdJUlmRY3aCLPNBQKaWlpyRDNUqmk7e1tUzQZHx9XLBZTuVy2xkiS6f39fZ2enioYDJr9BjSoVqsm5QrazTj1a9eumY/Blp2cnFijJMkqVKhUKqWbN28apzuXy5mdcqsKfr/fJlSiGEUTrsfjsQScgT2BQEBPPfWU3Vc3qG9f99gK1oy7F9l7VBvdvcPecpNIgkeCZTeBhcNPjwYJCnuO57mzs6NqtWrjvZGd5HxcNSyCTL+/KWWXzWYtqXSpIOx9Po+gGC6823Ph8XhMB5rzpeLDpGHsHGDV+fm58eb5DPoWAKjcIJh/uyAO10f/GL0rPAMXePxNx5NA+lN2NBoNK+t+3IFDDwQCplPa3d2twcFB1etNFYmFhQUVi0UtLCzoueeeU1dXl5aXly2LZYHTDHhwcGD0gkKhoOHhYW1tbWliYsK4VZFIRGO/HDdOU8dnP/tZk8uh9IrTpCyTy+WsdN3d3a1CoaBsNmuINCXPw8PDFpF9qB8En1tbW8bzpskPo3n37l1rhIGj5fP5bDIiBhHeNT+HewmHbHd315rxMBRMEWOQBNJXBKIYIg74npQtKdG18zsxmu2DFEgmCHBoTHNRPReBdPnTLo8NAwTKAprE/QFJwBmCSGK8QXakpmNeXFy08zo+PrbBI7lcTsPDw5qdndXw8LCy2azu3LljygFw1//jP/5Dvb29un37tnElb926pX/8x3/U/Py8Hj16pEwmY4g3pe7Dw0O99NJL+ulPf6qVlRWNjY1pc3PT7lUoFNILL7ygwcFBffDBB6amcnFxYbQleIWoj6BqE4/H1dXVpfv37+v4+FiTk5NWdiZYooJA09T9+/cNzblz5478/ua4dZ41+4DzYz2BSOL02FfwdGnoBP1pNBrGC+Z17Kv2ZArH5VI4CKDdIARExz3YK27Q7KJX0iXqy9rjZ5SqXWSR7wS94nAbDzlv7gG0ppGRkRY1oe7ubtuThULBdOv7+/ut/8Pn85nuei6XkyR7diTD4XBYW1tbLcMfaLw+Pj7W48ePlc1m1Wg0JUQJPLxer95//31ls1njXXMP3KDLvS7uCQHkv/3bv6lcLqtcLqurq0sLCwtGCyLhgOdNVY1Js41Gw9YsDZP9/f1GfYB+tLy8rBdffNHUaEgSEolES9UEe0HPRiaT0cDAgEnnbWxs2LhwVE+YcOiqlRwcHJgdpvnv8ePHJlVJYhAIBPTuu+/q8PBQ8XjcmjhZp9AufD6fDbXJ5/NaX1+3qbTcb4J/7CN+goZk1jGBuauaQwIFdRFU26U6uc+PxNBFSlkzbuLKLAF3Tbv2naAWhJZKJAd7hCARAADEvdFomMoL2uRUDEHQSU6h5gACYLs4R+4HNhWQh4bMvb09S+A6Ojostjg/P1epVFKj0bBqsNSsPLsIudvoTJLh8rVd2iPoO5UEkk8SAOy2a4f4vVtJdm3KbzqeBNKfsoPhKfl8/mN/j8Pu7+9vcVaVSsW63/mc3d1d7e/vy+PxGOK8v7+vgYEBzc/P65133jHOZ6VSMY4ZWqxwNdlQ4XDYVDl6e3v1zjvvWKMjaBsNLjQfwOEmoCGoicfjxjVMpVItvK5YLGZcO+kSETw6OtLu7q6Nku7v7zfOHbxsnDrGCCmeRqNh+sl+v9+CXzrd4QWn02mjwbgZM0Gn2xQCwkBZD0OE3BCBCUYA5w7ai6N3+WUglqA4BEKuOsKvK2cRQPN718i7yCNZP8EV6PXJyYnJxh0cHOjw8FCzs7NaXFw0RLu3t9fUCbq7u/Vnf/ZnKhQKVl7u7u7W008/LUn69re/rfX1dT1+/Fi7u7sql8v6zGc+oytXrqi/v18//OEPlUql9K1vfUsbGxv6wQ9+YElauVw2hA5kGO3cgYEBbW5u2jCPN998U6+99pq++c1vGu+eayWopdHQ4/EoGAwaD55BQbFYTMlkUpubm/ZM0Mx15ei4boKyXC5npW2XY+lSmcLhsHHyKcGDwLHGcR44N4Int4nPRXK5PgJsvpPvZz2ypng9iFc7v5m1QknWdYZ8p2tvQLF4PYdL8wAhlC6DEdYvNmx2dlY+n0+JREJer9fkyVDWIMFPp9NW4Uo3DQUAACAASURBVDo+PjYUf3R01II4V52FRlIaiiORiPr7+5XJZFQsFg2xnJmZseSCgSteb3PQCuBEOBw29NTdS7/u8Pv9tm5JvEERa7WaqfiA0LqUkKeeeso0pLlnBPZoNvf392t8fNwCU5D05eVlo2CMjY3ZCHa+E0Dh9PTU9hfVqkwmY/e/q6vLdP+hQ3Hfy+WyJXsoRZTLZQ0NDRkdBVvf399vgTvnhRwp6GUikTCN4snJSSWTSc3MzGh0dNRUqQAbCKgZtNNoNJRKpVStVo1Wsba2Zs+SisP5+blisVjL5FjsoxtMs27d+86aZq9A1eB3H2drXWoff0OhIxF2e1+gg/FeqpOsH0AofCfnQtIKUMM1AGYhqUgC5FKeJFnvEf0kUA2j0aiBSCQv0DzgSQN2gVCD/GM3CP55Zm6vFMk3fs5VS6HhnXPFTyPf6Oq2/09N+O3Hk0D6U3bAP/rqV7/6K2NSaQRhoxJ0BQIBQyHc0hBcZCgdJycnyufzevXVV1WtVjU5Oal0Om3G9OzsTJlMRteuXdNTTz0lr9er0dFR40APDw9b1nj//n199NFH+uxnP2tBtPt3Op1WOp22gDEUCuno6MgafJimlE6nrRubEujW1pYF+Pv7+6pWq4pEIoZ0VKtV044lW/V6vUomk0ZPAaVghDjlrO3tbS0tLZnBiEQipt/N+0ZGRlrKf3BYCQ7Y0Bhmr7cpRg8S5nK8CFTg5VGSh6MuyVBiaC0EIxh5AiZ4dq7x5jXt6InLt3P1iAm0QPJw8GdnZ6pWqxoZGVE4HNa1a9fk9/s1NDSk//qv/7Ky3sVFU8t7eXlZ//mf/6m//uu/1nPPPWdTxUKhkOLxuL761a/qO9/5jsbGxiRJ3/jGN1SpVDQ0NKQf/ehHxsVHYaBSqVilBW5jLBZTo9Gc7Hbz5k1tbm7q85//vLq6unTv3j1tbm7qJz/5iZ577jkdHR3pX/7lXzQ4OKjT01ND7uCHkxhUKhVVKhUrE56enmpgYECNRsNoAgwKItgmoUE1gUSyp6fH0D6eP6oI0HlI5mjoYVof/N1Go2G6wDQJNxqNlulg8BR5vi5dAqfFH7e0Kl06ehd5Jvlzy6Muh9FFp1l/rH/uBYcbXOPg2Y8gaK4GNa/DPmWzWdVqNV25ckU+n89QKvYcwcjOzo46Ozu1vr6ujo4OraysWNUIdQsCEHoD9vf3lU6nDTktFAqmNMFocmhBUN2gHEDb6ejoMPSYc/k4NLr9oKHt9ddft31RLpeVyWTU19dn68kNzru6unT37t0W+g2Byerqqq23Wq2mnZ0dQxu9Xq/ee+89fetb37JKTKFQsOvq6OgwykgikVCpVLJ7BFe1UCjoypUrOjk50cLCggEO2Ne9vT3F43GjmdCQBrXv9LQ5TrxcLhv3Fj3ws7Mzra+vW9IAL9jj8ahQKBhi+/jxY7PXhUJB4XDYzrVerxvaDJp5eHhoryPRdyUKT09PNTw8bM/EpWoQjLvAhEvn4P7zOxddZj+5vRMktJIsQXYbXXmNi67zO9YtgTrPzQ06Obeenh5D6jknmj97e3tNdQWd+1Qq1TKRkymWnZ2d2tnZMX9eLpfV0dGh0dFRWz/4bShINPsWi0VLEKGgYlt6enoM/XZ9FckIf9Ar5367fUBQ/NyExFXociu7TzjST47feLz33nuan5/Xz3/+c2uEevXVV80xUYJj1OvKyoqWlpYUCATU1dWltbU1K0vXajUlEgn19PSoVqvZNEFXsWByctIyYMrmXV1dCgaDVnbt6enRG2+8YQHIhx9+qECgOb6c5iGQY4+n2fjn8tIIIru7u7WysqKuri6bepXP5610e3JyomKxqJmZGTN6nZ2dmpiY0JUrVxQMBs2QrKysGIoJzeT4+Fjz8/Oan583qTxKXmdnZ8YPBBlEnggD0B4Ug3igI0xTG8FItVpVtVq10jjvcQMQNGxpoMCwSjLkBj40Rt5FRaRLsX7QVbek2O7gSR7oXscBcUCjCIVCqtVqisfjevjwoXE8UUj4kz/5E33nO9+xAERqcoD/6Z/+SSMjI7bm5ufnJUmxWExnZ2f6+c9/buvoF7/4hWZmZvTd735Xv/u7v6ujoyNDgNfX1xWNRrW/v6+RkRGbXAjiTFPU1atX9e6776qzszmtLRaL6c///M9VrVb1xS9+UbVaTZubm4a0oFbglkJJHqrVqjUeQVHhWTMhDcQQfurGxoYpSkgynW2GLzAxbHl52RRiGKaBLizn4NIsGP6C8kKj0TAt2ZOTE0tACSy5Fs6fSgjr0lUGYO24QTqvx0ETDIOS8cfdEy4KxtHuxFiPOFW3FEuQwHrt7Ow02gBB0sXFhcbHx7W3t2d86N3dXS0uLpqEG1UhFIOky8awRCKhrq4uqw4cHh5qeXlZQ0NDki45zIlEQqurq4amQ59C5zmbzRo96+zsTKlUypz+Jz24B6FQyPilmUxG29vbOjg4sOd6fHxsXPe3337baGtQ27xer9bX1zU4OGgVDZq1uOfxeFyf+cxn9M4771gDIs3MBO1wsdFWZ71Eo1FLVufn51Wr1ex6C4WCybx5PB4r/+/v7xv1hkCfRA/6CcOQCMgJYBkpfnranExZKBRMqm9wcND2XzAYVK1W08rKitLptK1hAmSfz2cV0vX1davGoKpUKpXMF/EMJJnqCDa5nZpBMEwVQboceCVdDgxxk1CqSHweASD0RnfvEDgyjdWlTfGZ0DPcShDnCOCCxB97DpoM94b3s7ah6bnINf6Bc0WdY29vz+QkOzs7zZ5zHYBJHo/HqgtIhrqfR/CM/+f7+Zs/XAPn5lJp2EvYMZJzntEnRaSfyN/9Lz6gH3xcVtVoNDQ/Py+vt6lvfOPGDb366qu2qcky0+m0ent7zfAz+paFHI1GrTmxVCpZ9h8KhQzhhTO8v7+v8fFxDQwMKJlMqlwum3pGLpfT0NCQNjY2NDc3p4cPH9o0QwwQqM3FxYU5OiYzotdMAFmpVJRKpdTV1aXBwUFFIhErP1FugscYDoe1sbGhqakplctlra6umvY2/NRQKKSZmRlNT08bdQFkAhTq/PxcxWLRMmdKST09PQqFQlZiBBH9wQ9+IEnGm3WRQAwVhhBkif9jAHlNu9QZiYcb3BJAsy5A9/luSmVSKyfP/TeBUnvgwh+34xnnJslK2ZTukIILBAK6cuWKstmsHj9+bJzhl19+Wd///vdtwhfrg3H3Pp9P09PTOjs70+bmpoaGhlSr1TQ8PKz79+/rmWee0UcffWTayygkBINBlctlRaNRS8ZOTk40OjpqUxbdkvaPfvQja4iCG4mB3d/fVzQaNRoOa+vGjRuGqEE3gsO8trbWws1E75oEpru7Wz09PVpdXdW1a9eM2kHyyffX63VTsCFwcJ8Ragg8d9RCcKYDAwPmLGmkIijyeptTPfv7+3V4eGjBA6gO1QeeOWsSJ826dykdrgoAP3MDC5f/CSUAG0OQ4NKGXL6nu17hedNQWygUdPXqVb333nuWfJZKJQveDg8PlUwmjbIGSh6JREy/e2lpyZLxYDBomug0lno8HkPiwuGwja4mCOScdnZ21NfXp2g0qnw+b0HmysqK9Yb8ut6V9oP9z32BLndx0RweFAqFbCLi2dmZ3njjDX3zm9/U7u6uSqWSarVai8LSxcWFDZGC2uKieyS0UO+wb9h7ql2SjLNPcLq7u6uOjg4NDg6qWCya3aCq09fXp5GREbML7GPuG4El/QEHBwfKZDK2HqEkdHd3a3V11WwIlIFkMmkADlrrNEHSQ9NOhZEu9c/h8Uoy2iANq7VazcCZXC5n68jtsWF98twIil25NYJYEuZ2VJRzag963R4C9hlJM3aDRNxF6zk/FH7Yr9COqCh5vd4WylZPT4+pFcEJZ98hv0nDJ7YeIKnRaPZloKUPnQiJRigq3HuCc7dq5aL2+CHuKffH7alwm5yxkVRgeZ/r51zlj66uLm1ubj6Rv/u0H25Q4x4g0TMzM7p27Zpu3rypN954Q5lMRoVCwTbd3NycdVEzkYrFSxkeZ9fX16fBwUGdnZ3p937v9zQ9PW3cuLGxMdusqC1Qeq/Xm9q5iURC8/PzajQaevPNNzU1NdVSCmtvKsCYr62t2XAMlz/sNruVSiVrEvP5fCajxsaE/7i0tGQDZPL5vJU7Qax5HWgdCFYkEtHp6am2t7etlNvb22tlSFAGNvDFxYV9PwoioHQg2qCGZNsYQLjdBE8EFFyfi1JIsuAJHlmtVrOgz0UA2zl53GvXgPNvlxYC+uAikJLMYHHeo6OjWlxc/JVnCUf6vffeUzwe1/j4uPr6+vTzn/9cwWBQlUpFk5OTGhoa0tWrV3V8fKyvfe1rNlRifX3dNLzD4bBNuVxaWlIwGNTa2poWFhb0N3/zNxocHNSbb76pWCxmztzn82lyclK5XE47Ozva2Ngwrd+bN2/qypUrxnPmukAok8mkyTuiczs0NKQHDx4oEAjo6tWrRmHgvqFMwv1aX1/X8PCwNbtFIhErm9+7d0/hcNjWNtQAAgWaLQmaQUm5711dXSqVSoa88IxPTk60v79vyVl3d7fRq0CIoUhB1yEpIgBwUeR2hQmcslt2JRltDy5IjNsPEgZ3LePoQaZc1M5F26BvcC4PHz60RmOSpkAgYEM/UPoZHBw0WUACpPX1dY39UimCvfTiiy+2lJVB5Hw+n43/djnglUrFtIZJ8v1+v8mroQDy2xzck+7ubm1tbdl5oANMQNxoNPTee+/p29/+thYXF63P4OzsTBsbG9ra2lJHR4cBB3BpDw4OVCgULOFeXl7WyMiIstmscfCxJwAebnVmdHRUkUjEgm+G7aAERRIyOzurer2ulZUVs9VQmNx7hb51Op3WlStXrJ+ASiH3PZPJqFarmR1lbcdiMaMEEGA+fvxYgUDA9LhJeFnb7tqDR3x2dqZ8Pm862Nj5/f19C6yhu7kVGz6H9Y+dJogmIHSnOhIMUgFyOcAEr1R12J98J0Npzs/PbViQC0Lxme454M+6urpsjxEgX1xcGAAAB5/nT/UA+oYr08rvpcvpowzNQTZvY2PDEhV6UKgwuzRGbIBbmeJnUiuaz8/p1XGbm7lPLiedf7sJDD7ikxxPEOn/xcfHLYKHDx/aouroaE5zgpcGejs7O2vlb7/fbwgGB00g3d3dmpmZMVI/Bha6hOvUZ2dnbTAHnfKJREK1Wk1bW1u6d++ednZ2rDQGvwp+KA6HwBHDgsF0pe12d3dtstvVq1c1NjZmzhzuczwe19ramjY3N80o7e3t2UhxuJd0gU9OTmpiYkKpVMpQb8pgJycnKhQKNuwBvizcOrdZEA6r1+vVq6++auV0jAbJD5QUmkN2dnasYYNrgRoC0uByxcmu+ZuAx0VB3MZBF+FyOdHt68hFH/kdn+fyWV0UG9mjzs5Oa5BDeq5YLLaopJCsQCFYWlrS1atXDQHG0ZVKJZVKJd24cUNnZ2cKhUL64Q9/qFgsptnZWUOg7t27pz/4gz/Qw4cPtbm5aRMsb968qWKxaM7z/v37ajQaeumll9TV1aWVlRWT6aL6MDIyoq2tLXNe7rhb5A5PTk4UjUa1vb1tDjSXyykajRptBy4qpcfNzU2Nj48rGo1agunKS5H4wEuEAhUMBq1RDbQUJKVer1sjLJxgHCf7htdDa8BBcd44MZw0DTqu85cum6tcTidBLXuLgMBdJy41ifXirkO3AYzPBzF0X8+5ECjQu4EyBJzVdDrdsr7eeustfeYzn9Hu7q5mZmaUy+U09ssmOug29I2sra0plUq1oOoMWIIGUCwW9cwzz6hUKpm82tHRkRKJhCVCDNHp6+vT6enlpD9XDvGTHhsbG+ru7lYwGFS1WtWVK1cMAc/lclpZWdHzzz8vj8ejjY2Nlh6Xg4MDJZPJX0EsWRfYI/irrjpRNBptUUTgcBNkrhcpUK/Xa5UA13ZCP8G2oOCRy+U0OjpqSiqVSkUjIyM6Pj5WLpdTX1+fNjY2bA0TLGN/qaKAfiJByhRFEPHj42Ntb2/bfmT9NhqXw6agsKARDyUHv5NOp7W7uyu/369sNqtEImHTEQnUsIlwvd3GQ3faLMEbFQ53/bvJobs/2quWbsMwaDD+jAQbDjX0LqgTAGZu8ElTHn9jvzo7O7W7u6vOzk6jSzYaDZO46+np0cDAgFE00M8/OTkxlRkaGQnW2V8E+oBD2J12+hdVC1eVw6XPuJ9F3ODaLu43PtilszQazf6SJ4j0k6PlIGgEUcbJ1Ov1limEcKsIInt7e62EHIlEdPPmTQ0ODqrRaGh0dFTDw8MtXbiFQsGC2MHBQcViMTOqZL59fX16//33tbOzY4EDKgYYBThvBHUuqosxQV2kWCxqYGBA8Xjcrnd6etqULGioouSZzWbV29ur8/Nz41mzYZnoODIyYkgTckmMY8ZoEagwbAZnEI1G1dvbq2g0agEthgE0m80MGo3Rvbi4MLQR4zQwMKDDw8OWqgD3CceEIXabMt0hHrzWbQR0lTg+Lnh2y2icG4adZyJdcuPcZ4Xh9vv9isVihgShrYyzODw8tGZUOvkpF8/MzGh1dVUHBwdaXl5WPB43veXt7W1dv37dnGc0GrWgAsd2+/Zt3b17Vw8fPlQikbBpXCSDoVBIxWJRn//85/X5z39eP/nJTzQ2Nqbh4WGdnJyYzB5BFehvrVbT9va2yWtVq1WFQiGNjIxYQBmPx220OU6ErnCv12vvhcPMenz06JE1s3EfstmsyelJsjI1gycI+Ckz45R2d3etEYzkgsSKZwuijC3AyfMMJZlzdisd7u+4Jpfywc95ru2UH/awGwy4Db7u5+AMj4+Pba1iMygju2uUdc4UPq/Xa4nuxMSE7t27ZwEPvRygaQRRVDkqlYoFDpVKxSaoInGIagOjv11KB/eSfXF6emoJFWDD3t6eOf9Pevh8PhsM5fP5lE6ntb6+bhMbqbwtLS0ZIrm1tWWNsigMMeEPviqNrJToi8WirUUaCNlDJJp8PgAJ64s9TZWQQV7ZbNYocyCz0AjQW+d6CG56enrsWgCAQJ+piFIZyGQyZm99Pp8KhYLZZmwngSS67QSgrj0GMAmFQtawS8+LKyeIFGAkElEkElGtVlMmkzE9as6F5JQ15lYD3WZBt4rF+9xKH3+gIdXrdfNvbiDK36hz8BkkQfhYfBiJLopBoLvEBTx7qUlxAdhCNQhKCfcNyg0JHPrmINsAZQTfh4eHtj+4L26PhYsok6y7IAa/4xnyf5feQRLUTpVx7SG277c5ngTSn6Ijm82qWq3a3Hs2sN/vN0PqNqgNDw9rYGDAeGcEBrlcTltbW9bZzHt8vuaAFgZbuMMPGo2GfUYmk1E+n7eN8O6771oWywIGPSMDpvRJVzE8bspgvb291oTIABepuaFKpZIKhYJxCdmYBMhLS0u2oc7OzvTUU0+ZA4SmgdNxUQqpuekKhYIuLi7MOSDgDw0DOaByuazj42MLbDwejxkjjJbLY8ZQUo5D4oygCETF5UT7fD719fWpWq1aOY7gl2Ca8hnNHx9H4XCNNz93S2YcrKH2n2MADw8PVSqVtLe3p3K5rLm5OaVSKd25c0epVEoTExPq7+/X5uam/P6m5BWd8QSWH374ofb29jQ1NWVO/gtf+IJu376tn/70p4ZoHR0d2ffMzs7q+PhY77zzjqEwoVBIzzzzjCmDxGIx7e3t6amnnlK9Xtfm5qZCoZDu3r1r6hiUTwm6arWaOQ+/32/rmyBye3vb1iiyaJFIRJVKxZIqqVnCHBoasqYw9hPIl9SUj2Jf+nw+K01TVnXXD8YfNQ76GsbGxqx5i+ZVpK4IIpGPdJFgnBgJHxKRXCtIF8fFxYUlyjguggj2DPuF9QV6xOfS7OU6P5e3iH3gb567ey4EJFBtSCojkYjRB6rVqoaGhjQxMaG1tTVL9sLhsPVtwGWnOtRoNPT48eMWRDKVSlky4PE0JUBJcK9evapCoaB0Oq21tTWjSKAfjf2AQsLADJcS036wzwgIQDMLhYLi8bhJd05MTBja39vbq8HBQdNGZ08nEglDH/1+f4uUHmsIVRHOB0m/RqNh2s00EV9cXNj/j4+PrZemp6dHhULBPqu7u1vj4+Pq6emxPhcmbNK7QjLnTv5EyhP5O1BdKCPlctlQ9uPjYwWDQXs2oVBIsVhM+/v7LVrqfr9fq6urSiaThkSyHknGyuWy5ufndevWLfMPgCbQ5UqlkrLZrFW7Ojo6tLu7a3sAMKOdosAad7n+JHRu0unSmNgPVBZZCwAsBOtu8yIUTNYXATR9BCQ0tVrN7Iu7t09OTjQwMGBrheQe+cDT01NT4aBvCZ+ERnRPT481WLM/+V6oiaht4TvY2+30MQJpkHwXACJJ5/pdcIADwMn1fcQi2DeXd/5JjieB9KfogCbglmxAywhk2ZgcLKalpSWVSiUFg0ENDQ1ZOfKtt95ST0+PyeDU63X97Gc/szJrJBKxYAAnQnC8u7trI2ZB2gg+MVRw3JLJpKGHlJi2trbk9/tNQgfFg2g0qtHR0RaxeQLd/f19+//Ozo5OT08VDoc1NTWlL37xi8pkMlpZWTGqB9k2xqdQKBgy6WaxkjQyMmKOVGpuWPS1MfwgjyBsLsKF45ZkChtM18IYExhgbDCi0Cfq9bqKxaKNOacpDecIegaPzy2FuYiyG1BzTgT8HO3NMC6SiOHH2cCtvXPnjmnMgtbSAR8Oh+Xz+bS8vKy5uTkrB05NTRm6k06ntbq6qoWFBQ0MDGhxcVHPP/+8ent7NTs7q3fffVczMzOKRqOamprSN77xDa2vr6unp0cPHjzQgwcP1Nvbq3q9brzZQqGgxcVFuw9wmPf29gzpcukMDJLAGTN1jVHzjUZTUxx0TWo6BEY3d3V1Ga/7+PhYExMTlmx5PE0tYJoekcPr7+9XNps1WoLbkc5EPHjFrGteB+0JBJxJl6C3JGluI6tb8iRwBJVqb27k3hCws0ZYH6xdl6uN4yIgZM+4AYbLwcd+cf9BMqE0uQFoR0eH6amzrmu1mqanp3V0dKRsNqupqSldXFzo+vXrisfjOjo60oMHDwws8HiavRPIwfX29iqTyai7u9s4uPV6XY8fP9bMzIzW1tZUKBSMu05CjNIPtDfufXd3t6lU8ExI/tnnABTuvuSes7e6uroUiUSUz+c1Ojqqo6MjlUols3F37961dZDJZKzHY2BgwBDGgYEBraysWEDPIBm/32/oIDxn9K7r9XpLQsczIpBNpVJ2D7u7uzU8PKxisWiVtnQ6bfZ1fX3d6FlIrTH8RWoO60LdZm9vr0WlAfoMFcP19XWrShaLRZXLZQN7CLoI0MPhsOLxuPU/SLImxUajobGxMaVSKX3hC1/Q2tqaJcj4MoJKhnAtLCzolVdesWeJDcWuu1Qkt2LDdbB2adTkObs8bWwp/yfwldTS5EuCwf539ZEJWGl+p3IjyYAp1jdAQKFQUKPRsKQemg6IM+s2Go1a1Y59DzXTlTykolOtVg3YYT+Hw2GLFVxb4g77aqd7uBRG7pcbFPMHO+LSyahGuL4cu/RJjyeB9KfkAH0iAEOxYGBgwIIugh6/328SXJTjJRmfilHWkUjEggIQnuHhYZMcQ7+yv79fo6Ojhnbs7++3NE25Dh1kBuQAOSZGhVJe7OvrUyAQsM1Itu71epXJZJTL5Uxahw1FsLKysmIIG6hvpVLRwsKCfTYbbHNzU8PDw+ro6LCAxW0iQks4FotpZmbGJLJomIBCw/eAEPAZBEAgin19fVaaLxaLVrZDHYDAApoJiCn3jWQJLinnUa1WjQtJqQ7j4jZ8tWfhLuXDLSVy8B3c43auLcYJvVl3zO7e3p6ttytXrtj5d3R06N///d81MTFhSh8I8sPj5/lSUUBKT2rKxq2trenu3btaXl6WJONoIwdGUASyEY1GdXJyYkFtIBBQKpWyBAc5MxJRKhXueGiv16vNzU2bZtnd3a21tTWjiYAo41wCgebY+fv37yuVStk9vnnzptF5GOGcTCaN4w/aSABAUlatVk0thCAFigP3HcfrBmsEQi4HmsPtpMeZ8fygXPD82cf8jrXpBuqgQW5zIM7ODZhxmC6KxoF6D2Xm3t5es2uuI4XuEo1GzZZsbGwoFovpzTffNPWMQqFgNg1lIQa4cK9JZgcGBkwS9OTkROl02pA5qAkTExOq1Wota0WSfR7DPEimQPOz2axdo9tkxf589OiRVRNIRqncnZ+fK51OG5JIwJNIJPSLX/xCIyMj8vl8RrPL5XIKhUJm07AZ2MlUKqVCoWCoMcHl+fm5VldXW3pmoJgR+IyNjRloQVmfZJlSfC6X0+DgoF0biQZ62+l02tDvUqmkarVqdAKohj6fz2hykqzPh6ZFqRncjY2NWWLR29urQqGgRCJhcqJUZKBPAXrQO/Dw4UNFo1HzPwAS5+fnlphQAbx3757S6bQ17buvdYNnbDnnyM94dgSG3Bu3Wkvixb4DYady4nKtsblugy5JHt9BdYcKAs2XcKvR8Ie7TYWqp6fHKDP0/cCrd20/do1x8nwXa4fnAt8ZPrcL1LjUG/wO/p7XYTdITkkquHducgJw51LIeH37/f4kx5NA+lNyXFxc2HCHzs5O61CnaxcnD0cJNIBNm0ql1N3dbSNhKf8w6lOSMpmMRkZGzFhzEEyPj4/r4OBA8Xhcq6urhvSGQiELaqVLpQmcEDw4qBipVMo25erqqm1GtIP39vY0ODgov99vgVS1WrVgtKenR4uLi4rFYjo9PVU+n9fIyIgZABCZWCxmG5EgBOMJ6ot+Lk6LQS1w0uCykbUTBDBuHKkhmuiYOOnq/BIcu1kz1AdKYQQabqMFRsUth7uBk5vxu/JHrpEnQAQJl1qHsrRzzGi+bM/m9/b2LFA6OTkxJI3gm+lhHk9ThxeDi2ElAPT7/fre975nUzSvX79uHH9JmpqabCbMMgAAIABJREFUMvpOX1+fhoeHlclkjFYTjUa1tbVlDr5arSqbzZr6xerqqjn9nZ0dmxyJI2W6JWtpcnLSmhYHBwftGWcyGQ0PD5vyw+joqFUi2FM8h2AwqHfffVeBQEArKyva3NzUxUVzSEUwGNTY2Jjeeecdeb3elkZFkhMQz+7ubmvuwqngQEmiu7q6TBYNrn97JcqlM7j8fbjObuJEwItjdNU2CNR5vZsIkoCR6LH2eC3vJ9BCbcZ1rrwG1M5dv2dnzcFL+Xxe6XRa29vb6u3t1fj4uIrFokZGRoyDTmXHbVCsVCrK5XJ2rgR6IOAEg/l8XuPj41pZWdHZWXMSYi6XU7lctoAAsIBEkXvC8yJIj0Qi8vl8Wltbswmx7p6Znp7Wzs6OJdeUzg8PD9XZ2alsNqtMJmOa0NDZPvvZz1rgzXAZ1G6uXbumUqlkwRfftbm5aUlDOBy2fgrk6qBzAAQUi0VdXFyoUqloeXlZyWRSXq/XkOzu7m7rk+jt7bUKCUNNsG/YImgqfX19LQkhFRtoKI1Gw1DwjY0N+2zQ9cHBQX300UdWKULNAhS8t7e3ZQol9wJKY7lc1tWrV60yxOCYUqmkZDKpkZERAycymYyy2azOzs40NDRkVSM3AHdta3vlBn/hVgVdsMOtQmLneQasLbci5Npgl/9NBY33QZ1ygRLeC2DUaDQ0Pj6ui4sL848kLX19ffJ4PJYw7u3t2cAgbNXAwIBKpZKtf+REAelAmbkf7DtoL+fn5+ZXuH/sDV5Lsu76PA6u0a20tn+f22TpAoif5HgSSH9KjnA4bJvu4ODAHBPBMw03lPJYpKBwOzs7hizBdYb7yYGjHhoaUjKZ/BVZrIGBAY2NjVkjWDAY1MDAgAnzcy4ur6ter2tkZMQ+39WLZsqgx+OxQKlYLOrq1asaGBhQKBTS1atXrQmFRja4UW+//bbxGh88eKBCoaDR0VEre+dyOWueYvPjFNlk1WrVkoFqtWpqDYyJLpVKWl1dtTI2ASLOmmAInV+kyRhRjGGljMjfGLyDgwMrk3NebpOTS9ORLtE7pJxc7t3/xM2krO8eLqeQe+Tz+RQKheycueZEImFIDwkdXfvov+L46/W6Zmdn1dnZqf/+7//W+Pi4rly5okgkotXVVX3pS1/SysqKisWi1tfXNTU1ZUnW2tqarYdwOGwBNjzZarWq6elpHR8fKx6Pa3R01Kg3q6urSqfT1lCUSqVamifr9bq2tra0ubmpeDxuk/MymYwODg6UzWYN7S2Xy1pcXLQEgERiYGCgZQoe+2dmZkZLS0uWbNJwFAgElM1mNTw8bDxWnBGauz6fz1Q7oAnhLN2pZG7CQsOR+/ykpsMFbSRYdptZSW5AAVFXoeQMqsVBIOyWtt3BCq7CAM4eR0iJm+92E0nO1y3PugFJR0eHYrGYYrGYFhcXNTw8rGw2a4F7uVzW+fm59T2Mj48bf1qS0dEo5WP7VlZWjG517do1zc3NaWFhQZlMxvY1dDKSDypU7CNsHxUURl2DfFPhQ++c6ai1Wk3j4+Oq1WqmzQzKjY2jekLVcW5uztQt2Fvwu/1+v/b29qxZr7e31+4z14zuNnQZEFsoAfl8Xv39/RoaGrJgCHUUd1Q251goFKzpm3Hh+BmeHwOLjo6ObFoo68PlN3u9XqVSKZVKJVvv+/v72tvbUyAQ0MjIiCqVimKxmPkt1hDTRqlSMSSno6ND9+/ft+pgV1eX3n//fc3MzNj9Pz4+VjKZVKlU0uLiojo7OzU3N6dSqaRYLGaKU+xhNynFnhCsugkl992tALL2XcACQIPfS5fqFTQN4ucIeKmoYg9INvFjcJslWdMo1VkaomkGxB4ABqCs4gapLlWEiigVG66DZICpkexjl7YmyaqWbq8ESYBrAzgvNzkgAXaTF9fmuXRFfL3bePlJjyeB9G95YIg52oOL/1uPQCBgwRPISrVatWAMAwM3FxoEAWhXV5d1TCcSCYXDYXMy7hGJREzyjdKre8DHyufzWl9ft/I+SiEMFmGjux37oLsEr5IMkaV8jdEeHh7W3t6eBc0EFYlEwlQY3IlKGDOGfRCsuHxIyqOBQEDpdFqhUEiZTMam5tHcdHp6qkQiobOzM+3t7alWqymbzVpGzXfSfEb5rlqtWmWA63dRQTfJcCkZ6BfTtEeCwnhVglmGEVCuRS+Uz2nnvLqGDUPkIgIc7nvPzs4MfXf1Rikr83/W1tLSkjXiBYNB4y8zuWxwcND4q6+//rqVKfP5vNbW1nR0dKSDgwP19/e3IKeUcuGPdnZ2WpDNvdvf31dPT4+hRy+99JL29vZsVH2xWLQBFEwQ3N3d1cjIiKG8OIhAIKCbN2/aEBNoTJFIxHii3Ad0i9GFdnnwuVzO1EX4OSgapW30nmniwznA5YZyhbwg+4mJcwQP3EvQea6DgItKiTsgwnVQbhnVDRBwpqwXUDSXa836Yv9yb9r7DqBWsM74Dmgi/JwAERvB9+LIt7e3FQgEFI1GbXT2o0eP7Hu5j/RkVCoVS4A6OjqskdLv91vlioSop6dHpVJJw8PD1qyIUhBUNJqDJbXo8mcyGfn9fuPruzr4gUBAjx49UldXlyqVip5//nmdnp6qp6dHH330kZ5++mnNzs7q4uLCZEWlJj3l3Xff1SuvvGJynjs7O4pGo6bP7HLTUZqgJ8Hn81nDIvzizs5Oo6TQHOj1NqcErq+vG+WIKo/bKM702/7+/hbFBhLPbDZr1SJ4zZOTk4Zko/FNMAwS6vM1Zf5Qz4D3DP1ld3fXGrLh8qLIxBrkmcbjcVNRuX37tgWKPT09un79us7Pz7WwsKDV1VWzo0dHRxobG7OKaVdXl/k+l8ZBwMs+YgaD6xMJDGkadFFl1oMkAz+w46FQyPYJw5zoIeD73c9wG4Fpmne5xTQSEgfs7+9bwzrr2u/3G+gjXaLJJCJUrPGr8KWPjo5sz2Kr6fdhH+JrWSP4lvbeHH7GM8TG4b/4nQs8cd1uNY1Evj1R57590uNJIP1bHm5GKOlXAsn/mw80QWmgInNlAxNYEyCzIUOhkA2SYLQnqDQBN0csFjNn4HL+OLq6upRMJi2IxJljdJHwkpod7SC7/D07O6toNGqGD4UOEMRoNKqRkRGVy2Urb7JJDg8PrRucAAyOs9SkpgSDQdMa5drgu3m9Xg0PD6u7u7uFN0gwhSNH23dzc9OUMrg2HC3OmoBteHhY9XpdsVjMaAsE0I1Gw6bQkdCQPPT29ioUCmlxcdGQJbrKkZ4CRcSIYwAJdF0+GtfJgWHC+LiBDu/DOIMGYFjhTZKM5HI5HR8f6+DgwMbyZjIZ46u3o8fQFyhrJ5NJ1et15XI549iDXEuX+qoki7lczvRob926ZQkLVY3e3l5L4ILBoL7zne+YQ+R+0bgFnQPZx2KxaEE36ODW1pZOTk6USqVUqVSUzWZtwiYosPvsDg8PW3jJXV1disfjmp+ft8CYBtvz83NlMhlD1UBUe3t7zXmioEDC5fJzI5GIyuWyTTRkRD1VEbfpxnWCJHpUPdz1QLBEUIbT43D/TTDs0kDaaVN8Pw6xo6PDaAXn55d6vO5nu4kdtgR07ujoyLjLDEdi/UUiEU1NTeno6EjDw8PGg6XRuFarmbIQSBr37uysqS/v9TZl1JCMA/3L5/O6ceNGC0IYDAZ1cnKiSqViiGkgEDC1lo6ODqtaJBIJ5XI5+Xw+3b5925rCdnZ2tLS0pPv37+tP//RP9eMf/9iqV16vV5/73Oe0tLSkZ555RqOjo2o0mtNrSdygtfn9zaEYa2trikajOjs7s74V7DJVNO4xakRUZaho1Go1hcNhazBD0hLwpV6vmwweNl6SgTnwgWk8Zo0TwIG003zIuqdJ26UmkgRgq6hW+nw+3b9/38ADEo5YLKbl5WVVKhV1dnZqZ2fHhtIsLi7q5Zdf1ltvvaVGo6E7d+5oYmLCpqsCFCGBSBVLaiK6cIaxJW7i6e4Ht/GNZnQ3+HMrs9g1gCHoCOwhKhw06bsNxC4ii72hYR6aBwkBdttVn6JSAziG/eUzAWqoyLmVavY7QTjJAOdB4g34AIWLhNnjueyRIPil+omvwgdxL1yamAuUuWARdti1IaDULhjwSY4ngfSn5Dg/bw5A4SAgQuILnVTGaYM4EGiD3k1PTysYDCqTybRkuBws+kQiYU0+7tHR0WHjXN1MeHx83IYl4Djdz4f7hlQd6InX6zXOIqNL0aymCZCmLL/fb+VS0KFyuWyGA8SOppUrV65obm5Ot2/f1uzsrNLptPx+v6HPR0dHVgYnyaBZhgCdP3D0oFsgC0SZFcQMQ9U+NrxcLqterxtS6SoeUHKHFwzi0Y5cwk+kbIWxhJ/OZ4GmuFzo9mcsyZwW5+jyrvlskBu45TyH5eVlpdNpSbJEhEE4vAeHxwQsv99vtJ3NzU1lMhnt7+/r4cOH1njJ+bpqJGdnzQmIaHtTnYBTTxPUH/3RH1lA3NHRobGxMXNqaPAGAgFrWKMRkipEJpOR1JQJSyQS9j0HBwfmdAgkaFbc3t6Wz+cz5ZtSqaSBgQE9fPhQqVTKSszd3d3a2Niw+0fFAdSawAyHztqC7oPaAcEe5VTWJ9xlAlgQfcrfLh/R5Wjy+W6zjkvb4HUcIH04NncNuZxu9+duSZf946La/JsKkouAE7hCeYGuUa1WrVT93nvvGR85mUxaksGobZfHT6AZiUS0sbGhvr4+k5wrFAryeDxKpVJ6++237VmQ2DBS3i2zY2NdBQwG6eTzeZXLZRWLRR0dHendd9/Vs88+q3A4rB//+Meam5uT1+vV8vKy7ty5o62tLXk8Hi0tLeng4MAS9IWFhRZKhtuwt7u7K6/Xa5xgemMY3wzHlcmBNHezxvx+vykpVSoVm65IEEcDbCAQsEoYe4qGWagDNFnDpYXmgqTewMCA6emj5XxycmLvo6IFYNLZ2WlT86gonJ+fm7zmxUVTBhPFHRRZaPj913/9V33961/X/Py8fTZre29vz0CP1dVVqxoQ9A4PD5sEJfvEDZTb9xBrm3XvItb4UBJjbKHrH/CFboAuXfbkYAsktUi3smdIYGkspG/BRZ3p23H1pNtpN66CBwG26xvxG9AUAblIlNsHE7G3XWk63teOXPNvl47mov3YDffaeZ+LivM9v47q+HHHk8mGn5KDjTY6Oqp0Om0oIWjl9PS0BgcHzcC5Adrp6akhDMPDwyYvRMNfMpls+S44vx6PxwI192AjkdnTeAJnkUYuUAuQw4uLC01PTyubzaq7u9uGv5ydNQfFMHDm5ZdfNjk/nF6pVDLjWavVTPavUqlYELa2tmbOjJ8zkhYjywYFXcTgE0i48lY9PT2GSlSr1Rbx+a2tLS0uLkq6zKIJtmjscfU4BwcHDaWmZIURoGkGXhn3jWCbUidGnWfiNnm53FO39OkaK/c5YvhIhDDUfG9HR4fxd/lMkP9kMqn5+XltbGxY0yHG8/j42NQCUqmUlRlpaGHMOFMGOzo6DHUMBAKan5/X1NSUpGbQCuIOSoNWLb9vNBp6/fXXrTEwnU7bwBbk7Ng7fX19ymazxv9/9OiRTZjs6+uzMcFwMFnbY2NjLaOHUbPgvKC27OzsmKzkyMiIFhYWDDln1Pfh4aGi0aitN3jXIJ88ZyTP6KgneXURF17DviC5cgNdglnWFIktjtMtFcNfdVGhX0fz4PPd5K29kQj6GdfhJo5uMsjh0jm6u7uVTCa1srJir0mlUkqlUiadSJCWTCb1+PFjU0Zhjfh8TZkv+KZ9fX3Gfz85OTHev4v4Ub4eHR3VwsKCrl27ZpUH6Cg0bxNod3Z2WrUG3enZ2VlLegmqUZbZ3NzUrVu3rOoEhz4SiZgqxeLiolHRGJpC8x3yiMgrsnaowtBwybWFw2HTR08mk1adQEmJ54KsHENf3CojiQS0DGh70HtIaghmsMOureJegH5ubW2Z8pPP51MqlTIKHQkDtJdgMKijoyMNDg6qWq1qb29PyWRSkUjE+O1Q8V544QXlcjnFYjE9fvxYN27c0NLSktLptPL5vCHwBN0ksFxXf3+/BZguv57BISSK8NsJol3/yetcbXWX8gji7NI32CfuQCsGtXAP2ffsE7cCdHFxYX4bmkU4HDY7AMgBCICNRz2JplcqA64/qlQqth6otLIvqVy0J8auD2KN4Yva7QUItPs7N7EgOeGeQ88iIOe1JGAE2js7O08mGz45Lo/2LHdsbEw3b97Uc889p+vXrxudov1g8QYCAX35y1+2zREKhVo4b+3vaW86aj/Ozs4Ui8UUjUY19kt5IknGp2s0GoYUE4AeHh5qc3PT0As2MQhIMpnU5OSkIZlwwDwej1EF4D2iukHiQMAei8VaZLWgTrgd1mTeoVCohVMKnaHRaBgyfXh4aI6XoLtYLFrTjXs/CFgoY4EcUEJ0gzrKX7zP5ZJjvN1mDRwchgX0gSDcLZW1l/DbEyGCAp41r3eDGAJAmgBd9YfT01PjBtfrdXOw6IEHg0EzwDhePp8mKYLySqWiWq2mvb29llI0CEo+n5fH47GG1nA4bBUN0LAXX3xRFxdNzd35+XnT9x0cHDR6Dw6TAJleAXjtOLGNjQ3Nz89rZ2dH9+7ds+vLZrMt9woVhf7+ft28eVOLi4saGxuz57++vm7VHRpdCYh5tiBGJHY8l46ODqt40NxDdYDnx2txmATYOOh2fiBJk6sS4K4xgmgcOogUyRyoPcGSizoTUOH8XBviUsdAkAg63KmerEf3HiAlyZo8PDzUe++9p3g8rrOz5iTW09Pm1D4aRt0SNrS2/v5+swuguQSS0MAODg7svlQqFT18+FC3bt3S5uam6eiCvkGtcRV/wuGwotGo0a3eeustffTRR4rH41aNunnzpj788EM9//zz1kCYy+X0uc99zvT4K5WKxsbGTIGCMjuNtoyZl5pc6lgsZhxpnifPgKpeuVw2dSaaiZE9hQrEeaPS4XLr0WZ2m/14/iSVJL0ENVRY2ItU0wi6SqWS0az6+/tNFxm6E+osNIdXKhUNDg7q0aNHKhaLpnNNdQA/MzIyov/+7/9WZ2enyuWyTk9Ptbq6ajQgFERKpZKKxWILLYLrffz4sd1bKIXYXpcKx3W1U5bcgBDOsEtVYL/ht9gT0DxomnWDWq/Xa8AXr+/s7LRrZ8+59BCqdzTZU6Vkr5I0EigzRdRNqKkm4A/wPfzNNfL/9uSb88Vm8HP+/XFJuPsad0IkvoS4hPMgLsLXue/5pMeTQPpTcrSrN3zSg2CSxYdjg0Ps0kXcw92cH3ccHzenTxHcMiacRsdIJGLZ6+HhoRqNZnMe0k0+n083b960rHp9fd1k06LRqH2PK7ED+gZC8PDhQ9PMRLifQK6vr0/JZNLG0Lqb9OzszNAakDPK7ziM4+Nj5fN5KysfHR1pf3/fSqlf+cpXbBIhBonNjnOllEjDGygcyh77+/uWbBDMk8DAN3ODKdAvt/kQbh0a0yCdLjIgXRodVzLIRQM4CJaRUoKf6pbeQDzdkp4k4w+fnp4aasIahHOIM5qfn1dPT4+i0aglGSh1gFBJTUWERCJhXeT7+/sKBoNKJBJKpVI2uKNUKimdTsvr9Vrwvbu7a30DPG+QV6hO0WjUUEzUFr70pS/pww8/VLlcNrUMkB2CGPilyO8lEgm99tprVkqPxWJaX1+3xImhFKCiOFYQOSogh4eH2t3dtTXu9/uVTCYtqAV5xDEVi0VtbGxYVYLkinXAz7nv0iXnkf3AHiP5YuADCQZJGpPM2hEgl0pEMuTScvheKh78302cKF9fXFxYFaJYLGpxcVGRSMSS3lgsppWVFQ0ODmp4eNhQeewbaK177m6VBZ49ewFeMzQljnQ6bRq7oLUEKe4ERSodkqxqRbI0Pj6ud955R1/4whdsn05PTyufzxsaTnA6Ojqq/f39lgoDaykej1tfAL0jJAn1et36BAhk3Urg+fm5JfZ+v1+7u7va3t7WL37xC2UyGWt2q9fr2t7etkCKAIhEE/od4AWTdamYQcmBYnZ+fm49Nty3jo4Ou6fRaFQHBwcaGBjQzs6OUaiY3lmtVs0/Ac6sra3p6aef1uTkpO1LqqG1Ws0QbfTbfT6fksmkKfkg/Qc6jnSh61s6Ozs1NDSk8/OmlCnUKY72HhRsInaV5BIQhb3I7wimXY4x34+9JmDkIMnmGXCvfT6fIpGI2WrsMPuKhIFncH5+bskp9EGGhgF08X/2Cefu9p2wt9kb7v7F72ATXIohFQqXCsa5unQvt7qKL8P/UIXHVxKku3bNBY4+Kb3jSSD9KTloxvhtD0rsyWSyRRtaknGrf9sDbiplx0QioUQioampKR0eHmp8fFw+n09jv+yI9niaEjteb3M4xrVr11SpVHT37l3TwoVWMTk5aa9rNJqNgDSDwZmEZjAxMWGC/gQL77//vnK5nKamppRKpZTJZDQwMGDBKZP42IilUsmSjfPzc6VSKUMCUqmUrl+/rnQ6bRSRr3zlK/ryl7+syclJo1pwbhgnDCbTHw8PD600GIvF7J6jsQ0yDfUE9QY0haVLnl0ulzNDRbCKccYYu0lDu1HB0YH6gXhQNQBNwRmCTkhqKZsxjSwej7c4BMrAklrOzS0n89rNzU0LRJB/gzd6cHBgKBeNmiAilUpFPT09evz4sfx+vwqFgmKxmNbW1gyZm5iY0PXr100RBI4mJWqQmHA4rGAwqOHhYT169EgbGxsaGBjQtWvXbIQ0r8MBnJycaHZ2VsFg0ManP3jwQNevX7fqw+joqF544QXV63XNz8+rUqlYEM/6plQJYgmNIxQKqa+vz9b2wMCAtre35fF4jG7EM8Pxuw2EHC5n093zLpLD71hnPGNXXQZOP8+W9c0z5jNcxIv1hGNsNBotVTMCfBBBzo17JElra2tKJpPyeDzWsByLxXT16lWjdjEq/uLiQgcHB0Z9I4DP5XK6cuWKSqWS7TP409lsVuPj4woEmtMxGXJCEJ3NZjU0NKRarWaBrSsd5qpsxONxk5cjgV9fX9fk5KTu3Lmj559/Xvv7+1aNgwoUCAT0+uuvm/oCQU0sFmuhSUFxI/AtFouWAAYCAZt6iCQqlBH8RiqVsiS5s7NTt27dssQpFAoZ95tkn2oT4AAVKJQf3GmcUGlICKEdQrUJBJqDi0BSOzo6LOlGa50R4dyHUChk10Fjc6PRUDab1fLysoLBoNbX162hne9NpVI2/AnlJ5d2k8vljC9NZQrVG/ZAKpVquY/t1CbsGwGlS4/h5/gv6VKyza0UcR9JWKGVQNmBn06w61aWse08K6pp7DkqmKC9JDIuz53AFBlEvhs+eqlUMn+EzQEswte2V5faUWWAAPY/STrvoQLAnuJ9LmCBTXCpYaxpngef7yLb7dTG33Q84Uh/Sg4W16+jcPxPB5xnN7P+bQ+MgXQ5CYuAD01ov785HtTj8Wh0dNT0Rre2tsxY0FFPBkzgCK90dHTU9E9xzPC6JGl9fd0GLYAEUkImyw+Hw4ZewRnju1y0s9FomC6z1ESU4OO5ziUUChka7PK9XnvttZYgH94W9xxReziLBDUYMq5TUouMHU6DEjJGwS3HtxsRgv92Hpqb3bdzUikPUj51G8T4bF7nUkpARLPZrAV3GHS+EycFekAJEOPP/eJ1PBcSAjrxOcdyuayHDx9qampKBwcHqlQqNqa4Xq9rcnLSkDgMNhMTK5WKSWONjY3p8PCwpQOdv1E9WF9fN7oAJdZKpWLa0+40Ocq/Pp9PDx48sPXGfqExiteDnrpOmT1Noyzl81wuZzxRl07B3vB4LidtSpeNSZwPQb/bgMO95zmThLrP2F0DoNUgTPxeUssabHeiH1cNIUnDBrhNWnwXJeRMJqPd3V17PihB0CMRi8UkyapdBL0MrAFVxf7QZFipVIxiAM1jfn5e4+Pjdp0M6JFkiQ3BCIkICCdKNJVKRclk0lQwNjc3NTU1pQ8//FDT09NaWVmxvTY5OWlBNIlQsVhUKBSyYC6fzxstrVgs2rPhGXd3d5v+MpQbpBVBcVm72G/2Es+disrBwYHZUPbF0dGR7WMqBfSKdHR0KJVKaX9/31BzpCRdCgCBeX9/v1W1oHkht0ZTPJShdlCCvpKDgwPNzMwYQAHIQoXy4uLCkunOzk7F43Ftb29bgOdWG9FNprHb620OSqKyB3JNMgbyit1nbbtUO9YGe8BFmLF9UIqoKrLfSchcYIP34x9A0I+OjkxbG9CA+woqTMJHooqcZzAYVK1WM59HIgTyDFpPQyrqX7zObRp2uczSJTWM17Tvfe4j7+deYXc4B/wINsVF8LFTbnLjgjjYJ5emtr29/YQj/eS4PEAr/t8en7TE8esOr9drZSJKjJRTGT7S3d2tYDCoZDKpcDis8fFxxWIxXb9+XZlMRj09Paari+QXig9o40qy0h5GXZJNrMIAMJxhdXVVoVDIyvnIw2EMXG6Y25zhyhqBDkQiETN6p6enxi3DELlSR1JrkyANhqFQyDYySAslQxBe95m4aC1Bt1uqpiRHQCpdav1Kl0aNJp9f98zbM3QMGLQRlB/c92DQMZYdHR2GkJ6cnNgQB3TMOS+eEYgm50rDEENJMJQ8E5wojozPq9VqunXrlm7cuCGfz2e0DhC4YDCoDz74QKFQSHt7ezaMAxk7kI9AIGBSdNPT0+ro6NDqLydr0jDGeeJAenp61N/fb0EGpcWLiwtDcPr6+pTJZDQ3N2cDW3Bi9+7dM143/L6zszNTtyEA4bmjRkIDLmvARfwJoAkWaWji+bVPsMQJudUCmo1IbtodIDQSHBq61ewbnB8BNM/QdXjueuOc+Wx377E3XY726i8npzKFjuvw+ZpDT7q6ukwaDuoaVZ1isWhVJpDAfD5v1ScUGvL5vM7PzzU4OGgSclBF6vW6NWZzvR6Px2TjUqmURkZGjDpE0sJ59Pf328TV115fFj8fAAAgAElEQVR7TWNjY6Y2tL29rUePHun4+FgrKyvyeDxKp9NaX19XKBRSMpm05i/so9frbaH9kICByEKnIrCSms24xWLRKHiNRsPoUzwHSYpGozo/PzdlFK5TuuwtaK9ubG5uWsDN/mG6IZrPBKwAKYAFBEZUXbq6upROp81eE0ihrNFoNAxd7uzstAEzw8PD1ieRzWa1vr6uoaEhhcNhQ1RdznY6ndajR4/svrGXBgYGJF2qQtVqNeuBcYNh99/YQ+yda3u9Xq+tC/YF65e1xVp37y+fSWDsSgxi66FSQrGCvoQdiEQiLWogqLAAdkC3gNLi3m9sAUG1S8Vzm0vxH+69gObj+huqvry/nYrhVspAr92EvB1NJgHEV7Ev3AAc24aaySc9ngTSn6Lj/wRR/j852ATwf1nEaNj6fD4L/KCRMIoZx9Td3W3Bl9fr1c7OjumIgkbPzMzY69iIbhl+dXXVyk4XFxc2iGNzc1PXr1/XX/7lX+r3f//3LQjAIBKIcj7woWnqoOGI0hslrbOzy+ls7nQlF20D0cNRoVjSaDS0u7tr9AC4dgQ6NFGBYNJ4hfHHyXE/XOT84zhgUESky0D741AB/sZgMxkOmop7oJ3M9YB4wBknYKCMh6GEr00ghjoAiUY0GrUGU1cz2eXewhMEySEQ6ujoMCeHRi36y7u7u9bAxJhnnjONNF5vc2rgwcGBjo6OND09LUmGNoOCNRoNFQoFC4KLxaKpvCSTSeNlTkxM6PDwUHfu3DHO6vz8vA33CYfDpkxTqVRsPbeXKDm3aDTa0rSFE2Lvg8i66gg4K7fph3VA4CtdSt2xnkGuCWrd5IxqjSQr2XO4iRXf7TYNuQGD6wzRt+b1LoLF6wlyd3d3jVuPMlE6ndbGxobi8bh+9rOfKZlMKpfLqVKp2GRDtIzhGZOE0H9BNay3t9dGIXs8Hq2urmpoaEhbW1tKp9NW8To7O9Pm5qbGxsYsGBkfH9f29rYFiiB2JPFHR0cql8vW6Idm9cLCQkuSBHJOM2AoFNLGxoahsAMDA5a8uvvC6/VaFQ8pQJRqfL7LaYXI/bEXCNiz2aztDfZgOBy2QBxQxJVI4/mQiIRCIdvTIL6sV5ByzjsWi9l+ZT272vidnZ06OjpSNBq1gSzsSewklZeNjQ3jBa+tremFF15QPp+3+Qfvv/++0cdoMgXBXl1d1fT0tNGHgsGgNVYuLy/bd6JqxftIDkkEXRtLckHwyuuhtLC3CdJdCp7f7zcAhyoN9+bw8NBmP7Av+HcgEDD7gn91A2OCavjUNJay9ulXQdKO++tyrTl3Elv2qZsYE5izp90eCUktdAzXVlCpbQ/G3WTE7b3gd6wd/BY2D7Tb7T3p6Oj4WMWxX3c8CaSfHP+fH+3UBReNoqsXBJDyNcbWLeN5vV5TeCCIJshgShmfKTU3rTuZECUHSq0/+9nPVC6X9cwzz2hqakp+v19f+MIX9Md//Mc2pYnGQabE4dwPDw+1t7en9fV1C6Kly25qDAQBOagx1AtKZqCSUCOky7GmBIKUcCWZg6IESiAJf93tSOa+40QPDw9/xTC4WT/GzaVluGiKW5Ln2nCwLreWZ46hxDjxp7Oz0yZMEmThRLgOtxGFcwPJ5W+QtXbax9TUlHWb1+t1018Oh8PWaLOysmKNM36/3zRyaXLCyYGm0kiDIysUCsZxpn8A1K+rq0srKytGT0Lhpaenx5pEI5GIDg4OtLS0pFqtpmeffVYrKyva2NjQzMyMvN5m0+PU1JTi8XhLkyy0D8rKPBsm3vFzglx4nOju4tgIplyuM8/BLUm3ozc8D4JfF5FuryhIMkoWz9WlN4EukyCyT1l7lO2ly8Yrl+MtXSLmUIHOzs6USCTU1dWl3t5eQ0wJklF2YK2QTBHYSjLuPlWV8/NzQ/iphs3OzqpQKCgQCNgzIpBbXl7W5ORkC/pdrzcHLkHloNeBZ8q9JPHp6enR6OioDQ4BXT86OtLs7Kyq1apmZ2dNMzqVSlmygBrRwcGBfD6fisWijd7O5/MWbLJHXIUgEDmQVrS3+/r67LyhmPGsQAr39vZM39zVTMcGBAIB7ezs6PDw0BoP9/f3TUFFuuTxulUKbCB74Pj42EZ2Hxwc2BogwSP5YEgS+xOp1tXVVXV2diqbzaq/v98k68Z+KVUJ+AIKT0P56empJRA7OzsGWkxNTRndgp4I9gSgCrQYl06FDWbts7dA9dkbVM9IPlwk9/j42Jr+3Z4hbCt2AOUifDBJQFdXl0ZGRszHsLfOz8+t0gUNkyC/u7vbGvSp2uKH8E8Er24SAQCAj+RwKWUuFQa0mACfP8y3cH0UNsX1YbzGraTyeew9fu4CCO0VlN90PAmknxz/vxwsdEmG6iKLAzr9/7D3Jr+N3tm5/8NBMynOk6i5Si7X4C6X20bHSXcnQQJkmWGVRYAgm+TexV1fBHdx8/sP7uYiQBZZBcg6QIAESILOgEYG2+14ateoUkkixVmiRErURN4F8zk6ZJfb7qQ9tH/1BYwqlyjy5ft+h+c85znPoXiRLoYsGu+mgcsGqeXZ2VkdHx9rcXHRXgsTzKLa399Xt9tVvV43SyNYWrqNJZNJ2yxWVla0tramTqejWq2mdrutg4MDA1sUEjWbTQUCAWu2AoMKcPebgnTVShWQyWYCECdNzX8cLIADDnM2Q6QrsA28n69UPj8/N/u+8VTXuI5M+mSXFTYpXo+WDqaCTciDbsCWdAWgAOsEVoBXNl4OKz/YkNngALPSVRqO7xYOh+2g5n0opkMyEQqFtLi4aD8/OTmxlu/oZ2FDYP0BjWjyASKJREK1Wk2NRsO6vz19+lSzs7NqNpuSrphUGhUB6HO5nAGQYDBoDVpmZ2fNqur+/ft67bXXtLi4ONI0B0Z7cnLSDm2aFAH8pKsGKMxRX4TFz3nuvhGCZ4h5nnx/MjLcd38IwRhJV13QPOvDPCII4vfH5Rn+AANMcWBz3cidQqGQMcihUMg0tVjSMYcoHGV9fv/739ft27dNQw/72e/3rfU0oM03SqJ4sNFoaPU/mvY8ffrUZEs7Ozu6e/euaVdhgcna1Ot1FQoFA/oUXw8GAzWbTcXj8ZFAEBARDoe1sLCgfr9vhYDIFzj0p6entbi4aL77dF30xbEEIhQu+gBzZmbGvLt5ZqxlMizcF/be8/Oh/3K327XiTg8EpSupD2n/TCZj340iXgAa+zJ73+Xl5YgEhOwKAa3fdyTZ65A3wNzH43HV63VNTk7qlVdeUTqdtn0F1x0KdLG6g9CAlPjGN76hcrms+fl5u1+A51wup/n5eVUqFbu+drtt7Oz4/gqL64NV9m3P0np5BsQEjCnvwVryGVBkgX6NU/x7enpqFpB0+WXNQm5FIhErLhwMBtaxmPPAkyXs78ik2J/5vpxNPmvqJU8ErNT5+ODYZxp5vZeS+Qyvd/nw9ULsseOkkJefsXfx+Z8VREsvgPSL8QUOmqSwwJm8FKAAJIncPZMlyTYOUvQsEIqEAJeAFv8eg8FVW2dAAenBpaUlkyEAWOnMmEgk1Ol01G63dX5+bl6s3W5XlUrFUltE3WwAPjXtNXGkvbx+GEcHtIGwLrw3abjT01OVSiWTLbAxSVcWYIFAwJhnDiA2qOf5entwzSbj31e6ArLeUQRgAuM+zmJzHeO6a4Bovz+s9vesJgeW38B8IMKhx4Y6MTFhDD0FmeFw2BiqTCZj8px2u23uG2haA4ErqyhS6BTkEDBIV0wohXewbb1ezz5DkjVCgF1ZWlpSu922roL9ft/su46Pjw0ExONx9Xo9JZNJra+v2xwHdJbLZdNBewtDMis8NwJODzZI2frDhbmDHzDfkYwRBw3zwM8RQDprh2sE6PB6AADPzTvScFix1vmd8UOVIJPPw6EDjThri+I5wAjrl0ZJzC/uOzZs3/3ud/Xxxx+bNCUajapSqYzIBZAsYGcZCAS0s7Oj8/NzLS4uKhAIWOc7OhCiyQZQNRqNkU6SaP13d3eNxaZByNramh49emR61Z2dHd26dUsXFxcjxcixWMyKCQFBZGsIuAOBoXUmwTtzgWwL7kMAYGkYVOKuAegFhHhHlIuLCwOdWEwyP9AtU7QYCAQUjUati+jExIQ6nY6BW2Rz7Ec4ciBpYM4fHByo0WhoMBhYi2rs9dgnyHA8e/ZMOzs7yufzmp6eNglcJpNRs9m0jpfsu+yv165dU61WG/GPZ18LBoN66623NDMzo1arZTaYXDvuHcvLyyaxoHMwQbl3PZKuakvY6zyI5B4gv2DN+FoFAh5qObjm6elpLS0tjWSt+DlynEgkYuQC+x37AWRTv9+3wMlLLHxgTSEmhgQ+aCBg92CWfdyTL7wOsDseSPuzy+/NPtBDkuLBNH9SeMzr/N7E5xGcc19/kvECSL8YX8hAPxoKDW15qtWqLTQiYzYIotzJyUklk0ktLS3p5ZdfNvax1+upUqkYgNvd3dXGxoaxapubm2o2myPOA4lEQrdu3VImk9Err7yi//W//pf+5//8n/rv//2/GzsJ83R5OWw3i04bnRiNPxqNhjk54E8syWQG3sPTp8GlUeYPH2g01QACUq0Ui1AMBLPR6/VMDkL6meIObIjYNOjulslktL29PcLcADy4ToIZKqx5nQdMZBFIOfJs/WEDqJeutGpIDzhsPFiD3eh0OiMsFu9DFblnuQlKYFfoMnZ8fKz19XUD5C+//LKkIXP90Ucf2aGAwwagCg0zQM0DyGAwaE4MzBF0sru7u5bWJ9WdSCS0urqq/f19raysjHynTCajo6Mjra6u6vDwUIeHh3r06JF9129961sG3tCPrq2tKZPJaGVlRdKwcDaZTBpwplIeFm5yctLuB8EaGQkyFpLsUOc7cqB6dpj5SwCBCwPPFgtFnjNzkvngi6OQN/lDEkAA0JA0UsDo0/q8/9TUlGnrvQ6bAxaGmO+E48Px8bFarZYdmjQ7icfj5ogxOTmpo6MjZTIZ62zX7/dNO1+r1XTz5k01m009evTIGOHl5WWdnp6q0WiMFHTNz8/rW9/6lv07RdDpdFovv/yyNWcCyN2/f9/s987Ohm3nNzc39dprr+nBgwc6Pz83VyECFogICt1g4ggi/V50cnJiXQcBLWdnZxYk+EwD8oCLi4sR4EjxIYEowRzSJkkmN2HO9Xo9lctl02zz7/haE/hKQ0CKNp3GQj7w9r7/xWJxpABNkrmpZDIZ0ztPTk6qUqmYrKdSqdgeyR5z/fp1y0wghWN/RoLCPSIjFQwGR5j5p0+fqtvtWqYK3T0kAeuR/x8vJhxvpAUZg0QDoC1dOXERnIZCITsj6CSILR7rij0N1jiVSo1ISyCKbt++bcEvQS3aZJ43QZvPgj6PDCGI9RkuwDTfw2ehPMgmuCaAGy9I9EWIXtbB7/IZ+PhDcngw7s8WSSNAflwK+Unjhf3di/GFDDYaNnlcLTiA0dF5Ro2GA0TS6JT39vZ0fHysTCZjtlavv/76yGYfDAYthbSxsWGepG+++aYx2LiERCIRK0wiog4Gg3rppZcsnVUul9Xr9Qxweb0d4GFc/uAlDp6FYDP9y7/8S2PdKMSMRqN28FAdTkES7421EJq5Vqs1sgl7+QjAB5DuQQ7vOb5pAHDZ/JAQ+BQYoMjr2vjObPgEAGxgbOiwR/wemyV6Pb8Z+r9zL/2mSaYhmUxaMwY61MXjcW1tbdnhy3x68OCBgsGgpZXr9bpSqZQFCjwTPuPs7MyKr2jbHggEzOt1ampK5XLZmn60Wi2tra1pd3fXGsbAxLdaLUWjUbtOJEsATdhzshTIMHZ3d0ekCx6cAmQBtmhRYR6flxXwr+GZ+EMJAOzvPRkjf/BxKAKQOCw58GDQxg9R9gE/D32K1qe6+R7MLemqAyoA4vLy0uy2Dg8PTSPNGgTYJhIJ6xA5GAz0+PFj3bhxw7T+sH/b29sjTHe9Xv8RKQ5BNvKMl156yQr4vve97+k73/mO+v2+3n33Xa2urmp7e9sszHAAIUN38+ZN0+JSdPr06VNzyAgGh37pSEzK5bIVBVL4SJMSshvMU+4jWZzj42Ndv35dzWbTNLBIi5BtwWAfHBwol8uZlGB/f9/2ZkA4GQn2b3T3PoPEMx0MBlZkTuDugywKq9HwwjqPN/TwLCoAj+zm2tqaHj9+rHw+b3PRtzxHVw2Tev/+fWWzWVUqFe3u7upb3/qWHj16ZOfDRx99pGg0ausnEAiY3p7A9ejoyDoBMicpcmZeEkRSJEywQqAAa8uc9UCftQErzB4I+8zvUhBP/QP7A3sYkhlJlu2kFohzh9okryMGgLKvDgYDK3zmvPGaaF8MOL6XexmhB8zjr+dn3Cf/fdg/fC2Nfz7+ZwBu5pbPrPpr824eXOML+7sX4ys1fIGF13yhxZqbm7PNik2fyD0Wixk7TfpoYWFBKysrmp6eNibh7OxM29vbtrDz+bxu3Lhh6Sp8nUmR+lSQpBFXkWvXrmlqakqJRELFYtG0YtFoVMlkUgsLC/ZeHAKATTZJIt2LiwuzxGMDQLeHG0MwOCzCIN3KBoAcgX/z3qN+I52fn7dCIM/68b6ABO4vf3rmiY3Mp+d4VtwvNjqYXQ/KfZotGo2aNRwMPK9hk/M2cJJsM+ZzAW4EW/5AZmOXpOXlZWOvYGW8z68HBlNTU/qFX/gFczlA74yWUhp2Q0SWwmdwLdj94SASCASs6UUymbT0/sHBgW7cuGFzAV0sgRI2jqSb6VZJfQCguF6v62//9m+tgVE+nzdGbmpqSq1Wy5qFAIBJy5LdAMjCbgGSYWk5ODx7zHxAc+11ohxMHEh8tnf98I1fWBMeELNumKPMHcD1eB2BTwcz57xcA4kQ2aOjoyOT0VBjcHZ2pmazafe9VqspmUzq448/1sbGhgKBoftGrVbTtWvXDIySFWJdkLZHevXqq6/q4uJCm5ubSiQSmpqa0uLiohVCh8Nhffjhh7p37559Vw7uy8uhf/HW1pbOzs6sWDAej1uw3Gq19OjRIyuIg72dmZkxq7aVlRXLGqDj9s2ssNdEl12pVIxpBBwDAAFh6JWpN+j3+9boZXJyUrVazbJhaG6lq+YaBHGAvFgsZns6+xwECvIZspNIT7xsy8vvKNqNRqNWa4HcY2dnR6lUytqhz8zMGPM6Nzenhw8f6oc//KGROa+88oqmpqb05MkTvfHGG/rggw+MaGk0Grp3755lFIvFok5PT62d++HhoUqlkoLBob0rGY6zszNVKhXlcjmT3/i15UEi8kP2VZ9587pi9mYyt5yd430VuFYAMhkxsmZcB3PBO33w/Ki3IHghS5lKpaxegXPdB/Tsz74gkj3Bs8AE/qxbH2jzev6NNfe84j8feIMv+D1+x5NbZFzZU9iTIMLYgzxR8FlGYPzCvu7j9ddfH7z99ttf9mX8/24AcrwfMgefJGOMYHwCgYDp1Njs//qv/9pYmH6/r5s3byoajerx48d26Nbrdd2+fduKQQKBgHXF8no/SVaMFAoNraKQmdD965PGP/3TP5nF08zMjG3wpKHZqEh7AwB85C5Jv/d7vyfpSj8GW+TlCxRIsVEAVmDU+N5cDwwmzQFgkqQrG0Jp1IKPMc4Y+BSjL4QEZMEeA6jYeMgo4LSCjpHvdXJyYkDKd14EPHGPaMMNEB5P/XGvYXCRyEga8fadm5vTwcGBeaROTk5aoSgaQm81JcnYO3SNXpqDx3Cz2VS9Xte1a9f07rvv6vbt24rFYrp//74xyjBjgBzeu9vtan5+3vShvkCQeci9opU7c7fT6dicxRGGJi+kuEm9AtYAKxw2AMtxlxcAE0wjgMgfkvzpXQF4fjD/XldN8OhBA4G1l2P4OecPXEAe34U5x+FMIWW327VW3fv7+0qlUnr27JntK41GQ+vr62avNhgMrCESTD9d7Qi68TvmmpPJpPb39zUzM6OpqSnt7OxYsSfM9fT0tDl2eEswDmv01qHQsOAPAB6JRKzFfb1e19ramoF/NKiSrEGLlxWQEaADLNkWADSaaeY7RbE41+zv7yudThsDXalUzBUIqYrXsjNX2Jc8q+z3P+QRvvAznU4b8VCtVm0v4T55ImE8i4UemnOAn/lmKZIMYHpt+eLioj788ENNTU0plUppZ2fHQPrk5KRyuZzVvmxsbKhUKml5eVmtVkvpdFpHR0cms6nVaraGYXV9K3ZJFkgtLCwY0UEhpScMmOuAOmQ37D/83Ds7sZ7GASi2fP1+35yt2Ftgy6kHuLwcdvolU0MwND09PeIJDuD0YJMzgH2T9cv88PsEAwkIgbf/Lj5TxRkC8eQJlHH5BsNLRXgvslbjPyOQ5VzhGth/OVsHg4HeeecdHR0dfSqafsFIvxhfyKDohQMFkIn7hqSRQ77f71saMxgcVkcXi0UFAgF98MEHIwVTsHzb29uanZ01+x9v4o8mjEMYdoIUHOzyp4FoSfrOd76jO3fu2KaAZhM2kEXK9+DAwbLp8PBQnU7H0puwq0TJgEbAjk/xI83wqT/ssrynMN8jEAhYgZXXnkmjUTz3WbrSrXrwDjPsD1O0cuPvgdYZFsZvxgQN0lVRjDe+Z/MGOElXFkWe/aR4iM0ZlpFNHVnPycmJHj9+bAwdXQ2j0agVk0WjUWOXvbQELR3zBN0+3/3VV1/V2tqanjx5omw2a8A1EokY251MJjU1NaV4PD7CqnIoIUt4+vSpSQoajYaePXsmSeZuAFsFYACQwbpwfz1LDAPI94BxJyjiHvJcyHygyeRwHCdbCJhgB8koEXDwHv6zfOrZyzR84AYY5e8eaHsNbCAQMABPcIAneKvVsiYlT548Ua/XUz6f1+XlpbLZrBU8AyhxICGDMjc3Z0Dy3//933Xjxg3zd15cXLQ5QwAFCCkWizo6OtKbb76p09NT7ezsKBgc+nqzTrkfFDgvLi7q4OBAr7zyijVuQbYViURUr9fV7XZ148YNqwcIh8MqlUrmmwxzGIvFrBYiFosZm97vDz2wkRcBGJrNpq5du2b3GmefVCql/f19FYtFW0u+8JnnjgSKJjJ8Fv7HPnNGIE03QNYmdoNra2uKRCJ68ODByDP29oAUFcNMY0+I/RoMZyKRsLPm8vLS5B1INyYmJrSxsaFarWaZm8nJSRUKBWPe7927p6dPn+qb3/ymZThqtZpdC0DSW5KiFcfnngLTQqGgXq9nwb6XVvjszni2xQfOPCOyQKxnH2wAwpHQcQZyL5l7BBW+YBE5FIXX44V/rG/OTc8ge3Dvs4b8v79Ov9f4DJQPntkTfCDO7/nvwt7/ScN/7niw4QMT7p2XPnHe+t/5tPECSL8YX9jgIPDFJixaSXa4XV4OOxPCxACkj4+P1e12tbKyonK5bEzewsKCtra2bIPGn5RqbSJtgCqLeH5+XplM5rluFp82stmsFhYWbNHByqA3lGSAmkUKKwuggj2h2QfsGxsmNoEUq/BeweDQSisej/9INTNABZbFO2r4Tcj/6VP7AB8GoMcXxfA7BERcG6/hwEAS4nXZbGIAYJo1oE318hOfqvNSFcATG+nFxYW1TScgQuYTDA4tzTgo6YYJQ4M1G3PRp1+5FxzUPBeyHI1GQ61WS4uLi5Zx6XQ6yuVy2t7e1v379y2wo+sdkgICOgBmNpvVycmJNjY2lM1mdf36dTv00IHyzNB7UsB2dHSk9fV1u8e+oh+dL4cElokcpj5o4LO81pIDCYbMZymmp6ct/U9hrNc3Mqd4PZpmGkswJ72Wl8GzZ62wzrhfzGkO8lqtZgAyFoupXq9bqv/hw4cGKmDrbt68qe3tbdMI89zb7bbeffdd66gKCASE4Hn8ne98R//wD/+gjY0N7e3t6e2339bMzIzee+89vfbaayoUCiqVSlbcBpiiCJQgk6zCxMSENjc3NTExoUajYQFTKBTSe++9p3Q6bQwi96Jer5u2td1ua3Fx0Vp2S7JncnFxYfsIbCeMH4wta4uMF7II7jVFgQRuBNe8D/uZJwSQgACWvMyG2gqKJJvNpl577TUD+UgQWPcEqewhkAM46EAsoIeGyED+0O/3rThxd3dXR0dHSqfTunnzpsllIFWq1aru3bunR48emW6cIPz69etWD4FHfCqVMlLh+PhYjUZD169f19HRkarVqu2h9CYArDEnfTDp5Q4Epsj12J/83Eea6KVdZNG8kw2BDoGkX1ue9SYDiA6eOYI0kSwL68YDZ58N80DbFyL778d34Hf8vWB/57WeLPBZMh+I+H3DS0G4Nz6jCYjnO/D+7J/Pk5H8uPECSL8YX8ogXU37UZg8XyFMBbE0BHSFQsHYi1wup4uLC9VqNdNHt1otayKA1hQQTrTOAvoszPOnjYWFBYXDYWWzWc3Pz+vOnTtKpVLWMXEwGBZRvvHGG7p7967u3Lmju3fv6t69e9rY2LC0Ii2JYVfQo3HgpNNp0/Jy0EUiEVUqFR0eHlqDCEkG0EhPoev0qTbPDPh0mt/MPPAOBoPG1HqgzcHBRo3mWZJZfQFSOAj4PRhSng0HIVpl2Al+n+v0OmDkHchI/KGLd/LExIQxRF7CAXiDufLSCkkj4AIdZiAQMI00bgDLy8vmr8s8vby81Pr6us1rAAXvx7+HQkMLwVKppFarZaCdoIs0LAdeOBy2ND5/Erw1m02TMEmyYtxsNjtygP7bv/2bSTrS6bQd7Fw7KXs0mDxrnh+BGXrbbrerra2tkXnlgZKviEf+AbtFYAiI9tp+/6cH3ewLrAGAKt/7rbfeUrfbVT6f18HBgWZnZ63AEJA5MzOjer1u849AL5PJKBgM6pd+6Zd0cHCgg4MDVSoVJRIJ6+jHumu1WiP1F3Tqi0ajqlareuutt8ybHl02Ht4wrMh20LFms1nT+9++fdtY9GvXrhmoyGQympycVDqdtsAFWRMSDfyQGfhCw8Cfn1+1mI9EItbannvtGw/5wjZJ1kXPSxTQ3+Jg5EEy7+ggKU8AACAASURBVAGDzTyjABiQmkwmrVtiNptVNps1b270wb47JtnK8/NzCw5hzZlH+Xxe/X7fWodHIhG99957VtBOJmhtbc0838/Pz7W+vj6i10Yitrq6qkqlolQqpVKppEQiobm5OcsWSLI9r9FoKJlMmgZZusq4MFd97QdBKwNihf+odwAE8h2Pj48t4PYZS4AvxfpkXQmSkXBkMhkr5mcO8UzC4bDy+fzIe3G+Yp3J+ew10Z4gY//yNqXIF8kI+AJL5gTrxBsUeEIHG0XmmA8kmGMecPuMKp/l39MPnzH7rGD6BZB+Mb7w4R0GYNrYeGdnZxWPx61VOJszzVEoeMGaDpa6Xq+bpRGRNAf0wsLCSETrLev+q4M07Y0bNzQ/P6+bN29qdXVVb775pr7xjW/ozp07trj9ACzjw8p7AShgzkjtM/gedKqjYnt8wwYMeWZP0sgG4v9duioc8al5z7hzoPpCDjZBNlpJ5mNNARFyD8C917nxnAD93BccVGBDOCSkK7aBa4nH49YcBnYC6Q/g0xfYUGTEwdvv940Z93IcrsunxPlOdNf8+OOPlUqlzPUFgHt4eGjsI8FPt9s1aQCHBowWgSGHKwcDz9wfFjBGZBzIXHS7XX3/+983totCRO+Q8au/+quan5+3oMV/hpeGcMB7VsszzBz66PBJhTK3AeeRSMQAMMw+c9B/tk8Z+5TweHqVIAOJDSxtPB7X1NSU0um03etYLKZqtWryC0BwJBJRrVYzgDc5Oalnz54pGo1qbW1Ne3t7+ta3vqVwOKyXXnrJsj/YJOI1fHx8bHp4wCq1EnNzc5qfn9f7779vmSsyTryOddFqtawYb3t723zHA4GhZzUBCA1YmIteOtHvD5uKkO3DphE2nIDj4ODAUv8UhFLwFw6HDXQCIABKgA3WMxpsvgcAjfVCHcDJyYm1rWdewmb7uYPTCIVzdAzlXpycnFgxXa/XUzwet0YzgB72Cc8ucj/K5bLN7aOjI127ds1qWkqlkrG4N27c0P379/Xw4UNrC18qlfQ//sf/0P3793V+PrS4w3N+ZmbGWsHjBsO6oNsk543PAHk21a8J9mReMxhcFdDiKsF+AJD0Wl+elZeNsO7IDrBOKdJlXUmyLBd7Fs8omUwa2C+Xy7p27ZpmZmaUTqfVbDaNAELnjzSJImU0/sxVH6jhNMO8IivGfPESNLKF7BkUZ3r22jPQ7H1ekjiemfZyOL8v+XP308YLIP1ifOHDs0/4NxP1DgYDkwvMzs6OmMjPzs5qbW1N8Xjc2CMcEKanp624DS9oUvChUEjpdFqZTMaYw5/WeB5IZqDxe96AxeHvXtoQCAQsKCA9i38zQDMSidjGCGCTZClGgLQv4nqe7ovNw/8/A1BDWpD38oe4dCUpCQQCpkVn4wNsJxIJe8b8DgCcjY9NjJQfhzhsj/8Z10dnSg5oDnQODg5LGqBMTg47AbIRE8zwPQHTaDz9dXHvYVfq9brS6bR9PoVJbPTYJHIdHHjhcFiJREKlUsmKwJgH3Bd/v7nX41aIBCuXl5fGZK6urtohgdfuxMSEdcRDv84Bwlr0z5GDNhgMGnjhmry20d8f/s78AIjBbBEkcbhzH72rCwB6/O/cH9L009PT6nQ62tra0tTUlJrNplZWVtRoNEw3fHJyomq1qlgspr/6q79SsVjU2dmZ8vm8njx5osnJSb388stKp9MqlUpKp9N69uyZaULfeecdNRoNbW9v6+TkRFtbW8Zed7tddbtdzc3N6caNGyqXy4rH48rlcsYcrqys6P3339fNmzfN3xxQcXJyYp7guBWxV0xPTyudTmtnZ8cCQAoYW62WtTv3Lb6R11DAi/uHl9zAUHMNvoAYRncwGFgre8BHNps1cgJGj8JMpAeAbN9dEnaQxkUAeeYFgApQjXc0ew2sK/UG+Xxe0WhUqVRKs7OzFgiz90EORKNRq1lhzT1+/FiLi4s6OjpSKpUaqWWpVCoqFotG4Hz44Yean5/Xm2++aZ7jL7/8sv7iL/5Cq6urWl9f1/T0tHq9nvb29nRxcWG69JmZGcsMSTIrVtYtrKivD+A/9je/pzKmp6fNUQPZHsQGgJMiWQ9CeU+f5aNolOBHuurAGAqFtLm5abIy3Fv29/etB0E2m9XS0pI++ugjO2vYH0qlksLhsKrVqu0pAHH2I9YyTc5eeeUV0+hHo1EjI7wE7/Dw0PYImGqv12b/8VIgzh/mk7+nvlbKywN5LtwXLzv9tPECSL8YX/igYptJT/qTA5ADHRAtDQ/WVCqlVCqlTCZjQAm2IpvNmg0Tr6fRwuc5/ivsNoxrp9MxkIXnKIARRnO8EMvrxYj4PaDFOcMXmmClh47RA1efwvKMjvSjelVAnC8MASAdHR3ZQY+F3GAw9E6lMMpr2nBiIBDigMhms3bYIyPwOjsYSf7b39+3z+e6sPDCGmt9fV2STNvr7fcAsTgzID2B0YH1B2ifn59bSp7ubIPBQAsLCzo9Hbafv379ugWJjx8/NsaNwwIJ0LiuGCDCfee58mykK7aEgLTRaKharapUKo1IIVhDBJn4psM8khIG/Ho9Itc0Duh9hsIfUp8UoPnnDcvmQTsHP9fs9fhe4sGBy7XMzMyoUCgY6xiPx9Vut7WysmL39eTkRN/97nf15MkTNRoNkw7s7OxoYmJCT5480erqqoG5arWqXq+n3d1dvfHGGwb6C4WCOXxQEFgul7W1tWVBDN3TWq2Wzs/PtbKyYowrWQoO/FKppNnZWVv/zWbTQCfFa0iTDg4O1O/3lUwmDSgCzvAuDoVCpp+empoyn2oYOCQKMJusV+YtWSj2BLSjzG/qTwhe2+22dSckmPcFqgRNkCMEEgB5AgGyPHjAMxcpxKb+AY327u7uiE81gBsZFIEbuudOp6M7d+7o4cOHKhaLmp+fVyAQULPZtGxir9dTOp3W06dPlUwmNT09rUqlotnZWe3v75vkjiLxeDyucDiseDxu64gCSNqKk2l68OCB3Ws/lz0L7YNUfs56YP/06wPSgGDfn5W8D/fG15zQIXJmZka1Wk2Xl5dmy8k9K5fLeuONN8y7G2lgvV7X6uqqms2mHj9+rFQqpdXVVZ2fn2t1dVXT09N6/fXX1Ww2FQwGzYqVjsA863A4bAFVoVDQRx99ZNdHsSZyJTKGsPK8zgcgSNu8+4Z/jc+UcQ2cYRMTE/b9vMaaufTjihnHxwsg/TUfP0l64osYABe683W7XWuBPd4wRLpqBDEYDLS3t2eNKShKocCFTZiNc3V1dSTd9XkNunH9ZwbsDdH/YDBQs9m0TdlH2GgxqVr3jCkgBqYJ/ZqXYKBNQ1NMkZJPMXoWY1z6wabvgd+4js/7ocJ+wOihyyVggClgwwNASEN9crVaHakqB8xyDaQD8ZNF/0yhIQCIz/OFrIeHh6bt9uzvycmJdUMj9QwIAuDBrqRSKdM/p9NpY40ICGZmZvT48WM7ZK9du6Zer2cZEWzrPAPL/R7XVAJ4kVn413N/Dg4O9MMf/lC/8Au/MLJ+eC0HMfccoOKLC31q0wdaXmPvgbUvWEOrOl6oA3suXbUm9gycT2ejeyWA4t+ZBzhrwGQnEglVKhWFQiE9evTIGMl6va6ZmRmTMWQyGWM3q9Wq6aHfffddpVIpScN1fOvWLV1eXmpnZ0dLS0v64IMPJA0zS0+fPjXZBYHBxMSESqWSNaZAI41FG2CGArhUKqVqtapoNGqWmWRrYEmRhcDWTk5O6u7du9rd3bV7LF3VLcA4wk5KsuCtXq/r8vLSmhVxzynG89kjshT++TCnsXfzzaoIXGgnTlqe98MFAjCdTCZNAsD1Mp9h6f38JLiFkYYACIVC9jyRNUmy+hFap0uyItx2u20ShKOjIyvyXltbU71etz0TvTr2b/v7+9rY2LCibg+4IG14hjRB8XvdycmJcrmcfUf2aAb7r1/LrD2eAZkBQKP/O9+RLBcAkuxlODz0fb5+/bplou7fv6/V1VWl02klk0kVCgU9evTIpCq3b9/Wn/7pnyoQGBaNt9ttZTIZTU1N6e2331a329U3v/lN7e7u6u2337bnNjc3p62tLZtn2P2VSiUjJOj7gLymXq+b7p/CcGo3CCpyuZyi0ahlH9B3I+tsNpu2zrmnYAYwgQ84WJd+zvl9mLOSZ/pZxwsg/TUfPhr7KgxScWzybAqwy+hIGf1+31KGuVzONhMAh9dYFQoF/bf/9t++xG/3kw/AHbZQbDR+kyWVBxjyrKyXXZC6B+CyGXF4sZn7w5eNmgFD4jd3/o3/vM6Mn8PoEtHzbIvFoqanp5VMJs2bV5L9nGCB6wuFQtbS3VsjckDDmsE+c7+YR0gIAG0UVkWjUUvFwiZxYCOPwBuaewzLA4jnM2h/fHl5qXg8bp6+3se61+vp937v90wvyLPk59xL5gD3wcsivF7dg2EGmYfj42P93d/9nX7xF3/xuXOM3wPUYVnmi8i8ZIMMAuDJs2aeUaQRENfqr5fP89fNveYzx3XvgI9xiYdP28LQ3r9/3/ToNMCQhuD+5s2bltmiqQa+8hzIvV5Pt2/f1s7OjgVIMFG4+WQyGXW7XX344Yd68803dXk5tFOThqA+EAjo7t27pg/FmziZTBqQ73Q65jePtpeMTbvdtrXCvJifn7d/y2Qyevz4sarVqrU47na7xsACiAGUtLAeDAZmSYelG5IT7hHPDL0t89PL7fg7z5V1BmMMUIFF5j9kZ+wNPF8ALusK2RFrEkCIRGV2dlaNRkNHR0dKJBImp6HZEeDJy/8Gg2HnRFw/arWayuWy8vm81QtASmxtbVk2o9VqmUtLsVjU1taW3nzzTVUqFfPm9nUj7C00TYKVJ0tFwTzPk7PKZwjHQTTPwc99AB2fyVrwwT0ZMIgMCviRR+I+8uzZM62vr1sRbrvdNlcR3DiWlpZ0fn6uxcVF7e7umtvL6uqqzs7OtLS0ZM106L0wPz9v3Q53dnbUarWsGyb3d2lpyQKZaDSqlZUVdTods4RFX825dHBwoF6vp1KppEwmY5kRvlO1WtXi4qIZFPBeAGhftMhe658hmRBfDO2Hf+1nGV8tlPVi/JcHKZC9vT1zGPgqjUgkYg0UOMjn5+cNnEkydla6KkKUrjR4WEchhchms8a0/iwNisWkq+8M28XB5Q8vf39oB+yBC6lb3zZ5XHrhG1twYD2P5ZRG7fH4f96D9/dFcVwzgREAcmpqSk+fPtXHH39szIlnHAE40vCA8YV6HDY+9QmrwAHPwcF34JDiOiYmJlSv162KHs0ghXDoP3k/ADlSAA8MqZIH/FBE6YucqEZ///337f28pnz8PktXIID34L7yPfwzeN7fX3rppZH38+B5PDAKBAIjjgv+dwDEzDfPCPP8CU4AdbBgAFdAL9+Dz0bbyHtyvyWZTh0W06fuZ2ZmlEwmzXXj5OTEingpFuTvSDg6nY6++c1vmssFLBjyCBqdzM7Oam9vT71eT8+ePbOU8uHhofkyT09P68///M9NzxkKhbS7u2vgpFAomM/wtWvX1Gq11Ov11Ol0RnSZ+/v7SiaTFjSk0+mR+Y3/NNmiw8NDXbt2beR7AuTxRIZFJYtFgEMhGcHp/v6+6dJhJ9mD2Dd9cEyqn/UiySQrFAAD9GC2ySh1Op2R7IOXbLCXeVkfexFgk59VKhXl83nT6kIQHB4eWkv0fr9v+u/Ly0u1Wi3rSri0tKTd3V398i//sjY3N63o8fT0VCsrKwbs2XvfffddHR4e6uOPP9a9e/f0x3/8x+bvDej2ZAZabKQz/f7QAjCbzVqmrNfraX193Zh71hEEAASJZ07JyHCfvQsK6wLmnizuxcWF4vG4zSO0zfv7+0Y4LC4uWtYTXTye5TSWCQQCunHjhoFQ2ODj42MtLCxod3dXsVhM8/PzikajSiQSqlararfbpg9HejkYDOsNfAAgSe12WxcXF8rlcrZvn5+f69GjR5ZN4TvNzMzo2bNnOj8/V61WswZW0jAQY21zjbSUJ6PDGiBI5Pzx+xOZN96XvXw8O/7jxgsg/TUavs3nf9Yf+fMcg8FAnU7HJrw0XAydTsdkHvV6Xa1Wy4o0fFQeCATMEcK3P+71emq1WgbGflaGd4oIhUJm43V5OWwwQTEaXaZ8lzQYYNiwi4sLS71ynwCIMAOSjPXDbs9bQY0zz+OsNGCWjcmDBAAGNlOTk5Mql8vWUTCTySidTttzBARSMMlBin7ZH8psdp7NoRUzbhAcqF47h/8vqXJYnXQ6rW63q2azqcFgYA4hZ2dnNoe63a6y2ezINfJdec9cLmefTbFRr9czeYhv2jB+Tz9JT8z/A6qlH2VHCCIljbgzjL/n+OcwvLbea2N5b99tkhQ899TLa2CTPVt5fn5uQBn2zwcGXJPXevNcvEyI4AEAQgo+m80ayzw3N2f2lzwXnDXeeOMNvffeezZfBoPBiHUhoBMt5/HxsZaWlgwALC8v25pZWlrSd7/7XQNCkUjEihNZY8lkUg8ePDB3gna7rdu3b0sadrhjneKsUa1WjX2lQ540ZLo/+ugjhcNhs7zku1WrVasjWFtbs3qEbrdr83Z/f1+Hh4dGLrAXsL80m00rdm00GrZuAC5oiCmOw2WEYBfQwj1lTvA6somAP96DswjCIxKJaGpqytYxTCRs7snJifL5vAaDgTKZzIiP+uzsrJrNpgW1xWLR/L2vX7+u/f19zc/PG9Da3NzU5OSkscXT09Pa3NwckUjs7u4qm83q29/+tk5PT5VMJvVzP/dzdo92dnZM8kWAQEYFB6lMJmPP+vLyUq+++qrVLhBcMN9ZCzDLfj2wx/tsDVI51hZ7Nvs9FrDcO6RZ09PTKhaLJn+4uLiwPbZWq1lQ3Ov1VCwWVavVVK/XR66FZx6LxWw/n5iYMKB+cHCgUChkez6FsblcTtLQJvbDDz9UMpnUYDAwP/OFhQUD+ktLS4rH47YOEomE7XsUmaLZpjCUecq8j8fjCoWGHV+TyaQFNrVaze4JeALw7PXUDLJTzyM8Pmm8ANJfk3F6emrgSdKIAP+rMgKBgGneYFOwssK+jQ3k5OTE0jswEkTQpGQkWYrt8vJS//t//+8v+Rv+ZMMDRlgbXziytrZm7WknJobdxSj8gT2QriJzFj9M7OHh4UgqHfYLFppiJw/Yxtlpz2ry//zpNyYYThguNvT5+XltbW1pb2/PmHBYTDYzCrgw/Afko1fz+u1xvS6gC5kDKT0OB1KfvmUwhZccSFNTU1bwCeOBhg6gjPyEYIaCNJrp4JABW/33f//3lsb3QPV5w+uE/fDMHa/h4IXNpUsj49M2f4AwukbpSroC4AUUkVKGqfSsDbUOXk8POPdZFOYpa9RnQPg+PAe+B9cHUCiVSioWiyM6WoI5gF8ikTCwFolE9PHHH6tYLNr92d/f18rKivb29szB4fz8XK+//roqlYo12Dg+PlatVrMiqHK5rEqlYhIDDn0fRJ6dnY2kmBcWFrSwsKAnT55YxoTsUrfb1WAwsBbl7XbbgCkHOh0PvSQF0ICcIJ1O29qdm5tTq9UygCzJChQpkI1Go9aWnKArkUiYMwcABbkMQQNrhUwUIMR7gSMvOT4+NncU5GRkbLAohLn13Qhh6CWZbjoajardbluhnx+hUEj5fH6kGPni4kK3bt3So0eP7D2QHQSDQ4vMt956y4oBi8WisbLr6+vK5XIqFAo6ODjQs2fP9OTJEzuLgsGgfv7nf97IG+Z2t9u1RkyStL29rW984xs6OzuzNu4AZu/S4dcpa4afeZkP95/XeQkd+xD6fNZpt9s1ORbPjfuDFAOihs8iO1Eul0eK/Jh3SJ4ajYYymYz29vZMTsm66/eHHTTj8bi9b6lUUq1WM6tObEKTyeTINbfbbavhYe+n6JsMCjUinU7H5hSZmmg0ak4p+/v76vV6Ojw8NMDPM4SUIdjnfPF7o38ufv/9tPECSH9NRigUUr1e/7GWa1+lgQ4xl8uNdEjz2jH0z96Pd35+3qLxqakps+35P//n/3zZX+knHjAkpEZhZQB07XZ7BOBIMr9mNliAH6kogCfpWFJq41p5DkA06TS54HM8oOYafAGMB7BY2AF+S6WSOYTgKkDwJGkkwBsvPqJoiEOMtDVpTV9MAuOCjpyNmcOCTXScOSVrQ8cz9NG+6E66CkYB1oBmDi+YbD53ampKT5480ebmpl566aURaQ5z+nkM8Sexx+OA0x8CgBVY8PH3+nEDBrher1sWgGBBumoU4e8ZwQwHuTTahpf75gEzWQrWNHIA7oMHDFw32RPAe7/fV7FYtPc4Pj7W6uqq+v2+NYQIh8MjMpNms2n74MzMjPb39xWNRlUoFPT06VNVq9WRAABGlMM4nU5bpgZt//HxsR34rVZL5XJZGxsbVvTcaDSMGX3vvffUarX07W9/eySdDbuMZZ/3YpaG4DcajZrLTKFQMJcKpBNzc3NWZBUOhy0jw14CsOC+I3vAbQKQxXVBWOC+QWYqGo0aIGW9EKyT9vd+/ewFSHxo3CHJWHRkF91u19hdCuPYf3iuSNBmZmZG2FvkH5VKxZ7vzMyMscGFQkEzMzNqtVqShr7Ig8HAOpA+fPhQKysr2tzctK6jz549UzKZNInC66+/bnOy0WiM7IkEE2RLkGiwL+/t7ZksJhQa2q4SmI7XhXC/fbDui1RZA6FQyOztJJl95/n5ubV2Pz4+NtaZOoDJyUl1u12TqNEYiHuLzInMCIW6nCkUMcOEkwHyZFehUDAw6oEq7w/rzPvSRKnZbFoDtenpae3t7Wlvb0/Ly8sKBocuIdg/ZrNZ2/vj8bjNH4JQmk1xz2OxmGKxmJECuNfkcjmbZwRouIqwJ/FMfP3GZxkvgPTXZDSbTWWz2S/7Mj7zwFoJbR92Vul0+kd0lrBvLHRayrZaLf36r/+6fv/3f/8za5m+SoOK7+PjY11cDFv1snFNTU1ZOosCDQ4ugDEbM8CGNHqj0TCLJg429GpIDS4vr3yRAZLjbC9/8nd/oLHJcA24D9COu1QqKR6PG0Ali8B78LuAVQ4ngFs0GlW327WqdM96erYEZhKGj0OLgAJZBqCNynB0jTAbMC8wcl7yAANExgAP3Rs3bthzu7i40F//9V9rMBha4OXz+ZF7J/14B51xKQ3/5gMg7rMvsqJj42cF0P6akAKNyyy8m4uX4QQCAZMT8PwIFLx+ncAjGLxyUmGe8nPkIVwXrCZBIIc70pqjoyNFIhHF43HzBSbj0Wg0tLy8rJOTEx0eHqpYLKrRaKjdbmtra8uC9XK5bJpXmLVSqaRYLGa6ZtYBqXo0tdPT00okEtrY2DD29/z8XLlcTmdnZ1pdXdXk5KTi8bjS6bQWFha0s7Nj/umAcoLCeDyuRqNhhXGSzP4OkMLaJDhEYkBwx8+Z+xTzwjJ6CY9vfkVzE4CIn1tkl8iuDAZXFmoEsR44ca9YuwBkPgtpDsF/KDTsUEtqnqLFYDA40kIbC7parWYe2YPB0Od6f3/fmHdqZgBUrFPYW2QGvV5Pi4uLWlxc1N7enm7dumXBXDqd1t7enoHKcrlsmRMcJAg+T05OdHJyokQiYdKbnZ0dy4QdHh4awCaoISsGEPf3jDXDGeflJvl83v6fDASNoCicJrBe/Q+XquXlZVUqFZPA0DXXu/QA9CcmJsyr33dUpeCarAD7DZKoRCKhtbU1LSws6IMPPjA7z8PDQy0vL1tghIacjA21L3SFpBvowcGBlpaWtLGxoXK5bOcWrHmtVlOj0VAoFFKn01EoFNLGxoYFkQTeq6ur1tXTZ9HIfpydnZllZCaTUavVsmvygT1Ez2fdV6UXQPprM2hZ/FUfdJUjWqTaHLDDwYKXKh6pFD5Q8CUNvzOdzH4WBxshG6nfcAB2yHUODw8t8vaLm0I3aXhvYZ7Qw8Hk8nOkBmwcMIgwq+Pv7/8ftgQ2z/87ldLtdluxWMxS+o8fPzZnCa6Xg8kDdwqkOEj39vYspQeQ4ntiZ+e9U2FlARmwItwHSeZfyoHE4UW3O2l48MM0k/nAdomNGMDNfCRNTlt6X6Tnmf1P0p/78eNYac+Wk27N5XI/km34pDH+XPnTuxGMs2Z8DwI3fGg9Aw2w8jprDnjpyuYOBhWN6fhnSFcNXEjjYnEZCATUarVsjgwGQzvM09NTNRoNNZtNZTIZLS0tmayHPaXf71vtRblc1sLCgiqViu7evWt2aDB/Z2dnajQaOj091YMHD6yr3NHRkbrdrsrlsqWwK5WKqtWqisWivve975mtGin3R48eWYp6cnJS//iP/6hr164Z28V7sBfCINOKmXsNeMCbGPmQJGPlj4+PValUrDaA7AlByvHxsUlMeH7sB3ghjz8ngDKAgvdmzpBu962lYfUIZmH6va1cqVQyWQWMNJICal6Ojo40Pz+vQqFg7btDoZB6vZ6y2ay1mwaQwm7y2biqoPteWVnR7u6u6cepkcD2bWFhwfYrOukxCJwmJye1tramUCiknZ0dxWIxa5azsbFhDi3BYFDValULCwt6+vSplpaWTIPOuvEFw34NQiQghwkGg1YvxLo6Px9aOhJsXl5eqtvtKpFIWEEenXGR9rFukLsBFr1zRbfbtYCKoJn12+l0TMsfDofNqQjJ3OnpqXK5nN5//31dXFwoFouZb/jMzIy1sb+8HPYICIfDevjw4UiWgg6hgUDASJjt7W2trq4ql8uZlAYnFElWPxSJRCwLyZ7YaDS0tLRk9SwEamCQfD5vga53uyIj5wtfP228ANJfk0H65as+SAXyd8DS7OysksmkisWiVWrTYCAcDiubzZq2b3NzU9KVjdPP6vASAtLgpH9xlmADRlMGEGOD5PVstP6wgzVj0wRYeLYRNwCYEg5Cv4F47Zh01ZiDgxdg5Kv+l5eXrdjOAxXej0OXv1MEhFsEvq6+CFGSsZx8ri/KCwQCxmLARHvgDDBAN0iaABzDugAAIABJREFUk+IwMiH9/tAOi4MPOZEHfICrRCJhdlCZTMY2YO4T39EDaB+c+Hs7LqsZ/zcOUjToP0nq0T9LngVgdhzU8myZM/w/gQ8HInPG/y5zgmflpUWeHfXzzB/eiUTC/Kmnp6eVzWbN2pKUMx6+uCPgFRyLxZTNZlWv1y0I5/dpIPKbv/mb5qW7u7s7clh2Oh0rHiwWixaQArLW19c1NTWlWq2mQCBgjXsuLi508+ZNk02QoVhaWrJggwxcvV63hi7M8Uwmo3K5bID78vJSzWbTWDlpuNcVi0XTwcL6ApakoVwOgElAij6UgkoAE+y5JJMn8JyZq7DavJ80dLjgucO2Ir9gH8MKjfoPHyBzTcj2yFjs7u4a+GVOAOAA6WSYkI4B/k9PT00P74sn9/f3zb1kb2/P5A9TU1N68OCBaXuPj491fHys3d1d5fP5kTMKHT73pVqtqtvtWmddbA83NzeVSCQMgKZSKb399ttaXV21jpmeiGBNeE3u3NycaYUhlQgKAN501fT3Hwa93W5rYWHB5htnCM8BggoZB/cZSVA6nbamQ0gOIRRmZ2ctu8h1IZdAMrS5ualwOKybN29aQISmORAImIsTRBpZHgI7LHGZlwcHByapIvhgv61UKsb6Q4Igy0AKRbAYCASsGJEzE0KO+Xd0dGQBJWftZyUopBdA+mszsKT5z45Go/FTvJofHVhX0UwEn1IsyGZnZ60lOJpa2A6i6EAgYNX2RLI/ywOmCE9YmAiAm6/g5vtjDwQgRurhLYPw/z0/PzdwCEAd1wFjJ8Wh4iUd4wPAQ9TO4QsrDqAvlUoGhDjkfeofECVdATWAfyQSGdFlApb5XTZi0qW+YBHg68GpZxlmZ2cNnHMvYJroOMhBBigCeHMQ+DR7t9u1ts00g+Aejss6/PCM9I8Dzzwfrz8FOABQf9Lg2V8XgJr34cDkgCcII7jg97z2fLwYlGwAz8XrrX3h6zjTw+cBvicnJ9VoNEx3f3Z2Zi4Ae3t76na7JvVATvP48WN9+OGHOjs70/LysgXpg8FAuVxOr776qj766CPLKsB8rq6u2n6Uy+WUyWS0v7+vhYUFBYNBffDBB4rH49rc3FQgENDCwoL5VpMaBlwDWnAMoIh2f39ft27dMs0oTGOhUNDOzo6KxaIVrsEoosUnNY8rE2w7cgfuP1maRqNhEgT2XNjjg4MD01mTSQI4AB6CwaElKZrs8ZQ3IFvSCBADSLJfk0FCbkHGjboHSVa0xl6PLSFz8+LiYqRosd/vGyCiw2M4HNaTJ08saMnlciaRW1tb01tvvaV8Pq+FhQWtr6+rWq0ql8tpbW1NT548sazTtWvXrB31eGDJ/bm4uNDa2prtK8fHx6pWq1paWlK9XlcsFjMJR6FQULlcNomDZ4Mp3kTjHQgEjFgKBoNKpVI6Pz9XOp0eKZI+Oxu2uadZTqvVUj6ftzVyenqqTCajTqdjex57JXpkzpC9vT0LCHHC4QzmegiavfxrcnLSgsGnT58agxyNRrW0tKStrS27hzMzM2ZvOzc3p2q1qtXVVbufgNnT01OrRbh//77q9brW19f1yiuvmNc0RFo0GjUJFow4gJsAjP2qUqnYOemLY+ltALvv5TXIIb0u/dPGCyD9NRmRSOQ/7dIBiPs8RyQSseraZDJpC7Xb7Y50MpKu3D2SyaR5XPrrpMUx3q0/q2N2dta6EAISSTkCOAAzMM+emfb3zKf4OTwBRGws/OdtyLyn96cNz6ZwaMF6Aw5Ju+EV6oEThzT/zndDBwsomJ2dVafTGQFnvA4mFvYN6yU0keOp0pmZGWPCBoOBFeRQ0MK9RFOOuwBBgWf++N6kyGFFz87ORvy7n6d1HpddjQPg5wFq0rwXFxdWMOPZW17zkw4CDwbMGjpQ/o20r9dAc38JzDjQKBzzDCnypPGMBoeZdKXrp0iIA3owGCibzWowGFjTG7SwtJ8PBoPa3Nw02c8v//IvG8OL3RgWd2hLYZy3t7e1vLxsHsGxWMws7fb39/XSSy+p1WqpWCxqbW1Nx8fHtg+x/2CdF41GNTk5aQVwT58+NV0r4IB5u7m5qXw+r729PUtlr62tmZQJYNhqtawpDnIjOmQCKLmHpPcBXaT8yU4xb05OTkbca3B4gPH03T8B5Vw7IJBnhuQE/TPFq0dHR/YsqcOYm5tTu91WJBKx4Ij9AzkHgevk5KRZnxFQIQ+AVAiFQsZqSrJr89cNoO/1evqVX/kVk9nMzs4ql8sZCF5YWNDc3Jzm5+fN+g1ZDO9PVq3RaCgcDmt7e9uuJ5fLWUAyPz+varWqg4MD5XI5czA5ODgwLa+XnsCM0nrcM6DNZtPuCfc3GAwqFotZx9h+v69cLmdF9+N2p+ijIU8o+uRZ53I5W7Pz8/OWAWXvRT9NRsJ7/SOlSKVS6nQ6evTokdX2TExMmCMQxb4EmGRdGo2GZUVmZ2dVqVQs+Mjn84pGo1YU3Ol0rBCYbFw0GjXJDV7m/X7fCDusS8mgkdVALomzB/OQwkvuDcHhZ91fXwDpL3DwIDmsfprjJ0lDjA9fGf1FDTaTVCr1XPYOmQEMWSAQsC5d2GVRgfuzOki7+kr4TqdjgNmnZrE7kmSpNxhTPJB9OpVBOhzw4wvE/DNnw3geI83z4fXMNS8N4OcwDBj5ezDoWVg2d38Ng8Gwo16tVjNmWrpyHiGI4Pq5N2yGvAe6WDZR7hdsLvo67AQ5NLzWF3BJihMWB9DCgREOh9VsNkeKZ3zKlvHj1uf4vfbpXoD+wcHBjwQJXmv5SWP8OshawN6T+hx/H37PF7vBLvMMAHgwORzkXuYB6AfY8Jxo803qnRqBQCBgh2E6nTYwTvFtvV63FtHn5+f6uZ/7OQNAvV5PsVhMwWBQ5XLZgAqFbti8SbKObfPz81pYWLAq/uXlZUWjUf3Lv/yLVlZW9M4776hWq5m1YqlU0scff6y1tTVzBABMAlIzmYzOzs5MKpBMJpXP51Wv1xWNRnVwcKB8Pq9yuazz83Nzm7hx44YFTKTfAbcUleKf7G3LWDd850AgYMVk3AOKtWG48Vb39QV+Lfm57zW1vB62EUtLAF4kEjEnICQddBmEeeY6KNi7vLy0Lo/SleUbDKyXRJGCTyaTVnxWLBat1fvFxYU++ugjBYNBLS8vKxwO691331UikdD09LQVQktDf+8bN24YaKvX68rn82q327YvDQYD7e7umswB/X6tVhuxAkTzHQwGVSgU9OTJE83MzCiVStmeDCHAemEO4wgEGUC2a2JiQs+ePRsBsf1+X48ePVI0GrXsmV9TsP9o+3HeOD8/V6vVsowehare9QhtvV/7ZJHIeLRaLVuPED6JRELFYlGh0LBtN3tnIpHQkydPTMOPh/qzZ890eHhodnpkE5eXl81hhz0euRcZFuYnoBv3GOweccF59uyZ7dv+nKIJGcEZGTXuIVa86XTaMiyfZbwA0l/Q4CDiz6/SwGbtixxM5vED/Hn3BhYuHo+P+PXeuXPni7rcn/qgIMq3j2UTZQBA2HTR3/rKbu87CjPD/wNied14a2BJJgPxQQkbJ2B0nCXlNWhdxwcH87iG2jOzaA49OMdNwNui+flxcXFhOjv0rNevXzdZAsEGIJy2yoAI0tlsrPhXE5h5FxTYZa4bMO+LpFZXV3V4eKhUKmUWYrz3+Pik9eWL/vxz50+ewzizPy6R+aQx/nxgmPkOk5OTisViI3Zzn3T9/B7glmfH8ybYYX4RwDD8XIAt9W3YZ2dntb29baAX4J1MJo1BIoCkaKjdbuvXf/3XdXx8rH/+53827S3tuhuNhhYWFtRoNIw963Q6arfbSqVSFpzNzMxob2/PUvGpVErlclkrKyvK5/MGhmiHjG6TgAKPXALi8/NzFQoFffDBB8a64rqDxtvXQmCrKMlAOwwhzDgWkUg6ANrcEwp5ua/Me3Sh6F8BwgQ643pZvw8hrZGuWnHz/swXwDLymJmZmZG22WTcnj17Zqw5BV9orCORiFlfstYIECAavL3Z0dGRNeXxwH1/f9/YUDKeuVxOsVhMuVxOP/jBD1QoFIyoODw81Pb2tg4PD5XP50dsM1l/sL4EYezBsM0QCLOzs8rn89rZ2bFC2WKxqFKpZAGMJAuKCfhZGwBU3otnXa/XTY5CExvcUJCTofVmPw+Hw9YNVLpqxIWFbCQSUSQSMXkh4B6LvEAgoGw2q1KpZGAdGeD5+bmazaadSfxHVq7Vahl5Mzk5qenpaSsepWjx2rVrisfj2tnZ0YMHD6y2gT252Wxah9HDw0PbXweDgRUO7+zsWKfPYHBYUHl0dGT3ZmFhwRo4hcNh84pHOipJT548MQ97ilXj8bi1d/+s4wWQ/gKGT6Whh/2qsKmkq/8r+ur/6qCpii8ce94gyj07O1MymdRv/MZvfIFX+dMdRMZTU1N2QIVCoR+JggFSMEKAF+9LKl0BJOnK1gwnDjxF2bSxGePA4mdeTiGN+gTz3uP2ddJVESPgGFbas+y8zrOpbLQcSl7zDhDzWkWcC5B/9Pt9s2fCggmNbjAYNJYZNoN7TcoULe/FxYUVucFQwLQBBglq0PD3ej01Gg0lk0m122298847puF7XnAx/m+enfcadh+4AG4IFGC8eDZew8n9HR/PA/DIcXi+rD8CB4KBcXBPij8QCBiwYA7CWvI7BIhIdrzUhgMXNun8/FzFYlHValWFQsG84f/mb/7GGqTE43ELprG929/f1+XlpT744AOT5/A51BoUCgV973vfGylMikQi+va3v21ggGzDxsaG6vW6SqWSdUgEmLTbbTUaDUWjUWvOMj09bRkk3D/QplYqFdPT7u7u2nMjeAyHw1a0xjpEy3p8fGz6zVAoZGCYz+He+5bSvC/ab4IvfI/39/cN8LLfAKoBdmQJCRghO9BE46Pd7/dNasJ3ymaz9rypO/AB0/z8vNbW1syBYn5+3rI6rEXmCsEXzxxCgIwH8g1YcNbMxMSEbt26ZVZvFDAuLS2pVCrp0aNHymQy5jOezWb1+PFj1et16yBLQafXg6P153vjMAHjv7u7a7aE1Fvk83kLggqFgtWrBINB5fN5HRwcqFAoWLDhCyFZZ3TrpRMkcxvAfXZ2pmq1qrOzM62vr5tF6tHRkTmKAJAvLi60vr5ue97e3p65gnAP2WuYC4FAQMVi0b4nunyCZdyYeH0+nzewSuagUChocXFR165dsyLVTCZj1oH9/tAn2hcRh0Ihra6uqlarKZ1O6/z83PZnvnu9XjcC4+DgQLOzs1a7wByk0yhrd3d3d6TWiOeExK/Vatk1wHp/1kz/CyD9OQ9SqBcXFyZLIL083rHpyxiwFV+GAwZAbHJy0g6DT7on5+fn1pI0m83qt37rt77IS/1cBpsWjLtnk8df54EXAMozllQre5Yf4OVTZfwuIJvDjtQlRRvPY0p5vQdsgF9YUtjdXq9nRXgwlRzsDK6T92Pz9rITgKZnr5GEwEJJMisjD+j93wHxvu019y6RSBgg57Okq1QpoJLvzneUpLfeekvdblfLy8uSnp9R+XHPnmfB4TT+/AkuPdAmFcnBB5D4NADvnymBybj7Bs+DuUIRjiTTu5IF4T+yE7DU4xkFH7DAahG4kSnBzgvnlu9///taX19XNpu150ZaF+YS0HdwcKCZmRltbW2ZbpcWwWdnZ1pYWNDKyop2dnbUbDYVi8VUKpUMsEhDl5lyuWyd10hhez01QQcACLu7/f19TU1NqVgsWtp89T98pUulkvr9vhqNhs7OzrSysqK5uTkdHR0pl8vp5OTErpXgF8AIs01tCAV9rM/Ly0vTzxLUACgJUHCUgW0maCbAlGSsMJ/n9bRkBdhHyJyNz/W9vT0LJKmVYN3gNAFjDTimuI7rRRZA4fn5+bBhFC4OrBVJVlgGKYB8BuaaQrFAIKCdnR0LXKanp7WysmIFjHgvM59oOe/3OBjiUqmkTCajyclJ7ezsWNFoPp/X3bt31Ww2jW3FOg7ZJC4cBFHn5+cql8umsYY1HQwG6nQ6SiQSVqcBY4z8YGFhQZ1OR7FYzLzJseEjuKnVavZMM5mMdfckEPWZzsPDQwOoMMmw196TG19qH9DDzgcCAT18+FCHh4eKxWIW4BF406Yb95hMJmP2j61WSycnJ1a0eXp6qv39fS0tLZlUq1qtKhgMamNjwyROiURChULB5EHMXeQidGikxXwsFrP7wHMg+9But40NPz09VSKR+Imy9C+A9Oc8/OHNQehTol8FZvrLkpp4OzTG85w42IxbrZYODg70O7/zO1/YNX6eA2CBRhdwNg5exwEQANCDTtgjmAqAiyTbOGEO/YFJJoCiL5gG3zaa9/JsBfPY6yv5E7a4UqkonU5bGhhdNAcsAM3LRQB03tqN7wx7AvNMg5lQKKTHjx+PGOmj8yRIofkMn8cBAWPjD04yBQQmXAOvp6ArHA7r/v37I+2pPfP4aYNn6/Xdn1SEyM/5PpLs/n8Sa8K88XNFkskGaA7igyz/Hbgunh3BGv/vswvcG59R4oD1A515IBCwIrter6e3335bb7zxhv793/9d2WxWv/3bv61KpaJUKqX5+XmTBMDcpdNpS9PSOAVmCzaOJiiRSERPnz7VxcWw+UY+n7d07sHBgSKRiD766CM1m01jHsvlsqWNpaGeNpvNGmNM0w3mOkwgBzDffWpqSrFYTCsrK2o2m0amEKAEAgFz66C4EO/zubk5C4xpSFGv180rW7rq0HZ4eGgFY2RtKASdnZ1VIpEw+QQsNUWSkkw2wXwhvc+5hYadYqxEIqFEIqG9vb2RrBVBPSAddrDb7RqQJyNBsSZBOCAO1vvZs2d2HjAXYdW9TRw+xKT/cagAQElDD3maleBFjWvGP//zPyscDttcKxaLGgwGppWm+JHmPxMTE1pbW7P722g0dHBwoImJCevGR5DHOuW+Ago3NjY0PT1tcgZpeB7QOZB/A5AjNzg/P7e226zxSCSiZrOpiYmJkaAY6VC73bbC9v39fcuqkVmj6JC9vdfr2RqlAJjW7rSvp74C7bu3aZSGGVfmFHp+9o5EImEdO9fW1mxebm9v2zORpA8//ND2/uXlZWPpB4OBfumXfkkPHjwwuQdZRyQosP/dbleXl5eWOZRkzwatPn9HSsV5yhn4WUboj/7ojz7TC78u40/+5E/+6Pd///e/kM+CfUYL663cYGMCgYAdCF/GIIL9z3jS/rTG81iz8QKscDisDz74QCsrKyoUCl/4NX4e48/+7M8MwLAJehA7Dko8E839AVTjJEFkzsEG8+jt9DjEAXLhcNjAwWAwsA0SgCVdMaj+d7gu2F//c+lKvsKhAKvBdXOdPjNRqVRsM4bt8ICeTY7rhPGJx+PWqdAz0OPyDMC614EDHAAh+JJyuJAqB0ygUXz48KExj+P36bMOvhuZIeQO/IxDwtsWAjZwTeF+Exg9D8w+TwLCvKCQCGcBL8UAHBNMjYNjrom0Nnsa8iIvD/KNLgqFghqNhnK5nAKBgF5++WU1Gg1tb29bmh2wUKvVlEwmja1DnlMul/X6668bQ0Y7aGQXyIsqlYrpS2m4gqfy7OysTk9Ptb6+bhpqpAwUDwIEb926pQ8//NAAKwwggA2XF+YTYKNUKllhoiQDaDDcHjx7Vp57dnx8rFgsNtKECEYNIIB9HKQDgQ/zC+tE5rBnwMlK0UDFB0o+2CZoJwj1zJ33bWfk83nVajXzeSbrJsnszDj32POY17yWphzxeNzOTth2gmOKzSie40/kNThXEOgcHh4aaL13755lhGCu2RPI5HkXFeaIt0qj8yLynouLCxWLxREwTaZkaWnJ9jj2ja2tLd26dcuCYtZ0qVRSOp22wJ/aD4KJQCCgf/zHf9Tl5aV16qNdvCSbQ5OTk6ZbhqXlfXxGEVzi5UHI2Vh78Xhc8/PzJqdgj/BzNRQKWYdH5jqSqm63a8V82EKSacpkMga6kXMwp2mmwjUxN2OxmPb29lQoFFStVjU/P29dcZHs0R2TANLbtRYKBWv0wvxHssW//+Ef/uH/92n7+AtG+nMeTEqYQBYff/q0/Zcx2Mi/KgNQNp7iBhC99tprX9KV/fQHUTypejY32CA2jefJOTxDzEFJGpjB/2PcD6MrXWn/YHZogsEBxibJ7/k5igTBH5xeHwuYaLfbVhgKU0OTBH4HoM3mD4PBNQL8OfhJM3svZRh9X5DHdYbDYUtbwnwBYMgQhUIha8gSj8cVCoWMYUITCGBEq9hoNFQul+37/jh5xfjwwQav57DkOwKqvJzDFwr6n8Pmcf94T9jz8VS8l2sAoGHBABGeYfSZCNLzvrCS6+AAHF/DAIOTkxNdv35dqVRKjx490vz8vEqlkv7lX/5FP/jBD3R5ealbt25pa2vLrLtisZg5o7RaLUlSOp1WNBrV7OysNjc3tbm5qampKc3OzmpnZ0fxePxHuvbhtoLOF4/lfD6vqakp/fCHP9Tl5aVeeuklXVxcWAc3/JyLxaLef/99K3iG0QyHw9rd3TVHDoLRyclJ1et1PXnyRIuLi+p0OhagIQ9A8wxLnEgktL29bfeNoi4CAOQS3FMCAtYSgBAJxtTUlLLZrO0VgGI/R3HU4JkB/r0HNwwmezAAcG5ubqTpBwAFwojiN1oxDwYD60THOiDwgtknYBsMhi3Pg8GgVlZWDPj4NYQkkEwFXW559rFYzLS1Xj7R7/dVrVYNMKHJ516trq4a+y/JLBlh0nkPnB8AxRRtYpdHJ1pqAOLxuOmrKeo7OzvT9evX1Wq1zCEll8uZ5rharRoAhHWlg+LFxYW+853v6OWXX7ZOgHNzc1a0XSwWJV05UUgyiRGAu9frWTEsQD+dThuJwR5xdHRkATHWg7C+ZHF8pp05zZ7b6XRMUtHvDxte0fsCKU+tVtPh4aHpz8m+IbvxpAISnt3dXcXjcR0fH9t9azab2tvbs/meTqd1eTnsqNhqtay5W6fT0fb2tgKBK/tT9kEsHj8rKfICSH+OgwMImyeieNJlFBp82RKPzyqo/7wGDAcD3dL4+DIDjs9jRCIRi7Q90+L9lf3wixrgAiiCfeJnpO58USLFMjCQsDdYDLJBzc/Pm2WR/2yvVfZpX0kjBzSHNqCPdK7/3nzPaDRq1w6ThLTC62s9gJBkTWsAApKs4xYOCegyAflkX3D3gHGiuAhdJtpJNKaAtsFgYOnVxcVF+26MH7eOxln18QDaSwH4d6wLYVwJALjfaF35TryP14WHw2GrYkeGMz6XACncW37GNfE+gUDAPJ4B/gQzPH8KiLxtGUFAIpHQv/7rv+rBgwdWgJdMJnXz5k3TqLfbbR0eHhqLdHBwYJ6xBJBPnjwxT9+JiQltb2/r29/+tkKhkNbX11Wr1SyFnkgklM1mrYlLIDC010ulUspkMqpWq2q328pms5KG6WTuLRr8fD5vBWoAKdLl3JPZ2Vmr8+CzU6mUUqmUotGoCoWCgsFhExbS+fV6XcvLy+a+gN8uZ4V36GGdXV5eGosXiUQM5PI7MHXM8YODAztfGo2GMbnsCTxfisZYg76bXiAQMNtWX+vTbrcNgDEHkVGha56YmLCW0KVSyez9+FwsFJG9EDAHAgGTrcCWEnDHYjHLQDUaDfX7fWPsOVdJ53N9BDgw4CsrK5qfn9fHH39sunVaXaPnBajznlwza5Ni1X/6p39StVo19vvZs2dKJpOWWfABBwXQZAj6/b62t7dH5BHvvvuuVlZWNDMzY9I45pQkayyFK0m5XLazIBgc2tsh9wBU1+t125eRrFF8B3tMx0tJll0aDAaKxWIWSBMcka3BZpFsFs8fspC9A5kS3wXnlePjYz19+lT9/rAzbCaTMXvIhw8fajAYaGlpyTT7MMfxeFxLS0uamprS9evXbY/lXMFZh/2J32We8tlos5mLyB4vLi7srPws4wWQ/hwHERGsNJOLhhU+hcKD/WkNGG80Vp80YEm+zPE80Dg+OCi+TgMAgzUQAMTLH9j8AS9sFkg5pCvgCgsIAwjbi9k/3s4cZDALeHKTRkMPSMqNg9I7hnjpCSCcTQcgS3dKivMODg5ULpdtTs7NzdkGT2EK188gRQ276kEzBxEaVRpdcE2AAdYhIBVwiWaOz4Et4zOlqzUM0EAnCIj02YJPmp8+kwAw4t/9nzx/r4XnAPMadNh4ro3DGfDEgQpYarVado/4rgAMCtZg3fk9z8JLV6l35oL3EOYz+Tn3nEALHWYwGNTNmze1sbGhe/fu6V//9V919+5dk2L0ej3F43Hdvn1ba2tr+uEPf6hGo6HFxUVzuHj69KlefvllY4xhvv7v//2/unfvngEogpyDgwMLsLBSg1Xd3NxUtVo15m51ddXS8hRFBQIBNRoNK8qExQwEAsaC8VpYNlLY+NgeHx/b/aYrW71e19ramiqViq0xsh8Elx4Yk54Ph4eNXvx+QOAZDg8tvmAbsQvEk7pQKNjc9p7fsKi4S3k7Q/YQWG0yZmR5cFLiHsOeM7e8FSZOHV5OSLaA/Y/5BlPK/sh+iYSn3W6bpI2go91um2NQOBzWw4cPzZKuWq2qUqkoFArZc0GqUavVrJkOsgQcMA4PD7W0tKR8Pq9Go2F+yRMTEzZffu3Xfk2VSsU6Lq6srGhvb097e3sWeACCOe8XFxetyG5xcdFAaCwW0507d/SDH/zAMhx4JqdSKQvYPEtOcxQyZLC8l5eXevXVV627IPOFJmC0ZCfbQJMzZG48a9/5luYyuHIsLCyYJpnAhz2NjAhMMsFOq9WybEomk9Gbb75p+y8gH4KJzyfwXVpaskwn5NPu7u4IocA8gZTB7WlyclIrKyuq1WrmyJPNZq3b5t7envmnkyFiv/u08QJIf86Dw5DImv8nMmfDhKX7abCunj3odrsGGJ7nCPGzMvr9vq5du/ZlX8ZPdZAqRb9FIEVxKuwWBSIwcIBW2AMOJoAa8g669ayEAAAgAElEQVRfLFav143FoGCIDZSuWBxiABukF15KQOoWcAhrjCwFQAl72u/3rXkBIB7LLbSKgGQ+k8Oew9jr+Lg3pGthO2Cwl5aWjNHy9wHpCvccAMl7sYEDWnxHxLOzM0t3DgYDa4qBLpPhWWa/jgErz/uZdKVZxmYL5tW/r9efcx0UZVHhT4tvmCrYGEn23RgAX+6FdzgZdw8Zl3twLTDmPj0P4CeVjMYyn89bkFir1dTtdnXnzh3dv39ftVpNjx8/1h/8wR+MBIKLi4vq9Xp65513dOfOHXPOACgeHx/r0aNH+t3f/V1tbGzo7bffHtH/093N68YBP+12W0tLSwZ0FhYWzMIQBpeW8NevXzd3jGw2q1wup263q2g0qvv37+v8/FyvvPKKjo6OtLOzo16vZxpQdK24BXhtcb1etyyINCQLaLxBwSRgLhQatliuVComB0FTSxAdDoe1v79vnsG+wJbn6GscCKJTqZStWQJ3mEQCKyzsWP9kfpAcsA58oyhJI+ubecuc4IxCEjQuVSKwZq+j0Q0AC3YVQkoayn4AyYVCQVtbW9rZ2dHCwoLS6bT29/fV6/W0tramVqtldRUMvu/Z2ZnOzs6USqW0t7enRqNhnS8Z9+/fV6fT0d27d3Xz5k1tbm7anOF737lzx4IrCgbZh1KplOn4Caaq1aoymYwWFha0vb1tkgY8pSnAffD/2HvT2LjT69zzqYVksUjWvpAs7hLFltRtt7vVi91ueI1tJMYAvonhi8DGDTCDySC5kwECDBJkbnDnwwwuZvkwH+ZeTCYJghgDBIbhi8liOPbYHcPu9Cp3t1pSS2qKO1lkVbGKtbCKS23zgf4dvsVu24pj2Y6tPyComypW/ev9v8tznvOc59y5o4mJCfX19SmfzxuGAOjD8F+9elXdbtf0xp1Ox9h89sz9/X01Gg3Nz8+bFzfZTIJH2Gg614ZCIQsqwRlulsvr9VpwSTYKcM6zZd4uLy+brzuSJ3T16+vr2tvbM2YdZptW7nTMpMHL+Pi4EVEEHOx1zPfh4WHNz89bNiQYDGp3d1dTU1MKBALq7+/X7OysCoVCz575w64HQPo+X8lk0g5vgAGLtNFo2MKiWIV02T/nGhgY6NGMug4F9+O6364fHPikon5RLnR26M9I1QKI3eYV0slzBOQybyjogz1iA0f7yu9HIhHr0EYhDbIPqpUl9WwcaAHR5gJM0dzCBLnOFvxesViUdPLsxsbGFIlE9Oyzz9phmEgkFAqFjPnm+wHG+RzaVHP4w5QCCAB4SAmw0ALsuWMHmATMuD/jQCBzRKtjZCkcTIDvvr4+S19znT1I+P5ntdNndXeufILv4xbv8VwAxfxNqhLGmQP5rJsKUimAFM8TyQeHpOsigxSI7+BKNmCeuW++I0Cs3W5bCtjj8SiZTJrbQS6XswOtWq3q5s2bmpmZ0cMPP6y//Mu/tGfL52Lxlc/n9eUvf9kKx2Byg8GgXn75Zf3d3/2dPvOZz/TsRYCUmZkZC5iq1artr4FAQJlMRh6PxxgqOrvhYRwKhbSxsaGdnR2Fw2FbAzT7oR05ThAABuQf8XhcR0dH2tzctNbUFDiyZtE0UzB4dHSk/f19s2kLh8PWFCOdTtv6A7Qh++E7uSDV1bnX6/We7AnBEIVonU7HAjE3+8NacpnmkZER+w6sNwrokS5IMks1/JCROiA9Yx4CLF1pE9JHCAQY3L6+PgsYYGTxBS6Xy4rFYiYFGB4eVjqdtrFAT08QsrCwoOPjY/n9fhUKBZMJSDI2lDXj1ovAsiaTSX3lK1+x4rhWq6WxsTErert165ax8dvb22Y/x57Js280GuYPvrm5qVKppFAopM3NTUlSNpvV3t6eFhYW9Prrr+vSpUtaW1uzVtuhUMgySABE1h52fmRQ6vW6BaQ8E+aQ68styZrOkNWgaJAsOoFcf3+/WcgR4JApQQvOvhcMBk12s7u7a8AXNxCIk5GREaVSKduDO50T/2u0+LR3z2azpkF/66237PnSrKder2t0dNR0/81m0+QjBKlIATlLqtWqae7v5XoApO/zBTDhoCFFCpNG9M3EY8L/czXTRPqjo6M9TJF7sRFyuQUD/5TrXqO2f84FaPxZuov8pC+KZGBqSVfCoJGuJ7IGeLuaYrR5PF/0vC7o4lDtdDrWfY3PRl9IQcfBwYGlE119rpvi5RDudDqmQ3bZK5/PZw0zstmsjo6OtLW1peeff94YnU7npIsWANK1GyINL8m0hJLsvV03AlLFbICAQthiUtLY5gH+XeYXL18cIfg99HIEcgAYxkZSz/1Ivbpit5hKevf26y5AJnCCoeReeR/em89mzN1GBrwHDZb4LLewlHkE+0LA5TKGACYOSdhoALkrT+H+AGxuMSOMWiqVMgs02MxwOKy5uTm1Wi1dvnzZOiyS+YAdh21/9NFHNTMzo7feekt37tzRlStX9Pzzz+vKlSt65plndPXqVTuEeQY4AZDx47uPjIwYG4mOOBqNKpfL9bhv8PwoeGPuIIMAjCwtLRmgpmmL3+9XuVw2wCrJ5iXMG2wuz4lCPtg25gWBDM9oe3vbQCf2efyNrATm061HIFhkrfCHYIkMGe4UgG+kAjyflZUV27fc+gi/32/SCT4fJw7YScaJcWBs2P8kGagBmGFjxj0mk0nl83lbK9gf4hohSRsbG8ZqEsRdunTJ7PPi8bjtnxAPNKViDbiSIOYFQc/c3JwODg40Pz9vWn6cKBgz6i1gY/nO7XZbxWLR9hicJkZHRzU0NKRoNKp4PK5ms2nFcZFIxLT3Ozs7ajQa1qURp5bbt28rFospk8lYN0sCylAoZE4UaMIJDCkGdNcumbDh4WHzcSZYGhwcVCwWs4wK9QKMGTKeo6MjFYtFe948G+o7JicnFQgENDk5qXa7bc+51TqxqoQ42traUiQSsXoAnkUqlbL7ouaCvbBcLqtWqymZTOrg4MCyQKylGzduKJlMqlqt9tQBIIMBvN/L9QBI/xSusbExO+yJOkkp0t2JBwkr1OmcNCxwPaix0PlRV6vV0vj4uOmfieDOppS73a5pYyuVirLZrHU8+mnoke8VtMMg/ayLIn/Sl9uiWJL5kpJC5ZDh8MdCi00ZjSgpOhcgu/6rMBXoEdEy8h4cVqSMeT/Yf0Ch1+u1gx6WGDkG+moYKjp3TU5Omsa4VCrpE5/4hFWYu7o95gKAjf/nmQM2AGoc3Hwm9wmYlGRdMGGfyAq5kgbSyYBUtNSsWek0Pc2BG4vFtLm5qVwuZ+y0dAqK3e8EKDy79lyAizaZjZuNHqmHW4wL20wKnN9xNck0HkAryIUTic/nM3kFBxXjRgaCeUFmBKbfvc46hODowTPhQPvQhz6kUqmkra0tjY2NGUlAqvbw8FA3b97Uiy++aPUjTzzxhAFzl6Hu7+/XwsKCJicn9a1vfcuyBZVKRTMzM+Z6wTwE9B4dHaler6tardpne71eYxwPDw+Vz+c1NTVlOmPsEH0+n0qlkg4PD7W9vW1SGupQaERCwVcoFDInBkAU4CSVShlgwNKNMUd2UKlULCCORqM23nyfo6Mjex+KDWFEJVnRMEESRXOwlO6ew2cDiAmgCLL4rsiwqNdA+7q9vW2fByiniyIglDPLBWhu3QU6bwoBIZe4P8BZLBbT4OCg+RpzjzgWESBRQDozM2NAcWtrSyMjI6pUKjp37lwPiD06OlI6ndbU1JS2t7fl8XgsI0EGD+kbIA5nk1qtpnw+r9HRUatzisfjPeCcsSbIQDYBE+pmSXhmS0tLyuVy1j6dpim8Jp1OKxAIqFgsanp6uicbSTMaWrDv7u7anozjB+sAt5tkMmkSQzeDhgwjEokYIIellmSFiuyLkIDsPUNDQz1uJgQb7FU4o2xvb5sTjtfrNYlOPB5XNBq1vWpiYsKCilu3btlczufzpnmnaBlwT7Og3d1d63IZiURMZhaJRDQ8PGzZpVwup0KhYIHzvVy/WMjk5/BiIyA6Y7Hh3uFqx6RePSXACKsmN5rnvfk9Die3WAswBSuytram119/3RYBmxxepxTGkN6+35fLZP8gOQuuJj7fSceiX6SLseZAPpsyhyUGtDJfYA2ogAZ08dwBYtKpFR2glwMfbTTMGn7CHEjSqRUdbCyAj0PTZZ44TEnXoi0GnFN8uL6+bszmwMCAFhcXtbS0ZDZ9ExMTWl1dNQaZQ5774DudBd7c0/HxsdLptGZnZ5XJZAxo4LYgqSf7I8mK5qLRqAURFKeQekZTKJ0wXYlEwmQGsMUwTYBrV1vuapxduQfPBpBPmvPs93KLGdFLEsAw5rwWkMi/SyfAkfdFF8vF6/kcADISDQIqshI8A+nUwow5ys+QCVy4cEHf+973rNHEW2+9ZYWF0WhU169flyT9wR/8gc1nv9+v119/XVNTUz1zk3vY2dkxNupTn/qUrl69qmeffVarq6saHx+3zmrcJ3/IOPA92XtpdUy6moI1CA/0yTBeuCQQ0JbLZeseR3Hi/v6+ZmZmbHzRSpfLZXvParWq0dFRG99wOGyBLiQKkgUymJVKxSRZZAvYM1jXrENkFMwLdMXSKajlWQP8ALUbGxt6/PHH9Z3vfMeeLcVXSGT29/c1Nzdn8ijmMODvrKSIDIqb4WGPcwMRsixuIAjTuLu7q+HhYSvI5NxjDRD4IbE5Pj62rqNDQ0Mme4HUwrquXC73uLrs7u72FLBxf41GQxcuXLBsLvdSLpe1ubmpZrOpsbExA4yDg4MWIPFcqbHo6+tTLBbTzPe96Futlra2trS1taVgMGgZ64ODAwPDkALFYtHmisdz4ieNd3aj0VAkElE4HNbQ0JAymYzq9XpPgS4FiAcHB8rn85JOM2AEOuzp7BsE9WT/CELY+3jGZMOwFsRZ6ejoSBsbG/aeBEKbm5va29uzommkF/w+zLskC5J53pAZBO1YW77vfe9Ts9m0TpPdbtdqDPL5vO2zjCHM+czMjO01/5Ts/AMgfZ+vRqNhNjToC9kESYvDtnHAopl2izEA3jDVRLEshL29PbO4Itqs1WoqlUra3t7WysqKqtWq1tfXdePGDd29e9fSF41GQ7FYzDR82WzW3uN+jot7oRV2D25Sp7hUTE5O3td7+mlfMDgwojDOdEwjgIK5BnAD3hqNhqXC3CI/DijAGmxru93W9va2Rero81wNMuCXi/QxmklYYQ4e0u7SKSM8MDCg5eVl27hbrRO/06OjI/OGJc1LERBtj/P5vNLptNbW1jQ+Pi6v12uAH92ya0sEY4RsCi1ooVDQ7du3DThgRYV0grkPCIYhQwsOwKjVapbuY2M9PDzU3bt3dfHiRWP8vV6vjRuHEWPqFvO5aXxXV4zlElkpXuNKRVygwCHHwcHB57KLXIAffGb5vGq12tPgg7EALDPGpLIJ/BhTvqPLHvJzr9drDgA3btzQ/v6+ySxeeOEFpdNpLS0taX5+Xq1WS1/60pf05JNPqlKpaH5+3hioUqlkjBSgCqY8EAjor//6r/Xss8/qa1/7mjKZjDGwZ69Op2NgjO/rFusBpmHEX375ZWMMmVsAGYAirBZrDZs+MgaAPpqWoFVFSuXz+bS5uWlBJc+e/4f9RW9dq9UUi8UsgJNk9oywfa3WSac/CsYIgPnOfF+cR1wQNDQ0ZGRNMBjU+vq6Pv7xj5se1XXPSCaTGh4etjbZvAdzhgCd9tbSKdMMAAN0Ewz6fD5jfCko9fv95oKCjKbZbGplZUWSrKiTddFqtRSLxQyE9/X1aWVlxdjudDqtWq1mNoT4SSOtGB4etj2rVqtpaWnJirSTyaT5irM2IRMkWdvr1157TYVCwbyc2SPddQiLTgbC7/ebjjyTyejw8FCFQsEaFqHPn52dtcCELoC3b9/Wr//6rysQCFigh058cHDQ2mkTSIbDYZXLZe3s7FggSRAGzgAXQAJyzuDERKEkQJ55Gw6Hba/y+/09hdDsd+xNzJ3h4WFjkovFonUbrdfrFhAC0LFQJFuCRSXNYrifjY0N9ff36/z582Zvh5wmlUppb2/PvgPBWDAY1ObmpgKBgGXz77Um60Fnw/t4kWIgLUbqFMCB/pXNDbAjnaaySbWw8cBIV6tVe2+Y63K5rPHxcXk8Hq2trZn/6d7enur1ujY3Ny1dCfiuVquKxWJKpVKmG+OQkk7B0U/6crWfsEEUYrIIAT4uw/SLdP3pn/5pT7c3t/CwVqsZm0TlsashhWVl00LbC7ghtcv/83rkPEiM2u12T5qUQ48ND6YJGRJa9b6+Pit24v4B5H19fRobG9POzo7JN5aXl60DXCKRULPZNP0eh0ulUjGLLwr5SN3yPkgOYOBhelxnC9YUwUc4HFaxWLROY65EgdQ8Aax06mjB57vsMUxkIpEwoOVqxiVZMMjvMZdd8OsW/Ukylow9wGWD3PQiz99tdgCACYVCpn11XTsAlgTi/DsAQeptI853d1lxDj/G1tWE8/25d+ZDOBzWwsKCtre37b7Qf965c0exWMwarTz11FP6i7/4C83Pz8vr9erChQvK5/Nm7YUsxX12Ho9HExMTGh8f1/HxsbLZrKWiz14+n89AEylcsjTIG/geFFbBqjcaDfMRh2nEa509nBbNyB9CoZDJ5igAI3ilwAp5lQs8mGdulzWYXsad58mYAwTILgKmmYsEWbwH8wuLMVdbz/NkbQCaXnnlFZ07d07Ly8smXZBkewKFffl8XiMjI2Yd6N7nWSYdiRhMOAEo8451DjD2+XzWQdANAmAo2TsODg4UiUTU6XRMD+x6bvM6gqqZmRlls1k7j9xxx0kiGo2qVCrZ+fvhD3/YHCOQSqRSKSvwazab5rzC+medMQ4QEn19fSaxWF5e1sjIiMbHx9VsNs05giwZDVkISvx+vy5cuGAa9OPjY+sMiqNHX1+fZViOjo709ttvKx6Pm0uHm41kj2B9uRaiZHBYX0huwDKsE4q10WRTWAjGYS/BwhWpC3+PjIyoUCgoHo+bRIPzkKwBZ1o8HrfnjcyN/d7j8Wh8fFzSacBJYErB6sTEhGVFXFtL3EmKxaL+8A//8EFnw5/lhQaLyQfr4xZWEX3DQHMguxMbJugsa8VhRuRfLBb1yiuvaHl5WY1GQ3fv3jXmr1arGQMqnbDV5XJZhUJB165d01tvvSXp5GBMp9MqFov3vUmMW8wAoCIqZ1P4WbVO/2lcFHzgvFEsFhUIBLS3t2dtiGFmYGsAzzCBjNtZhw/plCF0mcVOp2OHDHMykUjI4/FYgEYwh8yB5+A6zMBcE2gdHh7aRk2mxZUOdTodFQoFm3OkWAkW2CjR0BaLRWOgSU0ODAyoUqm841BiLcB4ADj8/hP3kN3dXaVSKVtfh4eHdrDjt8vmzPpyXXYGBgYMFFWrVXMaYa26DHCr1VI8HjfAg3YZn1/WPq8FTLvAG/bKDa5dj23ujyCo2WzaeHLopdPpnu8DqEaz7UpxXFsqxhZmHobbZZ3dPcoFgW6QAhhEf42cY3R0VH6/X48++qhSqZQikYguXLigb33rW3r/+98vSVpbW9Pzzz+vT33qUxodHdXGxoYmJyd7mHLA78DAgG7evNkTzJ29kLWxz5BJYXwAnYlEwooiAXswYbCHkgzIuONJMJbJZEzv/NBDD9lYbG9vWyYEK0WyOlzcF4ELoMZ1Xerr67P5g6cvJAT6bFdOQdBWLpd7JEBuUZlrOcbzxtWn2Wwqn8/r6aef1quvvqrLly+bJzL3zD1Wq1VdunSpp7j5bMaDMScoRV7BmiUw5HtSHMfcZs/BB5n5D3AbGBiwzANFxLiCDAwMaGtrS4899piNYSwW040bNzQ8PKxQKGQOH6xV11kCLW08Hterr76qQqGglZUV7e/va35+XltbWz3Fk/gS04AH6STfmz15fHzc5gGNgQhIuBckgMhW8ATf29vT8vKyBeqcoZFIRFtbWxocHNTW1pYWFhbU19dn+6jH49HS0pLy+by18SYTwpzg/RljzgCeOwGQKx2iMJN5hwwFtpu9Aj02chnplMCgAJ89lO6eyOuw99ze3rYCSc7SWq2mra0tY89proNbCq482WxW586ds2JQxgBSqdPpKB6P37O84wGQvk8XE4S0B8wdcgzAs6uVxhaPzYbDE0AOm4wNUL1eVy6X0/r6urHTNL0olUpaX1+3ohnXogxmYnNz035vaWlJL774ooHnaDRqE+t+XhzQsEOwTizEf64V4M/zBfgjrRYOh81CyP3DXBgcHLQNyAWugDjmDSwyQI5sCGk0Dj6YbOaH65IAk0lqjwp60mocdrAEkozplGSpQFe37eqqO52OWUPCEtbrddP3hUIhFQoFbW1tmesCBz4BJay5W+znMiqkqJFoALJJI5PpAaxykFDcI50GE319fSaFkU4bDgAQ0KMCXN2UvyRjx1wZDIwMY0TqnbFl/LkPNyPR6XSMWeN1FP4QtEgyj2AOQphI5gvg1wXEHIBoWmHPGD/pFLC6ANbNDKBfpJkKrOxLL71kDYAIdng97bqfeuopJRIJffOb31Q2m1UkErHWxvhTA8ba7bbW1tZ6gLV78d7Mf4qpyaq4a6tSqWh3d9ecjgAn/D0+Pm7jDTByXUlYS+iDl5aWLNWdyWRMg4pDAhpZdxxdzTlBIhkbFzBjoUZwQEEgQSv6bo/HYxIJ5hYyHfYGwDjrC8AmyQLnYrGoT3/60/rGN76hcDhs7DGZDAK7jY0NkxjwnNwiQtxaAND83G0vj12aJNtveK+5uTlzJWI+APrZ77xerwXrZ8msCxcu6Pr161paWjLCJhaLKRwOa2Njw1rTt1ot07NHo1FtbW0ZYOQ5QWA0myf+z8FgUCsrK7pz544GBwc1Pj6uwcFB04D7fD6NjY0ZY4qGd3V1VefOnTM2NZFIqFqtmqyPvavdblsBJUVyfr9fq6urOjg4sMZA9Xpdf/u3f6tUKqVEIqFnn33W7CI7nY7Onz9vQRwaccaaPZ33IZAEo6DtphiToks05Gtraz1NYjwejzkiAUpdqzkkHJCBMPPUBbiyDggFMp58Bucm9WSZTEbBYNDuxev1mpOKaylKtqBSqViB5MjIiGKxmMm0WJc/6noApH/CF6J6DnQ3yqZgkM0J9olJi44SBpoojrTv0dGR5ubmNDo6qm63a6xTt9u1NDuHFP6JHBztdtsKQ9gwo9GoLVA0WW+++aa2t7dtMiEFuN/X2QnreqT+ol6xWMyeHynK6elpSTIghD5NkiKRiG0sHHjSqfYQICmdNtFAFsHcYt4RdXMwA65gbwjaABLu+8K8rKysWCtcv9+v3d1dDQ4OqlAomB4XloBDklTz5uamUqmUBZB8/tHRkenT0um0JGlzc9NS6oBGnAoAgYBhwAKsyKOPPmr6bpfNBwDDzqF/RUICKJJOm5mQUgZYAZK5n3a73ePrjddwo9Gw1Dfj4M53dL3sE64DRzKZ7JHmAGYZL4If7OzooudKxkhtwwICrBgLAhz2GQIy3gPGXDoF364OnHkoner+SQuvra3ZgS+dtGa+ffu2RkZGLDPQap04jSwvL8vn82ltbc2sxUgfDw4O6u7duxb0jY+P673vfa8ajYamp6dVKBQs+Hcv5sTk5KT29/eVSqUUj8fNO5lGI8Vi0VhI5ihgptM56eiWy+VUq9UUjUZVLpetUxt7FFnDbvfEkg5fYTf4JcUcDodNK4w0Ih6PW6MX/MoBn9h7keEBFLXbbQtSmTPuHOXZuJ083dR9s9k0RwZIG8AF5xLPdXFxUX/8x39smm/WGBf7CvIn151FkgWxSBpYJ66DB+djt9tVPB63AIJM3erqqlmBMg6QCo1GQ9lsVvl83uQnBMd4Fy8vL6tareojH/mI6e55DpOTk/L7/ZqenlYgELD6CLS1fCZZMTcw8vl8isfjunTpksbGxszHmgCdbBPkWCgUMj/tQCCg1dVVO6+DwaDGx8dtn4pGo7aGb968qVKppPHxcZXLZYVCIU1PT6uvr8+Ctmq1qrm5OfPaRr62tLTUU7vwyCOPmCac3hPMCfYpGGD2hlAoZJpqMiRc1Piwl1Bsyv6PhML9nZ2dHTtDyPwwb85mPNmnAPTUKLhuQWTYcBFxz5yJiQmTM2HvCMCPRqPWDAnG25X4/ajLc68v/EW5rly50r169ep9eW/kGFRbUzVcr9e1vLxsqTM2LelEwwarcO7cOV28eNFYkh+nfXcul1M6ndadO3e0ublpHYDYcNnA0ZK1Wi0D8a6O8eGHH9b8/Ly1VZ2YmPhJD9c7rrP61Z+Hiw3wflwf/OAHLdVERA87BpgdGhqyND+ADYDEM5PUAwil03a6Q0NDVnQinXoPU8QKWOLgBQyj/4vH4/rOd76jy5cvm4wEsAAjJZ1qJSVZEUi5XNabb76p97znPfL5fJqcnLSKde4XkM/GjS8p0qdOp2NFW5lMRtVqVdVqtSdwBFC4shbptHU6831nZ0epVMpkG7DtFD/Cdrod3CRZ56uxsTEr4iJYdvWqqVRKuVyux5GA/QCg7BYnAjo5rIeGhrS2tmbWgBTbwMAsLS1Jkj33RqOh2dlZ22tgSnk2uE9woOMMwGHpMqr8HvdKUaHr4uICEwIyxp4AwC2eBFh9+tOf1t/8zd/0gO4XX3xRn/70p63zarlcViQSUSqV6gncXd0/7LJ04pzS7XatcOr8+fPGxp7dQyigGx4eViwWswCi0WiY5G14eNjAqrv+6AjHWsT9ACAOMFhcXNTs7Kzt8VgvEsBRoEcXOhhZ7tfVosPi4n1bqVSM/SSgZC0zD3m+/D0wMKByuWyfAUPNM6DWAccK9geeKcEcYII9kIKylZUVTUxMWJGwK7up1+vm8EGhJgGO3+8396BKpdKj+8YPneAzHA5LkqXe3ZoQSTp//ryNJ44S3W5XU1NTunbtmmKxmPr6+rSwsKClpaUeqZR7Rk9NTZk8Z3d315ji+fl57e7uSpJZzSEFwzO9IDoAACAASURBVP6vXC7bsyOQ5UxvtU6as7iF+16v185k6kxcpjSTyWh3d9c0wjx/irh3dnbMgahcLmt6etpqa9AIj46Oqlwua2NjQ6Ojo4ZDLl68qLt372p/f9/qVOjYSQHm9PS0Fe8x5yKRyDtIGv6muJFnhVYaXTSvZe2Uy2Ur8gMbsf7I5EF80Bqc58F7stcjHeQcg/wIBoNWYMmeRlBC9qPdblt24Pbt2/J4PFaXs7+/b2z4zZs3Va1WfyQAeFBs+BO8XFuYRqOhiYkJtdttFQoFS0329fXps5/9rC5fvqzLly+r0Wjok5/8pKLRqLGRFFH8OBfgO5FIaG5uThcvXtS1a9eMOYC5dMEz2i3XbgzLL0laXFy01PL9vO4XYP3nXPfznr70pS/ZpkFg5fP5zIM5mUxqe3tb6XTa2nhLp96vLmiWTkE/By2OA/39/dbRiw0Nxo05GQ6H9dJLL+n4+FhPP/20rl27prGxMXk8HmUymR6nCPSbLtviFqAdHR0pHA6r2+1aw4BOp6NUKqXh4WHTPsOAcdgDhOv1ujFbMFJuhywXvEkyJpG5e3BwoIsXL2pnZ8fY9Gq1qnQ6bYEKmy/jSJpRUs9BCwBDW80YsCm7bCRNAtwmNTxTV2sMIGQcCWL4vsVi0YA3AVapVDLHAjSlvC+ZLcbE4/GoWq0qEolYYRmHrKuR5fcAlgAiAIkrBeB3YdVgPbkPDh63+JF5WSqV7L4gEWCBkF2wt9BZDS0mn+my+J1Ox5pdTE5OWuvls0y/JGNVAQLHx8emuaSrmctm8fvu96xUKjYPcdpAbkERFSlqbAUrlYoikYgVi/n9ftOC8ntni1AB9wR0zE/my9DQkDHdZ8Fuq9UySy8yK2QwCBhZOwAS1qW7Fgm0yfL09/cbo8zrarWa5ufnreMjwTj7AcAlEAiY9nRwcNCAmd/vt6CFsQY8A+hZo8wXABSez4wVrPjh4aE2NzdNShQOhy1Thvd0MBhUNpu1TA9zi++ezWZtD1hbW1M8HregGfcR7hHpGq3G4/G4zQG6SwaDQW1sbCidTpu0QJJJPdj7CPj5LBjoWq1mQWUgENDKyor5h5dKJasx6O/vtzWGpzUZE0gEAizMBQqFgubm5kz2gsyjUChYUM/3dckCMnfIPqklcKVx2AEyt123FjTU7B107SS4Q95JYML9ExxSXIvXO0EIY8tnsb4hBHBYaTZP/NbZ05rNptUjca+urj6bzeqP/uiPHhQb/rQv9GdEYolEQuVyWel0WufOndOHP/zhntd/4AMfkKT76pH8+c9/Xg899JAtLNIyyEhqtZppltrtE2/OxcVF7ezs6ODgQIVCQa+++qq1JH5w/WQuisC63a6lqDhctre3tbOzY88I5pANa3h4WOFwuOeQYiODPeM9YSDocFkoFNRqtfTGG28YONve3tZv/MZv6PHHHzdrN5cdggmHlUBSgDQA4AhogMnhYPZ6vVpaWtLu7q6mp6c1MjJih2a1WrXXcfjzu5KsqIgDq9vtGkh2QQjB4uDgoDY2Nnp0vmy06OpwZSBtyNgCGmDLeB1pXIAeh8/U1FTPAUOal0AAQOim2QHPHFj8O+8PaGM9SicyIECxK5WRZGsaJw6qzpEHETSTqnWZXfTqXBy4rjYatwC+F7ION/UJwHeDG5qKlMtlPf3004rH42o0Gup2u5qcnNTi4qIF8ejQmT+uHvvsBWssnVTjA5C5aJfc6Zx08tzY2LD1Mjg4qLGxMes8yHMZHR3tCc7IvtAUBeCeTqc1Pj6uc+fOGTDFzs7VXDPerjymUqlYMIhjCiCS8R0eHrbmRi4I9npPGmpEo1ErNkVqhKMO6xLWlPUEcAXwUFDFcwM4k7EgaIK9JivCPfl8Pi0uLqrRaOhjH/uY8vm8vQfrGhZ0aGjIagl49uhsmeuMTzAYtCCUDIvbR+Dw8NBcFpAOYTe4v7+viYkJDQ8Pm7tGKBRSLBbT4uKiaWZxW/n2t79tAQXzO5VK9RT/kn1bX183hp2McrvdVjKZVLFY1OTkpDqdjhUXku0jS8V+TAv0jY0NA/aAwmq1ahpd2oonEgnztC4UCopEItre3pbX69Xc3Jw6nY6y2aw2NjZMqjk+Pq7V1VUrVCeYPTw8tJqKUqmkZDJp43JwcKDNzU1dvHhRk5OTikaj9t3T6bQ6nY75VuO7jHSCeeTaR9KKPJVKKRgMmrQUFpl5SkbclTi61r3u2vH5TnzXKaZ0WX6eSafTMfKP4m6CQepe2BcA9KurqzZOyBnxsM5ms+/Icv6g6wEjfR8uNHBcoVBIly9f1uTk5I8l1/hJXAD5hYUFzczM6Pr16xaJS+rZ4CTZJuf3+7W1taVSqWT61Z/Vd/hZXLCP90Ny8sUvftE250ajYZu1C/LYDDhI3PbdhUJB/f39GhwcVC6X0/z8vLGZx8fHmpiY0I0bN8xRIBAI6IknntCXv/xlpVIpXbhwwcAmcgqyKQBBmGJAHfcCm8MFyAMYuP8OUAN8ukDQBQYcYG4jDOYo34fXlMtlS6VyP4ACWGkYPwpQABAwlLCJgEeYTnxtkVzhGkDhHgx3JpNRLpezIkCkFXxnwKjLBkunLKtbBAdb4zLX0inDAjCD2QXEIrPgs1nD/DtgytXEu+wjhZ6wpa4mnmdC0MTc4HWwRYyz+7242DM++MEP6tq1axb0MK6JREKBQEDr6+umC3XZyh90dTods5jjgCfggRH1eDwWfNVqNY2Pjxszy33CTAKsg8Ggtre3bV/EPow5RKHixsaGaUF5bgQufEeAJGvXZbCR1xDIuoxxOBw2OdNZpybqCiiyInsAE0ianrXKvCE7xZpBisO8dYu+XckR7828ITtEXc53vvMdXbp0yYAW4J7AHv0yQT6BHMCJQJFAVJJJvFgX6MFxsWD81tbWzCFkbGzM1rErH9ne3talS5eUzWatkx1Fo677DeuW/RQZhNfrNZkOdQgETtls1gIQCprL5bLJ8ZgLLslQKBQ0NjbWY/lWLBbNcWR3d1ezs7Nqt9va3d2Vz+fT1NSUNegJhUJmxYjdXjwet+591GIQaFLETTv3oaEha/edTqft8yKRiM21nZ0d7ezs2POk2I99AxbanV+uywljCyPM+cP8IiDlmeMkwnjAdFMfxHOCGT9bcA54l2R7AtIrLEHpPUDAR7EvjW8459wC0lQqpdXV1QeM9M/L9fPWkS8QCOizn/2sPv/5z1ukisMHhZBIAiqVim18y8vLeu2112yT+EW79vf3rSiIKl42Dw7Wn+SFrVyr1bLghE1JklmHYQXlWgOurq4awwQzil8vG8Ti4qL5ivN5X//613XlyhVLexIkJBIJe/5uRTwHNcDEPQS52FjR/wJoKObju8CyulpFCj4ajYY+97nP9WiJeQ9+Xzopwjw+Ptbs7KzZHMHYuUVxjGW9XlcymbTPxrsX4ErAQnMSis446HBHCAaDZgVVKBR6rLeq1aoV9kgyxhpWiM/mngAQrq4dFlbSO9h//ps0LPOD5z8wMNAjG4HZcYse0anC6rhe4HjoSqcyIRhJWFX+3ev1GrAiCHCBPc+ewAGQ7f6MlOr4+Liq1aqmpqas0cju7m7PHPth0iocAYrFojX7oQMaQShuC4BdGEzGxpX4BAIB5fN5a4rE70xPT2twcFA7Ozva39/X8vKyZSsIZPx+v+nV2+22ATlAL3PClb+QjSDbwfyRZM4WPt9J8xQYTWQlBH6SrGCKz3abWrlOSG4Qw/whyCNYZuxYHwCLsyl65uBnPvMZbW9v66mnnjIA7kqamNftdttcUag9QP5DQEmG4GyhH2l3zqRwOGxtnlOplIFGOqfG43EDjqOjo1ZgWK/XrSELAcmLL76oixcv9vRXQKYVj8eVzWYN6FI0i8UesiLppDapv79foVDIsh/SCbM6Oztrcw/bunq9rm9/+9sWlHW7XStkrVQqisfjxnZTbE3Qj1Z7d3fXdO/nzp2zswRQif6doIo9PZPJ2DPp6+tTNptVo9FQqVSy/XJqasrOHp4nWZ9ms2kyCeYPmAHHDwJVnin7KXOSHgL4W1OXw7gPDQ1ZJiCZTNo62N/ftxoCzi/e162rYU5wD9FoVJlMxsaGLAvPiAZD7BUUs9+rtPMBkP4lvWAgPvnJT6pYLKparWp3d9dkHixcDlJ0ordv39bNmzdto3M1s26K+F/ixebgsvSAGcbrJ3m5zR04MNAtuqlUFjTPKZPJmH6Zw42q8nA43HMwkVUgTUp7aQ4xNl8OYUk9lfLuAexegB3pFHzBsrkFVPwcwE63NsAAbgU+n09//ud/Lo/HY401CGZI9ZL2JrX62GOPaX9/33R9LiuOljMcDputXrfbtaYcvC9AOZlMqlarKRKJmMaYQ6nb7WpiYsKaMyAdIPDY39/v6b6HrSU2UO7YuUVzHGYcABxUsMUUxnU6HWOk0A8ztoBZHC4YbzdwoYBqcHBQkUjEsk8uUGeuu/po5iDPk/3AvXiujP/ZLIXLYrnuE3zG+vq6Dg8PDSQODQ0ZM+1Kcn7Q1e12zWqtUqloe3tbh4eHSqVSFkAFg8GehkP419JGur+/X5lMRnt7e8Y4EiCcO3dOhUJBo6Oj2t/ft8p+iuFIyRPEJZNJBQIBRSIRK3YDJAMsmaO1Ws0kGOyffr9fe3t79tyYmzwLCgRhjtF87u3tWSEv8xufad4f3b8k0/kCVgFk7H8EQIwx64U1RiBy584dZTIZ3blzR3fv3rW1jiQMAEcAhtSDTBFSAbI6zBMs6JB8EFQ0Gg2ztqOmAKcd5gzF1dSCoHXn+ZdKJStGu3z5sl544QVjm4eGhmw/4dx79NFHJcn8kJeXl20sKNjj2bj7IIFTqVQy8ImmPRAI6KMf/aiazaa1iSfryxhevHjRnL6GhoasmBXdPsHm5uamOp2OsbCRSMQkK7lcTsPDw9ra2lKj0TB/aq/Xq9dee00LCws2f9fX1zU6OmpBIIASK8dyudyzH6NDZp7gpsH5wh6F7zgF2C7JgLezq68vFosaHh62zrG43ZAhxG6P89p1KDrbbddtDNRqtaxAliwPJIxLavD+9Xr9R+4/XA+A9C/5lUgkNDg4aBY6169fV7VatQlUqVRsUXJQv/nmm1peXrZW4mzIHJRs1vd6UVVPl8YfdN3rpP5xL6/Xa9IVfIuxJ7ofRYdUfAMc2ZBhPrHtQX86PDxsbCDtYTudjjlsANJgZdjwAEOwXEdHR3b4cGCxcbKxENHz/25qzpUYSKeg2gVdPEeXoeZC/iGdFk56PB5jJWBQR0dHNTg4qGw2a8wJIBYNJhpEJA3YYAUCAUuNU+hTKpU0OjqqQqFg3wdgCePvemTX63VLzePfzjxxGRfYQdbH0NCQaVXR4DJWfC5ghaCJn8H4tVot02kjU8FWi1SrJNO1oldnPJEpUISGdp4x55Dj8JVOddpugMSzRY8OGAGYEAAwFmQtuA+efzabVTqdNtnC4OCglpaWrJVxPB6Xx3PSJIJiMelUJ/9uF3OQMURnPDg4qOeee04bGxuanZ3V9PS02V0RlFBwRRCJDy/2W7DJyDw2NjasEU8sFlMkEtH6+rrOnTsnn89nkqBarWYaadwAWM+Mf6vVsuKuoaEhRSIR1et1uz/moSsPkGTMbLVa1Xve8x69/PLLll1Bx3337l2NjIz02EjyHAm8ARF4BrvadvYRAC91GwRigCCeDYFJNBrVk08+aWMKC8+90+GR4I3AAqtWwDR6bnTfZOWYgwBzCAhY0OPjYwPYwWBQ6XRa/f392tjYsDVIM5RQKKSFhQVJJyz28PCwKpWKRkZGzAaNgDiRSFjjEr4L90AhXj6fl8/nM0kCrxscHLRGIsgYGo2Gdnd3zRKRdVIoFEyGsLe3Z/pcv9+vhYUFvfHGG9rZ2ZF0YiG5t7dnRbDT09Pa2dnRyMiIdnZ2DGQeHR1pfn7enCyYe5VKRfPz83rve9+rt956y1wuCDJmZmZ0eHiotbU1a0R1/vx5hUIhI9B4xrjPcH4wt9jv2Bdw5/F4TtqdU4zu8Xi0s7NjdUDUEDAmAFqCEvd82NnZsZoXrGEJ8pj/zBvGfnt7W9Fo1GRGyBlrtZpyuZz5fuOg8oCRfnDd0xWNRlWtVnX37l1Fo1HNz89LkqXd8aN2da6Li4va2NgwCQSFTuVyWYeHh5ZyuteL9B8bIwAQXSCsyf0Asz/LC5CUyWR62Lv+/n7FYjEbB8YYFqdarRobgIaRzaBWq2l6elrFYtEqj0k1Hx8fq1wu2yZLW24+K5/Pq16vq1gsvoOlPgueud7tmZA6lk47mgHeKMLpdrt2IPOaWq2mJ554wgoVO52O2aLRdIHUIVpxnDgAhnQNQ5+Jdtjn82l2dtYOH1KWrjsErBzgFH9dqv7ZfCXZ/yPDgO0DlGNPBWPFewNKmPO8HwxwuVzukbRw2FLdznygqAZdPcAZVtNNnxN48X6kw1lXrnsIl/vfgJp2u23z0NUwEyi51f0wmgCqlZUVCxy83pPGKDgBYes1NjZmXf/29/eNXf5hlysB4r0Bzc1mU7Ozs1pZWdHu7q6xlTMzMybjYl0gaSMgg8FF3oT+FFcG1gKtwW/cuGGMP8FcJpNRs9nU8PCwBTNu7QEyo83NTWPBvV6vdWtjXpA6D4VCpovGn5vAgPtJpVKqVCpKJBL2GTDUrFe3lsEtavV4PLbmGQtXeuTq4t0zgQYhy8vLunDhgjGigEQCU1dWBbgnRc/zYu4AfAGwBDZ4JyeTSVs7MKDsDwMDA3rllVeUSqWsKUm73TYL1+HhYa2srKhWq5mkLRqNqlAoaHt728aHtXrhwgWbh3hSs4e5Y8OagfGk+JD3oesk4JrMA3KQw8NDlctlc90g09But62JSjgcVi6Xs/fa29vT9va2zp8/r2azqUuXLplWH004ewOZGa/3xIKvUqlocnLS7PrGx8d1cHCgF154wQA6eu5cLmfZwLMNVgCrrtsHmQUceYaGhiwQlGRrjEAJwmNwcNCeBQy+KxEjAGO9U9jqdpylBoLAsVarGahmPrt7FxkbJH4UnFPYeS/XAyD94FI2m7VCjmAwaBqqcrls+s/19XXVajWtrKyo3W5rdXVVW1tbPZsfqUuARz6fv+dmLq4+0NVOkbK7Hxrln/UFI0TETfEdjAxjOjo6anZObGYUY6DthEUiDevaHUoy5hBdGQcn2jzeEz0ZDCfe0mcLB/nds7IPt4COz4apJA3HIU6HQTZKGHef76TF9cHBgcbGxgwQE/QlEgkLuNxWzFSHA9IBdhQJkmIFxKZSKQMFuG2wmTIWe3t7BvhIM56dm9KJzo60v5sdYO66OmdX0weLwvcZGBjQY489ZoAHRwvS0zCYrvbU1ePCYgHmuA9XC0sQTLAB6HEBFewfz8999pIsaOB33NdwiKHD93g8WlxcVDweNxkGzxsJGSAyn8/b+s9kMsbuSrIDEg34G2+8oYceesiAwPr6um7fvi2v16v3v//99mxdzfrAwIDtSQQTBFrSSYYCmQFuOIzH4OCgZWoYdwDWww8/bAGJ2+2T3+OCSeWZUSx2Vltcq9V0/vx5s4/jHre3t7WwsKBvfOMbevzxx02SMDExoTfffNPAGcAZds/V4LsZEkCzy6T6fD6b96xp1joaZoJ3nEY8Ho+SyaQKhYLy+byi0aiNKaDnLCHjFqlRl0G9CM8Kn266zFGARsfSSqVifwhWarWaisWiXnrpJWvNPjAwYMXZZEoAdalUyor1XKAPUw4gdoNz9lEcuijygw0+Pj5WJpOx+UZms1qtWh3O1NSU9vb25Pf7lUgkbM85Pj7W5OSknnvuOaVSKWPdE4mEuWMUi0XFYjEjX3Ds2djYMKDbbDYtsCMYZt0vLS3Z37j0VKtVy94QgNGBMRqN2h7TbDZtP2Qfk2T2n+w7yHaazaay2awVGJNpc+3t+vr6FAqFLAvLOUJbdmQcrmUrXvvY2fGcOd8qlYoV79OoiswRWXDORNh0N6OKxPFergdA+pf4+u53v6tf/dVfNXAQDoeVSqXk8/m0sLCgL3zhC3YgStLq6qqKxaLy+bxu3rypQqGgarWq8fFxRSIR05mi16tWqyoWi8pmsz/2PVIQ43bQ+kW58GhlE6WzFSnOUChkmz0SG9LAAF3YTkkGSAKBgDGbbhEeldIwTxSgsam41dP87ODgwHxbXfbZlXWc1cVyYLPBoq0FeMLkwFZx4D788MP69re/rYGBAe3t7anZbKpYLCoSieib3/ymHVj5fF6NRkPxeNw0bSsrK9rf39drr72m4+NjJZNJY45wtQBgwNjQ1hdLJT4PgEVREmxlOBy2AMZtWCLJmFRXPyjJfuaCbrTQAAzYz0gkIq/Xq1u3blkFP93xmAeMd61W0+7urh3s586dsyAKNhqJCWlqnvnAwIBlkQAIblERa97VP3PguS4nXMwp186N9C5MVa1W0/e+9z2Njo6a7Eg6OXz39vbMBu3cuXP62te+Zqzt6OioRkZGlMlkNDg4qHQ6rbW1NXNBevXVV82FIZPJ6Fd+5Ve0t7encrlsQSJgBpALsMSr3S2QBEi5LChBCJIiSZYNctkxxmJra8uYVhwfWF98TzILMHNu5icQCCiRSGhxcVGxWMzWRzgcVjKZ1J07d/Sbv/mbZkHn8/m0urqqJ598UrlcTqlUyuRgSJMI5mCpXfkOcxN5GRkxAj3WN4Ew+wYZnXa7bfUebj0GIN/Vo7rzER0z447UAzDEHjI4OGgMrFt8DdPYarU0NTVlThGhUEjxeFzhcFiRSESbm5sGtJgDWBESfI+NjfUEWbSNrtfrls1g7bVaLZNCYHHJd4EcGRkZMXCL7GB3d1fpdNp8i6WTOpmRkRH7vMHBQTs/H374YV2/fl31et30wuydiURC+Xze9jQykuFwWKVSyeZkpVLRzs6OMpmM2QLy7Ny6nJGREQ0PD1tAQUMfXDA4hwlEaBbFe1HDQiDh9/vNKQNybXh42Lzjya6R1WN+Qg5BrkBwlEolew8apiC/7Ha75sREDQa6ckm2fplnZH3Z7wDoBGLsX2i77+V6YH/3S3z19fVpfX1dc3NzSqfTNql/93d/19ozP/3002q1WiYnQLvEpvWJT3zCmDjpZLPHnzMcDiudTvf8+4Pr9PriF79o6U8OM9cuCyYCDTQ/p9EGcgD399lY3QppitlgCjjs3I6HHHpuAYgk29xhO8+mus6Caw4a7gWg4Ta7YKN0ddWtVku//du/reeff76nmAlmdn5+3lL1bHgUtrRaLfP+xPcXOQSWgeh7YRUZi2KxaHpcN3vS399vc7zdPvV09fl8qlQqCoVCxtrh1+0WEWL7BKCBvXT9TSXZIQLw9Pl8prUFxANAOJCQjtCulyCLjAXvS3EiBwjPxk35kxXAQUbqzTrA/kgnWQ3YQn7O+7sacO4VcNZqtewQvnv3rh566CENDg5qeXnZWClAP57nrVbLigG73a5lRXDVqNfret/73me1G81mU7lczqQWzK1kMqmtrS1NTU1ZtgPpCKl0l3F2ZTU8Q+Y1qfVaraaJiQlbezs7O5qcnFQ+n5d0wrbjv7u8vGz6ZZjf9fV1zc7OGlhgrlM0TECFvC4ajUqSdnd3tbq6qkQioWKxaPedy+X0yU9+Ut/61rf0oQ99SLlczp6vW/QHM0nw1Wq1rDkImQUCH1f2gbMJdQNILwBhsIcAYK/Xq/HxcevIR0qfNeXakuEKwvpA3+1q3gn8mY8U4kajUd2+fds0s8hvAPcej8eKLWFL+/v7tbe3p7GxMbO07Ovr03e/+1195jOfMY08JIZbsI1GFzkdnfgozHaBWl9fn+3b3DPzj2fherN3uyfe6mtraz0Wp3QBfOWVV6xvAHUesVjM3qPRaGhra0sTExM2FoFAQKVSSZcvX9ba2loPEGZ/gPxi3CgA39nZUSKR6AHM1WpVTz/9tHK5nM0rN3tAtsDdE9hXALfs24Bm6kGwqOTeyTYg3XDZbRhk5kmlUjFgTYYAjTR2p0hCyuWyuYgQ2LLnkSVFc9/f36+dnZ0H9nf38+JAYiKgN4QV+pdgEReLxTQwMGAV5rB2Z6+PfOQjikajeuaZZzQ1NaWJiQl97nOf0+///u+b3dTZCznCg+sHX4BUmCJA2J07dwz4UsHc6ZxadXFQHB4emm8rhxmHINpg2BL8a12bMlJX+GZKsp/DdGEThV7Nvd5NP8b34DPYUA8PD3vWhOtKwv1+7WtfM70bbPILL7xgc7JcLpvm78qVKxoeHrbCnC984QtWlc0BCvNLC2qY1YODA9OQopEkRYrPbiAQUDqdtjGq1Wr2fbLZrGm3SXUDmOkcRic0gk58gQHKZA6k006KAFreE+bcLZZxPaHRxAMAXYkO486hDrilMJJnCSMI4EFvCwvKnHELTmHlGQ9AH0VdLrvK36TB0RETHNHmnEIg2M0XXnjBgIpr9RYOh80ejHkDC57P5/Xkk08a2COgwpED71jGbGRkxJ4BhVr8jusbDIgia4EuGaecoaEh3bp1y+Y1tmOHh4daWFgw8ATzn0wmrVgNAIOt1+joqLGdh4eHmpubsw6JMJFoTyuViu7evatEIqHr168rHo/36L05h5DKYPE4MjJiRbt4H5M9ItPAXgPQY24Axmlu4xYYE8gODw9reXnZCsiRrhwfHxupgtsDcwp23q2bYE0S+DWbJ96+Q0NDmpycVLlc1szMjA4ODix7lsvlrHEYsiqeaTKZVCKRkMfj0a1bt+z92+225ubm9MYbb9i+UK1WTcPNXkuXU/Y9gkYsDmE5eU/mVH9/vzG2BM2FQsECNTe4m5ub061btyxgR5IyOjpqn0MhHHuMdMKqXrx4UZVKxf7f5/MpkUjo9u3bGhsbU7lcVrlctt9Bi53NZjUzM6NEIqG9vT0VCgUDyDC7fX19ikQiKhaL9owikYiRLrD3oVBI0WhU0WjUdMeAcfASQTZnF8w5jamJLgAAIABJREFU67nVallDlu3tbVv/BA38N3toKpWSJK2vr1vA0t/fb0XDfr/fLCETiYTNr8HBQRtXLA3Zq5GB3KvBged+OCF4PJ4f9Kb1brc7fOa1C5L+F0kfktQv6TVJ/77b7T73Lu8blvQ/SfpXkuKSliT9n5L+r+49fpErV650r169eq9f5V0vvAglvQMEcYDBEDJpuH7eJApM9gfXT//66Ec/agAB6YC7ScBw0AELxpJNFx0ahx4aWDYs0tRcLsiFHYIRIy0GQ0TbZe7FZc64zhYg8jcstMuQk8LmbzdgQwf3iU98Qn/yJ39iVfNbW1vWcpnvxfeA1a3VasZEUXm/vb1tOmI6npHyfeqpp/Tcc88Z4IO5prEK3xWGGEYL0MB3K5VKmp6eNqcA6QSM4SwCiCmXy/rABz6g69evy+fz2aFAkRtAx2X+AVQwtIBv2PlIJKKtrS1j9QCqaAEBsujUOaAo8AKsn31+0ukBzDw4+5zRl7qZBz7DZagJ4rjcsfP7/Wbttba2ZlpwZA2MR7lcNis8ghzS6uPj42q1WvZ7pHvX1tb0sY99TDdv3tRDDz2kt99+W7FYTKVSSV6v1+bF6uqqZmdnzQUFtmxtbU2PPPKIaVmRTcHcN5tNxWIx0yLj9oGDg8uqwphNTEyoUCioXq8rEomoVCopEokol8sZ6zc5OWk2hbFYTG+//bZGR0etAcfu7u47irtgiO/cuaPz588rlUpZtzrs/mA7+Y5okNvttm7fvq35+XkDjdyLWxswNDTUI7dAFgJwhqGnmAzGkSAylUrZfsX8hvmDYZROs1TsTzRkaTQapqkNh8NmM0lNQiwW09ramrW8dgMAAp7j42OTWPzjP/6jMpmMjo+PLZBj30gmkyaXcgvZcPSpVqs2D7rdrrLZrGmYkUeSVTw6OrLMFYy7KxUqFouamJgwDTZOEnhWr6+vK5FIGMvLf1Nk3Ol07F7HxsasiBvXEsbU7/crn8+b1OX4+FjValVvv/22Hn/8cdVqNW1sbOgjH/mIXn/9dQOTY2NjVnSO9RzAemxszNxZ8Lv2+/3GmCNHc60h3YyGK++B0ZdOm0G5WSx040jukHCw1wCUOVsgStjfORvcjBmkB1lSmr4gcaGLZH9/v1544QXVarUf6XJwPxnp70r6wpk//6X7Ao/Hc07SC5LeL+l/lfTfSxqW9HWPx/PxM6/tl/T/SfpvJH1J0n8r6Y6k/yTp39/H72EX4MD1BHWZN4olYAZdxwL0WVTh/7xc/1QQTcr0x7k4CIjY7/f1816gCHvl9XotBQhbivQA2QMpWBgjmEeAnutl624qkszPmCYcvC9BHUwtaa6zMhBJli5DK8i8djcoSTbPJZleDVsxt/o6m80au0fl+Z/92Z8ZG7G3t2fA1v1utAwmpc9hTBCwt7en0dFRYyZSqZTK5bId4teuXbMxxyeWZiqsSxiUWq2mhx9+WENDQzo4ODB3E9LXdFeERQfscqi1221NTk7qxRdflN/v1/r6um3qNHOhhfbQ0JBZ+YXDYe3t7ZmDBCwS82VjY8OcETiUpJOCR1gbgDLPg73JtULjXgiwpNNmHAQS7loHOMOKM4cB+LyfG3C5hZY8/3a7rcXFRe3s7OiJJ56w+grkAh6PR5OTkxobG1MgENDNmzetdTRFeTC+BKA8n3A4bO3jacAxMjJi+tSRkRF1u11LJQ8NDSkcDhvzPT09bcAyGAxacMJ9ezwerays2NoZHR01cEPKGgBNh7m3337bnCZ4vj6fT9PT05YtYY2wB6TTaSWTSeXzeV29elUf+9jHevZezp5AIGABAeALZwbpJAgaHh5WuVw2bSgp7vn5eZszMHjSSfE5gMbrPXVTIksFm06twMjIiM19nE4ooINFJRB2i8wIhCQZY8n6gpGtVCrG9E5OTlpw5vf7FY/H9c1vflOSNDc3Z10sb9y4oVAopJ2dHQ0MDCiXy1m2odlsanp62vYnv//E0WJnZ8fkYRQ9SzKpATr+cDhsmYhMJmMWg9RrMAZ07cQHnAxhMpk0AMkcHhkZMaIknU5bgHVwcGCsNC4b4XDY6h2QmMCGAwpzuZxlp7rdrtU9Xb9+3dxqLly4YI5NgUBAuVxOrVZL+Xzesszf+973bB4TDExOThpj7fP5tLW1ZXax1NWsra1Z1genlkqlYmQGwQ57t4uVyADgUrS3t9fT7p4xRv7m1nd4vV7DZp1Ox4IfzgKyTGSEuA8K2QmAAdF81r1c9xNIL3e73f/nzJ8vnXnNf5AUkfTJbrf7H7rd7n+S9KykrKT/6On9Fv+VpCck/X632/39brf7p91u919J+s+S/sjj8Uzfx+8iST0HBAdGvV63A4rJAJjhIGLDIyr7l3ydLS77p1xEtxRouBX59+MCBP68XoASWBgOv1KpZLIYPC3RuwJmXLcFrKXQ0hK4wTRjZeVaOLlsIqDSLbLiUINhkWQFO6RbpV6NNAAeEAk4BURRFBIMBjU+Pt6zftxiE8B3u922pgto33h/Vy8nnRY0ugVVAEJXfkBTGgJIwBmbPSCY4OXv//7vbXzQ057VEkYiEcXj8R6GH3ay2+0qnU7b+1HsVq1Wlc1mTb9+lvmZmpoyq0MXGO3v71vTGHS7MHlINxgb9igOGdhE9jF3XABxbrEozBxrlM8geABEE1TxjJlHsJ/uXOFZA5hv3rypvb09sxoEaAHqDg4OdOnSJW1vb2tyclIDAwNWpb+6uqp6va61tTVNTU31tLYfHh62Cv9yuazLly/rzp07xpTCXCEDCIfDPfpU9NBIQAj4SMcXi0V5vV6VSiVzacBRAV0m2tz+/n5j98gMUJRKh7yvf/3runz5st773vda0PoP//APOnfunDKZjL761a/aOnOJGKwi2QOkkyJT5AwDAwNm6XZwcGBFppLMyWBsbKxHZkFqnvoA5jzPxXUCQoIC6CBbRLCLHZ/rzNLtds39AXmNO4dxnSBTgYvPysqKZcvIItFNEtlQLpfThQsXtLa2pmAwqFKppMnJSV2+fNmK7cbGxhQMBq2RydjYmB577DGbt9xbvV5XLBazYIR1gvc8AZRrJUlwCyDM5/MGIiEP0OkynnhZ45JFsEeHxI2NDRs35ijOGuwph4eHVteCfImMYrVaVTqdtuK8jY0Nwyurq6tGTgQCAYVCIa2urmp1dVUXLlxQMBi07AHzJZlM2j5EUyK33oSglAwUWVUyHTj1cI4hK0MXztzh+9HgCFcOAgi3gFRST/G8JNt/pBNZIME6cjYKQo+OjizLQdbFneP3ct1XjbTH4+n3eDzDP+DfhiT9F5K+3e123+Dn3W53X9KfSbqgE+DM9ZuSGpL+9Mxb/R+S+iR97id46++43MPArWbnMHEv2AtSq/weBwmH/S/bxSE4MjLSs9h+WS+XrQPwAX5hFtlcACvRaNQKygCA9Xq9p/Kf4joqpznkAFSk+l3ARaqa6B3mGNshSZb25UK+5LK0gEK+R7vdto0LQIqkATbAXUMAKdYW88PVVAOSG42GtUxmLEhpM26S7PXoHEmTb21tWYAC6zg7O2vV581mU3Nzc5JkqXoAJMVGiURC1WrVHATcYJlOjNwHDBQNI8bHx63oKJfL2fMDtKOJ5VAmPezKZkinwijCDLtaTUkmNUES4wYdsIWucwe2ZqRY3T2LQ9AN5ABRyEF4jmfdIUKhkNnKAdIGBga0urpqjF+5XDbG/rvf/a7ZOi4vL6vRaFgxHR0+GW/AHlZjlUrFutEBjG7evGm6Y+kkUD08PNTi4qJmZ2eVzWZt3HO5nPn/4uPMH3TQyHhisZgx3a60b3h4WKFQyEA9hX7N5klHO0Dos88+q6985StaXFw0d4NHHnnEGFkCFFw0Wq2TTnjpdFr5fF7j4+Pm/kOgw97iFsyhbcdODRkIzCxzGFaY9YG2Wjq1Ku12u9ra2jJQw3pvNBqKxWKamJhQqVSyecAc8Hq9JvlgXpLJDQQC5vaA1eXExERPcdn6+roKhYJ8Pp89a2Q4SN6YE4ApNMq/8zu/o5deekkjIyO6c+eOvQaNL3OStYDm2Ov1Wk8FpF/xeLzHLQMXpv7+ftPtElwlk0ml02lVq1WNjo6adR37M2DRZWsBeM8884xJpWDai8WiLly4IK/Xax05y+WyES9IGpCPLC4uanJyUj6fT+fPnzf5w+TkpGa+76tOncbMzIwajYbVMhSLxZ7mZIVCwUAo0haP58Sas1wu97DkZD+i0ajt3zhKYX9Jlok6D8bSDchZLzxbzgbWNsQAbD+2f5A67lzGux4SB907RBS1R2QJ7uW6nxrpuqSAJJ+kgk7kGP+u2+1Wvv+a9+tE1vE/d7vdf3fm939F0jck/dtut/sfPR6PV9K+pNe63e4Hz7x2QCcA+z93u93P/qh7Gx4e7l65csUeCKwYB7V0epC5aQIOGLRpbFJMGCpM2RxgAFjQMHPozkhLuO8DiwgjxGYcDodtoqOx5CBjsqJlBUwQHfNegCpJVp1PpTW2OmiUut2usV6keHkN48D9MiFZZGig+DcOXzYL7on3I+XO4ROJRKywC42ru2gYT6yHut2u2QkFg0ErUuAzXMbbZV8BTq7mU5IVizF+LELem7FDbsB3pUgCLR/d9PA7BYzye6SO3N+t1Wo9wQX3wCFIMxGeA+4FPAsXKLnzmXlFi2MKEAHnbGJIAhhLGCxXc4iLCNo/gJbf7zemC6BJCjAYDFoKt6+vT4VCwXxJYai5uG9kE6wDDhZYX1KcbNqwr4wFDBfjy9ojA4CmtdVqmc6Tucgz29vb6ynq6es78bNlzfD6dvuksxb6ZDSZjA2ghtQsewYskAtI0QfCbLuFkKS/WTccfEh1pFP9LEG8qyME5AIy+U7IZtiLuBfS92f1z4wr68ktCOPid7h4Jq4WGoBO9T8p5nQ6rUaj0dNiGturgYEBJZNJs9Qk03dwcGCsMvOJMUGXSjBAE59ms6mdnR1zLMpms1pYWNDx8bFu3bqlJ554QltbWz2sPsW/5XJZY2NjPffI9yWLs76+bk1ZCPyCwaAmJiasuQi+8cz51157Tb/3e7+nr371q1pYWFCxWNTQ0JCCwaB15ITFA6ADRtw17Mp4aIe+vr6uVCpl8w9pxaVLl7SxsWFFdTCOvDfvw/gRXFN8xvqiToPMF+OAqwTZkGazabpyMkEDAwOamppSNpvtkabBlhOMsxbI8ND19P3vf79eeOEFkxMwptPT07p586ZGR0cNWLnaf4oLS6WSERQw425dCBkM9hya/kxMTGhpaamnCJTxKpfL+vjHP67FxUUdHx+bhRvAv7+/384usrMEZpLMGQiCgr2PWoFoNKq1tTXbSwGLnMH7+/sGiikIJJOTTCYNVN+5c6cnG8belc1m1d/fr2eeeUbr6+s9Mpzt7W2zWSQIIsAsFotKJBI2DyqVijkQ0WyFc4o9DJ05LDN7E+c2WMDFIuyNWOoR7BCwV6tVCyi4F96f+cUeybx08UWz2dTVq1d/phrpVyT9j5J+Q9K/kfScpH8r6bsOQz3+/b+33uX3+Vnm+39HJQ2+22u73e6RpKLz2ndcHo/nv/Z4PFc9Hs9V0muAX1JxsDccbG6FPSDPTX9JsgOcNPb3P8sYMgCPmzIl1UJ6C+0fBzMHoAuK8NSl4Alwx8HK4mYyuc0luLD04b663W4PwwDbBVtJK1MOCjYHUsBEl6TG2eDdQjCYMw5nom8iwXq93tNwwk2vc3DxbNy0js/nM90UNm7IBtDfnS2+4A/pfhYQz5FngGsDUS/zALaLjdhlXNFf0dqXTYn5Q/rJlSJQvU0QxZidZWCxUCNSZ44hD+BZwkTB8NG4hc3J1dHh84r7Aizx0dGRSqWSMWds+qTnAW/RaNTmBYEbjAQpZQpRAM7MBVKr+JIClvlOkizlS4oYP9xoNKpAIGBjQnDDGoCZwN4OQMqBCGgnlUwAIJ06kDAeaOuKxaKlPtEykz1w06GVSsXa57prDycDLhhG1h16U+6dDd+dA5LsgEVHiM81IFySfWcu1gBgF1DFfbs6ZmRoAGA3ZeoWTPNegCZ+j/GTeota3b2DNLGrPQSAu16yABeKAuv1usbHx00nif6TYjDmCP/GPQcCAZ07d04PPfSQSTPQqAI0pqenDVBOTEzo8PDQishu3bqlTCZjaWXmWLfb1ejoqAX+yEGCwaByuZympqZULBat2xzazWg0qkgkoueee85S3bDCjM1v/dZv6erVq3rooYesoJQ9TpK1UW61Wrp+/brS6XQPccMfgHW1WlUqlbIgGKBBgOc69sAII29w7dqYX7yOtQnARrLAHt3X16doNGrznXoJ9gb2UzTIOFkgA6jValYYOj4+bs95c3NTfX0n9mXr6+uW+r927ZpZDlKoy/yOxWKWVdje3rZ9y+v12rh6PB7zpme/cLM7nAXJZFIej8eKUSFu3ALedDptOt9r165ZMI9TCutseXnZiotdQEowj+dzq3VisTg7O2tE1P7+vjY2NpRIJGzvQU7EusSpI5lMqlgsGvCEHT8+Ptbi4qKKxaLpoicnJy3QCAaDmpmZsULZQqGgyclJ7e/vm3sKexsSCsgU1ij/xntubGzY3JNkgRZ1PMg2OMfx18b+0uv12u+QgWFdsN+7BcKdTscKmDkX2Wdo9tNut+0cYd+DBLnX674A6W63+1S32/3fu93u/9vtdr/Y7Xb/taT/QdIjkv6777+M0+XoXd7i8MxrfthreX3wB/ybut3u/93tdq90u90rLt1PwZb7AJiMTG48Dd0Nh40XIAVIkmTgkPeEhZBk2kkWsiRLt/GepMbY0Jg8TCyAE58H4ITlYdETPZPGhYFwC4j4TlgR8T58L9f/lsnJ58BWw9Ce1ccB9BlnvH8Zl76+Piu6YTHU63U7BNhUpNPDAzDGYiOSBeBy34wDgQKpe8A3hz5gio2ZyJfnTRYBlhhgIJ02HqG6XJKx0Eh7mGvdbtfSs6SgJFmQ5qZWpVMLKtJbgGQ2fXS+rg6X58oBiqwAzairi+X9XJ2fJOu4xj3DYLApUpiEjRhBQqPRULlcNjDOeHHQMkbMZQ5FUnwEXYAnmF5YL+m0GQRzhe6ZNILguXIgugVD7lqh2Ia2wa58hnRnf3+/FYoRILr6yUAgYJ29Go2GjS/aUoI/1joaTtg81jpSCNL/7BGHh4c2zswtQAwBM4cPQTfjA0DjGcOec9DH4/EeTbObtWJduUCY8QZQufpD0s0u83x2jQAkpVOfbr4DGY1MJmMHNdZVtVrNJDBDQ0N6/fXXbY5yAFKIBMO+sbFh0rHNzU11u13duXNHOzs7th9sb28bSAJYnjt3zsBdMBg0wmFiYkKvvfaaVlZWbJ8KBAJaWFhQoVDQ8fGxcrmcgel8Pq+ZmRm99dZbSqVSpn9vt9uWYbl9+7be97736eWXX9bR0ZE2NjZULBYte0PHRizqKKqloAu9bqvV0szMjAUR7BfRaNRIIjI+kAxuAw0CuP7+fq2trdl8IrvAcyb47OvrM20wgfje3p7N5Wg0aiCUouByuaxYLKbNzU2bO2RHCFbx14Y55OeBQMA6Ct69e9cCvJmZGSMuJicn7RzjnMvn8+ZykslkVK1WLePk8XisKHBqakrSCZArlUp2/2ScAKSsD5heV7rGfC+Xy7bPgBsoVMVpolqtSpLJDrxer86fP2/Zg1QqpW63a5+PdpeAJB6PmzyIotj5+Xmtr69bELm/v2+2ehT1kcHmLEQauLi4aBgDZ6RSqWStufFzL5VKJhkZHR01X/Nms2lBCeQjz4EziLEjEO90TiwI/f4TD/xO58T2jvULbmAvdnsPMGfQTzPevA8ZD8gHpDoHBwfa3Ny0M8DN3uTz+Z6CY4gV3EZwi7mX66fpI/2/STqW9Gvf/3885N4N9gfOvOaHvZbXN37Av/VcgCpXyuAW00inbg+ADze6YvKRWiA16QJCfgZbxyFGZOp+BgtTOi1gdAED9+FqUAHPAE0i4bPMEqlwScZgsRG64N9N0ZKa7nQ6BhZYLNVq1UAFrCHAiHsEiEqy/8cjlc8kKHCLA+imRIGay6K56WlAAIVjPD++P+ktQJ3rX+xaWLkaOpg3np0r+QBsuu/FMwIAAlhcWYVbVexWorvaeAKVnZ0dk9nwXWBw3NQ7LC7zQFKPvzPzkvF19dBE8pJsg4V1Pgv60NnBHkqyAxutHEEIc5cUe6PR6GFmAeqMJeNEVoNgg0MVT1jYcLfIslQq9awZ9OF8Ng4OfA+XcWWt8PwB6tyzGzS7gSWpYr4n65Dsiut8wiGKnhTWhTlDa3OKApmTSHeYS67G3U1zUpBDYMsBxRrgu/B9CVLIiMFGE3y6em7ej7VH9TrzjCDM1VAz39214kpMuLh/NxBmXaOhRzdbq9WUy+XssEYDfHR0ZABrfX3dgqypqSkVCgXbo2KxmPr6+jQyMmIFfq6d5IULF7S9vW1rmX3irbfe0ujoqNbW1myPyefzSiaTBlz39vY0ODjYU5QYCoX08ssva35+vqehze3bt23NN5tNxeNxNRoNZTIZtdsnvsWPPPKIpJMAA2lBo9HQr/3ar+mv/uqvrA00Hsm7u7vWEGR2drZn3fFcKRBkbk5NTdn+y/2zR5RKJfOqHhg46Sbq8/msux2d5NxsCey8e44AbBuNhnZ2dkz7yjzweDz2/0gyyDAeHx+/Y5+huG1ubk77+/uWOXY/r1gsand312oshoaGFIvFDAR+6EMfsvMPqcONGzfk9Z64kOBJH4/HNT4+br7B6GQBprh+DA4OWtHwzMyMBTdHR0dKp9NmyybJ5iPtqwnO+H6lUsk09oVCQZ1ORxsbGwqFQspkMmq1TrogDg0NmQ89HtB0MC2VSnr99dctu0ZhImcKRXXNZtMC8ng8ruXlZSWTSc3Ozmp9fd06E+/t7WlyctJY/4sXL1qHRrBDf39/j8cyLDBnSLVaNSC7u7trn+9Kcw4PD611N8+Zc5LxhHB061EI8Hg/V8bBeUgRI3spZyf7OnsxxAc6/Wq1atp2v9/fI1lxz+sfdv3UgHS3223qxI0j8f0f0Tf63SQZ/Awpx56kg3d77fc10nG9u0TkHRfgjqIkWAZS2LSivXTpkhKJhN7znvfokUce0ezsrJnrA3DcrjsAaw4nl9XkYGQD4aCCRSNCY9OVTlMkkmyzByj09/dbwR7sNJsFrDYbKZqgoaEh0z2TmvP5fKa5BSSTDpFkDB0HNzY6AEkKggBo7gEOs4auC/2ZdMouwn4RecJ0cNC7Fe4czIBUmEsWiFvogryB5+QGRK7Gm9Q3QQ73zu/ByMH+ApgBVaRRXas4WErpVBfPMwCM8IcNBq0hqbxqtapOp2Nt1icmJpRIJKyin0wCbA4XGleAOxeZCQIC5ot0sunDWlAkhKYREMJhx/gAmFqtljU0gY2QZIUogEGKmNgIYbJceYHr7kBqD/kAKUn0ezBkrksGrD4BLICBNQnjxqZLyo8AgeAXIMw+wQYNEOAzcAkA6LKmYbgrlYrdP4e3K2nY39+3tc7n8np3fN319v+z926xjabXueZLUtT5QFIkRepEnUp1aHd1dbnL7o4722Mn8AA5bRiBAV/kJshgMtiYQQbIvpgkc9GDmbg7DrJvZuZqgFwYOQAbiZHxDuKgk9gdozvdbrerXKdWnSSVRB0oiqREkVLpyH8u6GdpkW5n98WeYDBpAoWq0oH8/+9f31rvete71kfiCnjG8cOQY4P4IKRkTAWg+sJzIInxmkP22dDQUEuS6sEve4Mkid/huj1YZu95sE0CCtBfXV3V6OioATsqhZxiODIyou7ubo2NjVnABbQy9aCjo3kAi2cKk8mkyRrW19etd4HSuyR7Ll/84he1vr5u87MBjfj3zc1N29NUBLCZXC6nfD6v5557zmbw5nI5LS8vt0xl4Zk8ffpUvb29unXrliYmJhQKhTQ9PW1jy2q1ml599VVNT08b0EIqUCwWdXLSHPfICWxUgXzSTbUC+4cdBXgBAAcHB63BkgM6ONKahjiqEUgRkYlIMpabiTbsYz++k0ZM/DR+k2SGBBLWmxi8tbVljD/Vi1qtpr29PY2Njdn+XV5eVk9Pj7GsxWJRg4ODLTKn999/35KPvb09vfLKKwqCZrMk85j39/cNOEIE4CeR9PFzIyMjto6QSoBKDrFCJsReR/4nyaQXsNOxWMxiMM2CiUTCptEAltHp9/b26vLly+rq6mppYvZESjwe19jYmPl3JtEcHByoXq/bAS6sH4QYk4VIcuPxuJ10DEHA/bBfIpGIstmssbgjIyMGhvGpXn4J5gA3RKNR64fyGIJ4zx7gpEfeF5kdBIwkO/kXHIY9Q7xls1lFIhFtb2+bXJKYCBnR29trNv5xXv9iQDoUCnVLGpfEAeZ31ZRqvPIRP/7yj//+QJKCIGioeVDLiz8Gzv71GTXv42OdsgJjCIhBksB8z6mpKX3lK1/R8vKyKpWK7ty5o6dPn2pra0sXLlzQV77ylRbdLMGL98Vpwqz6cg8dv2wWDBx5CBuxvZyAY2RYOB2lACQyOEAigZ2SDyVMWBmkGd7BUxKVZA4ZwM0IKIAnukfKyDgZyixo5gg4XA8ac0Al61EsFk2vR/mfUTuAIgKCl3DwPMmI20v5XMvZ2Zl1o3O/bG6ug+fIs2LdfbMXTt8z7j+2TwMQgHDf/Ml7STJdGWO0YND9YSBB0DzaOJPJaGxsTGtra9rZ2dHt27ftZ9977z0LpDg3nwABNHE0JBEEVMAnTTI4Ttad2byS7DmjeeZesQlsDVaMhAqGgvF7ACoOYOE5EGhgaX21BO0cz4v3RZtPAMb58jcMO9IGGghrtZqxnYy3QhIBGJFkbMn+/r4xejD1kky+ATtNggqDji0QbGHA+R5lehIVGHPYEj4f+/UaeN4Lu8SGWV8IAgI8fRgAffYPzw5tP/tDkslysG9K5+x1X30iEQF0+T3i/ZtPEL3SAAAgAElEQVR/+cQY0O5lV8zz5VnCpj1+/Fi5XM4YUAA18qFyuWw9GEi5mD5ArwE60I6ODjtYAmDvASfERVdXlzKZjK5cuWJVFg+m8aP37t2zPoxIpDn9gOe/vr5uz+Py5cv6wQ9+oEwmozfffFOTk5MmE0MGdHh4qA8//NBkIx0dzdFhU1NTtqbeD2IPVIyk82Zy+h5ILklOAWbIKqgQARYBSzwTD2x8syj+AluE6MAGd3d37Vkh62Lv4osYQ7i7u6tvf/vbBjAbjYaNmAT8Awr5vFdeeUULCwuKxWK6cOGCRkdH9cMf/tBiYT6f1/Xr1xUOhxWPx+2QGWbI4/c5xfTg4EADAwM2ZQpy6vS0qS9GNjk0NKS+vj719/dre3vb5C5U9TiYBKIuHG5O2KARErvFf6Pj9gePkGCzZtVqVbFYTLFYTAsLCy2Vbk4GpQociUS0tbVlfmVkZMR6pUKhkDY3N5VIJGzfcShNEATK5/OmGYf4kGTXT5PmxsaGAdCdnR1j2iF0qJgODQ2pu7vbemiQzEWjUZNSMdmDijcSN/TYqAmong0ODpqfxZbxo/F4vIWAJN7iu/kbDBePx9XR0aGtrS2rnnk/9Z97/RcH0qFQaPinfOt/ldQh6T9JNubuP0n6r0Kh0Avu9/vVnBn9WM2mRV5/rqYO+r9te9//UdKppP/4ca4PxyadlycjkYgmJyeVy+X0/vvv68///M9bgh7sy5tvvqlvfOMb+tKXvmTlMII82TIOCecDC83noQEk+AMqPQCBUSYwwmg/e/bMxkfxnjx0AAsPHk00f9icSDFwxLC9gCiCAOVxMjmYXgI5AIUNxubwzXJe7kKGCVAG5ACUYSFhMJERSOdNMB4kwWwEQWB/s27SeWABRBIQYBAAAThLnhtJBM+faydoAMQBQzwjghufC8CglMSL50vDnKQWkFGv103a4JsgWDd+/saNG8rn89rd3dWlS5fs5CpO//LMupdJePDhGUOcPcEZkI/9MGfTM0h+HBzlUDSIg4OD1oBCdQHwgVzI69YkWemZEi7sHOuBTXkbxGGjoeQ+dnd3FQSBaZL39va0u7trB3GQCKD79vo8So/4CezAT+GhmoIGvLu72xINQDz6TCQolKVhZrEhD+DZxzA7BGaqHAQl1o/gj1wGIATo5V7wfbVarYUdPTk5UaVSsSqJvw7u0/d0+KSdvc1eoaTqG36k8yPOYfp5htja/v6+NjY2NDs7q2i0Od4MhnRlZcUSitHRUQ0NDen+/fuKRqMaHR1Vb2+vPvzwQ9O6TkxMKJ1O26xypkAgUzk4ONDTp081MTGhg4MDA4BoMpE1HB8f29rl83lFo1EtLy8b24+WFL9McAfMoPM/Pj7W5cuXW5p5T0+bjbg0UaKzx/9tbW2pt7dX8/PzqlQqCoLAWOxCoWBxCwBPrPC2inyIdfekCyTO9va2TeGBmIE4QWfNBAxiE4k54JwEBH8sySRM2BhVTpJR/A0kBb7i4OBAFy9eVC6X0/PPP6/d3V0D2ZAkgDR8wfj4uHK5nFZWVtTd3a21tTWTfLA/V1ZWVCqVlM1mVSwWjdAB3DJ3HDIHkuzs7MzkO1S68IGSbOLLwcGBMpmMyY1oUPayq1qtZjIbKirFYtHIr6mpKRuvxwFFS0tLOj091ejoqEZGRvTw4UOzq2KxqHQ6rYGBARsZ6Ss+HEIEsCRphAzI5XJ2v2ADfDD9PIBttPfPnj3T8PCwMpmM8vm8uru7NTk5aWsJGOW92W/9/f12b77qi71D5HCt2CyJVqlUMr/JeiJDgwjFLsEhEHlU8CGGotGorQsVejCcrypTTf24r/83GOn/ORQKvRsKhb4WCoX+u1Ao9O9DodB3JP17Sd+X9L+7n/0dSVVJb4ZCof8pFAr9OzVPRByT9D8ErenA/yXph5L+QygU+qNQKPTfhEKhb6p5XPgbQRAsf5yLY0Pj/BqNhm28Dz74oAU8f5Q+JggCffOb39SjR4/0wgsv6DOf+YzS6bSdXAVDVqvVWjSibExYEq+X5edgVQCQXifsG5ZgU2jK4aGzKdgIfX195rDagaFn3nB0BEw2AUwdejmMH+a4r6/PMllAKtdCMsF6E7y5b74P+PbJRr1eV61WM/CARoxEoFqtWubuQSyOy2ug0bKxefv6+lo06GiZ0WfBnsJSea2x3+hkzbA83j74bIAvQJLyOfIPWEYA997enuLxuC5fvmzHBePQPsoWQ6Hm+KabN2+q0Wg2jRBkkaLACFByBPRK50mY1Dq5IRKJ2OlusG4kE7BesHv8W5I5TBjaSqViJ/4hdYDJQnYEw+k1lAcHB/YsaN7DFgCJVIV45l7PzijKw8PmiYNeAlGtVu3Zsq4wMoAC7JCEgoZNkl5skuBDWZHEmOQHoF6v1y1JofHIa9s9O0zHPqA0nU7b3mOd2f+sF3/DNMFIkbywv6l44ANIHGDr0ahTGgYcUSHyWnzsGxsHVGGXXD/vg3/i6+39AqxhV1fzGOTR0VE9ffrUwM7JyYlSqZQlvoVCQXfv3lVvb69efvllS45XVlZ09+5dOw6ZEnMqlVK1WlWlUrHAnEqljN2bmJiwBAsNaH9/vxKJhE5Omo1H8Xjcrok9xr6gNE1fCVMSwuGwHj16ZMH84ODAjghHiw9JwR5Kp9Pa39+3EayhUEi5XM72MD8rtR46hT9FagXxwh5GssU+Rv4QBMFPnJ6JfMmPtPTN+fjLdi3ryUlzpGB72Z179/6G9y2Xy3bk9/b2tpLJpL75zW+qs7NTP/rRj3T9+nXNzs7ac4ep/OpXv6p8Pq+///u/19zcnEqlkubn5+29qRINDAxoenpai4uLkmQVMaqZTBchDpFckvDxvCuVivk2ZoAvLy9reHhYGxsbGh0dNQIIf9/d3W2a26WlJQOZVEI2Nja0t7enpaUlS/5WV1fNd5P4dXZ2anZ2Vrdv35Z0Pp+a2Do7O2ts6tbWlp3ayEEyEDuxWMxkg0gednZ2bCxiIpFQPB5Xf3+/zdnv6urSkydP1NHRHEG6s7Oj4eFh7e7uqrOzOTMbP88cdSZqdHU1T2XkeHXAal9fn/krRkRCeBE/sUHIAdj9/v5+VSoVS/yotHm/BjZAq44fDIfDVgFlv3i7B6/we36v/XOv/+JzpEOh0L+V9O8kfUpN7fKZmuzyf5T0H4IgOGz7+cuS3pD0eUmdako4XguC4O8/4r1jkv43NcHzsKRFNY8I/z+Dj3kjAwMDwUsvvcT7GavTftiEB3rtryAItLW1patXr6rRaI7byeVy2t3d1cOHDxUEzWYA2EmApZ+A4OUAMFU4NUk2N5VABYABXEtqkWpIsgwaJw/I4OQwNE2+PI2zp6wLkPIjArlOQBOB1ussnz17Zuy7ZzYIEoD3/f19A+AeuHhm3bP6vC9AivWH9eOeuH/AEqV3Ajafz7UBUFlHAiHv09HRYcwaDtHPueR3PVOOvMRrSvl5r7ml1A37AVMHcC2VSjat4p97NRoN031iE/V6XYeHhxobG9P4+Lju379vs4tJ8OLxuB1566sfPAdJxiQA7Lx2mOBHJQFpFC9snu9RMqYawjP2JT6AJ5M4AAHIRdDqkTgC0CgNE/QHBwdVKpUseDFSqVQqqbu728bRYRednZ0tWj0kJzA8JGHoJ9HrwcgC8pC8DAwMWOc9L+yYKgNSE28LrCGnmsG6e/vyJXvAKsEfzR92w3sgF8AmAdRHR0f2WewPehmQpqFlJimRzg89Yb2oLnEPgGsvT+Prfv+yf9jDPT09KhQKNoJOkh00gQ4fJm1/f1+PHz9Wb2+vqtWq5ubmzO6p3JAgcIQxtstoyuPjY7388sv6zne+Yww/pxTynNHLEoiPjppjRnO5nM3YTSQS2t7eNqCNn2cCSDQatSTSV9GoHkJIeLkIRxvj13i+vhGYdeV+2cd8Dn6LyR8AFB8L6HsgAYVJ5n4Ba35sHk2co6OjqlarJnlgTnGj0ZzTvbm5aQ12fX191ihKRUSSAReYa/TU5XLZqmf1el2jo6PGgjcaDV27dk3ValVf+MIX9Ed/9EeamJhQR0eHPvWpT6lcLmtzc9MY5tPTU62srOizn/2sdnZ2LElF5sV1hMNhOxodMgz9cSKRMG19uVy2o96xURKulZUVTUxM2LQIZhn39PSot7fXGtpOTk7Mbrq7m2cvZLNZra2tWdzp6+vT1taWIpGIEomEJNmhKuxzElPkGswLp9KA74EI8L1aNHru7e1Z0sDcapjkw8NDTU9Pm6x0dXXVYiCSKQ6swT9CkGxsbJi/qtVq9nskCJBEYImzszNj67EPYgOac+aag4WYuOEJOfYo1Q4vCyXx6+3tteonMZcqJokX++2DDz7Q/v7+v/wc6SAI/u8gCP7rIAjGgiDoDoKgLwiCa0EQfK0dRP/45xeCIPi3QRDEgiDoDYLg1Y8C0T/+2d0gCP77IAhGgyDoCoLgShAE/8fHBdG80GlJstIRwYEXgaft860MwAD/7e1tra+v66233rLRMNevX9fzzz/f0swH2MT5A/IAHJ4t6urqshI8TgZwjKyBwN3R0WGaUQALoA8WOJVKtTDdZOONRsOYMQyPgAEAJwDyeTAM6JLI6Chhs0EAUwRMgC/stW/G8hUC9I3tYB8my5eOYQl9ly5/cw1eNuHLnr5cjS0wz3VgYKBFP0iS4bVnklo0qnwmbJAkA0e8P5kuTDZAkGtDn/f5z3/+Y9kxpfrR0VFdu3bN2LXx8XFjO4aGhgy88uyxS/SU6LS5BhwP9sCaot9Fr0cZjHujyx/Jk9dLMh/cN/LwXCnTsY6wPtgeSZmvNLQ3iVCBobzKCCOmHXjHzb4P/bg5F4kIz1xqauwoBwIEuSYmjwCicdwEya6uLpvOwGchMaGXgGvj/QHxsOfImbzulaSXNaYHAnCOFpiZxL4Uz34ngYCxgUkHiMHA+d4LL5si+OBb8JVoTEn0PSvoKyo+WefZ4tOy2axVog4PD5VMJg3wsF7lctkaRNPptO7fv6/p6WmbM4umGBvCR3EvExMT5hcWFhZ07do186FMLTg+Pla9XteVK1espJxIJEz3ms/nzeesrKxYIzfNXI1Gs7nx9PTUgEa9XrdrZ/+gs5Vk9kNs8EwY/4YF9fuf58PLV1R8soi8wPdTkPCQ8IdCIWs+5vnTJ4CPQL5FVc4nTUhWJNmx1aenzRnIjIWlXM81UtHs6enR1atXVSgUVCqV1Nvbq0uXLtm8bsaZIaG4evWqvvvd72psbMyeMU2hv/qrv2pVBd+U1tHRPH6c00i9NGpzc9OOnu/v77cY4xvFIW38yYuzs7MqlUqq1WrKZrMqFApmJ/7I7nw+b8Adhha/0NfXZ8BzYGBAY2NjevjwoU3w2NzctAY4khwm1lCxA2NQCadhEP8NYUC/xMrKipLJpOmD/dxqqpvDw8Mmx8nn8wY4aWSEFUbiR79JPp83Npfj6WkIxmfjR7FLsAu6ap4BcYiE2vdqEDchFLBT9P+ZTMZGypJQUF0DY0E8lEolJRIJk1l5OdzHef1Ljr/7/8yrs7OzZfOFw2GbU/pRLx5cOBxWpVKxmZ4YId3md+7c0ebmpu7evatIJKJXXnml5YhfGEBvJARnr0kk6Hu2CgCAXg1DCoVCppvGyJn6wHsDUGAAaA6AVaYsDvPkNWgeEJOpE7gBRMxortVqBuT9EHa/hlKr3AIWGUkE7BFMG+CSpkl0twR1WG9Agde/e+kCQR6QwPf4GvfNzyM/wBmhjSRbJblhDSSZrosxddwD9yM12UTYEj6P58C6f/Ob3/yptsg64eSDoNmY+K1vfUtBENh8W7qpz87ONDo6ak4dvTDPwU9A8Rp2ytVk+9ghDKLXhhOseG+YZ0AhLByJAwAW5w049NIP5C+SrPGJQESpHUDipR0EPoAcgBf2nOoGiQNNwThZSS39AiTCvnmRRLP9RaLAmCieP9WHs7MzDQ4OGrMGWMEnhUKhliQb4AvTx2fzfz8GTzpPdmnUgZVi//vP9LpygCwAzleofA8HwYVEEN/hK2SUkNnz/I7vifAgEZ8AYGCWOffkJTH8XL1e16VLl3RwcKAvf/nLeuutt2zCxOPHjzU3NydJunPnjq5fv256883NTSNNqtWqJfMkvxzY4iUlXi8fiUS0srKiw8NDkxDRBMjklGKxqHA4bAAHBh9Ai5/m2QCsE4mESTh89cpLxTh0w1dOSVoAGPQMYG/RaNQkJCSr3d3nYwLxQei+Ycn9zHpkTtzHzs6O2aPXa+PLqAjSmAeopCLE75BAM/7x0aNHOjw81Isvvqje3l5tbGyYfz0+PtaVK1eMofyTP/kTffjhhwb2JOnnfu7nbJxkJBLRe++9Z/5hf3/fjl5//Pix2SCzl0k2ILaIt41Gcyb/7Oys9X6Ew2E7fGZ7e1vPP/+8Mb5IXnZ2dvTgwQPF43Gb8jE8PGyJCGuAbXq53MOHD3Xjxg0dHx9bYgLBs7a2pmq1qs3NTRWLRT1+/FhjY2Mmq6BayvUg8UEaRUIeiURsvjpSh2g0aolJR0eHVShWV1ctzlerVQ0MDGhxcVGRSMQIB3yElw7B6oN78MuA32fPnrUk8Phvki78Jr0yMP3sBT4XHEHTIgQTTDsHX+FXYaVDoeaY2VgsZjpzcIuvmH6cV+S11177WD/4/5fX66+//lo2m22RD+AE/zlxOYCUUjPsECc3kc3AAK2trWl7e1uJRML0XcVi0YwI9hIwhjEQPP3hEF775kupBD3G8mCkfN0zQ5IsMHpZAU4UrRuOiCHzfBZr4AOrlwT4RiMAmu/4hp0kswco+DI/zBVNAWTDlGvIuJGneBBCgOB+WAOeqb82z7J5yQfJA+VN9N7cJw7aAwUSIt4fxwALjIyAUq5nWUlOcGxc29TUlG7evKl0Ov0TdtjOLAIQuru79dxzzxngAJxGIhHt7u7q5OTEAAhzTZnL7AOxZwqwSdgtWEzp/Jh57BmnzX1wAIRfK2+z2ATPkMAG4zYwMGDNTgB6/4dkhcoD8gnug0oC7AeOmnUH8LGnYIxPT08taTs+Ptbu7q4lwjxrWBMv7+D79DN4Rpa/YVzY0x54wjxjm17j5xM6So+sIYCZBIeExVet2BOeDYbRhkEn6fX7nT1J1QdwQWLh5QTsbewCu2L/+HUhUeJr7Cn/uV6HzefFYjFVKhUre/MsUqmUVdWSyaSxvyMjI1pdXdXk5KQODw/18OFDXb9+3WQXAwMDKhQKpj9GxkJ5mokHAD6SnampKYVCIWvgw69QQYhGo5YEJpNJOxKZuOH1szx3Dyq8BAdbJQFi1jbf8/btfQTPCWLB2wkzmTkkhviTSqVs32LbAD8qhZ68YC+zFsRUGPy1tTU7ec/3jSBlpOJ38eJFLS8v24Sc/v5+rays2P2dnjYb7k5OTlQsFvX06VMVCgXNz8/b/OtLly7pb/7mbyRJ9+/ftxh06dIls3GkCMRoklQObLl+/bpWVlY0PDysO3fu6PLly7p69aru379v8qIgCKz6QxMeSRn7LxwOm+SOSi0Yo1AoGFvMHuHZE4dovESuVq/Xramxp6c5mpd53olEwuK5T6p8JRdbxKdjI/V6XZOTkwYw8TGQGOAX5BShUMhkLewF/AusN7GGOICECPKBZ89+gpBB8kHsxz8AxCFK8A0QmYBdZFHYIlgN3wJxRUWUJlJ6XWhCZ1Qjfn1tbU2/93u/97/8RCBue/2rA9J/8Ad/8FoqlTKngvPu6Ogw8bx3SryCILBTnnD6ZNX8PqCMh0VJam1tTRMTE5qdnbUNhtPEsWJcZEo4KN6HDSCdA0dAM8wf2SCSDwwXnRYsAsy1Z7oBuO0NfJS9uS/AJqwWjsUzWWdnZyaT4DoJ3oB2gA1AyGv9PFMCcGCzoD0lGWHzS02mDKfIxuvu7rZGNkAhLI9PanAE3Aubkv/7zYqTgJEBQMK2EigBSKwbDgaHy8hFGFufjDz//PPGHH+ULcbjcWvwmJ2d1erqqjFB6+vrZidUNwjM6NdINnxjKF9D90jZGeeKo0O7y/PAMXnZhB+7BnPMz3O/aCapEqD5C4WaEy/8hAsOkSH54zN9pQVQwPXynjwHtKfcL6Ad1sEnrV4rybVTzvW6aZgWD6KpXgD4Aev4BRIm9PT+GoLgfLwcwNRLI9gnMPk0D2GvrAd7OvixTvbw8NASD+yZCpLfW+xFX7HBBgh6BCvAFn4P1s8n7/7+YOF4PlwzP8M6+udMMhAEgVUDYdCQvhUKBU1MTLSw5slk0kAtvwubmEgkzL54JgAHGCz2KeO/Ojo6bG77zs6OAVTGtEUizWkv6XRaS0tLymQydk+VSkUDAwN2n36f+XXBf8PskWTyfLAvz1gDdrnP9mQRAuDo6MhGm3ENgKfd3V0lk0ljCWH30VMTSwB5+H2kBhA0rAPTT2BnYUjxwZA529vbdpw6TdgAPEYOdnZ2an5+Xtvb27p3754uXryoVCplMYHJKy+++KI2NjbMl4dCzfnkuVzOCJazszNrKuRZrK2tWdLMJCD2FiD4yZMnOjo6UrlcNtka+7zRaOjp06eKRqM22SIIAjvlsVqtqlwuW7Pi5OSkdnd3rcGdmAUABWRDBrD/WEd8nCRL/vf393X9+nXduXPHKkVIa7wsjL3FvqSaIjUTrVKpZCPykCvR78FIQGZOw9xi25BWvhJRKBR05coVO7+ANWfOM/YN4Pa6fTAWgJv+JYAx0ij01vha/Db7y5NfJPAk+1RhI5GISW1KpZIl+6enp9re3tbv/M7vfAKk219f+9rXXstms/awAJChUEjvvvuucrncRwJpHgyBmuM6eSh0EofDzZFVa2trJkPw5fu+vj69+uqrWlhYsGBCgMIJeEaVly9LUL6lTE153gdwWDX0nDhQL/lgI/oSMWVhxkXxuZIsuJD5UuoDAPpr9lkdTptr4N9kipTMCLIwOuiXCBaeZeMFiAAIcD04e0kt0gLu068zgQewDzPvWScCNJowGDDey2u1CWLcG4kL10ighHkIhUImbcCh7O/v66233tLU1NRP2CJOiLItzpgDBxhpRVOgvx/AY6NxPot1dHS05eABX8LHmWH7SC8I2tw7jhunCoCH+QOYwWoBjnieADX2pdfioitm3diPXAcaPYK1H0uIxAUAyXNGgkOC49fFy2f29vYUi8VseD+JJT+LU4fR5JpYNz6bfUgQ53cPDg4sCQcQ+ePC/Wg19h7vw/exM5+cwqQHQWAHHXipGOAXvwHzxx7GT3hARqKLPwA48X7YNnuA58TfXF87QMT38ZmejfdVQ94XW+Q9AMTcH9cAMPWAE4kCkwdgObPZrCV5+CuAHQAGm2LNsDNsFp/jyQlsCOKGZJTkGjvjecNOAxRZZ79e7RVCrzlmDQHb2Bn37+MMAPv09NSOrib5xR9DEpA8MN6N+coQM+3XSlmf6grrRGMnPRpoWOv1utLptPn95eVlu46trS3dvXvXxmACNhuNhjVOf/7zn9fdu3fNfsPhsIjzrBv7emtrS+Pj4zo5aZ44yXVwaiTPgGlDgFVO0eS51+t1O8SKkysnJye1urpqTd18n+SvVCppYmLC9iT+lnhOTEIvTe8BADgIAv3sz/6sfvSjH5kGn6TYV0CRGwE4mRVP0gPJgn4ZaQTTsHhW7HekdMg9SqWSJQtUryORiFWCYK+ZYITdkmxAIPJ7xGbwC3btG5upAuIHsWN8OzYP6YJkE7khVRFiOD4Z3MD3IW6i0aiKxeInQPqjXq+//vprU1NTBj59gJ2bm9N3v/tdTU5OGivjmaLu7m5lMhk9ePDANiLNOkEQKJvNmr5ucHBQ2WzWGmfC4bCKxaIKhYLW19d1+fJlXbt2zUpYMBKAHQ8ufHkdRwXg8lpcgDAg1x84I50fRtMO1mEQ2bS8vy9X87m8B8w8QQygA2Psr4Nr94ETYEwW61lTAifr5plCgIu/dpg7QHQQnDeesWYERc9weaYHIACjDPjmc9vZM9hO//s0TjQaDdPhou/kOaK3BJzDXodCIStb85mjo6MGDGDe+fyjoyNrxqFawlgvSoCUr+bm5uwZATxxGru7u1paWjJGl6ABACUY+8YPr1cFyOB46vW6rUd/f78lnCQJAA7/rFlLr5/lOeLkALvYiWctfam8r6/vJ8rO/BzPnNO10JNK56DYs63YZqVSMekXsg5YCy/X4XMAlH5SBwETqRLBymsEAbTcE3ucvel7B6iEkVCxhqxfu+QCX+KZI2yFBNkHG/YwyQwVKHwizxM75me9tpdrYV1IpLwv8ZWb09PTllGVBHrfp4FPIujjIzhJD6Kht7fXpHT0LhQKBY2NjWl3d9cAGFUaxrPBRAHaIpGIzUwmiYNdhuVvZ37xZ+2JAGwxIIv1w7/gy3ge3u/yddYPH8E6UfHwFSb0zZKs0Y9khGa809NTbW1taWxsTDs7OyZRYc/19PRYMzszeUk0mDzDfgXkkKARn9D00+TO/picnNTW1pbW19fNX1arVZsrDYOYz+eVTCY1Pz+vbDbbEjvq9bqGh4d1fHxsIw5JTturPaFQswfh8uXLOjs7s6kY2OuzZ8+UyWS0vb1tRBNgDZlQLBazSg7E2fj4uBYXF20/I/lAxoHdZDIZ6yfCViXZwVWRSES5XE7lcllbW1vmL05OTjQ5OWmzmBcXF9Xb26vx8XGFQiGVy2WL94w0JC775MpXTrEH9jUnXDIVplQqWcKHP8EHwdavr68rFospnU6b7XBcerVabZFfYAdnZ2c2ks8nqp5UwWbb5ZgQB/wcSZhPLJEttcvoiLv0vLCvmEjDmlAhJiHZ3Nz8BEh/1Ov1119/LZlMmgMkkBIQ0um0njx5YkfLsgmlc7YumUyagB4G6fDwUCMjI9re3lYqldLOzo4ZeTKZtC7yaLQ5giifz+vk5EQ3btxoCXReFiC1MtEe1HPsL//32l3KqzBSMMt+pB7gHMMF3OB8YG4AV6RmcZkAACAASURBVN5Je2YLJy7JAioBhmvzpUhfRmZzIF8h4La/YBYJVGTZsBIdHR22GdCx+YYtGBCCtWf6AVqw8pRsCVYEA0qYfu08qPNj3ciqea6AAX5Wkulh2egwRMz/xMH8/M//vBYXF+09CaaRSPMI5YWFBaVSKb399tvKZrMGsorFoqanp43dxj6YD91oNGxSQSaTMbbMSwWi0ajNGvVA20tcotGosSG+6gEjLckyf580+CqH9JOacdbeTwghQDNpxoMVgj86aa+Nw0awL6+bp4QIK4WuDhB6cnJilQOvJQTgE5BghwDXHCLB552eNk90PDg4sAYkkhQAKLIMEjIvLyIZZkzZ3t5ei7yJdSCBBWywLsxs9dUgPgMg7yUWvm+AvQx44D3Zu1y7B/P4BeyFJIE18UCQdWX/ULLn9wjC3gfSDNfV1WWsIvsRmyfp5nnjJ0l6ARWsJY1OAGgYbJJ5Gue4ZkktJX6CspcOcF18LZlMWnO6T8Dakw/8D2w/143P4uuAc/72fok9yR7j+ZydnbWAneHhYRvXynPH99MUDKj0SQ5r6LWtgBcabmFlqTKEw2FLZNgXGxsbisViGhwc1MjIiD2P4+Njra6uqqOjw0AyRMfo6KhNhIABvXXrVkvVh3tuj+FbW1sqFApKJpPW8Mx+DYLAtPMjIyPWqEZCS/zxY+bwOUhDAX9B0DymHsyws7Nj8rKhoSHV63VtbW0pk8mYHZbL5RYQ39PTo5GREZODwq4ODw/rnXfeUTweN7nPlStXWqZORKNRkzYw2QjZA9I0tOSw6QcHB6rVapqenjafcHZ2plQq1SJTRMueSCSUz+cFObm3t6fx8XH19vaqUqnYfvJyL66Xr0MeIEXlGXrSiwTQJ0UkBuwN7BZ/Rkwpl8uKRCKKxWK2X4m7EGa8J9fBnlpfX9fv/u7vfgKk219vvPHGa+Pj4y0aPAyLfyNrwJBghwjO6HUI6L4M1t/fr8XFRV25csWMLhwOm36OBoSenh6trKyoXC5rYmJCoVBIIyMjLeAXh4C2GIaAQOD1u+ixCEZkpL6kLMnKPRit71b2pV4McWdnx4KZb4aALfQsH6UX6ZyhABARNGDEpNZSJddEAJPOJxlwvzCSODZfGvOaTrJomF+/QbkHgqFnIP3YNzYm3+dZECh8ckBJCoCNBAJ2jEAIi8I9A+wBZpTgYMMkqVKpaGlpyRwiQen4+FjxeFylUsmyecpqlKyHh4e1vLysR48eqVgsam5uzrrNgyDQ1NSUAc1f+ZVf0V//9V8rm83q4sWLevDggUlCAMokOV4mwt5AD897ozvE7mAjsCsYCd4XkOCnHGBjfBa2C7vP1/k8Ag/25hkIDxQjkYgxRfgAD/wSiYTJRHDGvkGQr5GcUnHgd/gcz8gAtrEHn2zw7Pm6DwLYDfu4p6fHmkTZv1SIAI9BENhpndgLFTieZTtJwJqypzwQRI/OfmUNAK3YBUw3rDZrzj7zIM8/Dw+42cMAbj6fk+XQU46OjpqPaR+dyeQfrolATEUEO2O2OD6GAA8TzH1wTd43SzJpH+AS34h/wYcDIsbHx7W6uqpQKKShoSGVy2VjIrkG1sSvn2fw+TkPwv3ael/E9cNMs099XNnd3bWxiVQkvbYWtpNKCHIU/s3X20kBzzpSveB6OQyECtze3p6RTZT8kZ719PQY0ASoUlVjRrbUHF+Wy+V07949/czP/IweP36sCxcuWLKILcDwIlEgtvjTdCOR5kx2Pw+cpH5iYkLlclmDg4NKJpPa3Ny0qtP09HRLQ+LQ0JCNtdvd3TXATWxmPjTxFx+PHQHoOzo6tLq6atp1JCATExMt4JxnzJ6H8GAGPwkh/qq3t1dDQ0MmvwO/UNFjCpaP82ijkf8xaxqteVdXlwHX4+Njm8cPaKUJ3CfR+Emv32ZdvE/wfpzJNPhxb29UlfAtPin1/sdX1pjSFI1GrXLT0dGhjY2NTxjpj3p97Wtfe415nAQAjIKgJDWbEG7fvq2pqSkD2YAcADWnCbGZx8fHWxo/pPOjhOPxuHUIE/Dm5ua0sbGhfD5vYK2vr099fX0aGhpSOBy203681strq31Hvy/HA5BwctI5KOA9fHCX1BIgeA+vb8XACfg0WxHgYZYxYsBxe9DG2cAERyKRltnBHmgArj2TzgYkaAB2fYAHHJPIdHV12RHugBYczU/TkHpmh2vmkAVfkue6AETcN/cMa8Na+WADgKOZD/AKs+yDWnuQrNVqSqfT1ihz6dIlc6zvvvuuNRgNDw9rdHRUW1tbSqVSOjk50eLiosrlsjm/hYUFYy03NjZUKBQ0MzOjwcFBA2mVSsUCDc/FB37YKxhUmEx+BxAgnTtLjufFvgHZOD+eH4HBl2up8GBHOHhKftgqekDWMhptHhOL3WJLMNjYKIGVdaKiAzsJa82+GxwctPvjPmDiuWbsFFtBggQghKmiIQegCiD101CwD+8f/NdZM66J5NNrriUZU+NZHuwasOgrAB7wsf5cvwd7NFp68Md9sB980gCAgq3yNiGpZSoG2lV85NFR8xRM/9x5VrwnekipGWA5RAv2lOYyWHXf2EdC4/0k/tgTMR7keoAL4AS8socB/O0JhJdJsPbSOeji89tBBu/FHiXG0UjHnsK3lctlW1smIvnGMEYSokvlxEj2OnGGF/bI/bYTCZOTkzYhgbnG7At/CM7ZWfNYd6ogHMMNAF1bW7ODUlhTdLGeRWatiTOsA9Mu6vW6JiYmVCwWzTccHR2ZlCsajdpYNJL6WCxmZf/h4WGbRf3w4UPNz89bLH/w4IGmpqYUBIFGRkas0iKdj4DlGQEIS6VSi1YZ4mh4eNiAHz61XC6bDdIoe3R0pJmZGTt46unTpxoaGrL4hX0gcyHRJI7u7OxYwplIJNTf32+j57x+359Uu7m5ackFR5PDfmObXg5FMuabBQHU7RVjbB4ZEjZF/Gs0zicF+aqJJ0n5HbAQMlqun8TGYwJscGtr62MB6X+Vc6Qp6eHEcC6hUMiysQsXLkiS/vEf/9Eof2Y+YhD37t2zMsu1a9e0vLxs2l5mlcJGdXV1WfBOpVLq7e3VrVu31N3dbQdIlMtlbW9vq1wuG2DPZrNWgiJTwimR5Xk9GCACFhkgD/CFXZLONZAM6WctKPdQAkScTxDk/zBNsHFk7QRvnAYMBkAW4Mu4QJx9d3e3aTo9k4NWjOdAFQDtKEkEDByBnk5w5lJShWCKB1moB16MjKOJBhBIsxBgBvaHoOuZBJwdSQXlTEl2/VQpSIgIUL57HZarq6vLxtXhOGFfAXycusWaXL16VcPDw+rt7VW5XFa5XNbMzIx2dna0ubmpl156SeFwWEtLS+rs7DR5Bw5kbm7Okpvt7W1J0tzcnIaHh222LgkNgAeHjSOibIYTAyCxNlRAKBOSZOD8WFvs8Pj42HoS0OSxpjxfL7fB1pgCANPNc+rs7DTGBNDpKxMkqZysRjc7sgKSCRg/Aq9/9lwb1weoh41kXwE+kDTs7Oy0BB1fnmd9qGTwfQ56IQnhoAOYwmg02jJvnoSvWCxahSQUCtke5KAMronnI52PPSThpArDukhqYYC5D1+R4H3wyfgCmow9qGXGPSCS8qx/H4I718Ma4RcpeXM/JLKMvAOM8jsc0OOBq38G7cy7T8LbWbVwuDktpLu7Wy+99JL6+/s1NDSk2dlZ8wfeprAXZEm+8si1EAe4Xvwb/gHQgCyOvYX/7+/v1/z8vMWS09NTLS0tSTqfYEN/BZ/L78KyMsMYEBIOhw1YIn8kaSSuMK96bm5Oy8vLBpJKpZIKhYKGh4dVKpVMuoGvBjghnULLTBWJiRH0+RwdHWl8fNyO5j47O9P4+Lii0agePXqk09NT0yz39PSYvpoKx/HxsaampuzEP943EolofX1d4XDYfMLm5qYuX76sUqlkx3+/8MILWl9f18jIiNbW1mwPRKNRk9MMDAwom82qXq9rbGzMJtFwSqCXwGEDvb29evjwofr6+jQyMmKSGJ53pVLR5uamlpaWlEwmLbnBZqjkMEGMBlOShEajoWq1qkqlokqlYl9HWkJFkn6Y7u5uxeNxS4KGhoZs/SAEBwcHVSgUbOoIccsPOuD98PP4N+zfg2ZkK4Bnf5Ab/yZu+f6pdkKHJBz/BaDnOX3c1786Rvr1119/zc/n9WVaMlKOnpyenlZ3d7e2t7eNrfNO0rPOW1tbqtVqeumll7S9va1kMqlkMql4PK7NzU0rjWxtbRlAI/DQRT40NKR8Pm9BAakEGRXvQXZNCRvwg0P03bmAWh+EyHZhZ/1EDI6mpczhNdsEfT6DdfOMDQwQn+N1x2TY3DOlbf4AvglgsBqsO0CFteCzvUyDAOcPBPFaSQIt4IPfk84BP6U5vg5gaC9JkXT4mbwEQr4Ho4pjYR28Boy1ZZ25P6oXUlMakc1mde3aNdNMexaKf3d3d9t82O3tbWP6vAOKRpujmqLR5gD+k5MTOx4XbX8+n9eNGze0tLSkVCplTRw0ZEgyx8WzImiyvuwpwBnAWTqfCCKdAwCexdnZmXZ3d5VOpy259Rpnkj9JLWsKEwWLBUBGx0wQgqFiLXi2AHOcOoCGZLVer5t0oV2OA8PDiDTuOxQKGdvkNb6AXq+hBUzx/iRKAGfej31GkGVveO0uIAy2niqHr7YQmHkv9geAl/U9PT1tOSQFnwLQ9VUiv2d4VtwPn+nlXtwna8/vSjLZDnuIP97fca/RaLRlhjq+gXtrZ0b9WE+Ou+e+kCkBZj+q+iKdjyFlHb1Uxf+fdaQHZ3V1VVKT7a1UKmb7VEDwQb7C5hsysb0gCEyzDjtNMumlZ9gIe8EnG/V63fwdySYSINhCZIO5XE4nJycmD6NSBBAjWUkkElpfX7eKCnOpAVGpVKplgsrZ2ZnN80YaE4vFDExyuBFkBiz46empNUnyPlNTU/rwww9VKpXU2dmp1dVVTUxMmI+EuaZHAR04gwRgh4mZMPYknKenp5qamtLi4qJGR0d1enpqcimqCExcYf42NoKfZ08h1eDat7a2DADGYjGtrq6avAl9PnE9CAI7TXF5eVlHR0fWdDk2Nqbl5WXz+xzYBsmEXTx79szGRLI3sLmLFy9qd3fX/DB7iubrvb09xeNxO2Qmm80qn8/bXuZEXfAF74s9RaNRq9BTJSBRxKZpjgdcQ3K04wLvv0lCANpU9GlAxO/g26PRqJGn7GmqpIeHh9rY2PhEI/1Rr69//euvTU5OtuiepfMjmmEseeCUWm/evKmnT59qyk38YPHZHMPDw9rY2DCdJ0P9fSDHsVOO6urqUiqVUiKRUKlUUjgcNmDtdbUEAz+TFxaAayXoVqtVywQpWfjyJobIhqIMj0EBiKRzsMTP4aiRdSBTkM4ndXhWhLXl9zFi31FLsPTBHZCOhpSN5rvK/TxsPqu9dOl1V4A3rhNw7TenZ/n82DocgW8yBQh5uQ3rw+94JgFb89psWDEChGdOa7WalVW5v1KppOnpab355psaHR1Vf3+/KpWKaT1xWmdnZ3b87P379zU7O2slcUZ/1Wo1qyQAMDOZjKanp23+eSKRsOoBNg8bzFpgdwBZr0fFmQEECIAkMr4aEgqdHz7COCmAA+vmZRIAZZ4Ds4HbK0xoPPlsnpU/tMDbsteDAyx5TyY7kCT64Mi/Ya7Yf3y29zM8c67d623ZpwBnrs8nftislw3A0BJ0AGHsMVh+D5QphXM9vllQOj/GmXvndwCG/to8Q+urMZ415p4ktTxLr12UZDbJ932zL8kTz4mjjn1y4Uu7+DnfU4LfWF5etoY4PzbR+x7AP9fCq9FotLC1/vvtZAvrMDIyotu3b2t8fFz7+/tKpVL2GaFQyOz+4ODA+gy8dh27xQ64N/y2/zl8HdePX6tWq6bHRSrh+zoAEvgWEoBKpaJwOGyHeHR1dWlxcdH8M31AvmqGX2KaBD7OH0JSKBT0yiuvaHNzU0NDQ9re3rYY9OzZM5OjcaosYJxGQU5GxI/s7u4qCAJtbm7qypUr2tnZUX9/v4rFosmzrly5YvpvKobYxcnJiY0shHUeHR216u7h4aH1oaTTafM9+/v7SqfTLb04TPyJRCLWREnldWhoyKQRvFe1WtVLL72kd999V/Pz85KaU2Ju376tyclJsynfLAeLurm5qZGRkRbSBnKsv79f6+vrSiQSZvv0j/iYRTKAbXV1ddkhOCTFECmdnZ02Yx1fUSqVTPOMfyCeeWabF8QHlQzkWOwXqmbt8k7iL6CZ5ILEA3yF/6Va5MkKkktsjffl4J6uri7l8/lPgPRHvV5//fXXyKw9sPGZO8weQS2TySiXy2liYkL37t3TkydPtLKyYuwy5QmYZB46g+YJxv7nYOjIEk9OmqcloXH1pUpKHgRxjqElu/STKgDF6M5gr7u6uqzDWDovpTKSqJ0ZwoB9k5XU2kglyRg6r0/lZzgFC4DpAS4AhgYHP9aGv31TIKyNdB54AbCeYYbhw4kHQWDrBygA3OJAPHPFNXpAQmBFluEDBRpXvz5sfDYvnzs4OGhMJayx19Ly7ADOyBn8SDzY2snJSUu6sFkcASVcpo3g3JkI0tPTo2KxqGKxqFwuZ/fGWm5vb2tgYEDj4+NKpVLK5/PKZrPGzgBeYBw4WQ6GCWdI4CTxo9EJuQ3Bj/UEqAEgYG1hkj0QA/RxCE2tVmtpLMPh+lO9eDYwQOx3wDu/d3h42DKGjaAiyRJMgCo/iz1JMhtif3hgRsLiAaoHmuxr/s9zxdYJdr6Ksr+/b4HASwDQb2M7/K7/fSpcrJ2/X/aRb1ZkpCaskSSzQ04D9Ykjdo1t+hf3R1mZfQkQByjA5gFkPLOFf8AefcWJ3/NMOb4MVtL7DF9hIzFi7f0z5X1YZ8888+/26iU+gaTUz3qfnp7WzZs37dCY5eVlxWIx89XxeFzlctnWALmX78eBYcZfeRkHYEFSS/JfqVSUTqetUY0jlQHU2BPAiiZ7WGl8daFQUG9vr8lljo6OLKnlswHho6OjOjpqHm6ysrKiS5cuKQgClUol011TGe7u7lapVLKmuGq1aoCVqR3Dw8NqNJqnMq6vr9v8ZwAc8QhZE0zpzZs3W6Zw0DT35MkT9fb2islelUpFqVRKlUpF4+PjNp7Py0F6e3vNhyQSCSN58vm8EolEi0+BfECeCDEUjUa1sLCgqakpk45RJSiXy3bKbUdHh2ZmZrSxsWHNjoODg8rn89Yvw7NmUgj7LplMWjxif3EysySTXLC/GIhA/KEHwVcS6/W6ksmk8vm8NS4SVz0xxomBrBcyn3A4bHjHx2PsDiwDaeL9CPvRzxVHLgI+QYfNHvTEFfuno6PZhEoVRpIlKJ/Mkf4przfeeOO1WCxmAco3ClFWg/nBEdKMBlt448YN/fqv/7o+/elPq1qtWhmZ4Lu7u6v19XVrUuD4U1gkHly9XreysC9BsCFxmP60In8qD+DEs7cAagCf13QC2Dy74tkvHKbPeNl0ZOy8dzvTAzjB6NslGPw8bBfBjCDNZmbtYc7JbtGiwjqQaXI/AHRJFggJgp7RZ734HuVJPtvLSAiyBHeCti8Rc88EbZyMb1bzzovrIgGDccYOYWgJZnydz+U5AujQDbKmW1tbGhkZUUdHc1A+bA2nILJW8XhcqVTKAB0gD61ypVLRBx98YIkcc3rpNOc5DQwMGMDOZDIW8GnYgUWQWk/aI2HzzVUeJPpEcGhoyFh3nhnPw4M1nG37OpFU8TNcCwkoCSbPH+fK9700wVewKCX6RhV/D95O+F57F7xnWGHb+AypddQZ+8X7rsPDQwvOrAu/z2cSkLlGgL2Xf7BmfJ19630FSTHX5YE3tujBOs+b5KCzs9MYRF/d8iw168A98xwktfhmL4sjMJZKJfM7noX3YzF9gsBz9lISGFSCOImWn32O/2MN2l8eqPDifo+Pj3X16lVtbGxocHBQT58+NaA4NzenZ8+e6fnnn9fGxoYePHhg/psRf8ggaDjFt7Ln8GeQB9ga9uuTTcYxEtv29/eNpUR6EYlETK6EH2Fv8VlUMwGme3t7ymQyWl9fV1dXl0ZGRozx3t3d1ePHj/XCCy/o6OjIJmwMDAzY9Ai0uCTdaHkbjYY19JKQZrNZBUFzTFkymTR/7StQ+GAOAmk0ms3/6XRap6fNA3N6e3u1s7OjXC6nvb09m/YxNTWl1dVV9fT0aGlpSTMzM1pdXbU919/fr9XVVavSSLL55X5s48bGhiKRiOGF/v5+FQoFe3bValXT09Mm9RkdHVUo1DzhFSaexvAHDx7YM/SVgEQiYePzKpWKotGo0um0xSRAs69qkXD6ZJVqeqlUUk9Pj6ampoz4IPHd2dlRMplUqVSyAQn06NBb4yUosMb4rY2NDZur7X1Qf3+/dnd3W2StJB7M78ZvgIPoxent7bUKJDGThNtX/MBLxJ9wuNlP4qt6+Ia1tbVPGOmPen3ta197bWxszEaMeR2hL8sRBJAgEHzI4h48eKClpSXdunVLmUzGxP3r6+uqVqsGDo6PjxWLxZRIJFpOkkKrBQDq7u7Wo0ePlMvlVCwWLcsFgJ+cnGhwcNAAd09Pjy5cuGCllVAopGw2q0ajYScO+UBAcMDh4nA8A02wg93wLA3G66UMrBVst9dqUj4CKPnOWD4Dpqc9cHvg4YM/ndNeQuGzWJgv/ww9u8fz9Z+Ns+VeAVN8PoyYl2oQbD0g8Rk4INyDPT7Dl7t9iZ7SK5IONrgkCwJMt+AZNhoNOynMH44gybq/uUfYcdbFz/dETx0Egb7zne9obGzMxjKenZ0pnU7byWPMMe3q6jJHmU6nrWHWzwzlegHckkwKAnslydhNAif3CLPDwSaAIkC9B3IwQp6N9KCSa0Ujh24+Go0aiPY6WOzOy0EIXl4z2/453CMAGdaOBNQzm96hkxDwf0ktsgJv39gO1+mlEr4aAtDj+rzMC//g78ffv3TOumL7XMfZ2ZmxfryvJNPCUgXCnj3L5IEv6+AlZtgpfgG2kHsiofQHnHDgR3u1yduRB/7sLRJbyvAkCgB2ZAjtmnfWhf+zp/E1vHyC0m4f6GF9tW9/f1+JRMJ0x9ls1q4HpgyGFN99fHysTCZjUydgvP2hROwtABSkBNfHfkSbDFlBgydTILzdAew47Y6KKnb06NEja9JD8tXd3a3V1VWrYknSxsaGVUT29vb0ox/9yOLYxsaGjXGk0kZMxIYY0bexsaFcLqdnz57ZOnLgDmwoawmTjDwlnU5re3tbw8PD1vSdSCRsDnIkErHTRuPxuMVSDvWhB2JkZETFYtH03dVqVfF43KSeyJU4uXFubs7YeZoPscGdnR3TJ3NQTKFQMNtln5ycnNjPsqe9pKJUKimZTNqkleHhYZPV4H+j0eYpnTs7Oy3JmmeeIRR99Zb9TnJPs+HJyYnZUigU0vj4uGq1Wou237PHMNIkHvhwnp10Pq+dxNoTgNJ5r4wn7gDt+BLvc/DPEGv4Tt+j1NHR8Ym046e93njjjdcY4A5Y9GVCysEETQIuTuX09NQcQygUshnQfX19Gh0d1QsvvGBOIxKJaG5uTqenzdOjOjubhz6wGUOhkIrFohKJhGq1mkZGRnR2dmYCfMrVBBrmbl69elVHR0fWlQswisVi+tSnPqWNjQ2Vy2V1dXW1HCaBxtdni94Y2+UbBAw0rV7f7dm7w8PDnziNEdBNACJhGRgYaEleKP/7wEmwJ/DBqKFF9ZsIUATA4Fp9wJNkAJhNxmcQmLkmz4BxfyQNJD1BENjEEUC1Z9wBTdJ56ZxgjiPi/QC6/B5Z8f7+vskdcCxckwc+BAh0yrBnrDvzagmCNHzy+/V63RppGWeFTXsAQsACwOL8JiYmdHp6ahNtJicnTa5QqVR04cIFPXz40HT/OEipyX4iV/L2hx2xPqxjKBSyhjLAlNeEY4seNHh7Yh9xnwBD6RzM8Vk8Q4IN4INnzHV5ptonclQqkMx4xh2f4ysgnvn2iSXAlevl57ATnD/7CLtib1P1gHnkXkgqsAGAKXvfywOk8wka3BcVM2zE7zWfpBL8/PW3M7u8P/sL/7S7u2s23c6EY2MkhPgQ9gfP1QNprh0Q5rX6/roI8CSF7FfsjuugZO+JAV5eTuJ1zKenp6aFxfY5DS6fz+vWrVv67d/+bS0vL+u9997T4OCg7t69q4sXL5r8jfek4ater2t8fNxiDnIJ9m2j0TBJQjgcNtkF9skzA0Tz/PwkJ0CQT9JIzNbX1zU6OmoHzWAnNG3mcjnzgZ/97GetIezJkycaGBjQ2tqauru7DfDNzMyoXC6ro6OjZSoIz6Kzs1PDw8OW/BcKBV29etUkMUEQWJN0JBIx0orr8XuTitvFixdVq9WMxMjn88a0Iq3xyQuAD2kC8Ym4VywWTe/OGEVGp5ZKJU1OTlqVkOokCRPz7fFvoVDIQHQmk7GG8JWVFc3MzGhra0uXL1/WxsaG7WniK3JRKg00gwJ+8Wsk8PjcwcFBa4bMZrP6wQ9+oHQ6rZGRER0dHRm7PTAwoK2tLcVisZbPpjqKjh3g32g0zBcNDg4a6eCrqtw3Ppu4DiG3s7NjB4X5aqOPG56M89VDfAH/x7fy3LwvC4LgE0b6p71+//d//zWO1iTLh1khW0U24Q/fIIBjKJ7pookjm82qUCgoHA5rYmJC4+PjJvS/fPmyOjs7bWyOlxNw9Gc2m7WMkg3EQ240GtbkEQ6HtbCwoEwmo46ODo2Pj2tmZkbz8/N6//331Wg0lM1mNTIyolu3bikej7dIEWDieF/P7nk2FYcDyKQZT1IL++MbWqTzYINhAzjRUZIcUFL0Bk5TEUwRLARlRi/9oAGOTchm4Pe533Z2jhFDJAaADvS0Hkj7DeozW7Jxz0Z5WQLr6jeuZ7w98GaNsCeeAaCb50NFgiYcGmMI/qenzakb7ZpInBHOhdmqHEqA9hFJUbVatTWaA4Vc4wAAIABJREFUmJiwI7XR6cEqDw0NaW9vT5VKRYVCwZz86uqq+vv7lcvl9M4771hH/9TUVIv0hedLoOYaqNTAFLCGAFgAAvp63+TqmXnW1ctXfHDyiU8o1JRXUZ7m+ZMwe2CA7fo1hQ3CxrApALQfQ+mdNcnh0NCQBXbPUkvnSYQPDF4L3z4RBLtBngA4942GvBdA21dyAIDcnwdOMGuNRsO0iexB1px9w95ov37PDkvn8gxeJCWwSYA7EmGvm/TMMAGUdcB2sAO/JgANrovPwza5Zw/g2+/Rv9pJCL9+vFiPvb09O0VuYmJC6XRaCwsL1lxWrVY1NTWljY0Nra+vm0yDBm+AA6QEMWp5edlkANg4pXcSC0ATFSQvPfOjR2EgqSSSEOJjOzo6bC79wMCATeJgX/f19SmRSGhzc1PpdFp37txRNBq1wzp2dnaUSCS0t7dnPRbo/fFb+Dv8bSQSseTjnXfe0ezsrOnK6/W6McKcHokk7VOf+pTq9bpqtZoBYF8t6enp0ePHj430qNVqmpiY0IULF/T06VPzvzQ5hsNhq/axLlSP6vW6HU6G7ILxdPv7+xoeHtba2ppNGSqXy0qlUiqVStYoyKzmZDJpMS+Xy+nDDz/U4OCgkRI0yRKHjo6OlMvlbDwrtkfV5vS02cSNHfgxn/hbpJQwy74K3tHRYcQf++zg4MBOgfYJcKPR0NjYmEqlkmEB3wS9vb2tRCKher1uMYr19NKKUOi8gR6/ARvOvvekAeQh1WIIF09+eD/jewGYvkW8Oz4+/tgnG/6rmyPNg2HTAmR5WAjukRJgpL7UjnYTIyQzKhaLWltbU6VS0dramjXfABQZScMhF7A84+Pj6ujo0MLCggXWsbEx04R1dHRodnbWShG1Wk2zs7N2UMTt27d19+5d3bp1S6enp7p06ZKOj4/1ve99T7/4i7+oRqPRMjjfA1WaOgAoZIIkEb29vXZUand3t2XoGDQlLhw4gFOSBSsY82q1KkktAMIz/zCAAwMDFiQ8YGSzAQAHBgbsmbERfDmebNcDKUp/gG82N5tTkgUKD3oODw8tkHHtXV3nMy5psvDyFOl8XjJd8h70sQ44DuaNAypqtZqBJEp4aKiRdcAwY7+JRKJFzw/wJjmE6ZyamtLm5qZ1sXMYQEdHh1599VUNDAxoeXlZd+/eVa1W09DQkJ48eWLrsbW1pVu3bunp06c6ODjQiy++aLr/TCajWq2mcrmsk5MTjY6OWrPu7u6uAVafWFCuRvsKS00ShkYuEolYE02j0bDRWBx17AE6NuOBnG8MhSnhuSC9AnyhmeUFyEDT6CVBMErYt5caeB01IBmwByAigeT7ADJsn0AN64WPIoj4iRVHR0cts3AJJl5CAWjwgQSg5JNVz7ZTiUMO40GPB5eeleL77Yw9L6ow0vlYPdgidKg8g/YOfN7XEyLsJd4bX833/ImW7B/em2vj83y1zpMDPB9sqh1Uf5TMBD8AEx8EgS5fviypWbZ+9OiREomE/s2/+TdaWVnR3t6exsbG1Nvba+PLvvzlL6uvr0+Li4uq1WqanJzUwsKCisWiHj16pL29Pa2vr+vSpUt69uyZ0um0JSmTk5NmS93d3crlcqZH5hq5b9aVtQFwM++ZhB0QCnAfGhrSnTt3jGEdHx9XIpFQsVhUOp3W1atXDVh5WR065Wq1qkwmo87OTk1MTNh4NpKCvb09RaNRPX361A6YajSaUkZ8XjgcVrFYtCqyP+hEkrLZrGZnZzUwMKC+vj47xjyTyWh+ft6qy8fHxzb7n8owp+dVq1UVi0VJMr+O5CQWi5nd12o1ayjd2tqyqsvMzIxOT5tj88bHx63RUZJVWOr1esso3EqlohdffFGPHz9Wd3e3EolEy2StfD6vk5MTqy7FYjH19PRobW1N4XBYqVTKqtqMm6Oqsbu7a0kTZy50dnZahaJSqWhlZaUlbuH3Ojs7bfQv8Z0DZZCV4BO833r++edVKBTMF+L3SPjwU2ikpfMeL/TTkC74UhIX/BIEAr1B+PpotHkSbLFYbBnDeHh4aMmkpJaxeP+51786RhqNNPNfyU49Q+H1v2Q8BB42DUbkWRFkHxzHKcnm9S4sLCibzerKlStaWloy0PD5z39eP/zhD9XV1WXHpqKTRhcVjUbN2GkEC4VCSiaTphmt1+t2/cVi0RhgdGyxWEyZTMb01pSRMEwMjHEy6JFTqZQ6OjqsHETQunDhgiUilUpF8Xi85TAWghnMLxuCYMKaApQBKb7cCCtLxzXgxjcSUkWAMfNsN81ZJArSebAly/ayABImnDwsdWdnpzknZstS9uQ+AAloD7EfkhXP1uOQuAcYM7/RcToEOw8IuT8AkWc4uT8AkH8OgOpUKqWdnR2lUikLXr/2a7+mb3zjG7py5YqV+4eHh+26me1dq9Vaxj/5NVxfX1dfX5/p9U5OTqyTPJPJ6K/+6q80Njamrq4uG7kFWC2Xy2aP6+vr6uxsnjZHgsD99fX1GehknbPZrMLh8yNo2QesJ2yz105jC14mwzMDBOKkfULGM2w0mpMCGGEpyezY65m91EhSC0BHZoLtowfnOQJs8T1eHsI1AXhJarF/H/h9RcTrj72UxAM+L/FgDWGQsV/ukTXxch2YIGyP6/TsLOuFf/WMvWfL/WcTMHm27APPIPtEpF3i1S4/IQHwozhZW9aKzwIwe+BMZYCf87GA++DffD6JAOQNSfHh4aFeeOEF/e3f/q0+/elP6+DgwMrpL7/8skqlkjiRd3FxUZOTkzaecurHc42RWdGwuLm5aQcY4Wvfe+89/cZv/IbefPNNHRwcaGlpyeRYGxsbNi0kGo3aAUsk7+wTGss4UGZlZUWHh4cqFotGCoVCIT1+/NjIn9XVVWUyGZuE0dPTo83NTXV1dekLX/iCTYcg9sLeLi4u6vT01EajAQCZsT8yMqKTkxOTXvjGUAie09NTFQoFjY+P68mTJ9re3jbglEgkdOvWLV2/fl337t3T+Pi4Ojs7NTQ0pO9///uKxWKKxWLm69D+eoAeCoXs2HPfKB6NNuf1Ly4umuaahCAWi1mjOKNIj46ORP8WU13QNCMzmpiY0A9+8AOb7T81NaWDgwNdunRJkUhE8Xjc/OrOzo7m5+dNCuJHduJ/giBQLBYzAIutEsvocZmammohg4hL3G843Ox5oUmUOEVFEJIIkgqZam9vr1VAvV/kd33PFn65va+rXZ4JgcJcc+lcQ03llnskvpBw4sNPTponT34i7fgpr9dff/21sbExa45Dr+N1ur7s6zW57ZpGNqwv5wI0yYaLxaIxf6VSScViUS+//LIFowcPHmhmZsZKCb4ch7aKMkckEtHw8LAZztnZmc3cJEgAotDFHh0d6caNGwqFQlZS6u/vVzqd1ubmpgWQZDJpTiMcDuv555+3jux4PK6OjuakkZGRERt71tnZqXQ6raGhIZMLsG4dHR0Gkr3G2muhJLUkJgQa1plMFcmFn46As4INAXQDwgmwBBHKowQ8SvHSeUaM9MSDAA8yYGoINEHQHFE3ODho1yGdM1KedfEgjrXxLCGspW8Mhf3ExgBIrLMvJ3NtgCk+h3I85SoOGqEUmkql9K1vfUvLy8uamZmxGbOdnZ1aWFjQ0NCQDg4OVC6Xrcsaux4ZGVE2m5XUOr/bS1wASXzenTt3LBDSKQ8AoYyLY47FYjo6OtLFixdtNvPJyYkFSBgENK2MqRoaGlKpVLLmF4I/QBHGgWcLCwF4pcToARFSEi+pwA58tQQwRjlako0x9NULD5Lb2Rjs0jfqegDH/wGoSFNgirF9D+ixEZ4RAQkbJAn2ANqzuz5xw+4ApTw/nrWfgALhgF/yMqizs7MWiZQnMPhZL4/gc71EhKDop/iQRHoQ7AEyumH0m75szD2yD/1+5v8+KeL9+Tm+70kYvubt7vT0VBcvXtTOzo5WVlbsere3t3X16lWFw2GbjPDcc8/pvffe0+c+97kWHe97772n+fl5O5Dj2rVrqlarOj4+VqVSMYbw7OxMiURCuVxO4XBYf/Znf6bf/M3f1Hvvvaf+/n5dvHhRDx480M/+7M/qH/7hH5ROp5VOp5XP583/HB0daXR0VDdv3lQsFlMqlTIWmMoOiRF7dW9vzxoV8/m8MeUANDTEkDE8o6GhIZvUMzw8bJUuqVltqdVqyuVy2t7etgQfO8HfxuNxmzRF3ETHTewHXCJ3SCaTWllZMUDGKEJmSLO/GLXI3tzb27PReEjn6EVCT91oNDQxMWEHPCGNCofDKpVKBvK5Z+Il0pe9vT1reGS/MF4X+6xWq3YY3MnJiZLJpDWH0+OCbpz9TuWB/S41yT/2x9nZmZEm/pRj33gIwQGhVygUjFiTmuDVH4dORQm5CWMKkdX5uIZP5P9cI36T/SrJEmLiB3vTE1k881AoZAe+4Cch6fAPjUZDm5ubnwDpj3oBpAma0vnJWDwUDNzLFKTzaQ/onzwjgROg/CVJ9+/f1/z8vJLJpPr6+uwUIQ7aKBaLymaz2tjYsJIRG/DsrNn0uL+/r52dHWPd0FyxOTEi//INUMViUXfv3lWpVFKlUtH8/Lyy2ax6e3u1vb1th8Fsb28rHo/rwYMHunTpkr773e+qs7NTKysrWl1dtXUol8tWnqfZAMA3MTFh48rOzs5spJGf3egDrGe0CGLSefYIOMWpALZh+jy49cGNhIKGrEajYQHbazZxpvztgRIBH2DvmVcciA/+MC8EYIAFCRfBGRtiPX3QxaH5zwWcAzo8688fwJFn9mg+A7x1dXW1NLxS/q9UKlpaWtLIyIi+//3vq7+/Xw8ePFC9XjctHOsRDof1wQcf6NKlS1YB8QP+PcDyIIprCYJmk2IikdCzZ8+s4SoajeqDDz7QF77wBW1sbOjGjRumsU6n0yoUCsrn8/acAdALCwuWAJ6dndkRtDA4BPq+vj7t7e1Zssx6IilqH1HoNfU+OZHOy30kkpIMyPO+ACWeCUDOMz3cC6xwu+af6yDJBwQjV8B/8R6sux9hGQ6HW0A4349Go9ZwRrLp+yZI/LhnAha2wF7wwckzy77C4xNEgqCXPnhGieeBL0ATzd+sr/8eexJZggervlIESUJw9fYqnScv3KcP6PgHX83g5b/mv+dBeDuwxufs7+8rHo9rZWVFly9fVrVabalucjrf9va2tre3NTY2ZsebB0Fgs5QfPHiga9euaXx8XCsrKy33n06nNT4+rkePHhkZQpPiP/3TPxlof/fdd/XpT3/atLpdXV02p5n1o9rp2eD3339fFy9etMb3bDZr5AWsIvKllZUVIzBgWJPJpDH0VIFgBiEtHj9+bDFkf3/f4qgkO9CE6ij2MD09rYcPH9rhalJzQgjgjIZ+4s/MzIzeeecdG4XLDGjfUIvUEFC9u7tr9wFBhD85OTlRJpOxaRk0+/mTVVOplEkxaBjc39+3PdDZ2WnyEsAweKOzs9PmfkcizSZ+xu7xrOr1up4+fWrPAbYXX8E8bKmpy+fZQG7geyD1BgYGbIyfPxMB7DI5OWnykEwmY3uXUxk3NzclNSUvkAxUgSH9YK995dknuJ7MJGmDTMEv41eIp+w7f5IhagQayDnJEGaa3/0ESP+U1xtvvPHa2NiYlT/8psYoAQa+HEiQIUiyIWGX+BozLymZUBba3d1VuVzW3t6eOelGo6Hvfe97mpmZMSeCbqmzs1O1Wk39/f0aHBzU5uamGY1noHG6b7/9th0xTumoUCgoEomYY6QUvbi4qJ6eHv3d3/2dcrmc/vRP/1SxWEwrKyvK5XJ69OiRBd90Oq1yuWwNDFtbW1buwUnADHR1demXf/mX1d3dratXr2pwcNA2IlIKgilD0wEbnrkGDJC0wLz5sUwkL7BdvAAtvABeHrwCgjw7BiDhM3yS0r7evtyPrIQSEiCIMpYvpwPecKYAos7OThuzR+AniPA+BA5J5pDRy/oStHSuDYP95P1xUjiJVCplx78ODQ3pF37hF3R01DykBz0sJ2ZxZGwqlbKJBrFYzLrrsUMA2N7ennK5nK1NPp+3IEc5Lx6PW4Puc889p5OTE7311lsGEFZXV1WtVq0Dn0Ti5ORECwsLunDhgpV8ee9araadnR2T5PT39ysej2t1dbWFoWbPe+kIWkhsg/Xs6emxmfAEJdghEitsjbXm/545pqpEoON3eeY0kfE13gvATrKGLXkdP4C/nZWFOZLOm/gImJ4Y4Pq8HTLdBJvj5eUXHiCenZ1ZMxe+lP3oT8bExwJU2Y+AeYKnt2Nf0vUvD2S5BhIjnp1f/0aj2fREmd5P4vGNrX5cJ+vp979PFv3aeDmHvy6uAV9AQkKi09/fr3w+r8nJSTvqeWpqSuvr6xoeHm5pGGSNGVn2x3/8x/r+97+vv/iLv9BXv/pV0/2iFX777bd148YNRSIR3bp1q0XqxujK/v5+bWxsqK+vT/Pz87p9+7aee+45DQwM6NmzZ9rc3NTa2pq++MUv6smTJ/rSl77U4k87OjqMHGKd9/f3TVJ1dHSkdDqtg4MD7e3tWRXzueeeUz6f1yuvvKIPP/xQ4+PjFk9WV1fV1dVloId9EovFTEu8vr6uVCplB8Ekk0mb8wypQLwYGBgwppqzIYIgUDabtWPGBwYGjKiiiQ5/u7e3ZxVh5JNB0OyNYpyfJOt3yefzmpubs4Nment7tb+/b9e6trZmchCqcbD1NH0jTwyCwHAFSRLjBtH7joyMtIwvRI6ItlySVQt4MYfZH1LlT3ZmWghNnlS2mI8NswvhB+mHfwP4w2ZT4eb05ZOTE8Nhfi/jG6ikUhVBCuerU+A1T4awRpLsMB9/dgNVOPwZzxJWW2pWP7e2tj4B0h/1ev3111/jQcMkoevhYdGNDjBod844fQKHD1TxeNxAH864Vqtpc3NTmUxGMzMzmpmZ0cHBgTKZjA2RPzw8VKlUMp3n0tKSdnd39fLLL5vmc3Bw0JobJalQKFiZ/YUXXrDjVBnZhYQlnU7r3r179pm9vb36y7/8S2tovHLlij73uc+pXC4b8we7BBvNaU+Ac66BMtXu7q5KpZJu3ryp+/fv686dOyoWizaS58KFC4rH4xobG7M52QBLgqtn/wk6bEgOCyAA+XIuDBkMVfuGIsvESRGY+duzx15+QmBuz4IJrNJ5IAfwSjLHwzUCenBONDsBNHx5CUcJAwA7g9MHZHhG1DOQBHjPCvKHBhvmiwZBc0wUgS4IAq2urmp6etrKnzAm1WpV1WpVq6urdoRqLBaT1HoCH0wJwPfx48dWAqWUdvHiRb344ot68OCBlQGPjo5UKBR0/fp1DQ0N6dVXX1WhULCTQnGiBNS5uTklEgnTKHoJRl9fn82w5rl3dnaa7pDjgkk2caztjA2BAgkEgQaQzV7EVj07in9gTUi0PdNNAum1yR7YwT6yN3D0vqeDn/eSBBIwbBHgBuA5PT21pMQHL76PPfN9GDJYXf/MPZBkT3Hv/meRJfnKjpdL+MqPly75/c5+9bppL63wzCksl28AxV/45wzQ95UuADTX5KVmfB6f2f5c/d+8v/+/rx5Fo83jumdmZnTv3j319fUZk9poNBSLxfRbv/Vb+sM//EN1dnbq6tWrevz4sSWBALyvf/3rOjs709zcnN566y2NjY3p9u3b+qVf+iXdvn1bExMTWl1d1cjIiNLptD7zmc9ocXFRc3Nz+va3v61XX33VKkbvv/++Ll++rKOjI928eVNvv/22JiYm9OKLL2p5edka9DKZjDY2NlQqlUz3jJ+KRCLa2trS4OCgxdJMJqOlpSUbMzc0NKSRkRHdv3/fTg5eX183sLO1taWXXnrJDq6BaUQjTc8N8q/j42PNzs7a8z46OtLOzo5pggGmqVTKKrFBEGhvb88OuIFU42AhH98GBgbMhv0+5XApTkSEyYf13traslF3e3t7CoVC2tzc1MTEhCWwjLCVZDO0JVlPDkAZ20MSl0qltLGxYVp7zgOYmZmx3o2lpSV7vvho1gS/Q/wNgvPTgGHXOTBseHhYxWJRkUhEMzMzWlxctOfhZz8jDWWaCketn542J4aw5shX2vc62IK19nEVUE5sBgBHIhGTCMF0Q4zBiEcikRYM4ZN5X03w5AD9Op8A6Y94fe3/Ye/NYuM+r7PxZxbuw9k4M+TMcF9FihSpzZQleZFsJ3bjpGmcIl2QBg0QoBdBgKC9yUVbN2gjF7kIULRFGgRpkaZJUyBtmk12YseWLIsWtYsS953DWTg7Z0gOl5n5X7DP4eFU/n/9br/6BwiSyFl+y/ue85znPOecr33t1ZaWFumOoLW2NKa6/RVZETpM3WmCxpyGlq1TKFTn9Knr169jaGgIzc3N2NjYwMjIiIACnW6orKzE+vo6enp64Pf74ff7EYlERL9qNptlSuHIyAi6uroQjUYlqjx+/LgwHk6nEw6HQyJKbgCDwYBIJIKLFy/KkIvd3V3U19dLSod9p202mzgKsuoEuxoc8F4BB7KMXC4n2upcLodoNCoAiFElWwXy3pPNJCDgweBGZwpKez7yMxkMaV0jWVCyrEwnM5oli8fP52vJ3DB7wc1OYFAKiHSKmudfKhvSfY45cY2FG1xbGjCWsm3a4dMQkXUrbWNE4GcwGA6xEtTP19XV4ejRoxgbG5MhEEeOHJFuIRUVFfD7/ZienkZ1dTX8fj8aGxslgCNg8nq92NjYAIt4W1tbMT09jfn5eRk6kEgkxEEwK2K1WqWF47vvvoszZ85gZmYGt2/fRnNzM0KhkAwjIPjgOG52GikvLxdnozWqwAFI2traEh0ngxPqJwcHB7G0tCSAk8+Aa4ypVuBANsDOObu7uwI+ee/5XkoPGJiR2eSa4zrS+l+uaf6f+4lAlk6UgFSfFz+HhbkE8bqwRtspDfw1mOY6LXWwdDgGw4EEiqyxJh4AHJJoaLtaKuUq1TPrQFLrrrnP9bPVgaK+h/w/ATvfr5l6ajVpxzSY537UbDjthZal8Rq0rEzfJ/6b50pbxKyXZuNZ2FtZWQmHw4HV1VUZJ/2tb30LgUBA6lMY9PKekBhgNvLUqVNYXFzE0NAQZmdnYbVaRQNttVrh9XoxPT2NVCqFvb09PP3003jw4IFkhi5cuICZmRkEg0EpRK6srITP58P169dht9tx8uRJjI6OCuibmppCW1sbvF4vZmdnsb6+jqmpKTz11FNIp9Oora0VH8tx17RTwWBQGPl0Oo1kMomNjQ1hedfW1tDW1oZ8Pi86amYS7Ha7+DsWJ05OTqKrq0smofr9foTDYWFQt7a2BNByX25tbUmPbRYiMhOq5Q7s1qN7MKdSKVRWVkohPzXbPp8PyWRS8ITBYEBdXR02NjakiJM+gjIPToh1u91YWVmRRgJWq1WGm+TzeWmBFwgEZES30WiUa6RGvljcl6kyAKK9oN/W8j/6XL2vubY4LIbZE2bM29rapCZjbm5OCEXq4FmUnkqlpAuX0WhEXV0dgsGgPHtt7zRZwWwz9w5xFUkkbavoDyknCYfDcp8p6dMNBzY2NkQKojsi0ZaQ8FpbW/uw/d0HHTs7O1L5X1FRIWlOPihqfgmOyGoVi0UBLWQ3aXw3NjaklQwB6L1797C0tIQnn3wS6XQac3NzWFlZQV9fH4rFIsbHxwHsM8v8Hrb1WV1dxd7e/gTEgYEB0TEy1f3CCy9IL85cLgev14u9vT0EAgEUi/sjU8fGxqRtG4siZmZm4PF48PbbbwswqK2txb1793D//n3pP607CNAZNTc3o729XZygZpR4sM0Qq7mj0eghfeLPf/5zAWktLS2i19RV0ZpV1oBGO0EyEqx8zmQyYgxKWaS9vT1sbGxIWsfhcMDhcEianOkl3g+2/KEeVkfFBFpknHWam6BZSzHIZNKJEgjxNYyUd3Z2hEnUDez5eQT1+mfAwYbnGuV3pdNpkQcAQFNTE2KxmDhxatsnJiZw9OhRNDU1AcB/G5X6L//yLyIH4eQvGi1qFh89eoTy8nJMTk6iuroab7zxBo4cOYLe3l4BzB/72MdQV1eH5uZmnDhxQgpalpaWEAwGcfbsWdEDHjlyBIv/1b+VxpGjb5ne7OjokGBWa5x5MCAhaOXYdAZFXq8X5eXlmJ6eRk1NzSHNIyUGtA/FYlGYKaNxf0gO+83rdar3BDWfdPrUSFLLqUE/AzDNGPNaWO3OIhhmMyhRIJsCQP7N7ALBI9c2wTTXLYNIvY4160znpeUmBMmaDdZyEC1jINggS09gT8YJONCU0xnSqXGPE7jqriM688TrJhOtgQB/zs/nfWLmgs+L18ugg/eFn811qBln3h/9N4E714DObvB1XK8EDk6nU+6hyWTC7Oys2K+JiQkpVPf5fNLirlAo4OHDh7DZbCgUCmhvb0dDQ8OhYPU///M/ZYiL1+vF4uIiGhoaMDQ0JFIOtr4MBoMoFAro6urCzZs3Bay3tLRgcXFResS7XC6899572Nvbw8OHD9HV1QWPxwOv14tsNitSRofDgVdeeQV3796V3vPNzc0iecvn87h9+zaKxSJaWlrgdrtRKBQkA2Oz2dDe3o5EIgEAmJ+fR7FYRCwWQ0tLy6FWdgz62Smrra1NgB6lW/l8Hs3NzaisrMTCwoIUXRJ0OZ1OyQAAkP26s7ODaDSK1dVV6bpBO6IL/zi57zOf+YwwnbOzs6isrBSCit03SHik02nJHhWLRZEeWCwWlJXtj/bm+oxEIjJ/IRKJYHNzE4FAQMBuJpOBy+VCd3e3BPkMMtra2qRAkyQZ2WoytpSukVjTcjdK3rgmVlZWJLO9uLgoEwsZ7FRXV6OpqQkOhwP9/f0y7puj0XVdGovfaSvIMGvJELuZcF2zmHZ3d1cCEbPZLEwz7SL3Blvh0f/rgm7aIZ6T9qu0c6X45oOO/3WM9KVLl15lla4u/NFOhmlAAi3NWNJAsygQgKQXuCiXl5cBAMeOHcPFixcxMjJEcCprAAAgAElEQVQiGmKmeNhLd3NzU3p6hsNhtLa2AoCkl9ra2g6l3202m+jIyG6wS8HOzg48Hg+Wl5cF0Dc0NEhvyHw+j6WlJRw7dgy5XE4iRoPBgEQiIcCD98Lj8chCtFgsCIfDwvABEDZdgwIWLzLlR0fIgguz2SypQRaFxGKxQ21ntDMi81JeXi6aN4I8DTDpfLSTprYMOGCeCLzJEhBwM3jid2rnqwEbgTo3MtcLz5cpd+3kNRNJ0KdT33TgWrbD91A6pLViNMZkZwDIGiYQy+fzMrreYDAISKWkhhrrQqEg+vvy8nLRI1utVnR2diKRSGB4eBh2ux3Xrl2Dy+WSiXMulwsGg0HSoiMjIxgcHJQuIXqPsO9yLBYTjSH3EqeRUXbCwJSGjQwvASzbOOliShbw8JmQwWK1OCUDlBdFo1HRF7I4Rrdg415n8Mx1wYwFNZY6KNIMJYt7KOfh8+M6oBMj0Ofa1VkWPmt+tpY18HOZdtaMKdc8cHiYC1lzrkveK7I8/F6uTb2meH68H6VyE645Mo+0r5oxovPmmtfXze/jvqE94R8ybXwPGWmuFw3G2amG94GfSeBPcMz/MzDkeXE/cW/z3xowlz4rHvwuzaDrzBh/x+9ncMHv6OzsxPvvvw9O333llVcwMjKC8+fPY2trC+3t7YhGo9JmlURJLpdDMBjEH/7hH6K2thaVlZV4++23hZVtaWnByMgIrl69ik984hOIxWJCJtXW1sJut+PKlSswGPan9Xq9Xly9ehUvvvgiQqEQnn/+eamVKC8vh9/vF79kMBiwsrIiBWZLS0syuOTdd9+V4sBisYgjR45geXkZvb29WFlZQTQaRX9/PxYWFpBOp2WaHnsy89otFgtSqZS0deMeqqurk17VW1tbWFpaQltbG2ZmZmC32+Hz+bC9vY319XWRJjocDuk6QmknQVxLSwtmZmbg9XpFLmGz2WQPv/POO/jqV7+KH/7wh+JX0uk0vF4v/u7v/g4mk0kGq1Fj3NLSIhrsbDYrWYjy8v0JjSaTSXTh7JC0t7cnXVdsNpusJ04+5ICsWCwm/s9oNCIej6OrqwvT09OS1aNMr1jcnwJZV1cnNo4ZOrau01nTfH6/2wuvw+fzie9YW1uTYm76qkKhcKiwPhKJiP3QhdJkug0Gg2QreC9JAvDQdsFkMh2qTWFATHZZB9qUZvD/PAf6R/16rmFd1MxMfSwWw1e+8pUPGenSg2lvanAoeNcpR+DAkAIHbanoCNkGh23g6NTIVHq9XtjtdlRWVuKXv/wlGhsbkc1mJZKuqalBbW0thoaGJHU2MzODgYEB7O7u4tGjR+jt7YXX60UkEhG2iwUkhUIBZ8+elb6THDlbWVmJ5eVlVFVV4ZlnnkFXVxfm5uYE7NK537t3T9qBsQuHw+GQceYEwKFQCAsLCzLFaXFxUeQhyWRSFqruScnCRIIASjLYK3Nraws2mw137tzB9evXkUql4Pf7AUA2pu5UoFPtm5ubh5g0XlMikRBHrrthEBQRQDAAokPWld6cfkQwDBwUMlDCwDQRz1XLK/h64KADACui2TKIQQg3N8+TaSeCEwIcACLzICupARglOMABYCcgZUU4QWAqlUJjYyMAHKoGN5vNcLvdmJmZQUVFBWZnZ5FKpeD1enH79m10d3fjRz/6EUZGRtDb2wuDwYCuri4xSBxSs76+jmeffRbj4+Nob2/H+Pg4NjY2cOrUKSkO5HPl8BQ6fILl5eVl7O7uijNloMQuO01NTdLGMBKJ4Pr168K+7O7uCvvFZ8GiFvZGN5lMiMViGB8fFzBIZ7KysiLpbAbFBEXMPlDWQMdDsK0dA3AwOIQOaWtrSzJdWpJR6gBovAk+yd7xGTN40B0N+H1cSxqg0ZmQUaVjJuvE9/CeEojT3ukWeiww5j7Y3t6WrAe1krxnzNpxL5YGChosayepASaBJ4ujKEfStpn2gU6fB5k1fgbtAA+d4uXe4r2kxpL7r1RSwmdTKukofX0pG60zF5r51458e3tbuixsbW2hr68PN2/exIkTJxAKhWT9cD7AysqKgOBbt27h5ZdfxpUrV7CxsYFAIICenh6cOHECN27cQDgcRqFQkHoZBu3l5eXIZrO4ffs2hoeHce7cOfzkJz+RgSNWqxVNTU3w+/0iEeA0u7t378pkw2g0KsEi267Rtvt8PszMzKCmpgb//M//LOOk9/b2B7FEo1HJKBYKBZkEODExgbNnz6K1tRW5XA5nzpzBuXPn4PV60d/fL+3m4vG4gKAjR45I/cbe3h4WFxelXoJEVzKZRDgcxubmJmZmZsS2XLt2DblcDs3NzTCZ9nXeZMXZVu78+fO4fPmyDI5hlikYDKKtrQ1//Md/fEinrWV7ZMZdLpe0kSWjzIJHtv4zm82yLylBTafTMimZExQ9Ho+sIxINmUxGOm2w9sNgMEg3I3b/ICgloUe/z85OtH3xeBwdHR2HhqM5HA7phsSMFAEryTnaP+4pAm1mBQFI15Z0Oi1ECEEvCy1pN4i3qE3f2zuY5MuDWAmAjKzX2vZSkoLPkBldnc0rDez//47/dUAagGhYNQgi+Ck1ctRQsY0WU3FMDTK9Sx0m9U2FQgHXrl2Dw+FAS0sL2traDvXdzWazUmyVzWbR0dGBO3fuYGVlBY2Njbhy5QrGxsZgNBql5/P09LRE1YlEQtI/c3Nz6O7uRigUwt7eHvx+vxRRcIoiGeX+/n4BYsBB+5l0Oo2JiQlsbm4eGnAwMDCAtbU1LC4u4syZM/jVr36FQqEg1c97e3sIBoOiVy0rK5NewSy62traQjweF4cRiUSwt7eHzs5OMXCDg4OyiMvK9qeacfIY729tba3ILKhfo56NqeBMJiPgjuNHGb0ScJBVpuacFcdk0OiETSaTMJp09JQHEKywVY5m4Ri1OxwOVFRUSBcMANJFQ8sRNNvIDc1r4Gang97a2hL5BQABaNopE2DPzMzImi8Wi0ilUqIdZOU7z8PhcOD27dv47Gc/K2B+bGwMqVQKL7zwAnp6euT66MBDoRC2t7cxPT2NfD6PQCAAi8WC0dFRHD9+HNvb27h8+TKqqqpEs1dZWYlgMIiysjKMjY3JBNCpqSlJuXJ/hcNh5HI5rK6uwmAwYGJiAn19faiqqoLVasWFCxeEqYrH40gmk7KmKckp7dRQU1MjEwwJUvlMUqkU7Ha79EQnICMLzRQi2R2+j8w6D+4D/pvFxDrY4es1s0k2VzOldG46c8Lf0QZx/XA98pr5bOmMmNWi3dIBgu6jz9eTSdV/a8kJM0M8Z3ZPYWGTbh1GKRzrLBiIkfUjsKIN1hkd7kMSGczS6BoATXowwOE58xy0XEM7fq2X/KBDs2T8Tv1vDapLJR98PryPen/TB/G5bW1tYXh4GOl0WiRCLHTLZrOYmJjASy+9BAAYGxuTwAsAPvKRj8Dr9WJpaUkGfW1sbGBlZUWCzZdeegkTExN4+umn5b41NDTA6/WKjOGTn/wkjhw5glOnTuHf/u3fUFdXh69//etYXl6W4UnMdkYiEcTjcTz77LPSkYrdfO7fv4+Ojg651xUVFWhvb5f7xvaZHMzR1taGeDyOXC6HlZUVGYGdTCYRiURgMpmwsLCAqqoq/OxnP0MqlRIW1e12i4aX9S1k6xsbG6Wfs8/nk/ucyWTQ1tYmGvXe3l6MjY3BbrdjcXERHR0dsoe5rkKhkIBrnjfribq7u9HZ2SlAsLGxUdZrPp/H4uKiTN5LJBJoamqSYrx0Oo3Tp09La7jq6moMDAzI+ud9IeDmteq6hO3tbekX3djYKJpr7kt2MWIHDRKClG7QPzEjSJKALU5NJpMUTnJt877v7u6K1Ibn6nQ6UV1dLRMMAcjwl4aGBsEktE3EJWxvSgabZBCfAX06O6zQ31E+R2KK2UKd9eJ90JlvZjPJnmub96G04wOOr33ta6+yswYdimZwgAP9jmZVcrmcRE2lFeWMnBjdWK1WJJNJNDU1SbeDWCyGzs5OMUZGoxHXr1+Hx+ORdDlHHG9ubqKvr08cjcViwblz5wS4uN1uZDIZEfLrljecpEg2kuAwl9sf2coOBjRSPT092NjYkCpmrQ0iA1deXo7z58/jwYMH8Hg8ouuyWCxoaGhAMpmEz+fD7u6ujLRdX18X9o4gkv9nxMq0tt/vRzAYhMvlEtaZRpnORjtKOkKyW5RwcNNQksPotNRJ67QPwQE3D9PUOk1EsECAzQifrDSlQAQONHJ8DtSyAhB2RDPP1EWTqeR7NdgiyOG56/XHKJtAic6Z97myslKYWw7koeZuZ2dHsicDAwPI5XIYHx/H4OAgnE4nLl++LI6dha09PT1Sme5yuRCPx9HS0gKHw4FIJCKda/r6+mS61ODgIIrF/b627EzQ19eHyspKJJNJmeJJI1dfXy9FbDwqKirgcrkwOTkpnVEoF6qsrJSuNgTOLMzRaX+mammMyRbt7e3J4IGuri74fD5J+eogSrO0ugAVgHTCIHOo14eWB/AZ8jkSONP2AAcavXg8LuCdB2VFDC65/qjdpHSI58hz0ACW69lms0mAwfNgPQIBAdc111WpnIH7hftCSxUoC+H+4vdo3TXvD6+fLLMGC3SGpc+D10oWCjgAtqUF0Tx4L3m++XxetP9an85nog9+tgbMHwSetZ3SYJ/PnMEAbZUOgjweD3K5HBYXF+FyuRCLxSQlPzw8jLm5OTx8+FCYQgBoa2vDnTt3RI9qNptx+vRpLCwsIBaL4fd+7/cwOjqK+fl57O3tyT42GPYn89HvbW1t4d69e3jqqaewvLyM06dPY2RkBP/6r/+Kb37zm3j48KGwwlrmxN70wD4b29HRAbvdjmg0CqPRiCtXrmB4eBhHjx7F3bt3EY1G0dTUhJ/+9KcytvvRo0fwer1IJBJwOp0YHh6WcywrKxPdNfvRNzU1YWZmBoFAQDK4a2tr0nGKRfokij796U+LvDEWiyGf3+8VTOlCa2srFhYW8Morr2B0dBQdHR1iZ5PJJHp7exGPx1FXVyd7y2Kx4O2330ZFRQW+/vWvC0OaSCRkhgTvL+WUuVxOphYz2CNWYJaIUkCtHScbzD1J7MFz1IQKA3/uSfovm80mUimCSe4rDThJElFKEovF4PP5xH4tLCyIFnt3dxdra2uCHTTrGwgEcPr0acTjcZlOycwfbTLtvj4X2ggSHmSpaf9oi0kmMEBlvQB7Xet6I9Y/8f7wu/gcSCrQFn3YteMDjq997WuvsvCBTpQLTTOEZLDIFjCao1HkwqVzobPiJqbjZkqI7BarVwkQ1tbWRLMZDoeln2Q4HBZwy+9idwH2yezs7EQymRRwzFHfXPhra2tobW2VqUH37t1DQ0MDVldXZVIbCyFmZ2fhdrsFiAGQAoXt7W2pBudGYHss9qDU0WMmk4HD4UA+nxeNNVkkgriKigqRuiQSCXi9XpjNZqRSKelfzAiU/WxprEsduS5i0hIdAiUy0LqFIQMnXVTBSFYDbbKLXBtkKAnaCa60PpZMEtsCaW0lNWRkKbnumB4u1UsTDPBvVqjT8XLzA4c7GlC/znZ0bW1tACBDWNLpNLLZLBobG1FRsT+ye3NzE8FgEDabTbIhXq9XesCmUikxVsyotLe3w2Kx4P79+zJQgK2IVldXMT8/D2A/nX7z5k3Mz89jdHQUR48elTVqNBrhdrvh8/lkvbFPLLXswD4zdOfOHcTjcZw+fRoAhI1gUYwuNuVAI+5RGl6yw3QYAITdyOfzwtzzIPDRHV/IUvPz9ZriuqJ+12A4mKZHlke3ziOYI2gkA0ZHogcF8V7y4LXwHlByxu4BPH+uMeBA0qCHXOhr0HIL7hlmnAjYCUKpVeWhtdW8Ri3ZoLPX9lbru/kzfhYzNLqQk6/jc9EpWD7rUnaJz537G4A49EKhIGtH67D13i09Shlp2pzSvailIXzG7KnN69HnTgkbZTIOhwMrKyvS1YE60snJSTgcDphMJgHdx44dw9WrV5FOp/Hcc8/B5XLh0aNH8ozcbjcePHggQSvZa2Zb2e/f6/ViZWUFR48elaEmwH7B4JtvvomtrS0MDQ2J3tXhcMgkUc4w4HpjT+br16/j2WefRWVlJW7duiXvHRwcRKGw38GptrZWOnq4XC4Bx3fu3EF1dTWOHz+OsbExISDYKWhpaQkulwvRaFRatlG6YDQaMTk5iZdffhlvvPGGZPLIQlO73NbWhtHRUTQ3N2N8fBwGgwGtra2IRCJ49OiRaKcLhf12sSsrKyJTYIcVZkY//vGPY2VlBT09PRgfH5fBLhaLBW63G9PT0yJDY8aKtooDbZhtIbNO38ShKOzkQvKOtSesPWI3EY4bp41gX3CuL9o0j8eDYrEokzONRqNI74iFSBKxUFJn3tjlxGazCUYgGUBZZ11dnQBbYJ9UIhGwvr6OyspKsU+aFSYGYqaL9TJUEZDFpk9lUSd9IHBQL8XnRTvG7+Ee1YRAeXn5hyPCP+h47bXXXuUEHoJppp0IjMgMMj1M8MQUCf9oiQGNIKUURuN+mxc2K2dKSKfxIpEIurq6pFVeRUUFzp8/j1QqJSmvtrY2fOQjH8G3v/1tfPnLX8aPfvQj2Gw2dHR04P79+6is3J+KBEB6Wi4vL0vEeOzYMYRCIczMzKC9vR3r6+tYWVlBd3e3ODPdjkgvdLJ+kUgE0WgUgUBADJXuMhGPx1EoFGRiHdnwaDSK9fV1HDlyRAACHSD1yly81dXVmJubE+22lp5Qh14oFCSYIZAEDkYG6wESmtmiM9cME9NxLFwr1WpSFgAcpIvZdYOOUA9E0RGtlhYQcNOxkAnVjpjAmeBDB3i8V+zaQKNG9ogGlt+vz5lrl+PpNVtNnf6DBw/Q3t6Ovb09hEIhdHR0wO/346233kI2m8WnP/1pzMzM4L333oPJZILdbkcoFILX68Wf/dmf4Rvf+AYaGxtRV1eHhoYGPHz4EFVVVVJgc+LECVRUVGBpaQmDg4OYmZnBM888g2QyKenLVCqFjo4OWVMEEprF470gOGMbSOoQM5kMGhsbkc/nEYvFJKXMQjS2niorOxjprT+X6yydTmNtbQ0XL17E8vKySAI2Njbk2bNCnGwinz/tCZ2fHmxA2QDtDpkPs3m/6wqAQ2lIPkOtHeZa50HJgy6y1GloBqEMejX45R7XQFczqASTmjHnNT6ObeVB58agr6zsYMAS16hmwQiwtXZYyzpKbbAmMPhsaAfIgDMo1aBbB526noUAnufJwnFNqvD6eF6PA9elLDW/V/9fM2Bah6nXBTOlzPox+CsWizIplkBYS4u4Hq5duyYyEBb9Op1OkdXU1NSgsbERyWQSHo9HbF88Hkc0GpXsZjAYRHV1tTDDTqcT//AP/4D+/n4EAgH09vaKz7t79y4CgQDq6+uRz+cxMzMjExE5TjuXy+FP/uRP8Pbbb0u2YXBwEPfu3YPZbBYyyel0iu47lUrhzp07aGtrg8/nw9zcHNxutxT3pVIpPPXUU3j06JEUYZLA4bNm7+irV6/ixIkT6O7uRiqVkpZs9GlbW1tobm4WHw/skw7MFK+trWFoaAgGgwGBQEAyvzrgpc946qmnkEwmRTLBugaLxSLBEDOElBaReeUocB0oMjPM1zkcDlRWVgqgLBaLcDqdEqwBkGwor4372WaziY/RA+mSyaT4YfoRkmI2mw0ApPMIyRwy5MViUTAI8UE0GpUAmJhAE5AEudXV1YjFYofsHgE1bbv2g2xNC0AyFbQHlKXRxnPP6WCbdp/2iTIw7kOSdbQtgUDgf1Rs+L8OSP/lX/7lq6w+BQ5S/XzQGuRofbTBYIDT6RTgTbaRDphGm9pFpsLpRJgi6uzsxOuvv46BgQGcPXsWHo8H8/Pz8uCo+aqqqpKCrZGREdTV1WFgYAD5fB7PPPMMfvCDH4iOqa+vDwAk1XvkyBFEo1G0trZifHwck5OTaG5uhtFoRCwWw8c//nEsLS2hsbERhUIBIyMj6OjokMVNVpSGnF1OCOxjsRiCwaBotFlVvLCwgI6ODqyursJoNGJoaAherxfLy8viILQTohNLJBISCTKSJvjgxrNYLNIGj0aGwFSDcw1meS3cPLpDiwa1pQWKdLKUddAJc82UTsLUmk5+Ftk8OkxmNAhCGN0TYBEokZHloAE6dn4W2XB+J4M+Ol4GhalU6lDqnAw/u7dUV1fj1q1b6O3tlWefTqfR2NiIqakp/PZv/zbKysowOzsLr9crMoD+/n5hkywWCwYGBqSoklMOyZj7fD7cunVLBhHduHED3d3dWF9flz6x3/3ud2V4gsViwfj4OFwulxjGUpCUz+933iA4YGqP2Z5oNIpcLgePx4OlpSVhUrQumK+n8eSzpyNZX1+H0WiUTiMMrkuDMTokXWzG6aNcezx3gio+T8qWdCZJZ0m0Vp+AhTaCgRSfOyVcwOHKdy3/IXjR9QJ6/Wp5hH4vgzoNiBl48HnwnmjwSseoOwCwPaNm17k2NbjWTBOzO2T7tOyC95OBgr5PpcEHr5WsGwEE2T+ej5Z8cV2UHpqB1hkh/Xst2dCpbv2MuUYYzPA8dGqb50+bVF1djenpaWknqNt4ud1u3Lp1CydPnpT3876TcTSZ9jsfjI2NCRtPDTafXUVFhUyl5TU6nU7cv38fX/3qVxGJRCRTwHvb1taG5eVlLC0tST/q8vJyHD9+HL/+9a/R19eHyclJWZ8XLlzAzs4O3nzzTZw8eVI6diwvL8Pr9WJmZkZAjt/vR3NzM+7fv4+Kigop3t/Z2RGGlXrtjo4O0R2Xl5djcXERzz//vLTPJMhjq06/349kMonFxUW0tbWhqakJq6urOHnyJGpqahCNRgVwl5WVYW1tDQ0NDZJJnpqaQldXFwAIK5pOp4WgYU9nm80mdQS0WWR7c7mcdEDa29uTYmvKNsvK9nvDs9CQAJ02zWAwSIE4s7wcy+1wOJBMJgVYk4AgWGXBLrXGDCYpTy3NvHg8HskicqQ9ddRcz1yvGgQT25SVlSGRSKCurg4Oh0OunwQAbSN9Htc2sQI/n6QQ9z73rf582iv6Ed4rdj8jRqDf1wQiM4HBYPBDRvpxx2uvvfYqU2FkcaxWqxQd8GbyIAtFTeL29rawPLrYjJGZ2WzG8vKygGFGimStY7EYmpqacPv2bSwsLMDlcqGtrQ2ZTAY3btwQwMMNx6ius7NTIv//+I//wPDwMDweDy5evIgbN26gpaUFwWAQ0WhU9F02mw01NTXSQJ99gH/1q1/B7XZjamoK2WwWfX19UnnMdBCZIWpYd3Z20NLSIszz9va2pMBCoZAwnezFubOzg3g8jp2dHQwMDMimpOzg+vXrWFpawvLyMs6cOYPt7W20t7fLNCqCeO0A6TQJgJmeYkqW4IggoDQ1zk2j5RragdBx8TnS2fFvVkJTl01DWcoe61QUcADQCch5Ljpg0Uye1+sVXRy1cNQu0hHxnugAhWCNUTlBOqd6ZTIZYSUtFguampoQjUYlOAyFQqJjHh8fF6ZjfX1dRoknEgmsrq7iwoULCIfD+O53vyvPll1lNFt148YNnDp1ShjocDiMI0eOIBgMYn5+Hp/4xCcQDAbxyU9+Ukbikl3mKF8aUmrfHQ4Hpqam5DkajUbMzc0Jm8UCUTLD1MCRxWMQRA2h0WiU6n0+D1bJs981K+f5b64TPl9mDDSIJQjUrKTW1NOwkxklE8QAgVkv9jPXen3uJa4DgiSt+daMPplfZqHo3ABItkVrI7Umm9dCqRCZIT34SIM/1guw5SdZVX3eDCZ5zrxu7ncGIwSMJDR4rbzHACTToAkQ3r9SYK3rEjRTzqBU67U1y/w42Ya+v6WH/m6eE1/PtUdwzWeo2Xq9tviH+nZmHti5x2w2S63L7OwsBgcHEYvFpPid7CPT6LxmauoXFxfR0tIi68BoNCIYDEonFoJrMqo856effhpTU1NSDEzW9GMf+xjS6TSOHDmC27dvSzbIZDLhV7/6FVZWVkQ7zMzaxsYGWlpa8ODBA/T09AiIJMO8vLyMj3/849jd3cX8/Dzi8TicTid6e3sxNTUl57q0tCQ9pVlrQZ04pSlPPPEEamtrRfpit9vR29uLRCKB9fV1dHZ24t1338Vv/uZv4tGjR9je3pZCtkQigdraWnR3d2N1dRXPPfccJiYm4PF4RJLGOh9mZRnEAPuBGmcxMPirrq6Wwn232y1gmIEk/Y7L5YLJZJLBaQw0CGyZgeJeYiDEQksy0nof0l4yKNrb2xM7TuBMoJzNZqXQUGdRmSUg0UU7yLXJLBinztpsNpGQpFIpIY4ov2Kmlb6ewSaBtbZvXIv8nr29PcFnDBC4n3h+tN/cp/w9/au2icFg8ENG+nHHa6+99mpTU5MsRBpT9mMs1ctQl0PGgJIEzdLQIRIMcaIfK441K0nn4Ha70d7ejkePHqG+vh7BYBDnz5+XdFo+n5dG6zU1Nbh9+zZmZmZkjLLH45Fihbq6Oty/fx+NjY3SUs5qtSIcDguY4rhmm82Gj370o7h37544LVYCW61WuQ46IgDSYocjQu/evYuOjg40NTWhoqICDQ0NIhXg6OWGhgYZSxsMBuV+Xr16FeXl5bhw4QLq6+ul8wCnHG5tbUlfUMo1NBvJVDmNAVkFskwaePAZ0/nr1JeehKhZS13Ny4MOjwCe/9epKKaJWGxBcMANzqEr2olyndG58VwIePg63hdq0XktWtJCfTrZYDrnQqEgoIaynYqK/dGxRqMRDQ0NiEajiMVi+NjHPoZr164JczIxMSGONJFICHCqrq7GvXv3EI1G0dfXJ22ulpeX0dLSIqwH+xuzyryqqgrNzc24ceMGtra28MUvfhEjIyP48pe/jB/84AcYGxuTlo0Oh0OYYTrbF198EZOTk7In6+vrRV/Z09MjWSKTab91VW1tLRoaGtDY2AibzYb19XUBI2azGa2trVhfX0c2m4Xf70dVVfZwlNQAACAASURBVJX0Qc9ms7BYLAgEApJx4Z4n28++4gzgstksAAhYI2NGY88gh0WK+tlzneiMRSnQ1Z/Dtc3nrG0W17f+PO5rHTzScRKEapZYr1G95uhAuR904AhApC9akw0cFFHqYIF96/ldDE55LQTUZKw0K18q/6Az1HtGBx46s8Bpr9yzXGO8nx8EkBkwaCCt/8+f6X2tf67T7rQfpc+v9Hr0M+U9Z7aOfofv9Xg8CAQCOHHiBG7evAmbzSaf0dnZiUKhIMFpVVWVTFDkVEDeCx3UsL0Yf37z5k2MjY1Jy8hkMilF67lcDjU1NTIlUXdhmJ2dRW9vL5aWlpDL5dDa2gqDwYDz589jdnYWTU1Nolfu7u6GyWTC3NwcIpGIgD/2rd7a2pKguKWlRfpucxALZwXs7u5ibGwM/f39uHv3LoLBIFpaWjAxMSHdJbq6umSiYmNjIx48eIDW1lYEg0HMzMygpaVFsgsGg0Hki4FAAMePH8c777wjBfeUHPBaGUSTvW1ubsba2hrS6TT8fj/y+TzC4TCKxeIhW0T/19TUBLPZLOexsbEh7WPpazh4hGCdAJMysc3NTZEwulwuZDIZ6VBBcpA+gu3w2MaQ7K7uo889QEDK7yLZw+za3t4erFartCgkeUS2noErwbHJZJJCSz0vgbaKGbXd3V2sr6+LFJa+gMQRpW56gB5JU2ZS+Vm6wBE4qHGhAiGbzSISiXzISD/uuHTp0qvNzc1SqU4wxulwGiDTUZCtsVgsAA4KarTRJ3vMiGl9fV26GXChc8LPzs4Orl+/jsHBwUNT6ciemUwm+Hw+hEIh5PN5xONxhMNhmSzodrsBAJ2dnRgdHcXc3ByeffZZ3L17V9rTdHV1we/3w2azIZfLoaqqChcvXsS7774rnUM6Ojqk+GFra0sAGdllAMKEFotF2VjsPsIm7kyLEKQwKgQgKa5isYirV6/ipZdegtlslsieU63m5+cPjRLlYiaIINhlCzsaVOpX6YBYFEVHVAqm+byoLaMT1WCbgIXrATgY6ELwqsf86hQSjS6LlgiMuUY0INFVyqxc1po7prFoxPgMSntjZrNZAavAASNHQN7Q0IBUKiXaY2BfgmC327G6ugqTyYTx8XGcO3cOuVwOoVAI/f39Ip9YXFxEa2sramtrkUgk0N7eLiniiYkJDAwM4I033sBzzz0nrQRffPFF5PN5DA0NYW5uDgMDA6itrcXs7Cw+/elPIxwOY2pqCs3NzVhYWMC5c+eQyWSwsrICr9crGQddqf3222+jrq5OUs+L/9WS8dSpU3jvvfdgtVrhcrkAQBylybQ/7IAMCYFjd3e36DO1VjcWi8m44q2tLVmfAATAcC2QQSFY4zPRAQANNz+fcg4CPS3p0cWKLOwzGg9abWq2mwy5Br9absTP4j7m9/Na6EwIxLROmXuY/eHJjNM+cb8TdD6OfCBpwO/ntfNeaMALQICuBujcUwQF2plrJrt07+pD33u+l6CI58Q9qFnv0ntSCmp5lP5fH1pqxv8zoCiVo5Uy5/q7CI74e/3MeA7shuR0OrGwsACv14vGxkaR24VCISSTSWlLls1mBcwS4GhmkmBqY2MDnZ2diMfjaG9vRyQSQXt7O8rLyw8VB5aVlR3q6Ws07o+SJpE0PT2N48ePY21tDU6nU0DUw4cPJRNGXb/RaBR7RmkhOw9Fo1GRINXX10vAUFNTg1gsdqhV6MbGBl5++WVEo1FZ0xUVFYhGo2hsbJS94nK5pK0fx6m3t7djY2ND5AuUvWWzWelhzILPyspK1NbWihTMarUiHo8fygLt7u4inU4Lu8z7xyI46p8JPGtra6Vo2GKxyL1loMD7xQ5Z7JTEfUTW2ul0yrkw+KL8lAET/aHuQsQ1SJaboNlgMGB+fh4+n09IK15nIpGQLCrvNX05CRlmJrhXqbVmVo7Pls9GFzJTDsc9z/7VzHjRDpC0YQBDGQdtOPc3MwIAhHwjq83vD4VCHzLSjzsuXbr0KhlWMn1MG+t2S8ViUfpRMpVIXRYHEjDVzCIB4ABwkd2+c+cOOjs7Jf04PT0NYH/s6YULFwRAbm9vS3/O5eVlVFdXw263CzNdVVWFhoYGNDQ0iF4uEAjg6NGjMhP+0aNH6OjokAbq7733HoB9o93R0YHp6WnU1tZiYGAAgUAA169fh8ViwZkzZ3D58mVhAvTENba10dEfFyzTUl6vV4KIvb09uRc6NZTNZkVLVigUZAw5tbqDg4MCTthgn6CPWQB9f5kq0saDjoqbRusUNdtF40GwoquPKcEhuCXYoCHidzCzQIMBQJ45NzaNEn/H39O48vuoC+PP+BqCBb6OTKXReFD5T4bYYDDAbrdLQKSdbDabRXV1Nbq7uzE3NyfR/NDQEB48eICLFy8iHA5Lv1lWbdN5ud1uPPHEEzAYDALKqXdtaWmRVkMbGxt499138eSTTwprde3aNUkfjo+Pw+v1YnR0FPX19RgYGMCDBw9QX18Pq9WKmzdvIhAIyHkyLUfjVlVVJYWFOh1/48YNOBwOLCwsYHl5GZubm3C73bDZbIjH48LUz8zMwO/3i8aTPXo1K+v3+xGPx7G5uSl9UJkWZWDG1+pAjOtUS23IqPCZ0lHQ5nAP6cBdZ2C4hvn5uVxOnFpZWZmkWcnuavaZ9QX8Hs3wcE0y3a/Bpy7M0cBb7y06mVImi4FfeXm5jAYmWCUDTHZIM7kMlsiO8WeUuJTKIvga6oMJePk3AxB+fun91C2xyIjxvRqU8/5p1pf3ovRnjwPaPHd9/7RsjOuC66gUVPNz6avIyPE5a9BjNpulwMvj8UjavL6+HgAQDAZFC53L5WRgCUkSri2tu87n87h//z6Gh4cFXFIe4nA4sLq6ioqKCjz77LNYXl6Wjh2pVAokqyhhs9lsCIVCoi92uVxCYDU2NmJsbAw2m03AOWVgbPVGFpIFlwRnlGaxBSvbcnItrq+vIxAISDF0TU0N/H6/+A36dNpEMuD8PLZp47lqGYDRaERra6uMZuc+oC8kSG5sbJTOVNRYs70rO2Bw0BqLNLn2CVC5T0sHhxFgsz6F9pmjxslAOxwOaZdLEoprXQf2/GzaENoWElY2m00CifX1dezt7XcCYWcX+mp9XzOZzCG7V1VVJSCYdVEkNZl54rlpIoCkBAkqg8Eg0lfWr/G8+by4tnUBKvctayRoX/V+5h4Ih8MfAunHHWSkTSaTRGA0TGxnw4hGp/nJlOg01+bmpvTNJKBiaoD9Uk0mE86dOyft3jg56aMf/Sjm5uYEtN+7d08W/97eHgYHB/H+++8jk8nA4/HA6/WKofP5fKItvnnzJlpaWtDc3IzW1laMjY3hueeek/Y7bNPDyPSzn/0sRkdHcfbsWbz//vsYHBzEw4cPpcCBLbt4zYVCAQ0NDXLNrG6ORCLY3t5GJpNBIpEQZh0A2traZAOk02mMj48LAC4vL4fdbofVakVdXZ2kjWtqarCxsQGHwyGBCA8ykjqlqeUe3EDUVWqHwA3EjUtHCuBQ+pmGldfOiFkzWdzkBLyMfoEDRlHrF9kHWQchAASkap0X01laMgIcABs6B80yaokLwXckEjnUnYGsQXV1tbRKZIAQDAZhtVrx8OFDHDt2DL/+9a/h8XhgMBhw48YN9PT0wG63Y2pqCktLS0gkErh9+zbOnTsnTDY17bOzs3j66acxPDyMzc1NjI2NATiQJbhcLikitNlsGB0dFXaQhTw1NTX4gz/4A4TDYUSjUaleZ8rdZDLB4XBIgV0ikZAiGwAi83E6nXj06BGqq6vBVpeZTAY+nw+VlZWy1ilF0s4hmUwKI8QUOL+fAI3giK2lyDgRKHH9svCStoDFjsBBQUup8+J61QXMDOL4jJmZ0MEEz0mDWT5//q2BPc+LLLdmRMk+cR/we7l3uO615EKDF7PZLB10CFT5HdQu6mwebSzvj84cacCpDxIYOmtDkE1nzb3Lz2LQoeU0pfITAlQdwPD9j/u3vm/695pB5j7WwJeMIl/De6TZutLz0ww6P4PnyvtInTKzlvF4HLu7u/D5fAJguRZoM/m9zEbSPl25cgVf+cpX8OMf/xh9fX3CzjI7e/v2bczPz4t/cTgcsm/tdjvC4fCh+gsW9hkMBrS2tuL69etSjDcwMACn0ynM+c7ODlpbWyUTyVqd7u5u3LhxA83Nzdje3sa1a9cwNDQkbLTL5RJtNJ9nVVWVZHfHxsaws7MjGl1OBbbZbFKo3N/fL/IRq9UqRYFa0sfviUajOHXqFEKhkNxLLX9aX18XoLmysoKBgQEsLS0J22+z2VBWVgaPxyMMLaVR7OARi8VgNBpFo+52uxEKhQDsDzjZ3NxEQ0ODTC5l1sxoNGJ+fh6NjY0wm80i5amoqJDAmzaYe3hjYwP19fXC/uqpgfzsra0tuVbKQ7Qem0xwTU2NDJ7h+iTTTvtGG8Zr1v6J56P7ddPuMTvGVrzEB8QTmiTja2mruS7oP7mPSZDSFxsMhg810h90XLp06VWmjlkNy9SGTh/q1BsAASME0mSs6eC5IPnQy8vL0dDQgBdeeAGBQACjo6NYWVmBz+fDwMAAxsfHMT8/j/b2drhcLvh8Pvj9fjFmd+7cERDLNnR1dXXwer2Ym5uD1+uFyWTC8vIyrFarOI7a2lpEIhHMzs5icnISAISJ2NzcxNzcHMLhsBQB/vSnP4XH48Hw8DCSyeQhKQuAQxWw3PAEnTRAbGTPsacsnDAYDFhbW8OxY8ckKmVRCyfjBQIBDA0NYX5+Hrdv34bH45F7rCNSGjLeC6bRGZFyU9Kp8Py5YWngSvWhwOG0OIEAteWMyoGDYEnrnAlstN4MOEgLa2eq2SStiyTTR0f7OBaMm58AnQFPKZvI1ljsC0tZz+J/jR5mhw7qJdma0Ol0orm5GZlMBh0dHejo6JAUe2VlpbBNutAPAHw+n4wzLhaLmJiYgMlkwokTJ1BeXo62tjYJZO7du4dEIoFbt27BYrEgEomgv79fgqahoSF85zvfwfj4OD7zmc/IRCzuN7LONNpkngkwMpkM1tfXEYlE4PP5hHGYnZ1FZWUl2tvbsba2JtpYk8kEv98vhbY9PT1YXV2Fz+eTTiIaXJAJ0SlIrScliCtlOZiOZJaH584+ztT+62dPxkUXpbE1FVlvrennOjGbD/d45nqmg+F6ISCmrSplTvn5PFhEpK+Jzojnq3+uwRnXin6tZrc1g84AWLOzdLb6XvI8tayEe1RrH8moPW4/8n3azlNOQHBB+/BBEo4PknroZ837St9S2mmI+1s7dQZVBDs65Uw7puUv2k5wv+3u7kpPZ2bkyEizaDmbzYocitdcUVGB119/HZcvX8b3vvc9NDU1Se3L5uYmstksstmsTERkwV5nZydGRkYke8h2dIVCAYFAQCbA9vX1IR6PIxAIoL29XabbJRIJmEwmaQu7srKCiooK6TZBqRe7RbEA2mg04rd+67cwNTWF9fV11NfXIxQKwel0yiAyFrgRxLOHMe/HzMwMXnrpJYyOjkrBm9lsxvDwMBYWFpDNZtHZ2Sl1FNTZ7+zs4MqVK/B6vQgGg+jo6BCdM2WezGiRTGP9h9/vh8GwX5/FYJfgj4Hc7u4umpubheSibEOv6b29PWxubkrnDa4xAHIPmBHnutHZUvpYHfgajUZpKsBuXlqeRXbeYrGIDI97h0XaXLvsIEJgXSwWpQ0f7QyznCTS2LrPYNgvjCc45pwJnUWmT9ze3hZVAecAUAZIO8CuVbwXWnpHSSrt5M7ODqLR6IdA+nHHpUuXXm1tbRWwmEqlxEnR6GknQ8fFm0vHxRuv05TaSKfTafT19WF+fh5vvfUWzp8/j1gshng8joqKCqysrGBoaAiFwr4+uLKyEsvLy2hsbEQsFjukzbXZbHC73XC73UgkElhcXEQ0GsXu7i56e3slkspkMpifn0dTUxMsFgvsdjuGh4dx8eJFfP/738f09DTOnj2LlZUV9Pb24sSJE3C5XHjiiSfwT//0TygrK4PX64XD4ZDCKeqmufjW1taEOS4Wi8JIs8iNet2qqioEg0HRdNXX18Nms+HWrVtIJBKySNnOZ2pqCnV1dVLIqZlZAhkCV7JmBK4MfKhHJlAiEOfzAg46EJBV0QBCp4HIuhmNRpmep3XTBNpGo1H6pJKx01IBVh3TCNJZkallwMHXa4YNgDBV/Fw+D0orWE0OQAATJ0RqFoVFJ3fv3kVVVRVisRisViuuX7+Oz33ucwgEAvjFL36B9vZ21NXVSeeZxsZGbG5uSq9RVlgDwNmzZ1FZWYmbN29Kq6mdnR0JGC0WC+7cuSPX9dGPfhTJZBJf/OIXEQwGEQqF0NLSgu3tbdy9exfFYhF+vx8OhwPBYFDuG+8RNW2UHtGZpNNpmVhIuRAZGWqJnU6nFHyyENFut+NnP/uZaEt3d3eFkWbVut1uF80o1yKfM9cjASdtBOVg7PDC82XGiuwKwSODcIIpPk+2yisN+nSNBsERpRAa0AMH+lmC9MexmgRo/HzaHc3o8jw0U6sBKfcf17Eu3Nb3iU5cSzW4F/h/LR/RjLh+L9/HcySALg1GtKSDdoGFSbTz+vUE/Zop56EzBB8ErvX94rVraQl/x+vl3tagnQESJSB8XlwbXA+lXUx438xm86EBM7RzzLrSlmmdOtlmjqv+9re/jb/+678WadPe3v7kTxJKAAT8HT16FBsbG/iN3/gN/OQnP8HGxgaGh4fFvu3t7XeCWFxcRFVVlRS/MdC22+0wGAzSKvXkyZMoFouYmppCZWWlyABDoRDOnz+PyclJGUt+7949GAwGHDt2DCsrK1hbW0NNTQ1WVlaQzWbR1NQEAHj//ffR1tYm48fr6+sRiUREW82e1mfOnMHc3JwUX66trcFisSCVSom+l8XULEKura3FzMwM7HY75ubm0NDQIPcol8vB7XZL9xECuPX1deRyOWF/q6urEY/HZZhZMpmE2WwWH0SCih2JgP3g1uVyoVAoiEabQSDtJGUUOhOk9wuJIrPZLLIdBuKUqLjdbtlzbrcbS0tLwiCTzNE1VpWVlXA4HEin01KsSfKO2X4GSATRFRUVqK+vRzweF7tvMplkAJgOhGgvmbmjdIgYhHaIgT59Kn0mZRvci5w2SbkNg3ez2fxh+7sPOl577bVXOc6aD0Wn9GhkyeToYjGynwQ0NGhsN0amlBHeysoK+vr6kMvlcP36dQEmAOByuWSaE0eEJxIJZDIZATl+v18WN2Un1I2x1ZHdbsfrr78u6Yvjx4/LQn3rrbewtbWFBw8e4Atf+AL+5m/+Bq+//jqGhobw85//HCMjI7Db7chms/jTP/1T3LlzR6LbUq0eZTC1tbXisCkDqKurE3a4trZWjNDdu3fhdDrR2NgIi8WCcDgMl8slI0oZlLDVWDqdRkdHB4ADFlK3pNLFeNzsOi2l5SAEoDU1NfKsgcOaRgYrOuXNyJqbia0PNSum2/Pw/QQa1HXTGPA6dMqITpbXwmIq3VuY957rUmvmGF3r4EIzcPl8XrTOBJtWq1WmYbpcLjHsm5ubSKVScLvd2NnZwfvvv4/l5WWcOnUK/f39uH//vhhirVvz+Xz49a9/jampKfT29qKvrw+3bt3C5z73uUMDSVh8w/Tkc889h8uXLyOdTqO9vR1jY2NwuVwyNIg9YOlACNC03lSzcLx+BmYs/KH+kwwDgz6uX6fTiYcPH2JwcBC7u7vS8slsNmNtbQ2JREI6nTBLw2fHZ0V7odsfaqZHM0A891LAxKCRw1t0ER8DLoIdMjQ6ENOsp2baec28V/xc/o7kgMFgkDXC/aN1iToYJaOsAaS2Exr0kenTQQaDEM2ya8DKf9MB6vWt2W8tceI+0Iwzz0tnEPgdBJ0E4txfZAx5aJmNJkg0mC89SiUf+rt0BkrLlfT7tG3iv7nm9Pv57Mk68jW0hXy2DM44EMPpdEpQyAJtPvNicb+fN0mRaDSKn/zkJ2hoaABwMGiHIMRqtWJtbU3GdU9PT8sU046ODnkenP5pMBhgtVqlRzNrI9gbmZpkFiTb7XbYbDZMTEygpqZG9iILGKempvDkk09Ky9e33npLJIcMZAcHBxEIBGReQj6flxZ1lBhSPhEKhdDe3o7R0VF84QtfQDgcRiAQQEtLi2TjjMZ9nTolIaFQSLJKFRUV6Ovrk/XJ8/Z4PIhEIshms2hraxN7Yjabsbi4KDa4WCxKHVQoFJIey+w6UV1dLcWgrI9gMbjVasXc3BwsFot09CCxQ2ySyWQO1d1wTXMYHADJyjM439raOtTVJZfLYWFhQVr62u128Tes46J8wmDYH0VOHT3xA0FtbW2tyH5IknC/kLGnREzLMehn6dPJbLPGhBiBBIre69wjpVI3Yr5SIotSyQ+B9GOOr33ta68ySqKx186BxpnMCgCRGtTW1opz57QiRtzU+fA1+XweFosFb7zxBhwOB2ZnZ9HT04MTJ04gn8+jo6MDV65ckf7PTz/9NIB9ANbd3S2DMGgImVJaXFzE5uYmmpqacPr0aYmSPR4PKir2p0XdvXsXb775Jv7xH/8R77//Pp577jncvn0b3//+93Hv3j3Mzc3hlVdeQSaTkUX185//HA8ePJAInouTjCDTctzUjOTLysqk7ZjRaJRpcIVCATabDV1dXUilUnC5XDAajTJxi8ad10cduP4sghQCTBoHSnEYFdO5cROxMIWbj3IMLasgI6PfT0dNg0MgvrGxIdEqI1bqskrlFQQA3LClm5Ut0YCD6Ys0zgRrXFc8T6b4ufYIEnSAwClX1KARbJG5pQFeWVlBQ0MDMpkMpqen8fnPfx7f/va3kc/ncezYMUmDFYvFQ8V+LArx+Xxi5AhYHQ4Hrl+/jnQ6jaWlJTQ1NSEcDiOVSiEcDuPs2bMYHR3F6uqqDAdIpVI4c+YMlpaWYDAYMDw8DIvFgu7ubrS2tqKpqUl6oVOXz4IaDdR01wDuW92RhexEJpPB3t7+kAMGK1xDAHDnzh2RzHg8HjgcDrEHtAX8Xj4TFmRxv/B56bZXGuzznPhzPRyGLbuAA7BFEKqBMf/mWtCdDrSkSRfTaTmKlp1QHlTKGJONBg6m+RFw6bWoU6L8fl53qQNj0KqlTASMBNYa8BsMBilA5L7ia/X3aACtJSp6L+nnp6+PAQWzkQQDWseuA9pSwMuDr+Gz1q/TkgydZdIyQt5/3i+uM90pQTt5rgs+S94Xngs7UulAiOwjg0DeR73m+LOZmRm88sorku2h7SWrBxz0OGYHiVQqhVu3buFb3/oWfvjDHwp4YnEgi5ZNpv2OVOyq43K5sLa2JkFLS0sLLl++DJvNhnQ6jUQigdb/6hhEzbLRaMTU1BQuXryI9957D9vb22hpaZHORAToR48eRSaTwa1bt3D06FEEAgEZfGK1WkUX7XK5sL29jVAoBJ/Ph0ePHslEROq8KSWIxWIYHh5GJBKBxWJBMBhEfX09Njc3MTU1haGhISHIvF4vEomEDHlqaWlBIBA4tEetVuuhLAzxhJZDra+vS0DCfehyuZBIJESOQR9it9tlgNHOzg7S6bQM26If4PeTVNDdanR2lJm7XC4n3VbYI5oZDBaD+v1+BINBIZjo6zmJ2OfziZyNMtTt7W2RHpIsJFlEHEVsxSBGk1m0hbRbmlBitprBJde/3icmk0mGEtEPUHbKf0ej0Q+B9OOOS5cuvUoAQNBMJ0Lan85JjwutqqoSY2o0Gv+bXjEej0t60GAwiCaNmp8jR47g1KlTWFhYwMrKCqamptDU1IS9vT309/fj1q1b2NzcxOTkJCoqKkS/ZTKZpFXdwsICDIZ9PSH7aN68eRPNzc1wOp2YmJjAwsICWlpakMvlcPfuXfz93/897t+/jyeeeALLy8sIBAJ46qmn8Pbbb6NQKCAYDApgfvnllxEOh0Wnpo1xsViUqYtMkQA4xJYCkKKHvb096SdaXl4unUR43zntyWQyiSMjgNOTDXnftTadzBqdswYZjOJ1ZE2nTRaR76Hx0hkHnU4mOOBzKC8vF5ZZazr5++3tg1Hm2gBohkin2tkmDTiY8qjZz1ImkGtLO2oNtgns+WxoYLVhbmhowDvvvCOM9dbWFp577jn4fD5cvnwZH/nIRzA6OgqHw4F4PI61tTVEIhF5RrlcDul0Gk1NTchkMujr68OdO3dgt9vR1dWFEydO4O7duzAYDNIuix0DvvGNb+CXv/ylSDgWFhYwPz+P5uZm0f5ZrVZMTk6KBpNTyzhGVjOYTOvpgEJ3YTCZ9keaz8zMoLq6GidOnBDdInV8W1tbwn6xMCidTh+ScJRqUxmUAAcGuTTTwNfzeZHx1Ewlr4Nri5mJ0jWuATn/5qHBI4EYD34WnQjPg+dKmRKdCD+HtpBBJe8Bg2ruNeCgiI5/0ybQLnCd8nt1VwzeL+4THcDyOrmHyVrxfdwLXOulIJZMl7bZtDF8jZZ00GZr4Mrz0oGKth+l36nve2lGQAfwtAn6WfDntDfaflAisbGxcWiQjA7oaDM0g11bWytBpclkkm4KJB34jAwGA1wuF5aXl+F2u9HV1YW//du/hc/nk3vP8yPxQfDJg7MRfv/3fx/JZFLkGuFwGNlsFvX19VhYWIDdbkdbWxsePXokIIz7yWw2y2uamppQVlaGubk5nDp1StrDTU9Pw+12Y3Z2Fl/60pdw69atQ1MeORPBbrdjbW1NJhDeuHEDR44cwczMDAYGBjA9PS1Fd3Nzc9JCLxqNoqqqSoAowSIH1AQCAbmPXL/ZbFYY6/HxcfT390sPegZzHo8HIyMjIsUgo5xKpSSDTB9C4M21xPXMTlYs9KupqZEOJiaTCbW1tVhfX5eOJgxW2tvbEY/HRXLJNnpcVzoYZxEkpUMMxCmXc7vdQnyx2DsYDMLtdqO+vh7l5eXSPUbjKw5soc2kr6LEg11QXC6XBJZ7e3uifTYYDHJe9KMGNEW6NgAAIABJREFUg0GufX19XQoVaWe4T3lfeT8p62Dmt6amRpolMIPJDEwoFPoQSD/uoEaaxovT5+gwaJjJVPChpVIpASusSOfBFBbTHARzjIDy+TxGR0eRSCSEFWOxHUecMg3d0NAgzq2srEzSKu+88w7W19dx7NgxFItFeL1exONxnDx5Utjts2fPYmdnB36/H7lcDmfPnkUul8PXv/51FItFxONxfOpTn8LVq1exuLiIT33qU6ipqUFHRwcSiQSCwaAUMnCBAgcMDBlfzU5poFcsFjE2Noa9vT00NjbixIkTCAaDeOGFF/C9731P2pC53W4pBAP2HTfbMenP1kCRRp/gqba2Vs4HgDgn7Ui10+b3aGejQSyjUm5gPkc6NIJaAiKuH800lpcfHgOu9fR0inTmZDrpHHm+XHc82GCekhGm97XUg9fL3qCaobLZbDLsYGdnfwpjc3MzFhcXRfsGAA8ePMBnP/tZfOc738HFixdRVVUFn88Hg8GAnp4eRKNRKZY5cuQIQqGQBCxkAKamprC4uIgjR45gfn4e5eXlWFtbw8DAAF5//XUsLy+jr68Pb731Fnp6evDo0SO8/PLL+Pd//3cYjUb09vbi2rVrOH/+PMLhsAQ2ekIk/y5lbDVrp9dOOp2G1WoVpiQej0txTKFQkGE+xWIRzc3NiMVi/23AAllAng+zC7roTZ/X4wrV+Nx1vYGWgQCHewszw6CZZF4/jb9mb7VUQeuCdQCg1yH3WmkrOp4vP0vvb92nnNfIe03Az/UIQNhuAl8CRO437gfuSX2+GpjzGdDRa8mEZvd4r7SUQ/+bz4osHu8Vf8aCYdYEMJjQ0greI34vz610bZYGvI+zP3xvKevNe6FBAc9Jy2B4T3Tgw+dJ8MD0PoN7o9EoLKCe+smAJZvN4s0338Rf/MVfoL6+XjI6wIEmmoQFC7pY27K1tYXLly/j5MmTcm6sl5ifnxe5Agv1eA9IqHC/rq2t4aWXXsIvfvEL+P1+NDQ0YHd3F52dnYdA+u7uLuLxOLa3t0XjzMJnZswqKyvx4MED9PX1CavKbAQllBxe1tnZiWKxCJfLJSyt2WwWVnl7exttbW2Yn5+XPWA2709HDYfD8Pv9MJn2GwAQrPL+6f777FVPUowTHrk3SCTxGdJPVFdXCzMdDoeFXIpEIodkXmNjY3jmmWeQSqWklol+q7a2FmVlB735Wa9htVqRSqUEy3AdUXZWU1ODpaUl8UFTU1NoaGiQz2ptbcXMzAzKyspkqBpZZerW6e/JgrO97/b2NjweD8rLyw9pwxm007/x3LR907aMwQD/sEBa7y2eh97D9Ln05fT7lAv+T4C08f/0gv/XDj4YAhLqMQuFA+F8WVmZpK3JgrCPI40N2Ud27mD0xQ4a1CTRwB0/flwmAfp8Ptkw8/Pz8Hq9hwAWI09qN81ms0ToU1NT0pOTMoFvfvOb6O3tRTabRTQaxfj4OPr6+jA6Ooof//jH6O3txalTp/BHf/RHkgp7/vnnkclksLq6KtOL0uk0zpw5AwCHHMX/zb3t6enByZMnEQgE8O6776KhoQFvvPEGysvLUVNTI6wAAbXL5cLCwoIYD7JyJpPpULsbOjT2DWUlt47cS4uzmIKic+drdKqXWtpCoSADOzQbzfVCILK5uSmRMQDRIZIFYCqb+jOCEPYYJfNIxpMaMP5N4M70uWY+yGTwO1hsSIBDZkenkdPpNBYXF+U9ZvN+S6H29nYAQDKZlBZ2oVAI6XRaJBTLy8uIRqMIBoPCnnR2dmJpaQktLS1YWFgQZqW/vx+f/OQn8eKLL6KsrAw9PT2oq6sT/eHv/u7vIhaL4Z133kEmk8Hx48dx7tw52O12XLhwAblcDrFYDAaDQQqIWOGtpTP/04MMFYfIAMDCwgLKyvZb8eVyOdGHk30h08IJoLo4lIwQn4MG8Tq9qMEk1xLXCVl9Fh1qQM3nTgOvg8pi8aAPOu0TgwsyP6zfYDESn79eSzwPDubRshWdweG618CeAJPgVEszCMi57gjMyLQxyAQOgCPXIhlX/k4HI/wZzwGAMFm8LxokAzgUcJQGzBrYkrnn/mabQ5IgvE4epZkALYngOuC64+s0mOZ79GfobBjXC528DhxisZjoWHnv9ZrhfeL160IrFi1q7TxrWJhK1+l3prUpw0ilUmKL+Tmcpseidq4Vsnqjo6O4c+eOFOrt7OzA4/HIOs1kMocYeEodOd/B4/HIILO1tTVUVlYK+KZmlxIBdo5aXFyUbjvd3d2YmJjA5OQkPvOZz8Dn86G/vx/t7e0SAAwNDaG6uhpra2vS/efdd99FoVBAIpGQeiGj0SitBLu6ujA2NoZjx44hGAxKESfBGoGwvr+crDo4OIiVlRXU1dVJNpC2mjhjZ2fnkKyIz4KytHw+j1AoBKNxv381g2f2no7FYqipqcGZM2ekEwq7t3DADgfCARB7xj3ldDqlvoWFhmSPc7kcvF6vSFrJhrtcLskkuFwuWCwWmf7I1nUcwFMo7Lf3m5qaQnt7OzKZjARGLI7lXtDFwdzftAnsQsI2epQ40Rfyu9jSlDbXbrfLvtf1EbRPvHYy1f83vud/JSPNlJU2yGSk19fXBRDpqJDFGTT+TPFr5pGGkyl1MnYAZDoTW8kkk0n09PTAarViYWEB0WgU5eXlh/RDBOncsNRSMqqm5iiRSODYsWO4desWFhYWMDg4iI2NDfT19WF5eRnBYBAPHjxAIpHAlStX8Du/8zu4ffs2gsEgbDYbIpEITCYTBgcHBaCXOoH/yRGJRNDZ2XnImLDtmMPhQHV1tXRn4ChophXX1tbECezu7krXCTo3piKBwyN2eY668Ia6Yxp+fiZlGHy2/D9BkWYYNbPJZ0qWWhe+sZiDWjYaPK4TAhyyIEwV6w1KAENjYTTuV9HTeeqUOxkqGjga01LGjICFP29tbZV+nw0NDTCbzTIOO5/Pw+12Y3NzU5iBvb399oZsjUUtIFtSLS0tobGxEXV1ddJnGgAaGxtx9epVtLS0SJovm80iHA7D5/NJcSsr9v/qr/4K7e3t2N7exszMDMxmM86cOYOKigo4nU6srq7+t16m/5Ojvb0diUQCZWX7fasJ0tfX19Hb2yuvAfaHI/n9fuk84nQ6RcJEYMd1R+aVRpbpRy0v0YCXmZTS4kDNaNOh6uK20g4cXI9kdzUQKRYPWsSRzdTpTabj9ZrneiJg5+eXdtDgWtLgn9/Hz+Jn0HbyOkgO6OyNlqtoORbPR7P7tK9aQqGzQPwevZe0TI/gRrO4pRkLfe28Z7xO3n/+XzPPPEfuLw2sH2c3Ccq0FIQpZC2T4+90VwLd7YXnqAE41xEDPkr1WGzM6+O16jVnMBjE1pJ8+PznP48///M/R2dnp4BtBm9aZ8+OUqwdYbcnu92OK1euYGBgAACEVKL/IwjjsBMGzDyPuro61NbWYmpqCs8//7xkzzY2NrC2tobt7W00NjaKhrqxsVEGsXg8Hjx48AATExPo6upCbW0t7t69K+usrq5OekqTbSU739zcLGPOOdGUWaG6ujpMT0+jubkZ2WwWR48exeTkJOx2O7a3t9Hf349EIiEyT2qG2VL0zp07OH36NB4+fAir1YpkMilEGzO1PA+CQHZL0RJLDWY50ZDSDB1sahkUu2zt7e23OeUUQ/pIvdc1xuFe4LrQ67WtrQ2jo6NwOp2wWCxSaFooFCTw0Oue2vZsNgufzydF1sQ4wWDw0EAx4h29P3UWSZMctAXcQ7SD/B37gJMQ0LaLAJpdwJh1LBb3ZYzJZPJDacfjjkuXLr3a1NR0iNbnpjKbzeIIeEMJ0Ni5gQuMjCTTZkxHcFHTCXOh2mw2TE5OigFxOp1IJpNYX19HOp2G3W6XCJGfy0LCyclJrK6uYmNjA16vVwq16KR3dnYQi8Vw4cIFfOlLX8LIyAgikQjy+TyCwSCefPJJGAwGSZs1NDRgaGgIMzMz0meRxQr19fWiXwMOT/H6oKNYLGJ2dlbS47pjA0cts3Do6NGjGBoawsjI/8femwVHfl7l/0+rtbdavanV3dpbo2U0mz0Zbxk7DiG4shCSsCaQgkoK7ii44ArupqBiu7iguCZAUUWx/QoIJE4F7JjgJRl7xrN6RtZIGu0ttdR7a1+69b8Qn6NXzRj4X8ffqqmZkXr5Lu97znOe85xzrkqSpqenjZ3mnriSARdMuqkejABAgzQVBWM4XLfanFGhbEzSkUS63Ac2oevMpeOxyozz5nNyuZzps4hwCcBoGC8daen4TL4HeQoAnT7ZbGbSua4OkntAIQhj4D0ejxlWABUpMtouUpBBqySmGFarVesjPj09rXA4rKGhIS0uLqqtrU1PPPGE3nvvPRscMDo6qrW1NaXTaSUSCds377//vp5//nldu3ZNW1tbSiQSluI7d+6cFhcX7fd+v98yLozk/dSnPqXXXntNHR0dmpiYsIAM8Pd/OdiP2WzWimIGBgbk8/lUKBQMyC8tLamzs1Pd3d3G7FarVUsd8ywAMhT7uDIBd9olwAzQwr3GQbKGXHBOUZabnXCZaZwBTgWAR0GpmxlxtfBu8RDvlWSsst/vN+0hcim3AI177rLvBAS1DHG1WjW5gKvZ5j649sMNilw5CevcZXO5DwTQ7De3Ww72tVYOAoio1cy7LLUr2WA6KPvGBdm81/1slzh51OECZlce4r4XwO9KO/geQA33EAmYdDxwwyURuDZXfgMw59lz/+iM4/V6re8wmcCmpiZ997vf1Z07dyzwdQEWUkRADEEQYGhoaEi//Mu/LEmam5tTd3e3tra21NHRoVKpZGtsc3PTGF7IFLTE29vbunfvniKRiDY2NpTP562DxODgoAqFgvx+v2ZmZgygIZnc3NxUV1eXfuEXfkH//M//rDNnziiTyRgxMTExcaKYOJfL2TpaXFy0ex2NRpXNZq3DEf3nV1dXjZ1dX1/X3t6eLl++rImJCSPmkHQAvjc2NtTd3a2VlRVFo1E9ePBA0WhUAwMDJnHk2RNwuIEdhBn2n8C6o6NDmUxGkszvoSXH1vOevb09m9ja399v+1k6CsRgeZGzsW/4HewzGdJUKmV6dK/Xa8+hWq1qdXXV5B3r6+uWRWCdIY0DrCLZwA6wj71e74mMrNvekiwihbDYD+RHrsade8a1uCQDWM8lDNiDDQ0N/2eN9E+ctIMDGQWGBFYJyQYpqYaGBgMJGD23KwIdDGChAVP19fU2aainp8cmOrEo+/v7rXhneHhYsVhMsVhMoVDIHOapU6dUrVaVyWQ0MDBg0wn9fr+uX7+uQCBwYiLhw4cP9du//ds2SSkajerSpUsnjJfX69Xv/M7vWCHXr/3ar2llZUVf+MIX9Nxzz2lzc1O/9Eu/pLm5OQN9/9NRrVaVTqf1xBNP6KmnnlI+n1c+n9f9+/ctDUgvy93dXWMW2MyMcoaFByTwHJigKMmMPSwYkS7sjFuUA3hnU+zvH/UEZTAMxo5oVJKy2ayKxaKBH54nqU9ex/OBMWpubrbqa5wmEbOrY3aLulxmDMAA402qnCBJkoEsVwNWLpdVrVYtTVhXV2egnu/me7leDFlXV9cJx4tR6u3t1fnz51UqlbSwsGB75d69e0okEmpqatLc3JzS6bQCgYCSyaQBZf7u7+9XKBSS3+/X8vKyFSLdv39fGxsbmpycNAPP5M3Z2VnduXNHi4uLOnv2rNLptPr7+5XNZhUIBE4w7v/TwTOfnZ1Vb2+vFTnt7h6NGe7o6FClctQesL6+XisrKzZG1+fz6c6dOybxgcXleQE+XSYUzSHgEcMP4CQb4upj3SwIGSqGGcAGAYxc7avLehNsskYpkHT1/WRh3MDS7/erqanJbBPrGdDlspysC1cnjewBQOgGvABa9ocL9AkQ6E/PfnIBBEFuLZDk9Tg/7gPn7WZ7XGANgHA/EyYWO+621CQTx72mUwXPwj3+N7vostVucOD+7bJo/F2bTeIeIqfg2bsSEne9uYfL5gMwKpWKAoGA1tbWJB2RBwRUkUhEuVxOqVRKzz//vJaXl5VOpzU9PW12wg3ysVvI5VpaWvSzP/uzGhsb0xe/+EVtb29rbm7OWrr6fD77jsPDQ83MzKi1tdX6uZMZBcSxVwn2yfqtra1ZRgtQBRM+NzenmZkZ/dM//ZOeeuopvfrqqzYSHMa6ubnZpvyxbmiDR7auVCppdHRUGxsbmp+fN58kHRVsz8/PK5FIqL6+Xjdu3FC5XFY+nz8RyE5NTeljH/uYJiYm9LnPfc6yl11dXWpoaNDCwoLS6bQ1KuA7aIMLSYcuWpL9XVdXp6WlJdPOb25uWmaS9nEEGIDFcDisjo6OE5pq/BXPD7kkxAy4prGx0ToLQQK1trbK7/cbYYE+Gvki3bPYs/SNhjRwZVhk/Le3t7W3t2fSO1fTDUPvdgJizWNXICW4PvwgewT7hV3FhpE9Z2YE5ML/NSv/E8lIE40COFwdXqVSMT2YdKxjw6C6k/QAmgAqWC1ejz5wb29P5XLZGK1YLKa5uTk1NDRYG7mNjQ3lcjnTBMPuUOTo8XgUDoctxcaGkY6d3ebmpoaGhqxKen19XbOzs/J6vUomk2pra9PFixd15coVVSoVnTlzxhjEtbU1fetb37LgAEfyYWl1FlmpVFIymbTWO+Vy+URLIdJ3nZ2dOjw81LVr17S3t6disSjpqOfow4cP1d/fb4wzDoBrlmSMM6AFAwDT5/b8BZRTCYyj4D04RpdtcgEMqVw+i2dMio1gSDpmh9y2eK5TrqurM6PExmbNScdMoiv/4PxcJsl1hBgRrre2wXy1WrUiFZwdhbMMjwmFQkokErp586a6u7vN6G5ubtqI30qlYm2i9vePhpXMzMwoHo/b63B+MzMzNtmyoaFB9+7d09DQkDo7O63N287Ojtra2jQ7O6vTp09rdnZWly9f1v7+vlZWVjQ8PKzV1VU9fPjQgsqxsTGtra2pUCicYOHcgyAE2UipVLLnjozrD/7gD/Snf/qnVllOsS9BUiAQ0NbWlgYGBjQ5OXmify5G1039E+C46XIMtcusugCadlBoKWFr3WIXt+gUJoY15QIu1gXsDrUDaJNZw26wBqg+ODhQuVxWIBAw4O8CRleC4Mqf3IDPzQhJR+AQ5+j+jM8kCK0tBnQZWjfzw/vd33PN0kkJh3SsDWafAdJhuvgsglMAmzvBFOBCJgk7X3vfa4FxLdPM8T854dr38n78h6uPB2S5WQ9XTohNc4OIR91fwDdBeblctsDabQn49ttv61Of+pQWFxfl9/uNDMFOua3H6LrQ2NioN954Q5L0N3/zN2poOOq4sb29rd7eXrW0tOjevXt6+umnJcmm5lWrR21SKforFotW2IeUYXFxUYeHh+rq6jJ7ura2pqGhId2/f19PPPGETfidmprSxYsXNTo6amRQNBo1YgZAODIyovX1dW1ubhrDjR6dFnLYYPwEn4NfR3dM0M8+BbyFw2HNz8/rq1/9qmZmZhSNRjU+Pm5gDfknrwfUuQF1Pp83/8NazOfzVpzPXsS2Eygw5GRjY8PsLsF6qVQyso1ADSkpskGY5GKxqGAwqOXlZfOr2BcGoPA+yAcIB9jfhoajQW9bW1tKpVLWh9qt96HDTK3t4boJbnketO7k3uFTCerwc7u7u/bZZM64buyISzbQmQz2+6OuHR9yvPzyy1fOnDljUZGrNQSUuIwobc5q0/Q86La2Nvu/JAM4fA4bg1QIC9Dj8Vgjelhv2FoWxPz8vJ0fDry1tdWcIeNd9/f3dfnyZVUqFaVSKfX09Ghzc9McdyKR0Pz8vEZHR/Vnf/ZnCoVCCoVC+v73v2+N9ePxuGnSpqenbfLa/Py89d7kODw81N27d/XgwQP19PSYUczn8+rs7NTAf+lx0Z02NjbqnXfeUXNzs1544QWNj49rcHBQS0tLlvZxgYTH4zFmHwYEB08mwePx2LhPJDGwcBgWty2S23qnNi0uyQoOcVQ4W95PGo+KbtZER0eHtQcKBAKSZCyBm86l7RT/xtE/ShbgOj+uR5IZjmKxaAaF99LNgPfQqYJ7RO9WIu3GxkZNTEwYQ8H9gCH94IMPTLLBMJW6ujr19vYau02hD2sa/fnMzIySyaQFiB6PR/39/Xr//fdVX1+vZDKp6elpRSIRLS4uqlQqmeYxFAopGAxqZWVFxWJR165dU29vr7a2tnThwgXlcrn/tqcHBwf1ne98x4YfAYIKhYIVanV2dmpiYkLpdFojIyMaHx9XMplUoVCwivS6ujp1dXUpk8lYlsQ1uAR5bqoQSQ6MGcwggBHwwfOtBWH8DqDpZlZcx0rQiD0AbLDP6QlLEEcRmaufJEgEZAE0+XwAmMtMu1pnN6h0ATeML2wQAJT3u5ptQKKr1caZufvFlfLwM3fNYwt4DtLxmG3S86TIuT6XFKGrkiSzPbwO286/+S5XZvIowPy/sVePyqrwPLiH2D6CM2wf64T9zZpz1xMgkd8BfqmNaGhosKIuir8p3ANEUCcxOjqqw8NDKzRGqogtZEDH9va2IpGItre39eSTTyoajeqHP/yhbt68qdHRUXV1dVkvZvYkn0vmh2fw7LPPqlAo2BjoRCKhmZkZPf/882psbNTMzIwVqYXDYU1PT1uLzfr6oyl0IyMjdm0A/VAopKamJt2/f9/Of3R0VPPz8woGg9Y7HNDNrAMIEIrrlpaWFI/HlcvlDFyWy2U999xzevjwoaLRqK5fv65IJGKF9Jubm3rnnXdsqAvyC7fBAUQIpFowGDRbwYATOqhUq1Vj0pEhYPN4/pBhPp/P2Gk6FjGq27VT1WrV9gP2371+j8dj49ilYykR/3c7uVBUX5vdQrJJhr27u1sdHR3mzyAACOhZv6xxtwc0hKbH4zFJJYSaS7ZQs8G+paXw/v6+ZUg4YOMJLLkni4uLH40If9Tx0ksvXaHnI8AFA4tzYLFivDECru4UcItzgFUCCLa3t6utrU3j4+PG6vEwcQZra2uqVqtWXMFkJtjNtrY2G3rCuXAeoVDInHo2m9Wbb74pn8+nycnJE9o/ScpkMioWizZswuPxaG5uTp/5zGfU3NysZ599Vt/5znf0J3/yJ/p//+//6Stf+YoWFhbU0NBgoJrF9eabbyqRSOiFF15QoVBQKpXSl7/8Zd2+fVvZbFaVSkXvvPOOlpaWFAwGrV80LPL8/LwaGho0Ozur4eFh+Xw+TUxMaHR01ECedJz2lI5b33D9bBaX2XKZFbdgCIPkFiAhDXGBBTpYmFOMg6v5JAqmsT3rAX3YysqKpd5gJhlLTdROIWRbW9t/KzLiHuHsuDbYp1rm3NWawVKzTnAuXq/XRobz3N2BNVRn0w6JYCGVSlmbxlgsplQqpe7ubhUKBW1ubsrn8ykQCGhsbEyrq6sKh8Py+Xx68OCBaasrlYo2NjYsA8F9YgxupVJRR0eHZmZmVCqVlEgk9MEHH+iP//iP9Vd/9Vf6wz/8Q2WzWXV1dWlxcVHt7e0aGxvTwsKCvF6vhoeH9Z//+Z/a39/Xr/7qr1pqtbGxUS+88ILm5+f1la98RYFAQH//939vmRMmgK2vr8vn81kaNRgMWicS2EtXM48sQDrWoLpBnsvASsfjZ11G09Uu1hb1siYBe66zk467VLCmcSAuAy0dazRh9QBnbgbH1Vqyzl15gGsPa4E1NojX8zluIAj7R/DB/iIT5GZRuG8u+4v9IhBx/+YZcI9gnV2pEs+Bz3HlIvxNcM21YTcAqgRKkk48g9pg1/3b/Tz3cN/n/r42CEATS8DyqM9zpR08H2QPrAW+c2try6aalstlnTp16sT6hlGkJRlzD5aWlvQrv/Irmpqasu9DgpTP5xWNRpXJZKyAbXFxUU899ZRmZ2f18Y9/XJLM9gHyyKiSAeLZXbp0SZOTk8pkMubX6Nu8urqqpqYmvfHGG7p48aLpWbe3tzU5OWla70qlYjUvoVBI8/PzBv4ePnxogaZbz4FumJopj+eo73UsFjNQnslkbC3t7e1paGhIW1tbVvDIVMe+vj4VCgVlMhmNjY1pfn7+BHvv8/m0srJiA8eamppMjlGpVAwEs5ZhRQn2kDsQGNJkIBgMSpJNEQyHw5ZNhM1mCBW4B1tRm5FnrYFnqO0AK9XVHQ9Uy+fz8vv98nq9NimSPU22kv21sbFhQ3koIqd2qlQq2foAMLuZVp6rW2PCOSFVq1Qqtu4hDgiyIR+R8WLvyNC6WTXWOHYGYvIjRvoRxze/+c0rfX195jgwKDgh/u86ETdt7kZHdXVHPRIBB4z23NraUjqd1unTp5XJZKxgCWF8V1eXlpeXbRIiDgYGenl5WY2Njcpms1aMReqWtj937tzRwMCAFUTQqD2Xy6mvr8/az9D6q729Xdvb2/L5fPrsZz9ri+f27dvyer26evWqPvjgA3V2dupb3/qWRkZG9MYbb+hTn/qUbty4oaamJq2srOiP/uiP9Bd/8ReWGvrqV7+qO3fuGEipq6tTKBRSc3OzVUh/4hOf0IMHD8xh0lfynXfeUWtrq0ZGRiz1g6MEKLIpAB4uY4yhIoUlyfRNOGycG8+TqNjViLGJcZwej8f6VNPDmefNdwHeGelKEEGwwr1gEhibnJRtfX29ZSaQbsByu6PFCeJYo1Q0k86COZOOC9disZgNDmhra9Pq6qpSqZQymYwGBweVSCS0ublpDLoLMPmuZ555RsVi0TTGaMy9Xq+1vFpdXdXExIT6+/v11ltvqaOjQxcuXLDezdKRnnBwcFCHh4emQ0TbhtzphRdesHU7MzOj1157TT/90z9tqWFkSXfu3NGZM2eM/VlcXFQikVAymdRrr71mmZyDgwNdv35dyWRSr776qsrlsrLZrEZHR3Xjxg0rYKS9FDr/nZ0dpVIpdXZ22nMioMbRwJbwPQA8bAa2wgVsrGfXwBMESzrx2fyM9Qj7c3BwYPeOVnQ4HTd7n+5aAAAgAElEQVTV6tZ2sM5p3Yn0DF2wq7l3QT3fR1DmAmXWcn19vYE01q4b8LosMtfDfXFtK3UK/NyVN7lA0ZWLSLJ0NCwr587ncA6uzIbzYy/zeewnt3COveey9LVBhfu3C6gfddRm9Nzz5TkQ2AJYXR0n9gCbAkjg81xZGd8HMNjd3VWhUFAsFlMulzvBzrNeWNewoLdv31Y+n9fnP/95vfbaayekGKS9kRS1t7fr7t27am1t1bVr1yzbOjY2ppmZGXk8R9r61dVVWzN7e3tW+0DgcOPGDQ0PD6tUKpldZkjS1NSUnnjiCU1OThowBfTjy0nbLy0tqb293aSSGxsbtg9ohwojyfdLUiwWs/ZwTDXc399XNBrV+vq6uru7devWLXV2diqVSqm9vV1LS0t68skndf36dRWLRX3ta1/T/fv3bZIvnU5WV1ftXGm/iewxFArZPS0Wi/L5fPL5fMrn82pra1Nzc7NWVlY0MDBg0wzJOLpZEkAhfjSXy5m+GhwBS8saRzIJkMf3YashJtgPEA9IG93vJ1AhOCAjSiEvNoSA0efzKZfLWf0Jsln2oFtLQjZka2vLstTuLArWP/aUdpZunQhEndsFB5KKLBo2NxQKaXNzU6urqx8x0o86XnrppSuMFYZdhMmUjjWPGHdXF4bxw0m5qVZAcX19vW7fvq3h4WFdvXrV+j/j8DBsfAf6HdoCZTIZxWIxtba2KhwO20KXZMzS6uqqTp8+re3tba2urioYDKpQKGh7e1vt7e368Y9/bGxiKBTS6dOn9b3vfc+iddi9N954Q+3t7QqHw/rCF75gKb29vT319/fr9OnTun79uvWohqV+6qmndPXqVT322GM2+S6ZTGptbU0dHR2anp5WKBQ6UYDgMme0XDt//rwxupOTk1adTO/Lvb09MyRuCtdNVQNYYKckWcqLSJT0OO0DXZmOWzwBeEePBdPLJuT7KKgIBAJWXMn70Ndx3TxjnDkOm99JOqGX5Tul4yETBwcHJiEiDc56wLHhjKvVqo3jrVarev3115VMJu1+r6ys2CAfwPnKyoq1UvJ4PMpms9rc3NTly5c1OzsrSQqFQgZAaWtH8eHCwoI++9nPmob61KlTWlhYUGNjo86dO6d79+5ZcStax/fee8/kBwx7effdd+X3+9XT06OrV68qmUxqb29Pf/3Xf62zZ8+qr69P3/rWt6yQ8eDgQF1dXdrZ2dHCwoKampqUTCYtUCgUCurr69PU1JQFnaw/twiNjgCBQECXL19WV1eXZRMAK9gC7jngEQAJWJBOdqEA7BJM45RckIkcDAaKQlP2DAElgRMZDdYNACwcDhtjA7AIBAIWdAJyOUc3IIMccIkDnJcrBdnf3zf9KBIqV47lFgLifDkAuQSDbqaIa3ZZbemkHhxwCWNPipr94toHzsMFsOwvGEnOm0DCBavcBxd08hlcy6NAswtu3f+7hwu42e/sc/e73azbo67DZbgJEgjYAR1jY2NGzmD/9vf3rZ4ARpdADzBBZm5tbc2yN3Te6Ojo0Pj4uLq7u9Xc3KzXX39dX//61zU+Pq5Tp04ZG5rL5dTf32+tzQDFAGdqV2hhd+vWLT399NMm4SDzi7SCHtGwm4lEwtYfxAB6YJ4dDDfXwJpCVrC9va1isajOzk7Nzs6qvb3dgtTz589bpwv2PdcXjUY1OTmpCxcu6MaNGzp16pRpiv1+v4HY1dVVjY6Oant72/YygY/bAtBlb7kOt8gO4qe1tdWKC2uzU5lMxmqRkOQNDw+rUqlY3QjaavAHxdmsndbWVhWLRSMQKPhj7YRCIS0tLVlHDuwDWnH2aiAQ0PLysurr69Xe3m5gnvtfKBROSGV3dnYUDAYtEKROjH2H3UCqiM4ce8YebWxs1ObmpuEpMmgEffhc9jlKAuwQP+P+zM/Pf8RIP+p46aWXrsTj8ROAhTQoRpwI120BA/j1er22sF0dnRvd9ff3a29vT2NjY6qrqzNtEk6VAkL0zui2JKmzs9ME70xcg22OxWKanp5WS0uL1tbWrKH86uqqzp49a5XIh4eH+q3f+i19//vf19ramj7xiU9Ikp599llj5w4ODhSPxzU8PKxoNKp33nlHv/mbv6nvf//7GhgY0MLCgvXnDAQC+pVf+RX96Ec/0tramqLRqJ599llNT09rYmJCDx48kHTUHSIcDuuZZ57R4OCgVVJvbGxYsRgShFgspmKxqO7ubj148EAjIyMaGBjQ/Py8RZcACxwM0SW6MRa+m6YGGLktCPf29qxfaGPj0fRB15DjNNCswVgR+ZLCRBMYDAZNBlBfX29dSdw2aqTh+ExYQEn/bW2RLqtNW7spN1g8mCtJFshh0AAVLot54cIFS4t1dHQon88b+0gAAIBoa2sz51ssFjU5OWk9T5nmyblGo1GdP39eMzMzamtrMyPa29trKeShoSHdu3dPV69eVWtrqy5evKh0Oq3h4WGdO3dOoVBIs7Ozam1ttbShdBQszM7Oyu/36+HDhzaVrLe3V6FQSNeuXVN7e7u1bEIPm0wmtbCwYMMB1tfX9dhjj2liYsLAxujoqN5++21FIhHV1x/1fI3H4xZ07ezsKJ/PW69V0v0AR5e15F6z5wA/rCtXKsbzJrXosrKww26tAEEOawYw3draaqCaTjgUNsHkwbgAPAkCYR4lGTnAOuXcsX+STlyvy6S7188a5JxcNhedOfsUR+dqsrGhLlAF9HPvWlpaDPy6qWf3HADngE/+XcsguxpvSBC3oJJ9Q1BRy0ZLOgG23cMF2e7va1/HdfA7N+NRC/4B5O79cJlxN+vhXi+v9Xg81jmHegaKwbhnrtzH7ZgxPDysw8Oj1qbr6+vq6upSJBLRxMSEgfNnnnlGra2tunHjhmKxmAqFgkml0PUSeAOkKHLs7u62jjper1d9fX0qFou2xqrVqjGj4+PjRmbdvXvXiur+5V/+xQJniBd6Ws/MzJhUDbDKPSPQAKxyfgShTJRtaWkxFph5B+xh9mBHR4cB0Hv37ukLX/iCyTwCgYDVdeCTkKDU19fb+9ivBDaSLPjm9y4Dm0wmlUqlTAPvZtGpu4pEIpqbm1OlUrEgO5/PW6CLncH3EPxzbgS2bv1GOp3WhQsXtLGxYb6hWq1aFyT8bbVaNXnn4uKikYLot7nGVCplkhB04uAt2tjhLwnAsJc8R5h4GHemOUJouH4Rn469Yw8gkWTyITU/H0k7PuR48cUXr/T19ZkRZVPgAN10LRvanWDkanS58dJxKhdGgIIBWpNREEQayW2lNT8/r0AgYGmncDisarVqc+fpr3nz5k2NjIyoWCwqHA6bRgpATXFJf3+/7ty5o1QqpaefflrvvvuuWlpaND8/r83NTY2MjFhvT7eg8fvf/771ul5aWtL6+rpu376tM2fOaHt7Wzdu3NCXvvQl5fN5zczMaHt7W6Ojo4rH49bzF4N7584da10DWMEpYFxSqZQWFxc1PDxsbBedFNzCJp4TzsFtm8M9ZxMDeNzgBBDOswX04IyRWbS2thrzm81mFY1GbRAJKSo2+vz8vDGQOzs76unpsRGrOHeKEgEqfB/6ZJchk467FbhAy9WxAiJq9aRuKyFShBgPHANSi+bmZuVyOQ0MDOjw8Kjoh4JJ7s2dO3fU2tpqDDTfz8AE7t+tW7cs9clUs42NDWvLdHBwoEwmo6eeekrDw8O6du2aGhsbdevWLbW0tOjq1as6ODjQwMCA6ero9fzzP//zGhoaUrVaNbZjbW1NOzs7GvivqV7RaFSFQsEyBuFwWC0tLdrY2LD0bzabVSKR0O7urp544glNT0/L7/ervb3dDGi1WlUsFtP7779vbO97772nS5cuGdvLc3D1sG7Q4rK+FLi47dXctKabQnTXLGtgb2/PbAC/z+fzlnru7OzU0tKSfY90XFMAC45dwiEhC8IZ8fpaEO+yoFwrbTNZe1wnwZt03DUD/WJ9fb3VEXANrN9a8CgdF8uxvtyKfVLkrDtYKPYHwNl1sK7WnPtSm0Fwv1uSPQM+xw0uXIa5llH+sJ9x1P7/UUDbvd+PYrtrv6P2b1ceBPDg3gAmKPx1O0Tgz1zfxd6h2LypqUmdnZ0KBAJ67bXX9Pzzz6ulpUUXLlwwPxGLxUy+FYlE9P777+v8+fMaHx9XJBLR/Py8wuGwjQnHV7311lvy+Xw6deqUZcISiYQF9xAm5XJZn/vc5/TBBx/o8PBQ0WhU09PTSiaTJvNg8MvW1pbViADu6TC0trams2fP2jRXMnfValWpVEr19fXq7u7W1NSU4vG4yuWy+vr6tLu7a0WV5XJZiUTCghB8tN/vV1dXl7773e/q+eefVyaTsbZqj5InUoDIe5FsSDKbQ2YVqQfnigSou7vbGgJUq1V1dnae0CkDkLFPbiG9+weMIh3LQNmvLuGETKilpUXlclmrq6tqb2+3bIO7bpl0iD/CJmDn6S7G4dY0EWy4foygkfHtdXV1lnFj/br+yQ0UsIc0c2Dv8J2uJtttNJBOpz8C0o86Xn755StsCFKDsCYw0i5D4T4UjCsPCydLtEg0+fTTT+szn/mMFhcXdXBwoHw+f8LZIo6Xjoz24OCgMaIYfwwDzpLoqqmpSadPn1Y2m7UCtkAgoP/4j/+wlkPJZNKkBqRn+vv7tb9/PN6VMdc+n0/Dw8OWXg8EAkokEtZftLOzU5cuXVI6nVa5XDZQ/eabb2pgYEArKytWGY02bXl5WZcvX9a9e/csvUwAIcl6+iaTSWPep6amNDg4aCk4UnYuMMaocE9odeMWErkssFvY5YJUWD6eL4CnUqlY6jqRSCidTmtv76ixPpHsxsaGtra2zPm0tbWZ1pa1g6TFrQp2C8gAUNJxxXNtxwA3Je6CcdfpcU0uIEc+QSB4584dnT9/Xv39/drc3LRUIgGT3+9XoVBQf3+/GT1AJl1QotHoicrww8ND6+TR3NxsLCqdNz7+8Y9rampKfX19qlarVphEoUkgENDQ0JAmJiasewtsGPKMjY0N3b5929KsFy9etKKXgYEBvfbaa4rFYjo4ONDZs2ctEGD4Au0Xt7a2TEqUTqetEpz7xr599913NTAwYJ1zIpGI3nrrLevrzt50GZD9/X2Fw2HLUAHAMMQEOEgHXA2rq0mFwQE0An5hoAkSYJ4aGhrMEZNhoaUVtoL1gF3hcwk4OSdSmKSNeeYEra4MxQ3+6HSAIy4WizaiGeaZvQYwxyGzZ922kaRxAa6APBy/myniM1zg7MoycIYA7VrQzve4rLUL3gkeH9U5xN2P7r52ge6HMdW1B+DcfV0t6OZ1XF8ty8758H5YVl6zsbFhINDtXgJpxL0AsFSrVY2MjOjBgwfGyuFnbt68qaefflotLS3q6OjQ3NycisWi1fBsbW1ZgNXQcDRRNBQKWUaLQkeedy6XM3/E2qF7BG3bYAiDwaC2trY0Nzcnv9+vwcFBtbS0aHl5WadPn9b+/r4NXyqVSjp//ryt8Z2dnRP75vDwUH6/3+YN4Mej0aiWlpYUjUZNT43E0+PxWLYUmVd/f79lnKPRqA4OjjppjYyMaGpqSqdPn9bu7q7JL5HckDWFCOD+BwIBZTIZA6lNTU3Wi5/hK5A66MwzmYyi0ajm5+dNgsGURI/HY0V94A43G+QW1RF4cW1uu7narGkwGLSgl3Hry8vL5iulk+PuySah02cwD0EfDRUA0G62GMzE2j48PDRyAjtLYIIkzQ340cFvbm6e+B7YaP5NPZRrh8m6fASkH3G8+OKLV5LJpKUtSfkAutDjslCIpHhILAzXIWKENzc3tbu7q5mZGf3DP/yD9vb2zMDgRGHXmEBHehZQ5vbodHtI5/N5tbe3W4s56ShVdPPmTUWjUfX29iqRSOjJJ5/Uv/3bv6lQKFif2F/6pV/S7OysFhYW1NbWpo2NDT333HNaW1vT7OysGZTFxUWdO3dOb7/9tkXXkvTw4UP94Ac/0MWLF23hnT592tLspPM//elPW7eHcrlsTobUocfj0crKinw+n+nWXC1bqVQ6EXlKxyltfob2E9YL4wAT6+qF6eThMrWATTYZAQ7n0dHRoWKxaMY/kUhoZWVF8Xhc+/v71oXE1Z5SJELvTAaTuNX/LgBzAQ6BGiNhAVhuVwcABeuMVBg6crejgCtFODw8VE9PjxobG/W3f/u36urqUnt7u0ZGRkxjh/bMrRp/+PChrW3uM46TdpBUqYdCIdPEcx9aWloUj8etqBQnVi6X9eDBAz377LN65513FAwGFYvF1NfXZwGnG0QQDDIggNZT58+fNweQSCSUSqUs63H37l1JMuCezWZNM8meYU+NjY1pZWVFa2trSiQS9uzz+bx+/OMf6xvf+IbJq0gbu2yOx+OxYiKYWVKmgCJADs+TfUAhm9ueiawYRh2GDRDNOshms/ZMkGkReMPWuCySK7uArXSBJs8amQf2zpU3cL2ujpfXsX+p3mddlctlhcNh62Qj6YTDZo+zv7kPOFn3d6zpurqjgl+37RUaWrSjpMlrgbnLaHPv3ZQ4WQdew7VyuICV/cZ58v8PA828z2W2+cz/6T28/lEsNkDDBRvYO6QHbhtRDsgFv99/Qnc6Njam6elpbWxsWD9grpGUfrV6VBQ/Pz8v6bh1oCQFg0F5vV7duXPHfFtzc7NCoZCWl5et6BWm3+/3a2Fh4UTmFamFK38AfD722GOan5/Xxz72Mau7OXfunG7cuGGsM+fU3t6uUqmkeDyuzs5O0yMT4GWzWV28eFHz8/Py+XwWdHDPkMuxRugxDzvc3NysxcVF7e/vKxKJqKWlRZlM5kSmqVgsWr0K4J19TeAKkcMESdY0YNIFi0jvqEVgbWxtbZlePZ/Pn+gqls1mNfBf7WjZO9h19h+6YnciMWAaaQVkEe9dWFhQNBpVQ0ODMeWwuGjvJVkQ4/F4jJzDByJLAfQisSToAOy7mTta8VL/xZ6iFSjST/YMmRjsmauLRoYpHbe/dSWWBwcHH/WR/rDjxRdfvMJUN5w2kaILWtB28TM3iq+tcga0uMUwpIzK5bLNlkfvRPV0JBJRsVg0Z4Chxhn19PRoeXlZh4eHCofDNsVwbW1Nzc3N2tjY0OnTpxWJRAy03759Wy+99JKuXbumYrGora0tS0lx3jTHZ+JdqVQyRnJyctL6bmYyGVWrVWvTB4CksTpMB0bL4/EoGAyaXpN7QxoP41FXV6eenh7LCuzs7JiMghQV6SaCDAwwKWg2JYVPdXV1Bt4lWTTsGmKYKjoNwATX1R21JWxra9P09LTpR5kk2dXVpVQqpYWFBQ0MDNg9aGtrs17ge3t7Nk0KI+bz+Syil45BHGCGTU1vUTSAMPGSTjhGOhq4WkkcPiAaI8h9xog9/fTTWllZ0czMjBVFck/8fr/m5+etKKSvr88KXmBHcrmczp07p+3tbesOMzw8rK6uLnm9XpO8nDlzRuVyWXfv3tXNmzcN9P7gBz/Q5cuXFQ6H9Z//+Z/q6+uzdpEzMzMnACcGcWRkxIqUHnvsMX3wwQc2and6etq0iQwDwlmeP3/e0q7RaNTYHtpGwaTCqkvHkgqcTjgctn3J84MVZX26oJfrPzw8NBkQz5D1yLN0JUt85v7+vrFI9LamqwHXRVcWsgukWGHM/X6/EomEMpmMBfB8L1kwt0iS+82ecR0sQN/VRbPeWIfsL7JynIdrxyAjcMyw0WT9AAOAKAIe1jyBLz9zddm0BsMOkzV8VGDJ/zk/rtPNUHHdBO+uVpvvr5WjcDxKduEeteAbBvhRcpBHMc+P+mzXN9Wy1PwMNv/w8NDqApAyuUH4hQsXdOfOHdXVHXWGcgf84DMo2G5qOh4kwr0no1dXd9SLvaWlRV1dXQbKmW9Aqp2CbewuwSnrnXoFAoGVlRU9/fTTeuutt/TpT39ak5OTOjg4sOyfW0BMsJZOp60FHi0z+R2Dofr7+y0ApeMSvgv7Nzg4aJ2ZKLAmgEVWxj5DJohEEMYVgIwOmuuD4YWNb2hoMJbf4/HYPmad1tfXG5gmoJRk11kulxWLxbSysmL3DmDLZ4B1eA4AZgg7apDQf7vPFt+FTJUuZYFAwGwqfowD0rK+vl6RSEQNDQ3W2QmSEdsB0w75ha6bTialUslsBHVLLpbDxmJ/KBSFlMGeoZHf3d217iTYBFoTNjU1/Z810j9xI8Ld9DoRGoYdIbw72Y+RmSxYHJwb0aFxBZzBMnm9R4Vq/Lu7u1s+n8+qhNE2SbK2Z0yKk6TZ2Vl98pOfVDabte4IbsquWq0ql8tpdnZWXV1d8vl8+trXvmajnV988UX9zd/8jZqamvT4449b0RY9rkdHR9XY2KhYLKZ4PK65uTlzfKlUSh0dHZbWv3DhggYHB3Xt2jUFg0E9++yz1gru4OBokEc0GtXExIS+/e1v6+DgwO5bqVSyxY6hY1x3oVCwYS5dXV0nAAz3FqcOe4qROzg4qg5mo8JASzJ9Nu3uGJKCk3KZ8rq6OuvmQds7r9erXC5nBQflclk9PT0WgcNgAXokWUahsbFR29vbdn1otUktkpqqzW64gIbXo9vEqBLoAQgIUFjX3CeK1TiXO3fu6Mknn1RnZ6def/11TU1N2f0slUoKBoNaWFgwBpaetOvr68pkMnrssccUi8XU3NyspaUlK/B5++23jQkslUqanJy0UbBf//rXdf78eX32s5/VlStX9ODBA7377rvq7e3Vd7/7XRs/HAqFlM1mbe2l02mdO3dOb731lq5fv66Ojg69+eabNuCAjiAEOJFIRG1tbZqbm1NnZ6f1WP34xz9+gmmkFSWV716v1+QRDJOYnZ21oJOBTfTa5tl4PB57puxHnCk2wpWCASJ5LalHjDeDANzuLwAepr3BhnMPSqWSotGompubVS6XzZGn02nLOgFM+R1MGLYN58O5ss8A9wSUMPIwui6TTcBA5gGQLR13qOE7m5ubrb2YCyIJtqXjKY5uAAOxgBOkyIs94rLq7CtAJvfb7eeNrXalHwD6g4MDC65J88KWS48eqvIo4Ou+zpWBuPKN2te4/ydQcb+Xa6n9Hv6474EZhKygkwTdIFKplHV92tzc1I9+9CNJMsnO/v7xMDLAc23hGa8hCN3b27M2sLC4PL9kMqnV1VW1tLRYncLm5qYF4uwp6mNoxeb1HnVNamlp0eTkpAFDr9d7omUaJBX3oFQqaXBwUFNTU2Y7IWfIAre0tCibzRooROMPaQNIzGQyJmGj45dboEwLWjcoRTLa1tZmQA2bwxpFZkY/ezKe2HwAtsfjseLHUqmklpYWy1YzeZIBN8lk0tZ6KpVSc3OzZdqQi7FW+C4ya5A/7IONjQ2zc5LsmZLNDIVCVnRIBp0WqtgvroW1s7u7a+eSy+XMXlDguru7a/IwJk+2t7crFAopk8mYXaH7DBnp1tZWy9Ri05DHsObx+2TsmGZJUMe9IStem3H6n46fOEb6pZdeujI0NCRJJg0gpSAdt07jpgOq2ASk010tDQvXbVMDYIIFjcfj1nQ+EolYU3w6KYyMjEiSBgYGtL6+Lq/Xq4WFBZ06dUq9vb3K5XLmjGiU7qaP79+/r4aGBt29e1c/+MEPlEgkJEnf/va3dXh4qEwmo66uLnV3d1tUS59Mpk3t7e3pwoUL6u/vV19fn9566y15vV6NjIxoaWlJn/zkJ9XYeDRhKhwOa3x8XC0tLRoaGtLOzo5eeeUVPffccwaE6uqOtN7os2Hy/H6/zp49q/n5eZXLZY2NjVm6bWlpSR0dHScq6AE0bkqYQgT+jTzBTWFjGDFYfA5MnZsqbm5u1uzsrCKRiOl16XNZX1+v4eFhY0dhxNfX120KF+w8xTtsSiJ911hJJ4tT+bereWaz46h4D6CNgIHP4zv4Oay21+s1hmRqako9PT26fPmyaYdp1s85RyIRzczMaHR01HqmDgwMKBaL6S//8i/1e7/3e5qbm9NXv/pV056xFiVZKi2ZTFr/8X/913+14h7A+NDQkOLxuLHpZ8+etX7TsGGw/tlsVl/60peUSqV09+5dDQ0NaWlpyZx+uVxWZ2enHjx4YJMMDw8Ptbi4aAXC09PTxloXCgVjv9CLo4cDoFOc5OoESV3yb5fdcLMNBI08R54xoAbJg9s3lc4UMD6hUEipVMpAZ6lUMjBANgswTNtNzo17SutF5CcwyJwzYBEiwAV5gFfpmImGnfR4PCeKdqTjkd1uNon3u2wja9QNMKTjIkmXHeZ+shawrYARbAGvBdC5bK+ry+a1nA9BAd9JsERLL3dfsb5r5R68pvZ4FFvtBg7ufuf8uSaXBXcD/1oQ78pdalP1FPTxTAmoYB8ZPIJkgUJEMnasUYruWNcbGxvG5lEUi90olUrK5/Pq6OhQOBw2kILUjY4RrHemmDK0CfsLQcK6ampq0vj4uHXfANizhrq7u40UQE7m8XgsSOb1bvErNT0D/9WbGaDv8XjU09Oj2dlZtbW1WVFjU1OTCoWCZmdnFQgETBLT1NRk/px1SrcaV+/d2NhoNpC1507uc2scyKqw5gmMvd6jDk2dnZ3G1iOroJ836wn73tTUZFp0NMLYKlhqMAz7wJUWItfDxjx48EDnzp1TW1ub9fHf2zvubR+LxYwYgJTB57ojx8EybjEmRAQSJoIod5+7GndUAEgqsSu0nyU7x/RkrpdMoivzgtwC76GP/6hrx4ccL7744pVYLGYGmo1NWhPAQ/SP4YatYeHDdrqMF5vbZQdoCYcYnxZEPp9PyWRSy8vLlpYtlUo2IpTCAqYU/fjHP1ZfX5/q6o6HfEjHBrujo8N0poAAWFoGiGSzWX3nO9/R/fv3FQwG1dvba5XFgUDAAHo2mzWmMB6Pm34rnU6ru7tbr776qhoaGqzJezwelyQNDw/rE5/4hO7evatMJqNbt26pWq1qdXVVU1NTGhoasrT9/Py86aJTqZTW19etOAVdFuyHJAtKcIL19fWWPhdQk+sAACAASURBVHOlEy6rC9AhbT4zM2OblsI5pjZS7IQzZRJVS0uLTp06pVwup4cPH6qrq8s6rCwvL9v9x/BT2eyCBzZnsVi0tQJAYr24RRCsH9YFzJB0PKiDf5Pedp0sxpr1ihMjtQ9LjfNsaWnR0tKSRkZGTBvIqOCpqSnlcjnduXNHIyMjun//vj744AMzWC4DKR0ZwXQ6bWAExh6n19PTY8a/oaFBmUxGa2trqlQqmpqasgK0hoYGtbe36+LFi9rZ2bHONjhgn8+n119/XZ/73Oe0urpqgAh2wePxWBFQU1OT2tvbrbvMF7/4Rf3jP/6jTp06ZfIohkX81E/9lKanp3VwcNSVZHR01O4pzwAGhf+7emf2JDaDYM7r9RpgIPXK8AXkPBTTdHZ2anFx0QAMAJyWXn19fZZaRuu6vr5ua4n1j3NyK9MByaSBkUi5LDNTKFlbXLPL0LoZERwY+5Ugzr1fvIf7w9rkvQAmnj/vw+lBTLhAgwCGn7OPdnd3FQgErM0WAJVrxIa7jDv3DtBKIAQgd+UtHwaSXXmGe9RKNtif/IzP5P7Wyjfc73LPwQ1aCN64XvYD9969x5AmknTq1CktLi7a5D+ICNde0SGK4I9hIATtZB7wd9lsVt3d3cYscl67u7uWmk+n09bliD2bSqV0/vx5jYyMaHp6+gTwJDPk9iZmqh1zGMbHx5XNZnX69Gml02n19/cbkeEWwrW2tiqTyaijo8NAriSThtDileEuZ86cMaDKWpucnLSif+o42CP4W/aGx+Mx8oU1TVaZvVqpVGx4Cn9j3+lzTOBMAeXBwYEikYhlIMA01HNUq9UTvfBbW1utnS3nV19ff2IqIAEZtkGS1WLs7u5qYGBAmUzG/PHGxoY6OzuVz+ctW+wW7oFfkPkgtXNrNAqFgsLhsPlOd4/t7e1ZL/ByuSxJptdmGF5HR4eamo4mbpLBDgaD/63eikCd6yaocIMLpHnso4800h9yvPzyy1fGxsbMKLlFKaQV2bju9B5XvuGmCXg4GHGYnoODAy0vL5s+mRSou/g3NjasMr+urk5zc3OKRqPW8xHjWC6XLaoCrNceBwcHmp+fV6VSsQ1AcQdpF1pmDQ8Pa3BwUIVCwXr7dnZ2yufzKRKJKJfLyefzmY6uXC4rnU6bDCAej5uWiUbwAJGJiQnr9/u5z31Od+7cUVNTkz796U9bpwii3c7OTu3u7urMmTPq6Oiw3qNosl3nBUsMO8gGAThjVKXjaXQ8LzpTAC4YVe1GwGhuGxoa1NPTo6WlJStimpubk9fr1blz57S7u6vFxUXt7OzYRoVBzeVydt6k52FycAikmkKhkBWAuJpMd/3wfgwlIAgjhEzGlY7AMOLAYE97e3t17949nT17VrlczlpNtbe3W3cN5DVE4vv7R20c4/G4FfoUCgX19PQYS+IGOxzBYNDOdWNjQ93d3XZ9+XzewAPv3dvb01NPPaVXXnnFUpM3b97UhQsX9Oabb1ptwunTp3VwcKBsNqvbt2/ry1/+slZWVrS0tGSMSTKZVE9PjwF4v9+vdDqtavWoG8Ha2pqWlpY0Ojp6os95sVi0zI+7/2EK3e4GsBmuzeCAMcM5Hx4eWpCFthBwgoaPgA7Hyn2hWweTxra3t9XX12fMD60Al5eXLbBFa8/3sQ/cc8WGceBAXVCKk2OP4TgBadJx0AjjiyOCOQaYSbLPcNlclwnmngJ4scNuxgVgwpoB8LqZJdc2c74AOQ6epZtWlmSMlSuXcjNHnId7uJKMR4Fo93ABsAsWHgXMHwXKXXbc/b27/txODJwXnXw2NzfV0dFh8qa9vT1dunRJqVTK7rNbr0EALMnAIuAOGQP/J43OcwOouL4PIFqpVBQKhXTr1i1FIhElEgmzPV6v1/Yza7axsdHYYvyEW4/EecBCdnR0aH9/3zJKlUpF3d3dWlxcNL8RDAa1vr6u+vp6FQoFs1Pr6+vy+/3Wg/nSpUuamJiwvVsoFCQd+Rhkkh6Px9jpg4Oj+QysfWQMgMXd3V2zOVwbGmj06WigpeOaEdjb7u5uG9oC6ccAEoIKSSb92NraUn39cecVt/BakjVIoHsKDDL3CX/kyl+Qp2LrJiYmFAgE1NDQoPv376uvr8/a20H6wQh7vUeTjWmpiYRGOkl+kVVkP9JWkftC6zx8Q6lUslkHwWDQ7APfT0cTN4gmcKLAlGe4v79vzyGTyXw02fBRxze/+c0roVDIdMIYI1c7jbHa3d21yk4esCRLHWKgYDmkY50rFfc4OFIFFBfwexZSPp/X0NCQLVh0wvSEHR0d1dzcnDmf2oNU9ujoqO7du6cnnnhC29vbGhwc1Pj4uMbHx1Uul9Xb26v29nYbeNHa2qqZmRnrQhGJREyH2djYqLNnz+rBgweanZ216uuhoSHNzMxIOuqOQEGZdLQZOjs79cYbb8jjOeqMQLquWCzqgw8+UDQaVX39UfN0+tqWSiXTUlPU4vV6LbLFgcJi4OQAnETrGE4cL4CH54wBLhQKNqq1UqnYs4lEIspkMioWi8bIS1JXV5dWV1ftOWKoeO4tLS1WNAPQp8hHOu4LyjnAFkiy4gzuBYDflXrwmQBztwIZwwCzAZDm/bA9jz/+uKamptTb2yu/32+9YldWVkz2sr+/r8nJSUu/7ezsWIEf97qnp+eEdrD28Hg8ps2jALavr89G9l64cEG5XE5f/vKXzbmtr69bseP29rb6+/uNwfrpn/5pbW5u6vr16xocHFS5XNbjjz+u2dlZpVIpff7zn7f38TdFTARL9fX1WlhYULVa1ezsrDo7O/X+++9bUBsOh9Xe3q6bN28aE8wgIQJkAhrAKAWM2AC3iwssIP1fSW9vbm5aC0XSks3NzVpbW1M8HlcoFDIHzXkvLy/L6/Wqv7/f9KcU95I1ARiS7cAWuayYC4QBiy6zyb4hIOMzXEDLNZBydZlsAI2bPWLdEnTj4AC41WrVirAk2X51ASH7rFbiwB6HAYPNZh27doJ9ih3hmvkcgKYr62O9k5msZZbd9Q6b/KjDBcxuEWftZ30YE+0e3E/ADvcM4M99c5lJj8djgSaTRMmA9vf3270jQ0Xx6NbWluLxuDKZjFpbW9Xb26uVlRUL/EOhkMkn6IKAra1UKiYdRKbAhNX9/aMWbadOndLy8rK++MUvamJiwjr+SDI5ZS6XM/nZ9vb2ib7x9fXHbdncLgwPHjywLi6AK7KSjY2NtrcaGhoUDAbNXjA+m1qF/v5+81der9dGfxcKBWNakWwhR0GCQbF+T0+PyQ7wAWjBm5ub7Vp45hAwrh2heJg9GQ6Htba2Zl1SWltbrTNIS0uLtdVDfsXzcruWACrJqrvEAN9L3QNgtbW11SQ/yFEocgyHw1pZWVFXV5dlBt2OI5BGTEfu6Og4UTNFVyZa43FfWdfozbe2tkyXvbm5aVOd3X2ND+S+I/Vw/Sr3AU0+0l4CP/DPR+3vPuR4+eWXr3R2dmpra0vFYlHZbFY7OzsGmltbW62IgOiLh+mmD3GsLrhxiwkSiYSmp6dNm4RGNxgMKp/P6+HDh+rt7VVPT48mJyclyRbO2tqaRfws9tu3b1shwKOMbDweV1tbmxobG3Xv3j319vbq8PBQKysr+oVf+AV5vV5FIhH94i/+otLptHZ2dgx0kwp57733tL29rVdeeeVEVfHm5qbi8bguXbqkcDgs6bh4oKOjQw8fPlQsFlMqldIHH3xgU458Pp9WV1eVy+WsUIo2abBlqVTKOpyw4F29FuwWRhpnDHjEmeLQAYQENDjS2o4CAGrOA+BVKpW0srKioaEhi6h5duVyWbu7u8bgtLW1mW6PlJskM7CATJwHTpqgA/CL1osMB87Idc783K08BrTwN8CNYj/uH6N6x8fHbaR5fX29FhcXLbAqFAra2dmxSuZ4PG5aQp4dxUQUkAIOaw/2RLFY1MjIiObn5xWPx3X+/HlNT09bZuPWrVtaXV21wtBgMGhdbaanp83hPXjwQB7PUTcLtP8PHjwwvf329rampqbU3NysS5cu2b3b29uzftYUBNGRJJ/Pq7e31wDVz/zMz+jVV19VLBbT0NCQpS9hhPk8t5MD1eWsNe656yCoivf5fBZ4uKwp2a7Dw6Mil5WVFcViMWP4kGZ0dnYqm82qq6vLshvRaPTEPnVZcGQJbubCXe+uJAcpDx0CeD3rj3WJTeL+uulR2CTWCgEw98O9b5AUfIc7tZDgWTpmqLB57BueGZ8B+CeIBmC2tLRYVwe3Kp/0sbt2capubQH2w7W5jwK7LrB9FIvM37XM9aNkHP8bIOc1tXppN2hAJgajeHh4aB2NeO7pdNr6p7e2tp7Q4B4eHiqZTJrWFQBONgngvbm5qY9//ONaWloyzS6saEdHh2ZmZtTV1WXESTabVSAQ0NLSkgWr4XBYmUxGS0tLunDhgorFohYXF/X000/r4cOHNqmQUdU+n0/BYFB9fX1GZElSLBaze7e0tKSmpiZ1dHSYxtftDEHQBEhFy0xBn8fjsf7wFMZ7vV7L3GHf8FVkmZAIAgQ9Ho/m5uaUTCZtP1NARycr9gZBAwEKHakaGxvV09Mjj8dj/pG9gmwD20ihMUWUZF4bGhqswwbPjn3ojsemw4UriaQPM/Mhurq6tL6+rr29PWWzWSWTSQPRyLS4hxANrK/W1laFQiHzlWQ/wE10y3CzDJw//65UKgbw+TsQCFhnIFeehZ1xsyeNjY1qbm4+ISNxJVJugEF25CMg/Yjj5ZdfvnLmzBnbCDi2WuNEezlJJ4obXOfE9ELSBNLJ1Fw0GtXP/dzPaXZ21rQ3yWTSCgGam5ttOhObZWlpyYAhrOba2pr6+/stynsUK82CTKfTeu6557S8vGy9if/u7/5OsVhM9fX1Bji6u7tt+hPsAwC2r6/PRjDX19ebhrVYLNqI1OXlZdPOIQmpVo+Hb/T19enNN99UT0+PPv/5z+vtt982EOg6/cbGRkUiEetIsb6+btfqapokmebTbdqO48DxYQT4G+DtSiTQUcLOoJVrb283XS1dK4heM5mM5ufnlcvlFIvFLPVIGg4Hh+NiDWAg3E4ubHDpeBQ4rJw7eAJjgLYRIO0O2cDAHBwc9+QkqMCBUgh56tQpbW5uKplMWooxHo+rUCioVCqZXhINMunCxsZGzc/Pm9Snp6dH6XTatPOSTjh47ju9tYeHh/WP//iP+tKXvqRYLKa3337b9M6RSESrq6uWuaGtYm9vr00DDYVCSiaTtn5jsZi6u7uVTqdVqVRMkjE0NKRcLmdsOf1VGd/+gx/8QIODgydS4jjma9euKZFIGIPG1C5GH9OPmmeG86vd866cBkPPz2GpeUbFYlGSLNXNc3YDFFdywnfQgSaXy1kQhrNgHfGdbu2Ha6NcNprrwLa4Mg1eR9EWzA/7i6I2Agu6MUg6oXWGZQZcuwDZBXjcA16Dvpxz4H1kowBvXJebDeIckUNBfPBzV0fsygSQnrlBght8uDKRWrkFP3N/7x48kw97be3rXWDNd/CH4ALww+e7gJ5shUs2UMD22GOPWUYA2QI1GYA02FzWFaO0/X6/isWitre3tbKyojNnzlhxNJku9L50scHfZrNZ9fb2mr0KBoM22ItiRSbHkj2kHznSwVKppL6+Pq2trWlsbMw+q1Qq6dKlS1peXjbmGIDHfaPntEte0NUGkmx6elr9/f1Kp9P2eU1NTTbsie/jWmG28dGQPwBVftfS0qJwOGyFeuvr69YuNh6PG5NaKBTU1tZ2Qv7maugbGhq0srJiGTWyb+wdSUqn09Zm1Ov1mq8CF0AmgQHIzrqBOi1pGQVOtxPpSAqVSqUsKIMwgOVFKoa0xePxKBqNanJy0qYuso7ANATXdXVHMx8IbtmTTU1NVjhKwM1EaNh8MupuJg570tjYqGKxaBJT148is8NW7e3tKZ1OfyTteNTx4osvXgkEAgbGiJ5oW0Zqiw3mGu9aI4UEAafnDk0gBTE5OWms7NDQkFZXV61LBlqvfD5vrYGKxaItAKLCeDxu6SZaSG1vbxuznM1mNTs7q8nJSe3v76unp0eVSkWxWEy3bt3S7//+72t8fNz0lbQYk2RFc6lUSmfOnNHg4KAmJiZsqEZPT4+SyaSmp6cVjUb11FNPaXx8XPv7+8rlcjaSuaHhqKWSx+OxYCGRSOj99983oOr21wVgdnV1aXNz09LF5XJZ9+7dUyKROFEYBJDk/0T4tUyXx+MxI8FzAnzX19fb/aVdEr1NSWHBgmEc0SBzbejDOdwoFjCB82UNSceDKFw9vuvg3JQ1h6tV43uI5AkGXKBEtgTniP6eItLFxUVjO1taWrS2tqZyuWxpVtoxkrbf3d3V0tKSgsGgsQUEmP39/fL7/WbUwuGw7t69q8HBQUWjUXtNuVzWK6+8Iklm0KPRqGkRMYKMl4fNRDoB83L9+nWTPXm9Xr377rt64YUXVK1WNTU1pUQiobm5OWshxURC9tE777yjL33pS7p586Z6enpslDlsF6C9Wq1qeXlZKysrev7553XhwgVz5K42WjoJAnEaLshynSDXDiCEGXLXBRMV19bWbCJdZ2enVldXLSODk8P2oHUlM8G5kRrn3ADAgHn2CpI2F4ziXFz2mjXGXndZYNZ5S0uLnSc20S18BVAAbHCabjBPEML9dYtwCahZ5+wBSA53D3DtfJer7XaDHZep4rNx2C5odnXvteD5wxhmfsZRC8KxBY8Cz7y39vORKHBPuTbOnc/lumF0+QxsTUdHh2ZnZ9XQ0GAZLPSkZBNZXxA/FKARuIdCIaXTaUUiEfsZz+vg4Kh9GgwtNothXRcuXLBA2OPxaG1tzdZpNBq1fYmkBJBHIWBdXZ2CwaBNXwTMoRGuVquWPaMzFmRVa2uraZcZZLS+vm7t7g4ODjQ4OGikBvaSfvH0dJ+ZmbEZDuyBSqVi2TsySrD9YA6CV/pSU9wrSeVy2V7P+m9ubtbc3JxCoZCdh9frPTEPYXt7W52dnfJ4jqYZstYJumHvCShgerFN+CSYWjKDEEAUaOLbmP9AYwAyF8jOsG2MJ2ePgmmod4JE8Hg81g6Pz6lWq2Y3Iano8e3aJrd2gmAXUIw9guSheJFAmQJvMgTcI+zWR107PuT45je/eaWnp0de71EbKfQw7jhnjBCGlpSlqwckxeWmCAGJ/Kyvr0/37t3TmTNnrBUNDJ3X6zXtU1NTk9ra2hQIBHTmzBkDQqSQJFlRQalU0sLCgnp6etTV1aVsNmug+amnnlJDQ4P97MaNGzbem2KDbDarWCym3t5e1dXV6dSpU9rb29PQ0JAGBwd17949K348PDzUwsKCgYVgMKiJiQmLZIeGhhQMBrW2tqZwOKy2tjadPXtW1WpVS0tL6u7u1sc+9jG9+uqrevzxx42FI4C5efOmlpeXraUfxp4NzEAYpDYuO1YLIKUjI4SDRu/OpsBgk9rBQDE1j56a+XzemMl8Pm/9Oevr6xUOh60IAmMiHRcRUTyCQeJ7WT8YaYwVz9ftRgBLQVTsMofSceUxhsPV6ErHHRLcNnsYsueee06bm5umsQsEAopEIvJ6vRb5YzgBGAMDA3bf0EejcUQO5ff7dfPmTaVSKXV3d+vcuXN69913NT8/ryeeeELf+MY3bF+wjikQaW9vV6VSOdGFgmdLpTtrD01epXI0hS2dTsvj8Wh5eVn7+0ejzOk32tPTo7W1NZvOCeMGW0n7pKWlJQ0ODurSpUvW6aGurs6qy1lDgDbpGKhUq9X/lhnAKNNqi4JlUqe8D7BJZuTw8NBaiQEK0etTlEtPdNaC28KJdeACRkgBmDfAMeAMcAqThANnTVM8i8NqbGy0jAWAlX0pyWoVXJ0xgBWGDrac1xIIA5LdAkkO1qPLyOEUkXORUuZekFkAKPBezq0WJHPPARiw1G7AUfv9tUDXPWpZZL7P/R4XRLvgvPY73Ne57CpBhPt71ibvdQmCuro6YywhIjwejxYXFxWJRKyILZ1Onyg+pADX1Ra7Mi9qZ/g8NP99fX1aXl427TCfiaYY4A67G41GzWZxHW5avlAoqLOz0wAqfe63t7cVCAR0+/ZtKzRmGJOb0aR4O5fLKRQKWcEcbC3Pl1Z3BwcH6urqsiBzb29P77//vk14bGtr0+rqqu0pAB9aa8AccjTsP/uQbKl7T9B2I2XhWff39yufz9szpvUqnUAKhYLZA9jvQCBg5xgMBm1fI+WC9XVBNjaL+7G5uWnBAAFCpVI5IU2B4UaqQTu6WCxm9tmVhNAfm6JA9h92iP3hBgOSLDCE/ITsQf5JQSb2DtLFtR3YHdYw7fcA+CgMsA3/V430T+RAFgwbixA9FJE7N5EbSoHQ7u6upTgAFi47hLifISXXrl3T/Py8PUBkAdls9sRUst3dXfX19enHP/6xteXCcZXLZTU0NCgej1vxxJNPPqlMJqN8Pq9Tp07pN37jNzQ3N6erV69Kkn71V39VOzs7Ghoa0r//+7+b/jeXyykYDGp1ddUm+LGJ1tfXLX2PJtPn89k10WVCOurKgCyFwjTpqJL2jTfeUH19vZ5//nm98sor+td//Vf19vaagaVK+9q1azpz5ow+//nPy+M50lNhFBkP67bCAzxifHhOpHQaGhpOsHM4cfR9OEhJJzYvjF0sFrM0I1E1PagrlYpJEdjg6IRhISjmwPDA1LmpcOQABE5o8AEPRMA4e5hZVz9KdxK3KIs/3AMcqdsJobGxUe+9957m5+d169YtY3tnZmasBSEByp07dxSLxfT444/r2rVrVv3u8Xh0/fp16xlaX19vQ1guXLggr9ereDyuT37yk1paWtLa2pr+/M//XA8ePFB7e7smJia0vLysfD5vwJBMDLICxpT7fD49fPjQmCqv12sFiAAjWvh1d3dbUejCwoLp20OhkA2ZIfPR1tYmv9+vwcFBhUIhXbp0SUNDQ7p+/bpef/11y9Z4PB6dP39ei4uLkmQsC+ciHdc0SCcHaKytrVmtBY7HbQnFewggy+WyisWiZZhIPbNG6TQDEykdd2hxZRDIFHDobp9q6kA4Hxy0yw6TbmXt+P1+CzgAND09PSe6xLhrnaCANecWPnq9x4M1CHzZH27nF7dTjSvBYI/DfLqv39jYsHOECeN8CWIJOAgsazuawIpjN/AFAGg3UOI9rj/h4N8uwObc3K4BtZ8DWOTnfKf7+1pdN0FI7R/eSwcCV07k3mOkMwMDA6qrq1MgEJDf7zfAhCa1paVF7e3tmpycNF/X0NBgnZuq1aNJiZJsjeFb8S1uij0ej2thYUF9fX0GXFtaWtTd3S3pOL0fCoVMVkJQi5SCYBXAtL29rbGxMe3t7am/v99Y1JWVFcssMg00EolocXFRfX19qlQq1rWCe0/RoisfA4x2dXUpl8tpdXXVOptUKhWrf6LwUZJNjOUatre3raMHRevu+kOiEQqFbHpuU1OTaYCphcjn8+rs7FQikbA139zcrHg8rvX1dXV3d1uHELIJyEzcgLBSqVhwSwaLosjHHnvMwH04HLbBbJwruKBSqZgshcC2o6NDiURCOzs7ymQyamho0NLSktUVuS1b0Suzx9mHyCWRBxFcUfhYKBSMbHFrKZDM0sbVlXARcNJhpFI5Lsx3e0uzTv//HD9xjPTLL798hdZRsJUAM5wKm5sHjQwBUf7h4aGllFx2A5ahrq5O7e3tSqVSunjxovb397W1tWWTpQ4OjprIM31pc3NTxWJRn/nMZ6x6mXZsFGVsbW3Z4iH9DGOXSCQ0MDCgZDKp9vZ2zc3N6eLFi/rRj36k0dFR9fb2and3V7lczhjXSqWiVCplAIcKbyJJjFkymbT0L/q6tbU16yEdiURsyMXBwYHGxsZ09epVHR4e6md+5md09uxZjY+PG0CCIaLiGGPy+uuvy+/3a2hoSMViURsbG7bApePK9PX1dXsPDgJdGs+KKBtdHwV0GFc2HpExevdsNmtROIaXamJX6waoRSvmFkTwh3N3AY67TlymGMfgpsExLIABl3WEtXWZJt6Dk8OJSrJAit7YkUjEdLi0UsMZVSoVhcNhLSwsKB6P2/RBgDdBCaPgZ2dnrbtGa2urbty4oR/+8If63d/9XSGF+fa3v63h4WFjEbu6uszobm9vW1U+zMPOzo4V+cE4MJmNYIbiFRwZfyhW8fv9mp2d1fnz57WwsKC9vT2NjY2pvr5e3/ve9wwoLSwsyOfzaXZ2ViMjI5qZmdGXv/xlzczMaGVlxZ41uj9YNZdJ5uDZ0fISZxWJRE4AM37HuqBDCulzGGgMOwCK/rRuwakrowA0u2l/AJxbjQ8BwOtgLgFr1WrVAja0huw3GCvSorXZO5hUmHmXUXVZczfDBzAm81ErL2Gf0HKSrEmtzhlmifMAdPN/SVboRPGlS5zA0LtTUAHf/N7NgLlAXHp0N49aacajNM+1zLRrA6STUg/8kyvp4HOxLwTiAGY6RLifSRBaqVR0+fJlTU1NmW9jaibrhWBof39fyWTSOsaQYWKNIXvw+Xw2VMztIEIwBGva3t5uhfj7+/umnWboCc+SDC2kEn2Fkd2dOnVK6XTazpcuIvl83jIWTA9kQFE8HtfDhw8tIGDICs9xdHRUCwsLGvivgS3odRsbG/XDH/5Qn/jEJ/Tw4UNrbenxeMyGcn93d3dtKAit/8gOc2+4ho2NDQtC6cNP8I68JBAIWLexxcXFE9pffCYzK6TjlnP4l5aWFuXzeXsfjD5ryZWpklnyer0nWhsSuG5vb59g3dmnfF8+n1d3d7eWl5cVDAaNwcfW07WDIAyGnEy/W3fGGqbWx613ImAn8CZLQw959gVyr7a2NtPCc13S8RAjSSew3srKykca6UcdL7744pWhoSEzNBgYIjvpaCPBuLmSALcIhxSApBMsCaA8mUxaWmhjY0O9vb3GSnV0dGh8fNwkEIAhGILDw0M988wz1lGE84jHX38JxwAAIABJREFU45ZiGRwctIEuV69eVWNjo7797W/rmWee0ezsrJaWljQ2NqZyuWwAOp1Oa2BgQPfv35fP51NXV5cxru3t7eru7jaWaW9vTysrKyqVSpKONuXw8LClmgFs6+vramlpkc/n0+LiooaHh7W8vGwFKdeuXdOv//qvG0NJdXUikdD3vvc928RtbW06deqUUqmUYrGYgTzShQADQAWOHJaXFA3yDGQXtOshZVYoFNTa2qrm5mbdunVLdXV1NpkKPZ8kLS0tmeFlU7taU1g9N7rHoddqLgkGatPYfA6bnc9H8sG6cg0CGx+tKcanthMIaXpY7Gw2a88OZqVcLqtUKll6kopvisbo2PKVr3zl/2PvPWMjP6+z72sKe+cUctiGvW3flVayLFmKimM7cuzE6UEKEiD5kIZ8SYAECIQkkGwYRgIYCfAgNhAkH4LESBzIkC1ZsiFp1XZXu6st5LIt+8yQHE5jJ2c4fD7Qv7M3mVXe9/38aoDFsgz/8y/3fc51rnOdc0yqIEkNDQ3WHYahBG1tbfr5n/95VVRUaHR01PZFKBRSU1OTsVd1dXU2gAG9ZV1dnTET9fX1Nhlsb29P/f39Jh8hWHKZOeQ81dXVqq6uViAQsNQobC9gnBZ3X/ziF5XJZNTc3KxnnnlGyWRSzz//vK5du6a2tjbNz88bS1ZRUWFDIFymAiAmySQxtA8jHc61raysWODg8/msuIjCmWKxaN19yMYcH/PNeuAz0cqyflymE/DIGpTup8tx4O76lWSACPDKtbD2SH8DLGE6sZ8EpNhIl1l2Az1An/u9+zmcG+2+OG/WE+9Bs+8W97JG2cOcnwvasR0uEeKyvK4EhGfO73HenDev42CY47gSG57Ng+Qc7tfu+/jaDXj4n5/xtzDH0v1hPKTaGZRBlosAp6qqyphPbE0oFNLKyorpigGXSNkI7hKJhO0htyMExAATSWdnZ1VbW2vdZsrKygxIIvFCVsIQESYNkuVlXa6vr5tOmWwpn8f3kpRIJAxMl5WVaX5+3sgwALgr7aOjCMzo9va2ZdFu3bplMi/aADY2NmppaUnDw8NHij3xDay5uro6LS8vKxqNmi11e9dTmFtTU6OmpiYrHqYbFvtpa2tLtbW1lgkEkwBQ2Y8dHR3GwLO30+m0Ojo6tLm5aWw1e7hQKFjmgGwmEo18Pm/HcessyGqTud3e3lZ9fb1u3bqlU6dOWZE3LfiwkwT/BK0M5nHBLy2BCRR57m4dAwQZgbvf7zc5JbbTtSWsXQJ79hRdW8jkYp9Zo3zmJ+3vPuYFIw1bx410HxaUPw7gQYYMRsTj8VikQ5eP/f193blzx9gxv99vvS3D4bAxuv39/RodHdXw8LC+973v6aOPPrKRlm+88YYteipRNzY2tLGxoWKxqKmpKX344YfGLre2tioUCqm2ttamomFgmpublUqlrMBueHjYjO7ExIQ5t7m5OdNWYcDq6uoMmKVSKZWWllqRB4aDnspra2vq7u5WU1OTSVGeeeYZffvb31YgELDNlclkNDc3p3Pnzml4eFjr6+taWloyxg3G1X0eAEScAYASPRaAm+IBt92XdD+NRKFHIpGw6VjJZNI2NYVnpObdIi0273Gmis0Jq+9+Jq2V2PAALVeH6RYIul0EfD6fZQKIuinQO84o4kyPt/Tx+w/7EAOaaTG3tLRkLA2gh04bpF7b29sVi8UsCKRAEO0sjnRnZ0fz8/Pa3NxUR0eHPv/5zyubzeq9997Tpz/9aY2Ojpo2XrrfEYfWUpubm6IAmIBFkslkqGTP5XLKZrNm5GldxUAH9NfBYNCuMRgMqre3V7Ozs2pubtatW7fsGe/s7Gh0dNSK+8bHxyVJ4XBY8XhcoVBIpaWlNljJBX8EzDgxsiQHB/cntQH+yRzgICiG9fv9isVi9gyQhJANorAI4+7xeAwU8bmSDBzg1Nk/OBxYWxwHYJvrgS10ZW+8l6DFlYy4thMA4eqHj/9zpRzS/cJb9KsuYeE6WwqCuB8ukUE6nusAbCO/cQNLALMb/GCn3WJl9JPULbgBinv+LvB2X4Bil3WWZAGF+3uu0f3b/yegjQ1yjwOwxzaxBl32kABVkhXtHRwc6MKFC8pkMlpcXLS1LN3XpCI9o3gNHX08HrfgmCJ4spIU3xUKh4OTPB6PamtrVVVVZdpifBNAeX9/XydPnrQC+Hw+r3A4bK34eA75fP7IIA7uC23bWPu08cRmIadDxkiLOWwr46tZ12TSII9Onz5twTRDrPb39zU7O2tMKZnMYrFo5wPQpxCytrZWBweH/ZmpzWL/SbLAn/eUlZUpFouJuRebm5taXl62gmTIDyYGrqys2Boh0wXrjM9BrsGeRU6J1JBnT+tI6f6QqXw+b61Bq6urrb7I6/WqtbXVSCsILbKEyCeQ+ADKaWe4vr5ua8/NtB1nk5lsiL3jd+xvsgFkLSEZ8P1uAEHmmnXk2kv21f7+YXHrJ4z0A14vvfTSCy0tLUc2Hq2RMJBoh4hSpPusM5G5WzXOBvV6vbawq6urNTQ0pMnJSWsNR1/l4eFhzc7OGtvU0dGhZ555Rh9++KH29g5HCHd2dqqurs4ACMVqvb291tni93//960Q69KlS2psbNSVK1ds2lIul1MqlTIAFIvF1NXVpbGxMYvKYAqolqZam0b+ACoW78HBgenE0+m05ufnVV9fr1QqdaSzwe7urs6ePavXXntNHo9H3d3dmpiYUElJibq7u5VOp9XU1KSZmRklk0mr1O7s7FQ+n9fp06dts8I6AESk+04WRsrrPRyD7Q7TYJRtsVi0Hp209UP3nUwmVV9fr3A4bFXDaPzc9C+bVbrvnN0CHpy8q7FyU7OwYDgE1xHwHhd0o/NCUuJq/lwJi8tIci4u6If97+zs1NTUlOkCV1dXFY1GNTs7q/r6eg0MDFiLNTThPT09R4YcMLRgamrKwMzOzo5OnTqlra0tTU5OKp1O6/z583r77bfV0dGhmZkZzf5kYifAbHNzU5FIRKlUSuFwWIlEwprtwyy4IIsgr7u7W4lEQtFo9Mg0sLW1NVu7FAvCRtH2kVZYa2trmpub09mzZ+1cY7GYtX+MRqPWN93n8ymdTuvGjRvWKgwgyTN1pRFuNxWCJphxV9+JE0dbCNvV1dWllZUVCxyQQiD7AWiiV3eft3S/IwdOhEyKG5DhEN02TwB01i1BH5/JdbNe2RMEA+794HN5cW9wnm6xHEGJ2+XGPf9MJmP3iusFGLkaZ4IY9zxJ1bqZBLd7BZmXg4ODI90KcMyuJplnzP1w9y1ff9z3nDdr1WXMH3Qc7j/P8riEx/25+16Cau6zCzRYp5KO3MtUKmVFx/iwWCymuro6a4lHcI9ErlA47NYBoOP+QWbAMAJgDg4OTD+bTqe1urpq9pmuDwTIZFjYM24f8OPT/8jokIUgm7i2tqaamhrbczwzfDLPBrkkdUcU7sHguwTOv//7v+vEiRN2fqwd5G5kxNhLFAVzb7iPkADHZXhIL1in+CjYd+wQmSu6mXAct1cza3d1dVUNDQ22n8rKyrSxsWH+HR/jZl8IYtG5I8VsbGy0vZ3NZlVXV6dgMGjsdDAYNL81OTlpTRDwU/gil/ElQGIIkktQEAy7tT7sa3AUWKS0tPQINmhubtbMzIzpucEKBN1879a6cD+QLXJfyWZ8wkg/4PXiiy++0NraajfaZfxgEkkFAhYwfLCOOzs7R9gSDAYgrLy83NI6ra2tqq+v12c/+1lNT09raGhIU1NTOnv2rPVffvnll/XRRx9pc3NTJ0+etOlt8XhcPT091hifzV0sFtXd3a3KykpNTk6qvr5ew8PDunPnjp5++mnr8VtRUaHy8nKFw2Ftb29bethl0xgXPj8/b6Bta2vL0jPSYbTGRDVYClgQDFaxWLQJjZ2dnbp3757u3bunpaUlY1E9Ho8ZbZjexsZGCxbo01soFHTr1i3t7OxoY2NDa2trNqGKljqAATYDBXyrq6uSZOOScUIUZGDIa2pqTGcOU4/mj+IUl21zQQWpL+6ny9bhwAELgBWX3WPj19TUSNIR5+qCM/4WlpPPxhBRvOZqJZEBYLzQ8S4vL6u3t9eMxjPPPKPXXntNgUBAly9f1sDAgBKJhA0EuXr1qkKhkAYGBrS1taX5+XkrYBkcHLRC0HPnzunatWuSpN7eXuvF/bnPfU7ZbFbj4+PWLxq5AEVtpDlhW9FGo8vjXmIsSd/iDDD46PVhgAiiysvLjzDrHo9HjzzyiMmq5ubmrMqf9n9dXV3W3YYOJ9FoVNls1mwEWSyCIbI7LjBlT7BWcZSAZJ/vcEASukr65OL4kEuxVnAmrn6WFL4LtrBDnAOOGIaZDAjMJkFqoVCwPQbYxdmz1rB1AF2ABl8D1o6zrXy+K5fgfrn7E5vsgndsDOdDQSrSI+obuD63GBnHjNRAul+0R0U/58e9gx0EbAJa3YI9V1Lxv714BtL90d2uLITjHL9X+B+X6ed/N12N7QCsAN6OfzZ2x70ebFQkErEAlv1WW1ur9fV1NTU1mQ0tKysz5poCOGwfbTHxHYVCwYaUFItFdXR0aH19XblcznTA3O/S0lLLDnJv6YlcLN4vmMU3M1PBlVdi2wGDfr9fNTU11p+emgnOF2BNBqxQKBio5xogaXK5nDp/opNG40sHINY/4HZnZ8d8IP4wlUqZLXIDWc6VtUFRIJKZfP6wCxH3k+cO1sjlctYNBb9cXV1t8hYIQsA+9pNAmIAMf8L9hpknuMaPka0MhUIaGxuT3+83FhzSDjs3MzOjlpYWK3ZkzZNhxKYh5wDbbG1t2fcw2rQkJVhz7SB9sV0bREa2UCgYIYNGHgaaft4Eftw/tP6QXsViUcvLy58A6Qe9vvrVr77AGEuXYXAZNoBidXW1VYxSsOY2l4e1wUmg++zo6JAkDQ4OKhaLSZLu3LmjN998Uz09PfL5fNZrd2RkRF/+8pclSa2traqoqNDZs2f1yiuv6Gtf+5ouXbpkTGAqlbJNVSwWtbq6qomJCVVXV1s3jt3dXQMq7kKhIrtYLGpgYEBe7+EExZ6eHo2OjlqVbSKRsEp9rn1hYUGtra0WydEybG9vT62treaAACLd3d167733bEGiSX/99ddNu4Yj29vb0/z8vPr7+xUKhTQyMqL29nbT6wJekE24VeF7e3um76W3Nh073EIFnMva2pqlvLg+NhXFCYz5dlNDnAPpL8AqXxeL96fekb7CEUr3W9CxTpANpdNpY1JgFdz0uxvoeTweA/CAMzdlzzoG/LhygL6+Pkv7VVZWmqxmZGRE4XBYbW1t1k/1woUL1oMZVvDKlSvy+Q6nPAH+x8fHLWihSJUi2draWiUSCaVSKfX39xtwQ5e4urpqTiQej5uE6Dg7x/lS/BkOh4+kI+kxe/36ddPv+XyHI+qz2axmZ2e1ubmp1tZWTU9Pq6qqSnfu3LEi2WAwqO9+97t67LHHlEqlbKhRNpvV3t6e2tvbdfnyZdNqU7zkgjxsgNuRgWcgyexDPp+3oKC8vNyYPbfjBeAEkE56GjbGBc+sLUCWq90lGCPNDTiGocZhcF6wu3wWgC+VSlmtAQ6cfvs4KJhzggvOk6Cf6wNEcJ6sUXSQnLs7uIg1iN11ZUsEl6wP3sf1+3w+q9x3GTCCMjegcO8rgRDXe1xHfRw8u3vPffFc3Eyn+7vj/7ugmufnFm8CDqT7gYn7udg7MjjHPwNGGFIDwLW8vGz3nvvsBuf4kEQiYesV++V2rQHks6Y4XiAQMCaTZ8PwEkmWvXFlNul02oZ95fN5G6qUTCbNlwEUebb7+/u27yl6KxaLCgQCVljGGsJ3HBwcKBwOa29vT4FAQKlU6ghgZOBHVVWVEQ2lpaWWHdvb27NBI/X19QYad3d3LUsCIGPvQRTQnWpra0tMWqYw2WVxCabC4bAKhYL5O9qkIh+TdIRxDgQCtpYIkt1JiBQgg2sIqAnwvV6vlpeXrbNKIpGwouy+vj7Nzs4qk8moqanJwC9dV1xWuayszAo1+WzWCEQD90ySAoGA+VvALYWrZOcgD9wi4mKxaKx8aWmpQqGQ2QWICew7w9TcQmSymW42uby8XPF4/BNpx4NeL7744gvt7e2msXWZHNg7nBhfU6jgFm9QRMiiIAWOjjmfz+uHP/yhMWVdXV0aGhrS9773PY2MjFjR29tvv62dnR2NjY3pZ37mZ3T+/Hn99V//tf7qr/5K//Ef/6HBwUGlUimbQOfxeBQOhzU6Oqru7m61t7cfqXSmSKSqqsokGLlcTnNzc9rZ2dHKyor12ezq6rLpc/fu3VMoFLLiEXfR7u3t6Zd+6ZeUTCa1v384SW51ddV0qWVlZQqHw9bebn5+XjU1NWpublZ/f79u3bqlkpISS49ns1mbrFVRUaGJiQlrdUarHgAzm4Y0OQ4bR0d/YVfDSkGNywy7TAh9L6keXl5eNrYXMEQqyi00Wl9fN0aBaB0QANMIuHXBFoaB7zF8MD9uFxLSl26PWII+1qvr6Nx0PKnK0tJSpdNpCwbfeecdffazn7UR4VVVVVpcXNTDDz9s7RYZ59vT06NUKqXvf//7qqio0J/+6Z/qW9/6loaHhxUOhzUyMqLu7m5be7lcTg0NDWppadHy8rIkqbu7W+Xl5ZaZgG1ZWlpSY2Oj9vcPu0HQrQKnCwuEbhq2B6a2qalJS0tLGhkZsZQikzDT6bQ5SJ5FRUWFjTpeW1uzsecDAwMaHR3VrVu39OSTT2p8fFyXL1/W008/bWlVn8+npaUlhUIhGzyDsZfu9w6H2YEZKykpMQ2025UFAO4Wv2EDXLmU27IMEHe82M5NhbpyDjfT5Pf7rbWVJHM8gFsYSFeaIh2VIpD6xekA8gGtFP8cB5owjRQ0SkcHF7mZGgCu+9ns09LSUuv9DeDm3rnSDQCaKwsBdDMIwtWNI8Vy5RsuyJdkdseVmzxIvnGcnXZ/zvXwTB50DPdFmt1NY7tAnOO6DDrHcLMOEBusAwZeICHg/TU1NQqFQpaVIa1PoMffZzIZA8Aw2uxbPhNb5AZRbocbOmXwLNEBS4eF0xQNd3R02NROtN0U3W5sbGh9fd2Ap/t8WMM+n88kGvv7+9Y1go4fgGo044VCwTqYNDU1WeYWmR3XenBwYKPNyfBhb8g4MqSE50dgB3Hj8/msSxDZOEAqLD9dNLjP2ESwBUQMjDEEDAO2wCgAS54PQRI1Vlx7XV2ddWmJxWJW8LmxsaFAIGC2l8JMZJnolQGv9BiHSUceSDtPhqBg5wHRuVzOMklIYigaREaHhJG9f5w0or4jn89bZoGgEXmKa9NY6+vr65YRTSQSRoy4djEWi30CpB/0evHFF19wI2s3TYqjqKurs1Q8aWbANClat90aixtdl9/v15UrV1RRUaGnn37aWCFJisVi2t7e1te//nW98cYbamlpMb1weXm5pqen9cwzz6itrU3/9E//pPLycnV3d+vatWvq6OhQLpdTOp3W4OCg7t27Z230aAnEKOOOjg6rYI3FYopEIjo4OBD6cAwaMgckF/v7+1pcXDRng4NZX1/X1NSUGbJCoWCMKj1GAUY7OztaWlpSsVjUysqKurq6VCgUjH2sqqrSI488otu3b+ujjz5SsVhUa2urnnrqKZWWlurKlSumBccxSjJGnVScdDQtW1VVZczH3t6eyVuKxaKljQHnbqssWvnglNlwMAcYStYEaSZAAQ7DLYj0+/0mrWGTA7ApamLtkNamWwXv5XMAUxSCUoDmfhYGCgfa0NBgLFJTU5NKSkp08+ZNDQ8Pa3FxUdXV1frwww/153/+53r11Vf1u7/7uxoaGtKbb76pDz74QBcvXlQymdSPf/xjnT59Wu+//74GBwcVDoe1uLioubk5FYtFDQ4OKpPJ6K233lJvb6+2trZ09+5d7e3taWJiQmNjY7Y2acGHc8nlcqZR5B7yLChEopDQ4/FoampKTU1Nikaj8vl8ev3113XhwgVrL3VwcGBBHMYUJgQ2PJvNmrPq6+tTdXW13n33XUWjUVVWVmpqakqjo6N69NFHlUwmbSx6PB43tgaHhuSBgMdlOA4ODmzUPANMSL2yHpqbm5XNZs2xsTeRQbmSHReo4WAAcQAf2CherNfjoA+mWrrvjND48yKjcVy2RADrtsMCdAEsCGbZdwR3rGXX1gK2AUM4RrTXOzs7qq2ttR64bnCCZIMAh98fz+zs7+/bubngm2foZov4G4Ix3vdxAPg4cHZfx3/2IOb6Qe/lmT1ICkImh/vFPwAsDB7XDwijqKu2ttaIFEig1dVV61vuZjw8Ho8xp6TeWZM8J9hffAT3/uDgQMFg0CQPoVBIhULBNLFbW1t23yGfTpw4YVpmfBosKtdM1pF1BojiXEpLS21SLqCQAsFCoWAAmXVPp4hIJGJzIk6fPm37CD0ymWpY8f7+ftuDZWVlisfjlmXChtFTmuLw6urqI51DIDpcOQJFeAR++/v71jXE5zvs+LO6unqk5oZg1OM5nA44ODioQqFg2VH8GOQYgSZ2AxlqQ0OD2R408ouLi3ZO+/v7tq/JcFNwCdlA1hwZxd7enmZnZ1VVVWX7inMhSwZDjD8mCHDbu5JJQB3AvkV+g291R6W7UjnWK3sAe7m7u2vacrp6QIbt7X0yIvxjXy+99NILPT09KhaL9qAo5MMQuw3+XU0goJLNTHrC6/Wqs7NTwWBQt27dUmNjo7xerxKJhB599FFzFouLi5qentbnP/95ffOb39Szzz6rlZUVM3KJREI7Ozu6efOm7t69a61zYE2k+/IPWtPBOpGmLxaL6vxJwd7m5qbprChcYrMBMNLptG1gHFd3d7ddMwAgFouppaXFRquOjIzooYcess1Fy7FoNKqZmRkNDw+rpqbG2IadnR2lUimdO3dOKysrSiQS2tjYUFtbmyYmJtTR0aHJyUm99dZb2t09nP4IcHQZ2M3NTSsaxGCjZ3bTseieKaZhg7W2tioSiWhoaMia5EejUYXDYf3mb/6mpqam9LnPfU51dXX60pe+pMcee0xdXV06d+6cHnvsMWuPBuPnFn0cr/qlqIZAAOCMQXcjZeQlOHLpfvEYx3S14VwrYI6ey5xPoVCwCVvr6+vq7u62Ate9vT319fXJ7/fr29/+tioqKvTyyy8rHA6rpqZGTz/9tEZGRnT37l2dOXNGP/dzP6dXXnlF0WhUiURCHR0dpo2bn59XJBKx1Ob+/r76+/ttqEhvb69aW1utB/rGxoYNePH5fFaAi04X7RqpWnqqMrUwk8loY2NDm5ubNoDB4/FY66fGxkYFAgFj0fr7+xWLxSzDEAqFNDQ0pGAwqKWlJQ0MDKik5LA1Xmdnp0lXYPVhRrEHgAzuvcsYuxIHr9drg0sw/jDVSKZ43n6/35jwyspKG0IjSaurqwoEAlY8hDyJoAuwQPbMlauxttwOFIAO6X7BLmuT/U7ACYgmWHDXIwyny7RSmOZKPAB5LnPIiwDCPR4OUbo/pY/3uClzbBZAng40bs0Gx3AlJJIsOIahhKl3WV23YNT9x/W68gnpwUWDLsB2f3+cZX7QMQBILsA+HlC578OfsVYBE3Rq4Jo8Ho9J5urq6swvFItFGzbiymgA6BTnsQYgIra3t5VOp61LDbaPwIlMoJuSB3i7wRLt3vx+vxYWFswnEgQQpGLrsHOwswA3bAzrtaamxvYyoJWuGXSrCIfD5leqq6t19+5dk2kSbLBeQ6GQMbZuGz/6O4MNIAm4H3t7e1brA3O9tbWltbU1RSKRIyz1ysrKEZ+HbSFbh8Qwl8spGAyazpziP/pJA6QB7QT5zc3NlqmFbOP68CPsf4rCJRm7S2cR/Fk+n1d/f7+WlpaMGGhubraBZaFQyOQZAGW3SQB7kPWM5MSVWbGOd3d3rXiT7Ao2G/kGJKlbY8JagXAimCgUCmprazP9tdfrPeLT5+bm9Jd/+ZefAOnjr5deeukFNEA4CnewA8aTKE6S3VyMr1t84vf71dfXp3feecfaw8zPz+vg4EAPPfSQLl26pHPnzsnv9+sHP/iBnnvuOb322ms6efKkGhsb1dTUZPqjdDqtlpYW1dbWKhAIqLe3V7u7u1pfX1c6nbbipIODA01NTenJJ5+0rhmAuJWVFRPUS4et6QKBwJE0LX040Q6hC2YT4djy+fv9LJG90Ad6cHBQpaWl+tKXvqTJyUnTZaVSKXV0dGhqako1NTVaWVkxB9rT06ONjQ319PSY0YlEImpubj5Sif3cc88pFosZW84GxJi4BRG0xmEgDBF/Pp+3fpef/exndfv2bb333nsqFAq6d++esQQ3b9608/nhD3+o9vZ2ZTIZ/eu//qvef/99JRIJ3b59W3/4h3+o//N//o/Gx8fl8/n0/PPP6zd+4zdMMsOgCCJbnALgAkaMjcymPe4wSY+63R9gDGHTcGawEky+8nq9Wlpa0pkzZxSPx9X5k4llzc3NJiWora3V8vKyfvZnf1b37t3TM888o7Nnz6qlpUUjIyOan5/X1NSU/viP/9iY8W9+85t65JFHjBGJx+Nqbm5Wd3e3FX/Ozc1Z8UtfX59yuZyi0aj1Jc3lciYfCIVC1hsaQyvJ0o5uZXljY6PdN9K1pEFhJRlGUF5ervr6esViMRUKhxO5FhYWbPADz+Pdd9/V+Pi4zp49q7ffftumuWWzWdtnzc3N6uvr09zcnLWQoqe4OzwAQAOgwwC7xciufCwWiykUCmlxcVGtra3GnMdiMT333HO6du2adZ9B9sO+r6+vV2Vlpa5cuaKOjg5j89bX1+X1etXW1nYkw4LtclPuOJrjEilXhiDJWGT3vdhH1h4yFJcpduUa1EOwdx/0OQBTXrBkroyBzKALImGa3GO4WnL+BxwDaPg59wUg5GqhORbPmCCAc3GlKJL+B9glEOZ1nIk+LtU4/h735672nevgHrv3DQaZ9yMnI5AvyvN4AAAgAElEQVSAiSXgBQjjK7xerwHujo4Oa3FJYAEgA0TDxpJCh/AguMIGooGlaxTZqZKSEq2urmp/f/9IMRh2gCJwF4BD4rhyOfc6GLThZmogyQD0nDfsuN/vN10165q1TaHf2tqa/R1BMYNn6AO9vb1tBZorKytHxnszshvAjvQEmR7PCGYYP4YPoFMIhEo2m1VlZaUikYgVXbvMO/6RoEW6P4WV4IXAsrKy0oa9QLgFAgGTnDAYa2ZmxvYTRAf4wSUY1tbWFAwGra0sf0PLU54PNRasEwIWAjAKQV15EBk29hwZDQgtV1bDOXEfyBYTmAPC/X6/zZBgj3E8pDifMNIPeH3ta197oa+vzx4IjbmRHBwcHFgT+srKSovgeWhuxO3xeBSNRrW9va2BgQHt7Ozoww8/VF9fn86cOaObN2/K5/NpYmLCBPc+n0/d3d26ePGivv/975tW9M6dO+ru7rboitRQOp1WWVmZamtrTa/W3NyswcFBXbt2zdit+vp6a7hO6oQFTBSIvtut9MdYsKCIMAGjAJhkMinpkCFz0/L/9V//pbt372p4eNh0ngAiBrNIsmIrjBcVzjMzM+YUy8rKFIlELF1EZElkjrMoFAq2ydziEreryKlTp9TW1mb619/5nd9ROBxWT0+Ptra2DIjDai4tLVlKcGxsTMFgULdv37bz/pd/+RcVi4edHlpbWzU7O6s333xT6+vrCgQCCofD+sIXvqD5+Xmb3uSygWQ++B7jSXTvOm2YHpw6DhzAIskCPRhJ2JpAIKDXX39doVBI7e3tWllZUTqd1tWrV/X000/rqaee0vXr1zU6OqrKykrdu3dPN27c0MMPP6xz584pFAopGo1akSsOGEeJjn1jY8O0j+iD0Qnevn1bw8PDisViNgqXAj9YT5w9jEw2m1VDQ4PVJ9Cvend31/R4BHKknJFKMIxlc3NT9+7d0/DwsK19jhcMBjU2NmasZmlpqaLRqJaXl3XixIkjjlM67Lf70UcfWXqaoI2OMwArgADMDo6BglrYsEgkora2NmPnh4aGdPv2bRtx7vF49MYbbygSiRgrz4humHMcTnd3t2ZmZtT5k5aGnZ2dNh0tm81qZGREnZ2dZr/IpGETYKRhqFirgFXur8sGYyNcdtnVZmMzAahuoZTLMgPcXSYVW+TKtHi5zKsL0j2e+50XeA/AmAAcoIKN5JwBS/wNztp9kXHiGmDtYKXdgr/jspvjwPlBzLSbdXLf44J8917xOh54uy06XVmRex+RmBHM0PaUe0cmyQVk3d3dBlbdKXHYX44F4AWcIaVx7w8MMaDG7XhD21TsCawxPdQp8nazLkgmYES5H5AqMNgU2aLlh3HN5XImZeE4yAs4B7fIlyxHNBq1ALOmpsZkH+vr60fkgiUlJZbN4vPZH5AKtbW12t3dtXabDJvp6upSOp22SbtIwPBX9AHnd9iZ7e1tNTU1KZlM2h53AS77kWeAvIbnt729bX3z19bWtLe3p7a2NuuEBPCenp42UtHj8ZgtQe7G+aAzdwsh3fagyMsA32j5sfV7e3tqbm5WsXg4rwBcRAaPPUhWioyV6zPJ+Lp2OZvNWtaA4AT9uRu0gnsSicQnXTse9HrppZdeiEQikg6NUn19vfx+v/VcdlNOaGwAUzwkDF1bW5vW1ta0uLioTCZjTm1mZkbnzp3TqVOnNDc3pzNnzmhoaEi9vb26fv26mpub1djYaEMl6PPr8Xis9Roz6gFW8XjcHr50v+1RbW2tscSwnm67uY2NDWOzGMdK5ToLuampyYZ1YJBJq+3tHY50xkA0NTUpk8konU5rfX1dvb295pgymYz1xmWYSSAQsKlXgIpf/uVf1q1bt5TNZo0pBNQzCIWm+4Bml/FlM5IiKi8vV0NDg/Ua3dvbs9HTm5ubmpqaUjKZVCaT0dWrV7Wzs2MDNzKZjLUhRNv77LPPKpfLqamp6X+M1+aZrq6uWhFFIpFQsVjUG2+8oXw+r+XlZX35y1+2+0oggHHme4AJaXreg4HgOjEKOE5J5jhgB7LZrLU6Y1LWyMiIWltbtbS0pK2tLS0tLenpp5/W3bt3TdceiUQ0MTGhGzdu6MaNG8rn87p586ZKS0t18+ZNdXR0KBAI6Mc//rE8Ho9aW1tVU1Oj9vZ2ax+YSCRUWVmpfD6vSCRizkWS1tfXrT9nOp1WW1ubTUwj+OFv9/f37Tlub28rGAyqrKzMClUkmcHjfqDfxDH09PQok8mou7tbkUjEpoMWCoc9RoPBoGkjce6vvvqqKioqdPfuXUUiEZsgBhA9f/68pqamjrS5g710C55w8ul0WgcHB5ZhkQ67I2DwZ2dnbY3n83nNzMyoqalJg4ODev3113Xq1Cnt7e1ZJ5XW1lYtLi7a6N9cLqeuri4DkouLi9re3lZ7e7u8Xq+6urrMQZWUlOj999/XhQsXVF1dbYE5xIArXXHBnsvkcs2AJJf1BGBKMmCN3Armj6DxeAcSjsE9Yl27INMtCORv3fZh1DKwHngebrcbzg17AcBxq/5ZIy4bjU7zOIPO3x6/Zy4z7b5caQjXdfz9Lkvtvs/NfPA1Popz5dqxozCYBD/u8XmmZWVlWlhYsJoLevbTsYk9iL3ifAEyAHh30ihBG60GsVX4DaQHSA6ox2lsbNTy8rIVP5aWltr+RMKAvKK0tNRGSnMM7hNZIYBZoVA40pbOZVwJqOjUwbMEwNOqD9+5sLBgxA7nS2abwjoIKj6be7u7u6v29nbrHAT7j1+kS4nP51M8HrdAmoCGJgPsN7JQ58+ft05F7DFkLxAc+Xxe2WxW4XDY7FE+nzcZFLIoZla40h+kEfhe2G7qethn1dXVNsWQQJYMszsLgba6BEZufYO73wk+MpmMrRUykOxpajy4L2QnXOmtK22D0QaXwIC72TSy7kjnKioqNDs7+wmQftDrb//2b1+gJc7+/r5yudwRrR7RLJEOBozf42AY9vDRRx9Zyxo2RnV1td58802raC0rK9N3vvMdm+C3vLys2dlZi3w+97nP6fLly3rooYdML3rjxg11d3cbO9zR0WFRLGmx3d3D6VBra2tW3V5TU2NGp6KiwiJVjsNm29rassKpdDptRgDdcGtrq204js/Cr6ysNME+FdCAGrpF0OD+o48+svs4OzurCxcuaGdnRwsLC2Ywbt++bdE0bYsSiYQZbDYo7CSMonTYnikQCGhxcVFdXV02cZGCG4bEjI2Nqbe3V8PDw8rlcqqpqdG1a9dUXl6u2dlZdXZ2qqWlxUBfLpezoR17e3taXV3VxYsXbWgJ3RwKhYI+85nPaHJyUolEQqurq2psbNT4+LgKhYI+//nPKxQKKZlMHtGrwcpjjAgS9vb2jNEhFUZ0D8PgSj9wunSkaG5uVklJiebn5w3Inz59Wjs7O2ppadHXv/51PfTQQ9b68J133tETTzxhTnJzc1Nf/vKXtbCwYENa8vm8zpw5o2g0asx9IpFQMBjU/v6+zp8/r7GxMbW0tCgQCNg6l2SFjpKsv6qrgYMJ8/v9NswonU5bqy0qxyWZgyU7gxaQaVy0eGLAwpUrVyxN+dFHH+mJJ57QD37wA9XV1WloaEihUEh3797Vo48+Kkn2TEdHR3X69GlNTk6qp6dHV65c0YULF6yFIPaA4kW3IHVzc1M9PT3G5AQCAXP+29vbWlpaUnNzs2UK2traTNNP2juZTOqJJ55QLpdTLBYz6VI4HNbq6qpJTqqrq63dIHv79u3bamhoMIdDxgvNNhkiQI+bagXAcizWoXR/SqcbxML00oIL3SP/YBE5LnsYOyrJmHzWtaQj9tYF0O75wWgRgPFenDF/7xZlYocAOpLMmWLnXeDufiZ/Dzh1gfpxKYf7ckExjK6bBXDfwzlzjay147IP9xhoP8k2EHDyXs7NtRU8a/wPf4ds40GSk+MFl5KMHOHeuc8JjS33ki4b2D2Oubq6qnPnzmliYsJIILdvOOl52EPuP3uO4Ak7SStOSCiPx6P29nZr4YoPI/DGfgSDQavjYM4EwdfGxoai0aimp6et9oZMFAO9AKnLy8vmD9GbUyvD/kZa4/5fXV19ZNJsIpGwuiP04gQtktTW1qbFxUWFQiG735lMxuR0BFfsp4ODAwPGaInJfLpT/yDo5ufn1dLSYsNy2F/ce7ceCF/b399vEj6AOBJOwDhkhBvskUlgzZHdZD25A3/I6nJNgGgyJOA2eoFTmMpe5/isJdY4zRO6urrk8x02mNjd3f1kRPjHvZhsiJHCINMmCY0tBhXmw5UXbG9vK5PJaG1tTSdPnjQN1czMjMbGxvQrv/IrGhgYUGnp4Qjk1157TT/4wQ/0rW99y4oHebj9/f1aXFxUW1ubFhYWdPv2bdXX12t3d1fLy8va2tqyNlkUWbmaQBY4Gh/kFfSe9nq9ppOSZExCMpk0x1dfX2+RPzISQDnpUPRrpDvLysrU0dFhY2DD4bDGx8fV2tqq1dVVhUIh5XI5tbS0GOilx/S77757pAAKxhHAGY1Gtb6+rmQyaZE+kTIGFaNbW1trjAVSm+vXr6uxsdGuf25uTk899ZT29vY0PT2tcDisYDCoT33qU7p79656enosVVYoFDQxMaGysjJ7xoyEdVmBQqGgkZEReTwe69AyOjpq2vFAIKBYLKb19XXdvHlTn/rUpyzo8Xg8pmtlPUn3nSdROQ4KQwILg3aVCmzW7t7enpLJpGpqamys7PLysn784x/rS1/6kqLRqHp7e/Vv//Zv+qmf+inNzs4qGo0aK9zd3a25uTlJ0uzsrOnc29vbNT8/rxs3btjo3kcffVTz8/PyeDxaWVkxEML0soGBAe3u7qq5uVnj4+M2NAXnJMl07KxV2BIqwmFbcL6urhEmHwCXTqdNhkFan+zO8vKyzp8/rzfffFNf+MIXdOfOHdXU1CiRSKi9vd1auPHq6enRK6+8ovb2dmPXR0ZGbOw9Gl5YoGAwqO3tbUuZz83Nyev1amFhQR0dHRofHzfdJ8+MIMJlUKurq624SpINfiI71tXVZZKnbDYr6XCcOcH16dOn1dbWZhr2WCymg4MDBQIBVVRUaHFxUQcHB0okEmpra7M1Azkg3WeKsYEEd0jCIBHc9fogUMpeAewA2NHPwloD6qiodzugwPjz4r6zZ1wAAJACuJOpcRkr9tXGxoYkHQFgOHqcLNeHw+Z96ITdjiDuNfN3D2KmuR7ulyulccEr98n9fPf4LsjnGvkZkjze5/4NPgcJAgEtWSNXzuIGDG6Gwn3OSJc4R9aK1+s1u+kCYrIU/D3fNzc3a2FhQYFAwKQWZBd5lgAkWq0BUI/fMzJWED6wrE1NTYrH46bpZg3gm5LJpNra2ow0qaysNMKJZwXJUlZWZvZKui9rIJgOBALa3t424ote5u70RzK47ItCoWB2aG9vz7TluVxO4XDYSK9kMmkZ34ODA2sCgDST6bVcG/4Cu8v6AOegXUYix3CeQCCgiYkJtba2qqSkRPF4XFVVVWpoaLDOKgTpNTU19jWt5Pg9RYFuITO1MeAXMs/sWfYp7VzBXW4AuL+/b9nk/f196xjGOHt8tmurkHgcHNwfMMVzwzbT0YmiyWQy+QmQftDrpZdeeqG3t9cKFNA2IatgQ6JFkmRpW6/Xa50wCoXDiVoTExO6fPmyWlpa9Pzzz6uvr0/f/OY31dLSokQioT/90z/Vhx9+KK/Xq3/8x3/Un/3Zn6mtrU1dXV2mqUPL6qZGnnvuORWLRQ0PDysUCimdTisej9vo6kwmY6klpkK51c3o1wCdGDoY1draWitoYiEBYAA8iURCsVjMImF6aPI3OAz0ZaWlpVpcXLQOFDivyspKDQ4OKpvN6urVq2pqajJnUiwWTSfX1tam8vJy3b17V50/6YLCgieCxXFub2/bKNLZ2Vk9+eSTunHjhmpqahSJRBSPx1VeXq7x8XGdOXNGyWRS6XTawA7abPoUs7Grq6v1a7/2a9bXOhAIWDcFgM7IyIgqKir03HPP6d69e9Y26FOf+pQx6blcTn19fca8zs3NqVAo6Pz58zbYA5AE8HML1shkSDKZh6t1c9PUu7u7lu7f39/X1NSUCoWCFhYW1NzcrFOnTmlsbEzvv/++JiYmJB2ywysrK9YmcH9/36qhh4aGrLAvmUyqt7dX9+7d00//9E9bk/qRkRHl83kNDg6awQPE+P1+xWIxtbe3G8jb3Nw0DTKyg0gkYtOuYOhgedHgV1dXG4tbVVVlzgnJFfeRcywtLbXJnsFgUPPz8wqFQlpYWDAj39nZqfLycsViMXV2dprxBcTPz8+rublZJ0+e1OLiorGeGGtX0kB7PreIiL7qFCV2d3ebUU+lUgoGg1akis6QSYrz8/MaGhqyoRnZbNY01fTqZk2trq6awyUQh/1BAhWJRDQ1NSWv16umpqYjxUAUn21vb/8PmYYrQQJEugAbNsot+oMxcokH1/HhzN3juCCSzzyuR2ZPuAwkOnTWjguYsdlcE3aKz8Xes+el+xpsF9C6LD3EC9cn3e/hfpw15tyPf8+xuVZX+8y1uj87/j6XiXZZ9ONyEGzz8aJEt16jWCyarM6tAXCzE2SS3KyC+zOKso4HEAAiwLdLVqHhBUzSEYqJqrCmyLwAp66+NxgMms2GiQeMwkgD1Le2tnTixAmz07SbLS0ttZoM6kAAsgR4fr9fKysr6u3ttaCFwWfNzc3GOJeXlyuZTNqaRnqyvLxsemsyt9x3pAj0TKa9mxvkZLNZtbW1KZvNKh6Pq6mpyQgVn+9wbPjMzIwGBgaUTCbtvMjq4jsB5mAdr9drrDz2GRANYN/Y2NDJkyetTqqurs5IIBhwtwje6z0sdJ+dndWpU6ds5gKEARiBNnkE1O7+IYig/qe0tNTaGxJYEQRsbGxYq2H2tZvh5F6yxwkM0aKXlJRYbQskJZIeshl0Q/kESD/g9eKLL75AkQXspnQ/YocFoqiAFEF5ebm1UctkMtZ3slAo2DCQZ555Rj/60Y/0la98RZOTk6qsrNQHH3ygTCaj1tZW3bhxQx988IGlftGp5nI5jY2NKRQKWUEhfUyJvGCdiW7RS7vRMEWGtbW1RxwFAJCNg9SDQjA6gVBQWF9fr7GxMa2uropWgc3NzYrH41pZWTEgR+Hh7du3j3RRwMBnMhk9++yzWlpa0s7OjtbW1jQ/P29yjXz+cJDNpz71KUulVFZWqr+/X8lk0npUuyyTx3N0vCvB0MHBgerq6tTU1KSpqSl9+tOftpQd97Kurs6YOMB5NBpVMplULpczHep///d/q6Ojw+7f/v6+RkdHVVVVpaamJrW0tCiTyWhmZkahUMj0lJKOaNdcMAErMDs7q42NDTU3N9u0LaqNXSeHXot75DI7ADZYgL29wz7HfF5nZ6cuX76s559/Xrdu3TJDff78ea2trWltbU1NTU364he/KI/Ho0gkov7+fl26dEler1djY2PWZpGuKtlsVq+++qr6+voUDocNYOOUYAxCoZAZMvS4VMz39fWpUDhsA0mdAq2eANswDLBO6Cv39vbMyO3u7lohjMfjsQEByCokaXFxUWtrazp37pwx2VNTU/rVX/1VLS8vK5vNqq+vT8vLy+a8VlZW1N3dbYUxk5OTOnfunMbGxjQ8PGw6Z9Y/8oilpSWb6lUsFk0OJR3KqxYWFiwQIyCPRCLmTDc3N9XW1qaKigorRmxoaLAhSVVVVSorK9O9e/dUUlJiOlaMfSAQsKKc1dVVtbS0KBQKqaWlRevr68Y6BgIBS9WmUik1NDRYsS4gys14oC/k52gxeQaw16xZ7KjLprJnYS/dWgBJBo5cWQXXxjFgxiXZvQdcS/dTs4BRmFFXGgJ4I7XuSkHcIkpXv+xqwfkdXUW4Vu6J+7ecEy/3a67NBczuz/maa3HXmns8fs/Xrv5cOirFcP8nCCEob2hoMAaZTCPBIC+XNAG4ul2TOE/uI0EM7+VeYXeRBbj3FXtHoEzAQAY2k8kYkbK9vW29lAHtZLMODg5sAA37a3R0VO3t7daCFUkHAJw2bXSoolhvf39fjY2NVjtVX1+v2dlZBYNBs0WhUEjxeFw9PT2an5+3lp30kHeLtDkvgDe4ATIFv05Qx33jukOhkGZnZ604mcYDjF+HmCAgpPbkePbdJXHo+FVZWWnZZTKcDH6LRqNGdm1ubqqxsdH0z+5k3oaGhiM2BXDOADRqzWgLCIBmbYFhqHugUNzdm5BNrGE3uynJirQpIOQz2afYUrq50NmFmjT09Oz/lZWVT7p2POj14osvvtDZ2WnDRzC8aItZzOhsKd5yq3VpTyUdOuxgMKhHHnlEr7zyikXsra2tSqVSOn/+vBUNXLlyRb/1W7+lYDAov9+v1157Tf39/ZJkRnpra0vpdFrS4Ujrnp4ejYyMWAsvUlKkQmkzA2sGK51IJKyIjRQLxTNEnqSo0HnRkiydTquzs1OSrC0Oo0kpJEFLtrq6asehWXw4HFZJSYmi0aiuXbum5eVl/dRP/ZTGxsbU3d1tY0VxsnSQeOSRR/Tuu+9qZGREn/3sZ1UoFHTx4kVradbb26vJyUn5/Ye9RgGcjY2NGh0dlc/ns5aBP/rRj4xFy2QyymQyisfjunfvntbW1iwDwEjRSCSisrIyDQwMKBqNKh6PKxKJaG5uTp2dnSaXoS+1JNOcwmjs7OzoiSeeUElJiWpra41NpBgVcOUWcriaRiJ1DCBA2dUVer1era6uqqqqSuFwWJcuXTJQiDxgenpaTU1NmpycVENDgzHe7777rlpaWtT5k44O3/ve99TZ2WmjvuPxuDo6OgwUbmxsaHR0VJubm4rH4xoaGrLR7fF4XOFw2PRkkpTJZCytF4/HTavnGjk07GRNSkpKzOnDTtHGbmtrS6FQSFevXlVtbe2RPetO8IIB6u7utkKjyspKzc/PW5uopaUlPfHEE9re3ta1a9f0xS9+0e7n4uKiFawmk0ltbGyos7NTW1tbunXrlvWiDoVC6urq0q1bt6x1HQNX+vr6lEwmbR/k83lz3ui8Z2dnFQgEbCxzOp22Pt/19fVWfAsjhjQJ8LG6umpSkmw2q62tLQ0MDGh6elqNjY02NQ1Z0NzcnA1DolaCIrLOzk5lMhn19/f/j3Qvgx5cyQAvHLXL8hIo4tTcfsYwYgSSFKgRHLs6ZsADIJ2UsOt0AbFumtcNLvjHz49rmWHrAdIuwHa1zi7T6X7+cYDu3qOPA8/u98e1x/zM/b0LeLkXLkvvHpPzA3y6INtlyl1mHRvEMWEUAT/S/XogADP3k791WUD3PNz7DFtNMETgCTDkcyRZpgfdPUEcEglAEWubYNftQOVmHwiWsJsUlrPPqfWQpMbGRjU0NGh2dlaRSESFQkE3btzQiRMnND09bc9jaWnJgDF2muB/dXVVnZ2dmpubM0kMskP6ZEPKYf9pdcc1u4X3sNJukDc9PW2Zt5aWlv8hw4Ic5Bkg3UHmSA9tbGRFRYXm5+dtmi0D3wCpiURC/f39unfvno0cZ38BYumY1dTUpHQ6bUXa1E9BFBH0sK45BkEb+IVCSa4HUOxKU8iAer1eKzDERpK5TqVSlqVDNuIG8jDX1HdQS4W9hYj8BEh/zOvFF198oa2tzaI+NjWpZ5cFcRuuX7hwQXt7e7p06ZJWV1f1B3/wB/r617+u559/3gADUScdDx599FF94xvfsKKgfD6v6elp7e/vKxaL6Rd/8Re1vb2tWCymU6dOaX5+3nR/gUDAKqlZKOXl5aaPwpjBtlZVVVl06faOpmCQlBAt/khjFItFi5Ql2fQlJlqtrq5ayp+iJq/Xa4B+fX3dmsJvb2/bOaTTac3OzioUCunChQsaHR3V+Pi4BgcHNT4+bu39MPY9PT26ffu2LfZMJqN8Pq+JiQldvXpVf/AHf6CPPvpIHo/HCsQ4l0uXLhmDMT09rXQ6rfb2dl27ds3Gr9LwfmBgQJWVlTp16pQB8r6+PmO3MbaFQuFI70yfz6doNKqTJ0+aTGRvb0/vvfeednd39ZWvfEVzc3MaHR3VnTt3DETU1NRYxXRfX5/phrPZrLERpJLc1Ld0v5XYwcGBZSMkWeHZ66+/rl/5lV/RW2+9pZ6eHpPU0JkiFAppZGRE0WhUJSUlevzxxzUxMWGZhvPnzyufP5xs5g4ZggXY2trSb/3Wb2lpaUk1NTUaHx9XS0uLJicnTa8OCAJc7OzsqKmpyTI3FHCurKxYgVB1dbVNuGJAiSTLKrjFHkgh0D5vbGwYm8t+davPGfZC8NDY2KhsNqv29nZNTk5aX2buO0Z9f39fExMTGhoa0sLCgrE2n/nMZ460oYrFYlpcXLSsAJpMepEiNSgtLbX+3uvr6+rs7NTIyIja29stIwXYJH1JpgxwQIZmZ2dHjY2NlrG6fv26SkpKjI0qFou2D6urq9XV1aU7d+5oeHhYr7/+uu1nWnL19vZax5Zbt25ZVb3bZozgB6ADqMRxc60ALNYuIAL7inyF4wGgyMIAFFyGW9L/2AccAwBzcHBgoH5/f98CTyRGgInj8glX/uGCTFfPzd+5kgkcuyt/4b0fB5o/Dlgf/zuO64Jz97p5jysP4Wdc3/FiQI4PYHYlGdxfamTcDjWsxePaa7c2xD2uG3ABZmHo3Wvjutz6D8A/GnwX3HM89iYkD3bS57vf2pW1BqDk2siyBAIBzc3NqaamRnNzc3YdDCuTdCSL5vF4zEYHg8Ej987j8RjTDBhDnkbHKdYj19TY2GhSGJ4fBcY+n880xwQtAF1sYy6Xs4FOXq/XajJ4HxIK2G7WOH4DGQTac9j/ioqKIwNYkNfk83mTvQDGOTat+vr7+01HzBAYujdRcC7pCAPtZixcph2pJoEH3Y9cuSFZX7p84Kvws9QcQW4w5ZiuW9gbn893RLrD+t3f3zfAT/Yeqeon0o4HvF566aUX2tvbTXMqyfpocvNY0OhEf+/3fgrD/6oAACAASURBVE8VFRX67d/+bX3jG9/QxYsXdfnyZSuSw6mMjIzo4Ycftql9ExMTevjhhzUwMGCjvr///e9rd3fX0iSkoABAaLa8Xq9isZgxVyUlJRZZ1tXVHdH80PWAYhhSr0xJo4imsrLSQJibpiOaS6VSJpMgOGCzezweGz/OOQNePB6PVRujjaIt3tDQkBUhxmIxffnLX7ZJhgQJdPug5RBTBxOJhEpLS9XX16eRkRGlUikFAgH5/X719/drZ2dHTz31lKLRqIrFoqLRqKXI0um0zp07p0cffVRLS0s6efKkysvLtbS0pFOnTmlra8t00KFQSLFYTIFAwKQJdXV1KisrU3d3t2ndSAddvnzZwP/AwICxJfl8Xm1tbQqHw9ayyO/3W4Hj0tKSXS+MK0YDZ04ggbF12/n4fIcDUYaGhvTqq6/q7NmzWlxc1OOPP27FZIChv/iLv9A///M/6+TJk6qrqzPJRlVVlZqbm3Xz5k319/fr9u3blqrb3983gI9Gd21tTRsbGwqFQnrooYdsvfl8PkUiEWOGMOYNDQ2Kx+Pm+HCgbgU1DEQymTSWGaPIfayurlYikVBzc7MFOQA+gCNdPnCGMAlMqwToLS8vy+fzWXHK9773PdOIF4tF+xxY4bq6OqtxSKVSpl1ub2/X7OysFRLHYjHTa7a3t5uTymaz+uCDDyxFSsHj4OCgtre3NTk5aRkLWBQyP7lcTpJMNkawDPCg+8r8/LyxYx0dHVpYWNDe3p5NV+VaaFvFtFUmnpFd6vxJu04AOwGGC4YAEPwOphIgJR0tsAMoAaDczkHsCbcqHweGQ+MYriMlJU1BEMfAhgHQANvHZQauRAIW3b02l33mvN2CQul+MPG/yTaOg2r39XHSD/f3gD8+z33fcemJC/SPg2/uLcdwC1sJetzaE2w7tgZ7xHm5gZQkk9tw79wABADsMt74JVdff3z9UGjGXnbf4/o3wCdFbkg7kJiQ2fV4DmuByD4CJsng0TMa0EdWlvu5u7urubk5y7DAJBeLRQNpkqx9HIw1hXuQcWiKsWNkgKTDTkOu3IXzx15CilEk2djYaJ+Pn0CaSAcPngPPJ5fLqbKy0kg3/Ipb1IheG9nd3NycGhsbbS2VlpZqenpaHR0dKi0tVSqVsiYI0v05EUg98vm8dfCCWQe8k0kGKxDAYV/QTpMxJrhzFQPcUzqTEQzyftaaW+zJ3gBjYSvQZEOsHhwcmHY8Fot9wkg/6EXXDh42UaLff9hqjU0AUIW5/Ju/+Rtdv37d0ifPPfecvvCFL2hxcVHf+c539Ed/9Ef69V//df3DP/yDamtrDWChHf7www916dIlnT171h46RYPoq+jbWV1drdu3b1uzdkBcY2OjJCkWi6murs6MExrapqYmbW5uyufzWTqZxvqwPTBpJSUlam1tNdlHXV2dMdf5fF4dHR3KZDLa39+3Clw+H0NYWVkpr9dr4ImevqThT58+re985zt65JFHdPXqVWsnh7NgwZKqD4fDisfjam9v18mTJ01bPTo6auk8JBewzQQcZWVlGh4e1p07d4x9p9AjGo2qoaFBKysrOnXqlN5++21ls1k9/PDDunDhghWbNTQ0mJZ1bm7OWMVgMKjLly9rYmJCtbW1unjxoq2DQqGgaDRq2lMcOlr38fFxnTt3TsViUWfOnFEgEND8/LzKysosAHI1cW7xFuCFjinz8/N6++23de7cOaVSKa2srCgSieitt97SV77yFWUyGT333HMWJPzd3/2dXn75ZXV0dGhxcVEej8cmln3mM5/RK6+8ooaGBhUKBXV1dWl7e1szMzM6c+aMPB6P9XzOZrO6fPmyOahQKGR6urt378rj8dgazWazqq+vt16t0uHQBTq/0Kw/n8+rsbFRwWDQCmNcicf6+rrJEigqIkUHM4IhpViGSnoMaSqVktd7WGT38ssvGztx/vx5jYyM6Atf+IJppJHj0FJqfX1dp06dMi1l50+mRCKhKC0t1enTp/XDH/5QzzzzjHK5nAWf4XBYra2tplGuq6szbd/29rYxyQsLC7pw4YJSqZStZWQtGxsbZpdgx2dmZjQ0NGTTEMnYNDY2anBw0Dr21NfXGzOFc5EOgcLS0pIymYz8fr8ikYi13CLzgv1w5Q4uAGV9Uo8BS4Tjp28urCWsJw4MDTx1HTBMZGXc1C+MtguSj8soXMkDNs5l6FxGTLqvRf44QAtY5bpde3f8b/43UH38e475oPdxnwGhXCfBCvfL/cyPOxfOG5DFNXEdZI2k+7pSMgrusdx148po+L0rHeE8uQb33rkBFWuEXs0cizUH4OL9LiMNyITooSUcbTILhYKBI9YR6zqZTBpJ5ff7VVdXZ60o6fxDEM5nUnTP1EYkCNQvMIUQUiSVSqmpqcmmDpJx4u/IbkO6uf2kIabKysoUj8dN5kCrSkaHow2PRCKqq6szEsvn86m9vd3qriQdmcZaWVmppaUlI80gVgC/SOEoPk4kEmppaTF7QAYgHA5rZmZGvb29lrF0wSvZaOw+z5vsIXZla2vLPtddy0hfeOY8D7TTdFByMyCujAsdOL6UzBMSXTcbQ9DmdgcCVGO7mNj7CSP9gNeLL774QjgctoIVN4KCaWMTNDQ06OGHH9Yrr7yig4PDPonosu7du6fNzU3993//t9ra2tTd3a3e3l699dZb1l/y6aef1qVLl6w7RDAYVFVVlYLBoLxer7WlooCPrg4wOMFg8EgrPCpfGVZRUlJiI8Jh/ygqYjHu7e0dSUFLsmiZoqPh4WHrBckwE1qPlZeXW9oaLR5SEAwZ0V5NTY0VPnR0dGh0dFQPP/yw3nrrLfX29ioYDBpzVlNTY72vS0pKNDk5qbKyMp0+fVrj4+NKpVL68MMP1d7ebsCJHsOZTEYnTpzQ5uamxsfH9cd//Mfq/En3hYqKCg0MDKi1tdWGzExNTWlyclKSNDU1ZQ78/fff1/LysiorK1VfX2+6tfX1ddO5hsNhpdNpnT9/3oDz9evXjzD8y8vLtjm3tras7V08Htfzzz+vubk5NTc3a2xszAyt21qJZ+W2CnJZQVJbsVhMTz31lLLZrO7cuaN33nlH//mf/6n29naNjIxoY2NDly9f1p07d/QLv/ALeuGFFwywv/nmmxocHLQWRWhx0cUtLy+rra1NW1tb1rLwxo0bGhoa0vDwsM6ePWtdLUh9MqxgeXnZpqc1Nzdbb3D6q3o8HktHAhQzmYy1kfT5fKqvr7eOKjhZOnPATlEMLMmGR7A20+m0Ve0TyNXX12ttbU2rq6t69NFH5fF4dObMGd26dcvYCIxvKBTSysqK6d2Hhob0yiuvaGNjw4Ik6bAm4oknnlB1dbXp8O7du2cSje3tbb333ns6ffq07RVYvrW1NdOO1tTUGEja3d1Vb2+v6SkbGhpUXl5uaVckC2hFkWSdOXPGnDdMellZma5du6b29natra0plUrp9OnT8vv9unPnjvr7+60GYnt7W3NzcwqFQgaquM+k9wG1rn4Yp8vPqHWAfXaBKwSFy9YDuF32GKAIewzrhE12iw1d2QFO2O3QASgEOPK+42yu+3oQW+yCV/aiKzlxgdf/xkTzXhc0uJ/D+REwIXWBZXWZ4I87b/c9LpBxrwn9J2QN2UYybjC77me5LLh7/tgo7pMbCPCCteZ4yEconnfXD3YKlpzPwmcRkBFoRCIRpVIpu0dkSmGi+ZqZAfg2ZB9e72Gnm0wmY236kJpx/wDEXAdrj5qg9vZ2s1+AQvYovoJ1mU6nrX6BAJHjEfSQraNAGykma4LM4PLystlC9srS0pIVT0uyPZjP5y3bje/JZDJWr8JzQyNPsAzBR+ZvdXXVpGrz8/Mmr0NnDoim0Bfyh2Ca4JqAiGJO1g/PmgAKcpDsJDiEkeUM0iGId/X6bt9o5B4E19gjrpNCczLqkuxZbWxsfKKR/rjXSy+99EJra6ttenfABREjEfAjjzyiH/3oRzb2+fXXX9elS5dMcpBKpRQOh22U5fDwsJ599lm9/fbbKi0tNW0lD98t0kDWMTk5aW1x2JzJZFItLS2amprSzs6OyTFw1Cwqhl6QaqWzAfognBC9QdmwLS0tymazlkpJp9M6ceKElpeXrQsFOm26gsAG0Nfa1YuVl5crkUjo4OBAmUxGXV1dmp6eVkVFhbWKe/LJJzU+Pq6LFy8qkUhYIRWtw0idXb161WQg3d3dBi6lw41x4cIFSYfOh3v/3e9+VzMzM0qn09rY2NDbb79tPZ4Zr9rS0qJCoaC2tjY1NDSoqalJZ8+e1cmTJ5VOpzUyMmIFI+Fw2PpxMq0xHo9rfX1d29vbBtBJd/X29qqjo0PxeNzY2HA4bJPkKMCkoHFzc9OYYZhtNHbo3jCCMBXLy8vq7e01UD02NqbS0lJNTExY1E+186/+6q/K7/fr1VdftYCgubnZHIYk6+CA0ykvL7dep9FoVBMTE3ryySdVKBT0/vvvy+/3Kx6PW+s6NL07Ozs6ceKECoWCVlZWrOsN5xMKhdTR0WGMsysv4ppnZ2fV0tKi8vJyraysaHp6Wm1tbVZVjqQBOQKObH9/X6FQyLSM0WhUsVhMKysrVoxLKpjx3CMjI5qbm9NDDz2k1157Te3t7baXDw4OrLNGOBy2gTYMaqmurlY0GtXNmzctGKH+gX23vr6uUChkgGJhYcGkGel02loiujKaiooKqxqPRqOamZkxKRDTxNLptGpra815IuWpq6uzdoro2x9//HFNTk5qe3tbbW1tGhsbsz6pFFMxmZOsFqyiy1rSwg9mx5UacE0uc+QygrA73FNAhdsNgnVHEEnKGUCMs3U7iuAQj7O7gFG3ENI9B87VBdbHXy7odMHjcSB7HJQfl8D8byy1e97u57ksLAyZG0QfP657DK4TG8n9cN/naqZ5MTcAiQPEi1vcTGbAZe6OH5PvXVmMdD8o4hkib6BLDEws54qenuO4haXu9bsSEdrW1dXVmSzKla5UVlbaVEM6OjBZlXoG5B5k2lyWm+M3NDQYYYAUDGkYNRFIyVh/BPYEon6/31rmeb1epVIpG9EtHRby1tTUWIASCoWUSqWOtMnkngBUKZYnQ+Tz+WwiKix4Lpcze0ym3a1NQaJJLY/f77cJrWiXPR6PkS90D6EWZWlpSY2NjSaL4HqqqqqUy+VswqP7LAGxkqzGhAFfyG7JjLCekRCyhpi+zJ539eIEN26gS3AFuGbNubaT2jBs0dLS0ieM9INeX/3qV1/o6ekxEOmOGnXTUaWlpXr77be1s7Ojd955Ry+88IL+/u//XlevXlUsFtPs7KzW19etJ3I2m9X169f13e9+V4899phV5IbDYa2trWl2dtbSRYxJpYUXLdOy2axisZj10c3lcrapSYmSXqLrBmPBMVSkhJhGhC4MUELRUaFQ0Pj4uHp6euTxHMomMpmM6uvrzWh6PB4T6UsyhpqCsnA4LK/Xa5PuGhoaFAgErOgABu6xxx7TxMSE/H6/7t69q/7+fgMvpKgikYjC4fCRfs0DAwMWlQYCAV2+fFn9/f0mhbl586aGhoYsonzjjTcUDodNppJKpXTnzh195jOfUSwWk8/n08LCgjY3N5XJZNTY2KiRkREVi0V1dXWpoaFBc3NzNh68o6PjyLPo6emxcekwD21tbXrttde0tLSksrIyXb9+3SLgixcvanl52cadz87OmrEEsGFUcBxu2yOcFiBlenpa3d3dyuVyOnHihH7nd35Hr7zyih5++GHNzs5a1f309LSmpqb00EMPGSvs8/ms8wNAhMLTJ5980trFMZSF8azhcNgm63V2dh5plSTJdIKAnmw2az2iSefTfo8ov7a21jTkGLWLFy8aWMQBElzCXgHo0P4C6tnLFMkgR9re3jawHg6Htbi4aD2YS0pK7DN9Pp86OjosoIvFYtabm3RwMpk0FhW2eGVlRQsLCwqFQurs7DRQvLOzo/r6eo2MjBgjvb+/r/7+ft24ccO03hQEwzCjayawhsXGobkpSLStFRUVpgHPZrM6e/as3n//fTU2NlrwuLOzo8uXL6urq0vj4+Oqr69XU1OTpEMt9rvvvmutCY87LAATGTOAKawvQNjtMIEuknS+28sVphuwRo2Ay2KzlmCs6ajE/9SxIImC2XLtlCQDzoAl7OSDXh8HUo+D4/8voNn9HnD1cYDYlTDAzLoyhY8D5IAnlw12WUZefE/g49ZjSDJ5BcD2OOvvgnnAx3HJixvEuPeQ63MBpXQ/4+RKWHgRAPN+zonjIt/zer02ARCQRrEZNRTc/52dHcui0jGnsrLSmF+yOtRS0GHk4ODAMi0lJSXWGQvbJ91v44iNwmbzP2CVgkmv12vSSp4dbCoSF9h07E6hUDD7Vlpaai1zy8rKrLaH2hKCb+xiOBw2AtCtKyA4JZgPBoMKBAJmt5Fd4puwwzs7O9rY2LBz2tk5nOhMX2z8DVli6XBfwnBD6u3v75u9QXLKe1kD2DDsK53SPB6PEUXufcfuuJld7hnkKcEhmQ5J9nM3EFpeXv5/BaQ9bsru/w+v2trag4ceeuhIis7dxG4akKixpaVFL7/8sh5//HE9/vjjamtr0/j4uLX4IgKmzZb78vv96uvr08svv2zaqmQyKa/Xa1MOp6enJUlnz57VzZs37W+ZNsXDheUGmDE9iomA0mGE2tXVZQUWOD2XJSSSGx8fV0lJiS5cuGCOc2ZmRqdOnVI6nbbihd3dXQMQBBnBYFDpdNqKAumGQNeEUChkqfQf/OAH1kkiGo1qZGTEdGVuqpzJa/wtY1vz+cPJY8lk8shAnHw+b9fZ3t5u6ff6+noblBGJRDQ6Oqpz586poaFB4XBY8/PzWllZUSqVMuOYTCaVSCQUiUTU2tqq8fFxYwBhBtye3WzidDptoGB7e1vd3d3y+w9HvDItra+vT2+99ZZNglxdXdWv//qv68aNGwY42Liu5os1SUoU5v+DDz6wNfInf/In+u53v6uBgQEzRB6Px9gVd3/7/X7TQk9MTCgej+vpp5+29oduJ5FisahTp07pypUrZkRhFmn5RkU6fZLT6bRaW1vNWO3u7prOn+EhXB+pSo4DiCbV5vF4jlRbr6ysqLGx0drpFQoFGxWOpn96etoyG6zBTCZj+4JikkAgoLGxMZ06dUrb29u27sLhsPL5w3HoTAW8d++eenp6rKq9WCwqHA7r4OBwMFF7e7uWl5dVUnI4/YvRvdXV1SaxctPegHXAJCCUVCYDHmCGaO1GX3LsESlPnBMMm8tq5fN5ZTIZLS0tKRwOK5vNqrW1VT6fT/F4XIVCQYODg5qbm7OhPASB0v3UqAvIsJuAD97HnnC/RtoC01NXV6dUKmXnDdMmyZhRNxXrskn07ucaceous4gtJ/BCVynJ2FZYsP/t5bLXfM95uGz3canH8ddxRtxlcF3g6wLX/8vemwfHfd9Xgq+70WgA3QD6AvrG3SBIArzAQ5RIURIlx9bKdpRkbaeyk2M3ycZVGdfMZFOVSdUmSq1Vrso4GceqVDbrxM7WbnwkdiwnjmXLskRSNkkRJEWCxA0CTTTQaPQBNNCNG92//aP1PvigDcmaqk0yNZlfFYsk0Mfv+B7v8z7v8z4kShgIEsi8m3yEoJTARDtfcAxwzeZzJYPJ1zHDyeAMKKe3qaXlPeCaxAwnyRv9Gu6lmhnXWQxqnBkw8LqYbeX1aBJBe0Tzu8nU19bWynhgoEYmlgXPAKRREckRgiztj0wQyPHLsa0L0ygjoKSANQ+sWWDWj+NC17joYk+uAzw3NgdhVtDhcKC5uVkIIAaNzCIB5TWNjclIrvEzmLmmnMrj8YjLEUlDBsEco5R3hsNhqR1ZWlpCfX09qqurhZChRIZrMMehxVIuQCdJkk6n9ziuMCDk/aVGnAw2gxVdcMrnwPcuLi7K2snnwv2XPyNuY+DNucBnwrHCjCXBt2awObbfkUy+t24L/woZ6c985jMvRKNRsUvhROdk5eLFTYaM2Je+9CWMjo4KUzU/P4+ZmRmsrq6Kppiifp0yuXPnDrxer6S1Gxoa4PP59hQTRKNRNDY2SlqJg6Krq0sqdkOhkGgtyZIxtZ5Op2URI8PLTkQcFG63W4qhuLGzyQo12YZRbhfORho6vchNmfovVtI3NTUJ+2gYBrq6uvY4kOTzefkZu8S5XC5MTk4iGo3K56yvrwvIbWtrw4MHD5BMJhGJRDA5OQmn0wmg3Lq6q6tLFmymyufn5/HgwQN0d3ejqqrcrevKlSt46qmnEI/HkclkMD8/jzfeeEMkBJTeEICyQI4bBosUCoWC2KJFIhHY7Xbx1aRtYjKZxPHjxzE5OSmTPRAIyKbx6KOPYnZ2Fu3t7fB6vbh+/bq0nNWyG6badTBnMpkwNDQkGse2d/xKT5w4AZfLhUAgsGchGBoa2pNi41EoFDA4OCgbJov/uHlFo1FMT08jGAzCMAzMzMyI5eHKysqPsU12ux3xeBw+nw+ZTAZer1cKT5hGMwxDChObmppk/BiGIUzEysqKsBRHjx7F4uKiBHCszucGqouv+KwSiQQ8Ho/IIwiKKashYFldXcXZs2cxNTUFh8OBhYUFDA8PIxgMIh6Po7e3F6lUSvSKtP1jQFYsFqW7oNVqhdfrxcjICBYWFrCysoJoNAqfzydNGiqlF36/H/fv35d0abFYRCaTkc2XGnRqGPkMR0ZG0NjYiJqaGmHHyVxnMhmZ0wSo1G1Ss9/S0oLbt2+js7NTQC3bjTOQrGSpgF0drNayMgDSjhmVmlqCNjLL3Ki0hSYAyW5olprPlAEUrQA5H8iEArsECO8Vwe/Ozs4eIAxAQNB76Zm1xAJ498K+Sp30ux2VsodKuYgG2HwdmWLuRzynd/sufi4BEkERgQMPPldt5aalJJRO6VqN/dh7gl9qYXluPD/+qQwy+Fz4Os3+AZDgSd8fLeHh+sb/c/9bXFyULGqxWBQHIsqsKHdjMTLXdAYZ29vbQtjw3gOQgmUG7hy/tLSjFSez2tQyM3ii5IJrJotquSaTweY6SvBN7MFgh4XXtMakTMNut4snNCUkdLlgRogOJHQUcTgc8n5KOvmsuM80NzcLAZPL5STrRTvS5eVlkXEQ8DI7ZTabkUql4Pf7ZX0lkOXcBnaLd6kXp+sVg2LOU5KHBMvcg9ikjfeKr2eBJbGL/k4GxwzgmbU0m80SKJDIAnaLn98vI/2vDkh/+tOffqGxsVEWGh0hs2scmZVvfvObaGpqkk3b5/PJwsXoqba2FnV1dbLBulwuec34+Dg+/OEPS+Xu1taWNFuxWCzSUpPFVzabTeQRi4uLeP311xEMBoWl4ITkBGe6vbq6WnwvCWCoeSXwZhqVA4QLE7WpXGS5+LW900ZZV3jX1taKowBTzeww1dDQgLm5OYyPj8u10mnkq1/9KkKhkABcsp/9/f1YWFhAZ2enLOBdXV3Y2tpCNBqFyWRCMpkU6zEWKYyMjOCpp57CpUuX0NbWJjqtY8eOwWKxSFOP+vp68aqempoS+cji4iJOnjwpTCyLJ83mcpvTRCKBnp4emdw1NTW4du0ajh49ikwmIxIG3uPa2to9rAQj82QyKe1WGb3n83lks1m0trYKK8MNQrMxZHW42Rw8eFCKa8i4u91uzM7OIp/Py0YCAOfOnZPFRMtHZmdn8dhjj4nOLZ/PCxu7uLgoLWfD4TDS6bQwwrzv1PcxKGNKnn8zG0OnGHpFa+ZIB1hcCKkpZvDC8QHstmGmcT5T3VVVVfIMAMjGzs1zdXUVc3NzYlV3+PBh2Gw2fPrTn8arr74qDW3YWfPevXvCULFNeDKZlIIkwzCQSqXQ0tIizYnm5uZkfJw/fx73798XBkezpm63WwLb7u5uKWw2DEMcAeg1y0wHbbDW19elzoJZIxYVMmABIEFRNptFQ0MDLBaLBChWqxXhcBhAGQh1d3eLl/bQ0JB44lYW8jGg19I3vo4skGaNCIo4prlZElRz3WQWgU2uNKhkYSIPMqc8J67VDDIZ9GjpBIM0ggPqsxmgvhf45aFBr/5cfbwbE60PzV7rgxs8gwgyZZThsdkQgbQ+Zw28CUoqpRt8Pe8TwQ7/cP3XTLZuhsLz5bnxu3SKX2eX9PdVsvb63HkfOdY4TnQQQCaX94dBJv+vmUPOPwAy70lk8XlbLGUDATpdUVa1uLgIt9uN6elpkVxwzlByQWkcxzLXQ67ROlPBucDfMWNDJp5uHbOzswLmeY91gSxBPDOemUwGHo9HGl/Z7XZpNkUWnvaZlHKSLCmVSiJ9IxFHwEgJmZ7X3J/5nGlwoMcg111iIF43Awcy38zI0qKOQTP3NcpJmHnjtROPWCwWqdHgGkLSUj9zq9UqQQ1tZRmIUDqmgwU6mnEu0HSCey6xkMViwfz8/PsqNvzJK8F/Y4ee2LTNMgxDLKHy+bywZo888ogM3q6uLgFzTBfzMIyyhU97ezsMw8Dhw4dhsVgQjUYxOzsrOi2fz7ensrS+vn6PZsrpdGJqagqDg4PY2dnBI488ArPZLJrm9fV1hEIhiWDD4bDodMke1tbWyua8trYmejEAolVkBMbvLZVKSKfT2NnZwdraGjY2NhCLxZDJZKQTItNEBI/UhpMBHxsbw9LSEo4cOYLW1lbU1NRIC+nHH38cAJBMJtHf34/JyUkcOHAAly5dkgFrGAaSyaRUBZOtJJNH7VfbOx0Xr127Bp/Ph9dffx3Dw8Ow2Wy4c+cObDYb+vr6JK1MAMZCNJ5jLBaTQGJychImkwnT09MCth8+fIhEIgG/34/x8XE8+eSTIoshE88IneCWAUVDQwN++MMfoqGhAcFgEE6nE/F4XIpdWIhIbRc3EaYvCYr5s/X1daRSKaRSKQDAwsICHjx4ID7EmhUyDAODg4OYmpqSQKBUKommbHh4GJOTk6LZPnr0qDxbi8WC48ePw263I5FIoKGhQXT4dPNgd7xAdS1KPAAAIABJREFUICAsBVtTc/EdGBhAIpFAOp2WYIrjnrZu2qaIKX2mLi0WCxoaGoT1532m5p5MBz2z2QSBz8XpdErWZGhoCNXV1bh9+zYMw8C5c+dw8uRJzM/PY2xsDJFIBDdu3MCJEyf2zBGv1yvMeVNTkxROxuNxNDc3y0LsdDphsVgwOTmJ06dPIxaLASh3Nt3Z2YHT6RRbvYmJCSlU3NjYQDKZRCqVkvtAT/NsNguTqex/XSwWRY5BAMBW5plMRiyhuFnSro9MPoOWdDotLYWTySS+/vWvIx6P4+DBg2hpaZGxTQkRWSvKLzSjyDlLEMxxxw2cz1YXrZGpo1yA18w5TrcgAixuznSZ4XwgCCfQ4+fw+3kwpV7JAu8HojVzrIGgZpJ5nQQU+wHr/Q4NtPR38bx1WpksLYvECSr5uspz5ufyvvOz+F6CYA28Caw0+89nST9eYDeA1TIHDf41SOb94XpVCe75Pg2+9fuZ1dDBEj+XDgwcDyS5CJI9Ho8EdPreaGkIa4x4fcw6U1oQDofFSYvkgU75kzWuqqoSooxMJoM0SuJ4z51Op9x3Bo9msxn5fB49PT2SqaI7C/c77fRDdrW5uVk0wj6fT2qUKHEjEGZGk6CdY4HrO58rJXrUJ5MtZ3aYJAmD99nZWZHuUaJFbTS/mxIO3m86HzHoYTaNeyVJOnaNtlp3O0kTzK6vr6OpqUky1pRnkUggAGeHQrPZLBJWj8eD6upqcTPT4zeVSsn4YFaCIJrPolQqCaP/fo5/dYz0Zz7zmRdo80UxO6MaDjI+HEZ4HAzUhvJBVx42m01aejNCBcotSMkWcfAB5Qn2gQ98AFeuXIHdbsdbb70Fi8WCQ4cOASgvHrlcTphwmrsXCgUpSCmVSiKfIIBncwUy5rTX42BjgSUXURZmmM1maXhSLBbFRowbHyM7Tt6dnR14PB4MDg7C4XCgpaVFmqbY7XaMj4/DbDaLfpUdEAlQCMpYmNXZ2YmVlRW0tbVJy29WCi8uLuJjH/sYZmdnsbGxgUgkgkOHDiEQCAi7+9RTT+Hy5cuorq6G2+3GxsYGBgYGZPFtaGjA9nbZe3d7exuHDx8WazNGs4zcu7q6RLvu8/mQzWal+I5AslAowO/3iyG+0+nEwYMHkU6nRbO8sLAgbPXOzg5GRkZw4MABiYB1Mx1+N5kK6gO5eVNnVlVVJUWilEtUpteTySQ6OzuxuLiIUqmE5eVlhMNh0dSzJSztnWpqavDw4UOxf+PGQMcRZh/S6TQ6OzslQ+JwOCRluLq6it7eXjmnpqYmed5kEegWw2vT7hpkSbLZLIrForiEUJNIxqmhoUE2XDIgZDo6OjoQi8Wws7ODYDCIzc1NYXyqqqok/Xnv3j1Eo1EUi+WmH5QQmc1m8bbu6urCnTt3ZOGuqalBOp2Gy+XC3NwcotEo5ufnsbi4iGAwiJs3b6Krq0vYa9YRJBIJVFWVfZu5HlCPDpT9wQGIpdfs7Cw8Ho9sDPzu+fl5mbtsXqQLq7gm5PP5PfpYABIoceNmkAVApEgcc3z+ZJR40F0G2G0eQlBFtpk2WPwZmTd+JkEfZSdcd1nsZjLtuhNwXnBt1d9lNpv3zbBxXWWRFp83r+PdGOlKkM1no+eVZoh5rzSor2Re+dpKMF95HrxeMmusR+D3aya58vO1DIzspA4ytCyG2RxKMghagN2iYT0udHaiktXm9WtQrTWvmrBiEKRBN3+n7w//zyJh2taRodQMOLDr8jEzMyNkke6CRwaW6xtZZrKonEs0CyiVykXrWlvL/Y/jn+CW3QCJDzh/+CxJilBWwvWrurrcO4IFyWS4qVcm68pCYxZe8/O3trak6yBlEcxmkm1moM49Y3FxUXANATYDXRaOM1iwWq1icsD7yvMmAWi32yXDpCUpDF4JTj0ej7gh8Tkw08X1n9fN1zD4JvhmNp/jj9abPB9dF8TPoB5ed4jleGcWkO5YDBT5Xu5NlNL8izHSJpPpBZPJZLzHn+33+dr/bZ/PNptMpn9vMplGTSbThslkiptMpj8ymUz2/5Jz1JOT6arl5WWxd9ODO5FI4MqVK7h27Rq2t7cxPDyM7e1t6YbEo1QqIZvN4k//9E9F08sGJbFYDGZz2a4tm81KYaDH48GtW7fEn/rRRx9FoVDA/fv3MTMzg3Q6LdZmXASYOq6rqxPv2+7ubnz/+9/Hiy++iLGxMUxOTgIoN25JJBJSQMJFgV7AZDFyuZxowajh0oCZm3OxWJQW2lxwstksotGo6KwjkQhOnTqFwcFBKUKjBZjZXG4IQ0BIzeTS0hI+9KEPwev1YmNjA9PT01IAqNMyX//614UhHRwcxF/+5V/C4XAgnU4jm83iz//8z2Gz2YSdZyo9EomgqakJ6+vrOHnypLTMttlsKBQK8Pl8UmzFRSWXy+Hs2bPw+XyYn5/H6OioSBbq6uowPT2NmpoaTE9Po6GhQVrMDg0Noa+vD3a7XYKEjY0NeL1ebG1t4cCBA7h27Rq+853vyDijLoxpbC4u74x50cxRynPkyBFpyXrz5s0fG99ms1m8oBcXF3Ht2jUkk0nZqEdHRwXI0HB/dnYWPT094s6QTqdx8OBB5HI5xGIxWK1WuFwu2O12sQosFAqIxWIStLW0tEjxzVtvvSXyhng8LosbF2amIAkUeb3U47PxC9ng+vp6YSfJKgG7WkmyHWNjY8Ju0mbu3r17ewpdKKVIpVLiypJOp9Hc3Iz6+nrxHJ+bm0NfXx9sNhvi8bjIRlKpFOrq6pBIJJDL5XD+/HnxlOamzGCdxUGlUrmDosfjwdjYmGxckUgEBw8eRDgchtlsFv09AS8Asfwju+1yuWQDYYqUHT3ZBIoWXWS2NjY2RE9qGAYikYgElsBuCp8sjw48CfIIGrlJcWzq97PYTduaEZCRweMGzv/TY1oXZVH3SCaPLJcGgwT9ukiN18DgijpTre/X7hB6zmiQy31C/56gn/eMAGK/9xG46tqFyv2C7yHgJfAnmNF6df0+/T2UR2iZD+/h5uamdMgkO8lnSSKEz6pQKEgAxn2C50/Aze/mvyslNyxWpcsCACEIKnXnfKb6Gimf0K2r+X3MvOkiPWrJA4GAfFZTUxOmpqaEUSSIXV1dlbR/JpPBysqK9HGg9pmBG1l5Shc00cbxyHHIe6yvlQEOMzqcK8QXBKOFQkFIr0KhIPeIGSW2MNdjYWNjAxMTE6ipqZEmME6nUwIc/pv3aHV1VQrvtfaY5A+bYtH9i0z0gwcP4HK54Ha7sbOzg/n5eakZYYaS94PkTlNTE4Cy9MTn84ldIFlrrgcMcmtra6UZmtlcrr2gbIT4hLJDBierq6uCv5gJ0NktZogZTHE9IOjnPeT81Oeli2jZdfj9Hv8U0o6/A/Bv9vnzn975/T/s855/v8/r/3Gf1/1nAH8MYBjAvwXwtwA+BeAfTCbT+74W6lqZguKEY1QLQDaS6upqXLx4Eb29vdjeLtvIABCAAAAjIyPo7+9HqVTCk08+iVAoJJOVnfoslnJ3NL/fLxv/w4cPJaUai8WwsrIiaS4yzKOjo5iYmEBVVZUUJtXU1IiTwIEDB3Dy5El8+ctfxvnz58WjmW1BqQvTCyk3YTIrlCMQUGxsbAggYMFia2ur6K7S6TRGR0cxNDQk0oMLFy5I+uWNN96AxWJBa2srTCYTEokEfD6fiPdpzed2u4UhHRwcxPr6Otra2mC323Hq1Cl4vV651+3t7eJWUl1djeeeew719fV4++234fF4UCwWcezYMXR2diIajWJrawvPPfccisUiFhYWEI/HsbGxgdXVVSwvL6O5uVkav1itVpGThEIh1NbWwm63Y2xsDLlcDr29veJuwKKGqqoqKSYj61pTUyOV1rOzs/D7/QICrdaybdL8/Dy6u7tx7tw5ASfMjJDBJaDm8zGMcsvuixcvYmZmBj/84Q9Fv5ZOp1EoFDA7OytSj0uXLmFjY0McUc6ePYtnn31Wqtn9fj9CoZAEThsbGwiHw3u0bh0dHUgkEiI9SKVSeOSRR2Cz2RAKhYRdbWpqwtWrV2W83L17Fy+99BLOnTuHX/u1X8P6+jqi0Shqa2uFbSTzYBi7rViZjiQoqa2tRSwWg8fjgcfjwdLSktzvYDAoc4jpe36+x+MRd5bZ2VmkUik8//zzaGpqEg310tISurq6EA6HhU2nrIhMNC3l8vm82P9R785uZlVVVejo6BB/6FQqhXv37omkJBgMSs2Dz+eDxWKRBkgf+tCHYLFYcOTIESmOYh1DVVWV+JVXV1djenpaAAgZP242QFlqMT09Lczr6uqqODEEAgGx+QoEAhJMceNeXV3dU7fBzVxLLDRzySwENyGy/Szq4nsZmBNUkmni9xLoavcHgnLdUprfy8+g9Eaz3QQN3JC1VpOON9w8+brKYz+mWH8vsAucCaJ4zzTbrAEjDzLF+rP135zvDERYC1B5nlp2og+uq7x/PFd9PpxvBKZk5wiACcT5nfocSLjspzHX16n/rTOeWs/O+0AJkM5w8He0W+MaSICjAzotaeDz4L+bmpoQDAZhtVqRy+X2tKNm4L21tSVEFVlU3rdcLifMNfdCjiG6X1BCQX0tAJFZ8VrZzY8Bii70NJlMcLlcMJvNwmKzToL1WCye1tklEkvJZFIybkCZgLDZbEin0wIyGQDoYkgaHzBD9eDBAwSDQSk8JEGYSqVEakFNMRvKcc7pzBNdxPhst7e3MT8/j3A4LMEHM1ysOWFDGGq16+vrxeaXwSfJNj57BuC1tbXwer1yHTrozufz4hrF4J+fRUmLdvthZpjyWcqs9stcvdvx/zuQNgxj0DCM/7fyD4DGd17yl/u87eV93jOiX2AymQ6jDJ7/zjCMnzEM4wuGYfwHAP8BwJMAPvE+z09E6IwSa2trpTOSLlLb3t6Gz+fDD37wAxw7dgw2mw25XA49PT3isEG7uTt37mBnZwfxeBwrKytIpVLC6NBW7u7duxgcHJSIm6wQ2SP+rL29XQziL1y4gGg0CqAsrJ+bmwMA8W2Ox+O4fv06XnzxRVy6dEnaWLOwkQtnU1OTpEEJPljIROsjv98vhWQEGU1NTQIaCUItFgtCoRAee+wxOJ1ONDc3S9OZpaUlSSWtrKzgueeeQyQSwfXr15FOp3Hp0iXpTpjL5ZBKpaRQgIHH1tYWvve978kie+DAAWQyGeRyOdF5vvnmm+jv78epU6eQSqVw/PhxtLe3o6enB2+88QZefvllfP7zn8fOzg6i0SiOHTuGrq4ufPvb3xZJSTqdxqOPPopSqYT+/n4BHwsLCzCM3TaxDx8+FPCQSqWEIWCKnK3MyTqyQx7B7MOHDzmGce7cuT3FhGSfCfI4gU0mk8gSyJ4PDw/j6aefxs5OufmJ0+lEV1cXnn76aUSjUbhcLrhcLvz8z/883G430uk0rl69ilwuh3v37kkbanqnsiU6x8bdu3fR0dEBl8slLignTpxAMBhEQ0MDYrGYpNOoRyazQGvAX/qlX8Ljjz+O3/u938NLL70k+nCXyyUbN9Ov1NgDZU0xC1soBfD5fHjzzTdx//59+Hw+BIPBPWz02tqaMDxTU1OwWq3SyGdrawsHDx6U9OLs7CyuXr2K+vp6nD17FrOzs+I/y4WYWR82GWKKOZFISCqT7b7NZrM0gOBC3NbWho9//ONSxHTt2jW0veO9HQqFpNp8eHhYPGWvXLmC5uZm3LhxQ4p4q6urEQqFpCsnraeooaVTytzcnEjNuKFwPpPVHh8fF69ZWj5xLaFVHlknYNe/XLOFTF1rFpqbpwZPDAg8Ho+8rxL8kalmsFAqlSQwpeSLYIJ2gLrQiZIjZtU0c8prILAmW8YM5H464/32Bx58fSWDrQNcgiPtSKDPi5+ndZoEjLyPBGUEVbpgsBKcakkTr5EBC3XPZMG19pjfV5mB4Lkx1c7PtdvtEjToe0NtqtZO6/PT58XrIBCvzAhUgnKCdgIe3q+qqiphWnnvyeZSYgFApFfBYBBjY2Oora2VQj273Y7GxkaRhTErTO99fj910gTx+Xxe7qvFYhEnC2YTK8GXliNxjBL8ApDGSMwG8r4QLDNoZ9aR6y0lmTxfBrns7Eq5SXV1uSMzz5ksLfcZupDRVcQwDMn8UhLHhlT19fWCZzo7OyWTzDFPEknbSlKuxayElliEQiF59iQOdJDL8+f/GTxw3dWBF1UEzFTp8cX7AezWc1itVjQ2Nu7R8XPN4VpFCR+tA/W8/UnHP0uxoclkqkMZ6M4B+O67vKbBZDJVvcfH/DwAE4DPVfz8CwDWAPxP7/NcZOFlFEJrNNqrMA1dU1MDr9eLJ598Ep/73OdgtVrR29uLGzdu4Pnnn8fKygrm5+fR09MjwIrpfK/XK600x8bGpAFCT08Pent74fF40NfXJ0CE6XQWlDU1NeH1118XDSZQ1urq6HBqagp1dXWYmJjAxsYGXn75ZQBAIpGAy+VCNBoV3fbCwoJMfuqqCN6ZqmFFLIEUAAGTTBuTjXO73WL/19fXh7W1NYyMjIi2iZHyH/3RH2F4eBhHjx6Fw+HAY489Bp/PJ8xUVVWVdAQkICD7brfb8eijjwKARKKxWAw2mw3nz5+HxWLBnTt3kMvlMDExgfn5eWQyGUQiEfzqr/4qPvrRj4ru9MqVKwiFQujs7MSDBw8wOTmJjo4ODA8PS+HH+Pg4QqEQ6urqsLy8LB0rmUpeWloSfTM1fAyK8vk8rl27hrm5ObS0tEhBBhvXAOXgZ2RkRFKPBCdM9ZGxJfujN0kyVa+++io++clPYnt7G7lcDpFIBJ/97GcBQHT88Xgc29vbiEQieP755/HYY48hkUhgZWUFwWAQly9fFrsnNriZmJhAd3c3BgYGxMf2wIEDSCaTuH37Nj75yU9ienoa6XQaCwsLePrpp6Vinrpoh8OBy5cvw2Kx4Ld/+7dx4cIFHD16VLzTmc2gXEbbSg0PD0sb++XlZdlAw+EwnnnmGXFLAXZt0wgWampqBCh5vV4MDw/DbrfjlVdeEX9qu92OEydOIB6P49KlS6ipqRGPbIJONjJi9sVkKttBkamhhvzo0aOYnp5GqVQSVoO6wKGhISSTScnIFItFxONxjI2NIZ/Po6WlBc888wz+5m/+Bj6fD36/HwDQ3d0NAHs6GU5PT+PMmTOy4TILQcYuFApJIyUAUm0fDodFqtTW1gar1SoSHmZAtHUmmWENHFkoSRaYwFdLM8hiEgSwWHt2dlZYJV18qFnWyiIpAHus7gg4dWEYsOtos7S0tIedJAgjOOMcqiwYejcGdb9Ds6gEpZxn1P1yT9FFj9zQeb8IyriW8CAgZRBAEFPpsMHP1feBYIbnSbkf/08mTstL+Cx4PQx0eBC0kLVjsMvvZzZT/0wfWq7CZ8x/87yZSdBBgn5mlEfoz6PeWWuy2TCFgQKtZdfW1tDY2CgZ58bGRul6y5oLq9WK9vZ2qV1aW1uTLCmfJQEnPePJxnMN4rpcV1cnwLEyaCIQ5nziWAUgUiy+tqam3EmQ9T3Dw8NobW2VzDjrt0h00b+5ra0NOzu7HRRZc0LAyLUjm81iZ2dH+jIwo8jxYLPZ9mTkGxsb5bop7WSDlVwuJ/VWDG4YeJOA4N537949kVisr6/L/WWgxnsHQDoysviQ94yv5f3lGKITC9cNvX4RhPNnxHvAbiBMTTnXG543v0PPsZ90/LM0ZDGZTL8M4EsAPm0Yxv+ufv4CgN8HkAdQD6AI4AaA/8MwjFcqPuN7AJ4GUGcYxmbF734EoNswjKafdC6NjY0GbdJWV1fF1Ntms8mgo5ZXLyoWS7lL4KVLl3D48GHcvXsXx44dQ09PDwBIoVEmk4HT6YTD4cB3vvMdSUu0tLSIdtNms6G1tRVLS0toaGiQRhKtra0AypNjenpaNvK3334bxWIRx48fF3cNsulAeZC89dZbuHDhggxmnTrX3pFMlVFCwIVcsyEEF+l0GpFIBLdu3UJfX5+k+B8+fIjGxkY0Njaivr4e9+7dQ0tLCzweD2ZnZ7G8vIwDBw5geXkZhmHgE5/4BC5fvizFh5xYhmHA5XIhk8mIfrOtrU2ANdNfN27cwEc/+lHMzc3h6tWrCAQCCAaDGBkZkfv1+uuvo7u7W9Ju2WwWTzzxBAYGBhCNRsW9gt0RBwYGEIlEcPz4cfH+pnH9w4cPpWiS7MHCwgICgQC8Xi8ymcwehuD48ePY2dnBgwcPYLFYsLi4iN7eXmxtbcnCE4lEpFCFE5fuKyx4YwEEsLsZau00CyLp8+n3+/Hw4UOEw2HZhLLZLPx+vwDSpqYm0QQPDg4im82ira0NhUIB0WgUzc3NuH37tlg/nj9/Hrdv34bD4cD9+/eRyWTQ29sLs9mMjo4OvPrqq/B4PNja2sLRo0eRSqXQ3Nws7XI3NzclnX7y5EncuHFjD8tJpoKbkM1mk+5XZIC4KWazWYRCIeRyOdhsNiSTSTQ1NWFiYkL0wuvr62JTVygUcPHiRdFne71esTikgw4lO6VSCW1tbSiVStKEiBtQKpWS5h9sccvGMzs75eYxtNWLx+NobW2VDM/s7KzUQpRKJWFn0+k0bDabMCuDg4P4wAc+gOHhYUQiEdy9exctLS2ycQ4MDEh2gE1VmpqapEiVgMbr9cqmYzabEY/HpXGNw+GQMcpnsrCwgL6+Pil4IitDbSGwWwDGzY8bDwG1BpVsBKELyhggNjQ0SKGz3vAYFPK1XIP53awFaW9vl2ZPOoXO9xP8M3vDBkp6rFHzrUHYO3vGu+4RPEdgV3KgD61/BiBBg9qPZO/QAJsAgKCAGzW131yTgb1uGQQEWkvM+0QmlAEdwTnvAc+Fr9+PYaOWV7N1ZAcJlsjSVUpLNOuuJRzMhJIZ1feHwRA/l89V66c10CYAIvAiqGSxNxus2O12rK6uYmVlRfykyR6TrNJexZSM8Gccg7TGY90PA3sCX56zLnpjzQmdPSif5F7NWiMGRMQcvNf8tyZX+DMCbGAXbO7s7MgaPjU1JZaz4XAYuVwOOzs78Pv9WF5eludLpyHOJxYgEvdQQ82MIA/tO015JVlgyvToTMbny6NQKCAYDApJwvHW0NAgBdckptjJUff0KBQKsr5w3hCMM4hn+3c9trl38vcMunl9VqtVsg06uFxZWRGNtcViwfXr15HP53+ixuOfC0i/CeAxAJ2GYUyrn/87AAcBXAWwBOAAgH8HIADgfzYM46/Ua+8BaDYMw7fP5/8NgP8RgM0wjK19fv/rAH4dAGpqavovXLgg0g4OYqaUaAzPB8AHxkXu4sWLGBwcxPDwMNLpNI4dO4bNzU10dHRgY2MDt27dwokTJ9DU1IRcLics7eLiIvr7+zE3NyeRYmdnpxRx8btYpUrtLtlgTsyamhrxl66urkYqlZIok+CNns1k/DTbRDkBUF64stms2HlxoeSg29rakupiail5vgDQ2tqKzc1NSX0TQLPV+B//8R8jEAjgqaeeEpaAVlw+nw8zMzNiVQZA7NJqa2vlfpKpWVlZQSQSweXLl9Hc3Ay73Y6uri7Y7XakUinMz8/jwIEDGBkZwc7ODjo6OrC+vo7p6WlYLGVf51wuJw4ira2t8rkejweNjY3Y3NxEbW0tBgYG4HK5pMHIxMQEzGYzXC6XaJmZWuJEtNvtmJ6ehs/nE23e0tKSMKcEPAyE6CzAzZRjjuORmwmw20qXCw7TYS6XC8lkEi0tLRgdHUVzczPy+Ty8Xi+cTqdIjlKpFA4fPiwB0Pr6OiYnJ+HxeITJYJq+vb0d9+/fl0IXBmVkJlhk+fTTT+PNN9/Ez/zMz+C1117D0aNHsby8jMuXL6O/v19awmt2kJIjk8kkLgHUdvJ3XBApQSI7znu2uroqRXRutxsLCwuor68XwKtlA8888wxu3ryJGzduYH5+HsViEWfPnt0DBAGI28T29rY8k3g8LkxQsVjE4uIienp6pMOl1+sVd5KpqSkJlqnrjsfjOHv2LIaGhgBAXFKsVitaW1tFg2i1WjE2NoYLFy4IUOfzoLyM2S6CAW4CNpttT1DKjWppaQktLS24c+cO/H6/rG/19fVYWFiA1+v9MUciAjGy0/TTZTZG628Nw0BDQwNWV1dlzvCcWFxEIEWnIYJ2pr/5rDVQZb0IQTlZQLPZvAfEA5D1mps81zdugEyJEwDpuVTJHmsW+Z39Qn5PRln/TL+Wn1cJuPk6zZJrQKxfT8DJ/YhMciUrzesGdlPWHB8ARFKkNe0EsrrQTLPDWhOtM4lci5hJ0PpkrRnXY0+DZd4b/UyINXhOGmzz37rIlGOG4IfyMe5fbIldKBQQCASEuOFY5v5pMpX7ETDDSGDKQJcgkwBdd0TUNQBsIc4249yTeQ08XwB73Dc0a8v7QW9puodQjsCxbxjlrqrMenL9Zz0Xm4nx9+w1kc/nxTZ0eXkZPp9PDAIYhNNrnlk4yjX5HGtra6UJHD2hjXc032zcRjLJ4/GIbSZrLgCIBS/3D8o82tvbkclkpEZqYWEBm5ub0i6dxcNaGqV105SmUTpKezviBD4LnUXi/eVawvFN8M/gk8Ek117DMHDr1q33BaT/yaUdJpPpAIBzAF7XIBoADMP4nGEY/6thGP+3YRh/bxjGfwJwBMACgP9sMpkc6uV1AN6tjHJDvebHDsMw/i/DME4ahnGyqqrcw15HvGRKdDEFU0mMCrnQzM3NYW5uDoFAQOQF6+vruHbtGiwWC4LBIGKxGF555RVJwXR3d6OtrQ25XA7Hjh1DKBRCa2srRkZGxO+VqUpGjPl8XjoMFgoFjI+PY2VlBX//93+P/v5+0eRyELLhBKvfOQA5eDgQaXdDnSp9cKmZrK6uxsOHD2GxlKvIm5ubxfOxs7MT3d3d8Pv98Pv9SKVSGB0dRSqVkih/bGwMABAOh/ELv/ALspGm02lYLBZp4MLmHTyXUCiEn/qpn0IgEJCmLyMjI0hGhffkAAAgAElEQVSn04jH45ibm8Pq6ioeeeQRHDx4EGtra+I+4Xa7cfXqVfGLdrlcGB8fx+3btxGJRAR8TUxMSAp0bW1NirhYKcyivb6+PlRXVyOdTktaNBQKob29XQA37boIbmdnZ2EymSTYcDgc6O3thdfrFRA3NDSEXC63p9CNYILgmdE4CzH0xgnsbl51dXVYWlqCz+fD6uoq2traZBzTQ/y1117D8PAw2tvb8ZWvfAXJZBI+nw9vv/02/H6/ABw6YrS3t+O1115DfX09zpw5g0gkAp/PJxKnhYUFdHV1AShv/kePHsVLL72E+fl5TE+Xp3ZbWxuuXLmCYDAoIN3v90s1PANUvoesF90tGFSZTGVbq3w+j83NTfj9fvEfBcobXCKREF263+/fU9G9traGP/uzP8Pdu3exvb2N06dP4+zZs7JJs3EDnUXo3hGPx5FKpWSjJxByOByYmZmBx+NBOBzGwMCABFJMy7Jx0JEjR1BfX49EIoFoNCoNUBjQlUolua8tLS04fvy4MPE9PT0oFAri+lMsljtkMgglkGSal0V73IBYnLO5uYljx46J1l+DGDI42WwW9+7dQzablXvOjYRuH2SMCEoIbJgNY8BOsMFz4++4bpLl5TXxGXJjY3CowQ/vP31iNWjUumcNKMlWE8RpFrsygNKMb+Whtc58DeeelrPo33Pj14CJa7q+/xrAV0pNKovy+HO+jgCB1811nuBM/16fF/+vgwICDg34tPUgsxz8P6+XgJzPiOOi8v5xrvFaK6VDvB7+ze9jYKcdpMg4a5cPnpPOIDAQtVrLzidkTv1+v0hguru75T10n6itrZWmRZxPvEZ6/vMaK+ci13AW4umuf3xuWhtPGVipVBJgSK0x5wyvC8CeAJX6ZgaHBJfMDLJNOIlCkmx8nisrK6I1ZpdRfhbH1Pr6OlwuF9Lp9J46CEoHmcmn8wizBAxsuVcTnDIjQskamXnduIrSU2bJiRso01hdXRVdPLO19AbXeyUxD8ekVhfwGlZXV2VtI76jrIPBY2UA+5OOfw6N9P/yzt9/8X5ebBhGFsD/CcAJ4FH1qzUAtn3fBNSo17znwSpUoLzIsIkJ/w/sdsupq6uTQjyTqayT/NrXvobFxUWk02lMTk7i6NGjGBwcRFtbGwYGBmQwst306dOnsba2JhvktWvX0NTUJAUFAMR3+v79+5ibm0MqlUIwGEQgEMB3v/tdZDIZ1NfXIxAI4PHHHxeg1Nvbi2g0Cr/fL2lfTiym9lmEYLFYJAq32+1iU0T9EQABck1NTSgWyy3MFxcXkcvl4Pf7BQhNTEwgm81iYWEBNTU1OHbsGObm5mAymXD79m309fXhxo0beOONN3Dw4EEBVIZhyHm2trYiEAiIA8E//MM/4Ac/+AGsVqsUJnq9Xhw5ckSkHBaLBUNDQ+IlTWu9u3fv4iMf+Qg2NjYQDAaFBXY6nfjud7+LRx99VLTSP/rRj/DYY49haGhIWrrX1tbiG9/4BsbHxxGPxxEKhZBMJmViscV5LBaTiV0oFMS6hwEIo28CfG6oDocDwWAQJ06cwLFjxxCLxUSzxspi/v3OHJD0G7DboQuASEEACKivrq5GMpmE0+nEH/zBH+yRKTU0NGBsbEwayrz66quIRCIIhUJS7MpAp729HadPn0ZbWxteeeUVrKys4OHDh1hbW8Pi4iJOnTqF1157DR/5yEfwxS9+Effv30c0GoXFYsHs7CympqbEjpHBalVV1R65iU5jskkMC3zy+bzMN12jwM+gkwbb4ppMJvj9fpw6dUocS/RnfPCDH5T27gTrzc3NohOOxWJobGzE7OwsbDYbent7Jc1Hr3YWwB09ehRms1mKeC9cuCDpeKvVisOHD4vTyZUrV1AsFsXqLp/PiwPQxMQEMpkMxsfHEQwG8eabb8Jut+P69eswDAMDAwN47LHHhI0mKCDbwgLUUqmERCIh44MsDuUm1DPSXpKOLY2NjdJps6amBtFoVAJvsu/MIBA08Q8BjtVa7gBJT1v6rwIQAoKuIgxaCPTIXnGj064NHN8EVyyoIvjk5qrT/3wd/9YyAC0ZAHYlAu92aFCrC+J4T7SMQQMrvk6DOB0E6PdqMM5DF2UCEKChATj/riSASPrQmpH3TztE6PPmOs/z0wCc1pOGYQiLqQGdllxoxpBBij5HrQfXkhSeE8ccX0PCgveLgIdjj45QBP7FYlE6cprNZmluwvmp5yYBM1DODBEIut1urK+vi02tZii9Xu8eppljVuu+KbegVECv0boGQGukmb3kaxnk6m6AlGJSVsiAgQ3Z9L1g4a3H48HU1JQw3ZpUI9nDbDSNFehgRF0+nwPnMwvBqSVuamqSZ762tiZAVD//TCYjBgXMYup9TH/X2NgY3G43XC6X9MrQ/tQmk0nwSaUFIYMckoBa7sQghX8IxPlzrsVUGZRK5R4dbMbD+cg17f0c/6RA2lQuHvxFAIsAvvlf8NbYO3971c8SALwmk2k/MB0CkNlP1lF5FItlr2A6L5AFAbCH7eJmT29Ei8WC+vp6nD59Gl6vF88++yzsdjtefvllfO5znxPf2tXVVUxNTYkPJqM7wzBk06LMgwWOursRP2NsbAwrKyt44okn4PP50N7ejqmpKSQSCfFdvXv3rnTMAyB6R0Z2ujiEWiitOeIA29nZEWaQCzKZWmorrVYrWlpaMDk5id/6rd9CPp/H4OAgnE4n7t+/j56eHpw5cwYf//jHRd/d1dUFj8eDTCYjDVLm5uZEMrGxsQGHw4GxsTG0t7djZGREihd7enoQiUQwOjqKuro6Kap0u91wOBzo6ekR5tBut2Nubg5vvfUWEomEFDwUi0UcPnwYGxsb+MIXvgCLxYLf+Z3fwZtvvomWlhb09/fDMAyMjY2hra0N586dQ3V1NUZHR9HW1gaHw4FcLie+1M3Nzeju7paU1c7ODkZHR6UgkxM0EokIO2iz2dDf34+xsTHEYjHJZng8HtlQtJ2YdkbgIkxWgIui1nteunQJb731llT9/8Zv/Aa6u7ule2Fra6v4p9bW1ooLDOUnNTU16O7uxic+8Ql885vfxNLSElZXV6UrpWbZrl+/jnA4jJGREbS2tkoKkMW2sVhMgiZuzARM2WxWgA03NUowWCBDF5lSqSRezUzbUVrDqnQGY7lcDufOnZP0bk1NDeLxOE6cOIH5+Xl89KMfRalUkoCJLAsD3fX1dRw+fBhutxuTk5OyAfh8PgwNDcHv94sekX7Ebrcbly5dEikSteubm5uw2+149tln4ff7pQ06PcTZMp6FTK+++iocDodkgJ577jm0tLRgfn5e5CL5fF5qBnj/crkcFhcX0d7eLhmkUCgEm82G+fl5tLS0CPgjy8XUNBtC0WddN74AIP6/LAgi20zgTfDIin12ftUMLZ8lsNf5gmCEmy7BOz2hySTrtKwu7uLmybFO8El2sBI0ct0jsNS6Zw0seewneaDUgD+vlIBo1phAs1LLyWsh0CYIJdjiz1kASDCrGftKQM21gaCIWTDOVRZx8rN577SOlMyk1lUD2FPIy/vP+1PJ0vH/ZEAr76V+De8lnzHPi/OQRZn64NjTTDllLel0eg/5AEAsTCn12tzcFP95Ekq8Pw6HQ8gy/o5FfOl0Gna7XeQiOmPNZ8h7yXVLB1IsmufYZqDAjInOoNAaFigXpO/s7CCbzSIQCAioXV9fl+6ClBbSFYT+1FxHWfNAIFspFWTTH2a/OT55jcBu5lPfW4LOykwOGfzq6mo4HI49zX34fCtlPBzbDNoYYDc0NCAUCokVKsc55xp1/8QlnEfArnc6r5kyKZOp7K9NNpvN9ngOeo9jAKWzX+/n+KdmpD8MwAfg/zEqCgR/whF95+8F9bMBlM/3tH6hyWSqAXAMwI93pniXgw+Miw3THyzU4++qq6tFh6UXg/X1dVy5cgUdHR0olUr4/d//fTz33HPiX2u1WnHnzh10dHTg1q1b+Ku/+iu88sorWF1dRWtrK1ZXV/GDH/wAJpMJoVBIgC8fMv2GzWYzEokEYrEYXn31VYmYXS4XWltbEQ6HcfDgwT2pLr0oMprmYsGOgNQCUcfFa+VCp9Mx9fX1Uvl848YNrK2t4U/+5E+wtraGn/7pn8bNmzcRCoXQ3d2Nl156CQDw/e9/X8AmOx5OTU2JrioejyObzaKurg6HDh1Ca2srMpkMnn32WYlMR0dHJX1DxrTtHY9pFmfSEg0AHn/8cZw6dQqTk5PIZDLo6OhAIBBAY2Mjvv3tbyOfzyMcDuOLX/yiVB1/73vfg8vlwsGDB+H1ejE4OCj2RiMjIwLUyTzMzMxgdnZWKqudTicikYiw0UybssCwsbERS0tLePjwIerq6tDS0iLXwsCFzAtT2wToZAUZdbPIjcBtdXUVdrsdH/7wh+F2u3H69Gkkk0mcO3cOb7/9NiKRCLxer0TwuVwOgUAAX/nKVzA3N4d8Po/l5WWRoqRSKdTU1EjAtri4iKefflrSdXw/WVePx4NIJLJHp8zNg4sS9f1kbMxms+jauBBS4+Z2u8XdpFQqIRKJiHVTPp8XH1iOy1QqhevXr+PAgQP4i7/4C7hcLthsNmQyGXz+85/Ht771LWSzWdEs9/X1SROZ+vp6DA0NIRKJiN3h+Pg41tbW0NbWJs41DQ0NiMfjyOVymJ2dxfj4OLLZLKqrq3HhwgW43W7cvHkT29vb+NGPfoRUKiWMCwPwSCSCdDoNj8eDpqYmeL1ehEIhLC4u4vDhw8K6/+Iv/iL++q//WroUtra2IhQKob+/H06ncw9Iq6+vRzAYxPDwsNh1csxQisVAhrrqVColvuN+v1+KDZuamsT7FoCAGQKXSuCqAzydqiZrVFdXh0KhsEerS+0tgRABcrFYlHHAa2OaWW/SvDYNAvl6MnzcEIFdAE1GENhbEKhZ3f32Bi2p0lKC/VK9+mcaFPPcudmT2dXSCt5LAkPN7mqpiD40YKR2lmt+Lpfb8xr+W4N9DfT5LPi9OojRLHTl51UWHOpCMH0v9P3kZ+oUu8lkklS6doABIMBUSyU04OO5FYtFNDc37ylgzGazUkjHWhYWMgOQdZYZJ5PJJEEhJY9kbPkZHD8EgbwGzVKTFFhZWUEul5P7y7WP10VvdjL+LJqkqw+LA1mjUl9fL9dPHXVjY+Men2iSTalUSsgGOpJwTaa1HL9XkxS8l3pcEJPozAIxAz9zdnZWsAYAmc9kiKuqqmT/rJxbWl9O4JzNZqX+hYQSxxiDFM0486CbEVDGQdzXSBhubW1Jlpb7tc6CMKihRIdB8Ps9/kmLDU0m07cB/A8AjhiGca/id1UA7IZhLFf8PALgDgADQMQwjPV3ft4H4C6AbxqG8bPq9f8WwOcB/Buj7Ff9nofD4TCOHz+OqqoqsY1iBKWjVka++kGazWXje4/HI+J/bhD5fB5DQ0P4xje+gRs3buCrX/0q+vr68Prrr+Pxxx8XBnZ4eFhSONTRUp/Z0dEhekBGfy6Xa485fqlUEo0UJzy7N+lUBBl1ehzrzYYMNrDba57pH6ZWyGBxoQCAs2fPin/21atXcebMGdy8eRMLCwsIhUKyQHDDPHv2LHZ2dnD9+nWJcBcWFhAOh/Hqq6/iYx/7GBKJBNbX1wVkOp1OzM3NiWvH5uYmrl69inPnzglzsL1d9ve+fPkyHnnkEeRyOTz55JO4c+cOWltbEYvFAEBcUngNZ86cwdTUlCyy169fx5kzZ5DJZMT3e2xsDIcOHYLZbEYoFMLOzg6mp6eF1SsUCnvAAQCxXeJBrdzKygqcTqcwivX19Zifn5d0FTd6zZhxkdDtmLmAcxF7Z9yLxozX6vf7BSw++eST+OxnP4uuri54vV4cOHAAAwMDOH36tFShG4aBWCyGvr4+cVdgEQ2DKTqgMJ1GSRA3egJtLkq8Js0skQE0m8170nKUxTBboVkTagYp8eF1shiYLPvt27dx8uRJxONxHDhwAN/4xjdw5swZbG9v4/bt23jiiSeE7WQzhe3tbfj9fvzjP/4jjh8/jo6ODvzt3/4tPvzhDyMWi0nxH4sKi8Ui5ubm5NzZ+MRut2NhYQENDQ04evQoJicncevWLbjdbpw8eRLJZBIzMzM4fPjwnjQxP6O3txcLCws4cuQIvv/974vshNaTbe9YW42OjkpRM5kyDUCz2SycTqfoBTlW+fz0ZuX1esWLng0hUqmUtB3Wkg6COgJeZksIpug6oxuKcCzq9VPLIziWNUNK+0cy2qzP0Ayg/pss9tLSkgRcJCE4dvj5ZHjVfvGugFjvhfo1+xXBcazq12kArSUoBHj6OrSEheu61hWTedMHswK6YQ0L60i+aK9cfi7vswb2BA6acQd2WT19EDRplpmvZcaMn6NlI/p1+tq13prFc3SqIBiqLOLUrKRm9QnguUfqzEQmk0EgEMDS0pKMdQK2nZ0dWS/5XSzgJtijA9H6+rqMeR0Ica0j4OI16efEzoUsoud7ee+4Ly8vL2NtbQ2dnZ1YXFyUjDnllZQ4sTPsysqKyFIIOAkWaX2p927uOWxUwjWCdTV6vFLKwt/v7OyInnp7e1v2M44fkkIcs1xrCKD1+NUBL/c5ZjMYVAIQj3u73Y50Oi37n8ViEetc1mkx0KIkSmeeOBdo90nwzecNYE8wwuJPvv/u3bv/sq4dJpMpCGAGwC3DMM7s83sngGkALwMYwa5rx68CcAD4ecMw/rbiPS8B+E2UZSLfQdnx41MAfgTgKcMwfqJ7tsPhMPr7+2Wx503X0UdNTY3oTMkIMpIkAGH7ZW5odXV1mJubk7SptpziexKJBMLhsIA2ptZ3dnbQ2dkpjh41NTWyqTI9TvaFg5FRo9YY6iITAMKC0IOXA766uloAETdL/m5zcxORSERSTFxcTpw4gR/+8IfIZrNStLWzsyMm7oFAQDSqmvkpFovS4KKlpUW6zfX29opR/NLSEmKxmDShWFhYEC3nqVOncPXqVYlsGxsbRU7Byby1tYVcLof+/n6MjIzg537u57CysoKJiQmx4JqcnJSi0cXFRbS2tqKnpwdvvfUWOjo6RDfncrkwNjaGX/mVX8HQ0BASiYRIWmiX5HA4sLS0BLfbLZZ1ZId2dnZk8a2pqUEmk0E0GkWxWJQK5YMHD2JwcFDcTxjAMdrmIstWqpX6TC56Wl9YXV0tUqVSqSQtthnkOZ1OcUyhFeODBw9w8uRJ5PP5PV7PXEioa2bGhN8B7NUFchxpoMOxSfDP4IW6ung8Ljo1jmECxOXl5T2FL/X19TL3KFkKBAK4d+8eotEoent7sb6+jr/7u7/DoUOHhHXWMiVuYOzkmEwmxQaOjJXb7ZaxMTw8jKqqKgHNZInNZrPYIzIbRGnR9vY2xsbG8Pzzz+MLX/gCLl68KBIV2r9tbm4iGAyKq8nTTz+Nr33ta1IAxXb37e3tMAxD3GMYzJFlpi6W18QNdW1tTZ4Fx5e+/2wiw/cwsGNjGm6gZHK2t7fFScXhcAiQ5/qii+d4EJiQ6ePzJZjmxs01jUDF6/Uin8/Ls+a1ahZTFzbpOgKCM449vYlXAvH9Ds3aatBIsMQAg2Cics+o/BwGDe+VHuZaTgDD92nQpsGFZp95PYax2yGusbFR9inub5UWpzxHvYbwHLX8RAMh3nfNaPMzOb5YrKiDC/5eBxYAhBkl+CIRxH2VY5Hv4/gj4OLreJ+qqsq+z3Tl4Jgmc0uPaJJIJMv0PTGbzXtcqbiPcYwxG8xsNceA3W4XQo4BHAE991ytlSczzyxEqVR2DmGgrnX9tH5kcTylCfwerSEvlUri2sL5QwzT0NAgdQ2sM+AzZuDC72QGtrq6WsDswsICisWiNO6igxeb2wDYMxf1GGEgzX2awQTvAeUXZI3ZlyGXy6FUKiEQCIg3fVNTk7DoHJsE1iyItlgscq+y2axcX319vRRmk2nnHOYawxowzgeLpWx/VygU/kWB9O8CeBHArxuG8YV9fm8D8KcAzgAIowyeMyiD4j80DOPGPu+xoGyP9+sA2t55/dcA/J5hGIXK1+93OJ1O4/z587IYsziP7hisGicrws2FkZbWIDOlypvPaHF8fByGYYjlGhcRRt0cYEzH+Xw+8cRltyZOVJvNBqfTiaWlpT1Mjk7PkDEhUNTMHn10t7a24HQ6RdPIScRzYFc5ple4STBFbbVa8eijj+LLX/4y/H4/TCYTLl++jJ/92Z/F0NAQWlpapGNhKBSSgcr7dP36dZw6dUo8OOPxuLQAJ1s4MTGB3t5eiTLdbjdyuZzY83HxHhwclC5E9J5+8OABxsfH0dzcjGKx7LnNhjVkhxcXFyWjwEDC4/HA6/WKhZ7D4cDk5CQOHz4MABKJE4DU1NTsAZR0BAEgEohisYiRkRGEw2HJLnDzGxoa2nPeuVxOFgXeG2YImHLX1etkSQqFgmycAGQx4dhlZ8xCoYBEIiGyHo7z7u5ujI2N7QmgLBYL7Ha76OyAvd6u3FDYsVMzRty0dSpQyztoxcSmR3V1dXIPddEUdWpLS0swm8sNEZgypeUTszBsqtLX14ezZ8/iq1/9qjyvSCSCpaWlPcCjVCo3JiBz/fjjjyMWi6GzsxOlUkn8uYeHh/GpT30KV65cgdPpxPT0NLxer7Q3N5nKkiyCXtY3mM3lgsatrS243W6Mjo7izJkzmJiYQF1dnbiXUG7FccvNl63r8/m8FASura0hEomgtrYW09PTOHLkCObn5wVkcu4DkPGiNa6GYUjWjBkji8WCuro66e5G/12OA8pxCIQIYjgGuZEvLCxIYZEOoACIewjXKA16NJDjuNKsHl9XeRBUbW5uSoDPtZJrMO8lP6My+Hw3IF35PZr9JAAiM6oBYuWhAW5l8Mv/7wfs+ZlsfsF9CNhlL8mUMr3P32cyGbGIZODIMcEOdvp6KhnqSvkHgwfueTx3Ped1gSn3HN4TjjuCet4DfW80iNd/65Q9iQV+l84akNnmQWBGBxrt8EEWmuM/Ho8jEolI9pcBLu8ZgD3BJHsH6Gwb743VapWAlufLTCEzqpxz2omEFmsksRj00441n88jk8mgublZiCLKQtm/YWZmRrLW8/PzWFtbQ3NzsxArDNS0PInzjywsA3BdwMjglm5ifFZkxbluc13Wz1ZLcPR44jNltp97HX+ucSjXNWYea2trEYvFxCdenyOfEwDJVNXW1sp41XNOs9ME5LQw1PugJsvu3r2LlZWV/zp8pP9rOpxOp9HX1ycTT1vDcJHmYqV1X1z0OSjq6+ulcxEHK1DeQNi5jQ+Ig5JsFtlkRn56EdLp1VKpXKg0OTkpRuiUXTA1V7kx8ed1dXXShpjpOp024bXx+orFovS810UBVqsVp0+fxrVr11AqlXDnzh2JwJ9//nkp3uS109O3tbUVDx8+RD6fRyAQkIna3NwsDDXtbA4dOiROKAQuLBhhy9RoNIqNjQ0MDAzgxIkTopktFAqiMSNrQo0YrXoY3SYSCdFR//Iv/zKAcuXw5OQk/H4/3njjDfT09Eg1N8FCbW2ttEEnGHM4HPB6vbh16xb8fr80lmFkTnaMzz6dTiMQCCAej8tCzOI5TmYyO7q6mRskmRpuHrooiYxRPp8XqyaXy7WHVaT/KVDeJObn56Uhik59c17oBYtjW6eCKeHhQsVnz4if84IsB4EmGXfeE2r5tH82wRTdSNhgxOPxIBaLCQMciUTwxBNP4N69e8hkMqiqqhL7J1a937x5E8FgUApYKFthBqmnpwcrKyuiRyTz8ZGPfARXr16Fy+USpxrDKPsnczMOBoNyfylPcDgcSCQSWF1dhcPhEAB87NgxaZTAoMBkKjetuXTpEgAgEAigoaFB0rxbW1vo7OyUDIHT6UQ6ncbKyooEX2TN19bW0NXVhUQiIcEjxwrBqslkEnKAmy4dULjREygx+8Xntra2hkwmI37oZJJ09okFrGREGxoaJMDjpsbzAfbqaMla8Zp4aGCs2VsCrGKxKPUCHFu8Vn6OXsN5VIKySomGBgKVcojK66iUbez3M80wV0ofuO9wjhG0aNAL7Aam/D1T9EzPc/6XSiXRgPJ568KqynvBa+F6QbDE12uAxNdqNpxglGOg8l5VBhz6urQETD9rrnl8P7OB+j5wHFJmRHKIKXuOUe1gQhJqfHwcHR0d8h7uNTprAuyyzMyEUa+sxwEDFa4FzFKRQWemUtviARB8wMwq3ba2trYQDAaRTqellwLJB8pRSMaw4JkkB60nSayRFOF84TqnA1uOQQbi+n7xDwNrLRPj89aBp87WVGZ5KqVEldIj3nMtEQTKEjQSC6wh09IfZm0YULPAU+upuR6SdZ6dnZVmWSTluCbX1dXhwYMH6O/vxyuvvPK+pB2WF1544Se95r+p48UXX3yBHQTZdKASoGgdlk7BGMauDQ8HEn/HwU4tlmEYouesrq6W6l+2VWaxADcHMmeVOq98Pi/sFxlcbuY60gQgLCUHINM4nDwrKysycFZWVkR6wkp+k8mEXC4nG6TJVG5qMD4+jnw+j6amJtTV1eHgwYMiD6He0jAMKaZyOBz41re+hWeeeUbcDAjmvF4vdnZ20NPTg6mpKbS0tGBgYADT09M4e/YskskkTCaTNI7gM2FxFKUntGra3NzEBz7wASlIu337tjhisHgsmUwiEAjg2LFjePDgAdbW1tDS0oIvfelLWF1dxcGDB6XdOYvfpqamUCwWxf+XQJXnYRiGsD3pdFraQvP8uZlw8WxsbEQikYDb7d7DHFN/qtkujgObzbYneqdcQmtIKXdgN0CC642NDWH2+X8y5haLBTMzM1IQRkaJCyjZL52S5WLIyvG1tTUEg0Gsrq5KRypG/Fy0NEtRXV0tXtG5XE7AbiKRkHFBL3M+W7fbLSCupqYGsVgMgUAALS0tcLvdmJqaQjweh8lkEp9hk6lcJERpVXt7Ozo7O3Hz5k04HA7EYjFUV1djZsHVmjsAACAASURBVGZGmgMUCgX85m/+JoaHh0WG8eDBAySTSQlwVlZWhClMpVKIRCICONg6nhvU2tqaLMjUxk9NTWFra0tcOcgyj4+PY35+Hp/61Kdw48YNuN1usV6k5KSpqUkcP2w2mzjfALsAqL29XcYG15Dt7W0BynqcZDIZsT3U44vSEZ2R47rIcao3LNZT8Ly0nIEA3+12y3PhmNYMNcEIN2qyzgTDlal8DUT5eu1NzTW5Ery9FxP9Xr/TRNN+gLTydRpA899agqVTypxzuhBRFyTqz+J95T7Dg85QDEJ1sMp9SoNbHWhooMODwQnBiWbj9d7E8+E5UubFg89GM6I6W8UxRWDFZ8tnSYkJg0CtTea6xGCbn0UgxwxiIBAQtpVroMlkkvU/mUyitbUViURCxrwmADhe19bW4HK55D5zDBAcs9MgWWAdWJRKJZGTkVnntXk8HpRKZYcijmm6VzBAoLSC3vDcw4lDKNeiVEMH0FqSwzWdpBqvkWOFemW+hv0e+B18ny7S4/fxu3jv+L79AlfiHTLiVVVVEnBwfvA1fL4kPogj6DxGh7P19XWEw2GR0DBTpbMfZrNZ+jnMzMwgGAyKPJF7pvbTpmwlFovhd3/3d//gXRcIrg3/GoE0i5vIKjMdXFVVJR7NHGhaT8UoiYNNR01c7FgUBexaAnEj4MDjZ3DScwKTkeHBwc1URHd3NwzDkM6A3CS5cWmDc2CvZouTkprlYDAo6Vd2MaKeqrq6bKpO67pwOCygmQ4mrPwPhUIyqMmGDA4O4tChQxgfHxd/Tm7YS0tLIsHo6urCgwcPcPz4cdhsNkxPT2N5eVkiawYCnHTpdBpWq1Xsuqanp3Ho0CFMTk5icnJSvLXHx8dhMpkQjUalCcvGxoZ0i2R3v3Q6jY6ODgwODsJms+HixYt48803ceLECUSjUUSjUVkcWcChWW+m4zjpGhoaYLPZ5H4wjcUxQUkC0+gcU7RD0lXGjOC5GDJTwrHH4gku6mRDtPaMAZJOiXPDaG5u3pORAHZbu/I79OLGRXB+fh6hUAgzMzPSCpsdLvleBjwETdy8dYMgajBdLpdsDPQrByANb9xut+gSGfTev38f2WxWxg0zHdothW22vV7vnoLKWCyGtbU1PPLII5iYmMDCwgIMo9zBymazIZVKIRqN4ubNm4hGo5ienkZPTw+WlpYE0Pp8PoRCIbz99ttob28HUG4rnEqlcOnSJXzwgx8U+8H6+nrEYjHRLmoWdH5+Hk1NTXC73aKHZMZqY2MDJ06ckG6NLGwEILpB3mM6BeiC162tLfh8PhkXtAqkbpI6UHprb21tSYaI45bjgOuLDqw4FsmwkwnkRsqMGzMz/LxKAM2xwblAgEYwzdfx2jSLxe/WRZBajqePSsb5vX6/H1urgeG7vUezx5VsXOV187MqZSK8Nn2QqOHc1kAJgKzrLNrTQbCuaWDmqzLQ0Ew61x4NKitfp/XTnOMaKPG6KsGvfg3vBz+XTCJZUwJzAjUCN70e8Z5rq0XOMVrAcf8GILZoJJLcbjfi8bhof/n8+EcHJlr/azKZZGwz2ND3kHuy/hySHpX1SBZL2dudIJ9zxe12S3aJclLKP+mQxL2DAJJZSv6O56r/sGCvMhPOa+N10tEEwJ7aKy3R4H1lcKXHiA6e9DziefBZEzfpz+MY5T0kSbSysoJsNrsnGGhubpasLueo1+uVrCeDwkKhIDJMZm54fjrIpIa7WCzKevwf/+N//O9AuvL4wz/8wxdaWlpkwvGB1NbWolAowOVyiQ8xbVL0RLLb7bIQafCjiy+okwR2dX1AOTVL5hmAMNKVg04vSASSk5OTwuRlMhlJVZdKJVkgCdJYsFgqlaStKtPtnLzLy8vC2lmt5Y6E9fX1aG5uFjBis9nEXzccDsskePDgAXK5HE6cOIGFhQWpdm1tbcUrr7yCrq4uGIaBtrY2cYjY2trCoUOHpJiDC+bGxoYAz6qqKjQ2NsrnkVHVkgSzuVyNvbq6KgWOW1tbiEQiOHToEObn57G1tYX+/n5UV1dLIxcCiueffx7Nzc0YGBjA5OQkWlpa0NXVhc7OThiGIdKUmZkZpFIpSRuvr6/Lua2trUkbdL2Q0sfVZDL9WJDD6mSy3NzwuSGRWSMYYXEE3TsMw5CxCEDAOOVB3AgIrOnzy0WJXfi0zpGpRWZN9tOm6rFpGGVXFQYVxWK56x6151x8CP7pbJLNZhEOhzEzMyMSIqbmtFMJ5T5cWPleeqIy20GHGLK94XAYs7Oz0jaWXataW1ulZe7169dhMpW1zZ2dndI6vqamBoFAAIFAAGNjYyITymQywmwzHUyZUiwWk3mdTCaRzWaRTCZFXrK4uChdxpLJpHTxbG1tlUJHAmO73S6FtEwvHzt2DMlkEtXV1eLgQXvCQqEgvuxVVVUi4aG9HTMklG/QOi+TyYhntC581FpQjhUCCo57LR/gcyfgZSaAGy9lT2SENAvJjB7HGMGTzsYReGlwwo1XOwoRnHLNZNqYjHTl8V7Aeb//v9v7dXam8vf6NTx0MaZm7cie6rmlwQ8ZTgJhssAMlvXzIqGjvXc5Phmo6AYo+nt4HfuBfP177nnUoBLkcL3R11h5vpUMPb9Pf48GqHzWWhfNc9YuNHy/dm3QMhg2W+M+VygUZNzzPlGSxznI9Y73TTuS8J5z72cgy/ujAxA9VghayUTTkpJzgHVKWhPPLF8qlYJhlAuHuTfwGunjz/nGxksMxLX8TmeJ6Fiifdt5fpS6aPJEP18evE8cq9w7dCCoz1XPCy3vIIDVgabOmHAvIT4rFApSlE7ZLAMKBvOFQkHkpyS0rFarYDfWhhG8c65xXFGCV1dXh1gs9t+B9H7Hiy+++EJbW5uAT7K9ugqcmwIXeQ4mDjytQeNAIeNqsVgkgqJEguleTlQCQ2BvlTh1hDqFxpQs/2+1WnH+/HmYzWZMTU2hublZ/CKdTifm5+dRW1srTSAsFosAH0aBtbW1SCaToj0ym83id0smOBKJoL29XSbv9evXZUFgi/BisSjNRwqFAm7fvo3u7m5YrVbMzMxgc3MThUIBoVBIOgOGw2FpDBGPx+H3+zE3Nyeg0+v1YnR0VCQy+XweHR0dGBsbE+Bps9nE6/n8+fPiyEG5CYOK9fV1zM3NwWq1SnAzODiI5eVltLW1IRgM4siRI/jOd74jk5RBwMbGBvx+vyzOlESMjIzAYrHIpp7NZiUNpwtVGxoaZOFqbW1FKpWSCU35grZI4hikbzbZb6a2qInUEbzWLfK+EBSZTCbRhhMwcSzyu7j4eDyeH2PJdVqaCxoXnrW1NYTDYbhcLly8eBHxeBzd3d14+PAh3G43wuEw8vk87t69C8Mw0NHRgXw+j76+PlnYeD3V1dXSTru2tlbkVtPT07Db7eKMkkwmMTs7K89uZGQEHo8Ht2/fRiKRgMViQTAYRC6Xw9LSkrDfLtf/x967xkZ6X/f93xneOcO5cXgZ3skld7k3SbuSV9bFSh2jrdI6QdK0Tt02RYD2RQEDRtM3zUuliGQZSF8U7YsGBYqgLZAEdlHEcBHbcqx1Zcu2tNpd7UW7y+X9fhkOyeHwsuRc/i+Yz+GZR1xJcZ3/m+oBFrtLzjzzzPP8fud8z/d8zzlJZTIZDQwMVPV3ZQjCysqKBSTDw8NVUz8lKZVK2V4tFApaXl7W008/bdMKYfclmUGn/SEZL1K4yDoYiJRIJKoyYgsLCzp//rxu3LihhoYGY+gBTvv7+0qlUuZESqWSBUj05oZ1Zq3s7e3Z57AnkKfU1tYakw9Q8kDWM4YeELLeSMF7kORH+PJ8PegJFp8FAZYHpKTF+Vz2SzB1TNGR100Gga2/9o8DzRwfx2p7EPi4958EJCTZ+sKuc4/9a9mfBM/4BToRQKQgz0KWBlhD0xoKHXeVosAteJ0wpp4hD9437q8HwX5QkaQPgf8gs+3vCc/SB1r8Td0BgBgA7wvxuRYAPQwngKypqUmTk5Pq6OiwWpdEImGsOvYGn+vXKkGAJAP1vhOMJCMK+DyCS743//dAj/sYCoWqOj3BSNM9io5enBdf7iVOsK7ZbNaIMuQKBGrY9IaGBhuKRQ0Mvi2ZTGp5eblKquPlSx+37nm+vjaBgM8HnL4zlbc1HPzMS2DomT8zM6PDw6PWe2QtWYeeROIzKSz1pAzNIXg+ni3ne3BfAPuLi4v6vd/7vU+BdPD4+te//koqlTIA7RncXC5XxTbTZqpYLJpDhT1B95RKpQzAsEgpnmLjSzIw59lony4i7eMfro/CYcdqao5aZN24cUMXLlzQyy+/rHQ6rR/96Edqa2uz1ySTSSUSCV27dk1f+tKXTGe9v7+vjY0NfeYzn7FIDEd/+fJlfeMb37D2M2NjY/qLv/gL9fX1KRKJaHFxUQMDA2ppabH2WXfv3lU2mzUJBB1Quru7FY1GrQsEhgrmljZaxWJRk5OTdq/29vY0MDCghYUFA7Vzc3MaGBiwyY9oh2OxmPXNXFhY0L1795TL5XTmzBndu3dPiURCm5ubevjwockdzpw5o9HRUcViMf2P//E/dO/ePXV0dGhkZESFQkG5XM4Mw8HBgeLxuAYHBzU3N6dIJGIMX1NTk/XW5XnijAAqjY2Npu31qbhCoaBEIiHpODWKQWBNeHaJ9LV0ZGwYdkPqjW4ZtA4DZHswjJHzaxiQ7h016xEHGmSnKNjDoP+n//Sf1NnZaXIatODT09P6whe+oMPDo6lc6+vrisfjam9v1/Xr19XZ2WmfPT4+roODAw0ODqpcLmtubk7xeNw+Z35+3gLImzdvKh6P29j2s2fPWhC2s7Oj5uZmpdNpKzhaXV3VtWvXtLy8rKGhIYXDR0OOaDe1vb2tK1euaGZmxqYFfvDBB6qvPxq6Qz3D3t6elpeXNTg4aIWx586d0+7urmkk+/r6NDAwoNOnT1sakl6vpB4Bsj4jc+bMGSWTSb3//vs6PDw0O9Tf36/m5mZdv37d+ssSeLAeMPjLy8tWPMqzJ/PDKHsyVEgi6ODi0+1ew4gTp6Ue9gkw5tlQv8YIAiVZEOClC0hBgq3ZWHP8G0DFeWA/CQQBTZ41Da5j6Zgd9T1zvdQkCBh5j2dZg7/3e4PX+/ME95AHHjhz6gj4vv4+AUjwHx5wA3ij0WhVQEF2zMsrAIzRaNS0tkEQ4zNZ/tn5QAdAjg0nM4CcAmkB5A/nCoIVrhO7RYcYniHnguGEnPBMM+vP73nWFhkTfDfsrO97jOaWvcn+BNDii7CxXA+f4+UU6GrJqhHs8Cy9Tyf7FovFqmRLrFuCAWw0th+ShGfC0BUkXeVyWWNjY0qlUjbWm2AqFAopl8sZuASccz2sb4r4uB4fzPpneNI+4AgG4pwnaF+CciEPyMkGgH1YwwRMd+/eVU9Pj90zH4QjI2Ov8Hn4B2yj7xLk5UAnBXyLi4ufMtInHV/72tde6e3trUpZk1JnsXojTkSJ4aZROoVHpE0BkkTZodBRej8ej1vHBA/A/EhVn/5k4bKQAICMOiWCZzDK+++/r+XlZf27f/fv9J3vfEc9PT1qb2/X2NiYksmkuru7NT8/r6tXr+r06dM6c+aM+vr6tL+/b9W/FFU1NTUpHo/r3Llzampq0srKiv7tv/231kP50qVL1v+6trZWS0tLxgbBimF8GhoalMvljHmFhUfrHIlEFI/H9cEHH2hkZEThcNg6TtAmcHNz07qg0P7m3LlzunHjhp555hkrXgNwNTY26oUXXjAt9/vvv6+NjQ0NDAyop6dHBwcHmp2dVaFQ0M2bNxWLxQz8dHV16fr16yoWixoZGdHQ0JC2tra0vLxs3RsAt5IsaCiXy4rH41pdXTXdPQyBL9YC/JTLZRtDy3WTHfHaT6JpqbpaH4MoqWoAhXSsLcPo+9Q9BoUAkM/zLLVnhDB8vBeD1dDQoP7+ft2/f19zc3P6p//0n5qc5tSpU5qenlZ/f7/m5+e1s7Oj6elpPfnkk3rzzTc1PDxs2YbDw0P92q/9mtrb2y1Fmc1mDUy3tbVpZGTEAOH58+fV29trWSLWysLCgiqVip5++mkDoFtbW9blpampSZcvX9bq6qpKpZI2NzeVSqXU2dmpaDRq55mbm1OpVLJMxOLiotbW1iwobmtrsz7bsD8Y+bW1NT3//PO6fv26GhoadPPmTTU0NGhjY0MdHR2WyYpGo5bV8Z13+L4eVESjUQO5PT09pvekoJTULesDDaF03D6K58zeyOfzBsiR/mAHWV84eMABAZ5nRrFtDJNgGqgHErzOAzMC91AoVKWp94FfELjCzHJNwcp/rg8HyLrl8/k+Hhzi5LHzvksBryHYDO4BfwQBxUm/98DDM4lBsMI1+O/g2VvuUX19vd172rWSIdvZ2anKRpBNRUa0sbHxoUL1xwF+D1BIoWMzuGZsO/vBM93YIf9dvF3xLDwSL7JdZE59MAC5Jcn8NBk81gj+3N8zL9kk24wEACIHvw0jzYFt5jwAMkgwn5nmnvA3QRL7k2fur49AFSBbqVRsT/H5waxDOBxWW1ub2TLY8kgkYgWnXkMsHUlNIct4Dqxp7j3Xwbrkz0msbXB98yzJFPk1TEB10joLBpj+/PyO78S5tre31d7e/qHzYEd8MA3xw/95NsFgl3VOoM09ramp0cLCwqdA+qTj1VdffSWTyVSlu9FDe50ohoHIm0VMas13xIAFRILhHVOlUlE+n7cUPo4HRkj6cPN+n7JnkzQ1NWlmZkajo6NqbGzUvXv3VF9fr3fffVf19fW6ffu2FULBpu3v7+vtt9/W4OCgzp8/r729PZ09e1b/8T/+R9uQFy5cUEtLi2ZmZrSzs6N8Pq9kMqnbt2+rra1N2WzWpBj7+/va2dnRwsKCNjY2bPPX1dXZiNLNzU3bgE1NTero6NDMzIy18QqFjsaz03mDziFMZQOwtrW1aWJiQt3d3dZPcmtry8DG0tKSgV2Gopw+fdpah01PTxugZhKlJMXjcfX09Jj2+9GjR5qdndX6+rq6uroUj8fV2dmp8fFxbWxsqFQqaWhoSD09PcZMkLaGmUf+4sERhZswzgRasBWkwSVVtSUKghn0jT6dCluO7s33JoUpwVliJEm3wdbwfow1BsQXvAaNKYzN9va2Ojs7FY/HtbCwoFgsph/+8Ifa3NxUT0+P9TqNx+O6c+eOamtr9bf/9t/WrVu3LKAYHx9XPp/Xv/pX/0pjY2N6+PChXn31Vf3+7/++nnrqKavOXl5etr7KL730ku7evatSqaRvfetbCoVCam9vV39/v374wx+qu7tb9+/fV7FY1AcffKC+vj49ePDABq0QlJHunZmZMbnD0NCQZmdn1dfXJ0k2OYx0MLIcwDVDDqampnT27FktLi5KOuq7jtSjs7PTrqOrq0sTExPWz31+fr6KMWlpadHY2JhOnTplzwl7BMsHg57JZJRKpQwEAK596pk0ZiwW0/j4uE1oZDhPNps1pp0+89KxwyF48+lznBPpY9YDxaDe4XEEgSTv49w4WewhnwvDR52A7yDhJ++dlNYNHthS9hb3lmurqTnuUEKg5tnr4H7wgNsDgZPY7SBIeJwcxOuW/bk8OGCvEiQDzGBhqRFAHvDo0SN1dnYa+00RX1Cmw+FlCf47si685NAz6Z7Vw8axXjzbzTPw4AV76GUb2FHAIz3nAZoUF7IW8LXcNwII7CEsN10pCKy8Rh1ADiDEj/FdAPQ+M4Ikj8EonNevf3yD3zt8dzqCeMKM78DMBz/UDQAP2MaXkgXe3t5WR0eHdZOiRSwt8Xh+4Az/nL1vOQns+sOvU543z4rnFnyP/5lfDyftk+DaJwA6ODiazBp8z0n7ya8FvgcMPPJb9h3n4B74AtVPGenHHK+//vor3d3dtiGJ+knR+GIEomKclH+tdFyAwQPHkWEcWLSAF8aFwt74aXFeN+T1Rnw+D39hYUFTU1OKRqMaHBzU9PS0urq6tLS0pGeeeUazs7Pa3d3V0tKSrl69qpaWFiWTSZsm+MYbb+iDDz5QR0eHbt68qebmZl29elUPHjzQV7/6Vb377ru6efOm/uAP/kBvvPGG3nvvPX32s5/Vt771LXPEpdLxyODl5WVFo1Ftb29renrapgSyiXO5nObm5qzIEAYDw4aOuL6+3jpotLW1aWNjwzZNqVSyiXyPHj3S5uamsXuTk5PGlq2vr2t1dVWf/exnlUgk9Ou//utaWlpSJpPRxMSEksmkpUPp5tHX16fV1VWdOnXKWJfvfOc76u7uNqlJNBq1ZwKQ5u9SqWQpytraWpN4MB1zdXXVWv5h1NHWYci8s0BHhr7Wa0o9UxgKhay9omcKQ6GQBXasYc/AUeDFNUoypprsi2epeZ9f6wCdUCikmZkZLS4u6uLFi/ryl7+sO3fu6NSpUzby/jd/8zeVzWb15ptv6p/9s3+mP/uzP9Pzzz9vwOjRo0f65je/qXA4rP/yX/6LXnzxRe3s7Oju3bs2nfD27ds6deqU/viP/1gtLS36whe+oL6+PgOZhUJBmUxGb731lv7O3/k7BsxmZmas1zN9wPf39y2TEo1GVVtba60LGxsbTfMOI55MJm3oCAwctiKZTFZ1s9jb21N3d7cWFhb08OFDbWxsqFw+6pbD8BsYw2KxaFPXhoaGtLGxoZ2dHfX09Ni9n5ubM+cNIGIvhMPHo3zpy+7BWDgcttoJ1kMkErHOPr63LBPdOD8Mqdfb0+qLe873BZh51tYz0QR7rF+YQw4CN0Azr4eMYF369Q9w8p/HuYOMuP8s1j7v9SACttzbYL6Xl08Ega4H1hwfBQ58ytm/PvgzrqNcLltgTUaMn7NPJZn8i/qQw8NDI0boRQ/o9Oyxv0b2e/Cauf+eIeeaYMEBUKwDz/J78O2lk7u7u1ZUHcwysN48K42vZA36zhOs0XA4XEUIkJ3DbgKMvR8G5GGPkMPwvZCJce+8/AT7y6AsL2vxGt2T1grECQQSdhz/wt7iGULOIPFKp9Nmu7iWsbExDQ4OWrDBQCvub5AR9wy1f/bc05PkOScFk5z7pL3nsx9+7fn150E9Psvr55eWltTS0lJ13R938Ez5bgQKHjz7DAlSIv5dqVQ+BdKPO1599dVXhoaG7GbRyN2ntilCRHva1NRkjKJPZaG7YaH5Potom2AqDw4OrEUcgIzNTrrSSzpw0L6ABjB96tQpY4oHBga0v79vwO/27dsaHh7Wb/3Wb6mjo0Ozs7O6du2ann/+eRtX/e677+rzn/+82tra9L3vfc901mtra5qZmdG5c+f0/e9/3waplMtlvfTSS3rnnXesSI2oeGlpSaOjo8Ya5fN5G7VdU1Oj9fV1Xbx4UaHQUfEbTLokRaNRG+AAu3v58mVNTU2pUjkq5MPZnzlzRsvLyxaAFItFra6u2vMrFotKp9Mmd9nd3dXq6qpu3rxpDF5TU5P1i25vb9fS0pJefPFFa4WEjhV2CtBEmp6+yxTxEVxR/EXwsLu7q8PDQ2uGz3MmkIKlkI6ZP+8cANcANs8M+EIbz/74okVamAFMfLGMZ5jn5+etkhmDEyyY8Uwka5VAMRQKKZVKqbW1VZFIRFevXlVDQ4OWlpaMTY5Go3rzzTf1e7/3e/r93/99/eEf/qFu3bolSbpy5Yo2NjY0MTGhvr4+xWIxC0Ta29v17LPP6v79+7p8+bLefPNNnT17VsvLy5qYmNDLL7+ssbEx6wdbLpd18eJFXbt2zZx7f3+/1tfXLau0sLCghoYGxWIxtbS0KBaL6e2339YXvvAF+/nq6qra29vV3Nysd955R4eHR/2s79y5o1Qqpbt37+ry5cu6c+eOenp6NDk5qZqaGq2srJi0iQCLsd8MZtne3rb9VFtba0w3Ws8HDx4oHA6bprG/v19zc3NWAEwgm0wmtbW1ZcAcZg6bRIcCMjkU52xtbZnkQ5INjWBCZlB2EA4fj9pmDbImsFkEYx58w+B54OUZSc5NFi8UClmRLbrgoIbZs8isx8bGxio2muvwGku/d3ymB+dOJkY6Tu1ycP1B0Pw4po73+COYvua7+9Q618rr/X7jnnF4Yod7zp/Dw0O1trYaEUQrVxhO5B8eoHjWj4CH780zCxbQ8Tvfso6Mhg+asFcAGJ6PD358gR9+j2ftM2H4Rm9zychw7XyOD4YgJ9gTEF74aLKHQT06Rf6+eA+ZFAQHzwF2mvXP+uNe+p8TlHAfCGwPDw/V0NBgxcP++gmsWaMMa+F68Ye3bt3SlStXquRU/ln47+79AM82uGaDPz/p8OuddePZamwda/okNprP5Gc8T3wY8hz2e3C/fByoDu5pglL2jM+AcL85FhYWPu0jfdLx9a9//RXkAqSTuKFUPcMYoqEiUoWh8Y7L63B4wDgCUlU8rLq6OuVyOTOAbGSisaDBkVTVJJy/KXz73Oc+p1wuZ8brRz/6kZ5//nk9fPhQo6Ojun//vpqamnT69GlNT09rfn5e9+7d0+joqO7cuaPu7m6dO3fO0sqFQkGjo6O6d++efvd3f1fd3d366le/qu9///va3NzU5z73OS0sLKizs1Otra06ODjQZz7zGaXTaV2/ft10WvSfRjNMIeRLL72k1dVVA0ykl9FYrq+vG6gIh8N68sknTauNcZmdndWpU6fM6C4uLur8+fPmJGD/AYgDAwM2FKJcLtswi0qlotHRUb3zzjtqbW21QpCNjQ21tLQoEomYgygWi5qbm9Pe3p718aSQw+vSKpWKgZyWlpaq3sFkGDD8gAiYJBjD3d3dKs0k1yXJWo0ROQNmfRcPjDFriLXhwTRMC700MdTBlDzGz68/LwHBYE9OTuqdd95RS0uLPv/5z1trwN3dXX3wwQdaXl7W8PCwpqen9e1vf9u6q+RyOf2v//W/9Nxzz2lwcFBf+MIXlEqlNDY2plwup+vXr+vZZ5/V1b/qzfzLv/zLCoVCOnfunC5cuKCGhgb9+Z//+bRKiQAAIABJREFUuXWOSSaTunDhgo287+zs1Nramt2X3t5eTUxM6Ld/+7e1tLSkv/zLv9Qf/dEf6erVqwqFQtZpJZvNamZmRs8995x+8pOfWG/1nZ0dDQwMWNCys7Ojrq4u7e7u6vTp07px44ZVl2M7aGG1uLioSCSigYEBewaJREKpVErZbFazs7N69tlnNTU1pUwmYww4BaEwaN3d3VpcXLTiMZhpimBhiukEsre3p1wup62tLWvfCAhF/+k1lUEH6xlkAAasHIGX16ciW/Lsz0mgmPUULCbkPLyPNc4wGUAV5/PZmmAWxTNiBDisYc+AoZHltZ6p87IFjscB6ZOY6JP+7WUPwdSyf52/Z9KHC9R91gAm7eDgoCpDtre3p0wmo83NTft+sHMcMPn+OnhG/ln4a/Vsnj8X988H514K4r9npXJUcwFg5fnQ4QIAzD4geOM7s27IzHnf6dn7uro6A2L+u9XU1FhWFP9AYCipqhe+Dy6w0x7se6ac6/JSDcA/5Bz3hcJTCvzJ1GKz6HyD3ac/NtdZqVSUy+U0MzOjS5cuaXx8XPF4vAq8+ufjA1u/f/waZb19HPPrAW2QvfYMtL93/u/HBaIEVzxTarIIwv2e+DgQ7X2Yfz3EpQ/w8c2QUfv7+1pZWfmUkT7pePXVV19hk1PMI8lSYdxY0jd+pC4MpXQ8zpuIF6AMqwL4hnWgTzIRro/O/GII6tcoLiGShBX/2c9+Zg86k8no4cOHam9vV1dXl86cOaM/+ZM/0cbGhp577jlNTExoYWHBjEo+n9eFCxc0OTlpfaALhYL+zb/5N1pdXdXc3Jz++I//WD/84Q91//59ra2tqbe3VzMzM9a6y8sdAPOtra2m06tUKhoZGVGpdDR1rVQqGWA8ODga99zV1aV79+5ZEAOTy2Z59OiRPRO6c2QyGSvsS6VSSiQSJp+YmpqyfsVnz541B4zTz+fzNua4XC5rampKFy5c0M7OjnK5nC5evFiV5oG5a2pq0tramqXpAc/FYtGa+afTaS0uLhqQp68n6Tna3mFEampqPtTnFKNJtOzZI8Cr14dilADldXV1VvyJ8SqXy/YZvA62hSJbGBfv4E4ydDAUXKck6zrx6NEjPfHEE8pms7p9+7YSiYTS6bTq6+v1K7/yK/rLv/xLff7zn9eFCxfU2tqqO3fuqLGxUcPDwzp37pwmJib0jW98Q+vr65KkyclJfelLX7L7HwqF9K1vfUvPPPOMDR+ZnZ3V0NCQFhcXtby8rHQ6rZmZGfX09Ghvb0+3bt2yiYkdHR16/vnn9bOf/cz6OA8NDenf//t/b11mvve97+nChQuWckbmhfTFB29Ij2jTlM/nlclkLF3c09NjMp6NjQ11dnZaoWOpVLJ+2bdu3VIymdSVK1csyF5dXVW5XDaHCNP47LPP6q233hLF0tQL0J0GAN3W1qa9vT3Tcm9vb6urq8sAJcAXyQcSEc/oAbYBZ549DjpE1gYFx6wfgjfPQgIcKpXjfrr83BcVAjYAiV4DS+YGm+LP7/+QOUFG5MEmjplgA8ZfOmbN/bVLH+5Q8PMcnkEHTAUZaA+k+X8oFLJMlu+xTHaQ109NTVUVOPMdc7lc1Qhpz9JxX4IBMzaIoND7Ki/r8AAXxthLerzkwwcPvgagUqnYd/IdJPADAEPPzCL9gXWXVFVcTcYEW4Uv8KB+b2/P1h2AHObWB5K8p6amxvwxYN7fz6BMgnPDgoINuDel0lHLV5oRsK581xyYf64P1h5tdql0NK2vo6NDra2tZs9ZOz5w8+vrpD3zUYfHJR6gB89LgOC/j183/v8cfg97BrpYLOq9995TX1/fY9/7ccdJway/fgJ4gml8YU1NzaeM9OOO119//ZWhoSEzMGjK2DBsepqbsyFo2UQfXEA1EgcfteJwkTuwmX3q/KSHi+MgteELEHCabCSmDaZSKR0cHNgI0Xg8bkMRyuWyVlZWFAqF1NHRof39fes3PTc3p52dHQ0PD2tmZkanT5/WH/3RH2lqakrJZFJPPvmkvvzlL5uWOBKJVBXulUolY72ZoLe6umotuNBHl0ola1lWqVR06dIlffe739WNGzfU19en1tZWhcNhjY+Pa2RkxIojcrmcacPy+bwGBwdVqVR0584dG2zR2tqqBw8eKJPJqKOjQ+l02jS6lUpF2WxWW1tbGhsbq3LA6XTanGd3d7fGx8cVi8W0tram8+fPGyvc1NSknp4eSdJnPvMZ5fN5bWxsmNwnlUrZ85mamlIikdDh4aHW1tZUX1+v9vZ2JZNJO59nJnAAMLs4fZ69L4Ytl4/6WOM06TCDMfCFHD51XqlUjI0BkEnHg21wGp7N4ZzesPIzn2YsFotm2AHlvL6zs9N6oVKIF4lEjHXd39/XCy+8oPX1da2srNi9SSQSunLliv78z/9c/+Sf/BONj4/bdKrJyUl9+ctf1n/4D/9BuVxOuVxOi4uLamlp0eDgoDo6OhSPx7W0tKRcLqf5+XkLjJgM9oMf/EDhcFi//Mu/rD/7sz8z/fS/+Bf/Qu+9956uXLmi5eVltbe3G2ufTqcVi8U0NTWlgYEBHR4eKp1Om6NmZHyxWNTU1JTOnDmjYrGo3t5eSbJnvLi4aAC3VCrZxMKFhQXLYszMzKi7u9s0jqurq9re3rbJnIuLi/YsIpGIMd8AdBw8IBoW3Q/12d/fr+qywLPE+XlAQCoc1psCHb8eABw+/QyoQkeK7CkISLBlsGvYN84fbBVGIOC72gCUPWuHI4T981IkQAxAGeDlB2/AVvsU+Ekg5HGH30NBaYcHDEH9qX+fBz8QIB5sI4ug+IyiNYrkkKQ1NTVZazdsmpdwACAINrBFHsRjU7zcELbUZwI4n+984TNdJ7Gd+E6m9vFZPmvgi0B9UAHYxu5xHT4jAqmD/4Q5Zs17ogMSg7oBmFF/T7z8x0uNCAa95IRzsgb5rpAXXprkiw4984/M0DPe2J36+qPWtfjopqYms+3+Xv91gefj3nMSZvmo/39csPk4Zpnntby8rMbGRqXTaUnVwd/Pe/g9GQzuPIkK2fUpkH7M8dprr70yNDRUxdTl83kDJyxWqP2NjY0q6YUvsiCFBPuCkUYOAPuHofZMgtdL8QA9I0TLOzSPe3t75mSI2nAksLzpdFo//elPNTU1pa985Sva2dnRP/7H/1j379/X5OSknn76aUsdYWSff/55Pfnkkzo8PNTk5KQ6Ozt19uxZJZNJ3bp1S7u7u7p06ZJWVlasZy7SgeHhYRWLRc3Pz+uJJ55QpVIxZ08HB4acMMXt9u3beuGFF3Tq1CkD0IODg5qdnbUJTUTjiURCDx8+VEdHh7a3t82QHxwcaGxsTKdPn9bBwYHOnz+vpaUlY5AzmYyWlpbU09OjcvloEIYflywdbUo2aGNjo+meaeXGmOtCoaBSqaTp6WkLjEKhkBU2Li0taXFxUSMjI6aJLpWOphcuLi5qaWlJ9fX11v3h8PCwikXjgGH0hX5sepxVU1OTATPPIOIAvX7R6xhxwjDUnjHA4J/EYARTsoCYIDjhOmGPJFmbokwmo6tXr2p+fl5f/epX9dZbb2llZUX3799XS0uLXSudQP7bf/tv+of/8B9at41KpaKJiQlb21/5ylckSadPn9by8rJNuvrBD36gfD5vkhpaxWWzWZ0+fdqmVdFea3x8XC+++KKefPJJ/emf/ql1BmES4rVr16xoEu1zPp+34tnTp0+roaFBzc3NSiaTVfe3VCqpu7vbggQcLlIaslpbW1tKpVLGJpHJYBQ4mR/kGHT8QBaDA0aSxp7e3d21QBFmEcdBJwCf9gUEoLfGwVBcCXstqSqNjk7/pCDOF8glEgmzf5zfAyaCFt+XF8DgCxYpCPQaVdasl4Egf4B1Jjjld0EpAvdOOgZ+gCG+V5Ao+ShwEmSueX8wzR5MOweBhZcJ+II/wO/u7q7i8bgRMMGgIpPJWBDGZ/v767v5cC1eo4wthvjhc/BPsLv0s/fnxe9xfp4nINbbNm+7gvUZvAawzz2CUOD++MwGspD9/X3F43HTjPs1iKSOdee/P0Eoz5pOM0g/sNHcp3K5XFUoSCcn1reXUASzW/Ryx2+wf3yQxX7hOpFttbS02Bq/f/++hoeHq87B4deVPx4nrzjp8P7oo97D/vGFsCcdJ52De9Xc3KyxsTFlMhnNzc2ptbX1se/5eQ++T6l0XExMcCUddxj6tP3dY47XX3/9lUwmY5sINoR0Dov/8PDQnCRMISDBVxR7Nnp/f79K++fHsobDR1OgRkZGrOo+GDXCtLAJcHjSsUEmgsaoS6oCS+l0WtPT09rc3FQ2m9WDBw90cHBg04tgOre3t5XL5bS0tKSbN2/qjTfe0ODgoHp6enTz5k2FQkfdAGKxmBmWs2fPWsFWa2urZmdnTa+9u7ur+fl5dXR02OCZ06dP6969ewqHwzZ+fHt7W2tra/rBD36ghoYGxeNx7e/v67Of/azee+8968+9vr6uWCymWCymy5cva3JyUru7u5a6wrkUCgVryYcONpvNqq6uTvfu3bP0PKnbcrlsbe0k6b333jPn8Mwzz2hzc1OVSsUG8CSTSWuHVCqVbHpeKpUygNXZ2alr167Z1DmkMslk0vTZpEjp0MDzAvj4Z46zhy3jNTgTimQp1PStumBAMN4YZO9oAMU4qSALEmQJvOMLsmYEj6R4cYieGd3f3zft8vvvv29sGf3Xf+mXfkm//du/re9///u6cOGC2tvb9bf+1t/SN7/5Te3t7dm93tzc1MrKio3SLhaL2traUltbmw2p6e7u1v/5P/9HlUpFL730kr773e8aoCSjlEqlND09bUWRPOdsNmvSIAo3M5mMBR4LCwum/29padH4+Ljq6uq0tbVleyyVSqlQKOj+/fuW+YDxos8148kpyiXTEY/HzQmvrKyIzBmAmz7cuVzO1pkPAre2trSzs1NVcEZbLFhwr7MkqyHJOj14fXcw24bNBNj4dYWOVTrWqLK2kEjwh/d5kIGEzhcbejmBD4K9Zrm29niwENeFPQ+ywVwba5UgAQDK+Qk8fNAYZFU/DlDwWk9++D3Fefz1Bc8JwAwCknK5bBlGRiIz/AkJXF1dnZaXly2TNT8/b7aMzwe44l/4fPYu9zAYaHtAS2CDv5NkMkYvU2Qtcj98RsEDYbLE/v+0raOuyeu3uW/8G1KJjhhI3Xiu2CsAO3sTgI8dwWfga/kcT7YhLfJ1TNJxyzve5wNHAmmuk3OGw2GTqJRKR21LkU+CU3hGSCHJ8szMzCgUOir89h1tgt+V6zkpqPskx0cFkDzjIGv8SfYJPoN9SOBXV1enWCz2c13rx322X89kHrBzFI4eHBxocXHxU0b6pOO11157paOjwzYPmjE21P7+vkqlkkW8SD7YmB4c+0WNk6FSPhaL2UOCwZaO2zwF25qRSgAg0jUEI+N7CbN5cfCeUahUKhocHKxKzwE4W1tbLe32u7/7u8YyJ5NJdXV16emnn9af/Mmf6PTp0za04eDgaEzr6uqqsW7oWJFypNNpTUxM6LnnnrMUMOxtNBq1ceQLCwvq7+/X3t6eLl++bFOptre3tbKyou7ubmNyYT2Q2XR3d0uSaVA3NjaUy+U0MjKiyclJnT9/3rRVq6urSiQSSiQSGh0dtbTeysqK5ufnNTIyolQqZZPqFhYW1NXVpQ8++MDSZjCDnZ2d9sxzuZxisZgNyNjc3FQkErGAg3Z9OBo6NPiCrY2NDbtOb9hoIYjO2TNsAAtAtNd+Ev0DWgCGtHxivZTLZRsVz7lgOTz74R0fBgxn5rXRkqqYGtYGKUvWZLFYtPQ8umJar+HIvvjFL+r111+373H//n2NjY3pxRdf1MrKirq6urS6uqonn3xS2WxWzc3Npn/+rd/6Lf30pz+1APjOnTs6f/68Dg4OdP/+fT377LOqr6/XX/zFX+j8+fOKRCLK5XJ6+eWXtbu7q66uLjU1Nenv/t2/a2nX+fl5k98kk0ndv3/fgCIa+5qaGnV3dxv7C+NMEEFvZfZ1LpezUez19fU2VGF8fNykSRQv0sudbBQtG3O5nI1nZ/3H43ErXN7d3RU98tkr6Ka9g2I9IPEA8AEGIpFIlf44yIxh/5AWIMPwXXv4fIAajpH/w3h6CURNTY0Fh9haggDWGwDXn5t2ZVwDzBL21IN36RgQ+NQuYMO3EWQNAw48K/1xjp1zeiB2UpDqQflJ5wx2c5JkgJ9uQu3t7ert7dXS0pKko6CIwBNJnidggsCE6wLswSZ7+UWpVDJJAvfKAzRehwbfF4ZJx6y+l13wrHw7OZ6tl7b4gCoUCpl9ZF2xFsgG19XVWbcH1rUvLsP2EFAB5rGbPiuNj+X+cP/JZrOv0DATnEFq+OxfEFwH15bXVXOfCBIPDg4s+0DmNJFIaGVlRblcTslk0gZ9eamfxxj+Wf91gkH/N+cMvu9x/w8Ggid9nte0h8NhLS8vKx6P2/34eZnoj3ofQRbEBXjQr3VJWl5e/pSRPun42te+9srAwIBFHDg+6WiB0GvVz1z3oJRNRjsrnD/GDefFg+AhEcl6YxwsLOTAWPBwASm+1y/vo+oZBofUlHTU3orFiU4UBu3b3/62jfCGxZmfn9ff//t/X9ls1hba1taWGZSWlhatr69bl4Camhq1tLTYFLatrS1ls1nrmb2wsGDtenBsu7u72traUnd3t5aXl80Iwl6OjY0Z0AuFjgZu0EmhtrZWGxsblh1IJBLGrmWzWetrXVtbawzM9F+N5waQ0gaPezY9Pa0XX3xRd+/eVTqdts/d3Ny0llEENLS/u337tsLh44mYyWRSkUjEJhoiCyqXy9bdhetkLDZsM2weGQ4KglhvvksHawcg7VOgHtTgSHxBFW0bpeMuBaSv0dkHU81BtoyfcRDgoV/k/XwvnANad6L9ra0t1dXVWR9mzwzzfljrUChkTO7c3Jyampp05swZ9fb2an19Xd/5zncUjUaVzWa1tramS5cuaXp6WqFQSJ///OdtOEwoFNKbb76p1tZWtbS0GJjd3t7W/Py8geSzZ88aOPX9ysPhsEZHR1Uul40N3tvb08rKikZGRrS4uGjZCobV9PX16c6dO7aOm5qaVFNz1BOaynvkPHSwyeVy+tznPmddYugfyyCVlpYWc4KkrXO5nA4ODqz3OM8flico/ymVSorFYiZl8ZIKsktS9eAErytljWDzsA0MsCFbAGj3gxrQRBPA0faOP7CHgDQAOAEj52G9A1j92uQ9fp0GA0UfPGA3+X2QNQ8Cj0/q2E9iw4MA2v/cZ348gPXEDa8BGFO7s7CwoMPDo1aNnAs/gf4W2+A/O3g9PGfuOcF2KFStkSY7ip/wxcc+4PFMbRCUBbXoPDcfxPvnj/9ETsHvPUPsM3MULfJaglh/f3d3dz+0BtnvvoaEveD3k98bnJeCcggRrgniywcW0nHLRd9CMBQKmd1hIrAnLSQpkUioXD4uTJZktRtBKRIAHpLuk4Jovy78ax/3viDrzVo5KSPj9wfXCekUiUSqZIR/EwckjiQL3Am0vfzm0z7Sjzlee+21V5h0tre3p2w2a0CTAgp0U7SpwjlhLHyK0TM0Pg0jHRdqoHcmfUihEK/ntdJx2xzO56NWHxn7P0HDhCYXsIheC6kIo5dhg2nFRWoLmQROsVAoKJVK2c+7uro0MjKiR48eKZvNmiOn5dmDBw9MYjI/P6/29naNjo5qYWFBi4uL6uzs1MOHDzU8PGxdBSjGjMfjSiaTNkjl+vXrVo0MO063DFjdjo4OG7GMvvXMmTOan59XX1+fJiYmzChyjYVCwVrnbWxs6PTp0wqHw3rqqae0sLBg3106aoO0vr5uQQWGj5Q62lOcQC6Xs6CntrbWmEr6keOASGPjGHx7Kz9cwgdIBICwFQAJgkICKj6f7+1BMkYdUOMNPmssaPiC4MkzK3wm7w8WLFUqx5X3FGvCmobDYY2NjVlgEIvFrFsJGuFCoaCenh6trq6qWCxaO7mmpiZrq9fa2qrz588rm82qtbVViURC9+/f109+8hO1tbUpn8+rs7NTAwMDJm/62c9+psHBQT3xxBOamprSwcGB9VF/+PChMVYHBwfq6enRuXPntLi4qGKxqM7OTgOgtJ6KRCKam5vT2tqa6uqOpm/29vZqdnbWZB9zc3NWEAxQLpfLSiaTpql+9913NTw8rAcPHqiurs4KOZErJRIJy5o0NjZan2oGwLA+E4mEKpWKtra2DJi0trYaCEK3TztIH+gDdn1KHlCCvSNFjSOEzWUt8nwBZj7DQUDCeuF3QfYRTTafAVt5eHho+8EHCRysQWwse8MX7eGkI5GItWz0AN63lwyCwZOOkwgRvwcAb/7zPWD0GvOamhqTu/hsIyCNjBWBeT6f19zcnKQj0EVHDd+mjT0JmPLXgx3xzBz3ke/FOTxL7PXnnKe2ttZ8D/fdk0YeEGKfPPDz7KzXBwezuP7eBs/PdfjOWaxXfIgkyyYD+MLhsIFXJBfYTCQX+HH/XGDDW1tbqzLJPiPhZSz8QbIBQeSHHkHmUJhMZw9s5f7+vm7duqVLly5V4ZPHMcCPA7QftZZPyr48DoQ/DiT7z+Q58zMCBL9fuf8e2/wij+B38tJIro2gfWlp6VMgfdLx+uuvv5JMJm0AQywWM4NOQRKbH4MNkwoT6iNWb5TQKksyIxcEyIzxpCiBSJeHSLoIEbwk+zeRP7ovJgRi/DFOAHcWC0bXp5kxVLAMOP9SqaRsNmsFQj4qX11dVU9Pjzo6OjQ2NqZS6WjKWlNTk03vo5c0koxEIqFoNKqJiQlJRx0dxsbG9Eu/9Ev63ve+Z2C1ra3NmtFns1mNjo4qm82qv7/fnksoFFKhUDDmeHNz01Lh8/PzVpDZ399v1dd0z0BvhfYalhBGAs3Z9PS0lpeXrc2fJJ07d05LS0vq6+uzKVTonAE5MGTocJuamjQwMKBQKGQGsLOz02QeKysr1k+ZdUKFtk85Ani4TorrJFUZYwIsjATMEkDEMz8YDqQgvijLp9M8qyzJ1jbyDbpE0BpSqmZnvAOBgcfxtLa22oAiahEk2f3N5/OSZGzR9PS0Ojs7bTrm1taWaXkPDw81OjpqxYf9/f02IOVf/+t/rbffflv/4B/8A2WzWdPvs95bW1v17W9/WxcvXlRDQ4Pu37+vN954Qy+//LL29/eVz+d19+5dHRwcKBqN2jCEXC6ncPiox+lnPvMZra2tGdNeU1Nj93VjY0OxWEx9fX26evWq7SsyGSsrK+ro6KjqJz46Oqp8Pq8zZ85oYmJCbW1tkmS2AyaagKilpcX+zx+eFXuYCn96siNHyufzVelXAB1BKzaBnwWZVDTKACvPLnJEo1ED2R5MeHY0qEf22Q0IC4KvIBD0HZdYu4AS1puXeQTTzQSevh82a4/MpAe8n4Sd416eFJQG95d//UkpeGw09wIgiGyHg7HxiUTCMmNBgI6/4Q/PVtKJxI5/PbbDg3LP5odCoarez9xnmFD/3fx1AVq4B1yLf6+/X54ZhoSQ9KHX8twA1D7IJNgI6r9hwL1G368Xb2ORgfoOSnwH9kEwA4D8jb/JVPNssdkUkmazWftdUGP+1ltvqaenR/F4vKqv9C8SfH4S0PxRhwfkPmCWVNX5RTpea8EuUL/oIwjyeT4oDHyGaHl5+VON9EnHa6+99kpnZ6ctftKrsA8NDccTCRkX2tjYWDW8xRfceO0yPWPR1PpKcKLh1tZWra6uGhD2uqmTWAmcCZuOzUl/22DhDSxSMB2GwW1ubtbdu3c1MDBgThSjwzVRoMSwiUqloq6uLm1sbCifz6tYLJp0YGBgQA0NDbp586YkGbs7Ojqq3t5eC0zQPE5OTurixYsGwNH4MRQmHA5bV4IvfvGLko66agwMDGhiYkKpVErb29uqqalRf3+/pqentbW1pWQyacNSKpWjTg/19fXq7+/Xw4cPtb29bZMP5+fnjdGkUAwnHYlEzIAhW1heXlalUjEJQmdnpwqFgn0WxpR1AXMH0EVDu7OzY0NnKKLwbBlOwLNmABrWq68y9sZXqu43W1NTY2yu75aA44Stbmg4nnbm16I/XzAdiUMDgPuiIemY6fNpWNgdtMcUeDx48EA9PT1aXFyUJAtoOMfDhw/11FNPVXWuWFhYUE9Pj3784x9reHjYBtXQuzuVSml3d1dXrlzR+Pi4vvvd76pUOhoLT2vE5uZmraysqFg8mohZW1uriYkJdXV1aWlpSS+//LLGx8dVW1urjo4OPfHEE3r77bfV2dlp3zWXy6m9vd0C6t3dXe3s7Ghzc1N1dXWKx+M2KGZtbU3pdNoCm0gkYuN819bWJEkrKyuqVI7kZUtLS5Ypwza0tLRoa2tLGxsbxrInk0ljzWtqakwXipOH7QHkdHV1GRmAvGR7e7vKEeNM0EpDIPg1yPMkSKI4G+DOmuD8ABD2iWc+vZ1kPyCNwiZSbOhtNSAMe+dBFsEmJAhA2rO5XvNKRgwmGu2kB/Ws/eBxEtPnGdogCPTMvN9nniVjr8JAc98pgINUQUOLPIzv7H0Ae57P95/j9+pJP8M/eDvgwQb+RZJ1eeGaCG58it4DK5hd/zyC94j3cN0QQv6eeJAavH6CI+4lfpNaHgJkPs9nmPmeSGO4TmQb/Iz1SRYHf8caYp35PQbYBqizF/2+8cEp8yTw5TMzMxoYGFAymayqW3ncGg2u05P+f9LxUb8P/u5x5+N7EhD74IxnSACNrWHt/iIDg4+SmECKsbYgND8tNnzM8frrr78yODgo6XioCm3qSDOQ6vG6OQw24BXAAvhoamrS8vKyJFU5fZwDYIYJfvRk9WlMb7B8GgQnwcG1SscjXll0XnvLdfvCtdXVVV2+fNmAsKSqiHpra0tdXV3q7u627hYwt+fPn7f2WWz+a9euKRKJ6NSpUxocHNTbb7+tc+fOmd55a2urisXurG9FAAAgAElEQVRPpVJ644031NXVpUwmo3v37hmYiMfjOnPmjBUJ/uf//J+tcHBxcVHt7e1aX19XOp1WQ0ODFhcXtbu7q97eXsXjcXV0dNi0t52dHfX19RkrXiwWNTk5qdraWvX395vxi8fjJg/Y3d01o4mUhWLUUCikZDKpaDSqpaUle55eT1UoFBSLxawHJlkMAiyeE+vFayIBxQDcUOho0h6GFGNDQAJj4oM4dPnRaNSAFM4Jxsfr5eguQiEtx0mggMARVpF9gQMEyGEMPUMOGJOkfD6v9fV1Szv39vZqfHxcXV1dBuoxpvF4XL/6q7+q999/X2tra0qlUlpfX1cymdTExIR+8zd/Uw8ePFBzc7Pef/99c+DDw8N67rnndO/ePWUyGfX392t1dVWf/exnNTExYdfY1tamp59+WoVCQT/+8Y/V0tJimYsPPvhAW1tbunDhgsrlsr7yla9of39fP/rRj+z+jo6OWj1EoVCwfUKnlkgkYqlaWtzRnYPCy729PQPFxWJRyWRSuVxOkUhE9+/f1+Hhodra2lQuHxX5Dg0NaW5uziRZOCkALNpogD5SJAA8bTu9TaupqbFuBT71Lx13IEgkEgYKampqTI7lHZ+XEnkmO5h9I1gnuGS/IovzkjUyXH60OuDQ14Wwj3w2BiDiU94Uh3HtXsMJ4OJvvosHuZ+EnfM2nMOnk09iqf17ggCc4AI2GpDtR79TUwOYY//hR7x0gXvhWV8P7ILfw//fy2+wJ/QrZ1gVnY+478EUPesPW+T9LM/vpADGs9U+Fc8z80GCf62fasmax2b6BgP4Stqfkgn09zEcPupNDbnGZ4VCx5r7SuW41R4SF/BA8JlgM9PpdNVAMuol/ECZq1ev6uzZs9rc3LQprB5E+3V10nHSOv15jsd9zknr3r/WZ80hA/3683sBJv8XzUr7a/HX7H2Uz1p9CqQfc7z22muv9Pf3m7NhYXNjAU6kSH1xH9plNqR3ChSycS7AuGdxfLTrC0CkD/ce5WfeQeBoaJcWZDdwiBQ1EfEDaACzMERUHtNhoFgs6u/9vb9nY0ZXVlZsGMXIyIg6Ojq0t7dnUouuri41NzcrEono0aNHmp2dVWdnp+rr622MMd07wuGwZmZmlEwmNTw8rCeeeELXrl1Te3u7Gae6ujqtra3p4sWLmp+flyT983/+z3Xt2jV1dXVpZWXFtNA41mw2q97eXjU2Nmp1ddX6gtfX1+vcuXPa2dnRjRs3NDIyot7eXhUKBQuGmpqaNDU1ZWnuhoYGTU5OWiEk7aIODg40ODho3RP4zvF4XKlUyqqqY7GYDg4OlMvl1N3dbYNq/DqgiGRzc7Oq9zhTyHASgBUcomc+YBdhsVmLGHOePUWABICwebwWNgeQFZQZsW79OoNB4b3ImVjfyC0kVbGhtbW1KhQKGhgYsLVdKpWM4ef1uVzO6hWuXr2qxsZG9fT0VHXTWVpa0tDQkA1CmZiY0Oc+9zn98Ic/1Je+9CVls1m9/fbbpseem5uranEGGC8UCnr48KGmpqY0OjqqpqYmtbe3q7GxUcvLy5qYmNDm5qYGBwf1zW9+U7dv39a5c+dUKBTU3NyspaUlLS0tWUbn0aNHymQyNqGQNmSlUkkjIyOam5tTb2+vVlZWNDAwoM3NzSqgNjAwYM84nU5b9qqmpkbxeFz19fVaXV1VR0eHgUzkTDhln91gyAVryk/5RM4GkGB6JMDYS9sAT9guOmsQ4BPYbW9vV/X79Z00/P95/oAtz04CMvwa9npcihr9hEYPvni/JANo2DruAfuHwIH1zn6sqamxAMKfx5Mbn/TwjtsDZP9v/zr/eva+l/phSwF4FOnC/HMf8V0EyNyfIBsYvBYPtr0v4tkRuHjWG4BEIbsvFve2wn+Wl6kAXr0t8/fCn8PbueDvWSPYWl7nf8a18xkMXoNZZ/0ir+N5Q5Zwz+PxeNWgI7/vqK/hdxALvpsR2Rn2AN+F7h87Ozvmb0KhI3lguVw2P+Hvk99PH7U2fx5G+qTXfNQe+CggjZ3kufjADaaarIZ//r/Iw1+Pl+/wO/Y/+/XTrh2POV577bVXYDSRQrBB9vb2qgatSDJGh4VK1M0GICqVjtszYexwWiwMFk+lclRx7/sHS9VFAkEmQJLpsrzuyqezcKY4Y0AbzOHh4aFV1sfjce3s7GhxcVEvvviiZmdn9fLLL+t//s//qcPDQ62srBhTD+Ozvr6u1tZWFQoFMzzRaFRjY2Pa3t5WPB5XPB63kd1+eMju7q7Onj1r6bmFhQXdvHlTv/Ebv6Fw+KhbxdzcnDKZjH784x8rlUoplUppY2PDwAIFXGhCQ6GQWlpatLq6KumoHR/Smra2Nk1NTamtrc1ADgNnSqWSVlZWTGqDDvfw8FAXL15UOp3WjRs3tLGxYfrV+fl5S8G3trZqfX1dOzs7lo6nK0pTU5Oy2awxq6To6urqPtQXHOfAOqBAFIfpAzzYM9q/0V0BnfXOzk5V+h1HSeYCxwrwqFSOJ7+trq4aixo0grzWA2mOYCcarpP1ix6Rc8POoIujUn13d1fPPfecNjc3NTIyounpab377rv6R//oH2l2dtZ6jRcKBZtgWVNTo5s3b2p4eNju/ejoqLWZLBQKqlQq1uf88uXL2t/fN7aX+05ws7Ozo4sXL6pUOppmmE6n9fTTT5u0hzHoLS0tWl5etswA0pn19XUVi0X19/dbL+e1tTWVSiVNTU2ZgaZHqR8mw7UWCgU9ePDABhMhrejq6jJ2Gf0rMo/9/X1jtunoAXNMkI8dYh0CQKlLaGtrq2KyARrobHEwrCWvgwZ8w0p2dHRUFZ769UsHD8+iUQxdW1urnZ0dq1/w1+JBKDaPtRkM/ryt5P98BrYSOR7nYZ16fS82n9/746/D7AUBMteKXfQBEJ/HtXEN2Am+Kz3qi8Wj0fSpVMoyCgBb5DLIQDivL37z98v7kSCwlo5bsvHzoB1JJpM2shpQ5AOAkzKvJ30/z04H7yuBAfp3z/B6CYlfK9SclEol8+nS8RAXAjkCR99QYGdnR21tbSoWi0Y+sRZ8tg35Dd/Vt3UkEOK9fJ4vtoaIC4VCFrCQpeHaC4WCZYY8ZvHP0UuFgsdJ9/OTAFXvS4Jr+aTjo34XlAayVvwRDKZ+0Yf/Dn49BwPDT4H0xxyvv/76Kz09PZbGl2TA1ke9h4dHE+hIPdJmyPeWPjw8ND0kjE4odDx1ijYuGKNSqWTpY69L9Q4paMR8WsyzLlyrN8IsBFgfWBUcIuxRNBrVk08+qfHxcd24cUNvvfWWDg4O9N//+3/X0NCQ6R8ZN0tBJoDSR21MfqMdWKVS0bVr1xSNRtXe3m6p746ODuXzeXV3d1tap7a2Vs3NzfrpT3+qfD6vf/kv/6U2Njb0O7/zO/rGN75hvacZUR4KhWzYBMVBra2tSqfT5oxpAUUBYblctsEXVEhPTk4aqMf5ZLNZPfPMM7p27ZpWV1d1/vx5Y0oODw81PDysZDKpmpoaA004E+5zQ0ODfedyuay2trYqNmN2dtauIZ1OGyuNscRAkgWh4BEGAlDAWkK3T+GaN3YUBXF4cODbfjU3NysejxuT7Q0nRzDt6w03647Pxpj7c+3t7Smfz6uvr8++s289+cUvflH/+3//b5Nm/M7v/I6KxaIGBwetgO+dd95ROp02mURTU5N1W/ByGqrfAU8XL15UZ2en/ut//a86ffq0jfAm45FMJjUzM6P+/n5JMp01Qdrm5qampqYMuBweHhrwpSimoaFBAwMDGhoasgzH4OCgBZ/pdFqdnZ0WfAHIY7GYEomEHjx4oL6+PqtN6OzsNIkIQWt7e7tqamq0srKixcVFhUIha7vosx4AGApei8WiTRX1AyYAk48ePbJ97m2Rz2TxfL10h6DKAzDvIH3qFAB/krQBtpxMB7/35+BvzzyyRwCMvI9z8j72E7+nHoIgjj1FRsaTE74g0h/++j/uCAIQHyR4B+73jt8/nINsTDwet5al1FywD5ETYRu89MvLeILsPc+ee+UBNKSMb8/Gs+d7UQPA+7B33Fc+n2vx/sx3wPDZCz4nSCjxx4NuPpeA0b8WAkKS+WL/mfwMwqympsbGitMWk+/ibb2vT0Gmxv3Cj/uAiHtXLpetLS3/p0MW186zx4Y3NjZWyTx8Bxz/XYPB5CcFv5+Emf64c3zc+7w98BIY76P88Jyf97M4Pkng4O8b+u2g/VpaWvpE0o6QX6j/LxzRaLRy8eJFVSqVqnZj3pA9evRI3d3dVgAF+GGj+W4JpBuZ7gTji6HEqbP4feGCL/zCKQUj8mCqAQMS3CwYRDYv1+hTUhRPZjIZ7e/vG0OYy+VUW1tri/j27du6cuWKpbGo7peOnEtHR4e2traswAinvba2ptbWVl26dEm3bt2yXtPXr19XoVDQ2bNnzSFEo1Gtra0Z2N3Y2NBTTz2lXC6ntbU17e3taXBwUNlsVvfu3VN/f796enokSTdv3lRLS4uGh4e1vr5uqdhQKGTM3Orqql566SW9++675lzK5aOJYIuLizYxr7u7W7Ozs9rd3VUsFlM0GtXGxobp0IiYAR4wzRjW1tZWG4xBT146OzBljJT6o0ePbOgGbL8ku4cYeBgM1sXm5qaSyWRVxTzBkk/dVipHLZG4p/zcp76l42Ihnq/vy+qNCfsiCJS9AQ+y3Hwn346KtUlf5nQ6rZWVFc3MzKi7u1uVSsXGeiNNgnWCqSyXjwrQBgcHLXil3VwkElEqlbICVpz53NycBWovvPCCdQrZ2NiwYrTd3V2NjIwom81W9VAOh4862aCbhLXu6OgwaUNzc7N1gvnZz36mJ598UpFIRCsrK6anX11dVTQaVS6Xs/oDilwLhYL9P5fLWVBEdgJQDZCBpea6vKa+vr5ea2trymQyamhosGtgb25sbEiSyY0aGhq0tbWl1tZWbW5uSlJV2pl+ruFw2Go6KG6jSJm1R5YBcOCfO69DogGTGASj7E9fD4Kj9Vkx9odvhwYI8/rXIPvqHSuAkmDYp5O5d42NjdZmkK44HJ8UeHi/4kGhv47g4V/L96C4jXvd3Nysjo4Ozc3NqVwuK5fL2WRKshKsYbTsQTmHBzdBgoagxoNQMhnYiubmZgtikTJBJhH4e12yl0X67+YL8mCI8VU+2PDFoaxVAjDWC2Dfr5tg2zpeR1cdzu/PwT5EWhEOHxcpRiIR7ezsGLvsGXgCF8gRL7vxa/Lg4MBwApk5mGj+MM0UcE3rVfCBX4t8X2+b/f55HMbz7/U/+78Fsf7gvvNZDQ0NpjHnetm7Phj4vz0edx5PUHpsFcwU8Zp33nlH+Xz+Yy/o/0lGevCvJv+RagdAAFRramq0trZmgG93d1elUsmMFZuPISS+g0M4HK4ayBEKHfdvplMBqTbYDq+T5PAMM5vJR/bSyQ3+ccKwyjj8UqmkU6dOaX9/38AKAUIkEtHFixeVyWS0vb2tvr4+Y+QplNvd3VVLS4s2Njb0k5/8xIpdmDzW0NBgrPVTTz2lyclJG+tdKpV0+fJlm4R4cHCg6elpXbp0SQcHB5qcnFRNTY2Wl5ctRZxOpw18tLa2KhQKaWFhQeVyWT09Pdre3tbExITS6bTy+bwODg704MED7e3tqbe314AQerfd3V2l02nNzs4qlUopFotZMPDee+/p7NmzCoVCxkakUinNzMwok8loc3PT7gFsAt8ZecXq6qra29utaAwtNsw7AAlpEACW5war7KUwFL8mEgltbW1Zz+FK5XiaFyAA54UjIO3pdZ/o7/yoe6m6n61nxYLrCgaZa/SG2wNx//fh4WFVYSVO+uHDh2pvb1csFjNmmWzD+vq6CoWCzpw5o5mZGRurnslkNDk5aVkEWE6eM+38WlpabJ9MT0/rhRdesMyIH/3N/eBadnZ21Nvbq4cPHyoWi+nKlSvGQgOeueerq6sKhULKZrNaXV3VpUuXtLa2ptnZWQuetra2lEgkTEMMOPbSFrq64PBxANvb24rFYlpYWDAJzvr6elUQGo/HzUFRuANwoeYAp51Kpez5wWb6PedbciHDgCgAYFED4DNprAvsDcBDkgFmAJgHVp6VhRlHlgSg8gdryb+H13gtsGevT2Lk+FnQ0XogCSB6HOP9uP/743Gf43/nGWpe42UQ/nsEAZeXxPB8eb/v5+31wP6zOfy99vvZ+xyvhfddoajXkWQSR5818ACFe8vz43X4QPyw928e0HsWmzXH/fM2CPvnAy/YY2wgZBQ2HF/tZSO09fSSOOo/WKc+e8N3wqYzbZN1T5ta1g2g3reYZO3jVzzw/9GPfqRMJmM/82swuMb/OkHeSWva7+uT1vBHgd3H7SsOL+nwAaOX/vwijsedxweR/g/7nr0PHvx0IMtjjj/4gz94ZWRkRMViUWtra1WglCgThwAgxkhguDhwLhg1gDZTxmBKa2pqtLGxoUKhYOO9fauck1JY/M3m8+lKHrJPC7IYuHaawhNNs0nZoDTy7+7u1tLSkmZnZ5XNZg3kASDy+byGhoZ0/fp1NTc3a2hoSMlkUr29vdYyDyZiYWFBlUpFP/3pTxWNRk0WMTQ0pNnZWWvLRbrqzp07SiQS6uvrMxYAo7ewsGAsLAabKBK2ghQm3SrOnj2rTCZj6X/6qvpImNHLGNjZ2VldvnxZ5XJZ+XxeiURCk5OTxm7j4FtbW40FxviS0uzr69Ps7Kza2tqs6Kqzs1OhUEiJREK5XM5Gljc0HA3w8D1e0bNvb2+bk/QFPRhbNL0YZ9KEnlnDIAHSaJmE82NyIq+FOaK4xq8/76z4uWcLg2niYNoWBgaHSRHf/v6+Lly4YM+wUqkYw0Zf8K6uLtOCwvwAbJBDzM/P6+mnnza5DYHO3t6eBYSnT5+2wLilpcW0wPSirqur061bt+x7khFJJBKanp5WoVAwmQX3oL7+aNgJ8pRIJKLV1VXV19fr9OnTFqDV1tbq7t27amho0K1bt8y2kP2BnYWxXl9ft2cLi0w6l+wWqWemtBUKBQuiamtrbdJZuVxWOp22VpveWZBVIejHzlHEW19fbwXEsI/h8PFIZ28nyZIQnLEGWE+e8Qtm23z62xcGAlx4L2AN0MQ69BITX3HPvgGEcm5eA5jzGluAelCu4m0s1xBMoZ90+Nf7oJPvB6j0P2fN+O/l7wVZMAY+kanhPHRWQYLos5xcswdIHH7fe6aa13u5BeATwsMXM5M9oqjOZ2V9gO0zqx50c36f8eJ6gwHG42QNvg0iwRVEEufo6OhQpXLcECCYzfXAnzUfCoXMF3g/Jsn2Hr7JDw3y2WTf85rnWldXZz8n4N7Y2LA6IHzd0tKSRkZGqtb9JzlOWqMfx/p+FDD/uLXPszhJpsX7sPk8q+Az/5s8/D4I/tvXExGIrqysfNq146TjD//wD1+B4fSVtRjtxsZGY1aRC0Qikao0oQd2kqpSWbTMITrGyDDeV5JFoPQ0xYgE0yzShyPOIGAJRnIecDOOGcMHGOQzGxoa9P7776u1tVXxeFzFYlFbW1uKx+NWqEiUPTw8bH2JKSqpra01pgsZQ0NDg86ePat8Pq/29nYD09xv9NSJREK9vb2amZkxRhKm0Q9eaGpqMpa4UCgokUjo8PBQuVxOdXV1NuYZhjEajWp9fV0ffPCBent7lc/nLV0WjUatRzRSgkwmowcPHlgxx8HBgc6cOWO6cNKXaHvpBQzzjPNijRAolctlFQoFAyg7Ozumna6rqzN5h3TcLpG1Icn05jwnHCxpQ98GiyJFDp+uAtB4rScBAQbEd1PwTu2kNKFnLPwaDa7V4BqmLdbAwNFkwUKhoKamJsViMTU2Niqbzaq7u1ubm5vq6enR3bt3NTIyosPDQ83Pz6tYPGoNt7m5qXD4SGMeCoW0s7OjsbEx9fT02FCXXC5nIGN9fV3ZbFbr6+smNUIuMzAwoHfeece6swDU+/r6rNtMc3OzjVBPp9M6PDzU4OCgxsfHbbpge3u7GhqOBjy9+eab6urqkiQLmIeHh82xs8YBqqz3eDyu+fl5c/I7Oztqb2837SkyEq+tpM6C7hwHBwdKpVJWtLm+vq6Ojg7t7++rtbXVQAKBPvYNoMraRNfKfgCIA/YAQqTzYQABtIAIr4tmTXlgzHt9mzSuiXPB+CWTSVtbZBIAgGRqsKnecWPfAW1o2k+aGugZS54XAMvXqvB9+P8nASYeRPtiKh9UBK/FkysA2u3tbSWTSQNpDQ0NJq0AvAA+PfvnmduTGOrgHvbfjWvzxexozevq6pTP500WhYyOZ897giBdkpEDflgT91qSkSDI5tij3tcFA4XDw+MezKxL9gl/IEi4f2SI8f3sCQAuwQD3DVsZi8Usu+TXzEkgGuKMbAHXUVNTU8VOR6NRyyT5TkpTU1PKZDJV8paPA50fBXb9s3/c8VG//yTvC2ZeisXih7py+G5Aft/+TR3+3J6sYu2xplinnw5keczx2muvvZLJZKpACWkXWDzYAsATzgFGGieCkQBI4bxhkOi5jOH2PSkZO+5/5h+yZ/Yel5o7iQH0Wimut1wuW6oZPSRGoq2tTQcHB9re3jb2HWkF1cqSjMmuVCrq7Oy0TRGLxbS0tKTd3V3TXT/xxBM2RQ6dMeOQFxcX1dfXp/X1ddPH8jscPIu6s7NTtbW12tzc1NDQkGmyGxsbreDK63xra2s1NTWlUCik5557TouLi9rY2FB/f7/y+bz29/e1vr6urq4u6/kN4x6NRs1ZjY+Pa2dnR5FIRP39/TYanTQfaXPuI106mFZIYQlBiAc7SAt8wQU9YGGfYT0ZkIPhxcDCAjJ5jTQirBW/x/EUCgXrVcz35PDr+SRw7Nkpz6xxBFO4fo/4lDFOg3Xa2Nho3TwIPGFkc7mcfuVXfkVvvfWW7Y329natrq6qtra2ajR8LpdTZ2en8vm87eVYLKb29nYN/lW/+J2dHV24cMGc5uHhobWuQ2p05swZc+KLi4vWl5nnHY1GrYh2ZmbGCoDOnj2r7e1t7e7uamZmRqdOnTLQ4jsFLC8vVxX4EXBNTU2ptbVVd+7cUU1NjWVRampqTFpEAAvTLcmGSMTj8SrwWC6XTdsJgECOsb29rebmZkWjUQNzkUjEbBfZL94DK8o6l44HBPH9aEMHw8aawjkGC/1YPyetO1LpADCYe9hi9hy/g+XzHRCw1aw7UvpeU+t1tDhz6VgiwjrxnXMeBzT9XuHfwddzsL64J/71ninm2QSLz9g3sMFkJHgGXG9QQgAIDALkkwCLl0kEAwDkJexZ1iU1QF66ESR2sIU8H8/883q+E8AakAwA9ey1l4V4u+kzFrDG+CB8mC/E5hogO4I2zt8Hrin4TINdYDy7DfBFElZfX18l7QyHwwbaIeHY/2S8Dw+PpgpnMhnbk3+doO7nBcQn/f6kNRQ8P/+GYJRUlWXx1++z648jYn7RR/D6fRYL4pPr+aTFhv/PAemvfe1rr6RSKWME9/f3FY/HVVtbq93dXXO0RMD19fXGCOLkfDsbv4joiIGjoAsBm4pUKQ8MA3TSwWZGlxlkoYMMBik3HwX69Aqgi0WytrZm9wAjAnCloIp7QKouGo1aap7zwjzDEDU1NWl6etraWG1ublpPzGKxqPb2duvVHAqFtLy8rObmZmWzWUmyCB3WdWlpyYoOm5ubNTU1Zc787NmzBqoZclEqldTd3W0gZHBwUEtLS+rs7DTt+OzsrIaGhozhJlPw4MEDNTY26syZMwZO6DMqycBasVhUT0+PlpaWDLgAtNHh8jrWDhpz7ika7cbGRtO77u3taWRkxFh0HAgBA9Ic+pTyGvR8HpwQQBWLRcVisSqGhd97TSDMAM/Vr0FJBtA5rzd4nl1DNuSzMeFw2FrYcV4CIAKEXC6nWCxmA4smJiaMLae4EFA1PDysGzduWL9v6hfovkIx38LCgmUzAF7ZbNaeHz2qd3Z2dPr0aW1ubqq/v1+h0FFHDO4xGuVMJqPp6WkVi0WNjo5qZGREy8vL6uzs1NbWlumsM5mM6fmRMd29e9dkRUgs0NWHw2H19vbawKH6+npru8XIdBh4ZFvcWzp9MJ2QgBTGkDVA20xYRNaSZ2wBQ2iaASp8rpdJoa3l+WKPkNZIHy7+Qg7iWSjWtmcqfV9dQCJAGkYcB4gUDZAMEGNd+kIyrhU2EgCO3fRA3bPs3IOfJ53+OFADg+5f4zM9/n54+QT3jWv3tl2S6ej5XRD0cb994OO/H7/D/gGU8GdeJhYOh20Pc++9DQlKw4Ipfp8JRtbnAwp/Dl8DwD3BjviCfhhi1hbSP591gagA1JNtLpfLVRI+/3uel18HgEJPqrHnCdggXyRVtZJsaGgwHOHlJL7on2wm50kkEieC18ett2C24aPW6f/N77keXyjM95SqM6DB9/pMir/mv6kjeO5gsE8WDOJgaWnpU430Scerr776yqlTpzQ/P1/FSFQqxwNX0Dt7sCodpYxxZOgK/YYGRMC+8ScUChlr3dLSYsDSVyJ7AxtkoKUP65X8a7zh88UQbECa0sfjcc3NzSmRSOjMmTNaWFiwtC39KUlHI9+AZQeMAQwwKkzHAyB2dHRY83jPwIyMjGhzc1M3b97UxYsXrS/n4OCgtc6j4wRSD6QitE9LpVJqampSJpNRIpHQ+Pi4ampqqlo9PfHEE1pcXNTh4dFEuOvXr6u/v9+GmxwcHJg8pK2tzfqFdnV1qaWlxUaho0HO5/M2MIR7XVtba4w4Ld0kmbyDXtKJREK1tbX2DDzzjPE9PDy09m0U2sVisSo9Pq9Hfyepqs85LCxgCQa7XC4b48papsUQbCWgh0DHa8c8W4az8iDaG3XWJj/jPKzFra0tVSqVKidPUR5SGDT5MKbRaFSpVMrAUiwWU7FY1FtvvaXh4WHTpfOdCIq5d4uLi3rmmWe0tLRkRalo5akDuHPnjunWBwYGJMm69WxtbVnmAhYrnU4rHurpZXcAACAASURBVI+rXC5rbW1Ny8vL1omEYslisWgFu1tbWwaMBwYGtL6+rlOnTmlzc1OdnZ2KRCIGhAGLrJeZmRnt7++rUqlobGxMp06dsiLhUChkRUlIVlZWVtTZ2WktO+lmgrOHOWbEPeCF9luAAXT3vtCZ545dAAx41hTA7SvwAbjsPQ/mWG/sNYAr7CIACqDm9afetvg9RRYB8OmdJP/2jC+MIhk8nrUvgjtJw/k4Fs4fjwM17BcCCPZIsB6G+x5kR72+FnIkkUhIOpIbcI6TZDV8flBz7K8z6HP8PuffMLu+K4YPiviu/hzBzwE4hkIhY9bJZHGNPvPg5RBcn8/AsoYIFAFyMLt8rgdPvo80Qa4k83W+4JvP4RkEwSPaafYGspJwOGxFq9SjsK+pxSoWj7qAtbS0WAYUNvrg4MCGigUDoJPW4ketyb+Jg+//uN95n+KvizUR1Mn//wGkfcDGtXEdSHRDoaO6r0+B9AnH17/+9Vf6+vqUTCbN6REFEolQbQujsr+/b4xPU1OTmpubNT09bc4MVg+dcCQSqYqyYQUBbRgcvzG9oWGzS9WN8v1CDAIeXheMcH3Kgg0Ne9ve3m6sHx0ySqWSNjc3VSqVLALGScHKb29vGwCjMp/rXV9fN6fENTQ3NxtzCKBBs10oFJTNZhUOH3W0WFtbs/cjbUBf1tLSYqx4pVKxjir9/f0G1Pb3922oR2Njo7q7u7W+vm46Pgp1SqWjoSzlctm0fTs7O9ra2tLi4qINGEDzFw7/f+y9WY+jWXadvUgGY+IYc2RMmVmVpcqq7laX3JZK8NAybMGAf4Vv/CNsX/WFLdn+JQJ8ZQOWAfeFDFmAWupuVKlaXV2V2TlExhxBMoJkBGPi4Av62bF4ilmdZbWMD1/qBRIZwXj5Dufss/faaw8nG/mq5XJZtVot8lonJiYCyEpDxcDudzg0bohR3rRH8p21CFPS0syNWC6XC3Yc2cDo4yytrKxEr2LOYdMPWCNScjzchuFwRoH/nW1JGQ4P50qKFJuUOQPwU+hJ5wjCmTDP5+fnWl9fD0NEtGFlZUX5fF7Pnj3To0ePApAXi8VYh4w1qQff/va3YydA3+zj5uZGS0tL+u53v6upqanoy/vs2TPt7OxEG8SHDx9GT+jz83NtbGzo7OxMh4eHsZMlDiKFnRhJSbGlOQWUe3t7yueHm7GQqwtQxNAuLS0Fo18oFLS2thbOxN7eXrC1hIBZl94dBTZ1MBhEv/JOpzPSg52uHaxH5gF5gJlOc47RIQ6UUsPIuZ4mx0H+qufzAsgA1zByLnekaTjYdJ3Jc6e5zJ7WgPyy/knj8HoXgA15tK5DxzFq/OzPkkZsXvedlHVN0y9SdpZ3gznncwgZnEhPLyPNB6Do4+XPAjD0lBIH48wNY+R6ic9xiJkbd7w5l5x7fifaWalURlJ/cMDcuWeMeUZytTmPiAfPCjGGnqQrg0du0zQgGG02bQJ0M8asK2dSYauJRDoB53nWPs+SYr0S+SYdi/a59Xo9cMX3vvc9PXnyJNZJ6qT5Gv0mx6+DAU51gMuxF/SynvlO6lT72PxtHs48S6PFopKidk2S9vb29K//9b/+OyCdHv/+3//7H8A6OpuBMZLu2u7Q79BZPtg98nulocE8Pj6OwguAKD1bMX4U/cGwOGviwJjF76xBGhJ0QZTu+gmjULyo0FmZhYWFMFZTU8NNLAivU8FPBw06YMB60Fmi3W5rfX09mOd0EbN7G99vNpvK5XKR9tJqtZTLDTuZtFqt6Ot7dHSk5eXlYOby+XzkzfX7ff31X/91FERS0fzuu+/q6OgomLnLy0s9ffpU9+/fj+rnvb09PXz4MPIL6cdbKBQiDeT09FT5fD6A22AwiC4rq6urEYqr1WqamJiIjWBKpVLkv6GsJWlxcTFyCOkZjRL3Qh1A1NHR0UjoOgUMjAHfu7i4iFDh7e1wS2kUPrKGPDLfKCnYW4oUAUzISKpYvdCWw9mg1Kvn2QF0PO/KykoYwG53uBnMq1evNDU1pdPTU3344YfR65n5pX1js9lUs9mMTVkajUbkil5eXmp5eTmMLoaJLh3Pnj3T7u6uFhYWdHh4qOXl5XCe3nnnHdVqNZ2fn+s//af/pD//8z+PKML29ra2trai0LBWqwXLLyna4k1NTWltbU3dblfb29vRD7vT6eidd96JLi6FQiF0AkXA+Xw+Pms0GvrlL3+p3/md31GtVhsxpnQJIUq0sLAQxbU4mURtYLlp2cgcDgaD2BCKNTYYDCJtSrrrJoAu8fZf5+fn0flGGs/KunPvKR/IMgbMgSOADVCGHAGm0L38DMDBYcKB9hB9yhzyOwwjbHvKbhNFpBMT8uRExjjw4WDagWO6njwnFMP9q66XsuHoGEgQj0Sy/qib8PXId8Y5BDyns8A+P6R1+eZT5NUzbmlOuQM8rufpGMgVjhTjAjHF85K6ghOIHXYyCkfQ9RL6Hoc+lRt3UADnrAmYZZw65sp7+fNdSA8nTHg37unnEhHBmSUq0Ww2VSgUop6HlL2rqyv95V/+pX7jN35jrPPqa+mbsrp/UxDt10lJPTCVO4Yub364vP1tHzwn8+C4jgMSa2dn540Y6bduQ5ZCoTB45513IqXBq+jxSsj9gjkhFePq6ioKzahS7veHBXvSXTV5s9lUu93WxMREMGf5fD4KhmCYAO7jPEyvAvY5ckHFM5Y0kmfkhsiV3Pb2dnQUgHE/OTkZUS4eSux2u8GQlUol7e/v6+zsLLoXlMvl+A5GiRxh8lo3Nzd1dXUV/zqdjr71rW9pZ2cnQnWE7unA4d45ITXflYoWQc6IdDqdYC0zmUzsiAhIZG5WVla0vb0tSTo9PdXm5mZsFPLy5UtVq1U9evRIL1680MuXL7W4uKjBYKBGo6GVlZVg8clvGwyGedRsYEFOK71+Me4OXNzYE7Jmy3hYFoDeYDAIkANbQospUpI4hygAfysWi2o2m2GYmGPyv3CQ3CCncihprHFAGXnKR2rwXYbdaNVqNX3nO9/R4eFhrBOULuw8G4pg5JDZnZ0dlUolLS4uand3V5VKJTpQwASTN+zMFmNC8ebExISq1ap++tOf6sMPP4xd4kqlkt577z3t7OxoYmLYo3djYyMYZ/qqY5yXlpZ0cHAQBnNra0vNZlNffvml3nnnHe3u7uqDDz6IfurkcTYaDW1sbGhtbS2KHl++fKl8ftiJJpvNam9vTx999FE8y9ramp48eRJjVKvVlMkMU2TY/GV9fT12Q8xmh4VW5LEiP8gXQIM0IwdThKeRGeYHAMScISdvYgC5tssJOszTFxwg8RlGD2YV3SkpnEoHiaSBEHVk8wt/FnJQqUVwp4Pe8HRs8VqW9F1T2fc17sAhZez9WuMYRR8vB/s4ws7esk7RDaQ54bClgH4cg+5gF6CBXAwGw8JWtqrHFtLDHufdnZs0LYYDWfJ329jY0O7ubqTeYYPn5+f16tWr2NmWMXpdbRG7jSIjACKAKQcpJF5T4mMOeTYxMaF6va5KpRIpcbDojCNEBU6bj3Hq/GADGIeUKOHZ6GqELry+vtbKykqsgdcdHu1Jn+H/9vgm1wC7uDPm4N6dqjSqMQ4HfROHIMVJr8O2LufIJroe2SQi/eMf/1jtdvtXPsTfPo/+/7Ejm81Gv18WXCaT0enpqS4uLoJ1aTabEWLBUGezWc3Pz2t6ejrC8ouLi8G8ScO8ShQRqQswbLlcTisrK9F2jwp1D1tJCsCRCgPsiaQRBeChU/IEXQAJdy8tLeno6EivXr3SxcWFGo1GeGSZTCZC1njIpKccHBzo888/lyRVKpVoW3ZycqJmsznSzokiKcAvudAUfTx48ECfffZZ5ISStoFhIwez0WioUChoYWEhwGq329WPf/xjbW1txS6H7KZIN4JOp6OnT5+Ggbm+vo7UEfJj+/1hRxBC9bA5GxsbGgyG4fClpSV9/PHHWlxc1NzcnD744IMAo6Ql0MKsWCwGM12tVrWzs6O9vb0Yh4uLC0kKB0C620UOpQNrj4Ln2jCBAENAASlIGDDkwUOJFB4xDih7is9In/C2UoBjV2Ku/NwJSFkE/sb5sEs4WjhsFIjmcrlwQomItNvtCPGS00v/7LOzM73//vuamprS06dPI6pweHgY49LpdKKTAKHTm5sbnZ6eqtlsqlarBWBi90wiBrCVExMTsT24M1bz8/NhIIiG1Ot1SdK9e/f0e7/3e+r1ejo+PtZ3v/tdNRoNffzxx1E3AZObz+e1sLAQO2w+ePBAU1NTWl1d1crKiqanp+Nd/+zP/kyLi4vKZrP6xS9+oVxu2AGnXC5raWkpUnXQZ/v7+wGMGXvGcTAYhtY3Njai2wcpWoPBYMSxz+VysdkSMoGc0e92nKF6nfHyFDU/1/UUYJHzeCZkm5Qn5AxZ8o1j/BnSCCPMLFEM5BOGnvXAfLk8Eu0Yd/D560CUOwyvGy8AXPo3Z055B+/KAxHkTgd/T+eCaNc4W+POMffy0Du63G1mKgfYOAeI44AQ36fIu1QqBRtL5IWcabpJQRCk7DqMOPoekEsqBvfCTiJf6EnGkXaXfI+alkwmE32occgpBpcU6XaMLWsO4MwYS3fFi/zOXg4wyown2ICo1ueff66NjY1g13n3cfKUyujfBEQ7k/ymhGvqCPKc4yIT0p38g0HSa31d/rUf3+T5ILZIBeLeHqmjUPtNj7cuteM//If/8IOFhYUAGIT4UByDwSB2RqMrAsCy1+vFtsUosPPz8xAOckALhYImJyejCI1iMkL5V1dXWl1dHakwlr5aPOAsgjMGzn64J8c/D1e4EZyfn1cmk4kUjR//+Mfa2dlRt9vVwsJCbCKDckRBT09Pa25uLvrcZjLDndfo3+p9YAEZ3JfFUK1WA+Cwox3hecZpMBi21hsMBtEzmJxu8rf/8T/+x/qjP/qjYHFPT09Vr9dVLBZ1cHCgvb09PXr0KOaK58LwMl+kljA39Xpd8/PzsV13o9HQwcFBsPZe4IXHyu52KG7ygWHxV1dXgxkCyNK/mtAkyt5ZCtgmOiDAmjH3nA/w8O8CEhlPUn08bxmFRl4u7HdaMOQy6df0UL0beOmuR7rn2Dr4QUbJYSfFA+eJtlooNr5HKgqOLmkbdMKgANC3oJbu8jar1ap2d3cjx39paUmdTmekyO/DDz/Uv/pX/0o/+clPdHFxoXa7HRGRubk5HRwcqNVqxW6Au7u7mpyc1Obmprrdrl69eqWJiYnoMvPRRx/pyZMnUTdBnQCpT6VSKYzK9fW1nj59GjtpShphz1mPl5eXkR/daDS0trams7OzYKhhyH19ZTKZkTSbdrutVqsV9QfMK4CBtevdZ2DSGo1GRIdSHTVOXn6VIX/ddTg8v9JzF70GgJC/51R7vq7LIAdrgn/oLJcZScFke4eccYdHXHztvG79+Hsz5uNAkKe1eO9rHGFJwQxTtOnRO88R9+v6/fmZ50K/YBNJuyAtjvOJ5DlYZU5SRh5nJgWZHvXFdiCTac48OgGdxhx55BU9hE5i7bg9SuuT/Dm9B7V0l2MOq+3nALgYM9fPPK/ra09TQs4gNohoUot1c3OjWq2mZrOplZWVYORTeRsXxfibHFw3jaYw1uk93R6kOeB+Ta+V8DmQRnctHRcV/abvNC7yk75fOk/oByLNPO/e3t7ftb8bd/zhH/7hDx4+fBiLFuWLogCMoFgXFxfDIybUBeBmkRJ6R2kTMup2uwFOKaiiGK/RaMQClDTi2TvDAVD1kJk0CqxZxKnHi6IgFxYvmo4I9+/f14MHDyJFA6Dlgu5eme/m5GE5jD3MI6wqXh05xCsrK2o2m9FJgnyxcrmsdrutzc3NKHpkkw6AZKvVCuG+urrSxsaGms2m5ubmor8m80UOMlvnNhqN6JZSKBSCya1Wq7H1M+3rACmwL51OJ3JqASQsxvPz8wDWjHulUgngDWCanJxUu91WqVQKI/fkyRMVCoWvpD4QQj07O4u/o3xhJJA9QDeKgCgC/cuRDwAp/ZcpiEN2UNzOWLsBQhZd5lwGPZfflSmg2ospkb1isRjXZczZBMjzY5ER7/ZRKBRULpfV6/Uivx5mmM4orCuYoqOjo3BmCfmzccnl5aXOz89Vr9cjdQQnG6P3i1/8Iraqf/DggWZnZ/Ubv/Ebmp6e1hdffKFer6elpSWdnJyo1WppZWVFX375pW5vb1UqlbS9va1isRjdFW5vb7W8vKxaraa1tTVtb2/r4cOHOj4+jmgEzu/JyYnq9Xrk0zPWdP7x1CWcCmodcCBZn6w72C8iNaxvALMX2Hm+PsYwdf5/1fF1xvFNgDiyAIgBIBLp8lQrB44pM4qeR+5wIF33OmgHVOGQIOPOFKfrw421M8B8loI4ByIOQtwx4LqecuCAEznwd8d++Lr1sfB7OVBCH/Gs6APGCVnied0WcF+u706S2xJnKSWFs8P3SHNjLvw+6CbGBwAPwKZdpRexSaPpj71eL5wvxsd73Tu4I0rr6W84X35NwBi6y+01nyF/yBlzivNPC8yjo6PYPGx9fX0k7WFcetTfFECnh4Nol6lURr9u7Y6TNT7DQcPJ8HfzdfV/A6rHfdf/lhKFuVxuBGPxDFNTU2+cI/3WAek/+IM/+MH6+noMGgVh9EmWpGq1Gv1o6bJB2A+mGiPb6/VipzaADyEbwknklbEYYLPxfLxIQvpq4j3spTTaQ3qckLqQO7vEvb0gQroLN0lfFVqUaDY73AmuVCqpXC4H0wjryK6I6Xe9qO3i4iJyGcvlsur1ejCy9DhmHm5vb6ON3tbWlqRhSsnz58/V7XYjJWNhYUGS9Omnn+rx48fqdruRN8sYS3eMRalUUqVSUb1e1+Liop48eRL9h/P5vE5PT6Pl2osXL5TP5wOsVKtV5fPD/s+FQmEkHQJnCiZrZmYmAPXPf/5zlctlnZ6e6vnz5zo4OFA+n9eDBw8C/MKycC2AOQAGRhqjjhJASTNHACOYapSEA1LyhxmbNKcOxm0cI+0y6iyDsw2AMM4hrcT/fn5+PpLq4aDCHUq+T/ebfn/YYcX7sQKI1tbWwqngPQBAbK5Sq9X0z//5P1e5XI6Wh/Q5z2Qy+vjjj8PpOT091atXr0I2VlZWYvwXFhb06tUrtVqtSI9aXl7WH//xH4vNnrrdbkQkAL+bm5s6PT0NZ50OITDbT548CYfp4OBA2WxWa2tr8QyFQkEbGxu6urqKPOjBYBDhdrZ/JyUDtp40hWKxGMCAWg7SlLiHy2B6EClhXv4mBjwFoF93HvoLJ8s7fvi13JFLgZbLq0dwOFjPyCtrhnxZyAEMLXLva80PZyAdTOJ4jkuncADBddELKXgF1FJ8TH0BaVvSXSTOi4X9mX3cfSz5mXvC7vJ82Dzpjtl38O1zN25+3XHwPHv0BCAXx57UCQedbrNYB9hJT3Vx3YdcQ5w4OeU6B53IRiv+Pg6W+Yw9ApgnJ1Y4h7EAvKOzyV+XhtGPTz75JKI+c3NzqlQqX3GOXE5c/n9dRzpvjAF4IL0/BzKd6gaPCKQkoV/L39Pv/XXA+E2PNAIk3a0FSVHvxvqkKcCbMtJvXbFhqVQa/PZv/3b0P/aJLRaLuri4iLAxAk/Y2HuUYnxLpVKE6jFm09PTWlhYCCOGEpYUzB9Ak92W3NNLWWfP9YKdZEGjBBBCVwoo/ZQ1hrn07U09TcAVNUIHeHMgTsoIjka/f7eDHQqWfsv379+PbiaEoWkzRqEU4azvfve70eN6ampKy8vL+tnPfqYPPvhAc3NzajQawUQWCgWdnJxoZmZGX375ZXRvWFlZiY0aZmZmdHR0pFwup3K5rIWFhQAmP/nJT9TtdqMoa3V1Vc+fP9fHH3+sfn/YKxhFzJjs7u5qa2tLlUpFX3zxhRYWFjQ/P69erxfM8/b29si2xhgb5hlg7O0A2dlNUrBvOFnkkgOAPUeekD+gCsBTqVR0eHg40lv24uIi7uEpIzAibtiQQWeo/XAjlXb+4FxAA58hg/9nLcbOmeT+eseZNFQIC8Q6khQFOdlsNsAh7DbrbzAY9kmfnZ3V//gf/0O///u/r3q9rqurK21ubupHP/qRNjc3lc1mQ+YAv59++qn+yT/5J5qentZf//VfazAYRMERudSdTkd7e3taWVmJTYPef/99bW9va35+PpT05ORkFOpms9nIkV5eXo7NgnK5YTHm5uam6vW6/uqv/kqPHj2KnEkiHbVaTaurqzo8PFS/34/WkBTrUiA8OTmpubk5ffrpp6pUKjHnRAkAFx4WdwbOwQM6AMd33IH+ccCa/j01sP6Z/87/PBeAlb/hpAN2iT5wrq8XDsCpp1Txjug+5NV1Ijqae0qK+grahKYRQ2Q/BQOMt4M41+HMC8+epqU4QPdxJfII6eFgEmaXa7NmUmeEv+HkoveIpEl3dTjSXRoM7+BpXu5McC+/v78PhA6RLI/ENRqNSInzueYeEAjeitV1Bgw153Cgk5kP5obIH/PnhX+AMe5F20lSEX2MeDdfF5BLRFPc2RsMBvrRj34URItHQTjS6/46jnHOjjulyAD3d8LD16nrfQ6vQXCWHtuBk8r3nfT7Jo56eq4/v0d1+Bvyldoa7A/k1k9+8hO1Wq1f+RBvHSP9h3/4hz948OCBJAVrORgMog0brahQRihsmFMmnVZuzWYzGLNSqRQbIHiyuucQww54URgTnCoYabQIxc9zFpDzWKwulDCVGArf0YlruScojXZbQDFSre+hNECqb5TgIWTyLDc2NrS3t6fl5eXo57y0tBShMdI9pqenY/MUFlO1WtVnn32mZrOpra0tZbNZPXnyRBcXFyPdKG5ubrS5uSlJAV74fGJiIvqG093hww8/1J//+Z/ru9/9rq6vr2OHu7W1NS0sLETPaPpZn56ejoALjLT3GwUUUuhG3iKKnZxeUkI8L595y2azEZ4kbw6FiwPmbAgsDgrKQc/l5WVs0OGFOmmeNA7HuPxOl4/UgKOk3OFLARGfuwPBux4fH0sabmTD352l4p38u54SAoOKQUMOp6enowgWFpFNemZnZ6PP9tzcnDqdjpaWljQ7Oxv329nZiYjAt7/9bX3++edqt9s6OzvT3NxcgNCJiQlVKhW9evVKc3NzAVIfPnwYjBZzROrSzc2NWq2WpGEuPfNSq9XCED9//lyTk5NqtVpaX19XNnu3kQ5dDVD09LaXFDJPnvzZ2Zmy2WH/c7oZwD5nMpnIoW40GiPRDGSTiJMbTZ//1wHh1xm/ccaO/8cBQ66VXtNDs3QSke7Czug91gXkB0ymd9CR7nY25J1TcoGCTLqf0O1G0gjoc5Dv8pu+szuH6GHX5f5d/57rfAdS6Hc2/2Ed8N4pOOF+49Y6OgF7gRPvIAj2OLVXOCapnvHr+1wQBYGgcNtCOiDOPzVNHIBsxhJ7C/gcDO76WzuILpfLMc/sU0AHK2w7/0NkwMSSTkakCxBOVDu1u1yLnUJ5r2w2GwWWtPCEkBsMhkXVa2trI+M2ztH8dR2vu9br5MXl289zO4Z+hLRJc6RTZzuTyQQJ5+tonBMx7nlf9w7oAdcvjn1SHYNcYZf39/f/LrVj3PHv/t2/+8HS0pJarZYymWG3Dlq2YXS8jRaFTxcXFyMhQsAi+dHknZKv51t7SxpRQixUFjvKwBeLH/zu1dC+8B3wSKPhO86lsh9llVY1O6PC554bSSqKgznuB/tDzhMLCEUFkwgYgNkmPxHwl8lkRraynpmZia2RFxcX9eD/pENcX1/ro48+io1eYPk/++yzyEOWFC36vAUh77u/v69araZer6etrS39t//23yLXdmZmRvv7+9GaDRaD96NnL0zgYDAIVhyF7XlWKBUMuRsqFq7nW19eXkZIjwiAb/sMOw34JeWo1+uFYwOIY97HhSQljYSOx8ldKpMuZ4yxpK+EQZERlBhyhAwCiGHRfJ144YkrVY8KeHh6MLjbxTOXy6nZbMZOnZlMJlJ0ZmZmVCqVoi84zgqbluRyuTBiuVwueosztgcHBxEFoW94NpuNVJlms6l6va6FhQVdXFxofn5eBwcH2tzcDMNIf+z5+fkYJ9I+9vb2dHl5qY8//liXl5f6rd/6LUnDvuxELXy8KPby8Qd8VKvVYO/YNrvb7Wp+fj6evVqtRtEwYJB+uBQSOxhxeUmr7McZvtcxXRisFCCM03kOwJB170aSprwhE5lMJtYt+ou1R0ExetcdRZ7br8Mz9PvDHV6RK4+uOBBPQWs6FqnT4WvL1xdj5IDc1x6yw9/YERTQ5qwx55Da44yrP5s7GCnwAPjSzcbZYP953HumBJGDMp8Hz5MGIGN7fAM15tIdkfRdUufD9YdHLIjA8BwU9mHT0NFe/MuzsjeEpCCOIN4gimA5YaMZK3Q8rfnQR8i3b741jv39dR+vW6+pDncZZ0zR7eOcyDR9MMUrOMXMC5+54/Q6J/x1B+Pu9Q98zzeFYi1AGLjzLemNtwh/61I7isXi4PHjx+EpYXRoeYQhYZMD+ixnMplgUVlw8/Pz2t7ejvxnwoZ0DiAMMm7SXQk6yB7HaEh3+W4u0P4d6U64YFxg1TC+riRdAXkOmSsUALkrVsKNaUN8V/KwbLQIzGaHueg7Ozuam5vTzc2NSqVShHsIW5+dnUVfUvKKWVDValXPnz9XuVyOfLTT01OtrKzo+PhYDx8+jLxrFhBAkmb3KC3yR9955x1tb2/r8PBQMzMzKhaL2t7e1s7Ojv7BP/gHWlxc1PPnz7WyshKFiQBkmAicBAAHoK5cLkfPcfJueXcvpoPpR1lzfdIU3OECuC0vL4fTRtoRERPAZK/XixaOGAGvdP+mihg59TCopHDS0mviULmcEWZFRn1jE97d2fKUgUMmeR+XOwfaBwcH2tjYCIdjamoqwvCrq6t6+fKlPvzwQzUajQBbjA/FiLSeIl+ONJ3b21sdHBxofn4+nJ6NjY1gd9jGAQAAIABJREFUo3u9XoDyWq2m9957T3Nzc3r58mWsG5R5tVpVq9VSNpvVF198oW9/+9taWFjQixcvlMkMd9D82c9+pvX1ddVqtehnTaQl3UUNkE9BMyxPoVBQqVRSo9GIuWi32/Edd+5YizB7MGiw32mI19MD3kSGUl01juHm85QI8LkexwCj5ygyhtRAFnE+Me6MHXm1tDvziBwgB7kDNCDHgKdx4GYck+hriXWCDka3DgaDr/z+OhaOsaCAUlIUSmezWdVqtXD2i8Wibm5ugtxI7YGPLzZB0kghJ+lrPufYUn8vB08pkE4dYsAoDqmTOThs7L6ZjhdgiHs4eAbopSk8KUvP+7vDwLVoqQmw4nAHjL9xv7QA3OUUckka2kl2yW2320HG8V7+fP+vjnGA1Rl9zvEoDIenUHjNFM0F3NlkvtJUHQ7u6SlnqaP5usPXGvfx6K90l3Li9tydJnTAX/zFX7xRH+m3DkhXKpXB3/t7fy8Gm8JAb3NDH9fLy8toXUVIn5ATSpdFSYcOrkl4H+bDBdTz86TxhTcoLa9Y5jkBhGmohWv5/TyhHtBKXraDNPcYXVi9cALwh8Pgyot7Ewrt9/uRR0qeOGOMYSQn3bcmBgyurKzEwnnvvff0J3/yJ+H5l8tlnZ2djXRL4X1nZmZUKBR0enqq29vbAAq1Wk2Li4uxHToM4tLSknq9nvb39zU/Px8hdTYNkRShuW63G1u4slkMbfkkReEg7DugnjFm3txb5nx+lzQCKnE2+v1+bBK0tLQ0ktsljQLaXC4XStkZqHT3rdRxe52SSkEPCh5mNJvNRhqLy6/01S3EpdG8OTpNuELDkDG3/pk/O/LpnT74GwoRB4pOHGxQcXNzo3v37kVRHx0ccGLOzs60vr4ePWOvrq60tbWl4+NjVSoV/eQnP9H777+v6elpFQoFPXv2LHbCfP/993V0dBTsFOkX5DQTeufZ2+22FhcXtbOzo/fee0+7u7vRKzqfz2tnZydqCXgXZIGwN2lGV1dX0fUmlxv26a7X6yNyBIhggwnSsji8LR5zwHeku9Zini+ZGtVxR6rf0FXIciqLmUwmUhVSQArQ5rl9LfCenvsICKZ7EjLncoUxR2+6fu50OlEHARBlvaI700LZdA2letplNWVTPf3EAUTqQHA+zzMxMRF1GplMJjYZArDiJKVAF72MrnDgSQcgxsFBrEcIfP4BYN41g2dOwRq1Nt4FA5nwaJ07QDwrIB8Hn4O5JELnpBVrAVmR7lJFJAX5hK5Ab5PaISmIMneukGHf2Af5Ayugf0n9IoX05OREg8Gw/oK+8aktf51D9bd9MJfIKXLvtTNOgjCeOES8C9/FKaexwMzMjNrtdnRFcYIOGeI5+Bmbkspdmirla86fl7EFMKdEFp//9Kc/faMc6bduQxY/YI/n5uaUz981t5+dndXExITu37+vYrGowWCger2uWq2mp0+f6urqSsvLy/G36enpYAa9hRQ5s9KoEkk7XDCpfg7hSOluq2XycVutVnh4ziADjslpTp0kwkYpewKjICm8RA4Px2M4SUsYDAbBJngnEhrtw+JWq9UopvM2a6TVwB6hXAi7n56e6vz8XJ9++mkoVdi1s7OzCM3t7OzERjdTU8PtpmG3Dw4OosMHGyzQh/jRo0fqdrvRvYPwWqVS0fz8vPb29rSzszOSWtHtdsMQ3dzcqNlshrG5vr6O/FfyVmGApKGCZht2DpwOZAYFQ6eJbDarubm5KKAERMPCsPilu5z/bDYbnTG4J7KZgpVxEZMUDCMTfh6pOcilM/IuO+M2HcLBwgB7eNyjMCjKFFD4s3iKEdcYDIahQtIW2CynXq/H5jiLi4s6OTkJZnd9fT3WLClBl5eXsZ18Pn+3ffyLFy/0+PHjESDSbrf1ne98R9/61reUyWT03nvvSRpu1EJu8vPnz6MAECdubm5O7XZb9Xpd1WpVX375Zcw16RrvvvuuFhYWtLS0FGOC00Z+5+TkZKwnNpzKZrPR85p5RKfgwLD2aY/JGnTGGVDK2DpgTQHJ1x1fBwJcbtBpRPkwoCnThOPGekEecCSku3Q4ZD+TyYyQEIAwT2Eh/5XzGWv/HoDSCQh/9q97P/R1+jNy7qCEcWddOFhE9pmTRqMRzCbPCHFC6JrvOahxgOlFpMgLZBBAirFGD/EeqQ3zaIbLEuODvXLHmc2mGHc61OAIu7yhh7m+yyjjRO60s5GkqPA8g8EgnEkiPrDj7nyyOQyt+RgLdDgOtzsY3tPewT7y/eDBA2Wz2egeRHvMNNrytwGiU3zwOlKVz52Fl+4cSPStEy7uoDgLLN1FOLwuw1lg1jU4BrnCmecZkBM+Z4ycFODvODv+PNyPNegOO9990+OtA9KDwSDyClmcl5eXwfIQuoUx8tZdmUxGa2trOj8/18HBQXTxYAHhBSNgc3NzMXl83wWAPGJJI2wIE+uAlvuQ2+0dElx5IcTuDXtuND9zzW73rqWaK6A0Rxommnt7viKt7Sjiwnsnx5iFUiwWIw2CLgPeLQNAjvKl6PDk5CTmDlZldXVV5XI5dh0kt/309FSlUimY6OXlZUlD4/HDH/4wWin98Ic/1B/90R/p5ORE6+vrAVYBhbDGFIQRgq9Wq9GzuNFoqFgsRs4lzA/pBNVqVRMTE7HBD51MaF3GOFYqlWBXzs/PI42AsDGtGAHls7OzKpVKwXpLit358PIxLLwLDog7USnj4UrIlRFsFfLh6Sge8vNrZDKZMGIeHRkMBuGUTE9PRy4uz8R9UgYGRYg8unIHWHo6Aw6t776JjN3c3ETbOq5J4Q/foVsLYJVox83NTeQ3w2J/+umnunfvnjqdjg4ODtTpdHR4eKjb21udnp5GF5/BYKDDw8PoqMH6oMA5l8vFPDHG9FPvdrtRjAhQyuWGO6UuLi7GjqoU4eLg4swAsPv9frB07XY7NsIoFArhaDImKcPKeKWg0OfPDVV6jJM3SSNMoM8510aWOdIuFqRYDQaDqHcB9OIEYqC5jrOgzphxfZ4J/YXeZD1BtqA3WH88dxrt8YNz0em8O6DWx4Yok8t66uBCcrDr7MTEsDc/aSmTk5NRoJrJZKINqafpOMhBh6DzfV5xMrEl/mzIpDu67nQxDz6P6BbvUgTov729VaPR0OLi4ggYX1paiugPoBi2lzHESSRtBxl10OaF4KSKQdh41AXAztblLhMQK7DRHvGhxoqxxZ7SUpV6hqOjo+gx72Pua+bXBaJdfr4JUMdRcF0v3ZFzaeoO+iyNnvAztsFl2iNbOCpgAZw99BDXYK5YT86eY0vS3G1nvHl38IwTMa/TY+OOtw5IS8MtYj0vEyZxZmZG1Wo1DJmkqLrlIFw6GAy0t7cXFdwUd5EC0u12tbOzM8ImMDEOwF2wUyYuXfjcn3Nd8FFq3J/rIOR830OG7hW6gvOw0tf9zHVRWF6ZTDi52+2Gwuh0OpqYmIi0Cwy6pBGwQCpILpeLMYbFnJgYdvmQhtuDf/bZZ8EkTk5ORoEXrJIk7e/v6/T0VB999JE++eQTSdLv/M7v6J/9s38WW0fv7OyEk8DivLi40NHRkV68eBEK8fb2VouLi5qfn1elUpGkYDFbrVY4G51OJ9IKYE8Y+2KxGKz7xMREFO/wfuzUyIYwOHvuWHkbOHoEM06ABGQEEIpD4oczYuMYRoAbyswdPu9ekF4TtsZZGFhQ5JD5lu4UPClTyD/rxtkPl29yw3Hgbm9vo/WkJD1+/DiKTU9OTjQ5ORmfNZtNDQaD6BGdyQzrIJgfDEer1QpG8+bmRi9evIgOGp988oneeecd3d4Od8188H86AuXz+WhrB8itVquam5sLg8n6l+5Y+kePHunBgwdRzMrmQ2xPnsvltLu7q/PzczWbTZ2cnGh/fz++T6oJ+eFnZ2c6Pj5WsViMKA5zksvlIjrS7w97dFcqla+kOMD2ABqQA8YM0OkGFSDEnDkD7OQCupBncCCBMwZQQQ/7uKHLMIIAGu+uQZoL+svTASA0WFN8hpPKGACwWEuAcuaWQmPk2Jl7xoB3gjyhO4rLdCrfzoryma8LHL1+vx8ymc/ndXh4qFKpFK0wkSVYZ/QR0UPmjGdgXLvdbkRefXdV5i0FIN4GE3DDuPk7uTwAnLGTDvDZSZeUGo+IOllDHjPj72AZG8r804mDFB9sEQdjxntcXl6O5Gcz/tyb/Hu/F7oe0sjtNvo+n8/r+fPn6vf72t3dVa1Wi+f+JiDu644UHKeg3GXtTb+PbKdOnzTqlLlz6kSK/0MOwRAuX9zDnTS/L+c5CQjekDRS2Mn8S3eRTwB4JnO3OzF2J43A/qrjreva8R//43/8wXvvvaerq6vIy1lYWAhDQjgMI0ClrTRU2q1WKyZreXk5Qucw1/1+P9IDAGRMtANq7sHkwRB4mM2FMA1hOBvgLKLn/DjgdU+azhjOOPN/yh66d+x/41xYM18AGCk6bkh3Idbp6elgyi4vL3Xv3j01Go3INyYvtNfrqVwuB0tNV5Vf/vKXsWFFPj/cIGV7e1vf+c53tL29HVsjk8P28uVLbW5uxvvMzc1J0oiBvnfvXqSEAED/5//8n6pWq8FEVCqVKNI6Pz8PxUlRD+MCuMZY016OXE8URhquRbbK5XIoK5hbwAuKPTUO7XY7GBJkCaOS5g+6w4Si87xIPneDzlpwdgHDgpw5m02e5tLS0kiKkbMUPKuHZAEsfrgyRo5d+Q8Gww1eZmdnValUwvHFSSMvlrSoTCajzz//PFg6APXExIRWVlZiw5RSqRRhWd+et9/v6969eyO9uhcXF+Pde72eTk5OVCgUVKvVVCgUYsMiwDYGBAXeaDQ0NTWlhYUF/fznP1e/39fS0lK0hWSzFgx6p9PRvXv34t1p+UeRmRfOzczMRGtJDBb1G4wJeZvoL/4n7QU5hR1ivnGwXA8BZJFb113OhiOXPt+ukxjvFGS7g5wadeYXNpHndgbb8/O5Du/kutNTrIrFYoAv6ksYF8+7dGbeHZDU8Uv1trP8GHB3gF33uhz6+vWwNzUnEBvMycnJSehWxpOWfr4TJuvTwQTXZ80y9inb6zrGnQBP5WIs/F08AgsZQN2H59MCqInCYDd5L08R8PFPWVEirqSnUQQOCeGpI+4gARQZW5wY5JiCNV8rzpJjE3q9XvT6ZjfV8/PzwA3jGOJfxRq/yfFNv+/zNO5/T7+CMGMs3Nak3/O59/OxReg6P9+L5ZFhX3voD6JFKWjnedxpddvta5Z7vWn7u7eOkcZAoAAuLy9jS85sNhuMrudlTk5OqlQqKZ/PR3s1Ck8QIgQKj7rZbMY1mHz3pFj8CBHevivPcYyOdAdKXZlxLvm4fqAAHYCl53Et7ge4wxDx7BglD8fQQQIlhCMBI0uonR3j2u22bm5u1Ol0tL29HY4JoAHWxreJbbfb+uCDD/TgwQM9f/5cv/d7vxcFiRsbGzo4OND6+noYcViox48fK5MZdkCANZ+bm4uFRncMV9QvX77U97//fS0tLUUY8YsvvtCrV6/0Z3/2Z2Gorq+vdXx8HACQ3NJsNjvSMQBFQMi52WxGCJNUDc6DdYERQx59fgBDyBvFsMgMMkTaBOy6H8gUxidlQJCv1PhhUD2PbRxjhuF2oO1MnQMKz2/lPN6BZ3QQ7ZGd6+trVatV9fv9YJxhiWBF6VjBeK6ururevXuxfskB3dvbizWIAWdN0fGAOYV9npub0yeffBLhdFKLOp2OPvjgA11fX0eBYTabjXxp0qC63W5scX96ehrFr6SEHB8fq9lsam1tLeQWxv3FixdaWlqK+cCRoDiLLiIXFxcRBWLXw16vFww1RcBpmBU5aTabwVySb+iGMP0OMkp6APOV7nQKG+7FR54CAGhxGfIIGzLnYV3m3EE9tROeRodD66A8m80Gi4ijjIPr6XpunL3uJO0NDwGD7LoudQfAiRBJkSKG4+zr0cGqgzTAGc9PWiEsPlErdGmlUonaoEzmrh89YNYLlxkf6S7dB2fMx1oaRnt5L2cg03HgdweHHq2A6WYnVsajWCyGbUFOZmZmRqIrjCkygrxzH96ZNdLpdIIMAhcMBoPYdG1paSnkBscJmaN+CdlyRpO5oVYKHe1Ry0KhoLW1Ne3t7enhw4df0bkcvw4Q/U0Pv59jA2m0FzMHDoj01T7o467rTg3yw/pNC2KpCUNHpCSl6x6iDJ6e6pjFox4+1tRuYQPSOfi6460D0tJwsQOqPF8zmx02fz8/Pw+wSviGELSzaQgAkwagZqERck7DH870oQSZYIwMOY4+6Si6NF3Dw0neP5cDsI1i5h3SUAc/Y1Q4UDwePpE0YlBhEWi3BXhGmcI2U0wIO+ysEqkMHOT7YQT/83/+z7q4uNDv/u7vqlqtRjcEtkjOZrOq1+tRdNfr9QLQkm/N+DubRm5yu93WyclJMIyeC16tVrWwsKB/9I/+kV68eBHAH4Y7LUChypyxZfdLQrEYvqWlpXh+lLinCvHuzAFj5gse0EhUwOXYx9DDlw54eVdnxZgT5stlwRlqz9dFFnEaFhYWwmi43DMvGHqey1OHnNlxpo+fGUvylgFHMEuXl5ex2cr6+rrm5+fDiT47O4ut5EkTIhrB0ev11Gg0om6iVqtpdnZW+fywj+7t7a3++I//WK9evdKDBw+Uz+dVr9e1tbWl5eXlKFbd3d2NZ4L5rlQqI9EhwClRksnJSX3/+98PVsYjTTDb3W5X77zzTmwWxDhRzEqxFPJEpxoKakmBcafNmUGfM/pYe8TMjZRHCdAJ6A8P9eK84/yh/yYnJ4MZxYgSxUkL0tJoTOrAoRu9jz/PynpGr3vaA8aZOaCrEGOG/nRgxlqbnJwMRpfxcGfRZZh/PmYOkhgvnOQUQOEseB0HGzYxFrwn69nTJ7jG+fm5nj9/HpuJMLc4Box7GiVibJlrnp9n5jt+Po6et8kDiHIN0iPQOx5JZW5Ihbu4uIhxh6AhjI/8UWDNeCA7jClzjTx7RI91xlo7PDyMSE9KOuCsQYD4unC76WOLTaIonmJWunWkTK6P5f+Lw/FJerCmGCPGHGzhzziOUU//xnzj9CNHRESYA7oW0WnIaxJ4Vo8OeXTNMQ3YhyhEWnRKGqCkEXv5K8fsdV7D/18P+kizbTJMJF03EAw8TYSF0EUul4uiLe/HCfsKIybdhSVZbNKoAKUC6KEG0iRSZUDIykEszBqh6HQxopxhMWHHPMRJ6kEajuTaGE+eEeEjvwwjiYAyDsfHx1pfX9erV6+i2HAwGGh5eVkTExORmw4DSNEecsk4XF1dqVqtqtPpqNFo6MGDB7Htd6/X08rKSuzadnV1NbKBDgsHgIBXS9SATXdo5waIdRBMeJeqbEDZ6upqMPGAF9gsDDHFhXjppEXwDLA7zqLgcdM1AvYSVvvm5iaKOh1EpECeeWUu3SgColND7eyDAyueHyPDtfr9fhhJ1hM7CJbL5ZGcW8bf2Ta+h1z5ukhBBt/HCWaOcWJwgnFWyuWy9vf3AyCxNT3OC0ZyeXlZnU4nIgQUtRKZ4brI5Pn5ecjm2tpagLJmsxlriLmBuVpeXo7e5xQmrq6uqtcbFlw9e/YsuthsbGzEjoOem8vYnJ+fB8OYyWQilYb573a70VmFXNnZ2Vk1Go1IfyGkD/vIPLmz5GFO1rz33JbuemO708S6dEc5nVvuSSiXa7IGbm9vNT8//5W8eQ4cTtYkMgIxwr0zmUy0BgRQoyswvLQkBHjzTsh5oVAI0MN8els5L8Ly5/T15GvKx8SjMA52Xeb9s4mJiXCyfM48IkikEIeJKNqLFy/0m7/5mzo8PFS5XNbS0pKePn0a64X3Zg0R9fF78VyeosZ7M7+u7wA2Lie8v9tGfxd+n5qaitaldO9AtmGiJcV8uo3ESYLscnlwhwb9iEPCGkdWLi8vg3hJwbbbQv+ek18eYfbIZblc1mAw0C9/+cuwn9RCMM8+3q8D2F93+DyMA7bf5DOfpzS339+XY9x1eBbHME4WuvPh34F8WVhYCBvjqWFOBGBLPFLi0RbHV4wRa8czBQaDgf7yL//y77YIH3ewRTj5qCxqdoMj3EP+IAI/MTER4TGAqHRXzQqQQKE6++GCAXMA24eCl0ZzlAHyGCf3ttIdvaTRqnoUgB8wlg5iHIB4KF268xT552kskkZ21vN8XJwNAA+7D967d0/lcjm8PECKMzPsqNbpdLS4uBhsHXN0cHCgRqMR75DP51WtVqPdF+kihHZg+1GiFGTBSDx58kQbGxuhxCgKSfOrOFhknmcJgCIM6LnlAInz83Pt7e1FiBwQjAPD5i0OOlBcGCAYLze2sCRukJAZlBT5r+OYjlRBYgz52Z0JN5j8HTnC4QScAfyRD5wYZwYAQR7eZTx6vd7I7o+pcuf7DlqYf2RvdnZW29vburm50dzcnHK5XEQrcLLY7XBmZiaY52532LmFzUu8PzYpEPTVXV9fD4bq5OREq6urmp6e1s7OjjY2NsJx4Z0AEmdnZyPRoW63G0Bhc3NzxJFnHSFL/A3HC9DIc8LkkvtZr9d1fX0dqSSsAZjviYmJcOYcDACYvUgH2UO3uYPFGHlkIu0LiwzR4szTCfge0SrkBqMojW5TzLyn+aTjnC4HMzjM7hiyhnxnVnpp4/Q704qsEekh7Ixz7Ew9O1JCyDh4dv3tjqODAQ7WIzLugI2QOpEGnPVs9q6/u9uI1dVVNZvNsEXtdlsLCwsju6AyJugW1/EOVHkul0Unn1wf4iQx5ykIRW+5U5QW+SG/7XY77CROMT3CvV4JPeFygV7qdDoj+p3venoPesqJK9c/1MuQkkgOfbqJkKToGOUOxvX1tZrNpubn50f0pT+zy8A3PVLdnpImX3c+/3vE2kG0H8gFc81Yp86Lz7M7YNlsVrOzs0FYIIvodkmhszyK4ffjM+TP09M8iurpIaw7IhiOq7rdrvb39/Vv/+2//ZU50m8dIz09PT34rd/6rVA++Xw+Qi5UJxMizWQyETpiEZO64MabRYFSwGj4MS5E54pQ+iorze+Abm8CzwFwRzkR6naQQxg9ZfSkUaUAQHRwnHqiGC4E1vNlEVJYrMvLyxGm+OTkJNq20WWCXtMoLEk6Pz8fcSAqlUosMkmRY7q8vBwO0fLysv7qr/5KW1tbajQa0XIOgIojgeGr1+vRDswLFxh7xoB3RvHn8/kojsSJos+1b9/cbDb19//+3w/Fw/bUPE+pVNLFxUUYn8HgbiMfGESUDWPMnAJgMNjIGnPDcwLWx4HRcUcKpFO5RskATtxB9O1vc7lcpBxgCFGAfAfj7IYUeWNNOJj0teHv7AqeiBDz5nmT9Ne9uLjQ5uamZmdn9eWXX2p5eTnaC56dnUX/aFrSOdhAdiXp4cOHevr0qR4/fqzj4+MYn36/r+3tbb377rs6Pj6OuYQZzGQy0TMap495g43xw1lADAMFrPl8Pn6GdZ2dndVnn32mhw8fBjCnW0un09GLFy/08OHDkZQEIl84bJOTkzo6OhrpxYy8eSoOugm9MY75gvHzEL0X/zHnMOk4YcyvR/c8jcl3iCT9Dv3Dz04KZDKZ6GUPmIdVpsDU14BvDoIzdn5+Ht1QWFe+Johm8V63t7fqdDoROSCs7EAAe8HaBpT5uuM90r656AQiF7zXzc1N6EbW1v7+vv7pP/2n+uSTTzQ5ORk6DH3XbDZ17949FYvFKORm/bN2YcGZd2e/mRt0LSQD48H7o2ed3ZXuHAkiEz4XLlPcg3mkxiXNJ+fwSAr3JZednV8Zf3cABoPBSLTGdY6DQ9LKiKZAquH8wkBTyMm92eCH67948UILCwsBqlNA+00Onu11LPbX2QL/3NMN/bvIHofbGJdZJ2P8mjjyqaPhUUl3eHBSeT5fN044YmdInXGHsNvtBiYBazhRkUZV0TM/+tGP3mhnw7cuR5q8Ss+jZMAPDw9Vr9fV7XZVr9f19OlT7e/vjzAMKIZeb9jiDSG7vb2NvGDpq21mxh14n4A5DAqKFkEmvOQMDMoMVomfPW8aYJOCFQ8ZITQekvM8Lw4Wg+dPAjIcaCOMvd6wm8fh4aEGg4FWV1cDPErS0tJSgNpcLjfSzQKGDSPFxhj9fj9akdE7lhzpZrOpjY2NMI70xyU/+vPPP9fe3p5+9rOfqdlsqlqtjoQaeXdYjlwuF/lSrggwqqRvdLtdPX78WI8fP9Z7772nb33rW3r33Xf14YcfqlQqaWVlReVyOcaFSm3Al/dRZswYAxRJNjssHGT7Y2fGeEcMAV0NeDcH0S6P/k7OvqfgHNlxhQwgQs5hVvgbLeM8FQSw5+sFcOQpQ74GPLeR9YLMOUtJlTb3ZkyQnZOTE83NzYXjtL29HeHa/f19XVxcaHp6OuSGPEwcaNK5PKXk2bNnur291e7urm5vb3VycqJ6va52ux15ysvLy9FhAKC5t7enbrerVqulSqUSzhPvmkaE3EDh2NMfuNvtxvMeHx/HBkRbW1vhVNMWsNFoaHp6Wu+++64KhcJI323Gk/et1+uan5+PzWxgcfP5fDCcDoBdl7D2+R1dhjHzOUIWmFOMIU6Wb709jiljDHD++Rzj6N/lPVkndHugi4rXqaRtHUulUvQZd9YZ2UwBNf+PiwIxZtyPiBF59M644XByHQd5jHO3240UE2kYpZqbm9PV1VXoL2xTrzfc3rtarUbaGSQH3zk9PY0e/D5u2AkcVN6Xz5hf7gUr7volTcVyZwqZwQ4whxAJOMcQQ5zPuSkQBmjR7clzyHlWcIATFh61pXYAewkR4DY63QEUuea5eN40xSObzUY0k2JEInFpFDs9XocreOf0ed70+3yHa/FzGhlJI6ZuYzzqyOF4g5RD7AXyI2lkHfMMV1dXI441OsUjWJAAHumgL7gTLKwnbzspDeXTu22R2pFioK873jpGulwuD773ve9FLit5UXt7e7GBBmCYgj+KjAAhL8emAAAgAElEQVSmPmZUD+NhA4xYmOlOUc5GAFg53z1eD0sBkh0Yeb4rW2wCHljoHkJx7wxw5J6zCzDgh5whv6+HaRlDxopwsOfFci1agDGWL1++jDZ4hUIh0kI8bHd2dqb5+fkAocfHxxF+hTlkbNrtdoTIMXR0xSCvDrbGw0WpwvJUklQpoYBYYDAIPqawMPwMs4qx87Aeygjv13OsyRuHpYTZozAFAIrswazw7K683WC5wXGl6fLE3xgDxsGZAGeTYMkczEp37cx4JzeinuIEe0DBLwXAMHg4GZ4GgAxinAuFQrRrQyYlRQTp8PAw2sSxZpBbdv9ja3nCfLwjivfq6ioAOEVazWZT5+fn0e/28PBQ9+/f12effab33nsvrpMyjv1+P3b9HOd0IxfuoPjYIUPeRrPb7WptbU2np6cxX8gQ8gnwc2YHoOzOJVEjGFUAEvULEBHIHTnxyDikgzN6OIPuOCFvvBvzjn5hTjOZTGxnzv2dlXUCgHdjnH0M5ufnIz3s5uYmHCSYfZ4BOeLdbm5utLCwoFarFbLMP0LHrAcigDi1zqZiQ5yQkRTyD9vOvPgcAwhxZAEQ/X4/bMDW1pZ2d3e1tbWlw8NDtVqtKPy9ubnRycnJyM6ibCaFviCNEeDKHBFVwEEDBMIAMo44mw58ADBpGiBz72vNU0q4H3oMWaJQVVKkyyEr6AMcbG9rxxpCJ6ErAeIUHLMbJCka3W439C2yDQnkbCYbd2FnqBUioknEx4kooqY4dHRScQc61QtOXrmu5pruePGdcUdq+/yajL9HDtHzODnSXSSB730d2+3v4/OaRiTBAr45F7Lh66Xf70djA9YIkfs0moJccq5052iQMiIpHMlWq6WpqSn99Kc/fSNG+q0D0qVSafDRRx+NhOsJEfjOQl69jQKjhRZKFUVDaygvvsEAMnEoVhgkD4k60HHQghD54nCFALD1nD0PYeXzd62bfHHxjp6HJGlkMcI8YdC8UM8NsPfc5hooWMJjbJZyfX2tpaUl1Wo19fuj/XhzuZxevnypcrkcIcqLi4sAY/yMIT87O4seueQ0zszMqNVq6X/9r/+l6elpffvb3453SZWys6P+7IwFbbpSVpfx8yK+1ykPACWGzwGmfw8jwTxNTk6qXq9HmN3niYWPvAHmKGzzXL7b29vI6wVsM1fIB44OP7sceBgPeXTFznnjwDWGrNfrRWEcht/DwA4YuCbMnIMUnEHPYQM4IasOrAChODXSUEnyt1wup9PT02gl54Wu9Jc/Pj7W4uJigEZSKfr9fmzSs76+rtnZWe3s7KharYasYhD6/X7UYsA8pcDWwRZj7LoJ449eSMef98nlchHxSQ2wEwAOWAB35XI5jL0X/sDA833uRZX9xMSEarWaPvjgA7Xb7cjH9jaEvIukyDv1/tTu2Hrax/X1daTm+NbL/O6RB97L16gfyA1rxxksJwOQNZwJdHa5XB6pfwFo8KzuwAHCkH/PBfcQMoc7Aw6M/F14V4/O5HK5iDRUq9XovgE4o6sQKQz1el0fffSRPv30U52dnWl1dTXkDz2DvkzzmR34IgfIJcAUMM78AGoYV2wd8uWMPe+JU5MSQK5jb29vo8Vkmn9OGgUOCKlYyJxHYHxsp6amItJJ7nSxWIzIJqQIz8p9084PRAUZJ3QrBAbvTUQE55PdlNki3O2/v7tjBWm0XznP4Iz4mwDblMjjb06QuI52ttpz2p2ESll1vsN4+D3Q8Tgg/l2XC5dJX/PoesYZHUaxNSQDa9T1LVE2UpSy2WFdA9Gcv/iLv/i71I5xB+BAuqsQJe+vXq/r8vIyCnPOz8/V6/XUarWCoSmVSrp3714w1dlsVo1GI7YFrtVqIwo19ehc8XN/FiBC4WEHQhEYZYCgh6pQ+HSXQDGgaPC+AW0pGwRQ4nf3/FCWPA/KCGPvzLN0p+ApfKnX67EhCkw1zE+9Xo+2WicnJ1pYWAiP3RWoJFWrVdVqNZ2enqrVagV4Ilcul8vpxYsX+pM/+RP9w3/4D/XRRx9FfhrvwT/e2T/n4O9EKvw8/kdZOKvt8uUKAODhBWPOJDP3KBgKLNl6mA2CmMd+f1jYyM6JsBg4HOTJolRcZmD6HYD4+/D8qdJO2fuUqfZQXiaTCeXV6XR0fHysq6sr7e/vq1arjQBdvybjAsC5vr4eSWNh3XIv5lwa3dBhMBhEyhZAUJJarZaq1Wp0xWi323r33XdjgyBa2mFMLy4uYitw1i0FfNlsVo8fP9bU1JSOjo7U6XRiC2Z6WQPM5+bmgs0lhcjHz9e6jwcGzkPEPmc+7r3esKL9+fPn8dk4B4X3QCd5Whmy5w4mMgq49Zxh2NbJyeHGNsfHx/FcvvkNwNQ3DaLGxMfBUwIAlKQfuPMOw+jRPdYwUTuv2+DdcarotOMOHwcsF/qLscHJcOfIxxbCAWfL2XQnSwBc3sN/amoq8tQZW0AX78W9mQO6EmUymdj0KHWgaMsJYw3Dx9ytra1JGhZZ0Rml2+1G0Rs2hPG9vb2NnGGeCdlDzziR5Lm1qezgZLvudb2UpnuxxnHoeE/0K3Un2Dzmjn7Z6GrXOcyZpADFOHmsH3ZAzmQyEQmR7voNo3d4b35mLj0qcXl5OZLSRPSRlIJu924HYCcLGEPXkV6ThEw5k49O+ToQ7WPujjoH4w6I9kgqWMaZdQ6ul5JzrBnGCrKEsSF6xXO4zKNDmFfwCe/udSYXFxfhDGL7kXmaRfA95JyI22Bw18iBe6dk2+uOtw5Ie04Og0dVf6lUipAvLbA8p2Z2djZ2u2u1WhGqgQ30QhO8TumOrTg7O4swXJpbBODiQFH4AvFQFIqBc3K5nCqVii4vL2NHNdIJEAYv4iAfy3OwMRwOinzceDdXIig8XzCcu7u7q5WVFTUaDdVqtejTTNiEcUbJS4otwhF2PM1ms6nl5eXI70ThXV5e6ujoKADMv/yX/3Kkq4orUJQCC9qBtQMQN4YOdDif3LoXL15IGt8fk/sxRhwYSH8+l4NSqaTZ2dmRXex86+IUTKY7aXGu5zJyT2SbECkMmz93+q4ObJydQEZRojwXeZjSkFFcWVlRNpvV5uam7t+/P/K+ABcAmzQEYWnPVv7Os/j5vilELjfccAXFeHV1pbOzMw0GA73//vs6Pz9XuVzW0dFRMEKwFShW5JCx6veHefkoadYTrHW5XFa/31etVhvpoNHr9fS9730vCg09TYtxTo0c7+dz4uc78GSe2Njn5cuXWl1d/QrjxnedPeXannfqoBBnzguxfOw97Yb1jw5BFtBbmcwwH5INQpgvdBnRO1g/ZBsDCmD0lBFSnHwDDoAKTiPAx5+VHvX7+/tf0VnkBePEkRqCA+vg0HUfz0TBIzLgso1xB9Dh9BLpgGUjpQsSAoAHAMZhmp6eVrlcVr1ej99hnWGFPf1nYmIi2r16i1TWysXFhXq94U57u7u7ymQy0YMeHcj/t7fDVrHUv2BjCKvj4KAvHCDR9x+G0efAD5hNQJfLCw41rDFFe8w1OmRiYiJYa3c4mRNAnHQH2jwCxrqCxHrx4kVENs/OzpTLDWtoICc8ouDPihxgh1hL6CfIHtK8xrH0KQHmTkoKVF+nz9Of0+N1jHTKgEujuzliYzjPf/Z7+piwbrBT2GJP/SMSwu/S3b4SpGWhu5wsQ25SxxHHiBQajxIfHx/H/ZA9bHYa2Xrd8Va2v1tcXIziIgcLFFtMTU0F6EWpArK8+paB5xwAN8qbhYUhgDEhnSH17DykJ92xCb5IYGbS8AeesIcjXWlgqDAMGCPu4SE+TzVA6DBSnOchPRYHgg8Y8ab41WpVJycnevTokSqVira3t0eAPaG1QqEQ4TWAWqfTiZZjh4eHMQa0D5SGzsrS0pKOj48DhHtYf5xn7iBaGp9a499loX7yySe6vb3VvXv3RkDx667rLCPKh3GCtUCBMo5eRAqg5gAkILeEH3lnb8WXMjukexA2R3aRsXHKmM+duXAjzbpAfgmjYeCnpqbUarWi5aGzDW4kYCodsCKvPke+bhxgAfKku1zBYrGoRqMRa6FSqajdbqtYLOrs7EzZbDaYavrmOrjm+YrFYowf+mF5eXkEcHrbOYpJPS0rHV8On59UVn0OfC7IVSWtZGtra0TO/PupYWNs2SRobm4utsD2aAEHOcYYJPSGtwb0+3me82AwiPQrCiULhcJIrYin+XjKgI9ZJjO62QqAxZkugL2kESPsY4fjeXt7G6QIoMrXC7nDADRnwQBkDuwYV3fIWdfc24G41wR41MjXgxt0b7fngHZnZ2dkZ8xisajj42Pdv39fBwcHI0WM5XI5aknc2aG7i+fHT09P6+c//7mq1Wqsc+aaSCx6H5sGu+fhfdhl76bjNRquC1IW1ceFZ3AQRAoR67Zer4+kDziziA0DsLqTh+PB2EIy8UytVku/+Zu/GS0DSafkPJwgjyAhV85kO/tLd5rb21sdHR2pXC5rbm4u0mBc/yD3sLfuFDtA5XfX5eOIkXE6KNU7/ln6/Ohcxs2jBu5oShqREwfr2A3sXGqncCJdB/h1vK4GxxNyjg3pcJCRO0/9QH8yZum78zwHBwdv1P7urWOkM5lMbMDBzmX1ej2M9/3795XJZEKo8SK95RG5V+T1kO/nregQMg/rIQx4VilrlIIZ99AAYXi45Jx67iQCSZsn7o9wA/4JM5O6ghKRFMySh6i4J79jcDGsPC/pJQg4OcuEHff29vSLX/xCz58/D9bu9PRU9Xo9NrJotVra2dnRxMSEcHjm5+cjVF6tVpXL5XTv3r3Y4hiF/F/+y38JwDkY3HWScAaPv0l3hT4oIpTDOFaPOZCkzc3NANEpi8iRgutcLjfSXiebzcZuiqR2wHxS/HN2dqalpaVg8Ak9uvGXpEqlEgwT98LgofTHzZEX5Xn6jivM17GaHs5DHmGQcMgwfoVCIdKhnGFw4EM+KeAT40d/ZwfurkhTZhHFXCqVwliVSqVgkShOevjwYfQqJ9UIcOIhecaZlovkpdK+8eTkJAD67OysDg4O1G639du//dsxz+70jmOhUzbIP/eiTD4HcDIHFDpKb9YuCxAFswlp4Pd1Q0ldAnPi6WoecfGUiJmZGTWbzXDWzs/Pg0GGuU4BPnIK4wQo4O/MibNFbmSJmKCTXI5ZB6yvfD4f+j+Xy2l/f1+Soq8/cktXIPQMjhb9x/v9u44Brg+73W7shgv4IZdzamoq8ulJmWBOAdCuP9g1lb95W8vJyUmdnp6O1Phks8OuQNVqVYVCQe+8884IycI6JQKAvcC2MVbvv/9+pAD5PNdqNV1dXUVONmFzWhEiC8htmgLH78iYg2nXwaxt18HoDq99oaMV78/7YaewXcyl20UYcsA4MgOQxjYeHh5G3rsDSGedWa9uQ9yhQ78Rhe31etHubmlpKUgExpzxRn55Xt4HVtvXJrnB7nDzLK7Px9msrztcL3Adrydw3eB2wuWH9emylOZVI9PsXunOlX8HOSLSQSEha417M0+k2xE5wp62Wq2RuiF0I5GvNz3eOiBNLhLKNJ/PR2u25eXl6M/KAOMhwuIRput2u8G0FAqFWMCeQ4bQk0IBiL65uYmiAmeh+dkBNawtLLGkSHXgntPT06rX65Lu2i+xJTKLztsqAfi5p3cnIScXBQLbDbuSMjAOcCRFsYcXP66srOjo6Ej379/X6uqqlpaWJN0B2Gq1qnv37ml6elpzc3PRkeOLL74Y6bG9sLAQ96FtU7FY1OTkpP70T/9Uv/u7vxvOAu/nzFZ6OFvkQIQxYy4zmbsOB1So+xz9KvDC95EblCoG1Vsm3t7eRrrAzMyMTk9Pw2BMTNztgEi3EM/HZ5zcEPi7+++zs7MRugWE+3u4onVFxrt4Sgn55DBNgHUMTqPR0MnJyVeMHKw4ChFjj0OAbDtoTA8HcSh60imonGcscrlcFGb98pe/DEcFpnQwGOjZs2cxxgB6npO1SOoIOY4YumazqWKxqP39ff3X//pfv+KM8HsqG+k487mDS4w6aQB8RgHlmx4YQNZ0rzfcFdTrERhDImeMfa1W0/n5eYBldg/EwW82m+Hwkh9eq9VULBaVzWZVr9cjCuiOJc8FkIRddrYrk7lLTfKxY0wBRy4nDvYdxJVKpfibd/TB2C8uLoY83N7eRk0G0S9IEzaPgBRw3Ug6xe3tcHdGHAAMNOuVlBJn5Tw9g/VJJIsNd9AZAMqpqakAievr6yPPh5PAJkPkokuKFBGc92w2O7L5E+wd+cK017u4uNC9e/ci7xeH1+cIp1bSSBEr64W6EZf9cQyqR994Z4CX17AA0vjdAW7KNN/c3IRjzFgDdEkbQF4ymUy07wQ8ch6yValUlMvl4ro4+oBpQCQ6jlQa2H23874evH7Jxw59DWGBPHlEiXPTCLiTX77+3JlPdRfX439PtcM2cngxIfPlTgDXYDx5Fq7n+2D4XHJtT71ELzpp4WQLMsfPrnNch/k4YDsgft7keOuANIaf3r6Ewvv9fhTnsVEGaRv0h/a2RtJQMTWbTTUajfCGAEmkQADsWHx4ki9fvoyF5h6jGwcYDJQZix6vXVKElMrlsjqdzkhBHwCetlMICblDCCKhJEIiHurEE0bRcD6KzBeopHAwUJArKyt69uxZjDUGoFqtBjjnHjDUeKw4CLDabOgyOTmpVqulpaUl7ezs6L//9/8exV8paHbl/CaHA2dnUGHySd35JtdE7iTFM3a7XVWr1TBY9PxFMXiIDEeHHbaIOjB+t7e30W2C8LO3TcNItdvtGNuJiYlICSF9xo1YCsAdJBACl+7Yfp4btvv09DQAAUo/k8nEGuIe9AlFocLqoVRJ+UmVM4qT9cC9vEE/Y0eHCYB0o9HQ6empcrlc5FAXi8VI96pWq9GJBxCFjLJWJEU0YWJiWPD0rW99S//iX/wL3d7e6vHjx2Nl5OvkMf2bszHOxuMg+AYZb3qgW+ifz8Y5bIayuLioXC4XUTtkCBDFXObzeR0dHcW8ktJC/QdRqLm5uSg0JKcUxswdSJ/zNJqTvh+6kXQUWF66TgBcPMcWYOP59fl8Pt6d1oikRcGskvrS6/VioxJ6vSMPPA/rEf3BWmQ9M4aSIrLWbrfDfqTRS+YaAMKahjE+Pz/X0tKSzs7OdHp6OrKZyeLiYtxzfn5eu7u7Wlxc1OLiYuiTTqeji4sLbW1tSRqCasgg9AI6eWFhIT6j8xRgg9+R1UKhMMJ8kwqEs40OAviMk8+UqPD0AU+7o9aBZ0MnwCzC8EqK6DL38Zomng37iF1lPiSFvmT9EVkmZ3tiYiLatfJ85P97XjMkG732kTOPqnBNrzXAuUQHcx9nvT3n2Mk4wCdz5OA3jeplMplwljmXOYBcBH941Ag9lQLwNILIszKX6AHGCaKP8eBaDoKxh9gBALG37IX8oQ7D6w08quTZBA76x0UKX3e8dUCahUBoCkan3x8WFR0cHIQykO48IIoLYBCz2exIKA1Dh4IABAOoUfqA63v37o140A5cHJiw4PnZQyAueKR2SENhoHK+1+uN9EcFYPjiYlGwINl8AADPOZ5OwHOyINyTA9TQg3Z1dTW8fgDLl19+Gb8vLCyEsYWZdjCUzw/bjpVKpSgqZAGWy2V9//vf18rKiqS7KnxnMlKP81fJhy9CGCKM4LjQ65scGDkcBumuBzkFRmyKgDxgnNmQxsEASs3DbeQYo0zZjMOjBYQ7kW2UL04DY8a7u8xxb8YHg46yI6IgSffv31c+n48iJ9aTy5kDap8bWHkMoY858+JMrb+Tp7G4fBYKhWDNer2eNjc34503NjYiRQPHl0K3fr8fjrQXuc7OzmptbU3FYjHA4ZMnT/TDH/5Qjx49Gnm+9BgHpt2J8fN8/GEfMY7SXfHYrzr8+qxj2Hacu+vra52cnMQOoowp92XeUmYcXVcoFEZ6PROpyGQyIxskYdhgUHFg6vV6jL9HvQBAMIauyxxgOBtHN4R0nPguBcMUlSMXlUolOnwgT6RoLC4ujuSvlsvlr4yLM6de7M378JxcE+dD0ghDSuqgAxb+5/mIrhaLRZ2enkafaIqVy+WyXr58qUajobW1NQ0GgwDdpDlQfMWmRIBib8O2vLyso6OjAM0QTZ4zTsE9Tis6C5tI6oc0up/CuFQOJ1dwptNILeejF11O0RHYWv6OnuS9sFkUbBKh8bal/A+B4+klgE0nlCAkwBBEfpx9h7hwdpjxoI81+tR1GePN/XgH7CUtWz3lBNnne7wP7X3d+eB/z/d2W8DBHPPOEEBuL9wBchImtcX+D9wAcQWmymQy0caVOQe/oRfR2e12O97FI2+OKfgfvU56FQdy902Otw5IS0NBbjabocxQYKVSKVIFWAgMMt4OIJp0DhY653ieH5PBdwDsKKnUe3MD6142zwCAJL2E601OTqpWq6nZbEY3AYSB/Lr0mWGknLn0kAnsvC8y3sd7wHJgOFE4gGrGOJ8f7ihJq8Df//3fj9DjycmJrq6GW7E/efJEtVpNs7Oz0aGD1oQAHXLVCJEBsNJQEe/lY/2moJoFzaIjvEnu1jc93GAA/FBW4xQpLCipNuMAFt+DfWHOuRafe7st5NJ3SXRncBz4czDHWPA9AA2MDqw9O4K2Wq2R8fccOu6DfDnz0G63R8J5tOfy90hlMC1c4jP64vr5sJeLi4va3t7W/fv3QyGznTjMGs4G7wIjs7u7G0aFjjluMNIc7nFj6sfr5NGdXQ8bo2/e5GCsPe3Je+yio6TRXtUYZtdTnjMNQ+WRFphydNfMzIzm5uZiLHC4mF86bqyvrwfYgrX0aBDP7fKahplZE4S6Mc4YfkLlRG8wuABs748NO+h51+7QIZc8q4eSYcxhwFk/kkLvOpPH/c7PzwPUsp5JIQC8ZjLDzarQj/1+X5ubm7q6utLs7KwajUakZVAsCNC9uLgYKaScmZmJ/HXsHuPL5iz5fD4iiL5p0mAwiBSeZrMZ9+v3+yO7LUIOoO/QqbyfO+3Iu0cnWEfOqvKPv7HuOp1OEBMUEJPecHNzE4QNUT3ugazhjOGoSApd3Ov1Ilfegbc7iETBBoNhoRrPJ42mXSA/yAT2xtl4J7qQawAzskb02W00wNYdCJwDUulgc7kHxf2Qcp7KyfO6fvJcZ8be2X4nMRhD11fIGDLH2jo/P4/58eg/efCMI/diHQ0Gw5RCHHEHw8iJz5W/B9EVT1nkPd6EpJDeUiBNbiPKgfQNWsbhQWO8ADMoCN8ZB6NGBTEeEL19EUpPh4AVSFkr94IQVBYR98B7Ron3ej0dHR2NKP1s9q7nom9hKt1teIBwVSqVAKYUQPA8sEnOQjurymKAPYUJwCivrKyMpGNIw1SP29vh1srFYlE7OzuRdpLJZLS8vKzFxUVVKhUdHx9LUhhe0msIx+/u7o7k3XGMA4TOfLrXzPl+AKgkxZjAdtC94ZscjKGzTIPBIIpZJycno/83IVsUCnJ3czPcdhsW2UPgXJ85SVuMAd5Tlp85oRetK06PkDBGyCIpEp7zCVtP6JhwuINsHEMMqkdWMJzIOcqe72MQPWyHUXZ23vMbM5mMOp2OGo1G5LbXajUtLi5GaHt/fz+K9WCQJI04GWyoQnsxWNepqSmtrq4GQ+Ky5GyKj6PLabrOxoUS+Zx3ckD2TXKj/XrMAcCXsaMrQbr7GnMDkPLUjHx+uCkQ444Bd5bYoxySIqyNEwZo4VqMEwDWI0s4NYwt52GkHVDALqIvuR7rinFA9j31QLrbiZD1QGoU84CMkHvp+b58RmqdA3pJAWRgxDKZjBYWFqJI1h0lJ3S4frlcHokmIJ/9/l2P4n6/r6WlJVWr1UgdI42MyMTNzU3U/9AdibQhyJRmsxkMcy6X0+LiYvS+zuVy0SmJnf2IxEI8eb47c5YCLWm004pHmZj7NGfeyR/kigjR3Nxc6E1SUAaDu85AOAIOKtNoH2NI5JB583Q2jxJCUjDGCwsLkhQkAO/ku1o6SeH6nvXttmhiYkLNZjNynvnM61scPDr+QO69YB0gDLhE5nK5XMga7+hYAPzDOyGDPgY8Cz9TmIqOr9frKhaL8XzMOfPkEVLsJPaHscMhhuRkfnBIPRUkTSlyR8NlE+Kl2WzGOL7J8dYBaQYQJT41NRWG9OjoKLbXZWHBBp6fnweIg7XIZDJ69OiRVlZWVCwWw8AQMnGvGQVyc3OjSqUyotictXK2RbormMFg4D15j8vl5WVNTU1FlwsYIUCXpGAzAB6ABp6PzT1g6lhc3M9DbA6q8BpRxCjxiYkJffLJJ2E0nz17FsKJIlhYWNDq6mrk+15dXYXn+fTp08jtfvbsWaQfTE9Pq1arKZPJaGtra2TBo5DGeZGuYNLDlbN0F/ZDAaGsHCR93ZGGsDhgSLgf7B1GHIdmMBioUqmEYvIQFXMAgOX38/PzkZw6z2vzsJ2kMPoYEOQWJiSNNPj4Mo7e4owoSa/Xi3xPFCBGg2dGIZJryfX4G2vTwT3hY0/pSPP0HbSSNwkQn5ubC0eRMPjR0VEAHKI5zihzT8YFB5HUFTreAATpBjJOFsbJmh/IG3KT/gyI4LlwmtMIy+tk0Z8BmeB/Qu5TU1MRjaMDhF+/1+vF+qbDjrPCkoI8kL66yyvRJMYXGaC/PmyprzEMG88t3fUUxlknt5lrM2+MkxcCIjfIpBME6FaAFvcgJIxOc/1MFyFkGcfC62sYf0AuLDIRD0AIuckw+awHxoJxW1lZ0eHhoQaDQbD6zm76d0gLa7VaevnyZeiU5eXliLDAbqOnO52OKpVKjIdHEahngATCWZifn48dVtFFFN/RvcnzmmH/0B28H0DHW2l+3YFuBPgC3M7Ozkb6fiPr5MKzftK9EygidhuSyWSChfd2hdReAMjRTcgWcsNaAOA1Go0RZtbtUr/fH3HISY0h53liYkLFYjEi2jCv7qhi832NIM/ULeDooR/RK6f0qzYAACAASURBVBAR+Xw++r57ipU7325LPDpIrYR0t6sz5+EE5/P5yLnP5/NRhEzhNjqXwmVPEeK6pEOtrKyEg8DfnExinCBISRGRRjtPMS7M+ezsbNRLvMnx1vWR/oM/+IMfrKysjLBqaQsZPzwsUygUglUgrMN21wgboWGEgYUHKPPtglMvCyCAgpHukv/xugjb+IYDfh/Pk8YAe14Xf+MzQkNcD1CLR4jSQdlJdwUGjBWKDO+SdIyrq6tgoNvtdmyrPjU1FaGkZrM5wihVq1Wdnp4GAwNYIk96bW1NDx8+DI/TGc50zpyZZnw8hSE9UiabRcm1HVyNO/gcg+DgE9BFiI30GRQNzDfPODFxt3GQv5vn2nmaBeMHS+ay5QwtzCHdVchrdYYoNWKupFO2wYEweafc0/Mg3dHhcNlHXvv9viqVim5vb0fafjmgdVbSQ+48C86KFykCdggL3t7exm6lk5OTkS8K68bzkVKAYcRosUYODg4CPAKA0mjBOHlLP0t/Tpls5tPH800O1y3cl/f3PHocVUCTj71vVoJceLQOxo/6BRw15gGnC9DHZ5nMsGUZDLinmblcMLfOhHm6j7P2vAfvko51qieIFiJDACN0NvnfzGuz2VS5XI41CvDxiAlOL7IJYdLv96MoDdAEUCIVAwbdI1/k55MSUiqVIsWM5wMoISecj7yT/8y63N3d1ebmpk5PT8PxZAxwpmCdYf5Yr7xbo9GIc9ktlEJwSSNOgXS3nbU7qD43noubriOPmLmedRuHnvLwPv9TYOm97D1nm04lTiY4c+2RMdd7DvA4r91uj/RYh4jzvHT0kkcyeCdnxJHF6+trlcvliMo6ceB56B6N9r0fWMMpYeF5+DiLpMXQ9hGcgUwx5jy/A+2pqSk1Go1gyYkapu0FYe4B20TD0i5lODKSRhwBTwGTNEKMsl7djrqzyuFEqYNunJHLy0s1Gg39m3/zb/6uj/S4A8/ZN12BzUCoWIQoQL53eXkZ3jfH9fV1eKewCtLojkzSUFBPTk50dnY2EjJNWRfpztvk+wALlIfvfoX3ieBJdyBLugvPejiK+7p3yIGQeziesBJ5cDAWhJ68gGJnZ0ftdltbW1vBcNMJgTx0Pke4Cb9Kw9Z9y8vL8XyE4ev1uk5OTnRwcKDT01P96Z/+qU5OTuJdHQi7U4SCTcHNOOaVOeHZHDy9DoCPuwZy5M+C18916RzDc9EVwZkJvu/esytvFAZhZM/v8/cmjItsOkDxPFg3Vg7mXLmjvPnngN4VNfOZhnAd2DtbDhjv9/uRxuKsC/eBTbm5uVGn01Gr1RrpiUtYmuufnp7q7OxMlUolQuJEZSguOzg40MzMjCqVSowdIU6uiROzsLCgq6srHR0daWlpSc1mUwsLC3ry5EmM1dfJTPpZyrzxPc/3ByT6338VY/d1MuppIRT8IrPcB10Go4we8MJRj5Jg3EljgMUDuHvbSMafIjmeyXUOMoQeRNfw7DCd0h27hFEkz90jejhPqUH3KA5RIP5n6/hMZrjrKNEH3hEH358BNpE5grklIgXDhk7NZrMjRZ69Xi/SZXDmYQJJmWq1WioUCuHg+c6K0p0O5xrM39zcnC4vLzU7O6vDw0NdX1+r0WioVCr9b/beLEbS+zz3e6q6eq2uvar37lk4XEYk5QENm4poy4AkGPABHAOGDQPHCRyc63N1ggCxfUPDsBYDOQiQXPkiRq59E8AODAswEFuSFUqyQEmUSI5m772qq6u6q/eurspF6ffWUx9nSMrIuUjIDxjMTHct3/f/v8vzPu/yj/VGz+gJyWQGIwOdaex2u1pYWJA0AFNbW1uqVqtqNpvB0nNP6LdnI1wOkBs+CxuTLFNwoonfoePSQO88Kzc2NhZlMQTETJUB2PEzynYAmF4mB0ZwRh35wfcjR6enp8rlch8oDXC7y33DvnswyOd4WQvPQrkfBJNnWQCQ7C33yPcTiEAAogPIjwckgOCtra2RLLGP+0O/kxPFyGiwH8ihH2GfJBrIrLKW6JWkEbITneFnyT6Ifr8f6+8lfx6oOBHmhBmvB9NQvvdxr08kkK5Wq5IUdam+YJ4ec7BApIvhpKEBQ4sS+qlzRLkYU1ILjFQCRGEkMfYoiKfnvdHDQSJOGxaGeZf8ztloZwF4H+COGiYHn3wPgkxKaXNzM5gKOmdxrrCArVZL9+7dizpF2OOTk5NgoXd3d3V4eBiMSLc7aAJttVphAFgzUlpJZoCDaRy8PO36KMaP9WJ9PRUpjc7O/DiXA0c+E4NHFsAZQQyrgyf2IMlYEAw5k4OBgjUiuGKPAZ+pVGrkMB+cuZ+Y5d/vGRHklD+8zsEI/4ftQPbdUbC2HkxOTk7GKDIMmzOFnn4FmMHc5fP5KAMCrHgXNr/vdDra29uLdHM6Pax7ZSIDTpaUoh97zdgz9H1xcVHNZjPYp5dffnnEwT1NxpKXB19+uQzyb9djANNHffbTPhfnAihF7hjBJinYeq9lBoTg+HDY7A1MNqwS9e6dTidmw7szhh3FNgLGARtOcrjdcxuGXrqcenBHzSnyjlwgXzDuNC+7ze92uzHrl+BubGwsSngA+9htZ8nQ7dnZ2fAVlNHs7+8rk8no4cOHmp2dValU0pMnT1QqldTtdtVqtcLW/cu//Iva7bZefvllZbNZ7e7u6vz8PKbisM693qB/h+CPAJReH2fkrq6uAuzOzMyMAE9pONYRm0HJE30B3rTOujOPvVQqqd1uf2Bd8BfYOuyDB8qsKZfvtcsycuD/573M+56cnAzWnqCbZ2eCUi6XC7BF6t9BOjXskoIdpjzMdaRcLsf9cjlmwIfipw4ODgLwI/Pue1hvAKwHeNg+sjfIPrIG4caFT+ez3JfQDEsA5wG8NMBH1CejozwDPogLXfI9QfcAuV6bfXp6Gg2/vB+54r65F+TMexywfwwp4F7YG2fKqWsne++Ni+n0oAcGuWMvaCb9uP4+9W9hNf6/fM3OzvZfffXVaAzEwLkC47z8by9S52cAVU8XAEyloTL1+/2RCAeg7s0jnU5nZNM8Xen/RqgBlBgqnBcKh+F0QyQNgXcyLY/Aex2qR458BqkxwNnKyko4TD7L69zy+XwA8XQ6HU7ppZde0nvvvaeDgwMdHR2FQ6G7GgYFgM7z8ftvf/vbev311wPcJNN+H+fi8/0ERBQWo0NqDIAKK/dhV/I+nAG/vLwcYUBgj4myeb9/ln+Gg1cve3CGTVKUzwCkYRdxBgBJgArrzQEV/r2sgzP1/B/jmiwXoOYd4+5yhS45GPJaRxjt5L4m9YPyAYw46UhmI6Pj/oy5XC5KGWhAvHv3rj772c+q1WqNpM09NZ3U335/kNFaWFiIxli+5+Pa1KReumz5+nszjINzbEHSgX2YLKLT2BDAJU1nlPkA/ij9IWvE/iOrZDmc8fO0LEwT90sWjX2nSZsUsKSRANDtjztxSQHoJYXcEHghT9JoiQ6Hw8BeshbIpzQ8/dOZY0rVkC0veUM2l5aW1G6344jtdrutk5MTXb9+XQ8ePIiRizh09MpHLubz+ZHxg56xJA2ObLZaLc3Pz+vevXv6/Oc/r3v37qnf72tubk5vvfWWPv/5z+tnP/tZnKKI3UZfyNxUKpVgUJeXl4Nx9+wN+szeU0sLgMGekaFoNBrq9XqqVqsxio+JGZAg1EqzH+5nnbF0+wOjjcx7MOhMo5eNebmb23e+G0aZ/SfIYw+YBOI119JoiRFklhNQ+G7knuCVQ9mwy6VSKWTKMzjsF/4QW0egeHBwEPXsx8fHmpycjN4Nno0sJbKctAE8E74IkMnzswZTU1MxSYnP5LOwsZRwHB8fB1nj9dQEAMmJIdhuiB5sA3IGZsDWJMteKIdiT7CJAGQnhJAHSl3QrdnZ2egVcJ/2/e9/X4eHhx8JKj5xjDSM89jYWCi712ZJo3WF/Nxr6/g9NW3ORCMspOY8AkQ42WxAz/j4uFZWVkbSP4BPBMBBNLVQzGTmPURps7OzH6hjTjpgnBSADMHkOQExfI80ZIcR5kwmo0ePHmlnZycCCk7IAqTwzLCwDx8+1MnJiX7wgx9EnXO1WtX4+Ljq9XoMqYdZhEEA/JyenurevXt64403RhTP9+WjLhScgwLcADoTzTqTQp6amhppbmSdkpffhzfcOXswMTExcrgFxuVpDGIyFSUpnIk7Fy4cDIwUDoufITeAC56J9WRN+CxnQpFB9hV2F6bRZS6XywU74gDTQaGzUZ5W9CyD7xnO6fJy0CwFuGBcIqlsdJwA2Z0xDGsul9P5+bleeOGFqEPlObrd4WFM6XQ6GmEkBbBE5pvN5kjz5S9yEYx7GjspRzhFZ8sIZHnPs2Tff45dIcDgu3HaZHoou+L10sCm4Hgp9WCfCUD9/zhQsjCcaOgsFuwpjKk39zpZQV8I+4bMkN1xmeJ3OFBYUMZ+0RRL8AaQBcBgR3O53EiTHLrS6XTU6XRUKBQ0OTkZP8d+eQZtY2NDS0tLOjs7040bN0ZKLwCArDH6QCDjDB5ZEuwE9yEpUun1el2dTkfValWbm5t6/fXXtbCwEMQGLK0ficwYw06no1qtplwuFxlW3wNJYRMIErCZl5eXAXAuLi6iz2B2dlaFQiEyb6xxqVTS0dGRDg8PP6DbMLhubzxD57YQ2fdSCe43WXMOky5pJBh2OYXB5H54Pcwx5AfgjiDRM8fsG2xrqVRSKpXSzs5OyB9ZHQ5Qo3Qkk8lEzwx+wDPV5+fnUTLBGlP3jizxM5pvwQ6AQtYOW4xPAP8Q/BLUwkaTTUbOySZgAyHRHJCjq3wHJZoAWO7R15OsH5kqSjTAKNhAlw/Kd7CDrHGyPt+zmu5zuN9erxcgOklCfpzrEwekuaj1TTYFJNlAZ0Ck0RofOsapGYPVg3l1I+81O9JwVm6r1dLJyYk2NjY+ANYdDCAQXkzvhzHgyGE0eD3OksvZO3fKfCbPjdM+OzuLAf7OVNNlS4nK7u5uMBSkS9vttjqdTtQx+0hBSaHET548CUNRLpeDnSaYACwD2n73d393BPB/3MvTOc5EsP8YXOrGnLV3ZsQjXE/nOaAZGxs0LpHGY52dgSFtxUxnn4riztTZRgcLXm7hZSE8EzJGSZIDS2qIYVxgomEGkkbLa9AxytSpOXB1Geh0OpE+5WJNfa2QY8BUsj6Q58eh8W/KPM7Pz4Mtgf0BxKEzOHMOcACUOyMOsIARpKYf5hQWhmaacrmsW7duxVr+W+URWXLA7CDKa0rZD/TXAXiSeXYZ8np2r/fkb5rJLi4ugj30VLx/t4/bYpKDy500HO+G40QeAfCk2ZE1HC6NfMgZwWC/34+sDYwb+pSsR4WxYg0ZzQj4YYILgRdAo9Pp6Fvf+lasxebmZuzz8vJyyMD4+Li+8IUvjPRQrK6ujsjW8fGxXn31VUkaOVYdoEVQQpkIaXZAnNvvZFqfMj+AbSqVitMHDw8PNTExoZ2dHf3kJz8JG7y6uhpNndh/DoFK1gjzh9JE7gPmlWdwxtMzCgAiArL9/X3V6/XQJWc/kU1sBzbZs6XJbBxrc3V1FWPu0CcvN3E2F9lzned5eDa+y2uePcMCy8pULpo3vVzJWW6CUPow8B+QEdlsNkorzs7OtLKyEt/F8yHTs7OzURLk9er9/nDggPcZASjRB7cz+Ame3evXnalGHh1Eu/4SrPj3+p7SN8ZYRC/tIKhMZgFocp2YmIiSDe4t2UDsmWKILrJb2EyyhNiiy8vLEWIQwJ2co829fFxy7hM3teOrX/3qmwsLCyNTLzy9gcK6Y+T/noJyFg2FQShw6N7JTdR7eno6cngDm9hqtT7AriLsGBk3GER8/B4n12g0lEqlgvH0gww8eqeOlAYBZ2V9ViaGnEiNYn4Yd95TLpfjGSqVSry/1WrFsancG/O6Gc1UqVQCTGHsORWRNZyaGhwX/t5770WEyrN82PVRTF2ynIVyCKJujCUgg2AJQ+0paCJiDLVPHcEBA9IBrxhA5IY9wjC7Q3VA7QEWn8/PeR7AizMt/I1DoLQJZ4Nssx8AMQ+AkHVAPqxKUi4ppQB40xvgoNxT5Bh+lz3XPYA1uorc+/p6cwkOD6eOcSWFnk6ngx2DjZiYmIjueGbnsq6s2djYmJrNpjKZTMj007IGfvE8/NtflwzieW6yCWTNABysMWOg/PNcJlgr9o73e92hOx4cKCwe98Pa4ewkRaBcKBRUrVaVSg2bDE9OTgIgOyjwEjhYfqaeADC8RIzvgrHFCVLPjNz5SYpMZnEHfe/ePY2Pj8fEJBhaxlshy9/85jf1+uuvK5vNjhAN9Xpdr7zyikqlUjTVPX78OO5vZmZGW1tbMRc3lUqNHEREZksaMrvsp4MLZDlZroO9QQ/Yz16vp5WVlZAHny4C+IaJ3tjYiKze1dXgACGfzMT6eTlBqVTS3t5egBRYWkgRbJWXTuFbCHBmZmZiTB9rAUhh7wBbAFK3F3wfINn1hwwleoLOE9BQ848seIkUQNNJNFhc7+FI2ljvTWCtvSQJUoHJQ6wFeug2iO+7vLxUsVhUvV6P8Zr4W9YUn8zeAnC5d3y02yq/T7czSd/Jc7gtdsLQ7THrhn4SVHuZFSw6z85hav4+sp/emOyEittCL0Uho4jcspdkH7DX3Bv7i0yz5t7vgi7iv/nuiYkJbW5u6k/+5E8+ndqRvFAQABHGxKl/XucgGmH1SHl8fDxSVBcXF3GqIIYAYMQGEe1Q+gFIm5yc1O3bt+MYV4AZ30t06GAaECcNaw9J2wMqOp1OzE0k5cORuAB4hJG/Sa864+m1ejQN8Z6pqalgM5eXl1UsFuMADIbS93o97e3taXZ2VnNzc5qYmND6+nqMx2POL8DlwYMHcQztxcVFpNIl6Utf+tJINO4GI3k5WHHH5EGQBwswxxgUylq8Lt3LMpLrj1HBwQCC3NARsVOPSvOpAxtnJXkOT//yM5yPP5c3c7hDRuaJ8Cm7yWQyYfxbrZay2Ww042C8Mbwuk9TEAVLZC88UkHo8ODiIKRzMjiatx/r7YScEh+iG7xWXg0H+zcg2DlyBQYFhZj2z2WzMzJ2amtLc3JwkaW5uLpynpGgq7na7IfMcWkEZUzLo/rDLsxhPe60HPOl0OtK2yBjBCfIPo4XuSqPTONBdgA6OizXFwTM5AHsGSJeGhyGRXcC2HR0dqVwuq9frxUl6bhuxIdyrB3tcBwcHEdBTUsIzYpP544CX8aLM9Ac4FYvFSLezhxMTE2q1WvFs5XI5xlpRcwobTMDPvnKgxuzsrN59913dv39flUoldIuT/1j3VCoVz4T8uC2HDU2lUhG4sTbSkFF1ttBtgKToPwEA7OzsjABOwL0HmalUaqQJq1gsRv22l7IgB5Jiqoef9Eufy9XVVeg0QNJnNDPpBfCNjtB4iu1igsjY2FhM0sJ+YE+Ttbgu28nyLeyzNJzZz3q5nwNo0gvBCEfsCK9j/yTFSNbp6ekAiMgodclkqAngpeGpoU6K4Fs5oRgfDUbI5/MBbD0jQNkL4BP7S0kcYDSZ8XP74rgmeYEznEghSAMXEBBzP9hf/BbPCKkhDaZwJTEK9fKsLwEPdePsGfsLAZXNZsMnk8VCLyArnXDwagCeD9+DP3T98yAgWfL7YdcnDkhLiu5mDiUh7euGO5/Px6l/KLOzo9KQeYZppLGOjfIUKgYDAavVaioUCsHAHh8f6+TkROVyeWSKSCo17OJFuDFeOC6MGEcaw7SRNqT2E8EgFQpjhJBSn+UF+qQBAWCwOOVyORzJo0ePNDk5qffff197e3sBYlqtVnzG9PS05ubmgnHK5/OqVqvq9/va3NwMpTo/P1e1Wg0WA8cPm7SxsTESrXrZQPJyoP0s1hCn5QqDEeO9GE6icQAhgRgNW9Kw/rzf74/M4uU+CdiYkgIbSkrLmXLe6w2nXBhMPo9ndfnIZrMBkJKAmMY6WL1erxfAzA0UBtvXjM/yn+G0AVF0yQOg6ZL3OerUUvZ6vUj1sx+wVDAM1FoCtEh/E9hgpEulko6Pj6NMwxt+vBSKo5L9/lutVoBIdBmHWqvVAgC02229/vrrz5xV/LSL/XuWk+MeklkIfy9gDEDPZ9HQyXP6c0uKBksYOkCO3xMODDDkDFS329Xi4mI0RBPgEFAhV0yAoOGM9SbYQqYI0LC7nU5H5XJ5pEQEmUZ2aXR0lhtbRwC7vb0dWb/x8XFtb2+r2Wzq+eefH8mcIDt3796N72C9+TwcOCl4phYxrk5SHM1M0MiaEaBhV9gnB2bJoN4zndgq5Atg4HYBEMc9s1683oNUwBdrDrPPwSxkEfr9fhy4ggywDoAnv5zQqFarAeyOj4/DvjSbzWDC0+m0yuXySJBA7byPEySQdJnm9cg0pS4O3LwfCfn2qVkOZPk3Y9U8Cwt7zveNjY1FfTKg//DwMHyZH2ziJAgg0/cIX8/6pdPpOA3yxRdfDPvnDLQ08PEHBwe6vLwcsVv8DptMvXDSvvC5/Nv7cZIkU7/fj2DQbaeXpgCeWTNkBxuNDuLr6K3y8k7kwrOM+C5sE8ELs7kljawfTLNneZzYQUbYfwIBiBGGF+BXfH0+DFskr08kkMZ4Ag79tEJSYoeHh2o2mwEsURAAwPHxccxThrnyKImIjWgU4fCmDYzbycmJtre3dXp6qkajMQI+pGF0xz0gPCgHaSxJkbZjLEyz2VQ+nw+GUVIYaJhIaVhHhfDQvNXvD7pfqQVDUGl4IH3H0cv9fl/NZlOTk5OqVCrRSYxjOz8/V71ej+9tNptaWFgYqc07OzsbKQNhRNzjx48/1mzHJFB+1mvYa9YNp+lRLYYVo9jv92NkH4zw1taWOp2OTk5OYv8wAM6EYFypvaPmk+Ylvot94D3sH0YGIEFdNQPtHWR4mrbf7yuXywW7gCGSBoxJpVIZacTwNBssD8/vBonL2QfSZ5x+5iCl3W6r3W6rVCqpVqsFOALceBqVfcaouWH38WrIVzqdVqlUUr1ej5QvugGQ4F7QicPDwwhIAUCwkTQZAUx3dnaUTqeVy+VUrVbV6XQCSHFfH8VefBSARg5ZL2efnfHHmQKWYHf4N0yO10b6vgFUKT8g2PLvBAzs7e3p+Ph4xBa6AwUwcm+wtewJI++oTb66ugomkLrUXC6nRqMRz93r9WLGuttLarc9O4dcApxSqUFzF70bjEjEtty9ezfWZ35+Xt/+9rdjHW7duhWAP51ORwDNntDVDyN8enqqYrGohYWFkfnFrKnvu4OrD7uw8QQU/Btg6/uD3MGwAnwhH2CSHQCR9cPH8RnHx8dRrjc1NaVisRilbb6/ANOJiYloap+dndX29nYEp+jNxcVF+CJYcewUcuMg+/z8fKQZEt2HcUdHkGeCE9YUXWTtO52OFhcXY/14Ns8E47shxbCZkAoOZPkbf+6le+wDmUoPRpFh9p/sG+dYMGno8ePHuri4iLn4jGUkgwRgxy9g2z1wOjw8HGFS/W8PJJLkCMQf9tdlFfnlMBnW1wmVq6tB0yAnN2az2Wi+xbafn5/HWFEul3P8rZdsODHD+yE0nVgAxEsKgoh+Beqf8eNu73z9WB++H/v0ca5PJJAmxb63txfCL42m1tgkaTi2BcHKZDJ6/vnndf/+/UgREeF4BMwFwAHkACCI0LLZ7MiBCKSPYH28Tgq2ztPsRNUApFarpVKppIuLwVHLOzs7YTi93ADwf3U1nCsKUCEVKinqyDFIFO0T+S0sLGhxcTFmri4uLkbn8vHxsQqFwsjYKYIPHCYjo1DebrerGzduxD4Rkd65c0cLCwsjLI+DF3cq0igj7a9zp4Rhgm2mKYj3eAqR/eBQBjIFxWIxPo81wIn5WEIAiLPNh4eHwRgyXxtAw+tgg1B6mDgAho/z4XMpi7m8vAynTzMlM8cBLwz6R37IyFxeXkZZBGwl+gBowNEBpnHKN27cCDaXNU+lBk1RW1tbcagOa40M4zRhtL2UyZtk3HD6TGjGJdF8yJo5+M9kBg07zEWn0RWw6ZMDCIZwdo1GQ5lMRk+ePIk1eFqmw68PS6ciG+ghABimMAm8cEzSoOQglRrUUvs8YBrF+G5KdTz7RgqZEh0ag3A+Pt1geno6ZNSnCpDZWl9fjzIPdM5T3fzfj9wlQCCz44Fmrzc45pnMidegAtKcnURm0ddyuax6va7l5eUPNB5eXV1pZWVFf/RHf6Tz83N97nOfU7VaVaVS0eLi4gixcHFxMRIIIys+LWR3d1ftdjtYd8pB0H9nmD8q2Er+LjlRiMvPCpBGJ1cALmHesKepVCqCSs+YAhwp/cO+8B5q3SXp8PAw5jND1FASNj4+Hj0fMPI+J5jPbbfbsb7VajXuBRn2LAS66+UzBL4AQWwQ+8HvCfgoV0un0wFMmZjBGlIGcnR0FHpHo5uDdP54ZsFJADJn3rCO7JFVIQj0XgwOKaOmHVtLvT+2i3IgSknwyQ6QIbtYm6RceQDG/bOePqlJGpJq2Ww2dMCnn/A92E1sBWRNuVwOG8ZnI9c0KDqoB+fw3X7f1NZjb9lzL5nFzlIWSraSzCZrRhmpExXoUbvdjv30333U9YkD0v1+X/v7+1Hby7GmRKgA1MnJyUhDScOaZDqZHz9+HEaTDnUfgYWgYZSy2WxMCWFEHB3VHpEDaKi5dgeIQHp9bjo9nBDC37BrpVJJ3//+9zUxMaG9vb0wrhhH0iyXl5dx1DnArdlshqLyXRgQZyOPj4+1tbWlRqMRRogTsWB2YUF6vZ6KxaJmZ2d17969AHgYJWcnSfXBip+dnenRo0d65513Rko6HMR4PRTO52mvQ1Fg6H0KgZdKcF84aUAJrALlNgAPuqmTqTKiXRzQyclJsD2VSkWbm5uRXuQ7MYT8QaZI6Xu9L0a8UCgEGIPpcRAhDdhYypOQW5h57pnI3w0gdW0ANi43kF4CBbhAJmq1mm7fvq1r167FayqVygjIzWaz53nNsgAAIABJREFUwb57IArIJFByfWR9cULOtLAu6BM6RDBB5/nq6moE1Z5edPYC1h8w4qUTvtc4Lw/IkyAqmUZ1sOOOxWU36fhgf2FaYHxga3gdn5NKDep3AR7osQfE1GQDFL0+1WeCcyIh67m2tqZ2uz3CqlOyw89giJAf+jYoQQLYScOJJJubmzFbnvvAlsKawYgShCK3OFhsGOVYlKL91V/9VdSinp2daW9vL06cJXV9cHAQTLfXeMKGUQ/r3wF4dDY5ue/PuhwcPyv4Qif5HfvEHgNq+DdgrtfrRU0zz8A+eJkD93F2dqbt7W3t7e2pVquFXFEWRKBF9pTUf7vdjuCHAz2wXUwQgukHEFIuRVCVrFnFF7hddt33MYXIH/cIUM9kMjo8PIz+HUgIasapE4dBnp2dHQnWZ2dnI2PlpU0QMcgja8HPWS+IAWQ0nU6rXq+HXYVwIns7MzOjd999NwgwD1K95phgi/XHrrndSGZoXSaf5SP9mTjWnudLfo5nBZBLWH4y5QQuMNuUVHimkbIzZA2bj95BHjngxk96qRrEk4NxMg+SYvqJ189LiiAL++W+7aOuT+TUjps3b0Z5gjMHpOwnJydVr9dDoIgk+T8GQlIonAssG0rtWbfbVblcjlQyvz8/Pw8l5nNRGGl0cDpOBsOHwuPUi8ViHM8KkFpZWYkRXpQIMB6PY0xJrfIZsDpeVwvAhWH12iMMJSw1xo6u+Hw+r+np6aiVoxaSsph8Ph/rz2xWb6DKZAZdv4VCISZ9sGdcGFFAgl9PYwE99eXBhYMMZ5O63e5IWrtcLsfMT4w0QJm0EoYco8tewrJjXHu9XjASZDQAC6SxYDD29vaCreDzKM+BASoUCgEIAUKUqzAJhUDLU/Onp6e6fv36SBkLn+Pr6KlKB8o4eJ4BhpyArtPpxIERgNGDg4OQKZp2SL3i1JKy6OCMNUDXAIHUpvN/MiBkEKThMc6MDGP/AB6sAwEJ4KlYLGpnZ0fPP/98sCgua6yX13gmZdF/hkwgD6wf8oi+SaN1oF4qkKwVBYiSLuXeKZNibQhSsTH5fH6E0cThHx0dxWsJJNlD1h5gwz16MIKzOzs7C/tDVqVYLOoHP/hBBKK81muwC4VC6Bs66fWQOHlptIbYs18w7w6AuHd03UEC5Qu+x3yeO29P+fvnO0vm++7B17MyFHxX8r3YEvSadQcce5YSmeH/ZK2wqd5Xwd45g0pWE7KpWq2G34AtxX7ATAPoZmdndXR0pFKpFI2czK5nXQgCsSX8jPXlb/YKm4S8EkzwzNgD/LSXawBOWTMm9njG1cFYv9+PcjJstdu0xcXFyEyVSqVYRzKAnAjqzWzYHZ9QAiMNQEXOKFWiCZF996wNMs+JrpR3Qo59lHw9Tc6StgqZgP31rDR6TcDq9fqSwk8TfBEsS8PMEpeXaYAjXP+cHEHvkXHwEJ9JYMUzsC+8Bjzjo/CwZ6zH1NTg9NGrqyvV6/WPNbXjEwekv/a1r725vLwcIJCFlqS1tbVI7xSLxQAgRHqMMaJmVxqewoXQOBuJEchkMjGbFNYboEWqhtSgDySXFKwLKTWYnfPzc5XL5Q80iKH8tVpNP/3pTyMSA7ARvdfrdaXT6YiCa7WaJIWBQYCJyp195ZndcMOEI7QYNOrJS6VSAM6JicHpR/v7+yP1wZTF+OxH6tU8LeyKIg1ZOmnYWOm1q345a0jJBoDUjR4K6gCB56XxwWv3AFuXl5dxFDXpJb4HxZUG6dl8Ph+Oy4+i5n6I3AG+HPTgThNACzBOlmhIir1x5pmaVco3CKx4FgcVrIkDMW9egxmSFLXiDMX31CvHecMs5vN5ScOyl4uLCzUaDS0tLaler8f9U3YAkOH9OADAAAAUNrFQKMR0BmQG0IpetdvtOGzk8PAwJttQzjU7Oxv6LQ2ZlUKhoN3d3divJDuVLPl4mlNzHQJg4By9B4LLQSkgmb0HfOLAkE1AMr+TFM6WOmYALJkA5IW0OuwlwB5wS3DjNqLb7Y4AYvaW/ffAlLrKubm5EXaU5yYgJ6BkLJ8HvDDz2GlsGoCfYC6dHhwDT2aMz0S+AdsekHBRJgNp4vuAjXZQ7vLpQM8vf0YP2pOywb+73e5ITS6gwDNv/C6ZjWP/eD2ggzX0WlQH2u7TCDbHxsa0u7urcrms7e1tVavV0ClKEZA9mEwAmANVdNCbxbx3x5l21ov19eAmlUrF1A0yi9gN7J3bdAIyf16eURr2eHCfHB3OdzLzGV2h3pySH/R4a2srhhWwh+wvsoluuR/DFkgaqbdm7dBD7CAgFYBO0MC6Jb/bf4bddjnCrhBosVeeHZUG/gv7QKYev4C+oxseAOPPkId+vx/NfgRMniXxenaeE3/IcyLz2AVkA/lLp9ORzXUgzXvAVhMTE9rf3w+8JQ1Kt/74j//40/F3yYsoSxp2aTPdYn9/X8fHx2q323rw4IE2Nja0ubkZaXgK5fkMau4AKThnjBaCD4NNGrXX62l7eztqsYiwmDRAdI+T9poqT+e0Wi0dHR3F+C7Yq5mZGW1vb2t1dTW6eK9fvx4lJbVaTWtra5qZmYmo/N69e7p3756kwTGxCLt3CAMmAIDSsDkKwJjJZNRut9Xv92PmK5MaSMPSOLS0tBRsJcwwIBJhxnlks1l95zvfGTkNMJlWdaPD/WJUpeEcZe4TIzg2NhbKT6BACknSiKGRhsAZNgEjQKBBzSHNNrA34+PjAXrK5XIYG3dmMDUYWZ4RgEpdqtcFemoKB+QODfA/Pj6uSqUSKXyaPmu1Whgu5Jo6YeTp5OREzWZzpHmsWq3G/WOgPF1PCVGn09HOzo6mpqb0/vvvS1J0vrdaLT148ECSVCqVdO3aNXU6nRijSDkRQInn4Tv5ftYcILm0tKS5ublg4NvtdqwxhhfGx+uOYWBmZmaiVAf2otfrRWMmQbBnkJBxdwQOtPnD6x30IMdeR8/rvE6XINzLvXK5XAQQyACML59BAOXOCv1ANnh+Up6ki1l7HBUO0JufKJ8hePZ9woESVAOYAMWUfvHMNPJ6GhdbhM319URnITm4V+w9IAjnyzqenp7q6OgoGEgAMMEBYJTyO3oJAGHIEqCK9D12IZmxSF4OdpNAJ8kOur+BhSfjwTp5ORRgi2cDNHkQgD3nfQ5IHKghx7/zO78T5VP1ej3IoHK5rKurK1Wr1SBk6PHxkXnOcALM0V/PHHkAx/1dXl5GdpfnwQ6jo5SOIL+eWeOgGmr9Ly8vQ2+8L4YAU9LIKETIGfftXMgtGUt0EqKOIJZSI2wj9wdwJ+hFv5DFZIM9a0nwgB+AVPFTI58mWy57YCG3SwBNbBe2AjsGpkHm0T8vpaNvxe0K94tdYY+cYacciWdkwhqjUXkWAm/wSbJhFN1EZ1qt1ogPoQEW34jtzuVyI9NyfB0/7PrEAWlJI8P8AZrValX37t2LyI5DQ/L5fDB8KKr0wbm2kqImiM3DwQBWnb0DYI2NjcUQdlhuXgvDi7ARuQFuaBB85513okh+e3tbR0dHmp+f149+9KMYmfPw4cOox93f31epVFKhUAiFpia8Xq/rvffekzQcUwUgInpHeaRh7SOARRrMjeT+3eEDCFOpVJwOVywWQ1l53lKpFMCg0WjEWLIvfvGLAVRwCp4W4ncYn2R6E6eOY+LenbVgb3HWRNN+kRGgqRDDT70yRppaYWYzI3c4Q8Aw+wvTCctG+hDDCGjwOjIcnZe9eBMHe8J6wibCIgHs8/m8isVi1OWzv5OTk2q32yPlJ6SKyd6QwcDJFovFGImIQb1z547W19e1vLwcho4Gv6Wlpfhe2Ozj42PdvHkz1g1ABxPHvkrDlK4z6b3eoMYWI8zfxWIxdLTRaESAe3p6qtXV1cjYnJycxMSKRqMRjuPk5ES1Wk0/+9nPolmRwM2ZYeSSrAT2IQnwADoYeJwrQA3wSyCGHWDv3S4gy8ghQJcLPUbPSNF6f8fR0VEcZ5y8dxw1+kAWAAAEKOX3MMHe1ONsMvfAM0qK9DjOm2AX1pEAFTAFsCeAQF6lofMGMACIHawx0QO9BzwC+AA0lOo4k9vr9SKFTwBJZpHv/0Wc8YddDnTc9/T7/Zht7qQHQMTL4LDB2Cz8kssj++O2g/X7xje+EWURjFxlQtPMzIzeeecdNZtNpdNpbW1tBcOfyWRCpsiKAJzYa4AYmTXApwfn+BLsM5fbY8/8cl8ENPgGsmKQFoxmg1FnfVhzABv7jM/CHgKwx8fHww7/wR/8Qawfs9nx9/hQ9iaZiWC/+T8Ak/XKZAYNnsViMeaoAz7pxWKd/bOeJlO+9+givgK9JOgEexBceNCPfiDzbsPwb/g+MNfl5WX0xPA7ghFILS/zZC+wMegrjHKlUhlhqb30ShrgEmnYE4VNkhRDDCiN9b6ij3N94ko7vv71r79548YN9Xq9aGRBGK9duzaitABB0lBsGCk0mGOiKGlojBEyFAXmh0gQVglnhqPG0eJIEEwMvDNMsC84yKmpKd25c0eNRkPZbFYvvfRSONvZ2Vk9efJEqdTgIAMczMzMjNbW1lSpVNRqtYKJYW4s0a6nPT3FhnCjbM6OwHin02nt7+/HcdLdblfPPfecHj58qH6/P2L8Wq2Wzs7OtLS0FI1xsPbefMD/EXYMs8+sZX1YLwCGz93lWXDkDoIkjThrfg9wQQ5gpaSBcYJl55noYpcG0X6xWAyD4GldHDP1bqVSKWSQv3EMpJkB4/4M3LeXTGAcCMwwmKSzKNsA+AKAKJdgb2HrYRZyuZza7Xaw0+gFqV6+L51Oa2FhIdau2x1OraEByefvLi4uqtfrxSQO9IoxfjwjQIXgwVk0HB3zbGu1WrDx6DXPWKlUAvghAwS5OFln05ADdAObAWADaCVThzCvTBfhntkP1od7Q7axJePjg/nsXs/MZxwcHESg3+l0oqaTe52eno4GL5r+qH8GrKIb7HW1Wh2RGcDY/Py81tfX1e/34xQ3ypZSqZTW19eVz+c/UIqEs4atc2YUm4JTJhOVTOWj6wQalUolAB1O3VlCxtQRcGEn3FnSHAs7imPH3jiI5z58eoOnyMksYh+eBWT+rZeTAVyspafl3WaiP9wrQIT1xnag+8msxunpqV544YWw5Uxi4oTPk5MTXb9+Xd/73vd048aNAGOwrQTf2CrWxme+OzFCEMpew+ZSIsf+Yxs8YOF+2CvWDN9ObxDPCTlRLpejCQ42k2CE7CIyBaPp50Pwu16vpwcPHozINsTN1dVg3Kk0yCASCPNa9oNAE4YVooY9xF5LCluMrPEa8IL7BS7PsGID+L/Xz/vP+Bz0kpp2XkfJEQETRE2hUAh7x3QzSKhWqxUls5S2QhTx3WAKCC98DCCdRk0CMQgzcAnk0v7+/khvh/c+0CxN5oB9297e/rRG+mnXV77ylTdzudxI962nKUhZYQhZVIwrJ2OhhNIwavT0BxvI5jtghqFhjBECgUJ6SYF3zHrtDoJULpfDwabT6eiy7vcH85/r9XqkVAFTKCYNIHfv3tX4+Lhu3LgRzW6A6Gq1GoyeG2qAhqe2YWtIwQJoue+JiYlg0akzB6jBsGIwz8/PYzY1IIXPQnkODw8DsFNS4dkGomL27/z8PA7swOm5UeZivdkD1oCaZa+LJ+V7eHioubk57e3tBVjis1ZWVtRqtVSr1YIZ5QAdyiaQgWKxONLIyOzafr//AXmhxAIn4iwoAAA5xOHwHgcV0tAR43gJOjAoydIAAsV0Oq18Ph/d8AQv1LOdn59raWlJ2WxW6+vrI+zqxcWF1tfXI7DAOR0cHITRA1QCBngmT+tLCkNNmtDBGHXQsDSA9rGxwTQRAChlM6QRuSe6vD3g9VKYpA57jbUHaIzSoy+Ak1CRCYw/eyiNHkOMDVlcXIxSBQJl1ojAmmBrb28vQD1yhX0DbPt9OABzm8T35/N5zczMxH5TQwozynpUq9UIQNfX1yNowH71+/2wtdhDZ38BEc628+/klILz8/PoMyFoIfjj/mG3vFyEUiscOZ+L3WA9mBJCAOXZM94HmNne3tby8nLIl/RsRvDfejkbjR4SMMHweiDnKXl+5ySAkyEALAdIyHe73daXvvQlbW1txaEtV1dX0cx+cHCgYrEYDYrIP+NcvdyMtZ2amlKhUIjUO+ve7Q7m2zMph3tHNvE/vr58HvW7btPpy0Fe6CUiIOIzWCdsIUCW++b9rA33wH3jD/nD+vvv/MAfDwCurq5CppLNmG5PIFAIHPkcSBX8LaDaAy4uL/uilIE1dDlg772UhAAoWXoFgPe19wY/9BkbTnYUX4Xc8XnYFWkQLHhmH/khsGfvwDesN3bES7qwZclndHzD/3d2dj4F0k+7vvrVr765trY24jBoIEAwpeFxq+5QOISE5hpXEF4vDYEYDBufgQGjpEBSsCUoB04LkFcoFAKIU99FSrRSqWh3dzdAQ6/XCyNyeXmpnZ0dZbNZTU9Pq9FoRO0pho6GMUoHTk9PVSgUND09HcPU/RkxNiiJA36vgfLUH2lzSTHbmoMs6Op2to86XsZZ0a0MSMRA0fxJQHBxcRHshpcmoOA0jh0fH0eNmmcXWFdpWFsNgCXlR7BFDSeKDjPlUzHK5XIETQC1Xq8XjG4+n9eDBw90cXGhYrEY4wLdEMLAEiS4kZeG87BZaw7HAag70MC4jY+Pj5S0wGgy9gdn2Gw2R9Yag4y84oRSqZR2d3cjleqpf1iJyclJ3b9/X+Pj4yoUCpqfn1c6nVaz2Yxggs+dnJzU7u5u7CuNkARlMMmwvm4EPVsDC9tut1WpVMLJ8jrGECIjBBqpVCpALfLKfnFCF0aeEhzYoV6vF2UFNDQ5OwKwkUZPEEPHnKXl3xwjT3AJ28YzSsPxdIBnH9OFc5mcnIwGQdYUm0GqE0dGMI0DJfAg+HdWmSCATAvyi5M6PT2NJj8vOQGAptPpaEzFDjiYg0kETLN+XsKDrmYywyke6IoDSq5UKhVAABCNnQB4A9TRd/abjAWZLZ69UCjo4OBAS0tL2traiuf0jNOzLmwQz+MA8GkX98r6eaDlAI77RS8AkAAZdIX1ctuOHnBPZEc5VAm/yQE1rAWkBuwp73PwSlBL8IXuZbPZAFbYMiZR4K/xEzyb6x5ZOnwxgIpSO+QacoB1Y82SjYGUl3iJg/c/uD/gMwiokFHPMrO+yDZjeB3Mkc2T9IGAQRr2QfFagCLf6w2KfI8HStgDnoH7TmZ5eC2fhf1hTbzkFXmj9IvPQS/Yf/SGTFixWIxDgHxdCYCxDX7P2EkAPAEfjDW+n2dgj7HtvBeZY23AKh5QSvoUSD/r+vM///M379y5EyBaUjQdoChEv97JjQDA3iB8bBSv96gMZs7BhTRI6cAMTk9Pq1QqhcKur6+HY/zOd76jQqGgn/3sZ5qZmYlJD7Ci5+fn+ta3vqVut6sf/vCHevDggWZmZvTkyZNIne/u7gar8uqrr2pnZycaQHA0AHwAEmCWQIAggmgNR+OMhq8Z90cqFJau3W6HQGP4ADa5XE5zc3ORyqertt1u6/DwUOVyWWtrazFTk3tBadjHw8NDNRqNeC4AJAYYJhzG/fbt2yMsEwEFEywwZn7cNwYUoOpAE0NNcEZtHveKMzg5OdELL7yg7e1tnZycRHqdNJ8zroBAGHdptMMbI8p7ANGe3YCpY71hnXEEe3t7AYz4HppbAYXb29taWFjQu+++q+vXr2tjYyMON7i8vFSr1YqpG5ubm6pWq3rxxRdVr9fjpLqzszO1Wq1gTpGjqanBITcTExNhfD2d71NtHPh4uZE7RMATKT/WB72YmppSuVxWu91WrVYbcdiAY5/uAZsLewLoY9+QR3fS6Id3pXu2CmeBvrAXDjxIJzM60zNd3g3POvFdgFMcjt8LQHJ+fj6CMJwRr8eGSYoggO+Fcee0x2SwTVYplUoF2OMP+uT1ou740BF3cpICwJO9IvBkDS8uLsKm4hA9s8QacJE69pIIz+RwHwA1r9lkHwhiPVuGHS+VSgHqPgpM/6KMNc/iz+bMIPfjoNgZRy/5IFDy1ztpArgEpPzhH/6hfvjDH2pzczOYeuSVXpbp6Wltb29HAAib6TXSsKBjY4PjtycmJlSv14OAAgRRs8w9Ua4AaYXsIKtuE2DCySxxH9ghL3/y9eBzWC8vJczn89GcCDZgqpT7JFhnbBP9Gcim4wEA4cXFRZS/oGvYMM+C4GOcYAE4c3nGBLngO/mZyxLymwTPrEG/348a/FQqpa2tLf36r/96NHGnUqkYdci+ejkRQNy/F58JWYEfkBT7QcA7NjYWOuuZCcgCAmJAPf4e8oTmaZ6tVquFL0yn09GjwxpgX7e2tj4F0k+7/vIv//LN+fn5UExYQww3wszYK5wkaVmAk9cLeXTHJnIMqI+zQxD+/u//Xvfv39fdu3c1Pz+vv/u7v9PMzIzq9boWFhZ0enqqer2uV155JT7LQZyzLcyKXltb082bN4Nxbjab2tjY0MOHD/Xyyy9rf38/wB/OEAAJYN7f34+GhrOzMy0sLITQwYyyJhgLFJzP5ZqcnNT+/r7m5uYCkEjDjmCMBCcg9Xo9bWxsxH5wWmQmk1GlUtHExGCOcjabjVPzMplMHAWcyWQC3KDEOBvWHsfnR6NvbGzEs2AYAWM+JQBni6MmiOIIXIIu9pjvxwlTc0qdKmwMxoNa3bGxsWBWAGWwXr1eL0pXALkYIK+LhC10VgImGsPG+tfrdT169EipVEo3b97U2tqa/vEf/1F37tzRe++9p9nZWT1+/FjLy8sBVsrlctSMUm97eXmpSqWiUqk0YiwfPHigfr+vzc1NSQMH5TPHvQE3lUqp0Wgon89HzSvHED969CjKKtC5y8vLkEFv3kEX/T5mZ2e1v78f7P/Y2JharVbsH0YV4AxYGx8fj4M5KJUiAzMxMaHV1VW12+3QKZgWnBXBFKDXnb40ZAmZp86hPdQdc5x2tVqNbnj09eTkJOo6kVtnhPh+n/Lh2QnsHdMmkCXkG8eZZPaQSbJl6B6NmLD9gH6CE3SHe8Rp42D5XuwdKW5JUY/P/521dvuNEyeYgtyghEwaAgl0hu/OZrNRBkRmR9LIZyF7zjzCprMn6ID7j48C00l5/bALwOaBk/shAAzzugGk6Lyz/gA2LzFANgA50mBS08rKit5++23t7++r0WhEsIC99zrgVCoVxIzbNGk4XYgRkugk+utHxpM5xIZz/wTXZDG5dy+1cB2jBGViYkKdTkf5fH6EqUyOcMQO+Jp68yuBoQebXsrFZ6Kj+DoIGTJeZJLILp2fn2tubi4yQK1WKwJVfCjBAT8jGAdUJ+UEeccfJrMP3L9nwwiOANOeZT4/P1etVtODBw9ChiSNBMEeVHMfvV4v9MzZ+3w+H3adtcdWeOmY22hYZGq10QMPjr23CH/FOnA8O38o2SVrIg3q0Dc2Nj7W+LtPHJD+yle+8mY6nY6jPJm7eHFxEQ7Ko1yiuZOTE+VyuVD4Xq8Xm+5MDmwqYPPdd99VrVYLcPrd735Xv/Ebv6Hr169rcnJSr732msrlsqanp7W8vBxR9MTExMipdTg5DKKkUDDYRVJi6XQ6xsvdvHlT3/jGN/Tiiy+O1NT6cago4Pz8fBzqwoxfUqU00GGwPf0De8CBLgA+1gvjQ4oekErj09nZWYCkvb29GB2EAWYfUK56va7Ly0s1m01Jg1QQjCFNU3QGS8NROQBk9o+yCgAZUStrDEDzBjwic2c+PRWIPADUKPsggADs4LAlhYOZm5vT0dGRjo+PVavV9MYbb+jhw4dh4Cm9QT6p2ZQU90O9KClCANLe3l4AG7rbf+u3fkuNRkOVSkVLS0v65je/qfHxcS0tLUXzWDo9mK5xeHgYzYEYREALzg05uLi40K1bt2Kah4P4Gzdu6O2335akOHQFVqper2tubi4cBgARttxrunECPpWBvbi8vNTKyko09/I+6ma9RIUMxezsbByOdHExPNmM2vbp6emRRhkCIMb5oZ+k+JENQGjS0btjgAmlMQdgSf1/JpMZKdvBofNsnurE4TebzTidi++EzaM8AZYZW8c9QyRwvw7WyJbRSEyqt1qtRt03Tk5S2EaCQYA6v+v3+8Fc4si8npk6bNbYWX302tlDz3hJin3HNnig5UACAEjZE+wqek/2xBnP5Gex9pSZJVPqSTCdBMy85lmXv9drhv0+kKexsbEIHPhcXs/lfs7HD3pa/OLiQq+//noEhLu7u5FNApxiawCfrVZLExMT2tnZ0d7enn77t39bq6urajQaUeJDL08qlQp7JSnkcmpqSq1WS9IATLut3NjY0OLiYmSI/KAZB1HOMiMXTEPq9/taWFgIP+0ziukFgEV3ph6Zxc+QXSbjxnchv565BlTXajU9efIk/KGXUeCjkTWaf/EB2CjsAGvvfgg2GT3zUhAuMA/rgk11MgbZ96wVzD4+C+AJqE/2ZeAv8PvYXPwGPqrf7we2cnyA/Pq6IK+cLE0m0/WSP6wTRIuTGU54ob+U0vH/9fX1Txnpp11f//rX31xeXo6DTGjYkRTROcAHg4zC0vV7dXUVqWDqxGAFibKePHkS6WMa7TY3N/WZz3wmQHgul9Pe3l44DBzW7u7uCAPsDKsDOL6TKNsFwlOlN2/eVCqV0j//8z8HUFhaWgqQ48YRoLi1tSVJkap8+PChbty4EVM3YHEQRgQU5wHY8M91xoNULWl2ZkTOzMyE0rqSUTpAeUav19P8/LyePHkywngwdxJHimHxWjFKPpzZxxgyI5vRScViMYITgAQGl88CdCM7zjoQeQNIer3hWDbWj+kIdHMzpWRnZ2ekvMYBxs7Ojm7evBlrMT09PTJxBIAjKUZ0AUBgVP76r/9aa2trGhsbNLBUq9WRQBLARCc0oIg9ZE2S6TZqKT2NLCkC10qlopdffllbW1vRd8DnU2M8Njamubm5KFFq6ddAAAAgAElEQVQAZDFdh8BNGs5Z5r7YA3SHNB9BDTpCmRaOF3YYNho2BOfM2iFPsHIEM+l0Wq1WK3QIlipZp8tnklYHgPEzgD/BE5kHfsf7WWvIAO+QT6cHhxZwP0lQwNHEgBRYO5hjZ1S9WQ+AhWykUsNSInQVVsrlA51jHZkdzXsvLy9VLpeD4EAWYN/IItChz757NgZnOTY2FtOCAOYc7AJ7582wBNeMKfMyKdaeoBCbQtmIz24nawQxwXuc2XwWUP4wpjr5Xi8ZcJsKUEpmS9FP3k+pFgCDPSXw8/eOjY3p93//9/X222/r6OhopK+AEbE0fm9tben69euhd7du3VKv11Oj0dDMzIzu37+v5eXlyAxRRtjrDRpo9/b2InsxMzMTezY1NaVms6nLy0s9ePBAy8vLarVaqlarOjw8VKfTGSk7QO4oySKQB/iib+iTl9KxfoBM7IOX/5CNoiyEwBSdIZPZ7w8aeqkfZ78Aa54tZFoTF/pJWST3QF8TQJ+pUPQxwA67jWYf8RWQQ9gSype4H+Re0ogf9nKNUqkUdh22F4DMiETwEzYc3eNesH9O/BCEgLUouUBGWdfp6Wm1Wq0gG8E67ichCigDQ1ewY1QNcJ/MGqf6IJPJfMpIP+v62te+9ua1a9eCYS4UCmq320qn05qbmwuGCnCFEvp80Hq9rsPDw2hyA8Ccn5/r0aNHKpVKWlhYiI5/mqcQJtI+NMj4LGdP9SO4KGBS2aXhLFdPa6MQOC7SqYuLi6pWq1pbW9MPfvAD7e7u6vbt22EQGXgvKdKzNCXx/dQWAVgAkigS7BlpN4wP94VBAtDgCHO5XIzEQflgwKemBkPmS6WS5ufndXp6qidPnkgaRNac+AdL4BE1a4UhwrFdXl6ORMfsNel8anYd7MIKkGbG4Xp9HulQGBSc/MbGRtR3c4AOKaxcLqf19XVVKhU9evQogglmKkvDI6cpIZibm4sypOnpae3v78c9AR7n5+cjMMB55PN5/cM//INWV1e1srISn12v12MNvRGTQCTJqLk8JoEeQIp9wAAC7qmvhVFZXFxUvV5Xo9HQ4uJilEb0+/2ov0a/qJGmxMIzJMils0Lp9KCpEf3wUgv2hwDHD9jx6Q+wmjwTmYO5ubnoVaA0CweDQ3LWE93PZIZHSROENRqNcB6AHN7Ld3szFwETaW2cME4EeVxZWYnADjm9uLjQ7u6ustnsSO0iAIbvBRR7Rz0MD/vZ7/d1cHAQGR1kDWDpaV7A3Pb2dsxL555wctw3us36cBQzWZ98Ph8BpzO+7DnrDzuH7T4/P1c+nw9QwT6cn5/r4OAgxgoiQ17LC+hxkoXP9DUDIAIgsB3/lssBNnrH93iA5xkO9A7Ahzwgj16zz7PynKyZs6srKys6PDzU9vZ22BvkD6A6Pj6uV155RcfHxwFsCYq63cHM9lwup9u3b2t/fz90D39wcHAQ5JEDo4uLC3U6HXW7g+b6TqejlZWVmM6BrSDj6zIMYdDrDcZoNptN5XI5LSwsBNtJgM1nEcRC6hBsEKR5+YJnx/AFEGL4AZ6FP8zE5zN97Bx75nPIIQ8A1A7CPeM1NjY4pRVbhN6AEyjrpL/LMyWUthFQEnA6W+3knTQsGyHA9VnuzNNnDwnQCTQlReO/l03t7+9Hdvjw8FDtdjtmfiObnJLswYQTiuwPe+9+CB1w0seDR2mYmeLed3Z2PgXST7v+4i/+4s0XXnghNg/mjE3wpgCaKZgsgZIxkSGpVP1+PzrUYUVqtZqq1WqARxwkTpQB9jBcOPxnpQOl0aHtgE6MDs/hjCfRJc7l/PxcCwsLmp+f19/+7d9qdXVVN27ciDpqWDcMJAqA4lOSgSAizIA4GhX5btZIUqzL5OTgABhqupmsgCJiBHC4PLOz1ZRKSIp0HcbI2TD+dpYYQwfL5bOSYRLYF09rA5Cpu+TndK5LCoaBdUulBvWCpVJppGaRlFQqlQqGg7TW5eWlSqVSgFCenSgdxgsnCajz4+YBoexpuVzW3t6ennvuuZGGFZ+djkOCQXTGC5lz0MOeOvNPEOApUYAEf8McXl1dxdHct2/fVqvV0vz8vDqdTqQMkR9nv+kax9EBCJ0JQdaZBMBUEbJQPAs1djCX/ixjY2MRZCKXBIx+rDwOGb0hEHEj7Q7TQVA6nVaxWBwBxjggnClOwRlyPod19Y597FG/P2jkdRaZnwFsk6y36w6NWQTm3W43yrwYJck6+Z4AvEkNIwvoFFkr5NtrGmGucrlcyDx7xP85JIjsFn0D2CUPKF3fWR9YYmSAn+ELXM7ZE88OUUMOGEAPCKIJzhzMPIt1/qgLWeYzkoGs20cPfCFRACvoCK8n6PHsna9VKjXoLfjxj3+sz33uc/r2t7+tcrmsg4ODCEZJ35Nx/ad/+ietrKyMMMMeSG1ubuqFF15QJjOYWkHjXqFQiCwS/hc/ghyTHQVIkrkgw0BwTJ9Pq9VSLpfTwcGBxsYGU6IIyLF3BOf0EeDLAZgE8ewlz5IElnwvfpCJI/1+P6blINOUg+DLfOoIftyDXq9N9pJID6gByUzCwC8jr9LwbIqkTceugA/8GfEvHlzxWUxlQkeSQQMYBFnjtZSO8Xvkb2JiIkqo8A/Ly8uxDzw/suV2CvlNZgg8U+l6wTOj1xCaPBt6t7GxoT/90z/99Ijwp12M72FGL4oJ8MBhbm9vx+gyAB/RzsnJiarVaoBNjA5HYh8fH6tarcYhJDC4KCTgieOZmbcLu+2lEFxuLBEQj74QQmqIEDacJswwzClpurm5OW1uburs7EzPPfdcfAe13jhEulhnZ2eVzWZjDjWfTz3n3t5epHk9jd7r9aJG9fLyUhsbG3rrrbfUbDa1s7MTTnh9fT3qod57771IWaXT6XgdoIEggrXPZDJxSpE7rmSETWonnU6HYet2u1E7DmtCEMVkhb29vRHjgEFPpQZHjdJQAmjGSHvNN8ev3rx5M06XRNFxfpQtID/IxOnpqcrlcjiFVCqlcrmsbrcb64LRhtn0U6lggVlfgpFkowrBlwMsLuTP//BzyhHIsgBykUUYB54VUJLJZPT48WOtrq7q/fff171796J2maCDjFEykATkegrQy7WOjo7iJEZO1CTokQanWpVKJVUqlSiHgT2an59Xu93Wc889FwCQzAAy40GipADsPknC18gZT5wgwQ6gFIfBOnrzrYM5nFC73Y6Z8QRB1NOvr6+r2+1GSYQHwDhQZ3Fx4gAS7Nbx8XHMDM9mszGiEnDSarVCx3FaPjqS56ZPgzpYwK6XgJHaBkh5NgjwQ2ke4IIMEvaNQN5PRQQoe20xa+KOnIDp8vJSBwcHkfkjiLm6uopSBIA4ZTF8P/bZZ/omLwIiZOMXuTz97penwZ3MYC95L+U83Ks3ZMPGozulUknVajVAEGUXk5OTkTmE5YWFB6jAmEoDwHX//v0PkAc0YDPLvdvt6vHjx0qn03FS7unpadTF4udokIfFpQzs8PBQy8vL4RsrlUqAVNaAYIiRtoxzY/+81tj19+rqKmb6u654aRTAk8AdPyANTzDG719cXER/gZdMoeOw72R5+RuiBZ2ThtNtZmZmgqACiFNiii0m2KPxE38NPnGygcycE2jYDdYVnAM4RV8IStAj7L9n6ChvRaaxYdvb27H22D30j0Zsvpvg7vT0NLKLkIJ8pu8Zsk9PFoQC9shJkI+6PnGM9Ne+9rU3FxYWRkoqYLgwrsfHx1peXh7p4nzw4EGkMNLpdMyVlYYnjx0fH4fAw26htDCW7XY7wDf1QicnJ8GASgoldaZBGk1/cjmY8c57BBxj6ewFkeDV1ZVu3boVEfTW1pY2NzcjjYqB9ggTMDQzM6ONjY2Yv4hzguHEmHoKh/ojnGE+n1elUonnvbi4GDGAjAbktZQ6eKONpyQlBRPhLCjr5M0VgCAYfe/+xrBQfwXjkkqlYvYnwBpjQAkG648hZYg8rAkgl/3KZDJ69OhRpJsvLi5048YNbW1thQGj1OP4+DgM6d7eXqRYAZIAvVRq0PlO7RkgxAMQauMIAMi0ICc87+LiYjxDkglzAODAkP97cyvfg855aQJgIpfL6eHDh1GCdHh4qIuLwSxoHA1BKo4cJ+W13DAWksKpZbNZtVotLS8vRz0+a4lzpP6WebOwWd3u4LAJHAslMl57j07jZGiulYbNMM4EAXbQKweZ3B/OjCZPwB7PnM1m1Ww2o87Zy8AymUzM6yXAZEINoA6Ayxqwzx7MI5PI+OHhoXK5XLDRzoCy5teuXYvZ9GNjo4dDwNCSsqZUBRvqf/zytcIWev25T4vg+d02Y/OY0gJIwRZQPw/Icdn0bn8vBWJd3Be4o/dJLYAU7j3JMH/Y5aynX89y9E8LcrHn7Dl2wWtJPXOZTqcjq8Lkpe985zvKZrP6tV/7NT148CDsFtNBlpeX9Xu/93t6//33I+OLHPl3zMzM6Pnnn9fW1pbW19e1tLSkarUae3j//v1YLx/juLi4OMI24lPJAqRSKbVarbB/ExMT2tjYULVaDbljLrE0nFeM/hMke4AKwOt0OlpaWlK9XpekCPBZU4J3yCfqcrF3rDk9IeCFiYmJuHfPFOEbaOotFAoB0vf29lQqlSJI5ATRdrsdvU8eoFPeQ08IJKIfROQBM/6LPjJ+74GRX0zOAANIw0NTkFP8IjaXLDYZAHSS8Zbe9+IZbcdA/jovE/XvS2ZSISe8BMRLosjm8X2fnmz4jOsrX/nKmzdv3gwFInJOpVLR+EeDGVMocNSwGZJCmXd2diLqxGEBGj1tTO1Tv9+PMUuA9JmZmQAx/D6ZOnLDm/yZNEwrJWvdYChhnAB+AKmjoyPNzMwEgHYmkZFcNGhQH1ev1yO6JZLHCBHdYyDcCdC0B0sDkwUI4u/d3d0wNhg/1qnZbIbDI/ggTeNlEoBi79RN1nWhlL3eYAwcyk+tOM9LEyDlOaQBSSXCWpAGzGSG84VZ/36/H0y9Mw7Hx8exvsViMZrtaIYi6JAGwdj+/n6UG+HkMfr8jdwBAEi/I2/ICkzLrVu3or6OekL2KXnSZ9Lpu1y6HHqAwvcQLCATGGYahSSpWCxG9mJhYSHWj89iHRidRRkI4yq9NnJ8fDwObmFKRyqVilrmRqMRgR7PKCkCZUYaAohg1rEbvV4vjjemnINSE9YEuXO2HJlFXikRgWFtNBrRC4CzSKaYvVmIoID7pBwDhgWWFFBSLBYjGEPuANKk1b0kApln/dkDmFi3VXwOzBTyQPBIaRMOlP/zGjIk7tjcDnjq24EMa5Esx5CGJW1e1wrjxXuxiTBWXpbkI/SwW3wuIJG1BzCyJ8iBO/Jn6RJX8nfYD+7JvzdJrniA7s/Ghc1mbfETgD0Yw52dHS0vL6ter6vf78eY1mKxGHP619bWdHFxof39fa2srOj09FQPHz4c+X4+DxnnOx4/fhzAU5L29vbUarV0dnam1dVVZbPZyFRRD0u2kLUlu0TpFQGwg7BsNhsNZ4AmQNTV1bBZHBvkp+RKCvtMNgjygvGj7A8yTLDtWbckuUCTOLaPnzv77FN1IIBgnrFDrCXPTN8AGRsCeh+xh21ExrElgEdsDoQPRISkKHt15pjMppeSuk1yUg+bfHl5GYEIzLEzxQS37XZbL774YpAFZO2SgajbWvSHv71cBdtJDTQEIHYBTOgloB93jvQnrrSDFBSMoaRwLJlMRjdu3IiUFU1zKDAs69nZmer1ulqtVqTgfdg6Sg1jks/n44RBmEXv+CXVj+OnTMLLOzCkzhRz8X+Ujfvg9Z7mxJCk02nNzs7qy1/+siSpUqlEGpMGtbfeekunp6dxmtXi4mJMmED4p6amtL29rY2NDe3u7mp2djYmXpCuK5VKI6DeZ3EWCgVtbm5qb29PBwcHKhQKev7553X9+vUAST/96U/VaDR0dnYWab7Jyckwwigr6+21ovzMnS5RL6zTxcWFmOTS7Q7nZnMaFoaQdfaomzXmSGt3mACgmZkZjY+Pq1wuSxo4DUnB5DSbzVBwAOH29rY6nY5qtVrMpR0fH9e1a9ciSMEwkrZ2Bz4xMaFcLhdrBABhXZxFffToUTg9QAEB48TERIB7Z7eSoIALQ4mcASphTzBg7H8qlYrU+8bGhtbW1sK41ev1cGBf+MIXQv9wsAsLCyOnQjK1Ilm3THkTn1mpVHRxcaEXX3xR0pC1hhHhOTk85vLyMoJKz8zgwA4ODtRsNuP3yAFBnLNMpHdJR7ImZFgowdjf3w/2mfUFHPNsmcxgxjppa9aV+njS2NgT7MzW1laUaUjS/v6+zs/PQ09xZF4rCLuFXfIGRHQCB0qQ6iUtXlbFuhDgcMF8udywXpRdAU5cDwk0kQvuOcnGuu0E8JNBxL7ye89eMX2Dz4d58+/yYJ0gi98BRBzQPo1lflaJR7IeFP1F3pIMNMCI1/GZfOfExESk/J2t9xnht27dUqvVipKEd955R7/5m7850u/T6XSUy+VUq9WiJCOVSoWcsT4wv5QDIKfYH+6RufFnZ2cjp+16qp19RZ9KpZJ2d3e1vLwctfJ8JveJfSSrg37C1tKkfXV1FfOEydoxXQQW04M+yCP/d6FQiNp++m64Xx8j53q1srISus2kDuQRUqFYLEbWCdKNzJCXL/Hc9BB4wOi4ATCdyQyGA/R6g7njlEpks9kAzAQz09PTajab4SPYK8gAZJQSDNYMHNDv96O8jFIw3oPNptz09PRUi4uLunv37gjhCdnlbDU64fXZ7B/PTMbJ7RPyyVp40Alg/7hX6hd58f8frunp6f6v/uqvhvGg1o6olXR9rVaLqRUIJq/HkbHZLixsDvVL1GOzgaQOuRByOusBC5QUkD6UPpgSdEADgOL7JcUzuRF1Vuyll17S22+/rcePH+u5556Lmbnvvvuurl27FmAYhvXx48c6PT3VZz/72VA4xtMgsN3uYHb2a6+9pouLCzWbTR0dHemXfumXIlXIPWIAAHw4bsaiLS4uKpPJKJ/Pa2trK1j9UqkUxhVHB1hhfzzNS3DhpSleElGr1UacDutDKg2Ay7qnUoN53dlsNp7fG0QATF4D5nVsHCwBgPNAAKONAby6GhzbXSqVdHBwoP39fZXL5VgvPpu6bOZ3d7vdmGqAQUfWkZVyuRz9AAQ4gFiP/I+OjuIUPC530EkZxChi+PwAHBy3/wzj2+v11Gq1NDMzE39efvllff/73w/H0mw2g1UdGxvT/fv39corr+jevXvxnQREvV4vGtBYZ9KaBGkcR+/G2Rlenp+JJun0YMTdrVu3VK/Xw15QMsBrOO0MRg6WCbCMPpLt8FF+XjoEyGOyAE7MZ49PTEzoyZMnsSY+15UA1llCAg9AngcGviesOWDEg3lk05kmD1opNcI2OAvowQhNyaRkncn24M7LX5A17Bl2I8nawpp5YxF/uwNGLmnocjZaGs5s5rP6/X6sp//MCQ2/L/85dpm57MmsowcASRbbnbwDUNYHxlzSyPhGeki8d0EaBFBjY4OJGbdu3YpsCKQQ++7j15xd9FIbQB/2A6BN8xslFdTZskYEIc6KQwpQQuPPhG06Pj5WpVKJ/wMKCWIgebD9BPjYRu6Xsop0Oq1GoxG6VS6Xw8fz2cgkE0Z4frI1jPmjhIPmQeSRfxOMAshhpD2jtLy8rI2Njfg+GtA984dcE2A+//zzccYC/oIDzrgHZBcikd8hTwQXU1NTEcyTQX7//fd148aNIHhodsfvMD0K30UmwrOUyBM6T3DleIbXOljGx7OG/jrWAX/rPh594eI5+T7PzDwtu/O9731PnU7nI5sXPnFAOpfL9X/lV34ljNf5+bmKxaL29vbCME5NTcVkBGngrBYXF7WxsSFJUQ6BIFAHiNJhKGkyo9aJGt9ut6v9/X1lMsOGv36/H06FlMfExEQwg89iK5x5BaCRtkk6BIQMsMF0ht3d3eh6Pzo60o0bN7SxsRFKRso1nU5HgxD1lsfHx/rc5z4XB2qQstrd3VW73dYXv/jFYO1gwTEIsHGwaRgnlIB1yOfz2tzcjOdCST0dKSnS/75GOHR3vkTTgBuMGWl06h0BMb4OlHpUKhU1m81gmTHYzpx4ipHnIaDCmVC7huwB6v3UPUC3pHj2er0ea8D98X9qofleSSPMAkYbg0vqjLXB4WUymair8yadpwV2LqOUkHhpB8bVZ1Lj3GBAVlZW9OTJk2g0Gx8fV61W09bWVjhMSVpdXdXdu3dVrVajzm9zc1PT04OjiYvFoorFojKZTDQQFYtFra+vx/fcv38/2Gqv1SWDQFZpdnZ2JJNCrWSj0Yi1kRRgg+fs9Xo6ODiIkwcrlYrq9bpSqVQEqN5Vj166Y/FULPJzcHAQ72PPAGU4LHTU981TrdgBnJUDTdLvOFrkC71EBnDknkbGFjrjR+rXwSDPw8+dRfLRX27fstms9vf3VavVQjYAYdy/Bz4EsF7XybMnwbmDHQdd9BBgD3DCk5OTcXAVwSwZJWdeCVgcyKA/gAa//yRLndQv7AzED8CWz+FeCMD8Wan1ZVIVgbhPrcBeoaOZzPD4Zgca2IYkeUMg4LLlM+BhFQF0yInbX19/AP36+nqwtul0emTu8NHRUewTvtMJFjJ82Ge+m9pj9o4MMcEIfpRggr3xZvlms6mVlZWRsgsCaGxfOj0st2R9p6enYxwg4FUaMqPoDp+LzpEV9yZAAmOvW6ZXwgmhbrcb51hsb2+LEcC+NvPz8zo5OYn9cH8zOzsbJZ0cLMP8ekkj94sukl1CZuhvKZVKkQ2CZXfZQh94Fmyh17Cj1wBqzxjzTNhh9MZZec/uu955MN7r9fSv//qv/+8C6VQq9ceSXpP0y5JuSHrc7/evf8jrX5f0F5Jel9SX9C+S/sd+v//2U167JOlrkn5L0qykn0j6er/f/5unvHZS0p9K+m8lLUnakPTXP3/9ZfL1ySufz/dfe+21MFykOAuFQpykhPKj9IAzlB2nTpoBReC1/X4/UqUopzd5IGw4wlRq0CRx/fp1bWxsfOA0oGftkdclSkOngzI6I0JDAKUPx8fHarVa2t3d1fb2tiTFqWz5fF5vvPFGRO1TU1P6xje+oddff11vvfVWfP+Xv/zlqGmEXW21Wup2h41asGic2uhKCiAgwMCg+dzbw8NDNZvNAEyUbVxeXsbJVPV6PYyQNCidWF1dDQMDSOH9MIc4sbGxMd29e1eLi4sRuGCAveP6+Ph4xAF7MxFGw1k9B0K83tPmXooDUL68HMxYXl1djQwITZsACLq8GR0FYGJdcfw4eow57DblLTAnROY44WKxGGw9DAtBnmc8nqKbI+kx/naH7wEMNW+wgO+//75u376te/fu6dVXX9UXvvAF/dmf/ZneeOON0L9isai1tTW12209fPgw6hUJgnZ3d1UoFOJ5P/OZz+ib3/ymnnvuOW1ubmp3d1erq6sj7EsqNRhPuLu7GynOWq0Wzqndbo+wUr5WlGJ0Op3QMYKTXq8XdoWUM8wbztobkw8ODlSpVJTJZLS7uxvsHE4AdptGoampqZj/DeAjPe8yRaAAW4dz47u9jhEbB6h3wMpreB/ABhYaWZdGTzxz++XAgHtzmeLe6BFwO4vOIv848mT5iL8PHfcgAJ1FZtxu8nvuhT3DziZ9ArWbMPIEIMkABaeNPnu2ShpOUgEQOojm30mn76VCXvvN/kME4H88IPc56NgIPp/SMGwa3+HABTl2oicJTvz+Xd+xi+yd1/p7MIO9RT/5N6CNrAB7ggxwWAf+BFKMoNfJEfav1+sFU8z6OQhjjQlEKJvw3gGmuFy/fl27u7uhGwBLnzbj2ZyTk5MgsCjtpNwEO9RoNEYIEuQaf4CdKhaLIdPHx8ean5+PdSqVSlGu4zPzCRTIPONnCKgImMFF1IcTELtNITPrfQzYF6ZskGn34Qh8BrgIvSNY457dhjgZha677LL+Liee9XId4zmSOvtfAkj3Je1L+oEGYPrwWUA6lUp9TtL/JWlT0v/68x//R0lzkj7f7/d/bK8tS/r+z3/3nzUAxv9e0m9I+g/9fv+vE5/9f0j6HUn/m6TvSPqvJP0HSf97v9//7z7qOWZnZ/uvvvpqRIMeTbJ4btg5rplTb1h4Ilciba+hYkM9PY/zJKJy48ymY4B8XqPXPTnDKWkkcuM7eT/gBKCVz+e1vr6u+fl5bW9vhxIdHBxoYWEhBBznx7rk8/mRcVawdbAiKNCjR49iHB6pRJg8WFLWgBGB3tnPegBQUBTSbBih8/PzKLNBKSqVShg7wDPTNWgiwfBifAiUSL/BTFMLChBIpVJxuI7PRs7lctrf3w+nyZ51u91gJrgnFBjQ4ICEKNujYAwFhgoAQYnF+Ph4dI/T/ALow0gn078w6QAGT+Wzt+74YGgJJJAlniXp5Pkb8MGFkwFojY+Pa3t7WysrK9HQurOzo1qtFvXIpHb5Lt6HscV5O1u6u7urWq2m8fFxPXnyRFdXV3rxxRdjL2CbKeUA8OIwZ2Zm4ufsJ84ENoSyCWkwt/z69euhJ4zIo0kmn8/r4cOHyufzUUJD2pyjgXHgHAZBOQclGlyM4CRAlAZACJnudgd1/TjEXm9wSlc+nx8po0FWWU/kBGYemwBgQUZ5PUARMgG9ZdII+zw1NRXBr5fJoA8/t8M6PDyM9afe0hlzZ2kdwDtbjs6TMXMHj41wpt3ZWwe9l5eDvpJKpRK2imlBfgKfNKwH53Nc99Ad/IOXjjj7zM/wNYBxzzwmdcyZ81QqNVKq4UAUZpb16/cHjc70Dzhw5j4A/oBE1o/79iZ2z045i0yGAd/jfhQgjR3wEjDIqF5v0LxLszOEDCeI0oy4tLQUmSxn0pE/mn4pa2JkH5lkAgt6fz7zmc/o8PBwpEGbNQHYZTIZ3bt3L5hYygsJBpARgo+zszP98i//svb29qJk1IM1bH+/31elUtHe3l6ATfYIVttLst7d/jUAACAASURBVMrlso6Pj0O+WKenlTYwP56mdUDl7OxsrCvjC30mPDOuvXmaDCyBB356YWFB7XZ7pLQRufZACRtwdTXoIcMOu53NZAbz4RcWFnR1dRU145wDgJ8BOKNzYLB0Oh337kEhOpNk972kioAC0pFA+b8EkL7Z7/cf/Pzf70ia/RAg/V1JL0m63e/3N3/+s2VJ70r6v/v9/m/aa/9S0v8g6b/u9/t/+/OfjWkAkp+TdK3f7x/9/Of/TtL/Kek/9/v9/94+43+S9J8kvdHv9//lw54jl8v179y5I2l0fBCKiPJhSKWhIfNyCQQMhtPrvTwNxtGfGH5vJGCz0unBgQzNZjPGagEsidiSNYooJTM/pWEUjcJIA4fL+B8cOLVZABLeyz1SugDjSTkGz+fPi0PlvnASGEifPCApGBG6x3O5nH7yk59Ejej+/r7m5+dj5BwOGqNCepL7cacOiDw5OdHGxoaKxaIKhYJqtVow4X5a3dOOcXYACdOHEyfy39/fDwCOAyFlyPpj6HDmGDoUH/lgViuOx2s3aeCYnp6OtXCGzFPjrDvRPuvLoUCAZ4Ah9X/8m5KGiYmJOKmO73SQDyhhbwkgkqm1ZBrNWdirq6uRtfd16nQ6mp+fj+YlZAaDjFPEwTCeLZ0eTNrAOCObfPfZ2dlI7TgGlbGKOIFut6u9vT299NJLarVaunnzpn70ox9pbm4ujiV+8uSJpqentba2FnPGHz58qNdeey2YaNYMVh/QgM53Op2ow5QGjnVtbU3vvfdelEeRvp6ZmdH29naACQfFpFxhknD6kqKUh4ND3JngOLxcx4GbB3RcztR6ChoQhg1Abqjr5F6wG2RQkFG3h86wwYSin8hgEmR7IAchAuBA35BDnDCBFYEC9goZgzQBcMMEAlycZSNLhsy5H/CSHS87QH5PTk7Ccbt/IcB1FtiflbWQRoNU9sZ9S9LHs2+UA/Ed2C1JoS+A9CTI5x5ZA4A3doy15H4JPnwf/Bko8bi6uooDTPBJBErtdjvYSp5V0giI7Pf7Qbj49yEbTnBcXFzo+PhYCwsLETzXajX9+Mc/jgwSJBtgHxsCiPdMwtXV1chUJgglADyldGS4nJig6ZW1pZwS+ZM0UiOM/GILCSyYjARo7fUG/TPFYlGbm5sRyOM/6KmBIEA2JYVPoDwEsg2fsr+/H1kZSCr0mGfnHqamptRoNEYwDTbGs5TO3qMD/n+3OV5eJGkEW3FBYCGvTkSyb0m59td897vf1dHR0UcC6Y89tQMQ/VFXKpW6JelXJP0NIPrn79+U9DeSvpxKpRbsLf9e0n1A9M9feyXpf5FUlvTvEq+VpP858bX8/7/5OPcIUGYRPSXlabjZ2VllMpmRs+OJ9okyvV5PUrDSAOxKpRJzgLlw9AC6qampmC9N+rVarYaQ+KgzQLSkAB8opDRkCIg6V1dXw/h0Oh3t7+/HyUjScCg5zywpphrA3mL0cUiNRuMDqT2Ej/FQsNYoLWPbaAprNpsaGxtTq9VSPp8Plvr27dtRN4VjAhwUCgUVCoVg3RcXF+PAEqJ7pm3cuXNHa2trOj8/jzrj8fFx3bp1S5VKJQwQhszTj+zJ6enpyOg5ggCmJPj8TKJvgACG01NQzjSzh6TPqJUFxOMQkFVYGhrYaAwEzNIgAkBhf+bm5tTpdIIpzWQGQ+4dkDPvFFYGkOWpNPYBUEjWwFl3nh9HiTOFocIYI1PIjAeAMzMzccAD+kSWAIDFEcTd7uCUPQ7WcXbQjSZyeHV1FWzS2NiYrl27FiVYnU4n5o+vrKyo0Wjo/Pxcjx49iozA7OysNjY2otav3W5HgPDZz35W29vbAaokxdp670K3240TTJFd9vvx48cBGGnOYmSiTwBhgsjJyUnM2OZ3yB2BGLKAniIXnoV4GpnioNCZZCccuE8AFYDXGWCXc+wTMsF+JptY2TsHQ34P2D2vzeY1BHbILjriPwM8Iks4Xnf6gDVP9XMv2GXWiH11HffsgJfI8N1eJiQND4uAtQZwA4YBZr4OTiCgr+iZs7+AVO6dQNbPQWC98QVJEOf6xD1QluU1/dw3deo8P7aG9/uzouNkHXltoVAIYIWfojQRG4Ft8UDem34p6ajVasG+eo02IzalQWbj0aNH8X2AbwgGmFefq+yZ0ampKRWLxbCByBHrfnFxoUajoe3t7SAyIIe8zJPJHZ7hoNzu/2HvXWIkPa+7v3/dq2/Vdemq7p5b9wxnKI4kitaFFh1BhuSbYODL0oaz+FYOsgk+IBsv5EXAILGoTTYJkMUHfKsk9jaAAQP2IrEg2bElWaIkirLIYc9wpu/V1VXd1fe6ZVH8nfq/xaE4VD5tTL3AYGa6q973fZ7nXP7nf85zHpd3ACxBSqFQUKFQiPIv/AYs+vz8fDDU4Ayeizy57cJOur+iThu5YhwAbkkxX/yfTBudTCC/PAM9vfHRSRsvsaJ0g7nCT3o5lcs7PmGabPSyDioHPCDyzNyzXL+K9ncvv/f3//uU3/2TpJTGpSFKpVKrkq6/9/Onfdbvx7+3RqPRE//ge//fnvrsUy8E2hcDIfS2Lyip18YiOERq0ngR2PVPChwmyBk4APtgMEicoETbuWmmgdYwpIC73a6azWYAXE+leAovm82qXq+Ho8YQY8yr1WpsgERY6OxB7e7p6WkoM4KZSqUi9X3z5s0AMIBphJkgwrsCFItFra6uqt1uq1araWtrHF89efIkGEbAJH+zsaHf76tWq6nb7arT6cSmUOp7OZUIA8nplE+ePNFgMIgUHGmjzc3NRLs9DC0tl2BWUqlUou/y6elptAkjCwCLAKji5wQ8khIbVVBWImiMAOyApHh2NpuNiD6TyYRceosyAiZYE76HwfHyEwAs8okzJV2fzWZVrVZj/WCnisWi6vV6OI79/X2dnp7GRiBPi6FLOFVSpZw6BxuRz+ejlAZDzvgAkBhiP0Aml8tFf1n6P7OvAePJvdmM5Y44n89rdXU1nDz1xdSLZjIZNRqNkHeMbqPRiPFT+7iyshKO6urqKg4zgcmkFzkgJ50ed/s4OTnR3bt3lc/nY8MRdZews5KiDnF9fT2cGAfUABTy+Xy0N8ReIZMOUJArSYn2YJ7NkSZMoTskzzY4+EFPaH/ltYnc1zMs2B/sjLPzsMLcF/DvwZ7XtFKaxXqztgB59pjwHGTewSr6SBDGuBwgYz/RZ8bhoJmsCMEWc02qHNvspX7+XbJg7MPwXsgwm6PRKBhDZyQBVeisjxG22Y8/Rh4YJ8QALD/zDbDEnvDdaebOM6P4IfQVAAnhwNx52eBgMNDx8XEAG4grxtZqtcLHeuBOKYKzjwRzHsyz/qenp9ra2gryAV0A8Hc6nfAbZOC8FJCxr6+vJ86T8HfG1iMPyCtBHFlHSapWq+GjYbUZA3abIBEMQPcvAiXkEzBNoEG9NRuls9lsdEJiXgmgHj16pE6no8PDwxiT2z06gEAM1Wq1BMHhdeLUv3uw5LXnvV4vCEm/fN0A17DkyD4BC7IgKbE/iQCYdcIH8K7TLLVn8fFZ0+W107L+YdevAkhfe+/vraf8jp9d/yU+y+ef9lk+f/1pv0ilUv9NKpX6fiqV+r6XbhApwY4APr0EgogXA4ZiEYkDVDhKlftiKFkQjxg9Ipvu0YsSAkxwYDC2bBrCyKFoGKmrqyttbW2p3W4HWOH4ZA5IgWmWFI4c0AoIIo1EbRcKjlIg8Agh0TWAgsNeJMVx27VaTYuLi1pZWdHS0pLq9boajUYwDCcnJ9rY2Ih6V+YGNttrFp3RSqVSsckCh1OpVMLw0FaO4Ann4E6Z9nbHx8dx0iTRPhshYamHw2G8m6QoH+GZ7lyo3wLYse7SxEEAPryG+uLiIk7pQhaz2XHPT4ympHASMLaMNZ1OR9cIT4MRiMFsY/x7vV50oQDIAnJhUNrtdugGwBinjKzzMwDz8fGxlpeXY/MmB/hgiMnEsE7MH+VOzE2xWIwU+GAw0M7OTsguz8JRooOMl7niyOmZmRnNzc1FL1NYEZgcdvMTELrjv3fvXujkcDiu6QTYAziq1Wps+gOU5HK52NTMUdZsrE2n0xE0IbOHh4exHwFmm7ktFApxaNPp6WkCsPlJgQT71CES9NOmjMMbcCDSpJwCu4WN5N3cAQHcAGXIDoCWMiKyPaPRKNr9ubx4vSz2hAAR4ImM4jSZX+TZOwBNM5oeEEsKxh6dQFb42WAwbpEI4eCsMf/30hIyHjhyuj4tLi4GWJbGm8HQLTZUI7cQJgDi09NTtVqtyKQBeimrwv4CjjwQ93pm5sl8YYyfwA3AQzBxcXERpUCpVOp9rT8B76lUKo7sxjcOBgO12+2of+cPwQA+wzNh6BpzC9gtlUohh7wDMogcAbAYgzSpp/dNjdh83tODCOTLCQB8JHLL3hyyVmTnsNMAOnprw5BiV5AhbDktXgGi6CD4AjtG9yN0H9vugS5+w0u6FhYW1G63lc/nYz8S883GzXq9rnK5HJ1AyIzRiQp9Zs3ppy4pAllfA0nRm5y55aJEBz0jwHWyzokeOt6Uy+XAJ4yPuZ7OchDg4gecWSbTjH6enp5G8EQQj+w4eH9atu5p1wdvwf/lL44pu3zK7y6mPvNRPsu/n/ZZPj/7tF+MRqP/KOk/SuMaaaLDSqUiSWE0iOiIhOl/CdtHjRRsLcqI4LOQ+Xw+hNgjIXoPEwXB/kwDEZhxT9NLyQMHRqNRpJqIojCqlGbA0sJOANpgiwHAsD84Xt671WrFhizYIxgOb4knTaL7+fn56D+5urqq8/PzAES8I8IJK4eRG43GDduJxkkheVkFqS4cAI5VUjC3GCCiYZhQ2nHh/Kkn5r0A1zgaHAvGDHaS+yAXyINvvAEsTreWwnDw7qwzTKI0OYCBz1CWg8wBglhLWGocGY4BY4JBJxiC2eGoWb7LuwCumGNAZ7VajbZ83AN5gB3xoOD8/DwOfvBe3wRx6XQ63mcwGESQlM+Pe5fu7e1paWkpWtGxThh+KXlYCM6I4BgnDXPhcu/pWPRrNBoF8IVBpdUUhpZ3RebIHKHbrVYrgiHmENCCo4D9Izjr9Xo6ODjQ+vp6ZL+mSxkAldLYWXldLZ/h/bykxVtv4XhwFOxL8GwZOo6esCZs+HWA5XtMADY4R05L7HQ6ymQyATpo6QjTCxjb39+P37FmzmRjIylZIEDyelWcNRtwyfwhB95mDceL7WP8AETsEbJCQCyNu+EcHh4m6r8BvKwPP0POCHywuWwupWuRs4G8s6T3saKsNYERYNhr2bkArwBXwCEAA3CKTJDRHI1GobeFQiGIDOaOe0sKAO/sNEEh68N9AYTooG/U5p1452KxGBvG6RjBu7EhF91kDRkLWVb8EllZ1oo6ePwX9gOSCIIMthib4Mw8AZIz9uge5VqUMbDO1HofHR3F/Hv2E93i/rwvtg1ZYCMgmSUAMvtKWGcPVLkf7wdmQbbQRc98LC4uRoaEueXfXJ7J8G4+6BS+2Bl29Gq6Bh0dQK55dw5qY+3QCzaRM0/YPcbic+gXWWPfI+KlNKy52+APu34VjPTZe38XnvK74tRnPspn+ffTPsvnzz7gd4mLBUS5iIgwaAgHBhnD6hvk2IghTZTX04qcPOepd5waggybJ01KTgBBXsfD+/I8nMj8/LwWFxc1NzcXjg+FpG7J6556vV6wxAAzN0I4Q0mx4Yw2QkTbGB6cNAqJ8mMYqH+GdfWgwBme+fn5SNfz/swJ4JPIkbU6OzuLHdye0mSzB5/FQGMMAGBEpx6lss7MAQrr9dPci/HQ+o/UFCARRs17+7KerD0bKK6uriILgiEulUrh5EqlUmK+YG2RTxhI0ofO7k63/WEsZCmWlpYC8BOkFQqF2OyDM+d5GHpS2cgOTof1k8atoHxD7tLSUrCwZC9arVawjJeX4+PPCR68DZ80YRxwfjDAkmKDz8rKShjlarWqdDodu8ORTQI06qwJeDOZTBwb7roJQMAxU6cIkM9kMpqfn4+AjYNkWAf2CszOzkZpkAN4D3zIcqAXXusKI01Q6IwmtgDbU6/Xw1YAGpg/2HvXAQc9gFzGenJyolKplGCfyFDxeWyB67FvEuZAGkkBAHCaJycn0RMdYETqlfWSJiUz2EEv9+Ai64ed85IDwAT3deDJeOmE4qUn1NQ7wEV20Bne3YEE9pgTJWlrxudZ58FgvDm6VCqFTSH4lhQnwfV6vSjZQb8B7AQGfA6dAKABugFC2Dpn6AEesKJcHsAC9NEJSAb8AYBqMBhvGAT0kdVg/XmGM5dec0uQiA1kzwx2itaq7JMBfGJLRqNxNyrvgOF+VpqAQmfi3YdBFlAaAchnTmBEWVPmjJ8z72SW8aczMzOqVCqRyUKeaZ9JWQ5tYz2rjTx7O07GTCDvGxYpVx2NRnGKKYEhWWffiId9Z/y+4dszG2AhSu+YDz8BFECKrSOIRSZp74eNwC7BKOOnWDfWyYMyPsf4kSHGj01j3fG7HGDj74mMsG4QeM96/SqA9PZ7fz+tzIKfbf0Sn+XzTy3feO/nH1T2EReTnMvl1Gw2Y6E4pefq6kqVSiWxY9zZXK+XxZB7lAZA5buADj+qGQAyGExOzCOyRXn5LE6DiOno6CiYJGdYfAMhxwYTmSIUlIhcXo77ylJDxTNgerlvr9eLDQJsfAO0sOOX2mJ65RI8uGFGaYnIMZgokqdWpUn/ZUAIR5K788K4EqAQSeNUPP2KMsNsoLiSItLnu9RrE5GSvcAokyYCdAMcuC9ADoABwIV5gWWH/SJ95UrbarXCSVKTzDxJino0nChyjXGCoRqNRmq324lUqG/6In1KyQr1vpQKwIaQPoTRZX5ho0ulUmQMkGVOq4SZOz4+DpYdI4yzYiOel0ecnp5GwEi6jzQdjhedJAW5vb0d80pNYavViq41rM/l5fgQpqOjo6hVRLcImrARzC+6SRYLnXGmkvVEd0qlkkqlUsgRrCkMNU6PwAAngD4ToLkzwTkQuGFLWM+ZmRk9efIk7AvAy+toJUVtOLaK7kLoH7oHa0aGAb3DPhFYSeNNRqRgkXfWicwH64g+YVfQGYgDSnAA+qw9F+ACkEiA7Swoz2OtsN/YE+wj80rGBPYYnWq1WgESeS7ZSoIMSpcAux4kb29vB5AlGMA+sBacCMd4AaYE7bwnF/rtNeeAd/Sbz5FlkpQoxSKY4t8QIOi/+z2eha464w4Dy/zOzMzEsdOk853V5V6A2fPz8/cd/w4RwFyTvWm1WgGmTk5OtLW1FYQBAUKvNz5j4Pr16wk/4zKDHcUm4QewE9g/9oggl9yHucMu46OHw2HiZFWeB55A59BDZIW5QF/8PfkcNoiSTeqvsblOmGSz4zMY3AYz/2SeAcoerPJcult5SVav14tMCqATIoZMMQEPc4McYaPp1gRjT2na1dWVjo6OEmMfjUZxsB0y4b4M35DL5aJEhQYQvlkeP0kA5sQHa+02DUAOVnmW61cBpL/33t+/9ZTfvaLx4Sz/Ikmj0WhHY/D7ygd8Vhr3mPZ7X0+lUjf9g+/9/9rUZ596eRkAbJ6kSI+4YQKQwCow+TB/Hr3DZGD8UCoamHtdEALEd7PZbKSEKRsA1OFAzs/Po54Ux+qnqbkStdvtqDGCtXpvvmMOMplxk3cHhAhsNpsNUI0RhVXjMAscBqCDzVoEJNlsNsos6HsJ4KW2C2MDmGKcGGTWhdQQHS4AEnyXlDzvCmAFQACuqSukZhkwwu9brVb0MvZyG555eXkZNXAO1nnfVqsVTpV3xBlTH8i9vBSE0hGUWFIATQwfRoLoHtnxtkPIIetFShuGAaBD+hqAwjMXFhbex/w7wPONiTgMAisML0b38vIy6nEBkQBgHBuMDnIKgwsAQ3a63W68sweqOD0HedTKk0XCQcHC0o2AY3cHg0GwP5KC8cbxsAEVZ8HGnFKplDiZjPn0MqtOpxNpfbrNUMohTZwFOkEgz9w408jnkV3Gj0OHZWXdYaJxCDhul1t3RJT1cN+FhYWQYz/BjACP90FuisWitra2IhsGqPGaYFgtZJXOC94pR5oc1NTvjzca4xCnL8btLDOZlHK5HPaOjAfy2Ww2E4woDK8zkq6r+ANP91JG4jWhBwcHIXvMcSo17kNPNg45BqzzvjxruiwIH8B3AcT4GogUAh+YOwJ+3ps5AsBiJz0d7swx+2HYmwAYo983skQwALhmjbFDpVIpxsl+BJ5PcMc6zc3NJYAl9yWrSxkQ+p7L5bS4uBigCXk8PT1NZF8hp3gmGwqZc7fJkBSMDVBIwIDv84yxl1x52dHV1VUwwfhLSWFbAPHYYAgs3nX6/gBSMrFc2Ww2WmmCM7ADbLyjzI79LR6cQyS4vYS8gPggYIUQgYhkbgk8WQfWwjPQkiKTRrBYqVRiHw/ZF+TBx8eVz+dDZtA11t8zQZAijIe1QObJAhEAEYzx7pQTPuv1nx1Ij0ajBxoD2j9KjU8slBSnF/6RpP97NBrt2lf+StJzqVTqv7TPZiT9B0kdSX8z9VlJ+u+mHsv//88Pez+vzUM5Sdcy+V4/TLlFKpUKIarX6xqNJkd6o/QIAOyHKx2MHgbUj5aGSfEOH0T/RNi+SRFWERCFYnm7Nq8dw8CxmQBjRjTGsdSwCii6g0jmgHINUtqk4WDeYbmpUwWQemoNAYe5cqCD8sLwOnORTqej3SBOF+aa1CnGiNIP2A7mCKPAXOPgeCeYaxiORqMRzo7gAGbJQSmOw9PmADIAv6SI4HHkOEh3SqyLG3mctRtRym3YbEoNK+wKoImyFIAtQFhSBDuUDjA/BBSAKxwBhgZjDLijcwqyQXZiYWEh5pj/43T9gt2gvnJpaUn5fD6yEAB5r9X0+ZubmwtQjWyRcuRzT8uySMn+o9Q7A0YB+57eJmvDeAmIcFg4H47BbbVasU7el5vgF2DMe2AP0HfWlppoAg+AmjQp+zk8PIx1xw7R21qa1BJiB46OjsIu4LSd/SSgh3VjfdmbQTDd6/Wikw/BPt8BnFDWhExJE3BA4MxzWVcYKU+nQxh4pg5dwc5gO9E9SqmcRQdsuiw584g94j4E0swT+sb/YeOZl8XFxQjAeUcHXWQJAbzo+nS5n+8P8TpVApVeb3zQECAB8EZgxR/uwZyg32SAKA2YmZkJQgS9JeAlCOj1elpdXU1kY+kqgx8AWGEDAYgEVxAWxWJR8/PzAYiQXbK17g8BsBwaw94NfA6BK6DQ5w6WH11j/iCRjo6OAlRiE7FVAEXIIOwh+MDLDtymESz6PCHvEHP4FoJpX1syNzD2EDnYQN6Lns7YlmKxGH3nz87OovMSGRveh/EiC3NzcxHQ4Etp08kmStbUM3fICb6eYIT54NmAe1h78A4Zhmm/4JlO7AKn8WKv8b/osssHOpfP57W5uRnzS1AA9vDSleFwGIdoTYP6D7o+yoEs/17S2nv//Q+S8pL+5/f+/+5oNPrf7bP/haT/R+NTCv9X+86yxoem/Mg+W9OYoa5pfLLhlqT/StJXJP3Xo9HoP029x19L+neS/pMmJxv+qaT/YzQa/fsPG8fc3NzoC1/4Qgg/wopCkUJh13G5XA5wBPuBkHmKBuCEw2CDFhG112txDwy3pNhJjwEine7pcBRcmvTixAnzbg6S+DcC66kiZ7AwrO7ECDhILS4uLoZywPTyWco2KBHwuQQgMmZYNGcDYKBQZprKE1kDxHAsnMAII8N7YCTY0CFNUvKAc073g83nnUlnlcvl2LFPIMHF5wBzBC84dwAWislGNIwbYIOd177xBpki4PEDIHCWOBY6svCeABkMPmDF2U8HDZRlUO+PLO3t7enatWuJunoMLt/xmk2M1jQzxVqxfsgzQJYgjg2IOMmLi4vE4Tnu8F13eKd+vx9sFcCNtnH8DDay0WjEO5Cyxvl6rSCMhm92QQZw8AAgZ5YZl7Plnv5njX1TGutPcFWtVhPsq3ccIWjj3gAvSXFfLpfbwWAQJy0ihwB+5IKggeCfTVfTdaWMNZPJJA5QYM3RDQ8ICbBYO69rBnBiU9AfskvoNPKIsyTQnLZFyAi6gFw548b3/J6stc8jweDZ2VlsMqdEApaYsXs5CcQAgKJUKiUCTMbPO3JgD3NMGaBnKVweXQ+4hzQ5WIj7ezkIgBIbjV4QBBIIE2hgvwE3yA0lAcwh98AGEjT7Rmvki2ylpMQGWOwgnweYcrkcuF0n84e8U5fNGCmh8FI6ZB+/7BlJSgZYZ071G41GunXrlprNZoA+1wnAotsPD1qwIfhiz4jzOwgKbBHjm75YK+SOcXldNPNKlonAnbIKuneARzxYJGAkuMUGY/Pwc6y/b9b0C53CHxF4eCmqrz/7MHwM+Az8FsCb92Qdsc+sC/clOOZ5nn1lzmZmZuK0Rtdl1vfi4kKvv/76M51s+FEY6T+V9D++96chqWz//1P/4Gh8uuBXJD2S9D+995kHkn7bQfR7n21J+pKk/0vSfyvpf5G0KOlPpkH0e9cfSfoLSb8n6X+T9DuS/nuNjwn/0AthkRSROMf4opCApKWlpajbwdEx6bnceEf70tJSsHSNRkOLi4sql8txOl+j0dDs7GwirXl1dRUpHWlytCzMz+bmZrC8sNrp9LhlDqkTSlFgkWGeeYYDaoAHqbXRaBRGBweCQsBKwj542hEjB4iinpBd/bQNQ2l4fzZpwkQ5yy1NUjc4N3eQpO4A0TD3GHfWE6fI/MKMw1an02kdHx/HZjBJEQDQOosUKHXD0hg8e79pByOk/ZlzADqBCxsFAX8AAJz9cDiMloSlUkkzMzM6ODgIYEaZCwbo6OhIR0dH4SDL5XIwUTwDhgeAQoqWjAaGZnZ2Vnfu3AnmLJPJBAuMcb+6uopTEUejUTBRAG+6tGCAABHU0AGiMfSUufimNJiWdDodwQdsoaeaWWvSq8wnAS6fY24lRcZoaWkpsgNe+uM6AyOPdHHw0gAAIABJREFUDfAAiKBKUqKWlHthDzqdTrBmrD9ZnMFg3IMaZtOBUqFQ0I0bNyQpNk0SEDp4QsaRd9hvHATv6EEEu9ulcX0mpAAOig1Jrk/YDCdZPND2IM1BpNfPIgewfNhS7xHL+JeXlwP0eNkINZoELs7AsU4AGX6GHngdJ3MIwGM+3YZ5CRhjANTD5hWLxUSpCfLjWTbsNeCv3W4nOoAA2nD+KysrYVOxhZQEodfOdDJ+wAlrBUGA3jK/zAdBM6wtGRnaYOLXsGcEwjCz6AAyLilsP/fKZDIBZDnWGVlEFx2MIqvTOg6hwsZE7JPvpcCGA7ooeYBNZfMa48UvsaGOC2BI6SFlIbVaLewy5x2whvhCz5SRmUGfCdQBnGQ6kGn8mZeDSoq+2ugzzxwOh4m2r2AO/AtywvuNRqPYW8PhcZSlITPIo2d3sdfp9OTwL65+vx++Efn14IvPeCYAUpFgy3uUE+xXKpXQV+QBucVH8hxII18D/Ax/8GG8y2g0KR9jDUajcf01Pp+19LF66dOHXc/MSP9buRYXF0ef+9znEgaDhWMhYEZc4RBa6p35LKBxfX1dw+FQn/zkJ/U3f/M3qlarmp+f14MHD+K0I5SDzSc4O09vekTkNWkoHbV/OD6MpkeRAGcYWNKOMDEoorNr0mRn/GAw3qRFAT+MCgBLmuzy9c0jOGRn9ilDIfWNYZaU6DIBU4eh9WjZ64enMwmMjXGxkZILB0LfY6/lgsXBifi6X1xcqFqtBqianZ2NI04BgbTago24uLjQzZs31el0ogaXMVFfSe06IBJFZ9e+g5Vcbty9odPpBCNNkEFpSqlUCraH8cGOAu6Zc5dB1ouMBsdrI0cYLrIBMGrpdDrq3Eajcc3w7du3IxWMDBL1U1YAKATswAB0Op3YpEJJCt9Lp8ctKjlilxpE5F0aH24AQ4ojABBghPP5vHZ2doKZ8XptQATg1McK6wUbSPqbOfKjf6UkG0SLOpy/NAHrlFF5ZqXb7YbhhsXxzT+e2cHBwo56gApAJshw9hVmh2fihGDKYPwcWMIsAUiwe64/AChq7GG8ANSNRiOC6r/7u7/TK6+8okajof39faXTaS0tLanT6cS7Yf+Qa2SKuXOmFVYPW4E9QD+n69EBagQX3rUGMOQ125AoXtpEapn5wRZzAf6Zh3K5HPrKszzFzv2xe/QX9/dlDMyvM9SSEuvMd7xM0AMDLoKDwWDcCnF/fz9ACOcAeOYQtlJSoq6ULJeXLzhTSLlUvV4P2wWrSOaDdRwMBok67H5/fHopZAdy7LWyXhLA+jlbz33wicydz+30+3OR5qezDPONr/BsFd9nHTl1lPF5wIJfQH+Qec8csHcGXWefFv7A/bvrNplSadLxBHvuZUv8Hp+EfWVuuJcTBZRmeHmIZ3XxU56Bd/3gncmKERw7DuWgNewSQQT19hB2+BBfY9aB7KmvL+tNoIsNBFcMBpN9JdiW733ve890RHjm1Vdf/bDP/Ju6vvGNb7xaLpeDZcM4Ek3yh6gK5z4/Px9gpdFo6Pd///fV6XRUr9f1J3/yJ2G0Wq2WHj58qN/6rd/S2tqafvu3fzuRJgKgkRr1Mg/AE7u9AQ1EWV5/NxwOo9YTp0WbJYCAMyYIHWwiDANK6gwRgIh6Vt7N2UVpwv55jSnz4Ok/B09E9ig3zojDJ5gTnsW9pImBgu2GTSewwSEQSQ8G4/pvAC/z4cwxrAvAA0NC4MK8MVbSoSgkgBQDQ0r//Pxc165di89g7Elf8r787ZslYaCoOWPuvBQEpg32g2fTFcLr5djsCKPs4/bLjbCzg8wzqUFqVnO5XBycgzEHhBDokLb2ekLWAGdMYMVcE9Dxb4BuNptVpVKJOkUAlGdIAFE4KFhBGBzfYMxmQ0/JE+z552AvMa4cb49cMBbGQc9lnJH3PZcmnX0YP0yPn8jngS5OBrCBDeC5OGrPzLBG0mTXOvdyRw9Dinw7s4OsOHGATBEsUN96fHys0WhcT/n5z39e5+fn2tjYiIOKms1mnPZ3//59bW9va21tLU50xM5SW85ceScKxubdPQB3zIcHIdjN8/NzLS4uBisKgINJBJRh+7A/7h+wo142h864LeW7vBd1sjyDMgDeFTZVUgLoAFLRCTKFyKOXP7gMAvJZY+SC7APPpHyMjaHIK+/AfbiQfebIGVFY2emaVd6x15tsdiaLwjtxT9YB/8S7T4NzACllIsi4ZzLJ0kBeEAwwx55JAVQRfDoTD+iVFPruRAt67ZkQ1gy76+VtrBXfQSe9GQCy4aUVXl6Gf/EMBTJKJoMaZHR6cXExDttiLsiAEyz5M7A/4AyyAQ5ACbzx8cPhUCsrK9Exg3kkaBwOhyFznnHGn7M+2DD8InINgYFuTwNo5I45kyabVz1r7PoEOcB6IIcekO7u7urrX//6/6APuT52jPTCwsLo5Zdf1vz8fGLTnrPL0rh/59bWVhwFvL6+rsePH+vLX/6yNjc3tbGxEcbng+Zw+ncwtF/72tc0GAz0wx/+UMXi+DhsGN6Li4toC0aEDnvF4jYaDe3u7oZASgpQRWp5ZmYmACQsYiqVigiVjU+AEw5RodyDXsIAB+aEMU0bfWkSlcMgM5+ALAwkhlyagBme5WC12WzG7/0zpPcQ/E6no+FwqOXl5Th5CvDQ6XRUq9WC+fTUljQ55coZFgAaIEMaGyxqk5099Si80+lEjTs7xnGmbDQtFApqNptaXFyM/qSpVCoOrACgAIYABgQHHJCBQcLQYhQZk9etsU44EBwYc+Bp0GnWtFwuR0ABm8M7eQ0eRpE1ISjyOudKpaL9/f3ERiEcjG/66na7UVJCxw4CDQw0jpt3wFmRtTk8PFQ2mw2W1B0eteu0pgOE4yxghWBPCCJwMNSx4/Rw2qzf0dGRKpVKrE+xWFS73Y5Wac6CMD8ALi8xcCcMyMdRuLN1xor3cQcyGEz2JQBWvSYUMM78MVZkx+sHef/Dw0PV6/XoBuABluvXs17ZbFZvvPGGlpaWtL6+Hh2KkE8ySl5mgywzTkq6aJ3GJi7GjfyTgWTekSk2UbmT9jIN72hBqpqONQBx9AwbenJyEvabNZAUezEIWJwxn/Yn6B+yiX5R/gMwZa2Ye4LqZrOpa9euBVj0g0EAQwA7mH0v0+BZpVIpUWsKoJmbm4sOUO5DC4VCbNxFrhmnl1P0+/0ofWw2m9GZg+cQoFKqB2Pu7CKAiywNl9fIY7cB8YBe7BPPcOIEHfBMbzabTbCm2HjWz8toCEAJoACy7uvYF4SMSgocQFYG4s9rut0PT9v2q6uraDnJO+zt7Wl1dTXslo8X24UdIth028Y7ANb9cCYyA9VqNZE9Y4x0bnJcQJkF8s3FmNAXbD82yjPyjIFMB/NKMIcMEPT5vHtA5RfkVCqV0o9+9CMdHx//Z62R/jdxoewcBgEww1g6iCAinZkZHyl848YNfetb39JPfvKTRGeLD7qmf0ebrb/+67/WycmJfud3fkdzc3MBvjAodJmg4wRMFcKzuztueoLBkxR1cBhSjqjloj9yu93W1tZWlExIk42OGCbqq9ity6lCXnfpdUpeT0r0CfhG4aRJbTR1sQhsv9/X8fFx4lQy6vgA3jAsnhYlaODZDgxhhugDS/cHgCfGF6PDJhZ25aOYXKR8vIQEsAII9+4DMFDeTeL4+Fh7e3vBVOL8qBn1XdCsAUECwQMMEgbhaaktjDH3wrAB1iVF/TT1e2RIcAywshg55lNSgC0ury2G9eBeGF/mFgMJM8Uc008U1vjy8jKyMs7SeieOmZnxgUHoNX1TSesBKqlLhqnisBzYFoJV5I1NP8gHgQPOYm9vL4CUZ43Q+Wq1Gq3R3PEwBq9rRLZwpqwZzsAvT5NSo4yjZIPuYDDeXDjdxQbZ9Bpp7uHlV7CUzj674/cAutvtRjYin8+r1WoFoPmo12Aw0PPPP6/FxUU9fvxYq6uriftQXuXOFHaeeSULwhoTJHvmhWwPAJoMCvPE/GNneJ6PC90tFovRr3zaH7jso9f0Sb+4uNDOzk7YAb+wJdKkJz46iNzjt7DZzI9nzbzjRLVaTWyixYbRvnI6Q3Z+fh7tWKVJa1h/VwA1usXnCGwgXWCisWm+58OzHATQ3joUH8F4Ab9s3sWfIJPMda/Xi1IaSAZ03/ftQOygA4wHnWWzrOsisu8bTr00gXfwkku3AzDuyCTAmDnBL2O/vBbcz33g+9g4vwiy6QwDlrh161aAX+SXMq1pYOplRvgVJ2QItPk/a06JH36k3++HX5AmJ3biv12/8K88H6ae04+dVGBOyILRfQh75Ha5UqkkbLQDZ2QAUA+2ICPyrETzxw5IU8zuzBkTjGEmgsbg/O7v/q5ef/11vfPOO6HM03Vxz3Jh2IrFor73ve/pH//xH2NTo6f7YImy2WwoFMxBJjPelAMo8qN5j4+Plc/ntbi4GIKLgpJarlarWl5ejib3AIfRaLyZLJ/Pq1wux/MBbTgmwBsMg5dASJNdyysrK5HuRen29/cTRgDDQl3ctHKjhDgGbxMGy+ZAhefjAKlThFHkXbyVHe9DDZ6kRG0pcgEDCovCM5ERGC0U0R0A0TcO2jdqAdIAZm7oqeOktu7k5CQ26tFpxg2aNInmPaUGk+OZg+FwGJsvkS/GxzMlxRzSOo8x0c0AdgbjSZAFAHVmAafvaXnYehwu7+9pepwFAdtoNN4s6yUPMGawXv1+P5hSaez4cKi8G7JHnTlAcTAYtxWEsWPTI5uHmfeLi0mLQTZGSZMT9qhN917UrAUdFtBZGCvuBejANnk6En3AIfR6vcR+g9nZ2UR9NQELJTrYA4Iegla+g9Pp9/sR3JydnQVQJuA9OjrSl770pQgscJIfpf8qF+uby+W0vr6uhw8f6uTkRLVaLdGH2VP4sNP5fD6AEPpB+dfJyUkEaYBJL9nBztGekGDDy1w860e6GKDA3EHQSJNOKBAiHjBeXl5GJoG6a99Lgo6StSPg9X02rLk7ecaFbfJDlbgvJAuBI10POKGVmnJsFDJABgy5B/ABCFutVrCWAEWyWw56/P8wfk4MMM/OBONXAFEE/YwdtheG3IG1pLApzIOTKeiBNMm2wl53u92wAbRNhaUHqJJlZCzSZMM8z5IU6816OumArCFv2DDsBeQbesw9GTdBGus1MzMTpBl+iPkH8FKORGbGmVoCLf+8NGlH6T6L8g90kjVH7pBHSQHgCcDQG8g51h5by33QKzINXjrFxWeKxWK0PmQN8F3IK+vipSySQq4B9Kzls14fy9KOF154QeVyOXaxw3BgOKgvyuVyunv3rn784x+HUvO5/z8XQuDA9O7du0qn02q322GAYS/YjIMROjo6ip6OKBqRI3VXvO/FxYVOTk7CELfbbd24cSNhNKXJbumLi4tI2bIL2tPMzgB71EhUPxwOQ5ERVgAL79vv91UulwMA4XTcScA+Md++iW00GoUxoHOENDaapJCIsgmW/FACxkB5xXtyEae7ofCwfOyWdvbXyxnQoVKppP39ffX7/dh0mM1m38ewFotFHRwcaHV1VZ1OJ7Hpj7WApWQuAdiUh/gBDMwjjsqDFwIqOmEwDzhqmHB+j1HyziisPVE+zoBUIHWHyKw02TAiTTajAO4pK2D+eH8MMulqgL3XwBH4XVxcaHV1NbpCIDukWKVJUAGwQOf4OQ6BeYL1K5VKcWBSuVzW3t5e2AXkEecD2OZd3bFQasUzKTuAeWFOmFvffLO7uxtHfXvpAmsLq4rD9AAXG+NlIrDs6CQpVZwja837IVusl6fmOSQHGWec0ynXX/byWs1XXnklNiVubGxIUkIWsS/Ua0/XffsmRH4G0CZblU6PN7XCiJKhw7F6fSxBjHcSYV3wIwQpnrUiECNYc13nQiYAt5Tr+JpyeV0830XPeCYAkiCHOYKZ9bp694GAfBhdByGAaa/rPT8/j5NCJQXAAwhxsJN3boIoKJfLOj4+DltEOR6HwbAJ1cE5mTnsKRelK1LyVGDkknnw8kTXA97d14exAKCxRcwdgZXvCWI9AKfMJbbSNyk6GQJYvLi40NnZWRyywvyfnZ0l/DFjni4rIZBj/fGbyDFrznviE73cAVadIIr6e0go/K4TVuyJ8W5KgG0v3fB1wG7ybAf4XvrG+87NzWl3dzeCUMcwjJc1guTyumfHb/ztpZKuj/1+/5nb333sNhu+9tprr66trYWSY2R9cWEbYABpqi4lDd8vc1G/6Kn5er0emwFmZ2d19+5dDYfjk6CWl5e1sbGRiLppT4MxIP3jQgcTAthxBXRFwgDwu2kQx2cBKh5MALAw2rCLlFTAUGCQvf3c9OYm5sbr76hjxIiQ3gNckEbHiaPgGFGvo3XgiTOESfBInY1id+7c0ZMnTxKsNoCG4AtwzyYaV2SA6Gg00u7ubiIz4IATx848OEOwsrISzJJvPCSKl5JBhwNf3oVxARyZc0ASIIB14/eAQ2nCDJFmhvXCUPEeADDkm9+xZsgIrPW00eIdvY6uXC4Hk8YBBjh6GDXkjzklwEMOBoNByIAz4V6a4fMDaycp2g3CmhC44lh4HmNnLF6zB6DjO4Av76/qQSdsDTpC+Rl1soyfOfYsC7LD32RGkHlYNcbJmsKEMsdessW7w2SurKzo8PAw9MvrMKcv168Ps4uAJWQkn8/r4OBAf//3f6/Z2Vk9evRIy8vLqtVqevToUZTCwPJ7MOHAEeaLQMjLmzw4430ZBzoy7WCnNzpjh9FlPk+pDWtFCQj67mAPWWK/As8GCAHIABk8i+CZkh6CDMqvkEVkiXcjcHS5wi555gfZ6Xa7KpVKWl1dTRA7EA8+n9grQB06TQkjz8hkMmq1WuFrCGTdt1AjS09v11HmAT+OnfDaV0gD1tnBFWVM+D3K/9ijgf/yDYGAZw/OfKOlZ31YM2wd/sY7aGEvh8Nxd5Bms6n5+fmov4aEYQ4gt8hA8TP8EyQbAJ35mu6swlrxGXAD60V5F/bby6Q8S+CMPjJGhsXlwn07wQv+h3F6thC5Rba5t+MMcIvbfyf3eEd8ouuwA2ovx8S3gtOedbPhx660g2gUJfVd8b75CcHZ2tr6UPBMpDpd7/ZBF6yDNO51S0SJAd3e3tbc3JzW1tZUKpV0584dLS8vK5/PR2RPisVTuPl8PhhWUrwYbcos3AAUCoWoX8PJVioVSWMWkXQ+ho2yE+9oICnSv17PRys1hP7y8lJLS0tKpVLREg3FxgAyz94yCAcHK0H5CUacFC7pZ0BcNpvV6upqMJLMLfXeRMzFYjGxk7jdbmt2dlZ7e3thkKRJqQP39y4v0pjRxoEBNPkd7DtdUKg963Q6AYwBGrCtBB6VSiXGybi9lIb3dpAMEOOelCrhKGFFqH0ksAFg+wYeT6PxO+aOnqewr4xbmhws4ZvBKAkB5OFI0Efe3zdW7uzsxNwPh+P2gRjfWq0WBpeghuPJva4PB0MNNEwKjg/ny2ZfglXShNQ7eh2zM7a8P3PmvWw9xeqgazgchq6xXpQqtFqtRH9zZwapdQf8ZLPZyMh4xmQawPix9siKMzqsEc9Gn728iWc8evQoIfsfdCE77th+0WfRc96JbknXr1/XYDDQl770pdDztbW10Ddn/nDQyBKZkuFwGJkF2E6CVgA3eoS+UwKADfHWgYBSLoJ+iAreRxr370dn+a5vgIKxZezIG9k0dAxgyiZAL2MATJJN9WC33+/HhkEv02H9mAPAFLWmThZQyvPuu+9qZ2cnbCh+D30rl8uJvS080+vbYaYB3Lwfes7+hPPzc3W73TgZVJqcbMf7Ip/ID4QAwdg0eGLMZFxZM5jRy8vL2FvkJYXIsNsMbB02AN3mPfP5fJwhAZhnvSHK+BmysrKyEraF+cPXcF9vrYldc1sPM+y6lclkon6Z/0uTwA1SwjPJrCPv1u12I8Cnn/Tx8XHs/UGfsIXMj5egIWPeShDcQIkLAR5BkOMO1pFSKPCDB8N0V/MAeJq0wWZIigwHNpMxT5dP/aLrY8dIf+Mb33h1bW0t0j0wtTghJrhWq+n8/Fzvvvtu4tSdp10oAwv/iy5PR45G481LNCSn//Du7q5arZYqlYparVYwQJVKRQsLC+p2u+/rf4zSAcidRcMQY/hJgcHSwkKjpETU1IsRfHh5h0eDMLJ8D1aCKJBo308wcubfU5QYR1hmaVKrxJx5iQTpMK/zBCASKFFPzHOoF2QOAD3uoDAW3ncUOQGEOcAC0HukjDNjYw/sg8sZQIfnoMB8Znl5OdEJgWAAtpfuMzhNL4fwmkrkzjsH4PwAI84eMhcO2jGCGHY6fDjj4IGolxMQuAHukA/ANDWHAAzuy+cYJ46SC4cF05TNZsNh+G5/AL1nWAqFQmQmvDwHR4Ajhs2BZUbnOIkQOUAm6XnKsb3MfyqVCvmfLsOgVIb3ps45m81GoMf6MyZOb2OOeG8OjmI9aL/pLJHXQ1MWAMuF/vo+CwdGtVotsncfdnn94y+6CPLRAcrQ8vl8zPPe3p6azaZ+/vOfx5otLy/r9PRU5+fjg144dMJtLLYZwIPj5rnOcNFajPcGZFAexD4I5BiZIigBaPF+ZJK8PIngF3tQKpV0cnISNgo/4rrKXDqg4//YZLqJDIfDYFsJvKZ9GL2t0WnkezQaBWjhXoyRzxBEOUHB2M/PzyOTic0g+wKwYZyUBfghHcwTeg5g8vagtNRkPsn4+Hr4BlRnpin5cwaU32O38IcEIQ60sVGUUrpsu39g3dzHosPY5UqlkthPgF1EJxmLl430er0gArybC7LMmjC/nqFw38S46eKCXcDmu354GQxEA4EZvgvSBJ8L4UDAmclkIrvPM3k3MnXYa593xk1Jm2dw+SzjYUx00pnOUCKTfJd3Rd+lyWmyjHtvb+/XjPQHXQBJ6npx9CxKsVjUzs6OisWiPvvZz35oWhKg+SyOxaNHDNzu7q5yuXGjcf5/cnKiZrOp0WgUPVfPzs706NEj3blzR1/84heVy4035qDU0xsuMLQYDGcUMaLSuJ6V08UwpigfwNKBOcwIQAphJKLEqPFMAD5stNc6O5ONk6JdFN+7uLhINGGnDzjAASXhvWChjo6OEkyad/mo1WoJR3R+fq5KpRKA6vT0VLu7u3ry5Emk8zHEgF2cJ/eVJhuSMGR8DrYDZ0D2o9fraWdnR8fHxwnHwb3efPPNcO58n44zuVxOzWYzxuzRM7XVtD90JwaAxqjSncVLJojSPVuA4/c2TjDwOCg32KQdpUmvW2qaMYiSEnKDwWQNeXc/sESa7PrGqZMNSqfTKpfLARzQC9+sOxwOwxlRasGcODj1DiQEAvRXd5YVBsvTnuxLAKQwX7wPF+wrcyIpUuk4UDZMMj5pUl7A2jgQcEaRgySQFwJwLw/ifoB3bNTBwUGUnxCoEhAfHx/r0aNHH2rvnCX/RZc7N4AU9bLUynLyZrVaVbVa1cLCgt555x3dunUretgOh0Otra2pWCxGVxqAC87W7TVzxzidZUau2fTrLB3AAibaQSkBpGfukCPu72VrkmI/gaTEd5xMQB5JQdPhAhaNulVkkyCv3W6r0+kEu+xlD37QibPFBId8FjvtYBfyAOY6n89He07siQNwJ1j4OWNBNz3IJwPp+whgsFkzbAQBJ0CKdnKAJS4CTD7vZTy8L0SLAyyv/6dMjE3Wp6enicO1kA/fcIl++iZkACyy2e12A2DiN9FTLznyTaKcjEmwzXdZP8oQmVPGwHuSfULm+D+BMpgAPABghm1Hd728i3kDzEK80IGMrJ2UPE3RGWrsADKBzaQdK89yooJsO/rCvAHWHccw//wfOfduT89qu6SPKZDGYGAM3KCyKYzF/+53v/tMjMqzPFNSRHJEVbdv39bBwYEymYxu3bqlTqej27dvR69aWJiHDx9GSqfRaOjs7Ez1el0HBwehsJRpYDhgUarVarRho0avUCgEOJmfn1er1QoF6vf78btMJhNlCxhThFyatIIChFG+4Js6+Gw+n08AOwyRz880kwgwLZVK8T06JEwzyF7n6bWznI7XaDQkKeq32VCB4yYg8A0cpIEBPNVqNYwG9cnT46K3MkAWR8Mc8r7S2LAvLy8HiPRSncFg3M2ElD/PhXknRYbC4wjorcz4veTIjQ1sMT/zcp1erxeOFwOHEydzsbCwEAYcRp3vAgxIXxOorr93Aihr7Y4TxwGbja7we4wp9wTM8D6eTvfAwhkr/rB5SJps1IK1vLq6CoCA0+MdAAODwSBSiF7ug1PHxsAOTacT2fzohp/fTZccwZiiQ6nU5EAl7u2b6gha2u22Go1GBBroI6wjm4i8/AYgyO5/wKSXzZydnWl5eVlf+9rXPtjgPePl5APyg3y8+OKLGg6HevDgQZRCVatVra2tqVaraW9vT9nsuKd1s9mMXtZ0QgH4eRkFY5nelDoajaJe1llg9JVAhDlBRj27BRhkXh2EORmD/hPUd7vdAJ4ug5AgEB+UBI5G403HlPHBnhK4EpAzDsotkE3GnUqltLS0FHLHpiu3717e4ez1YDCIXu/OWDPn6DYAhwDN2UTknqCJOcGOUw5HgIOeY3v5DDYT33Z8fBw90vG106VYjAXZBwPgx2DJAbqAMN6hWCxGsO7gFFLDxwSQA+hiG1wHjo6OVKvVVKlUEqVJbs8gkZBFSjmxK+4jnBXHtzBfBDUeqOFrPXjwLDag3Ls6Qfp4EOzlO9zTfYwHLg7YGSP4hfF6FtdtBGOEfCOjTtYOO+lkF3qFrlMu6iDcAwvk4VmujyWQJo1G6h6mBuPoaW4M2C9zsZAsCAqF4HQ6Hf3oRz9SsVjU1taWdnd3dX5+Hqlp2nIB/DKZ8eEjGxsbeuutt9Tr9XTnzh1VKhU1Gg2tra1pfn5e5XI5jDTKS8kGmxZgYGFivE4rlRpvFsSoTNfeYhyOjo7CwTNnsAA4J08lUd+y5/sTAAAgAElEQVTK+L2mFnAI4MChMIZ8ftIonggfhnBvby/qwTlqG8BAyzPSjaRMnSVmfUiNsk4YJi9jOD8/D9YApg+niSEhAEHWPD3Ms2CDrq6uEl0CJMX6kBGAWaJkB4N3fHwcqWPujUFxI+OAEoOeSqWi5RdgDKDhh6lcu3Yt5gLZQE5gPthUNb2TX5r0GGUuKTvxzS+UdQBiAJmSAgDjsOmiAuNDUFipVFQsFqP/La3MAPDUAqJPyDxskKcIpcnufc8A8Dt0OJvNRhs+nLanCvk8ToNAl/prdAD58SAHmwRAh/Fyh8lGOnSXANONP/XmyCRlQQBrnBvy54ylAyrWNpvNanl5WSsrK9rc3Pyl7SL3cufPxkjq1f/lX/5F6fT4JNmZmRnV63UVi+OON81mU5Ki80alUtH169djzEdHR+p0Omq1Wjo5OdHS0pIuLi4C/KCv02UXsJrIEHrD+w4G4/0fBCvIp2ee+JvvkrE4OjrS5eWllpeXE4d5QD7weZ7vWQfq4LEdBAPo0tPACsGhB5EEh2SdCLyZB1h9MoZ0LHLAiC7SDtFLVgCnziJ6tof1xUfwXLqaSEqw0F5uxJjQV8bH5tl0Oh3ZO2fyKf1zWQMEAjax24yBAGcaSHkW1W22l+pAzmAnAOJOyHlpFWdJeGYN0MccQdQ0m81E+R339/fwjAvywb4N3n1aFz2TjP+bLlXF9jum4W98LvNJFo5yMnQOP0/Q6uwvOuDnMbhvRVZc3tEdt1lOuBSLRdXr9XgnAggCGjAetoSD6HjPZ6kykD6m7e+++tWvqtvtxmIhfBgvWiBlMuNdmzdv3kykQT/q5e2SRqOR1tbW9M4774TykS55++239fzzz0tSpOxhURHEer2unZ0d3bx5UwcHB5Imbd8+8YlP6PLyMhiZTqeT6JwB8KhUKjo6OkqcYIbxR3iI2GDHTk5OgnVcWFiIDV+kAr0eiR3ergTS2MFVKpU4fZBd3MzB4eFhsLjS5KAYdu+Xy2VJik1I3uKOY1Cp4aIOlhSYl3iw7jAUzAtlCdS5YsBhHGHfp9tfOfsDC+wKCMCHweK5koJp8zQqYyKw87Q8u6ORW8pEcMw4cHZOD4dDlcvlkAuMC+yZ1/2RheG50yVNGD7W2t/Va8xpiQaj3+12E6dKFgqFOOnP6y2RNcbH/d3ooQMwiwcHB7HpkHnwNL7LgANlSQkHx/HnMJkEK86wsZa+tjhggIY7NQCQ79YHnPF7rxGEnXH2DEfq8stzSG87EAKM+vvQ2hG98WfhBAEufooZss79zs/P47Q+Ahqc1Ee9vGsO8+kbdZ0dKpfLevjwofL5fOxd8TK0wWCgx48fa2FhQbdu3Yp6TEpPOp1OvDelHsgBDhmHTmmTrzOAgfaE7oylsZ0iMPLvAMjIEGG7sU3U+vIeXnLjQH5xcTEyTP7ekoKZ5l7YW/dt2ALu63rgz59eG+wEANSZfAA474iNwv45iPTSgunslzOnTkp46ZfrgTQp/0HnvWyRgJjnTpdcMs+eZUBX8B0QJ5BMHljxDl5+g3/193TQTukPtgByhHEDqjlxkuCBz3o5HbYG8Me7ZzIZHR4eqlwuhx2gB7aPjTmWFBsVnRV2/4Ud4gKkOqmBfUBOHOQy976HAH2lFMj386A307Lim+RdDtwXIYcO/t1mYme8xJE14d+UOYIz+v1ft7/7wOub3/zmq6urq8EEEeFgpACICHen09H+/n5is8YzRympSU0qwgkgk6TV1VW1Wi1Vq1V1Oh3dvXs3lGBmZka1Wk0PHjyI96MODuaAnbMoRz6f1/HxsVZXVzUYDLS2thYsMcYNIwTYQLBhgDEQ/AxnANiZNnILCwuJNkekI0kbef0d9/USCaJRDMXi4mKkS6VkLSH3hQmSJrVtdF9BEQGgRPo4L96P0gM/SCKbzSZqg722kvG7g4DlY11xUoAdjDrv6wAah0TXFt+QwhgwUGQRAE7ZbFb7+/tRB+01dNN1zJQ1MM/OGPEMwLU0KaGA6YVlALy4IXfWB8cAS4Yzg01xEE39nDtYWApPvwGqSZM6E8J6k2pPpVIB1nEe/HtmZiaYKuYIo899Cew8TYsD4l2QQU9nz87ORjq23+9Hr9eLi4tgq2GEvZ0WO/mdBebdOMkUAI3MSArABBhyIMA8EDSzbnSFAFzwOwIMnBwgkj0XDsYAuIDfubk5ffrTn1az2Uywbc9qG72ky7MCb775ZoDPTqejtbU1NZvNmDPXE9q9UbfOvHc6He3t7UVQOTc3p9u3b0d5m7OHBDheVgI48E21lLt4kEUXAy97w05cXIz7/7utgvWbPjEP3+NZROTXg1sHTfgusmswyYyHfQb1ej3RwtFZVOwy649tBOCgI+xfcXaVn3uGzQkEwLaXk+B3eA+vS2a8MJnYDM9I+vxdXFxEYOPgnNI67BLvAiBjDJwR4IE14Nx7YGMrvPyDLIKX6XkJmzO1Dq7RY4Al68smOuSS+cC3o+NkCDxj6ISRzwEg0stueC/APRlOnyP03rNk/r4e+GLLPFsBDnBbwPyQZWdMrK9nmZ3Zns4CMm4vL+KZPJf39cyN4w//fT6fj02O/HG7NDs7qydPnujP//zPf73Z8GkX6XTSTV476ezOaDTSvXv3YqE+KivNIrpwASIozZibmwu2dWdnR2+99ZbOz8fHeeK0iRrZDdtoNFQoFNTpdNRut0Mw9/f3tb+/H4cMPHnyRPl8Pso9PHiQJiCK+jU//csj/k6nI2lyTDYKTZQLiOcEoUqlEnMJkOS+XlbAvHptLZsRYc1KpZL6/X5s3JImTfIdUGBIUHpYapyQR72Umfg7SgpmEJlgMw1BFREwAB3FdcbU058OHgkISEOSMkUeebfplBLAEhkCzJKqRiYp3yEIqNVqajabUV8LQ0JZAwCR96TMpFAoxOlabsSkCSPBxjScA2UkrANAi3IHDPLu7m7UfBIwTbPEjM+BxnTtG4YWGeX9MOg4fq/DdwaW9Dvf4W+O9XajXK1W1Wg0Yq0oZfJU4/b2ttrtdgTIMEew+t53NpfLqVQqRcYLuUcOvO1Sp9MJkIaOepsmZ4tGo1EACMbrh1y02+0AKAQcDq5dvsk+ecrey20I6B49eqQnT56ELj4riJ7WD08lf+lLX1I+Pz6dlUxdq9WSJB0eHsbcUMIF6Pe5n5ubizknE7O1taXt7e04lZFxMEZYQHSUtSUFTe2uB8awhgSWXhMNSHIdp8cvTPvTssEAVUmJcg4nDNrtdmROU6lUwjZO1wIjA2S80CdfL+8ZzJz5CZEEKh408E6Azem0ujTZhE9rO96B9wRgUp7GehCQYrMgGubm5lSpVMLeUlrn5AGlW64bgHTsQrlcjtIgP7HRySpso78TxMY0IGbepMmJjdPMKXLGZ7gnAbe396PHt/tF9M/3TiAbBGauS2zy84s16PV6sXmfAIF3gZTzcSI3bqelsS1cXFwMWzQt09gOfKTb8MvLyyidGY1G0RwAuypN+jpD1EAm+cZs5sEDC+TbAzPWwwMkxwj4Jd9z5WTPh10fO0b6tddee/X27dsB1qhf84J8abIhRBqzQPv7+wlG7qNcDvRwrp/61Kd0fHysdrutlZWVSM9dXl7q4OBAV1dXqtfrajQaUfPHBkHAA4CCaBbW5uTkRA8fPlS/39ft27ej5czKykqMjdOHJEUEOzc3p+Pj4wC+FOOzkxVl4vtexC9NelhOR/JEzSjb2dmZKpVKguEiYADcOnNOLS4GgrkE0PFMnBxG3tNYXqeL0jF3fG+6nd7S0lJ0T/C55l36/fGGLlg9ZzQ6nU4whgRspEOZe2ccPEMwHA5jIxvvTFDF5q9pADQzM5O4H2k3nN/5+XkcK8+6wpzjVAElzAfdBwDCrKvPPc+HgfMaUVgNUmbsR2AO2aQJi4ZTuLy8jJpJ36ENS0Mghz6S1gNwwibChntLI04Mc/bFWQucC3WODkKHw2GceohMOmsL++abZQChGHEYNAckqVQq0R8eZ4GjxkEwBpwfMu0bZ5AfwDTvwgYpGHNqLCUF4+8tHDlNkF320yUsAN/19XVtbW0FOH3Wy9ktgjrAaL1eV6fTiS4UBGvr6+txcujV1ZW+8pWvaH9/P4Jd1k1SyFSxWIygjWPoOSAJ1rXb7UZ/eewC4IcSkeXl5ZhbbAVBCswa80Qg7MG9ZzE8KMYGstYwrowZfWTtWCtv7wZ45XvYW4INSZFJdJYW+8J7wRwCkLGb2GjALO0dB4NJ73fmA5YX2ScjxOcgJfBZPA+ygO+R2XLQji30QMEJLr8Xdhc9xp+Q5fKsIaV5TtTg78ABZImwl6wF/onP83wONuK9XX951tMCEuqDsSe8KzI1TQRga9FLzwigB9NkA/JEdpx1YbMpz3Hg7PfwDAkXoB8f7cEi4NVLavisB3ZepsH68e/prAVz4D/nOYwT/EB2w+UHH4n+EBQTnLJuOzs7v2akP+jy1j4wGQAb31jIAhaLRTWbzTgI4aNeHpUvLi5qYWFB7777boDl119/Xaenp9FI/atf/aoKhYJ++tOfamdnR8vLy3rppZeCJSqVSu9jpWCNuZ577jldXFzo29/+tsrlchyJPhgM9OUvfzkYYmqUYJlgH2CNJYWhR+mz2WyUJLgxwbBKkxSKlwrwO4wSDCiRc6/X0/LyctRzEjR4uos/MHSSEl0NYN1wNs6qeQDgDoR/e39QlBXZwDmx0c1lCOeBcZb0PiME4wwT7al1vouzA1gxDowsLAXpZ+7LZtR2ux2A14FvOp0OQOLsAZE9htFBdTY7PlyBumectpRMmWJw6W/OXPpGODZxwDA6yAUMw9DS89izCMgIc+rACcYKR833ceqsm5fanJycJHacA1yRQa/bxLnhzPgd78XnuEhVImP8TXbn6uoqmG8ALmNibQDeXkNJBghmjQ2ezDF66tmTwWCghYUFNRoNVSqVkAcPEnK5XATP6A5pTTZFAoiwFYBgwCndIwgqnuUCPGSzWW1ubgZ4uLq60sOHD1Uul9VoNFSr1XR2dqZr167p7bffVrlcjrrs73znO4l2fun0uK2lpDiACgDK1el0tLy8rHK5rOvXrwdRQECwtLQUzCTM6NLSUmSwstlsgElADWPP5/OqVCrBbiE/Xh5GoA1Inl5DL6XAviGXtOf0Mrzp4MHtGa0cARXOLA4Gg0RvZ549zZ6iV5QDAPSRc+TNnw+wgWkEiKMf+AFsjwNYgmkvD3Qgzd/uh73ky0sU2PeBv6JtJcEMoGoagGK7WG8vUUB/yFw4CZROp1WtViOodFuCrAyHwyABAHLYLPAIoJLMC+OCwGGdPFiDoWcu/fN++ftAdBDgs26QAFzIJ3LD/QHBrB32itprzk5ANvg3n8V+TzPdyL2TdHzeCU90h9JVPkupEu+IPrneOMDmSqfT4YfIIP6akf6A6y/+4i9evX37dkw0xoGUNkaPzhkI3Ysvvqi//du/ValUSpwa9KzX0dFRKE+n0wkGaXNzU7lcLurt2LR1dHSkGzduSBpvQqCXLO2dMIAHBwdhHHBy7Mo/PT3V2tqatre3o3XV/fv39f3vf18vvviiDg8PoxOGNInEcfwwurCHKJ2kACYoOYwELICnUQA1Dn4wfAALBNeN/2AwiHnxlJ/Xa8EAEckTtAB8cP4YTOrRpjdFkIr1lC3Mb6VSSdSqwuwCzFBmylSurq5UrVajDR7zy1zQ2hCH7c7W04aFQiF6avtFMAAby3hQepw5RgSwS5DAphmYaspUJMV6k9pCJgD+MDtuhJEd0m+kLgnyPNhgDZh3jo0HSKJvzpbjbGG2qUmGwSWQQxZgmpkr1gqDzXPYgIU8MYcO4slcsc69Xk+NRkMbGxuxYxzZGQwGkTLl2Z5WZF09sOO9kEECi6urq5AR9J7nAGyRG+phuRcODNnnjztoNqLiLJytgaECPDF/g8EgykFYr5OTE/3hH/6hvvOd7wRY/ygX4+OI7F6vp2vXriVOf5PGbUNPT09VKpXUarVUq9USrCprQ1kKmTnGgAyRTeh2u8GCIo8rKyv68Y9/rJWVlWCKmQeOF+dClp/2b9bJ2S4H59MlSQAeZJxUPe/HetCBxfUNG0T2BmYbWfJab3SYZ/Cu6Bm67iVd6CJ2HVtD+ZuXAbj+0YLUsygEsf47D869lAs95OfMoTRhRz0zydh4nsu1l//5/5EJfAlBDN+ftnesG8GDryOgDhvlckHmiuyeM7UeBGAX+DmgGnuNbfZxMU6ymKwrmV1n1gme3S4zz84SeyaRjATrx99c2AL8KS15IXo8wzNdoy9NSuuQOebes8D4EuQLcgj5RDch7xib21ZwHhlh97nMK2Nn/UajkXZ3d3/NSD/twjE7k4Qgki4gwgf4ZTIZbW5u6qtf/areeOONRDqN73/YM/v9vjY3N4Md5N7Us7700ks6PDxUrVbTtWvXtLa2Fo6h3++rXq/r7bff1qNHj5ROp7Wzs6NUKqXPf/7zKhQKweJKk4MhlpaW9OTJE0mK04T+9V//VdevX9d3v/td3bhxQ5/+9KdDaamRxvHCWJMaw9jAZDFftOfyA09g8iQlACKCC+PMMcxE5kTlmUwmfge7JCmif3c6vV4v+mk6u+s9liVFwMTRsxh4DD/3lxR1h6yTpJiDq6srVSqVBDtCRE8qM5cb95yFGcJZZTLjo1qZN9ZrZmZGi4uLwbyyXvPz82EsAPAYhPn5+djVzRo78INhJGAhAMOwAb663a6Oj4+jb7OXnsDMsG7e/5Q18jIaup14ZgfmBhYVnfDPsImOZyHDvgkMXZwGd8ilG0hYlXa7nXAUOFzWFll2No0Mx2AwCEBD6QlBLuUCniFgndLpdNTe9fv9aMHotgIAR8CCA3DG0rMiOFwyBBcXF4m2X15Cc3h4mChBAkym0+kEGENmPa3NnDJH7XY79I3AlKAC4PXtb39bf/ZnfxbBC38TOD7NPvIz5vLGjRshz2RtWq2WOp2OVldX1e/3tba2FqCRDj2UGywvL4c+7e3taXt7W0tLS4lT9rLZrGq1mnK5XKLbSLFYVLvd1ubmpu7fv6/t7W09efIkbA2lRugZ9/O6aAc3yKmkIEw8TY9jx5Y4o47uHB0dxfpls9koz3N74yfjeRki/wdYAMjQCc+woRvIOjYUwI3O8tlKpRI6yPxMA3B0jPFNZ0IymXEdsxMMyCMyyDwNBoNEYE55HAECcwzQZh4lJd7HAwEIF9L4rJUfqgPzzmdplYp/8kCI92UeGY+Dubm5ufCXbouctMJ3ecDlQRn39O/y/m4zuRdZL/QfX0cQPy076Dm6LiXbLUoKcshZfXSe02c5+4Ark8moXq/HuLxsxIN4xuzkDWPiOWAF5szbM9JqFlmnhS9+2gkyAp/peSVw8WDsWa6PHSP92muvvUo7O5yM1xLiLABB0qQpvdcgU1stTdIc3h7HfzccDvWpT31K1WpVBwcHUYs8OzsbEV6hUNDOzk4AsJ2dHXW7Xd25cydOEpufn9dLL72kBw8e6LnnntP29rbm5+fV6XQ0HA51/fr1RNkCHSkGg0GkQCkBQGArlYru3LkTRhtDQE0lABAFxMi4ogC+pElEy7PS6XEfWBTa3w+AgVICsAGi9H11AzsYDBKnSHkqkkgVQ9DtdlUulwPkAFDm5uZUq9USpRk4R34GW8lzvRbX2+nBODjrAmBxZsfrHTEQgGLShMifM/rIFCAXB+xGEnaK5+EwmA+AN6wf4IbxwFIQRA0Gg5h3amoxeAQuGCyAjZc9MEduZL1mGxlDhgCBPNsdhJeowPhQigC7wXgAK8wFABuZgBEjIID1xkk4E4tDoWUaTudpaW3e4Wk1fMiGOw9pXJdMiRNGHjlETgBMrClO1ll0Zzupc2Ze2RCKLRiNRpE5QXadlQdMMRYHxGSlvDYX/atUKvqHf/gH3b17V4eHh4kUK4zYB12AYPQ1l8tFe8x33nlHN27cULFY1Pe+9z01m001Gg2dn5/r5OREv/Ebv6HDw0M9efJE5+fnevnll7W3t6dKpaLt7e0AG//0T/+kcrmcKNfxlLazdxsbG1FyxB4BOr4ALtF15pc1Y/69/tLtCfOOvmHfAKkud5TWoDu0HM1kMlFqAtAk+MLOIwvOoPIMbAIn+rIRGiYOW0yJD7bLAznPBiIXBNMAYOTG0+yULyDPgCG3RV6jzdzxM7rvYAsAjJ7uxz850UMQ64GQyzf+wcGdpACFXoMMyQNO8BaB+CyAYL/fT4BTt6HYQOwS+jhdLsEaYyMdX5CdwofiT6eDCe7jAaCXqCHPkGZOnEyXTJDxQWZqtZoKhUKcrYB/xRcC4sk2O1mCreT5DtB9nMgegR1ywdiYc+8ylcmMz9zw7yL7TiRN68hwOEx0VNre3n4mRvpjB6S/8Y1vvHr9+vUQbkmJNAIT6Iw1LAGL99Of/lQ3btxIOHGc/vSFcyZN6IJOtF8ul8Mg0KWiUqmo2+3q8PAwHDcGAED48ssv66233lKz2dTy8rK2trZCyVutVrTfwqjyzFwup06no4ODA5VKJb311lt6+eWXo057ZmYmjAibxABCCLn33ETxvd7Md/l7XaU0YQpQIq/9AzRh9LwWFGMmKUCe16+iHAQADmAc7DDX02ls2BxS6g6WAF4YNn5GPRdpdJwUoA7l5mLupMmxwABTNyiAQWrkYIswSowD+fO5h0XHSLL+pGidZXCWE6fI/dg0A8BDfjwt6qAPkMd6s56ADX5G6QF6gyNOp9Pv29QD44gBxaEC/JFLgjlYfGci0U1YpkxmctwyzB337vV6wT4CinDg3kWBYIUyKsAUwBF5RAbQD2Sb+m1+DkNIoIFBd9lDl6j5Q655T8A2gdbTGOhpp0X2g/dgPX3tPGBzJ8360V86n8/r8ePH7wtGPIDwCznZ3t5Wo9EI3YL1q1ar2tvb0/PPP6/FxUXV63W99dZbKpVK0Y++0WhE/f+bb76pw8NDHRwc6LOf/axqtZoODg70xS9+Ufv7+xHI/fM//3McNIT9x95TTsfzYLY5rGlhYSHa7iHDbCzGb1Cby9qxvgArZ4Vx7swHOosdIRBCV/FRgF5v1YlcO9lB6R7AT1JsFAQMIRPoCvZRmhzq4gydM5/oK4wkfhJwgv3AXhEsUTbn9twZWgfc/CFgcJDGZz0T4Ox4Op1OnBYIoIQAIFuGrqIT0jgreXh4GGUzEESclOukACw+eoJse8kEa8g6oI/YIccSfIZNi7lcLkpimH9vycias0b4GdYjm81GeSnjwAYQYDEvvh9mWnfxQ55Ba7VaiQ2GBGXM62g0Ch3x7LSTYB6sMV/sBWE+GQc2CvxBMEOZCX4KHZyWX8+qurxyMRej0Uh7e3v6+te//uvSjukLoffNPRgkb2nGxQLDKuRyOf3e7/2evvWtbyXu645x+nn9fj9SkXNzc+H47969GwtWrVZVrVZ1/fp1bW1tqd1u6wtf+EIo7dtvv62TkxPt7e2p1+vp7Owseq7eu3cvNgaSBuUoUQRsNBrp6OgoBL/RaOj+/fs6OjrSrVu3tLm5qZmZGd27d083btzQCy+8oMFgoOvXryfShKTgAUOASoQb4+jpHT4jTUCDNGlDSCsinA6Alnq6Wq0W0TAsytXVVfSwBjBIk5OnMBTdbjecOsCQlB6gEgCOI4N1RJGdTcBQE80jH2zIkxT9Y6dZbIwQRr3dbicAp6fwKDEAVGBsMKIeCDqTgKHAQHrKr9/vR9kHpS+kWal7hPHxe/FOAETXC57hF4aYjif5fF4LCwvRdo00KfJDizFnaWDkWQf+xoF4FsNZHjYAOoAHNKDXGE4vf3D2nJQ5tsIdFHPhMs2Jhdyb9UBuKCPyjAmy5/WfbGbGPqDTgHL0h3VLpVKhA86uAHamGXnKO/gcoMFPcONgEeaEeeOdcHzoGut9dnambrerP/7jP9Z3vvOdRJbgaXaROWDc7777rlqtVmSqXnnlFc3Pz6tarery8lLValX379/XJz7xCRWLxahPpyym1+vp+eefVzab1Z07d5ROj0+BI8hYXl7W7Oyszs/PI0OGzpOtGQzGB7sMh+MNnz/84Q81MzOjTqejo6OjAGHYJ8Af9yUgIfhlbphnAAvfZSMcn0UH8E+AX+TVD50A+DIPnrJHXiFtCA4d6CPD+AZ00e0bZUfou5MR9O3GFsFKkolDz53lBtzk8+OWrGSykC3mhXdx3aBvszPcTlJgh7Br6D9+BvCETjijzGe9YwXZKGwJNpGsFuvKPKJ3sOu5XC5aCKKvTh6k0+mo/ycQcgYb0AjTS+BBsO3lL+gp9sPLIPr9fuzbIMjCNkwz8MwXPgk54nI7jM/kOZCAXr7hvgBdd/nHD5JBcIYdcofDUZhvJ4GcvGEsBBZkZbDzBDpu69mkiN5AUvK8aRLsF10fO0b6tddee3V1dTUmiLoo79GKEfB0gtfLkO5+9913de3atQTr4ix3p9MJo7S6uqqzszNdXl7qi1/8oh48eKCf/vSnqtfrKhQKevz4sfr9vk5PT/Xo0SN97nOfi7rjk5MTVSoV5fN5LS0tqdPpaGZmRt1uN5w+Dvj4+Dhxhvz5+bnK5XIoU6PRUL1e1+HhoS4vx32HHz58GO3RiJIBIc8995w2NzdjN/zMzIyazWYYUYAhRhJDh0Gam5sLhhc2m+94ah5wTIeC4XAYaU9SltwfltUZU5wYoKrT6SR2w6PAo9Eo0RuWIIFACePBaXykTHkmn2eDA78nYCINTmkLil0sFqNP5nA41OLiYjANkoIF9R3ZME8Otp8WvXtq0UtDAMIwGbBgztY6m01KDubLnZY06ZaBIYYpcqCF7MAQk8IejUYBlHAk1Iojw91uN8FQOGOL43M2gXcAEGNUCTTPzs6CleG+OCCMqAeCkhLP9ZIZTyOzb4EggXWhHtRrUQH2GGrkDnk5Pj6OlnrIrrekQl5nZ2ejBaa/NzqD43Nw5qDaZd3TnQweIcoAACAASURBVLwf+xFw1IA2zyThsD3T4ntFJGljY0P3799PMDzTF2UUyDVAgwCkUCjoZz/7WTDBe3t7ccjK22+/rXq9HuPb2NjQ3bt3tbe3F6VS1WpVOzs7webt7OxEVjCVSmlpaSmAZrlc1u7url566SU1m02tra3p/Pxcu7u7qlQqcaCTb3TiNMHl5eVEvbxvcJzOHtJbX5r04Sarxpp6iQR2AV33TIyfcujrSYBUKpWiJAnw5Eyll6Vhj/k/5Rm8p2dpGRO2hOci2wAY7DSAmvcH/JPm5/JsK722vY4Y0OYlKth93sH3CjCPbpc9A4kcA6KQZd7RdfWDAkHfQMd3mJN0enIKrusf9+UdkUE2lTNPjHMwGIStxi/wGd4BHzMtE9R300QBX8W6gks47dZrtJFT1/1MJhNdxZAjdAo/jK32OeHdC4VC+MzRaPQ+TDAajSI74E0X3PZ68OJBEhlDxoftcj1iDPhJZJU9LR5kuAw8a2nHx5KRhhn0tLen12EpYPYQbASNxvALCwsBDlAWDFoul9Pa2pquXbumbHZ8Et3s7KxmZmb0k5/8RH/wB3+gUqmkarWqn//857p27ZpOTk704osvamlpSdvb29rZ2ZEkPf/88yoWi/rN3/xNXb9+PeqmERh+R+ROaiKVSqlWq+mdd97RvXv3dHV1FSd+3bt3L9LXa2trarVaajabevPNN/X48eNI0T569EgrKysxDzMzM7p582awsChapVJJHFgAcEHJPHoHpJNWYe6YZwcfXt8FqABwwhxzBK83puf5sK2AQ4wM7+M12nwHxsVLGKSJYqKcsNDOnOIQKfkApHtrMk/PZrNZzc7OqlwuK5vN6vj4+H3OAmPqTAPv445wNBrFseoYYq8LbTQaWlpaChYNgwJgJnXtaVAcHmNl3vxQD2nS+xPjDuDinTmJk3v3ej1Vq9VwnpJ08+bNyCB4eQH14YBzwCKADhDZ7Xbj3gTHpP09EKEkCOBK0OBBFMa01+tFUOWbvwAt0qQPOwylp6vZ3Oqp0JmZmUT2i0AQFpqx42hxNsgt7yopoQsAAmfzpplp3jubzSZkFP2H+Zxmq7ysqF6vR8CG3A0GgzhMKZfL6f79++8D2QB7SiMAVDs7OyoWi6rX62q1WlpfXw+QtLW1pcXFRc3MzKhcLuv27dsqlUra2trS1dWVrl27ptdffz3WZ2VlRRcXFzo+Po7xfPKTnwybjt6g+1tbW3rhhRf0V3/1V5qbm9Pjx49VLBa1tLSkWq2mL3zhC4ng5cGDB5qdndX6+nqi88fNmzfVbDbj4KtisahutxtZBewaMoXOQUjgbzxrQYAEGPXe1wQi2FFYwVwuF4eNYY+Ojo6C3MCO+h4XXx/PrGBDkDPYQq+t9Y4jbOLygI3L/++sInbTbaqn4gGT2FnsoAfI2FRkHvlH3nm+g2bk1DcUMjfoNxkLPu8lMA6usee8pxMkgHzIBuYGXWADOcCw1+up0+mEjTs9PY39DZ4NlMbEBhkDfsd9uSiz6Ha7kdHlnbEBjlsIpJ3x943X3lMcZh7CC6BPUOXdc/wkXHy9k1zYYH7PGCCleCZ/Mw8AeZdn5jeXy0UDBdbfs3PIMO/g9/aA81mujyUjfePGjVgs2E6cFMYGkIoBwGEjgDjNR48eqVAoRFpIGgvC/Px89IuFCWw2m5qfn1e/39fjx4/1mc98Rjs7O7p+/boWFxc1HA71wx/+UOvr6zo+PlatVtNnPvMZ/eVf/qWq1ap+9rOfaW1tTQcHB1pdXVWn01GpVFKz2dTGxka0PXv48KFKpVKC+d3a2oqNSLu7u8E+0erlpZde0vb2dhyEUSgUtLq6Kkna39/Xpz/96USqo1qt6vDwMMAJAgjrh9ASeZ6enmpubi7BOgJwMTzOkJAJAMzC6sJYc1EjSL2bd5mg44UDewwmBg3D7cDt+PhYi4uLCaPD52BcWFNYSECoNK6v9LpZwBv3mGZQcUK+axxWhUCCdwO0YCguLi4CkDtTzzpI4xKZUqmkw8PDkHFYJeaG+3naDjlwh4Wj9HZB6AxzQkYEBhtmjnWaTs0iP4ANSVH/DMgE2HpWwjcxSZNaYgcmkhL1oc5gSQpW0mslkRHAK/qNcXWbgGMh+IMZArgBzpEV1pWAibny7IUz8DhgGBfAO/rDGpP6ddaOQAFnBPB1wsDT4V6+gkMEKAIwmEeABXqDXAHgAKm+Xswfn+PvRqMRx4DX63VtbGxobW1NGxsbGo3GvXQXFhb0gx/8QPfu3VO73Va5XNb6+rreeuutAFH37t3T7u6u1tbWtLW1pXx+fELigwcPwi7AGNPn1vccEERxKufR0VHY8KWlJbXb7bB7bDhGppvNZtiylZWVAEMEj9gD5stri9E1UucE36wjNsIPgYH1c5BHf2vGx/1gw7HJrDf2xut8kSXfL+HlEzDo0oRY8Ewt7RF9Y6oHis6+YzcIkvEDvJcHceijg33sBP5hutQBm8/YPZCgvjmdHvd+ZtOtgysnV1gvdBWQjr5gdzzw9SAIXeLfvCP2AYbU5cMzaPS+n85iIr9e8w4gdvIPe4WNxYfgTzwLgU1mkzrECGQU4/N6fwfFnnlgjgDsfIdAEiKAsfB8iAcaQaA7jJdncnquZw6cLPB1oQTLx4g9R268lCWTyfx6s+EHXd/85jdfXV5ejlQMdaleSwjLKU2K6x0g0nIF1qHT6eiNN97QrVu3Eun3VCqlSqWi5557Tnt7e1pZWYma0NnZWbVaLZ2enqpWq+nGjRu6uLhQvV5Xs9kMw9NsNvXJT34yHNLBwUG0t7p7927Usd27d08PHjyIHtXFYjFKRlDiQqGgT3ziE3rjjTfUaDRih32z2QzWB+d1+/Zt7e7uan9/X8PhMDbbHBwcKJfLaWVlJRwfJwI5Kw8QwiEA3N3QUi8Hk0GkiBEACEsThpnvUf+Hkjrz406bEh0HSHwGpcbJOSCQFHXzgCDmETABcAdwYQwAUxgugBXOCkMyMzMTLemQM4wcRtePZQdww37Qj9oDuemyD08z83MMJ44OoMX4cWK+UUVSGBqvZfMUK6k73tnLaaTJBhKMPcacTVHZ7PgQGNgL6u4wmji+8/PzWA+vqwY0Mm/Iieuqzz/zxec8UOr3J51GCK7c0QKOmPdisRgdQTxTgFMBPHgKnPVhbrxEi/VG5rmcWUulUmq325GZgUlywMz9AD0Ee64Pno5lPnHCODTugX6QqfCMB+/EfU9OTvTCCy9oa2sr0bLSGblarRZ7NwApsEX5fF6rq6sqFAra3NzUzZs3dXV1FQyrNC4129/f161btzQcDtVqtXR4eKjV1VUtLi7q5z//ue7fv6+Li4toWcl7ArAAE5/5zGfUbDZ1dXWlW7duxed/8IMfaGVlRVtbW5GNhOmdn59XqVQKeaeEDjAKwOXn6OJ0OQSbAvmMl044qyopcaqeM7UeqLree4mP2yUAFraAz8IWspYuC+gu+32QH0lhT9E1bAudL7AN+FlkDpnyzC4ZI+wZ74d+MW7kFb30zBBHfUOEMNfYY+SQ+njmAXtFcAPQZz4ZK4ElwQKyzRh8zwvPJkDhQm78s14egi5CIvmceakG7+bsNs/ED3vmFd19WnYCu8N8e82zr4ePDZnCV2PL2ICI36KThhMx/G46IPdSQX7nZSc8C9lwu0XDBMaBjCI/0+QRAQ8+Btn/NZD+gOu11157lZ6GGFEWDueAUXIjgQDBXk+nVOfm5rSxsREsLhcpxmx23MP08PBQKysr2tzcTHSJODw81K1bt/T6669rZWUlTjvCsf/4xz+OU8rYTZzP57W7u6vl5WX9f+y9W2/jV5be/ZAUdRbPos5SlVRHd7vt6Xa33bDRmEmCSZBJMLkIMEgwucx1voIvknbPd8gHyM3cBAgSdA4YIB3PeHyssqvr5JKqdKAkiqRInY/ke6H3t/SQXX7T12+bgCGXRPL//++99lrPetaz115fX4+yYqlUUr1e1+rqqrLZrO7evatmsxlgudPpxEY32ixdXl6qUqno5s2bIStBb31+fq61tTVNTEzE5pHLy8soyVOOR2MNIERmgBP3sWVzGBs4KQ3xs1AoRNspHC+lLlqw+d/YqAGjQbYKq+0aM9gEBw8EecZCUujmnXmFhXJQ5ICQIOZMjpfJCVw4BEAsDA6ObmhoqKv9FbpVQDOAoq/v+rhpgqB03YkGp4WOzDN6GFXGgn8zJjCqsMvuELkGCSn3QZcZb23oZVPmiu9w5g32ESmHl9QZa5gjNrbwvSMjI6E5JWgi62Aufc4dqDoD46ddAY4Bi9gS4HhsbCxOPIXJJFASfAG1iUQipCfcE4HMx4h7ZzwlRdWBvt6+cYq10BskpetuJZIisXD5FWDVJUAATA8mBHsHdgQfbBmW21nPYrGoy8urI7/9kArurd2+OnDl4uJqgyfsGXbGfR4dHWlmZkbValXvvvuulpeXgymbnJzU8+fP41qTk5Ohm9/f39e9e/e0vb0dCXQqlVKr1QppyI0bNyQpJBbDw8M6OjrS5uZmMKP5fF7Hx8e6e/eu6vV6V6UkkUioXq8rl8tpaGhIrVZL4+PjASDoh53NZtVqtQL0AcywAX7P+nPAyN+pOmSz2S69Ookc3+nsHb/jO8/OziJZYW05aPak2ZlFEk5ft9i625xLUwCxrv/2RNDBjSdzrAN8Lb6d6mZv9Q2NMX6ZeMO+GXwhPoTv5X2sV/7/dRpvvpf7Rb5DZY//B5TybCQQEEasMb8fngcmmbGgKgXhRMXZk43eyqDv2eH5sC2SbXwac0zMcJ9IIigp7t3ZdObD46QTZmwSpgsZtgeD7CCc+2e9MUeQJ/gUrwK4f+LeIYA8CcAvOQvN2ErqSkixa/d/3wPp73jRRxrn4RsdMDqMQbruAw2IQhvqgFC6kjrU63VNT093ZWte3gCYshGEnchk1s1mUwcHB3r//fdDm0mbHdrUSVcLeXR0VLVaTaVSSVtbW0qn09GBo16v6969e2q1WpqYmAiHMD4+rocPHwb4x3Hv7Oxofn5e1WpV/f39yuVycWgMjC6fOTo6UrPZVKFQCLbv/v372tvbC40kbDrPTjAgYMNoAQy9zA/gcfkG4MszSJyPl5qYSxatBysvK7OQSFLcgWAXlD6z2WyABl/83A+Vi97MFoaZQJBKpaJKAFj0Ui33hWMA0BDokslkBHnuA6fN+zwYuIPm/dynJ4cOMNEjOmjHlnFu2LpXZ+iniySGseit5HBfOHUcllcEXKPrLBhjQPBkjplDgIdr6HlOxgGgBGgmANK60LXnzB+JGYGTa7bb7dC9kzgyPswja4xnIKB5Kd2TBMAQr94A2N/fHy2ssFP3SdgMz+TlTnwaAYWAi7TESQUP0Iw5a5CAAwvL7xhfgjz3CBtG9cXnheeDxMDP+npkreKnstmsEolEHE1OskIy3mw2AxhRuWBN9vX1qVar6c0339T+/r7K5bIODg5Ur9f19ttva3t7O8AM1ZGVlZXoPvHo0SONjY1pcnJSkoKwAOz4/R0eHmp5eVlLS0txJkFfX19U5LAHB1TYPIDZ5Rk+Xowfv8OvuW+UrpMWxhDf7KDZfQfAHz/MmmUjLOuTNUjiyHwRmyA8ON7dpRgOULk/CCwnTPADrGUfo97kWroGe87EY0/YJLIc1p0TMb1JDePgwBS2G98KY8w1jo+PIx7AvvIZnq/32uh8eR7+I+lF7nV6ehqbtomjxBWelzXga4cKARVG1rHjGP7m38X3+fi75AW/ih92zbPLNrzC5tfhGowVsdwBMdfCJryK5OuHDfXezQkf78CaWMX8kbSAG3iv+6jvgfR3vH71q199OD093cWQ0ieZoEVAIFPyTAewQfleugpSlIEePnyoarWq2dnZLgAjXR+AgDNAPy1dl2xLpZKWl5cjyI+Pj+v8/FxTU1Pq7+9XtVpVNpsNPdzl5aUmJiaifDYyMqLx8XFtbGwEe3txcaFKpRJSgHw+33VAAfIFskecwPT0tF69eqWBgYHIOo+Pj5XJZOL3SDA2Nzc1PT2tzc1NlUqlLvDrABrnjMbKNy8w1mS6OGUWJjIC2CjmCZCAPhQn5axKvV6PTg1sjqAM3m5fdQghOQLwwiCR3TpbBCA5OTkJ4ELXCw69ccciKfSWMJM4GrJ/DzAcCY8D8o0/SAgcdFFaBFg4aMPG6foA4JSuATsOzDWwfB9Oi3Lm2dlZ3APjQCCAQTw9PQ32gefn75OTk1F2pZzt0oFe1gHH12q1lMvlIji7TTlz3+l0fqePqbP5MBC9Mg+APQGOMee+kbk4K8x4AFzb7XZ0i+DvAHlPbAAfPJsHZGwZMMH78AmMJf6LFwCOwMk9s+EGLT0JMswy800yTunT2Xuehc/weRIl7Na7UxAYi8WiPvnkEy0tLWlnZycCqb+QRuEb/DtJiiEr9vf3tbW1penpaTWbTc3NzalUKmlvb09TU1PhR5j7wcFBbWxsKJPJROu7ra2tWPOrq6uqVCpKJpN6+fJlVCXYIDs/P6+zszNNTExobGxMjUZDN2/e1PPnzzU4OKjp6enwJ4VCQfv7+xofH9fFxVVv5cePHwdDR6WGNeNEDiCBxJD5ZSzo1ctce+ULgO1gEPALGMIX84IhdNvEPvB1fX192t7ejooPIM/3/jjYcV/C/DlgA+Aw/86sIy/j2jwT/k+6Jg/cpwAA6Y/tOldPxqgksAG907mSglAd5Xq7u7sBfjltl+szzxBNsMzYvK9lKtYAXJ4Tn8AeEuYEQOpgnjllnfHsrFH2WSAH5ToOiH2OqLgSn11vzPp2Rpv7QjKCX263211dPIidjKH7DipNAFl/OVnEffjeKHyBJw3+b3y2+0T8OWNARYCknnsBM0GGOkHDd30PpL/j9ctf/vJDgB7ZiwNnL7c6Y4RRACYlBYgD/BUKBSUSV8d2/+xnP9OjR4++U3/U+yIget/hiYkJbW1taW9vL1iPt99+W8ViMdrWFAoFtdttlcvlAK6np6fa2tqKHe6Hh4eqVCrq7+9XoVDQxcWFXrx4EU7q8PAwjn6tVqu6vLzq8EAp7/DwUOVyWdKV4R8eHoZs4uTkJBwfgYLTjyjN4My8JRyBhMXrINVBEnMDqKE0lUwmw3HCHuPk2VTA/EiK8hjOj4WIswJQwFS2Wq1IVmCYCRaAFelq0SKb8Q4u+Xw+gOHFxUX0wsYh+sLG0UrXrAzBaGhoSLVaLQAisg/pugxFMMBhUWmBVcHpwnIAVpx9J6HAscG4FgqFcPSpVCp6TXuZT7oKWGzwg/XCvrAb18wDzijDo7NmDHqdJ/aPE2T8nY3AXgF4sJ2M4+XlZSQR6XQ65pcWSK7PB4xixwQiTzRIWJxhJlnFZpAZMQaSghknkeCaBDfuPZVKdXVXAWQx93wOkMy64btgs5g/AiCVA4AcNndxcaFsNhun6DHn/A2mhuDO/HhC5NIv1/ISwAne+FX3fw4ePUHwsmy73dbk5KRmZ2e7wD6a3IWFBbVardCvI+9hrk9PT/Xw4UPdvn07WoN2Oh3dvn1bklQul6OLCAnD0dGR5ubmlE6no/VorVYLfw1oHR0dVaPR0Pn5uWq1Whwyk8lkAkDv7e11laUpabssCFthnCEHWFvODlI1Yg1i4/hLfIQnw7zHmUfsDh/jmnb2PuAXejXaXnXlGbAtkjhAiie7rAVPDpFqsM4ge7BdCA6SFPbsJJPJLh+C33FGmO9JJBJdwBBbQ/4EG9/pdKILFs8EmQCzDcjH/pkL5owExsk6bJzxZF0xDryctXb2Hb/qFQd04F5JguQBoDoDzPcQF1iXXg1xmSLzzBj7QTAkDf58jJdXSomJXnmBmODZ8PNePWQdMLbEOXyDf86TOJ6JOEwMYMy9Qg3Y9tguSZubm7/XgSx/kEB6YWEhHARlWxwyE02vU4yPgWZRvi5Qwqz19/fryy+/1GeffaaBgYE4AMRLQ0gLcGAYN0BreHhYa2trAU76+vpC9wyQ9LLV6empZmdntby8rIuLC5VKJR0fH+sHP/iBKpWKpqentbOzE8f4lsvlABg4FLRTb7/9tl68eKHx8XFNTEzo8PAw+hmzc51Txbh+f3+/vv32W+Xz+SgXe9aMkTuDiXOv1+tdTCHJhJe6fIEwxr6RgU020vXJRJJiE5trsAFcBBScnYNLslIWPI6dAAUAxD5Y5JT4uIbLMfw+eD5YCe4bJ3J5eRkZP4ECHScgE/uEwWeMSQYYfzqdkDQAnmCPCHCMCZuI+A7G3Q+dcE2eM4wEQvYNXF5eRokd58h9uETB5QheoWAeHewRhFmXblf0HgVAY4epVCr+5jIL7pf3oh91JtBLvzh+5osyKYGM1/n59UZXD1yw1fgT1r9XbTzhYi75G/bCWDCPvZUGD5okvfio3v0F/PQNQshMXI7jTKGDWGQUzB2fc7YRuxwZGdHo6KiePHnSxbBzr1yDf/PqnYtGoxFM2fDwcNgF8gwAKn34Z2ZmYhxIxLLZrGq1moaHh2OD4pdffqnp6WlJ6joZ9vDwUPv7+yoUCgFUb9y4ocnJSdVqNV1cXKjZbEZ3j3K5HL8fGRlRq9VSMpnsIkGGh4e1t7cXcg8ncBhnP6Ke5A4QxhyQ4PNcABsHUdg7dkP3KOIcttZrD9i5s9W8x0Eh/g3QCUghCYXNhoQ5OTnRxMSEdnd3432vA/KpVCoIGO7L5Ra+nmDVIRAATu6nndUl+fekzSUj+HAHsF4tww95QujVK+4Jv8eGeK8mcegYvtWTc/AIv++1D5cIcc/ut3iP+zbGV+o+LAj7w2/yWeYSEgbM4nIdnsWv5wx9u91WLpfr6t3vfp1EH7baZUb4E37nCTfvBQ9gEx4T8CFOCHhy4nHLfR52UKlUvgfSr3t99NFHH05PT0fQHhoaCueA03RWisDJAvXNDJRlyTiPjo6CwYQFefbsmVZWVtTX16fZ2dlgbNxAPNhK1wCLDJD2T8ViUaVSKRiXg4MDNZtNPXjwQLlcTpVKRa1Wq6vH9KtXr5ROX+3Wp3H7t99+q2KxqGKxqIODg2jXBrgny8/n83rw4IHeeustbW9vq1QqaXDw6mARyvMrKyvhsHub//Ms9XpdY2NjAc4AnWyAY6yka0kB7KiDTS9lHhwchHOGTZXUBZYoNfuChI3FKQAccUqSusAjyZEfR87nOUkKO4CJJZFwEMRGOH8OXpQcATjOPhIAAUgAfHeYvRUTHI4nHwRMNNHMl4MZnzvYLC/H8l3Mq6RITlgfAPd2ux1dMhhD34zpcim6vnANZ7gAn8yNl6tZl9yDl3UBx4wJc+QHjfjGVa9QUG5nnWLzOH3+8w1IDlKYG68Q4BO4NsGD+2bsCSbn5+dhy73A3t/PtQmIXikBnMMySdftC/Fb2AvBxaUcBJresi2+0Tcq4jNZH9yX65cBeGdnZ9FfnzkEHHlHid6XAwYHfoxpqVQK5g92nSpZOp1WvV4PXTVjtL+/H51MxsbG9Omnn0b1rdFoRNWL54FFOz4+jj7S+MOxsbFIQrCd0dHR0LXT2YiDuvL5fEgHPIknnuzu7naVoPF9zCPz472Q3f5cLz0wMKBarRbrp9VqdQEX1qK3jQTM+cYswDosH/ESn4Kf80Of8LMkrXz3yclJbBL1TXM8I6CLw5V4zl5QzPtJ5vAfzpi6TMTZ3b29vfi8+3CSVuxOUpdPYE0Tp0gGnFABbDsxA9mBxBC/jN16RZG1hq6X+e4Fl9wjfsFBvssffPx83fTK2/CDLs9x/4BfZt32VgK82oyvAER/l3aaCqjHII8B+FrG3P0Y48Sz+vpgXklwem0HO3Mfiy0iAfte2vGa169+9asPx8fHVSwWwxgIZjAA7rAkxQSfn59HtwwG3fU1OFwMMpfLaX5+XsfHx5qbm1O1WtVnn32miYkJlUqlOMYbhtkNh4XJ91QqFR0fH2tvb08DAwMaGxuLjS+wwMfHx5qenlar1dLCwoLK5bL29vaUz+eDHcnn89GyDh0uQCidTmt0dFRHR0c6Pz/X5OSkxsfHdXx8HBshaRXU6Vx1/BgZGVGhUJCk0I0DMl68eKFMJqOlpSXt7+9H+dnLUpS4GT8cGA7CQSQByk+NYnHw/5lMpsuhAoBcN+llIJd2tNvtYK0AtgR6tFrIEOjcIqmrwwYdJzh0AtkJQcZbGuGULi8vY/OWszo4CZh36Zr98RI7Y5ZMJrs2UzgYh11waYBraAF+rq8FYEnd4I+A52wuc0XAR8N+fn4eLeyk65IfjhHgdHh4GMmRX4vk1tv+4TgZB8CjM1qsSZ6buXMWAmDsu/4BBKwNnsEPFXJWzxNrPsucAhw9MeHaAwMDIaciwfOAm0qlov0ajp17BlwTNLi3Xl0qawHbh8EDGFC6Zsc99sleCU9SYX096GBD2BNz5syY6xq5JkxysVjUzs6OZmZmNDIyolqtpu3t7djgS7m4V/ZB4D89PVUul+tqb4j23hNO/ACHRmUyGd24cSN67zPGp6enmpmZiflwWZ4fqPTo0SMVi0VNT0/r2bNnmpiYULPZjMOJdnd34yAKkqN0Oq2dnZ0AFQcHB9rZ2dE777yjvb29rv76Dh5c6uF2BBNHIk+SzGcZe+bRN3ZLigOnADisefeNMJGSuiQZ+GpPJNEeI7Fx7SvafFrmpVJX3a/YdO3+HvDlgI0klHUB2MNnOVvvIBn/xnucpWSt+98B/Dw7SR/3hD90+QT+kHFxdt1loVSNGbNk8uogKpdAwAZjj14pZ97c13BtnpWkx6sQfCaZTEbFmfvyjX8w6L3kzOv8qleiSJT9HvDzvjEbwOwssZNJ/jfsDrvuTaoZW/yJJ2BeKfE9Ll59w59TUeyVqWFDIyMjWltb+x5Iv+710UcffTg6OhpMFAvHs00YNIIhwZROGzgxgDeMrrNxzkoWCgWdnJxocXFRpVJJf/d3f6dnz57p4uJC9+/fV6PRiEWKcQGEcHb5fD7YLXlJSQAAIABJREFUU0AJjDTZXKFQCN0fB3w4sO3ru9odv76+rlQqFRtNWBSdTieOsSY7phR/fn6uubm5SDhgWff39zU1NaXj4+PYaMNmOo56BVxK3b1G2ckvXR+a0TsG3EcqlVKj0YiNgNw3JWRAI7rtbDar7e3tkLDwXZ1O53cYWMY+mUxGv2DYedcfov2Wro/PhYkj4J2dnUXgZLFjTzxnKnXVc5mems4WMAYwVIyH92J19grHns/nu8pa3Af3TkYOE0TyBLjyTSruVFxi4QBMutYvplKpCMgEeaoF2Im3zeOZ2UXO8xQKhejswL0BxH3THdUT1oh0rasGiBCYeI7egOybfLz7CfPKZ0n0cK7ORhFwYefcn5RKpfi9SzO4l3Q6HckDtudaQZ6T/4dR7r0X5oIg7gyhdH2SqH+OteMSJSQ67jOwPfwD/tBlP24nlNJZU0dHRxGwWAeuvSYR297eViaTid7POzs7sUcBgP66SgnPTUWMe/UuA55EApZ6tZCM4ejoaEgIWNvejpDxJImGSKBa12w2I0kYGBiIQ7W8zM/9JhKJ8FGStL293XWoU7FYjOoJpXZAGMGfNcxYAlKdYSXxwO5PTk7i2HViIPIG1qWTSB4L2GCIbAQAen5+HhIV7Au5SjJ5tW8Am8KemTtiAeuPNeiJArEUe0diApDD5p215TpeFQHkATRJtrB/vhN/AuByFpf7wO/6733c8Jm+ARAtsn/OGWWv6viageF3og4fT8WExMt7+HvVHDvHD1EFJiFl/D0Jw2dzPY+zvkGRz3pFBV8EW43v4G8e570KQ1Lka9zjiQNjSCJ8k/s4nteTMSehnHl2Yo81gB1/v9nwO16//OUvP5yeng6whHPhFDe0QDigRCIRE0ywA4zgvAl6MCkeVJmoYrGo8/NzVSoVjY6Oqtlsql6v68GDB9rY2NDq6qpWVlbCiI+Pj6NHbbvdDo0ycoi9vT0NDQ1paGhIhUJBIyMj2tjYkKQA2+gBE4lEgNpvvvlGi4uL8QyvXr2Klk2dTieYF3bII6NYW1uLYOvgYHBwUDs7O1pdXY2NPuVyWUNDQ3r27JlKpZJu3bqlx48fx+532MpWqxVMLiVDwA4bVXjBHrOwAb+9J1IRTL2kzE935t4qj4VESzoWKgFDugqgY2Njajab4YxgWhxkEGTZoCN1M7gu3XB20KUqBPSTkxNVq9UuuQHB1B0ujtMBq18Tp4CDQCONIwTM8V6X2WQymQDwBG3GylkD7tEDDQGcucaRcR3+H7siqLBusDUYIZdh8Wy++97ZKhysdC27YC4As16S5YW9AKYJ6HzeAbh0XSEgSHF9QDBjAPMvqQsgM66SQh9M0ALMe2UB+4Gp5x7xV9iFzwGfw65InNrtdmwOBvA6cPUAyNgRpJwt9U07dNQhgBJMIRiwUwIiAfTy8lLb29u6vLwMyUO5XI7+9b6ZuN1uh3aYF3ZPdxrujf7Oh4eH8VzYH8CGQ1U2Nzd1eXkZrPb6+nr0bB4ZGdHu7q4uLy8DJEI0HB4eqlQqhT9Jp9PR039g4KqfPj3fE4mEJicng6HM5/PhJ4kRyWRSu7u7kq7BsM8F/oy/eeLgcgBAUm9yy3ywTgCikgI0Yn/I0Rg7pB/OUqZSKRWLxfCDDoABfK7tT6VS4Wfdnr1aSXyiWxSJGXspWP/4OgfQPANjAoj1XsjEbU/ksWMSQz++myoCmz09oXOfjv7b14p0LYXjer5/4ODgIM6NwG6d4CJx8P0+rEd8uoNET9x65XhUATudTpzmyuext96xkdQ1ztgefsfvAXvAFvm8s9LMjSeVPBPf4T6aNUSlzKsGXMOTQAfQnvw4A+5sO9ckXkiKpPt7IP0dr7/6q7/68M6dOzFolDcPDw8jQ8ZR0hHAsy9ABczKyMhILHAyylwup1TqSn+Xy+XCcHCSxWIxZBksyH/1r/6V/vIv/zICDoaKBKVUKml9fV2rq6vK5XLR47TZbOrFixeqVqu6ffu2Op2Otra29PTpU6XTaW1ubsZhAJ9//rneeOMN1Wo13bx5M9gUFhcOEQaQzTaSYnNOPp/X2tpaOOpsNhvaORwBTpIOIWtra5qdnZV0BSIWFxdjETCeJCHZbFbNZrNLpiBdnyLI4QhIYgYHB7t2orNQGWs06TgR7yPMvHhpzVlJGDsWGYuOz+Pk+E5n70ikfOMeDsZbv3GYTS8IJXGjLzNMGQ7Lg6l03dvaN8Nyz7AxjIEzOXTgADhyrwAd+vJ6woGsB40qLB/XxZHjxF0fCEhmY5wHPy+tMZbO0OK4XbbiztwZS8bX2RRAHeveN8xwXT+hkzXPnDsLRjACyDDGMJU4cRgWP9gFRofvvbi4iOpQp9NRPp+PDaoAT2ftpGvJk7OWXo7luzyZJ8A7ACFguG4YsMpzAqQAaM5SEQwBPNynM23SdUcGeipzD14ylq5Y4fX1dU1PT4ed1Go13b9/P3xCPp8PrTOMJqxzOp1WuVzW4eGhMpmMGo1GtOQcGxuLBJh5wyZXV1c1Pz8fY/GTn/xEt2/fDvDfbDajw8fh4aGy2Wx0P/GkjISOxOXi4kKbm5sh0eOesLVqtaqbN28qmUyq0WjE+JCM7+7uRpKD/XqFiXElsSK5r9frYWusH7d11jAssINP5tw3QjMOrB9sirXC2uXej46Ourr7+Pvwq8688n1snKbbCnbCvQG28V9OFrBeqCLwzCR2DrZ5Jt885+uRa3uSTYWP73YQ6QkJLL6vAfeDPC+xZ3BwsGsjOS/WDvbFnhZJkRQ5gOb5epN/Jx48ucbHw5zjg4mdPq+uL+YnPoTfEXPcp3Nf+E7G2TtteVWB9QgAZg76+/vVbDa7ZHy9AL7X3/RWKZ0B9+pBb+xOp9ORRG1vb3+/2fB1r3//7//9h9lsNrJjD+BsNCA4SdcdIPywBMqymUwmHBiLlswZBg2j9b67TFa9Xtf29rZOTk701Vdf6de//rUePnyoTqej5eVlnZ6eRtu6g4MDffDBB/r000/DmNrtdmiY2Xm+vr6uiYkJ5fP5KPeXy2WtrKyoVCqFc2y1WnEqYrVaDcfVarWiXLS2tqZ0Oh0bFmndNDAwEEfzkq2PjY0pn89rY2NDuVwuTvsi2E9PT4czefnypXK5XOjpYJGKxWIclADjDiPCmDtDDDvrEoNevbfvXHcJj6TYcEfJEuBHluzA0VlebAX2loV/dnYW7AnX3N/fDxty9pF7ZD4Az53O1cZAmGDKXOzshsXBefLcgG2cLqVcACaMh5fncGg8I4EKm3bbdgbGGZleQMsc8HnmyjN+nClB2kuq0jWoBtTxGa4BQOxNiBwAO6tBsHHWwjc+YkP+Xcyfg4xOpxM6f54H9hog1QteKWszVz7WvHD4jC9dHbArxhAwwPN4edh1y9irM8YwctgiduS2wjwBxrz64DIaL/PCQLpOlX7lnqQ66OKaXuXg2mdnZ9HKk4Q5l8vp4OBA1WpVmUwmOnOMjY2F35ufn1ej0Qhbh0lMJq9lUy9fvozWfjDxHKCFHbJ5sFKpRM/q09Pr3vUzMzOSFHZQqVTi/tFJA7K5f18jg4ODqlarXX5laGgojghHo84ZAS43YQ17ZxmqC6x9f24vjzvYYF3v7+93SU68IsS8AmR9Hfo+Bmd3sX9skt7TrB+XmODv3A7wR05cAUyZI/8uJweIqzyf+ytIIpJBntPXgG82703o/b0OgF0yxRiz3nhuvsvH2deog2cH+gB41jtrDr/FeDFfLm/iM6w7nsFlM842exzhefBt+B8HrNifdA1cYb9dVuaJCrYDoeQSGpIj5o5x94qCx1ySHd7HHHpyyXexn8l9lwNqn6PehEr6/ftIJxyZ/yG8xsbGOj/96U8joGCUsBOJRCLkEBgO2RM7qfv7+wOASdfOBRaAoAOji/Gk0+nYLQ3b3dfXFxrpRCIR2unZ2VkNDQ0pk8noyy+/lCTVajVNTk7Gwp+ZmVG73Q62ZGpqKjJ8doYTbHCasEpoqCcmJrSyshKnLGaz2Wj1NDk5GToqSqmXl5fBPjMmmUxGkrSyshLt8pLJpEqlUhwEUygUtLW1Fd9F2e7mzZva3NxUX19fjCkLFUfL+MPaseGT3ztbmE6no80QARQHz3txIMfHx7EB6ezsLDYa+mLDmbgshCQJHTKssi9KMmuYCRyRSwPIwpmn4+PjcAQA2Gw2G/eK9hLH6lKMy8vLLlYRuUvvCykMUh9AHM4XzSTPhtSHYO1afkBmp9MJ9s1LgrC3JKj8u9e5wxZ7WRMJgl+LCkY6ne7qNesMiAdVgjYAhhPUXKrl3+W9mH2+8RXj4+NqNptdwBN2jaQ5lUoF8OHajC/g2sEBcw1j7eAS507FxYMqSQvj5YwjZenz8/NgPfv7+zUyMhLyEkAr8gi+F5tnXqn6eNDFToaHh+Pe2fSHjXhC68wjY+IMGwGX1mhs+HbNeC6XC005CfLw8LA2NzfDroeHhzU2NhY+B2YfX9ZoNJTNZoPowEYKhYIqlUpsnGbzHxvy8vm8dnZ2omrJpkKY+Gq1qpmZmS7JXX9/vyqVSmwsf/z4cRwEkslkVCqV9OLFi1hfgGYSF8aUGMQG606nE78nzkAw4PuQq2CbvufAdcpelemVgRDHsFf+n82S+I5e5pJzAgCesOV8n8uiHHsAPh1ge0VGUlf1hbazvZWa3pc/C9d0IOXrxzXG2CmsN0kohBrfR//oVqvVtZ6IATwLCQ73wzi6/JD1zPeTSPtniL/829lVr8z1Mq4+h1zP/YuPE+PM+3mfy716iQ/szb8bu3Iyw5OHXpDOePF59sccHh7+ThXWqz/4Fbcll6Sw1wG/g80PDw+r1Wp1VVKYO9736aefan9//3cP/uh5/cEx0r/61a8+nJub65IiAHT8UAeAIwuK4OmACKMdHBxUvV6PgIOODMMG1GBElG3b7evm9kNDQ5qfn9cbb7yh8fFxXV5eam5uLiQYAOf+/n6Nj4+r0+loc3NTQ0NDKhaLKhQK6u/v1+bmpjY2NrS3t6eJiYnY6JdOp1UsFgPAY4SHh4chZQEksIEQQDIyMqJ0Oh3OHf1up3MlI5mZmdHz5881PT0d5d1msxltnw4ODqJ9ETvjd3d3NTAwoImJiTjGnO4Np6encRIYTAiMDOCAeyLzht0G9LDJwxkRSV0lawAjn+E6aAMBrZK6Fr7rwwginrE7I4Q9SNebJpytdYYDzSvgCvDK/fVm48lkMhwyQRHn6/plB4SAR0AgSaTrHvf39wPkkAQCbjzb5/6ZA8/8YZA8gEkKSRDfBTAncfB7kxSsMzbLemQt0VaR73eQfnp6qmKxGMkh69hZFBwt99MrYcEmhoeH4zAO9HwEDlgUxpdg4ux1b4Dynsx8H9fy73KWnecDDDjLjqyM97hdQQ6QwDNnDlr4LL/j+WGC8BfYXz6fl3TNzDLH2CqJAsERW8SnUE3yNYfNshGZ+Qb8w6pXq9XoR93Xd31iGgkMPqzdbscppqxDknjvn4+kjISaAN7pdLS3t6fBwUE9ffpU4+PjevHihcrlshKJRIxlJpNRpVLR+Pi4pKtTVDmga3Z2Vi9evNDCwkKMJR2MiAvMLf6y0Whof38/vptn9+PFnT0G1LBGYUvxNcQy/AT2DePsyT9ry6uprAtiJPftFRGvyHrlgd+RQPsGVcCLywx6JRGMM4DPK4Nc05NI/B2gCP/Md3kscAbdq1bOSAKiIdqcuZcUOnBswUE62nCScz77Okbb2XTuCzmGV4P4XipYzIV/j/t1j2vuYxgrn0e+3/2Q65CdBWacvBrmc8r3kgDi63tb5Xn8pHrAM3AdryI4EPe55fMO5JlvEjqXtDgR4dVHxoax397e/l4j/brXRx999OHc3FzX5LLwCWqwlh5UJcXfXR/Ze2Qrk+Y6LYACfWu9JM17kDdsbW3F0dQHBwd68eKFNjY2ujLD4+NjvXr1ShMTE5KuM6jNzU19++230UnkT/7kT6I8vra2FuXMiYmJCBZo8fweU6lUvPfP/uzP9OjRIx0dHYUe+ttvv41Nj5lMRisrK6ELp/TjpyoODg6qWCyqVqtpampKjUZDQ0NDunPnjh49ehQLtlKpRK/tvr4+3bt3T319fZEwDA0NqVwuh/xja2tL/f39UQpnPjkUAQDh3QQAn71AmM96mZMFipN3aYaXzwAHMFQOuF2DTCAEJHsgQXPsYJj7Yo6RIJBZ4whw5mTe3CfVFElxPd9MB3DhObFpNPJSd99hZ10JlKwb2EuYBQ+OrAFYTth0Ek9AnMut2HjKJjKv/vAdMFW9gQBNMQwZm2o4hpogRELr69A3odLBgu4ig4ODwY70yk9oS+m6b0lRcmeuHJwgQ8BWADGMHfPE83oiAaggyBNcSWYuLi4iaDFWXtXhWRkTfBs2RwBySVRvdaZXX01AclDLPHhQ9lPR3Gfw7MwHgdD7hXc6nejm0Ww2IxHAnpCB0Mbz4uIiqnGSoksQwLbdvjrchf0Ks7OzkQS121fSicHBQd26dUv/63/9L924cUOtVksPHjzQv/yX/1LPnj2Lg1oYczZzz8/P6+nTp+rv71ej0QjARWLI852fn6tarapYLEY3qFwuFyf3jY6OqlKpBNg/ODjQ2dmZZmdnVavVuqQxBwcHunv3blTJOBzKExzGGFmZb/TytqDcn8uGPB7yd35ix/43vpcKBr7Iq4mXl9ebVNG7e1KayWRiTlw37cDV5ROsZZJ76ZoIYR1yj4wddt5LmmHDsPt8hut5JcsTXveNHqN9TfE+Yjt+guvgE1122IsnqEj6/RMLWWMu53IJBOAeEgdf5Qk4Y4GfIQn2tY8v82qpVyPd77scx6VB/NufG39JjHCQ6/GC91HZYUOqa72xTfy1J0/sY/JKBM+zsbHxvUb6dS+OCMfAe8vhGLuDLJhBAg47wKXrcot0vTAJvpSFyMRYbCwEJg7WAAeCMbEQx8fHlclkNDc3p76+vijLc+w0TmliYkJLS0t688039cEHH2h5eVlnZ2eq1+uam5vT2dlZyC4uLi6iXR49qDkq/OjoKDbstNvtOLHwiy++iJO9JiYmdHp6qnK5HOzxxMSEvvnmG0lXhl2pVOL/aeu0s7Oj0dFRzczMBKC+uLgILXS73dbc3JwGBwdVqVRUq9X04x//WMvLy7px40YAapc61Ot1DQwMaGpqShcXFxG0fJGiXSaQuD7UFzlOrLcU6GUzAo47GGc3KBvzTARLEi/PfnEs7tzY4Y8DwjnBQLh+EBuBOSMY8XKZAtUFAAIbJjl9kUM2JIUTcvaT35O8YN+sk1QqFWATpyVdt5LywMpa8FIef+O6HM/r2j1n0llzLp3CofrBSL1BCIfsQJ616/cIGPAA7J9nTBhXT8DxCcPDwyF7IShJ3WVTB6fYIyABEM+YYYMkFoB4bISNaR7oHHjDDve2FnNmiPvDvriO+ycPyM5wErixe793WlcyN4yzl7YBTJ6oOLsEA+rjBtii7A2oJpjCJBLgqaoxboA3bIqDVogLr169Cn00G70J/Nvb27p//742NjZiXeRyOb169Uq7u7sqlUrxO9YgG6qPjo5iAyMHRzUajQCYtNc7PDwM+Ra+b3p6Wp988onm5+ejuxPzub+/H5VGSBSqmVTkWGO+frGV3soTa5BKBS/8lSfirAn8Pjbh9s613J8CfL0a5H6XvtMkrAA67LOX0OCzDtg9Ee0FjCSByDMAnwBM7M4rk1498ntyO2U8SJ5IUBg/yA78GzbHGHCfvdVPqsmSIjkG0PvzEZt8bPhe4oOz8a4fx8dQffdEhfn0BNyJD59vHyfWq0u9nNTEl/sYeQXNfQ/ryZMq5v3k5CTWViqVivjmhMX5+XkkKcQO/Dpzvbq6+nsx0sn/2xv+//bq6+uLDhIEWQANzE0ikQjN2fDwcLSHQws9MDCgwcHBcN5e9trZ2dHu7m6Xc+D7YQl8A4prpdD9OavEz4ODg2iJVCgU9NZbb+nevXt68803tbS0FFKEpaUl1et1ffrpp6pWq3r69Kmkq64X1Wo1DgpBQw1rNzY2pqmpKQ0NDUU3EZ4JJmF+fl5DQ0NaXFyMzTA7Ozva2trS6Oio1tbWtLi4GIz36Oho9FGtVqvRZosWeGy0hDWEheHUxpWVFc3NzenJkye6efOmJicntbu7Gz2Vf/azn+nv//7vVS6XgwVrtVrBXDhYAzh4IJAUC9erDjjAdPq6WwaLDweBBAXpCQsch0x2DvCUFD2+3SZczwpQZpOOl31xWDgQqVt/BvMCa+yHSZB84CwoL+M02+12jDtBheehr7ivD0CG6x0JsvzkmXnBgDMnJC3SdeN87A2WBHBDUPLnccAJUHe5BMksz+MvgopXohwwAobxBaxHEkuST5cWnZ+fR+DBtxAMYOq9jSC2Kl0HKp6RJI3vwwZIRjwRBISiVwYckmxhB0hbPFgmElcbGxkfD+aABd7n/ZWRTzAG3Asaf2cnXaeOVIhn4XpUiC4vL0Oe4EkGdsZzehDk9+iXCaR9fVddM27duhX3XSgUQuohSZubm0qlrrqsoI3GT9FqC984Ojra9d3r6+va2NjQv/gX/0LHx8daWlpSu93WzMxMbOweHR3V4eGhBgYGVK1WtbOzE6zfyMiIZmZmtLa2JukqqRsdHVWn04lzB/b39yMx4FWr1TQ+Pq6XL19qampKrVZL8/PzmpubUyJx1Vpva2tL//gf/+PoF82zEUdI6pgH5s/lLowxL4+NFxfX5yh4NcjZWOwae6AK1UtQsYa9NzzVL4Apbee8xO8gGhvAZ2MvnU4ntNT4EMA/f6flLbpu30dA7PUqIz8BxPgPwLbULaPAB7iEi+QCPOEJDH/nvS4jY1ylKx+Wz+c1MDCgVqsVFURft5K61huf65XW8Dnmxu+TeMJzkeD42mQu8TF+bDt6biet8EEO+llr+F5knNiUE0suZcEGXTYmKXAG88jact/EXgvunXEAmLs//7+9/uA2G46OjnZ+8YtfRE9GMkleMIxeGqJcS/CnHAYY5pVMXh2HzeIjiLBAvCzkGRzsj08+rYxwXBcXV7pE2ATKOUgxEomENjc3ozSPdlC6CuTo90qlkur1ui4vLzU5Oalvv/02GMxKpaL5+fkwqkwm06Wza7fbWlxcVLVa1dTUlL755hsVi8XorUwrQMZvd3c3WjuhPRwaGtLm5qaOjo60uLio8fFxNRqNAPYzMzPa3t7W4eGh5ubmYiMlrN7q6qq+/vpr/fEf/3HX4RH7+/vKZrN6+vSpPvjgA9Xr9WBN/Xht15sB7mA4+cn7vGRKiRSn3263o50WAcJfsCI+RzgSkgy0fzAh3BNJBcHFS4eSupwuTo1r8R6/H2dpYAf8xDv+DojF/vg916OMzrpwkONsE88Du+NBAVt1MO+JjnTdfeV17DrBl0oQLElfX1+wrbCxHtj5Lr4bBpUWYL4RlZK3d0fAabvWn+vjyAHAXlb1gOMyCOkanAAQ8BXpdDr8EzaInXFADNd2wEOAITHxjVFezgcs4HO4X6RBbs8jIyNxOIrLa5hPnoexRBfqJX4YagKkJ3D4BLdXT+TQ6nulxDcOsaYymUxsMuZzBF560sNUI4EoFovxezoGAZoSiYS2trZUKpV0cHCgWq2miYkJFQqF2OD41Vdf6b333lN/f782NjZ0584d1et13blzR48fP47uG2i5vQtPo9HQ4eFh7FvBXgcGBrS5uRmxAmadCuL29rZOT081OzsbNlsoFCKxPzk50fj4eFSXjo+Ptb29rTfeeEMPHjwIkoNTF7ExEhmvjrmGF3v16g224EkWEggY8t7NYV4JdNkAsZSqKEkrMrFmsxmVWNaw93n2lycK+C1vvenA0KUrvZU3GFL3Ac5oDgwMxAZmqfu0WOye67h8bXBwULu7u0F++PWwPQeobtO972fO8Ms+xnwXSYhXDHyMvAoPAMZfcS38srPbTuowlqxfEt5efNmboPHy/UgAXsdK/K5UKkm6aqbA99MEAv/rkg6XCvE9vRIc5tf9Btf//PPPf6/Nhn9wjDQL13fRUoomOPpio5WSl55gPJ1dxhAzmYyGh4eVy+UkKbJs3wBCsCeLxDmdnp7GZkA2mwCas9lstFK7vLxUrVbT1taWlpeX9eTJk2ifhB5PUgAOgvD6+rqWl5eDJanX67GJ6uLiqlPIgwcPYrG98cYbcZAG1/43/+bfqNVq6eXLl5GE0K5td3c3juTe39/XjRs3oiNJX19fVzl1aWlJL1++1JMnT7SxsRFltN3d3dB+7+zsqN2+6kry5ZdfqlKpKJfL6f333w+H7yXM9fV1/fmf/7k+/vhjNZtNTU5Oxi52AAogGYdxcHAQ7DpBFzYYpy1dd2JhkQKAjo6OAjzyvbAjsElsdsNeADU4N1h/JDbYDswq4MmDFwkOzgwnCQhyra+zl5T92WXth4NIUj6fD4dNNQY7RC8KQ+k9mbFjmFlAg7NDjCMBgJ65XJvnI3GFMeCZ/dkBzTC7flgPc41zZAxdI8j9IqkCUJCo4gek6yQBe/ByIgk2c8FYkjwCLJh/1zLyvYA7xgB/RHCXrk/w4/oua/ByLM/LXgwPhl5B4O/4NQdMHkRdy94rqyB5yOfzEbDQZROMnH2EVfNgR7nbx5vqCXMP0cBGZqQfBENfS8504XMAQxARiUQiwO35+bnK5XKA40ajEWMyODio5eVlVSoV/eQnP4nr5fN5/dEf/ZFu3bql2dnZCOpvv/22isWi6vW6EolE7BtJJBJhZ+n01aZtDqNiMyFxZHd3V4uLixobGwuGeG9vL+Z0YWFBMzMzMZ4cEnV4eKhCoaCXL18GE/jq1atYZ19++WVUK09OToJsubi4Pk2VeOUghjXNuBHPHJQ5K+iJpdumM7r0WWdMUqlUSM4GBwcj9pFkI2N0ORdxvFeb3PtiLWIn3J9XfL0q5YQG1USSul5g6IwpLwiyXn0uMcXvl3XXy3arQOw9AAAgAElEQVSTYHMfMPTEHAeX2JeztZKiqukA15+De8Un8fdeWQ/JHGuxdw56n3tgYCAIJgfMnqBQ7eenV/WYF8YHQoKxOD4+7pK7pVKpqFJjh8QI7NurEL2yPE9enLTwysbv8/qDA9IsJAaZndIMtrdRw9GziJ3ZwwE5Y+CifhwYRoLTJqhL16CC7NalFminXEs4NDQUWRftvCg7djpXHTTI1GmnNTY2FiWaQqGgmZkZ1ev1YJ1fvHihu3fv6u7du8rn8zo/vzrae2RkRJ999pnGx8fj+arVqj788EM9efJE6XRas7Ozury8jDIkYJJEo1arSbraxX5wcBAHKUxNTWlzc1P7+/vRsorxef78uarVqlKpVDzD/v6+3njjjQDFLOyTkxPNzs5qcHBQa2tr+pM/+RN99tln+qM/+iNlMhk9ffo0ADeOjN7azhLgSGBxYEEo9wHyARTOvnoZzsvenU5Hk5OTAYhmZmbUbDYDqONAh4aGND4+rouLiwhuBCwCiUsUfHFjOy5Ncm2dBz6XDjhrSMCA9fZ2ddJVKZkE4vLyquNMMpmMOYM94f8JTiSfvQwI/6YFmQcNPzTBWV2XtbAeJMVa8iQHYNrL0gJ6GVcA/PHxsfb29rpkEzhUnCkg27+v07k+bKVXesJ6xcf09/dHBcLnDAYavwFYBAj6BiDeR9cJ6RrwMlaAP/4fWwEoECDYJ+GdGfiP7+T+GRfXshMkAbxIsbyHsZfSYbj4TC/AdxKDDUMETxIbfIvLp7AlSZEMY5/SldbZk176MGNX+FRslg4jh4eHunfvngYHB7W0tBRraHV1NaQez58/15tvvqlms6mJiQmNjIzE0eZ7e3vK5/Pa3t5WOp3Wzs6O0um0arWaqtWqxsfHVSqVooInXcn1kFHt7u6qWq3GPS4sLISPoxLW39+vXC6n3d1dZTKZ6AyEFvrg4ECNRkMnJyd6+vSppqamtLGxoWKxqOnpaZ2fn0f3J+aZ+ZWuT8FjLokXSA9J0F3SgN/02MbaGxoaiioqXUTwWX19fUHAJBJXR6efn59rd3c3kkwHQtiMx1QkK17xcT+KTTgbjr+HGMA2XS9PIoFvdJ/mkiPWF2DQX548IxHj/ax7Kndu14wP/+6t9PDqZXipsLH2/e+MozPY0jUuQtLA+9jIj0/kGbyFKOAX/+HMOOPn2nIkeCTVrE8nHHl+xsnlQcRDxpvuW71VZcYOUssTbL8eL5cb8eqVgn7X6w9us+FHH330YalUilK9TzhlEi9vIp7nb0wki47FgCHC0AAwe7Mcb4njZRLXh+FckH74ZMICoa2Fraa3crPZjE0xIyMjKhaLwdqNjY3pq6++0tDQkAYHB1UoFDQ2NqaVlZU4cauvr09zc3Oq1WpxGAGBNJPJxLVplYdue3x8PIAe3392dha/hz3GcZEQtFot3blzR8+ePYujztfX16Pkybjv7e2pUCjo7OysS9vI+Pz4xz/Ws2fPND4+rnQ6rfX1dY2NjWl6elp9fX1xxCjPyD2xmPmugYGB0JvjlEmwYJlw+CxgJCIEiIODgygJs7D9u+gTOzo6quHhYdXr9a6SHDuyeX4vb3O/ODBnYH1jCTbJdZ2d9bKWBz/pussE4JqX27HU3X3CN/oQeL0HOM9N4uGbc3B+PAvO3NccoM5bdfHcADbG2QMv15PUlbyw1gnyBAaqJUgUHORK3e2yJEXfce6pV6bSyybDcPEdveua53bQ6swKgIAxd6mPdM0geTLXK89hLvhulxf1BhDut1dXiW35ngNn9LFHl0bxGT+djQDJfPUGMXyrM+W0taNTDWPAePiOfKQSZ2dn0UEI24flBMTdunVLh4eHXSc30l/6n/2zf6bT01M9e/ZMd+/e1e7ublSbABasWeY9lbpqXbe1taWbN29Gf2n6xb98+VKFQkG7u7sBMOk4wp4GOoCsr69reHg4fBT3BmjDN/T19SmbzapSqQR5sru7Gyc2jo+PR0X17OxMq6urKpfLajab0RHEgRz+EL/C9SE0sDUHMIAV1oBLRvAFVAJZm9gNf3dQ7VUHb2/osdulBJ6gkgS+jpV2n+jMMcwrsrReAoLvZ+x7q1yu0/XvZbxY/8wjhJBLDLBfJ+V6/RDJMkkyL9axy3S8UuWv3q4XrFfWeK8fJQF3lhhb9zXrDDi+AzCLPTGXLlHx63oc8+SH5+aaPsb41V5m3eff5Sm95xDwN9bS+fn590eEf9frr/7qrz6k+wWOl0GjdC11a/ucgcF5YJgAAH6fSCS0u7sbmkwWBNm7dL2Y+Tw/MWz+7boez7Q9q/L/RkZGdOfOHUlXRpHNZrWzsxPAc3Z2Vvfv3w+9IwB6bGxMv/nNb7S4uNjVSotT2dLp6x7U0lXpdXl5ucv59/VdbSh89913lUwmVavVIhAvLy/HEeAuASmXy5qcnFSnc73jeGJiQmNjY9rf3w/5AiyVM26wiTjgzz77TH/6p3+qWq2mDz74QOfn57p3756++uorDQwMaH5+PpzV+fl5tKvCec/Pz2tzczMYjPHx8dj165uoyKApBfOeTCYTNvPOO++oWq2qUChIkorFohKJhBYWFqJUefv2bc3NzWlra0vz8/Nhd4VCIXbdU9r1MlOv4/JyINpet02AsgNvB1ou/fAMHUDHQT3SNePuwNaduMuXKEk68352dhYsoYNLArA7aZ7TNZHMHddKJpMBPAgYMKJUFFzLTGLbq71zQMZBRSR6vfIZQCiSDdgzqVvSAfPJ2mDdwKwD+B2M+iExfB9rmxP5WJv4C3xEb5BhvTAfADxnewEDzsg54+y2BiDy5ABgQEs3QDvj46wR4IdExueAVy/LjK16okDpmEDsyYODGGyUZ9/f3+/qTgSZsr29HYQFADCZTOrp06chwzg6OlKz2YzKyerqaqzj2dnZLnC6uLio1dXVYHFv3ryp7e1ttdttTU5OdgXtfD6vtbU1DQwM6MaNG+FXnj17Fj2z8/l8VPb6+/tDs47NYkPMDwwx7eTK5bK2t7eVSCRUq9X0ox/9SGtra/pH/+gfRbWLn6Ojo8ECe2KEbyLJ5llYCxMTE+p0rs41wK5brVa0Ic1kMmq329rb24suMSQ2sOcLCws6Pj5WrVaLhIDuKH19fUGM4APc1rlPrx6xVrFBCArAMC98hRNixGRvUessMYD3dTbcKyMAnDmoc8LBK27YMWsRm/cqGffLenkdkCfO4ntYE/hRfDn7ZLhHJ0kcZLNPh/chi2KN8z5fp71rWbrWQfNM2Cw4gTFj7ZP8A7i5R783Yh1jwDVZGxAW2C1jwJyCJ/CHTlIkk0ltbm5+D6Rf9/roo48+pL0NuhoGjUDC4naQQTbOy3cNe3mDxYDT9kkE5HA9fs+LRQEb7mwOhgVbiiF5C69arRYg/vT0NGQU2Ww2Ng6enZ2p2WwqlUppbm5O//2//3f96Ec/ilPDYJtLpZKOjo40PT2tk5MTNRoNXV5eanp6Wvv7+8FynJ6e6v79+2o2m1paWtLz58+7DjOpVqu6c+dObHjc3d3V2dmZZmZmIkGgf3Qulwu2NplMhrN1vToMIICAku3g4KC+/vpr3b17V2tra7FptFQq6c0339SDBw+0uLioXC6nlZWVYMVgTmu1mpaWlvTq1SstLS1pa2tLR0dHOj4+Vjab1eTkZFyXvrJUGLLZrEZHR7W3t6d3331XBwcHof8bGro65pzWgP39/eHkAKI8U7VaVTqdjiSMXt3olHnBfpOlp1KpkNN4qdzL7FI3CD87uz6Uhg2yDspdGsLfnF1yIOoVmWTy+qhzvoMuLawjZ4e8fIxTd/aEn4BA9JowUKenpwGkAbAEVdf+EmR7GVLugWvCvnA/JFBe/aBULV2zZ1465n4TiUToBd1XADaZA78n72AB23R+fh7dJghCBCoAI8/H85BEeYlTutZGA9oJhCRtvXIQL/Xjw5x1JpFl7Hh25tRZRWQTTlbw8mDoPpLxBOB6ed3lTARIZ+GkbvkLmnh8PiTC7u5uSBbo+vPzn/9cX3/9td59990AtTDY2NPMzExogaUr7TTHhAOuYb5KpZIODw8DvOTzebVaLS0sLGhjYyP8GITH8PCwMpmMnj17ptHRUY2NjUXJnrnBzr26QbWPOSXG/c3f/I3efPNNrays6OTkRF988YVGR0ejZ/zW1paWlpZivRJ/MpmMarVanO544//d9zI0NKSXL19GokecBBSVSqUAxanUlY6VtTA6OhonR56cnGhyclIrKyvq6+sLsJxIXB0139/fr52dna5knIoNto3tAZTYP+HACtuBMXcw3WuLrLmRkZEujS1r2se897tex/6yRiXF97IWfd068OO9/D/P6UxzLwAmIXYGnedhPPiM+2+uw7M4mQLJxdj6uibRBwvxWT/LgPtzdtnvheTYEwbm0CVuLoXhe8BpxCnWuft87MSTDt7HePIi2ff5/Z6R/o7Xf/gP/+FDWhU5m8Hknp9fdQsARCGIp+zl2T4TTfnDnTlBnezOFwssl2dCGBplZxg9GB2APhvRyNacsR0fH+8yOpwZ/UmfP3+u09NT7e3t6c/+7M/09OnTYDJv3bqlX/ziF/rrv/5rTU5O6oc//GHIEPr7++OQgY2NjWAj19bWosR6cXGhZrOpRqPRxUDt7+9rdXVVb731VvSC3traioDgwDidTgd7A7viLw/WzhDTg/Xk5ESVSkUXF1e9Yr/55htVKhV98cUXSiQS+ou/+Autr6/r4OBAb7/9djA5Y2NjymQyXQcewJqwS/izzz7T7OysFhcX1Ww2NTIyorm5uZChXFxcaGlpSZubm3r48KHy+bwymUywuvV6XQsLC/HZjY2N2EBKwjYyMtL1H9USytmMGZIJHB2/o/0QOm/PrB3IuZ7MWXmcB7bKhkQHuAQnmCp37Dg6DyQuv8DBs1kEOyFweWBxR0/wwgGSpCFvgsXh2bg2YNrvB2DYy+pzH4wRzI5r9JxRka57Tbv/8ESA+2YeGSf04UiDellUfAt24YmjSxdczuBBF2bY/YQDU5cLMb7oFB149JaCnYHDhyGF8lPnXILD+PI3lye5b/N5cAYPIO6Sj1774D/GHJ96fn7dQ9oTG/SxFxcXcYpnLpfT/v6+tra29P7770eitrGxoVarpRs3bug//af/pH/4D/+h7ty5EwEbicLQ0JAajYYmJyejK0M+n1cqlQqAzCZc1mY+n9fDhw+1uLgYXRzOzq76/g8NDaler+vGjRtdEigvS/sY8RP7A5ifn191CMpms+Hri8Wi1tfXVSqV9OzZMx0fHwfRQntUJCN0NvnjP/7jkKCNjo5qa2tLQ0NDun//frD8dFwCLC8vL2t4eDjY69nZ2ZCppFKpqADW63WVSiWdn59rbm5Or169UqFQUCp1pX0uFAoBEjlcB2078hBn6InpbntU3FKpVLCQvk6xIfwF9s6aB4wR61xy4vbMmqHahg/wZNnvi8oW9+EMKzbdy9i+jnWFYPDkGLlfb+Ww956cLcenuUSE6p5LRkgIfRy9suf3D2nAM7rOu1d2A+nC+mMtIwUEe+AnkJ45oeNSGOIJ9+gyWx8/f78n81tbW98D6de9fvnLX364uLjYxZIwAb5QcCye9eGUAREEMAzKSyFkQr2lb+k6SGGc6IkxDlgCDIlDDKTr7NJLvNVqVclkUo1GQ++9914sCJgipBwwAEdHR6pUKnr8+LH+4i/+Ql999ZWy2azq9br6+/t148YNlUolVatVDQ5eHff96tUr9fX1hRNEn412mkVBCyo2F1IK29nZifZRkjQxMdGlMaQM/v/16s32AQsAMxKWnZ0dbW9va3Nzs6u11H/7b/9NQ0ND+vnPf66zszP94he/CCZqZ2dHjUZD9Xo9JC5DQ0NqNpv64IMPlM/nu+Q3o6OjevTokZrNpprNZgTrg4MDVSqVqGhIClZ9dXU1ngUWm5ZOJycnAZbm5ubi6Ov9/X3l83n19fXFCV/0onbddC6XC9YOR+lMCIzjxcVFaLOxIxyU67gldfXQhlGWrsuTvgnQ2Zq+vr7YR3BychLVGd+8R9IImITBIxEgqBAsqdQQQH1zj8sQWHcOwinxe3mWpMHBm7OcPJeDWzSXXi50UEc3FGdzqRI4mwKgZE0TxJkrZ1B885x0XTrGVmCDHEy12+0A4x5MCRwkQBABAAGuy/3j0zxQOrvOdUm2AHCe3DGuXs1wgP46Bs9fzCdzjc/kHvv6rk+o7J3zkZGR2FBG4jo8PBwdVGCK+/quOmN0Oh1ls1kdHR3pv/yX/6Kf//zn+vWvf62pqSmdn5/r1q1bSqVS2tjY0NbWlhqNhqanp7tO9IR1n5iY0Pr6ulKplIrFYpcudGtrS5lMRs1mU++++67W19d1cXHVNWl1dTU24vF9r2NQX8eoMg9sgmXdttttTU9PR3cDfAOVFuR1iUQi9qmUSiWtrq7qBz/4gR48eKBKpaKhoSFlMhlNT0+r0+no3XffjcNrqtWq5ubmtL29rfn5eSUSV5rYYrGoSqWiVCqlvb09JZNJNZtNJZPJaMOay+Vi0/7a2lrIhbBzX7ujo6NR/RsZGVE+n1e1Wu06dZXDOKjwAawdMGOH7iOdHaZS6BUXT5xdW+1VG54bf8o68yQUAoHqBX3pfe8UoJizJzxR8PXO3HPP+BcSaK9GeWXbZWH+HU648DuvGFIFwfcTK1jnfhCWyyjQ2zsr/V0VSGzB54tr+VkBnkx6ou3P4Wy4V65YAxAIJFfefYlk7/uTDV/z+uUvf/lhuVyO4PZd5Q5nq9klKqkLCHj5FUDsO2/9PfTV5LO+IAjABF20yDgFZ57RTxUKhTBoNhyOjo7q1atXevLkic7OzlQul5VMJrW6uhqH0MCwj4+Pa2FhQY8ePdL4+LhWV1fDyXJSIQdGtNvt0POhSfUEYXl5WUNDQ3r16pX29/e1sLAQ4J7d2kgttra21NfXp3q9Hi2gWKi+6Htf7sTIKAcGBuL49JmZGf3617/W9PS0tra2NDIyoh/84Adx7Xq9HgcYPHz4UDs7O3ry5IkePXqkv/7rv9bCwkKMNdrl3/72t8rn8/rbv/1bnZ+f6+XLl9rZ2YkNp+fn5yqVSiqXy1pZWdH+/r5qtVpsskRfeXR0pFarFRuEksmkJiYm9ODBgwA6z54909TUlJrNpp4/f67l5WUlk0nduXNH/f39ymazOjg40OTkpMrlsk5PT1UoFJTP5+ModemqTzhsEQCQ0jT2ByPqRy+Pjo6GzTmzAotF8uSHB8EcuIabkpoHp95KAt/bW84HWAPwAeOAM+Ye6YqzKdiIl+q4JuuKwOYBhPvluwisXqqEre5NGFgDBC2ei0BI4k0veoKHA3+3afcZAHSeF1/EuPpa6U0CsCmXglB5oAoEw+WJijPBrkkkAWCe/H08EzIsvwcPvvTr7gXMsOe9m399HPGnzoDx/dw/gBtAAduOrTOvSAMAaFtbW9FecmxsLDZlT0xM6PPPPw+Z1/T0tGq1mubm5lSpVCK4Qxzs7+8rl8sFAOAnMjX6pi8sLMS44isgOXZ2doIdxxc5kPku38ia8oqn624vLi7Cz19cXLV75Xk5htzlY5eXVyc2/vmf/7n+43/8j7p586Zu374dGuh6va6trS393d/9XaytVOpKmkbSz7Ngxy5HQcIHS55MXm0mp1LiXXf6+vr0+PFjTU1NhR1eXl617SyXy1GlgbVsNBpaWlqKjWLot6WrjiN0hCJxTyaT4d+8ouNgmjXgpJkDUIA2dsXYs255uY9wBhpyxsGhbyxmTlj/2I+DR9asb2b2e+Q7+JyzwHyWzzk49jULMYg94hMcoCJrckIEUEsc6I3l+FPuBd8JU+xVOX7ie5xR5n3YiZMcHn98bPkOJybxcRcXF98z0t/1+uijjz6cn59Xp9MJkAEbAWCVFD1bG42GCoXC75S9feBx6oDcy8vrI3q95O2lFzZawBZJCvYYw+f9DmY4gXBlZUWDg4PR9gnjGhwcVLlc1u3bt/Xtt98G40QgPzg40PT0tBqNhu7evatms6nf/va3euutt+K50umrVk2U+hw4jI+PB7NSq9Xi/oaGhuIwFwLqyMiItra2NDs7G44omUwGW4skwwEB40Cmn0hcbd4kOOzs7OiLL74IDTgtnCqViv7JP/kncdIhi+e3v/1tHEIAOwVT/fbbb2tqakr/7t/9Oz169Ej1ej3m7D//5/+s+/fvx/0BLAhap6enqtfrOjo6ir7d9+7d09jYWLRi8gSov79fCwsL2t7e1sDAQOjUj46OYvPTxsaGcrmchoaG9M4776jZbOr4+Dh04zdu3AgN2nvvvafh4WHl83k9ePBAc3NzEUzW19e1sLCgvr6rgx9yuVw4SnSbnU4nmHxsGQbTWUVevhEWZ8y94Gx9oyPMioMpKhq+NlxTjMQEPWgikYi2UGyaxM5d90qp3B2uJ8AAdGzIQQn26wwT68idsTtkH5de8E1A9gqQA2CSF9aadB1YYV1ITACDrC+YV4KQM8SMHUGEoAqQ6r1HgiXzx3rj/h2QArR9XcIa0sqTAzSQeBDkCcwHBwe/w577+PO9sOTO+hOoGQf/DLYF6Gbzs4Nwvpsx56Q/qoKAl5cvXwbAIqFutVr64Q9/qEajEYEVuc7Nmzf1z//5P9fm5mYcJIJtHB8fhzQjn8/rf//v/x0JMGVrYgKJBL7fwRXj1esjqcw4A43em30uw8PDKpVKOjs7071797S8vBwbtMfHx9VsNlUoFOIQGLTLMPP/43/8D/3rf/2vg5jp779q4zg9PR3Hkmez2bA/qkusy1Kp1FWZ7ZVt8Z31ej324vC8fO7s7Ew3b96MDZdHR0chJ8S+PBlmziuVisrlsnZ2duJaxOh8Pq+Li4vonMT6xI74Tmwc8olrQo55FYa4RXznPqTuY65dQ+ykHfEVgsiBHxI2sIZXN7AHtxnGr1f7TGKPvaVSKTWbza4Wnk6C9EoweF78Cu+HpMBOSTh8jbOW8c/cn4NhZ6UdbHMPfm3WhpOTjIX7XMA3+9W8AubkgydRo6OjQRj9vhrpP7iTDTOZTOett97qClYcE8pmNjR0vvveJxmGiaDeyxbwb2dt+L1n6ARSSV0LzNku/06+C0bQS57T09OhWx4dHdXZ2ZkajYZ++MMfRnlocnJS29vb2t3d1cXFRbCob7zxhqanp/Xw4cPI4AcHBzUzM6OHDx+GQ7p586ZevHihqampYJir1apmZ2f14sULzczMSLragDU8PKyXL19qenpaR0dHGh4e1vLysn7yk59EoOx9Ni9BtdvtOL54fn5ejUZDlUpFpVJJMzMzUWpPp9PRjunZs2d6++23o+TbarV07949/f3f/71u3rwZ/TtJXsbGxlSpVDQ8PKyf/OQnevz4cbAdKysr+vGPf6z/83/+j954440AHDB9dFKAacYW2JzobQu9/Expiud1fTCVC06KxHmw+LkGjhSW+Pbt26pWqyoWizH3v/3tb3Xr1i1tb293bUZbWVmJElY6ne5ifalIUL5zmwXMuJZMUjDT3o8Xx8hcOmDGUTnT6SeEATJ4XtZlL7PgtgP4clDtIB4nDtvIi/Ir645KkKRg6A8ODroAK9egWuQAlbXpujyuDWvGeDCHvg/CQX6vXMM38DrLTBmV+UAOwLO7RIPrMAesHe6HoEiQ4f6obPhJifx0EkFSPL+XsHnxXK+rQPV+L8yRpK52gL1VAB8v5hqWGsaRoMr+hNHRUR0dHQX42t3d1fT0dPhhNLskY6lUStvb211dZjgUpVQqRQei9fX1YJLxeZK0srKiH/3oR7EJfGZmRhsbGyHvWVxc1Ndffx2tNb3Kwhry0nsymQwdNjIM/OP8/Ly2t7fV39+vcrmsvb09lctl/df/+l91+/btSDawu3q9rh//+Mexd0RSJCtIP3Z2dsJmisWiksmkHj16FD2r2+12VOiQql1eXmpra0szMzNdZX5fx76HwXX+sNzEydedSujlegAkUpbBwUE1Gg01Gg3dvn1bR0dHAYiR8U1NTWlnZyckmsgGXNtLTCZBpCPKwcFBEG2vkxZ4so19vg5n4XtI+PGRvPr7+zU5OamzszPVarUu/+Drx6t8/h7XcnsVB5tCHkZHIP9u/K6vX79vZ4ixJUA5PqA32cc/8mLO+DxVnl7swzUl/c764D6IU9gi9813kai6zfkeH67B7/Evn3322e91suEfJCM9OTkZi9O1lmRpBAh0hZ1OR3t7e7HYCbwcQQ0AQmNMBolhkKkxOc4MoclzrRABkPdj0NwXJSAvB52cnESbu0ePHqlUKsXmw95dwpz6l0gk9M477+j8/FzZbFZ/+Zd/Gf2oJUUJOJFIxIEB5XJZ1WpVpVJJT548UalU0unpqW78v7u5YaWfPHmipaUl9fX1aWJiQvV6XSQwHJ3LyxlOwAqMKprDo6MjvfPOOxocHNT//J//U4uLixHAJyYmtLi4qPn5eS0sLATb+uDBA+VyOZVKJW1vb0eHBWQelUolDjf4zW9+oz/90z/VyspKBKx2u616va6nT59qeHg4WvThxGBaACccN+yyIToBeNbv+jleSC88ueplhrEj19AeHx+r0WgokUjo008/VT6f15MnT3Tnzh0tLi4Gi5tIJNRoNDQ2NqZcLqd8Ph9gH4DGf4lEIuy3V/pA8tYrMcBBw/5QmvNKD4kD7wW4kryyaYsKUa8OnBdBjYSA4Me1GCN+xz4IkiDK7DBpfrAAzp7vp8uDywVYn8yDV5rQ6adSqa4evEgrfAMcoNeZ8F7dotTNaDE3fi/YFmuHz+GrJAXQgQhgzLANr7ChE2QjJ4GF+6QEz/P7xiOYbI5SR9YBa9crrXGGnWDPXDuJQbBk3WAv3L/7Ea6DrcHmsyEQzaqvI8b56dOneuONN/T8+XOVy2W9evVK6XRaN27cUL1eD5kUn+e1s7Oj3d1dTU5OxoZk6SqxmZ6e1vLyckOT2x0AACAASURBVLQTPTo6UqfTiXjx5MkTzc/Pd/VW9lcikQg2G8kENsEeFmwK0J5KpbS+vi7pCkwsLi4qlUpFV6Fms6mPP/5Yb7/9to6OjlStVjU2NqbNzU1lMhnV63UNDg5qeHhYH3/8sf7pP/2nunfvnp4+farDw0O9+eabymaz+vbbb1UqlXRxcRHa7svLyziUBttBsgj4hPGrVqvBCjP/xDavRGDP2Aq+E3sikeP6dCw5OjrS7OysNjc3Qyc+MTERFVF8MiDw/PyqQw72BtgCBzCn3IMz6F6pAhD6ZlperCWeD2YUkg0fkkgktLe3F4cdlcvlSG5Z/zDVjIOfgTE6Otq1P8Or4xAAxFj8GZ1K8EvuU/2++Zx0feqv+89ettwTJOImcZBExUkX74qGXeBffUO53x++gjbGfN6lts6Y4z8hNYlzzCfJ4O+jkf6DZKTfeeedKD95KZYXDKK3vPMG8+321YEA29vbWlhYCJ2cpCjNsEMbPTHf48wC7wegSeoqsUrdpxbl8/kudqW/vz/aCsFCFIvF0DYPDQ1FE/W9vT0tLi7G5pXj42O9//77+s1vfqNMJhMnAfoJfJeXl7p586aeP3+u4eFhra6u6tatW3r8+LHK5bIGBgbUarXitMQf/vCHev78ucbGxjQ/P6+PP/5Yt27dUq1WC0ajdxHwItMfGRnRF198oePjY/3iF78IoETAyGQyKpfLWl1dDQArSdVqVbdu3VKxWAyZxs9+9jNNTk7qb//2b1UqlfTWW2/FLnyA/N/8zd/oRz/6URyiQ/KTyWQCNC4uLurk5ERra2vhHGE+CBa0esKpEeguLi7iGGCYB050BDT4Tn4cspfY/OWMIz/RtXt7tmQyGSVQjoQfHx9Xu90OqczJyUkwaNyrO0fmCUfLvTnzjJPjmV17h3OHCcC+vcxJAAZcUelgbnH23tXDgw8Ov7eciE05AHSZgG/GY/xJHPleAinf7WVC35zJPXJNHLvPFSxlp9OJgx4IiIwF44iNpdPp6CfOvQMSYF7QlLOBrlc2wbMjUWJTE7ZEgMI2CTa9TBH/JvkAvHj5l7WTy+UCiPE3mDeSCTafvo6JYqz9ftxG/RlJXBlTgiLgGekBc0zS41USyt2np6excfDGjRt69epVyKI2Nja0sLAQ4GJnZ0cLCwtqtVpaXFwMqV2r1fqd45k/+eQT/YN/8A9C/kJcQbaEPaVSqdeygIlEQjs7O7p//75evHihtbW1OE1xeHhYu7u7SqVSunPnjqrVanwezfDq6qpyuZzm5+f1zTffqNVq6f3339fZ2ZmePXum+/fvR4Uvm82q1Wopl8vpk08+0czMjObn5/Xy5Uv19/fHybDDw8MaGBhQrVaLRKlWq8V5A0g2IHFc9kCSenR0FL2i3fd5pcKTHU/kekGed3boZYmdySaxu7y81J07d7S8vKzt7W0Vi8WoMJJ8QVBhx/gQX1vu/wBnnvSz3lz+Jl33cPfuOScnJ8pms5H4A3axffwpiYizwSQekAw+Ri6p8XHjXvGnPItjE98fxrW4/961jz+jQuCxxK/p1QUSFeYGksaTYnwPcjXmGh/u2nDkg5z9wL169cB9DckQz+txo6+vT59//rn29vb+r4z0H9wR4bwYXFgXBhGdF5k0mx+YbMpdOAHACEwyIAsjp1wEm0ymxKST/cBEEOh9Q1s6ndbw8LD29/e1srISLenQeyUSCU1NTen27dtqtVq6ffu2fvrTn+rs7EwTExNaWlqKXqGPHz/Wzs6O1tbWYof17OysvvnmG42PjyuTyWhhYUH5fF7pdFpra2vRQ/m9997Tzs6OfvCDHyiVutqN/uabb4YDoxdptVrVxx9/HBv4HHw6UJQUgODx48c6PDzU+vq6fvrTn+qtt97S9vZ2lEDPzq6azO/v7+uTTz4JrfbW1lYccU63DBz+xsaGPv/8c+XzeR0fH+vrr78O3THt4/7tv/23mpmZUavV0vr6uo6Pj5XL5YLdv3v3rp4+farnz59Hi6azs7PoACApGHCyWtheSpxHR0dRFiSgw1TWarXQlcIM4zj9RaDFySYSV628stlsnKaIk3v16lVIJD799FPNzs5qY2ND0vUJgz/96U+7ylwEg8HBQWWz2S5WAW05z+MSHNYNzDbgFLv2jUMwCrCdPBNOD4dGkkMS6o5SUshvSBwISL3Mj/cWJRjj0B1Ec02CMmNLNxo2EWWz2bg3giIbqjKZTJeMpNPpqNlshlPmuh6UCfoEOuyHMjT7KEj0Ly8vuwAa10L/x/x6+dPBKZpPghKJI0w28+jj5y/Wrh9T7s8Bk9RqtULTzrMzvi4BcbaO9QDTRdCHnZMUawjWzn04wM1PTuvv71ej0Qjbf/XqlQ4PD8OPnJ6exgZBwAnShVarpXw+r0KhEJKGVqulubk5HR4e6u7duwF8Hj58qNnZWfX392tubi7W6HvvvRcAVpLq9XokDcxbq9WKZJbEhBJzInF1kmoqddXz/+uvv9bExITu3Lnz/7D3JsGRn8l594Oqwg5UoVAoAFXYCmvvC5ucaZIzzRmK5oylsCyNw2ErQmGfpNDR4ZsPOvBgk/TVZx10sCMc4fAihUIxHmmCm2Z6mmw2wW50o7ux70BVoVALdhSqvgP0SyRK5Pf5O5v/iI5Go2v5L++b+eSTT2aaPKqnp0eXL19WPB7X/v6+MpmM2Zj//b//tzo7O3X79m3zbZ2dnfrxj3+s+fl5dXd3W4eo+vp6G1nuZWmAfs6rWCzq5OREq6ur+q//9b9KkvV5bm1ttRackE3YDi+T4XnHYjGznz645v99it7vK6+blWTBh2eE2SsAN/YAUq3j42P92Z/9mZFNJycnSqfTJvfgvLBrfBf2E1vC+eH7+Rmbw/3gGpAFEiQSCEIUEGyBH9ibrHu/z5Di+b0MZuAeeYKwlllnv3Gu2AV+9nIQ1iTn6hl0ADDgnefvdd4w0IB9vhs/yWfwfVyzz1JhMwh68UVePXBycqJcLmeZNX+t33SA27zcjPf8/yGZ/6+Tdrz//vvv9fb2SpJFLkR+tIDzwNbrs3BGPGTYK19kBQj2DpHFxoNmkQMIfLUv72WhIXxngdNEH5aRDZTP57W1tWUsx9LSktrb2xWLxfTLX/7SgNbAwIAVcGxuburTTz/Vw4cPNTo6ag6xUCioublZ0WhUq6urCgTOCgQ3NzdNEwiQ3tjY0Onpqbq6uhSJRFQsFi2qPjw8VDabNfkFGwCDkM1mDcjhELa3txUOh4116+vrUzqdttG3GGcMwjvvvKP79++bo+O8YaQSiYS6urrU2tqqdDqt1tZWbWxsqLm5WZubmybf+IM/+AOtrKxY+ndwcNBGZJMiRKfGoJS5uTm1tbVdYB1xkoBGzhUQ8Otf/1rDw8PmSDs6OkwOBAPqJRYcPlPhmUuMI0WhtIdqaGiwFoRogxsaGjQ9Pa1YLKbHjx8rFosZe5bP5+0cMYT8KZfLxuT5YUC0IvPMIvcBx4L+EcCGky8UCgby/B4BzMOCk17m3kq64IQw5rUMjHc4Xj7gARzaYvajzyQR+MHS+yIpnCkA3mci2MO8zjOpSMM4R84Fh4MtIYDBwMPycB3IzLBBgGfuv2f/vM3xTCfn55+3/wyfpSuXz3qtozn2pANgn3XgQT7fw2cQCHJtSEpgCFkvPmN1fHx84fM8kwTQh4Fj4IlPmRMwhUIhYfdp2UZhIq+HUe7p6bHOPVNTU/rZz35mAGJxcVHRaNSY16OjIyWTSWOJS6WS8vm8YrGYvvjiC7W1tZntRT8KQ8zz90Ee97pYLFptAEEIXYA6OzuVyWTU0dGhmZkZrays6ODgwPotE+DfuXNHDx8+NPauWCxam8z9/X2zteFw2Iovj4+PFY1GNTs7q6tXr+qjjz5SX1+fGhsb1dHRob29PfOd/+k//SdbZ9vb24pEIpJkfaqxD/zBnrAfPBgdHBy0gJqgAh0yz71WQ8xB4MR6Yw2VSiULlgHxkGTNzc26dOmSIpGIBZ5op8PhsLXsI4vhB+FwHn7P8G+/Fzyb7l/LnvYdOiAUeA32zQf81IxQrM/5kRHnWbAHa20V/4/PqJVX+YCGPctehXjykg2vq/bX7u2J/zza+MKa8z72Jz4Pm8+/CfS8FJLMjm/IgI2GlODwtpB/Y188I+8zcdyf7wayfMvxwQcfvJdIJCRdnDhEZEjDfs9EsRH8UBZ0OBhDX6XroyCMAwsfphtnymcC0PmZB+sLIEmTV6vnrZooTCsUCsrlcurv71epVFJTU5P29/etLVM8Hv8H6YxEIqFkMqnx8XHbMGy+XC5nLAKb/bXXXtPDhw+NlT4+Ptbu7q5JWBjGkkwmtbGxYcxjuVxWIpGw4SOS9ODBAytipHL8r/7qr8xoA8SLxaLa29t1+/Zt0/jC3tKxoqOjQ8ViUZOTk+rv79fW1pbJKYrFoslKKDDivhOkDA0NaXJy0l4XjUZVKpWMkZyenjZg3N3drd3dXZsYub+/r7a2NkthElTx/Nj8qVRKx8fH+r3f+z2l02lJsiLXWoPkU5u1x/Lysmn0aIGXz+eNnWY8se/nube3d6G47PT0VL29vcY8AVCRs0gy4+UnwWHgAXuAQoJEggPS9wBgGIZaJgnWkM/lvgFOKej1INqnUf0QFg/cANA8a/YkhpRnGQqFjB3hPUhuPCvkWXgAnJemoP3EaXCuXjuIA+Wz/GdgyP2zxy5gfzzg95McCdYJQmCT2OMAFrJG3EPYJcA49pBzqFar1pITwAtAJ0PEd3OdgF661GDnuBc+Nc/1wDx6cA1gAEh4AOBT6H7NUAvS1dVlgAnQVFd31vnHB1p8LoEM6zMQCFhLuErlrP/y+vq6FVvTrhMGMxAIaHV1VXfv3tXc3JzW19cVj8fNTm9ubupHP/qRnj9/rtbWVg0ODqqzs1PpdNqupbu724qRY7GYZmZmLJP47NkzNTY26smTJ3rttddsf8bjcQN+f/qnf6rHjx9f0ONXq1WT1MXjca2trenevXuWAWMeAPU50WjUMmJkpQ4PDzU2NnaBSUVeODg4qKamJrPP9NzHD2JvWVfYO/6NH4CEWVhYUCQSuaD9Z115hvLb7CKBns949vX1We/q/v5+kw4ip0Ga0tzcbERMuVy2SX7t7e22b8mUcI8Aa17uxr2XziWZAMrabBB7hLXMuvQA0TOl3JdAIGAyRAgcnmXtvWG/+eJNv/YlfWNw4rNd7E8vsfLZCjCLB8we0HNtBFVk9HwmCruNbcZWwM4jfwFkIx3y54RdBWudnl4cdOO/07+vNhgiCOG8t7a2vusj/U3Hhx9++F5/f785RAojeJA+GgNU+spkWDKABmyIpAuLSjqXacBM8YBI7cBA8lqcGtEaTtG3y0HHR4u5zs5OHR8f6+bNm/b5FKPU1Z0Nd4G5jkQiJhWBtYzFYmYQMSonJydKpVJ6+vSpRcR7e3taXl7W22+/rXQ6rampKdPAseFnZmbU2Nioubk5MxToJbe2tlQul1UoFLSzs6MbN26oqalJqVRKBwcHOjg40Jtvvmk9oEktjY+Pa3d3V0+ePDFgJ5055s3NTQsSCBhgctra2jQ4OKhwOKy/+Zu/sWuPxWI6OTmrtj88PLwwyra5uVmNjY3a2dkxILe1taVkMqmxsTErpMQp81zoiR0IBMwxsTYYr7u1taXj47OpZR54AIA8mGKT+/UIcBoYGFAweNaztVgsWjs59JJ1dXVKpVJW7BQIBGzyIgwNAVpDw1lLPunMoNF/+uDgwAqjPEAEaOCoWMMAK5/+rFarBpQ9cMIpADR4LWsdCRR7gP3iMz2wGAB60vLsU4w/rC0MCefJ+xnOgbwL5leSTevzAJVrBoDgLJqamixA8Q6RoJxAFIYUx0zwDigk1QmLBCjB+RF4eU2hXy8AQh/0+HQpwRcMsHd+/jPYX8fHx9bpxjspXzwkXdSF8z7P9HiH6lko7wT993rZF39grrHNrEdJBm5o5wjA6Ozs1NzcnEZHRy2I9gV/nCvkCJm/1tZWk34cHBzopz/9qebm5nR0dKTe3l7rCx8KhRSPx9XV1aXFxUUFAgGNjIyoUjmbiDY4OKhA4KxWIZvNGnDb39/X8fGx+vv7rZ6FKX9IBaPRqA0dIZMonQHPQqGgzc1NxWIxdXR06OHDhyqXy9ZtBBICEI3kamVlRX19fTaQi3WKLaVA/fT01HroNzQ0WMs5pj/CkCKB4/Pj8bhlc+iKRJYBiQjrpqGhQaVS6ULLPS+B4GcvjeR5s145fM0Ke3Vvb+9CgLK7u2u+wftm37GLIP3o6Mi6nTBUBhDOusaHs149Y+ulJOwXXoccjPviWXqwA0CQYNLXYPhMH8SYJ2w4CJYprAa0s7bZf4BeL8/CprNX8VfYUwCq37dIP3xGQDrvfkQ2y9e+YMMIJrAlkBH4olr7wX7l4JnzTDk3fA/3yNtm/1ywQ/gZ7GIoFPqu/d23He3t7dXbt29fSFfTf7Otrc2KYugLKl1M4eDY29raVCgUFA6HLWWNU/cMGoAwEAjYUA0cOk4UlgNHx0Pnbyr8vfNjwXV0dFjk1NTUpJ/85Cf6X//rf5k+GamGdLa5dnZ2lMlkdHBwoO9///sX2BqkJslk0ozOpUuXTHN7fHxsI8Jhfhj0sra2Zsx4Q0ODjb8+PDy0SV9LS0saGRlRPB7X06dPbXofxgV2ZmVlxfohozukjRsscjAY1ODgoMrlslZWVszg0BEE0N7W1qZbt25pcnJSdXV1SiaTWl5eNuYU9jOTyWhwcFDB4NlwiadPn9pEM7SMkUjEDDh6QiJnUomJRMIKPNmM09PTBoApZkkkEhcCH0AMjoP1wOGZSvpUMxEM4E7HCyYKwgo/e/ZM//yf/3M9evRI0nlniNbWVqvsHx4etoELnAvgi/PE6NOzGCMHMGMgA+/z8hQPZmuBV6lUMkPo04nsJZ4VgNs7DQCnZ0ooRvFMMveQNDdG17PlOC7umy8C9vsRp49RJj0MW8i14wz4PY6a68KBkdXi3Dk3rk86zxAAEmDOYXM531rWzrO3MEKe5fVpTuliizq+ByfZ1tamcvm8xRj3w98fbKOXcHlbyGu9lIF747N62E3uJwfOzjs/njXXBgMnSePj49re3tbKyooGBgaUTqfV2dlpNoLzBmDX15/1jg2Hw2pra9POzo729/etJzhERm9vr27duqXPPvvMsj2dnZ0m5wgEzgq8r127pkwmo9HRUVWrZ0WKAM5isailpSVrUQrDXK1WlcvlDEAReEL6RKNR02a/8cYbymazevHihV5//XWtrq4qn89rYGBAkUhEGxsbFrCyziqVimUHU39fVNne3q5nz57pD//wD/XVV18pnU6bHI9OJ6xfCBRY34WFBQtGJV2oKSJQ873j+XdPT48ymYztFz8puBZYe+aW9eOPcrls9U2lUkmRSMTs6P7+vrq7u81+Hh8f21TZ+/fv6+2339bTp0+NjScbg89pb2/X0dGRsexIFAhSJRkYx44AGPEVSE+wb6xvL7cC4NXK+jx77wkWb2Nr7YiXvNXaMOkcwHpmmvfDsrN3CcT9HuY6+D3X6vvdQwh4jT3PyBMAfAf21B+QlgBef2+4Hu4jshe+29czobev9R98Dp/hGfpQ6P+82PD/Okb6/ffff4/o3hcOeN0TC6e+vt6KL3whGMwRMg3e5yNSHyH5Qg0WHw+OBUKKGAfnUxIUOzQ1NSmdTqu3t1dra2uqVqumj0qlUtrf39fTp0919epVbWxsKJPJWCV1XV2dVUgztIUpfeVyWfPz8xoZGdHv/u7v6q//+q81MTGhcrmsqakpNTQ0KB6Pa2dnR5cvX1YikTAmDh1le3u7Dg4OVCqV9L3vfU9TU1OKxWLa29tTf3+/STK45q6uLuXzeY2NjWl+ft4Md2Njo/r6+rSzs6NSqaTh4WHdv39fr732mkKhkKampmwDZjIZra+vX9DSBYNBZTIZ67TBVLJCoaBkMmnTynzh0MnJiXp6elQoFHR6eqr79+9bT+xnz55pYWFBXV1dxoBiLABLRO9e++VZ53g8rr6+PlWrZwU5DBzhs3K5nOlNFxYWTOvowY1PkVFoAls0MjJi5xMOh411JE2ZSCSsq4sHqgCCiYkJk6vASGGAMWxo+KTzwjDOzesd2U/cF7Ru0sWqbww33wOLwLP1Rp9BFzgo9hsADzAPS+QlJJVKxcZ241j4fv7gaHg/jtOnoGvBJyyb14cTaHwTswaLx7nxb1+UFwwGjTny991rhOlhfXx8bEN9fMERKWQvmfGOijUs6R84Wg7uGxkO/3veVyuH8GwRkhd+9iwPttG/l8/ysp3azAzPzDNI3B+AJjUB2NKmpiYtLCwYs7W7u2uZKA/YAfAUKrG/Adr7+/s6ODjQ9evXbYhJR0eHPv30UyUSCbW1tWl1ddX6KlOcfevWLa2srCiRSKipqUmrq6saGBjQX//1X+v69eva2tpST0+P2Yr9/X2tra1Z/+f+/n4rIIxEIspkMgqHw2ppadH6+rru3Lmjr7/+Wv39/RoaGtLjx4/V2dlpAX86nTbb9sknn6inp0c7Ozt2npIs4A6Hw/r+97+vjz76yAgaWO5gMKjNzU2lUikbZz4wMKB8Pq+1tbUL9pNgGZ/ngVQt6IMQ8Dp2H6hSYE+Q6DO9/vBMaF1dna19wC7dSxoaGsyGEBB0dXVZF6NaRpNpwXt7e9Ydh3OB/GIdsubJWLPmsG0w3tj009NThcNhy6Z5f8869/UTXqKGfIr3kfHy7HYtpoEA4Xd+b3JP2dce4HqgT3CAfffPAdII/MO1gqO4Fu6TD6a5VvY2fgrSgfvsfYJ/5r72iowm18bP3HcCCH9vsXfcN/6Uy99NNvzW44MPPnhvYGDgwqKpjcJIiXjH4xedTxd4J0KE6CtlvZOlgtlHcTg6zzLjcLz+igcNm820Ps714cOHmp6e1s7OjmZnZ62HZDgctqI+NuHGxoZaW1uNqQ6FQopGo9re3tb9+/e1srKiW7duXegpvbS0pKtXr1oXiEePHikUOms1MzMzY+AYtvvo6MhSY/v7+9rZ2TEZiyRjCWDkAeINDQ2am5uzKH5yclK3b99WQ8NZq79YLKbu7m61tLQom82qtbVVOzs7qqurs1RpJBLR/Py8Tk9PNT4+rsePH+vGjRsmR9nb27PiSSQCGAwGJgSDQQPpqVRK0lkRTSQS0dramjkMZEEYM5754eGh9TBFkrGysiJJ+vTTT5VKpS6AEZzK0NCQrUvP0GEwKKoiLdnU1KSNjQ0L+ig6IjJnXZXLZRvvjjyGbEoulzPgPTc3Z7IProVgA8aW2gHpPIXoCy5ZowAisize8MKm1qYGeQ1MLsyeZ6kAY4DkpqYmc/gYXbS7nuFC51mr1/bfeXp6atpOgmfO0e99AAJpVb932d+AYb7TOxpvF6SLE9q4/9gmHAWOAzvFHud+0tmG33FfOW/umU+BY2c8q4+T8r/jfd7m1eoPPWvogwOYIu/gasGQt2/eKXvQznXwO3+fYc9r2ydiY2Cm0um0mpqatLu7a7paHwDSyxlgt729rR/96EdGOCwtLenNN9+0DMTR0ZHm5ub0xhtvaH5+Xq+//ro+//xz208nJydWuLa8vKz19XUlEgndvHnTegRTxFwul3Xv3j2TS+zt7dk59vX1KZVKGXi6dOmSdnd3rQXixsaG2ZRAIKB8Pm+2I5fLaXh4WMfHx0agMIinUCjo1Vdf1eHhob744gt1d3erVCoZa086n+C+tbVVw8PDlrGkwJz2g6zp9fV1I3AAhl7qQ+De0tKilpYWFQoFzc3NWWck5IS+exZA65skHrDMFF0jH8Emk/Vj/3CerDkPlpH5QAJEo1Fri+h7dvvaEfYg+4q1j11knfphHwSy3BfODTvkAaSXYBBwcH5eTgLBRfDidekE71y3lzn4IJlzBwwDrGtth7fX/E1dAqwzto5zxE7U2lUvtwB38bkEKNgkH7zTMMKfK9/r5Rv7+/sKh8MXSEyPw2oDF8D+1tbWd0D6m47333//vZ6enguRq698l2Qb1y8SH0n76KVW4+iF8qFQyIob2Bw8PBaUj2pxyix+GMDT01MrgAOgUGCAIfryyy9VrVaVTCZ169Yt20RHR0dWDMJCY/AFRX5tbW3a2NjQpUuXVKlUdOvWLc3MzNjgkng8boYDnWIqldLg4KBmZmaUSqU0Pz+vSCSi8fFxffXVV7p7966CwaD1l06lUhoeHtbLly+NOeL60W3hZPxAgytXrujy5cv66quvDHhFo1E9ePBAV69etU3d3t6uvb09xWIxkwqg7aMqnUEEDCzo6uoyJpzUeS6Xs8KOnp4e6yASCJwVFTH2lv6pdNkAyNJRxYOOkZERLS8v21CbK1euWIDEeeDsaxlND9YAdt5oHB0dKRKJGJhEioIBoodpS0vLhemJHtQBfCcmJmzUOKllACCRPqwOgYM3fAA1HzT6QJA17hkJ/i2dF54QXHonw/5kHWL0KBBCi8fB84eZQs7BvveMvwe8sMYwnL7nM4zH0dGROQzsh2dBvbbXyzkw0qSGARf8P/eNHrbc793dXXOaOCnvhHlOZBIA3YAI1gv3vbazBefJPSVIrHWUPEvWFs8CVtczVax9gkrWApIiWD2ASC0zxn7ge/15cU4QEGQG/L7j9dw3tO4UULLmA4GArTscLXbm6OjIWoMODQ1ZEfP09LQqlYpisZiB0NXVVZ2enmplZUVPnjzRzs6OLl26pObmZs3OzqpUKunmzZuWISwUCnr8+LEmJiZMclQoFPTy5Uudnp4VlaPxDYfDmpqaMp14Q0ODFhYWdHh4qJGREc3Pz+vKlSv6i7/4C/X392t6elrXrl3TlStXtLS0ZF0nfGejuro6Y96R4q2vr6uxsVGdnZ0mA4zFYgbKNjc3NTQ0ZIEL6ykUCmlra0vRaFSJREL5fN7asrKfjo+PbVw5a39rI3wtcQAAIABJREFUa8sIEYIg5JTVatX8AXIi9img0YOlQCCgUqlkk0sBk9vb24rFYhb0sGZY/7DWvgYCeQYkwptvvmlAu1QqqVQqqbW11QCcPyBA8PXYOQ8gWdPsI86fvci1fZOEhX/zfuy7B7aeNfa2x2viPZbhjz8HT1x4GwC5A+nl7aiXcuELfH2Fv1dkJzi/+vp6kyVyDQSCtdeMHaKhAgoBT2R5PIXdxG57W+wxmGeqsUPfFRt+y0H7O1I4tayKdJ52xUjAcvpiCVIWvhAIB0WKGGdGBAoA8ekMnAh/KEQgNRQMBm3gx+7uri5duqTNzU1jVqPRqFV5//CHP7zQqog0E91FAFKwHSxGJh1+8cUXam1tte9mrHYymVQul9Pp6amN6X7y5ImmpqbU2dmpzs5OjY+P67/9t/+m69evWwpxZ2dHBwcHmp+ft+mEgcBZ1TGb/Pnz56btTaVSKhQKevDggbFG1erZoJaOjg599dVXWllZUXt7uxV4NTY2qrW1VdPT0xocHNT6+rrq6+uVTCbNWON4crmchoaGTMN4enqqWCymXC6nnp4eAyAAx4ODAxWLxQtpx1wup8PDQ3V0dEi6KAXCQI2NjVmK/uDgQBsbGxoaGrK2VujNYVhyuZw2NjasdzfM8sHBgYH1urqzgR6AQxwCDgsni4a8Uqno2bNnNvqYgA7gWywW7e9KpaLBwUE9fvzYupkMDAxYL+VQKGSsMKDEMwr87TuXnJycWPcYXgN4ASBKurD+MXxcr3SuC8QpAzK51wSIviiQDhUYds9u8sezHhhsnAzpXwC9dF5I7L/bp0sDgYAFy15/6M+nloklQKDtIA7HdwfCoaHNpG0gz5trJ0Bg/fosmmeRSaN7SQrPjHtT6/BxdthGXwDFYBHPynGd3mnhGFk3gBDPAvF5tQQG9wrZCgW2BFcAu1QqZezi6empOjo6VCgUTFLHcwJUeCAGqAwGg9rY2FBHR8eFZwtgYV1JMtkaQ6mi0ahu376tzc1NjY+Pm3Y7Ho/bcwsGgxofH9f6+rr6+vqs7zNBVX9/v7ULnZ+fNylHd3e3Ghoa9ODBA0WjUcXjcW1sbBioWF5eVigUUiwWUzKZVD6ft+JhNN5k02Cn/do5OTlRPp+3QCMQCJiGmaJBOoowdIYMFwWNSM24pzw3wNkXX3yhu3fvKp1Oq6OjwyY+Qhj4Yq9qtaru7m6zEYB/1qzvoOGHJvFsacMaDAat1oH/6+3t1crKihWjeVsEuAyFQtrd3TWpHwX+HR0dtr+R19GO0svm/LWzzryt8xkqZHBgCf72WTOCVd4vyTKDFKR6ogH5h9/D/r3+b2/LfR2Dl1IROPMZvM5LLjwJ6N+LrfIa79p7xGewdrAhnqjx58Qz4v34Ba6H+8f11xKdXo7oAxnuOc9qY2PjOyD9Tce///f//j2KtHxKNhQKWcqc1FJtxISTZ8HyM9EVzgdWA8cqnetKfQscFoEHDTxQGJtakL25uWkgt67urFAQthGGjnTizs6ORfiAQhx0b2+vXUcqlbLODzC08XhcS0tLNsEQoEhKMZvNqr+/X/l8XpFIRHt7e7p3754eP36s4+OzHq2JRMKq16l0pzsEspCbN29qaWlJ1epZqyhSiE1NTRofH9fc3Jw9k7a2Nv3whz805iQejysSiVihUaVSUXd3t7a3t7W9vW33HgN4584dC5IwPhhXUs8wrxRJxmIx+z40bZL+wbPjd2grSedubm5qb29Pe3t7yuVyNqyCZwKIHR8ft6EuDQ0N1m3l6OjoQqr/wYMHam5uNtBQKpWMDaW4AqlOZ2enQqGQGRleJ51r5MhO0MQ+EoloZ2fHprZxzrCB3FMcF3pvHLp3JjB/GDfuuwdsvB7w7BlrgCYsjU/reekT+1c677eNY2bteoPNwXPAUNfV1RlbxprA6OJkkSJh7Hnu6JS5FuwHQBbQQhDkHS/v53pxPmS1MPB0nsBReuaGdegdse/64VO/fv1yXtJ5OtOTC965VSrnLUC9c/Xsrmf5PNPlU8hcV20anKJq/4xqGS86sgCMfCBAMaBPEUejUR0fn006bG9vt7VDYMI945yQCPAaZAf0Z69UKurt7bVsxdHRkdnaxcVFffLJJ0okEtrf37fR36VSyQqbKXKMxWLKZDJWrB2Px7W5uXmBZKFwmUJEglIIEqRNPOuRkRHLxhWLRSMBenp6LuwhuhLhDyqVijG3TCxkFLnXxRIAkxVhjVCIiTyPtYWv4XX096cwMRKJWCEYawFGkuDIa+YJ4ll/7INgMGhFjwSu4XDYpDUExvhmNPWAcA72Iz83NjaazyP4XFhYMF17LWvspRjYVvYW1wCBRGCI7fHy0lq/gl2rDW5rdeXYdQ4fSPvMH3vT/451BybwxBBZG9YQe83L2fheb6+9beMzsQPYSs+YQ176bBhkhL8v/vz5fy+PxX5yvzxG8+vJPzd/+Pv/XR/pbzn+43/8j+/19fX9AyDEQmYhEAH5CM2nOzzrBdvsJyBheNBH0o1BkumUpIvFWmx0X+TDAuF8mpqa1N/fr88//1ySNDo6qlAoZNXlgUDAimpgZwBCOAbpnFnCEMDoXr9+XeFw2GQCXV1dmp6e1uHhocbHx/XFF19Yy6fr168rmUzq5OREMzMzymQydj3oljc3N43doFVde3u7Ade5uTmFQmcN+Zubm3X58mXt7u5qY2NDLS0tF4a7tLS0WEcPAHepVNLW1pbGxsbU2NioZDKpkZERNTU16fnz5+rs7NTs7KxGRkY0Nzen7u5u5fN5Y/NI92BUAX9ra2uKx+MKhc4GOWBkW1paVCwWjcXwR11dnbq6urS0tKTZ2Vl1dnaqq6tLnZ2dev78uUKhkH7yk59oenraJpPBQOfzeQO5tITC0OLMI5GIvve979lgBNg7KtJxEslk0mRBPA8MCeABgMR3AIJPT081NDRk3QgSiYQ5Ax80SbqQVWEfEPWT+aA9JFpfmBJJ9n2sdQwtDCy9wKWLRXZ8hk/5E2yyr9iDAEgPxqTzwNYbdYw4v+O6uR7ShJw3QJo9jcPxmnDvLLjvSB08MwKTRGAHy+KBjGeB6CzC+fF/3JtyuWzV854dx44hASJr5gdQeYDP9wHevHOWZD9zLwCivve9T5/6tHJtypnv4vBsOM7Y7ztsMQEOfdW3t7cvDHnhPtfX19sa9rbdM1HlctmGFB0eHqq3t1eZTMbWyNDQkE2gI5ANBAK6ceOGWltbbUz30NCQXrx4ob6+Pn355Ze6c+eOQqGQFW3zHdjoTCajZDJ5YfgWayoajaqjo0Otra0aGBjQzs6OyYgymYyCwaBludAld3Z2qrW1Vdvb24rH4xbgBINBJZNJlctnvf2Xl5cVDoc1Pj6uo6Mjk1kg/wIwQwT09/drc3PTwCr1E7QD9NIe9jPPnXqR3d1dY77D4bDy+bzW19d19+5dra2tWSaADC7Puq6uzmpnIKqYWlssFs1eQECQ0WNfV6tVxWIxKz4k4PW6e6QnBCqSNDs7aw0Hdnd3bb/R7Yu1AsD3xBrrppYlxlZ5WRv/9nII9hW4QJLZUrJwXooAEcB38P3cS+yPD/Q9a+vtnc+geamaB+8eL5FZwL7V7nP2sQ+ssR/YfTqfeJlGrczPYzFf8+KzX9wr7qlnqglcaustCNA9SfFdseG3HO+///57w8PDZuglGTBAnkEhFIvBP2w2C6C2Ujlv3M5rvaPxUSaHF897I+4dB0Ul9GnGKNFGJ5lMqq6uToVCwSb/dXZ2StKFKI4OBPF43CQNgPq9vT0NDQ3p5ORs5OvU1JSCwaCmpqbsPZubmxobG1Mmk9HOzo6am5utqPDLL79UMpnU9va2yuWzQrnT01PrFR0KhfTTn/5UyWRSe3t7KhaLevbsmdbW1tTY2KhisaihoSGrVqddE71ffdX62NiYTk5OdOvWLUnn2qZCoaCRkRFLY+7u7mplZcVkBS9evNCbb76p7u5u22AdHR1aX19XW1ubDVXgeQwODiqdTisejysQOO8G8ezZM9Mie1aZAxCLBruzs1MNDQ3W3zkej2t9fV0dHR2ij7lvE+ZZU9J9vb29JmcgoKAYDbajXC5fGIpD8QVA+t69e1pfXzcQgsGvBZkYIdbUq6++qrq6Oj19+lQNDQ1K/X2/b4YccG3FYtG0wjDeAHOMF5kc1rZnD0hp4whqgbHXLbKPkHP4IlHvwAgQcCKePfKpPc/menaJn8PhsIE0r92DGQOM4/RxxBwEqtI5g1+pVKx7jpc8sM/JngB6uF9ekxgInPcwhwnGWZJV4N7hkGC4aVtW61zp+gILhzP0jovOA15P6UEBtofv5Zo9KABUeOaILJAPLHgmODbAC86TZ+UdLkCQfQCrWS6fTQvkmfnghL99Z6ZAIGBFZaVSyfrHt7e3K5vN6sGDB7p27ZpWVlb0p3/6p5qZmVE2m9XU1JQmJibU39+vX//61/qd3/kda6s6PT1tXSDK5bL6+vp0cnKihYUFK7x+/vy5enp6rHgQfT4SCvo/w2q3tLRoe3tb3d3dSqfTam9v1/b2tmWnKDanxzU6VCRhs7OzisViSiQSVpzd0dGhdDpttpH9G41G1dXVZfudYupUKqWFhQWT2NV2c8DvbWxsaGZmRrFYTJubm9ZmkmmLFKzTdchnWQiSPADr6elRsVg0W+wzSUhRCNxhpQkISqWSvv76a3sG3EsklfhMshsMocGPsWYzmYzK5bI8nsDGEcjBkAMEvaSoNmPFtXobyPr0ttqTEQBtbB0Bg9f6ElCy7/E7BLC8jn3nu3V45pq9z/X7jBB735OMBFYeD/msvX+/x0uehMBPsG/Rpvv75+0on4Ut5rl4eR/PKBA4H1RVex957XdA+luODz744D1S3tI5gwLIIK3H4vGbwztztFHSeVU+4AUH5xk0Fp53GqR1SGmy8XBKXm8pyUBEOBxWJpNRW1ubaWiZ4CfJWpgBWI6Pj5XL5STJNjmSgIWFBZtSxZjW9vZ21dfXK51O691339Xk5KRCoZCuXr2qBw8eqKenR48fP9Zbb71lbfhwuqTu+/r6FA6H9eDBAz1//twACAxoLBZTOp1WtVrV1atXVS6X1dXVpXK5rN7eXtO5oXXDAS0tLam5uVn19fX6+uuv1dTUZNPEeAYwNuFw2MB4X1+fVlZWzInkcjlr/4a0YX193YoWA4GzqY4MPrlz547pyQECnmnEwNGHfHBwUKlUSv/lv/wXPXnyRNeuXVNnZ6e1idrc3LRCn3w+b8ae1HUsFrNOFHV1ddaqEMaE1KRfP4ALGJ/W1la9fPnSgjKfGvTrmzWeSqVMj14sFrW6ump6+6+//tqKxFif6IfRZJfLZeXzeXs+sKysTx8swHpizACK0nla1WeNAoGABR30H/eSBAAn1f3SOVPr9x8OgWfnJST+3zAwBDncIwAi0iDv6Li3OAPOw4N4WCK+h8/3TPLR0ZExnf4eeMYa20FgxWuQtfA3UiYyZjhJ3y2mq6vLWDiABWykv65acMP1+/Q21+HBEIAd0I9N4304fr7D6yJrWWi+m3vMZFGkS7CSrHlS/Nhmso4AL+4T9tADeOzDs2fPrG3e8vKyxsbG9PXXX1tGbX19Xffu3dPY2JhmZmb08OFDBQIBjY+Pm3QBW/3ixQsNDg5qd3dXCwsLSqVSKhaLevfddyXJ2vT19/ebPWEKIq3Y2Hunp6cWQPuaGrJ6DH6JRqMWSJTLZZNr0Su5paVFuVxOdXV1isfjWlhYMABdV3c2DObFixdW0Mzv2YMdHR22J/1a4CBAgwGvVqvW+WlyctKCB2wY/hOiirXAmiRTg1QMsFYrI2M/sS7Zu9VqVWNjYxc+mzXHawFeoVDIhn2trq5qf39fw8PDKpVKOjk50dWrV7W8vHyBzcU3BINBewasudqA0WcLOVfsCbYEcIdN8nbHA1UPgLE1rGffYo+MGUW6fK+XWXg77OU52CTwCL/DbvBvnwWqzQrx3kAgcGH6pc8q+jWEn+P58/9kLri/7GX/WV6WxzX6OpvarJ3XyB8dHSmTyXwHpL/peP/999/r7++3VERt+hXhv4+YPNsFs0aKCQeLM2MYxu7urjFDgEwcIJP7/IhdpnKxqb2mkAXhATsGhNQbYBMgyYLBidfX16ujo0Nra2uWnhocHNTY2Jjy+bzGx8dtWAvROB0wmpub9fz5c+3v72twcFCZTEY/+tGP9OjRI129etXA1eLioqLRqBXN7e7uanh4WIlEQl988YVevnyptbU1vfrqq5qdnbXXLS0tmYwik8lYf+nZ2Vn19/crHA5ra2tLsVjMUjAwGru7u0omkwoGzwai7OzsaHh4WJcvX1a1eqYFX1hYMClJOp3Wzs6OBgcHNT09bUNNYB/ZWD/4wQ/09OlT9fT0qKWlRfl8XoFAwNqL1ToMbzyLxaKB3h//+Mf6kz/5Ex0eHmpubk6ZTEa7u7vGKDJmnGeVzWZt/DvGAcBDyvb09FQ7Ozs2wpzX4ChJ+9OlBIfgjenp6al1KcDxUICzv7+vra0tAx0jIyMKhULq6elRNps1oy2dD86gm0A4HDZjxnd6Bws4gIngGvk82Gx/f30/WPakN4wYRQCpT7kCirxWkL3t21QCTAB7gHD2n7cHXoeMxrI2qPL7j+unctxnnryO1LNqpFClc4aFAlwch3TOGJGN8Qx7rfNmfXp5R319velhPfvvsxRetuHZaEmWYvbrinQ6507PfQ7WgScIIB1g/3G6XnPJffLSAa4R0MzP3EfAB7UASAsgIHjmExMTlulBGz86OqqlpSXTMVMzUSgUNDo6qlQqpd/5nd/RycmJvvrqKy0sLOijjz7S4OCgTWjFFmPXx8bGtLKyYhKOeDyu5eVlPXr0SJubmxoZGTFwSyDc3t5uTCsFvdRXXLt2zSa5eqCFpKqrq8tA9vb2tgKBgFKplNbX1/Xqq6+ajIrAfXd3V93d3VpeXrb6GqYEbm9vq7m5Wf/sn/0zffnll2YLGXJSu295tmTvTk5ONDg4aHLBurqzlqWjo6M23ZB9QbtUJHc++GaPskcI0tnTXn7hs0k+ve8D7Nrz9YCUNXZ4eKjm5maNjo4qGAxqZ2fHikK5/34aq9db8x2QH56tJUDm/njCzhcA+8mJXIu/Bs6V33v2FRtL0EOQAR7x7K8H0ZLsur1kjteyl2H/fWaPPe2DY0A758m1U0CMzfCyOa7VZ/q8dtsXWiPbwK5ChmGv+R1rir89KYCd5TPX19e/Kzb8puPDDz98b3Bw8IIwnUWHdILUGIASQ0D6BzCHc6hWq7ZJYIzQmLG4WJiANRZNpVIxYMyDZpGTWvJGAMPEJmXBEa2Vy2etwILBs9Zz4+PjkqTu7m4Fg2dFGbu7uxoZGVEymVQmk9HTp0+1uLioUqlkGrjbt2/r7bffVjabVT6fV6FQ0MTEhEqlkpLJpO7fv6/e3l67D8vLy3rnnXdMvlCtVvXWW2/p448/Vl9fn65cuaJ/82/+jba2tvTJJ5+ovr5eP/zhD1VfX2/gvFQqmTOcnZ01pmV6elrSmUFPp9MaHBy0+3f79m3Nz89bz+sf/OAHmp+fVyqV0tramvVEXV1dtcEo+XxeKysrGhoask4IXV1dGhoa0tramlKplJaXl23yX1tbm6V5d3d3LwRYHLDxpL1OTk60uLiocDisjz76SMViUdvb2xeYT9+ajjTn2NiYpZn5XWtrq8bGxrS6umrrj3RrKBRSZ2entra2JJ0Z40gkciHQw6HA7LHmMWqSLqy7YPBswuTp6anGxsaUy+UUDAb15MkTS+tSMMS+2dvbM8cKkMfAUsSLcSKAxEnAmHiGg7XtNXBchx+B7B2KZ3lgxDlHgAXGFUbDO2mvA+Y8vkk7iAQAhynJWDL2K4Vo3GuAnZeW8CwIujyIJ/im4JhAg599WhRHDKj1jhEbw33GHsEE8R1cnwfAODzuA2Acx+3ZdZwdTts7XpwWDLJ01uEFBhzwQvrWazO5HlKwPrj0rwUQep2qDwIkmT0Nh8NaXV01Vpt9HYvFlM1mreVae3u7Db0JBALq7OzUr371K+3t7eknP/mJHj58qFKppGw2q0wmo6GhIU1MTNh96O3t1eHhoT7++GNdvXpV+Xxex8fH+uSTT1SpnBUZf/nll3rnnXf0ox/9SNFoVP/5P/9nVSoVJZNJra+vq7+/X3V1dTamGqAQDoeNbGCS4dbWloGkdDqtRCKhoaEhTU9Pq77+rJPR0tKSFU5CQiCRYPDR4eGh+vr61N/fb6TF6Oio2Yu/+qu/0t27d5XL5VQul22KIH3pyUrwMwEb6wz/R2vVbDarXC5nRYu+5zMZBa6LdUeQztAuzyzSGQlbg54aH8HYbJ/O98FhrWTBZ9Hoz72+vq6hoSEdH5/NCGDmgN8jgF4CNOm8n/vh4aHJWLxMyRNf+HqfvWKveLkngNSTCUhQfOBZyy5zPrVsMeeDHaP2isPLtHi2vs6Ie8bnsw+9DcKecM7+51rSw/ssn7nymXDuBVk0T35Si8DvsYHYF76Pa8Qv19XVfVds+G3Hhx9++B5jWH2KohZQkGZvbW1VJBK5UJBEmyCiQcCRB768FokFrJh0vpl86rlardpCp0iLxe+r4kOhkPL5vH02rMv29rbC4bDJOsLhsILBsxGwk5OT6uvrU1dXl+7fv2/g9/Hjx3r58qUqlYquX79uGy+ZTOrZs2eqVM5GyW5sbOiNN94wiUK1WtXPfvYzPXv2zArhxsfHVSgU1N/fr7W1NZ2enmpmZsZYtKmpKf3P//k/NT4+rn/9r/+1PvvsM2tjBaPw/PlzYx8HBgYM1AAM6Z6Rz+dVqVS0urqqarWqkZERa1/35MkTG2FNgczdu3dVqVRMC4iRGBsbU6FQ0Pb2tra2tlQul9XZ2amNjQ0FAgFtb2+ro6PDomXf7J8DcABQisViam1tVUdHhzo7O5XNZg1M/st/+S9Nmw3wI2VVrVY1Pz+v7u5uY1X8UBHaDkpSJpPRjRs37H6cnJzYIBUmMpLK9uvx/+3w7AnrcH9/X6urq5b2pkNAOBzW/v6+Da9Ai8h1kH4OBoMGgOjvSpBJKpC13dLSYn2AOV+vV/NBJP/GaXiwRCrRG1sMLJpuGCrveHl+yEP4DsAi5wnb19raasaWgjEYJA4yAMFg0JhVngcOndcRVLCvPRjlfdgs5CseoLAGPcOPQ+b3XgvpWRl//whGvNOWztlgLyfygRiZN7JT2DW+07N13HefEcC2eRDDmvLpeYIZH1hwb/30WT4DsA4hQioYsIh0jCLaw8ND9ff3GzMNo7W4uKhqtWoyie3tbSsCrFarmp6eVmNjo379618b6KRl6o9//GP98pe/1CuvvKLd3V298sorFiAdHR3pV7/6lQqFglZWVvTbv/3bOjw8NGAJWDg5OTEQV61W9eLFC+XzebW3tysajSqbzSoej1ugWVdXp2w2q8nJSbW3t1t2kXUaCAQ0OTl5ofUb18qwFO4jbfYosqTTUjabtaC/ra3Nis19XRB7m0xMpVKxgICamJ2dHd29e9eyn550IqhfWlq6ANrxYQ0NZ61NeRYEKPTB7+rqsj7SdMLyNRo+aPv/so+sf+oHILt2dnYuyIXAAuwV9pT/HsBbuVy2a+a82F8AbjIK7FWKKdln2C1sEQx2tXreecPbdZ89gxFG7uDtAZly/B02hT3IPvY2GvKEnz2bzf2ulRkSQBDQYCP82vQkiycVeY4cEJJIdXhuwWDQhiT512N3/Od4Wch3GulvOf7Df/gP7zEAg43OwvGLOBgMWgs0Ch3oR3l6evoPFiUaV5wnjhBj6fWRnvWCcWNTEFFhTCSZA8d5wnZXq1XTB7JQKDbZ29tTpVJRsVjUxsaGyuWy0um0rl69Kkmam5vTpUuXFAgE9Oabb2p5eVl/9Ed/pGAwqMXFRbW1tSkSiWhqakr/+B//Y/3iF7/QD37wA33xxRdqbGzU9PS0hoeHbZJeoVDQkydP1NfXp9PTU0vd0WUkGo3qj//4j/X48WP94he/0B//8R9rY2NDx8fHymazNpmMFn+Dg4PWnxP2EqaosbHReiYvLS1ZcRYdOMLhsJ49e6aNjQ3Nz8/r+fPnGh0d1S9+8QvrGHL79m0tLCxoaWlJd+7cMQNPf+XDw0PF43E1NTUpEolYsLK9vW1Fm9K5gcXZHR4eqlAoaHJy0irEe3p6NDU1ZRPLYHKam5uVyWT05MkTDQ4O6t69e1a4idYTo8TrR0ZG1N/fb8VBsAWvvfaa3T9YESRHki4AsW87/DXRqrCnp8ckMbBXp6dn7QYBCjDMrEMK5zCKFGhiVP35ke5jH8EiYdTIvsBwETgCIgHkXt7g9eKwLRhLuqHA6gDwcNpkiHAQtY6Fg3PBASBfIAXp5RGcL/vXg3rYfQBvY2PjBekIBh5bAwBGDoTECcNf69i8rMUDc+yKtx/e5nBva9sHcj44cOwSzwDA5UEKmRFYL74fe+mZIEgGvoMMH8+SewFLjQ0HJHMPCNgIStHwYnPJGBwcHKirq0tbW1sKBoPq7OzU4eGhZa1GR0e1s7Nj4Hp9fV29vb1KJBL6+OOPNTIyol/84he6fv26GhrOxoNvbGxYrUNfX9+Flo8A1XK5rK2tLf3bf/tv9eLFCw0NDWl+fl6fffaZfvazn2lmZsZ07fgehqYwKjwSiSifz+vq1avKZDLKZrOSZANVWGdIshiUsrOzo2q1qldeeUVLS0saGxuzKa8A0J6eHj158kSSNDw8bBnDVCqlxcVF1dfXq7+/Xz09Perq6lJ3d/eFgjbsiAdM2IJMJmOpeGYF1NWdyRNzuZwCgbNOJcho8Fu0w5POh6aR7WKQUbVatUJ3ulW1t7crk8lIkrXrZK/z5/8ETLPf2Tf43GKxqFgsdgFEEySzL/Dt7G3WObIRzoMgx4NOvpPaJepwsEc+M4it95krvpcg0jO+2DcAtbcdPEMjKE/cAAAgAElEQVTPKnsfwfXxOx8seGmGZ9B5n5euck4QHv5c2eucL/vXB+qcBwQENoXnQzbSD+XiPQByL7dBBtPa2qq1tbXvpB3fdHzwwQfvpVIpu+lEliwCn0IigiHtwkNg87A4cLwYEpwXjppiK5+aZtECCGC6+BwWOVEdv2fT0+6IIkMaxeOQYe+IlMPhsLq7u1UoFFQqlSRJExMTOjk5689cLBb1Z3/2Z2ppadH169clydjpn//853rzzTdVLpcVj8e1v7+vRCKhra0tHR4eWheH+vp6K2KhXd709LTS6bRaW1uVSCSsN+rMzIzq6s4qiOPxuDHpkUhEv/Vbv2XDXsLhsP7H//gfNgSgpaVFfX19evbsmQqFgo3QbWpq0qVLl6yVVC6X0+uvv66rV6+a/KG/v98mhlFQw1hZtISFQkGnp6fW1o/nn8/nlUgkNDAwYMERAI9NygRJBqcAvgcGBlRXV6eZmRlbKzDG4XBYExMTqlQqKhQKOjw8VCwWs8JGniUOJ5vNqlAomMFi7ebzeZvgt7W1ZaCyo6PjgvHwhoz38wdjReePcDhslc8wT+vr6xodHb3QAaS+vt66iHiJg3TerQKDyndJ50bWV7X7gBIDh5HE6MGUAaYAXb6QjGtl7+LM0JVz1AJBnAoOiP3G/3tGg/+DAWL/8XoYUlhiGJ/GxkZjsajux/7gxNDCekdHsADwpa4CwFkrr4AN88CXNDffxbPwmkfPNhHEeTlKpXLWecQ7UdaPr9j3xYJcP/cHEEU6WTovkKp19jg4UvpcD47Rs2tenlQuly2FznUAuurqzlpVMhlTkiKRiBoaGvTixQvrktPW1qabN2/qyy+/1Oeff653331Xh4eHSqfTmpmZ0fDwsDGiuVxOxWJR7e3t1kKuWCyqVCpd0PmzxwKBgJ4/f67GxkbdvXtXvb29unLlitbW1ox8YXhYXd2Zhv7mzZuWcXz11Ve1uLho3TCCwbNCQ8Aobe9yuZxaW1tNVrizs2Ndk/r7+w30MckVooie0oVCwbJrmUxGt27dMoY3FDprvcqgKt8VBjBDLQuZz52dHQ0MDGh1dVV9fX1qb29XV1eXZmZmTEoAE44kIp/PX+hkFY1GVSgUtLe3p+vXr1uBLoXinANDsNCLl0olxeNx67HtAzTsAj8TjGDTkDoAtJABQfYwIAxAyOd2dnaqVCoZngAjYF8I8lm7tfIxDoIxPhub5AExe6I2OGAPgnu8Nho77QdhgU24Bq9b9of/nX+vl4x4BpvrYH9y/wkYsHPYTa7BFyxCqmAX+AxsA+AZG+FJklpfyHP295Bi+cPDw+8Y6W87/IhwNrvfSKQo6+vr9eLFC0lnUSwPichNki16nBjFUKSpcV6SbJPAADH4wuuiJVnUTvqb1L+fmlhfX2+9gwOBgA0aIFKVzpwSWm80ZJlMxiLhQqGgtbU1jY2NaXd3V0+fPtX3v/99BQIBPX361FK3vb29+kf/6B/p888/V1tbm05OTsyJ0h3iypUr5lSWl5dt2EtbW5uam5s1ODiow8ND7ezsSDozisViUXt7e5qcnLTNT8s4WLtoNKqtrS3du3dP77zzjjY2NpTL5dTY2Khf/epXamlp0djYmG7fvq2/+7u/u1AVL0krKyvWM3ZhYcFGvKLnZcJWfX29aZEHBwf1+eefa2xszFKI6XRaXV1dxpzDcuDwYUIqlYoVafb29ioSiai+/qx3LXrEH/7wh8b2wprV1dWZw+3o6LBnFY1Gtbe3p7W1NV27ds3ABD2lAagAK1KE0WhUAwMDxtawrvibtQ9zMjk5qdnZWStkZU8sLy+b0QL03bt3TzMzM6YV54CRhonjPVwngM4bQS+98Aw2WRrYG7ICFPJ6htaDYhwPhpHvxfhiHD1biqH2nSF4r2d8OG/eg60A1BHkck98SpGgAGfJ9+Nwo9GoaTz5P4qXCaRwjj7gAYR6Z8p9lXSB2eeeHR4e2hCjWubaPwecdC3LVF9fr0gkotXVVetG4QkGMmrt7e3WKYiMBTbBy444d2zd/v6+1RrwHDyzz7l6Fh6nCaNNIEFwS/s4vgsWbGtrS729vUY++HsinQW5zc3N+pu/+RtdvnxZ2WxW9+7d08HBgRobGzU2NmYExsbGhgYGBqxAD5BOH/toNGpAq1qt6saNG9ZONJ1Omxwul8splUrp5OREk5OTkmTt8WDiCoWCWlpa9OjRIx0cHOjGjRsWhFerVS0vL6uzs1Nzc3PWk/7mzZt6+fKlLl++rHg8bj2W9/b29Pz5c+seRPvFly9f2jMi01WtVvXw4UOzaw0NDVpdXbXsGWwee8ZLAciiLCwsWGAD6bKxsaGlpSVdv37dJGQwgl4yFI1GLZMAUfHixQsLOn3/fYJOSA4P0LluDzbZe349Enysrq6ab/WdcnxmEpbd208+t6Wl5YL8z8uyOFdsiZcteMDLWvf7nMAehhzWGrvnbZHXMPvzA4hC2nnigPMFiLLnPCjmgN31/w+ZgE33LDXXzEGgyXV6xtnvfwIMslu19h+b4QNqjtrAwdt3dPNIJfEZa2tr3wHpbzro2sFNrdUEssiPjo6s2GJgYMAYwVAoZP1UAa84tUrlrOgKZ86D5YETKcPcjo2NWfGWT28D1Dk/wCUMqiRtbm6ahg9ANzs7q6OjIy0uLqpSqVjfz3w+r46ODisgg8nq7+/XixcvNDs7a+nlR48e6a233rqQ8n306JE1yt/c3NTR0ZFyuZySyaRWV1e1srKi7u5uzc/PG3NAFF+tVu3ezc3N6ec//7kqlYqWlpaUSqWUy+VsiMHi4qJGRkZ0cnKibDar5eVlDQ8Pa3t7W6VS6UJLsMPDQ/2Lf/Ev9OjRIz179sw2zxtvvKHLly+bQ19eXtbdu3e1uLioW7duKZfLaWxsTOvr68b0x+Nxa2318uVLJZNJJRIJA3RDQ0OSpLW1NdNgRaNRMy47OzsGZOvq6vTs2TOTvaysrGhiYsJATSaTsaEMMNsUOgWDQavyDwaDevbsmaLRqJqamrSxsaFYLGZp3nL5bHDEG2+8YUMZMMx+DDlShVrmsK6uTpOTkzZcYWBgwDp9HB4eqru72wK0TCajVCqlYDComZkZbWxsSJJJbryOlcOzzuwrQCTpS9+pg/9jL2KEvTyAzAfgStKFz4Ot8awsWQMArWcvMJpeFiGdF9FxfUi7PIDFIXppmAe2PFvAMq0dAYO8Dmaf6/TpZp9+rlarxvrzLP39qk21snZhefk+ngssEdIhgLYnBjhIsXIPATWeYSJQ4rmhYeVeI0Fh3Xg9Jt9Puh4ZEAybD2I4T77by1YgJdj7gHbAxf7+vjHG4XBYpVJJ29vbampquiBNkmTyOHo6M9G1UqnotddeUyQSUTqdVi6X08HBga5du2YFjLu7u/rbv/1bJRIJZbNZjYyMWD9rMlJra2taXFyUJA0NDenmzZv6+c9/rmvXrimXy9mgkomJCQWDZ4W+aH3r6uo0Ozurvr4+8wn4D+z1tWvXlMlkjAHf3Ny0QnMm087Pz5vefnh4WEtLS+rp6VEqlTI74xndfD5vg2U4kBp4DTSBp/ev8XhcsVjswlTKS5cuaWFhwQZvZbNZK+re39+34Tpra2vq7u5WIBCwvtyQDhRIwvyidS8UCnrllVe0urpq50qtCn4ZwAhQBUw2NDSoUChYwEery1p7EgwG9fDhQwvUqB0pl8sm30T65RlYvsOTL75QkOyWZ1Gxr8hZ/Nhzgkj+xsZhAwiCvL3AfvrA20s3fHbeD3DBrpJFxOaw9/wz9xkvALA/av2CB9r87QtBPZvuJTLYe880e1vrpS61TL63oz4AAYt9V2z4Lcf777//XjKZlHTuWNDX8m82mp/Kxo1nIIp0XuVOBEMbF592ZZPzAL2DIkXv9ZV1dee9mH07K+ks9SidC+RJqW9ubqpQKKi7u1s3btzQzZs3FQ6H1dXVZb1Hi8Widnd3VSqVbOrh+vq6wuGw3nrrLSUSCQWDQRvfXS6XrZhleHjY7gnFgXfu3LGUJunHUCikkZERO8+VlRWbaDg7O6u9vT1Fo1FjihgzTmFhIpGw7hbSmfQEPR6BBCN/ccwbGxsaHBzUxMSEMpmMNjc3bbjMtWvXrKjr7/7u75TL5QyITE1NWbrNFw0xFXF+fl7xeNwKkNCCY4TocS3Jntfh4aEWFxd148YNVatnxYnorNCDNjQ0KJPJWFaBDX/79m2trKxcAAhjY2Pa2toynTVABBbo9PRUGxsbKhQKqqursxZ5qVTKtNZer4yx2Nra0szMjMbHx03nyACaZDJp6dTd3V1Fo1H9k3/yT/TLX/5SsVhMz549UzKZVDabtcIf2BWYPYwXRZqAd/YWRtOz0559YdJjT0+PsdueLQ0EAja5SpLJQzD8/ny8HMMzTsgxPNDHadHfG5DmmV3ALucPgOEaJF34PoIBgkqvY+b13iZwT7x98iwLDtWz0NgWb2dwbNgXfuZ1PCvWH9fFNfLZfK//XN9v2g8xwdF6YOBTr5w3hVTfdK6++JY9zrPm+3zmAoeKRMYHQ7FYTNIZKC4UCgqHwzYQxGd1QqGQyUzok8x+RfIVCoW0vLxswe2TJ0/U3t6uy5cvm1zu3r172tnZUTQaVU9Pj2VTTk5OrN91sVhUT0+PVldXDcBBTExMTFgB38zMjLq6ukwWMTw8rGKxqEDgrAsEA2G6urq0vLysUChkDCmgs62tTZubm7p796729/e1srKicDisqakpvfHGG1YDsr29besdAB+NRi0QA6T29vaqUChofX1dDQ0N2t3dlXReFAj4A1hjr7A76XRa4XBYbW1tJon0zHFjY6PJ9Pi8fD6veDxu+5g/g4ODWllZUVNTk4FvgCxBHGy0L5ZjPeO/PYAOBoOKRCLa3t6+oM9nzTc1Ndm5A95+7/d+z7KHlUpF4XDYZCPlctmGw2DzfBaG/cDeY8+x5n2by0AgcIEc4LxOT0+NtMK2cr38TSavVkYlnWeqvEyr9jU8P08O+GDWg1PpvNbM2ztPOHCdkITeN3iih32MbQfz8HuCBN+iD/voiQnOm+fO7z0JQdYM4M9z+g5If8vxwQcfvEfqn5tMUQcLnbQBRV9sYgD1N7XIIvL3ThcHgJHwzpbNibPN5/PWpgUmkYcZDAatt6kkS+fAGIyOjmp0dFSRSETT09MGmhcWFpTNZjU6OmpTmQ4ODlQoFPTgwQP9/u//vn784x/rz//8z627RDKZNADZ19dn464bGhqMyUFHODQ0pJ2dHZusR5VrR0eHstmsQqGQPvnkE5VKJV26dEmTk5PWt7m3t1fj4+OqVqvq6enR5uamSV1SqZQVh2SzWRsjjm53b29PkUhEDx8+VOrv29zV1dUZGJWkt99+2yY1wkrv7OyYZrhUKmlsbExffvmltcwbHR1VNptVKpUyZjmfz2t7e1uxWOyCro31glHAECYSCb366quamppSX1+fIpGIFhYWzGlVKhVls1kD5Tdu3NDx8bE2NzeVyWTMMYyOjhq7Fg6Htbu7axrMrq4u9fT0KJPJKBQKqbu7W/F43AIvmDfaLmFc1tfXtb6+roGBAU1MTKhcLmtjY8PuCZMgKaza3Ny0TEd3d7cODw8VjUYViUSsaAkjh5aawjt0gV6q4VkHrzXGkPJ/oVBIyWTSAibAjk994gC83Armk4lwPC+eUyAQMGDOc6MlGY6ELgOnp6eWGeKzMPI4DQIXX0XP+cCaYKwBqV5C4K+XAI/0vC/O8wyg1xxzbjgdPttLMbBzODRAMdfBe1gjBO4e5PvX8p3VatWkXmTfahkf7qe//3yfz0B4ggFWmGB1YGDAAKRn03CUaH1rNaXUoZA97O7uVqVS0f7+/oXWpMi8cN79/f1aWVlRS0uLfvrTn+rJkycGsJPJpF555RWtr68rlUppaWlJxWJRR0dHth87Ojr02Wef2fptb2+/IBdpbGxUV1eXbt++rc3NTb377ru2t5EeZDIZJRIJNTU1qbW1VTMzM1pdXVUkErGJfo8ePbLCvTt37kiSFToODQ0Z0z4xMaHp6WldunRJlUpFa2treuONN/Ts2TOdnJxoe3tbt2/ftoxatVrV6uqqyYsGBgYseIbhHhoa0uHhocbGxpROpy/oVlkrrCVPFK2uruqnP/2pfvOb36hSqejKlStWNA0wKpfP2oFOTU2pv7/ftOblclk7OzumY19YWFB3d7disZhl4HjmiURC+/v71m2os7PTpJZc4/7+vq2z5uZmLS8vq76+/oLch33ItMx0Oq39/X11dXVZLcbW1pY6Ozt1dHSkfD5vsiYyWpBxPqPD95IRq80UeZvhWX4AfDAYNEDv9xt2EqaWQM0z4thbL7Vgn/uCPZhvn33zEjnfkcNLMsBMMP/4H86Vw+95zuvbGjhgV7Bl2G72OoQJgRuqAm9jPYvOuXjbw+fWSvy+A9Lfcnz44Yfv9fX1XYiofCSH88IwY9x8twxuPpEaRhgQDTODAyFqZANhWHFYTU1N1p6IzUexBwsB8E5kBYtWLBa1vr5uBWEUlpycnCgajSqRSKhUKpkmDSH9a6+9puXlZaXTaX3++ed69dVX9ejRI3V0dNiY7N/85jd69913VS6X9dVXX+ny5cva3Nw04yadLf7Ozk5NT0+rt7dX1epZ1TQszeuvv67W1lbTm9XX1ysajapaPRtGcuXKFXNWbMzl5WWTWzANkF7OLS0tNizk1VdfVTqdtqmBs7OzunbtmrLZrO7fv6/vfe97GhwcVDKZNOf45ptvanZ2Vu3t7SqVSvre976njz/+WN///vcN/AcCZ62h3n77bcViMV2+fNn0w2xSAhs/gQ8ZAMxHoVDQ0dGRtcOi6ryjo0MNDQ16/fXX9eGHHyqZTOr09FSJRMLS/DMzM9bfmudJkEEGhbZT+/v7evLkiRKJhAEa2CmM8EcffaSOjg7F43HTsvf19amjo8NkJtlsVkNDQ0qn09YeDH34/v6+Jicnlc1mFYvFtLy8rIGBAUtT+vVMASjXAmuAsQVUkgXyzCpGGuPb3Nx84fO9vhan4dlmX+zDAAkPDGE1fKq2NoiGMfXOhT3LPvSAjr3vQW1tdstrCLENPt3qwSxBvGfQPZj1qVnsF9/J8/cH31ELbqXzaneu198rzt9LT7BtAH5JNqaZa4LJw5HyPfxNOtlr4XF6PijI5XImOcpkMlYAeHBwYGxmpVKxAkyCKUlWQNfU1GRAn2LHUqlkv+O7YcKXlpbU3d2tpqYmDQ0N6ZNPPtHExITpjW/cuKHt7W3dv39fV65cUVdXl/L5vI3p3t3dteFSnOtnn32mSCRiAeuTJ080OzureDyu58+fX5jGyBrLZrPGLNPzmGmwsVhMzc3NunTpkvr7+7WxsWH7DF8AwH/58qWuXbumubk5RaNRdXZ26vPPP7fJs/F4XFtbW9re3lYqlVI+n9fo6Kju379vA2kYC46k5y//8i81Pj5u3UnYJ8Vi0eyB16CyJw8PD7WysmKk0tLSkl555RXt7OxYx5ErV66oWCzq3/27f6e/+Iu/MDkTz5rOHtTftLe3GztOi0166tfX11tvcA+Kw+Gw7eORkREtLy/bcKrW1lYLiAiQOzo6lMvlNDQ0ZFkFZHTYKIBwb2+vstmsaZal8wwyQbDfD+xtz/p6YAf4Z9/xHoAiNsIX3vn6Dg72nbe3HlTyeQT/2CrAMQWVvpOGr5PxxYo+88he9/aOQNrbSm/HfEaM33vQW5vZ84EE/w9Q5nPYj56x93VpsOisNX6/sbHxHZD+puODDz54r7+/3zY2+jnSg75A0Kd7cea+gAupB5pA6dzBe40TUTDFXXwfG4eHzEbxfSSZSOXHw/qimkgkokQioc7OTj1//lxLS0vKZDI2kIO0oWdsZmZm1NbWpo8//ljPnz9XMplUXV2d/uk//adKp9N68eKF6bSGh4e1tbWlVCqldDqtUqlkLBFjqJeWlrSzs6Pu7m6NjIzo0aNHGhkZUTgc1scff6zU30/Sisfjamw8mzBG6mpra8t6NT948EDd3d0Khc6q1VnQra2t1pECiQU6yFgsZtKVS5cu6fHjx7p+/bqi0ajm5uYMNBYKBQ0MDOjTTz+1dN9v/dZv6fnz59YX/OXLl/rVr36lx48f6/d///cVi8W0uLiohYUFC3AIBoLBoD777DPduHFDBwcHBl58Bxaq9Snm7O7utoLLcrms1dVVA9WAE4wH0fjW1pb29vY0ODhoLAJsQEtLi3Z2dnRwcGAM2OHhoba3t61Yta6uTvPz82ptbVV/f7/a29u1vr5u54nerq2tzbSBsM+7u7sKh8NWHNTT02NOkoJTv2Y5d88EUxzF5DXPwuIITk5OrJVepXLWog4DzFr3xo494GsQkGAhJyFgrFar5vC8sUUiwH7H2AJg6eENq4PxrS1+g5mCEeMcCGZYpzgRgDDOE4cKkOa+4Hz8dZINIS3OPUdu5gE/AQIMrNeceyDuU8b+oC0f5+E1ngQN2EAcPU6IZ1IrNeFZALJw+NhLnB5/s7ZyuZwV0pL5Anz6e+aLFJHBEOhKUqlUsv+nIwddTAqFgjo6OpROp02a9umnn9qaYVjI6uqqYrGYgRkkBYzkZh8uLCxocHDQhm6cnp5qcHBQCwsLmpiYUGdnpyYnJ9XZ2WlAFUBDBgH73dfXZwAHW5FIJOxcpqambJ/19vZacNLW1qZQKKSVlRUNDw8rl8upvr7eev2/9dZbKhaLBpBpBfn8+XPTX+dyOb355ps2pvzRo0fWZYmuUawp5jMkEgktLCyYdIYAB5sFyYIvXF5eNinM9va2KpWzIkL2XkNDw4WhPuh2j46OtLq6aoE62Sbf5YouHtgwwObR0ZHJMGCn29vbLbhnzeNzybKy7igCp+gcAJnL5S5krH32xYM1Ak5stJdw+r0J3mAvwHD7nunYLPaol2yBQdivAFkPcLmn3/T9XiPtbSh23ttCD3YhmbAjkCMQGf7cuXeesfb2kevib1QBPvPhDz6b//PAG0xHYShBOJ/n2x9XKpXvgPS3HR988MF7viUYzoEFQwqFnz17RfrVg2U2JswLBwsfAE3lMREjC8s7D6JKFhX9UVmwABecFZ+xtrZmgKurq0v9/f3WxzkWi9miQa/LJKnGxka98847+u3f/m21trbqL//yL5VMJpVMJlWpVDQyMqI///M/t37I+/v7GhgYMEaou7tb6+vrxqYyqaurq8uKPK5evaqlpSUbLgBTGgye9atGm72xsaGmpiatr6/r5s2bmp2dNbCzuLio3/3d39XJyYn6+vr0m9/8Rj09PapUKnr58qUODg60trZmAJlUX1dXl/77f//vunTpkjY3N9XT06OmpiZFo1GrbE+n0/pX/+pf6eHDhwoEAhoZGdGdO3eUzWa1sbGha9euaWJiQsvLy6qrq7NnWK2e6alJ//O9VPQzorqvr8+kG3fu3NHx8bG9Znt7WwR1GKRUKmXXhlyDTAKpL4xWPp83VoZMRFtbm3UCCQQCevDggZqbm3Xr1i1bqz79B/hob29XU1OTtra2jBmHtSc1m81mFY1Gtbu7q9bW1gvTyKRz8IWxJRjjdzgLn+oHiHE+PkvDwfXiQLxswhdwwbIQuHZ0dFww1qQJYc0YzsJ+w+H7P37Pe5bNM9TsdVgyKv5xwhQQ+cIX37MV50IA4h2D/14AKsVMPE8cNQ6KA4DPZ3o9JCyzpAsMvF8jSF68c/EkAwGMBwmezfYSE+ysZ6wDgYCB8NpUM8QGdQysB5y0dHEap2fw+fyGhgZLT5fLZe3v72t0dFRTU1PGsNXXn7WEI8ODb5ifn9fAwIAikYhGR0fV1NSkv/3bv7V9e+XKFU1OTqpUKqmtrU2Li4tKpVK6evWq5ub+H/beNLbR+zoffbhIokSRFDeR2ilKGkkzlkazz3jcOLbjpV6AdEnSwHATFO0/Te5tgeAWRW+BXvj2wnECFCgK5EuD6xZNk5s0btI0TTJxPHFiezKZxRrNaBbtuyiS4k5q53Y/0M/RETNO8r9N75f6BYwZa6iX7/L7nfOc5zznnDkpPjMajejq6kJ7ezvW19dhMpmEPPD7/cJSEsQWCgWpA2lqakJLSwsA4Ic//CHcbjfa29uxtLQkgfH169fR09ODnZ0ddHV1YXFxEW1tbQIY2trasLKygrNnz8rY8vn5ebS1teGb3/wmXC4X7t27B5/PB7/fL2t0YGAAKysrePrppzE1NSVERE9Pj6xpasQJpjc2NlAsFg8Mk6pO4dfWVnrT096USiVMTk5iaGhIsiNut/sA+whAOl80NjaKrTOZTPD7/SIj4F7meiyXy7Db7QgGg9KukNlB+tdcLieyPQDCsFO2VSqVRCLHbkvsbELZCm2iZmS5X/Qe0+yzlnnqoJQAWEszmKXTNpL3oCVXGoxzv+RyOTmXZnndbrdkuEkGEhAz81c9l4DXy2CPz1jvSS1/5PsmyaQJQm0naEv0/uVa4N7VWnESH7x//qltubY3+vfIVOviTP3d2v4aje8XG77n8bnPfe5F6lPplPnSCZbpFEqlkkQqOpWgDb9OeTKq006fjovOm2wOnakuZiAgZJpJa6W4UGn8aWRY0BKLxWCz2bCwsIByuYyuri6ZhMeI3Gw248/+7M9w/fp1NDQ04MyZMygWi/jxj38sLO7o6CjcbjdCoRAmJiZw9OhRLL471aupqUnYw97eXly7dg3Dw8MCzG/cuIHGxkYYDAZ4vV6sr6/DaDQKg8zqZzp3/m40GoXBYEBTUxNOnDiBS5cuweVyST/jZDKJSCSCtbU1ABWDMz4+jsHBQdhsNrS2tiKXyyGfz8Pv98PpdGJ6eho7Ozs4ceIE5ufnZUPzmX32s5/F22+/jWeeeQbhcPhAFfzKygoef/xxXLlyBd/73vfEmZNVZTcLXWSjwZbVakV9fb2077t586aMDs5ms3A6nSgUClK1znVkMplk6ILX626OgrEAACAASURBVIXD4cClS5fw5JNPIpFIIJPJIB6Po7a2Vlgjnaomc0MJyo0bNzAwMCAMMx17NptFa2ursFisdK+pqZGe1ul0WoqKrFaryF6uXbuGBx98EOl0Wu6ZRpUgEjjY7F4bYbKylAYQOBMUAfspN72n+B0E0DwXASRZZjqbpqYmxGIxYaQ0a8L3QEdOVpHvlPudzB6ZFQJVzSprW0DbwXuuq6sTTScDLq151OwU06Z8nrQrtDsswOJ90+FrhwvsA006YK09ZxC+u7sre1LbMZ0q5TPjffHcugMK70enh6ttFt+vBlP630qlgwNwNIvMNUPbzDZkPDRDVR1sUVZBME6GOplMwu/3A9hnq/gsjh07JtM8/X4/HnroIdy4cQOZTAadnZ2Yn5/HQw89BK/Xi0QiAZ/PB5OpMhmzpaUFGxsbeOONN2Cz2aSTRyQSgcViwdzcnGR4mpubpdOQDsR4vxwAQ222xWLB4cOHpRAulUoh8G5tCAcQkfjJZDLSF59DaNgFg/dMu8x9xu5OADA+Po6RkRFcvHgRra2tCIVCMJlMUpA9Pj6Oc+fOoaenRzTD1e0dCcT0UBJKNAqFgtQwEEQPDg5iYGBAyBQAaG5uliJtrrPGxkZEo1GxH+Pj4wi82yrQZDJJRxCywlwfq6urGBoakr3HAS1k90kMsROLzrJwJgJ/b3t7W+QbxWIRTqdTplwyk8b9zvdKu0WQqTNkWt5Awk2DZ921gmueNkiTEdwH2saQZCgWi0JgMcBkZpTZTQb2PAhoqTPX38NMHe9L23HaG14jv4N2gWBV11bQnhMwV+u79f7gz4nbtM3jNdHWcT/p56KxGv+fgQH3EWvX3mekf8Hx+c9//kU2odepBs1AacdDLR6ja2qBGG0BB4cm8O+1tbXSro2LnpuLG0izZACkxytfIl8wF7V+wTzsdrsYks3NTZl8Vy6XcevWLSSTSWm6v7u7iy9/+cuYn5+XTXb58mU4nU54vV6srq7igx/8IG7duoXOzk7Ro3V0dCAYDEoRYjabxdTUFJ544gmMjo7K4I7BwUEZE57NZtHd3S0t+pgOdTgcaGhokCKcpaUl5HI5dHV1ybMmk85gg+wbe8I2NDRIr2qPx4OdnR08//zzuHv3LgYGBvBP//RPeP7559HR0YGrV6/i5MmTKBQKGB0dxeTkJBobG/GlL30J586dw9/93d/hsccew6c+9Sl87Wtfw8DAANLpNCYmJvDEE0/gypUrMJvNaGhoECNHRpm6S66BdDqNvr4+mdK4vr4uzJfP50M0GkVbWxtisZgEEwaDQZ4FAGmnZTQaMTc3B4fDAaPRKD15OdCGoJ9GfnNzE/39/YhGoyiXywiFQvD7/TCbzcjlcujs7EQqlRJNpM1mk24jhUIBx44dQ7FYlHdJJ08gQu0wQTqLTqtBEfcN17SWG+gCEAIeAkkavb29PemSQABFBp0ShWqGQleIk7lhvQENLg0l1xgZLa1LJFNLxkLLILguCRwZHOiiG2A/CNAFiJpJoiMgGOXapo0B9ieT8bkS3DMI0HZGB9zAvuZSd0wADg40MJlMkkWgraPj08+Dv6/TrHTYDBY0G6XXAoGx1lRqe0tny9+rdpLAPsNG1pkt97gmaFPp2Hn/minkBEjaXjJsrHHgc2EGYXR0FPX19RgcHMTi4iKy2Sx6enowOTmJRx99VMD80tKSEAf19fUyZpx96MlYNzQ04Ac/+AGGh4el1mF9fR29vb2SsdH2nO+WLOnMzIyQEexSwaJ0/nfnzh0pGKTMzGw2o6mpCW+88QaOHDkikrrJyUkEAgGR5FFv7Xa7JTi/desW/vAP/xA/+tGP4PP50Nvbi7m5OcTjcfT19WFubg4+nw/Xrl2TPaUDMf7Jw2g0IpFISIH18vKyZK/W1tYQDAZx7do1kYtwUq1O0TMDx3fF8/GZkYjJZDJoa2uTzCEDHa5bl8uFuro66Uc9Pz8vfqqvrw+hUAhut1uC1aWlJZnMy9oeFtezTigUCkkwxvWrO2Tw0F1mmDEgWOS9Eqxyj+jx6jpzxH3A56OlddwHAITU0d/PzDD3GcG9Znp5ftpDLV2kfdN2sTowoA0mwaJtjbalOsNX3VKPa6oaEGu7xmCYWSlNsnAtaqKLB20Or4sgXDPcJpPpfUb6vY6XX375xZ6eHmFJuJgZkZGBYtRbndbVEZOOpBoaGsRpAhDnyBem22mRneZL09otOihuVG4casLoOAjoCbC8Xi9aW1tx6NAhRKNRbG1tobOzE3V1dQiFQtLS6IknnhBtbSAQwMjICHK5HNbW1vCxj30M3/3ud9Hf3w+gMojm8uXLOHToEGpraxGPx1EoFNDd3Q232421tTV4PB5sbm5iY2NDKpjJ/FCWwj6ndKS8X4/HI500JicnpbqehYbsy7q8vIyRkRHRG3J4yvz8PPb29nDjxg0BLm+88QaOHj2K6elpjI6O4qmnnpLODI888ggKhQI8Hg/+4A/+ACaTCUNDQ4jH4xgdHcXZs2clSGpsbMTNmzfx1FNPSXqVwRffD1lErgOr1Sq6Qg5KqK+vl/sZGBjAxMSEDFfhhEiy6R6PB7u7u2hubsby8rIAh+3tbQwODooeXGv3tRyBEysnJyfR0tIiayyfz8vkr3A4LMN82I4qkUhI4Ug8Hse9e/fQ1taG+fl5BINB+P1+6Xc9NDQkPcd1ARnBKg8aJ4JqrRHWKU4GsaVSSbonULdNAATsG0YNHAnquY/JTlezJBoY6sEKlEZRG04dJ69Tg39OJqV8SF8/h6nQ2RUKBUn1MsDd26sMTdByCMqdGMBrOQQlM9TO6kCcz5z2ijYMgJxfs2F0GFoXzmunfaOT0s4IODh+WIN7nptORztFAHJt2g5q+6ff6c7OzoHiWIIJOjN+T7lclomdmgHV2ULacrZEo6wtmUwKKOc98j2y932pVMKhQ4cEhFGeUVtbi56eHrz66qsYHBzExYsXhfl88sknsbOzg3PnzmFqago2mw2dnZ0olSqFcRaLBceOHcNrr70Gj8cjJAL3PAMvzerabDaRMAwMDEgROdtgEsize4Xdboff7xf2m5mhSCQCo7HSDs/pdOLmzZviE2ZmZjA4OChsNcElWfNvfOMbOH78ON58803RjXOqrcViwaVLl2CxWNDe3i72ku9B6/e5VmijksmkkABGY2WYWDgcFrldX18fZmZmkMvlYLVaRVJz4sQJlEolHDlyBOvr6/B6vcJ+M2DjemDxNLu5sAuPwWDA6uqqSBY4UIjBcDweR0NDA9xuNxKJBOx2O1KpFFZWVlBbWwu73S41JOvr67K2Dh8+jOnpaQGiOqPGP2kvuKe4L5mNqiYedIaGz5d2jT6He4t2WO9Zfi9JNr2HdVEisz/cC3wv3Ncs4OTPNIlA28me1rQJvH52FtH7l7YCgLw//r7OQNF26KwT6yNYYK+lbLwnjckIorWURNuKavCvpbPMFkaj0fdHhN/veOmll16kFkw/TL5IglSTab/lFv9fV6PSoVOWQS0SFyujTm24+dJ4bhaUVUfy1SlLDgHh93LxEiDQ+XPMdl9fHwBI8Vlvby8aGxvR3NyM1dVV1NbWSgcHVmtfuXIF0WgUhw4dgt/vx9TUlFwfR7qyZ6lmSqanp6WS2eVySYskdvDQUTT7VwOVhc82SA8++KAwqpOTk1JEUldXGUn98MMP45133kFTU5MUdBFwUxN769Yt6XsdCASwt7eHvr4+jI2NoVisdNAYHx9HLpeDw+FAe3s7vvCFL2B+fh7Xr1/H8vIy2tvbsbCwAKBSTMLJi16vV3o8853QSNEBc/3QgXV2dmJpaUm01ZyuRYZ5bm4OHR0dWFhYEDnI2toayuWyDF/J5/MIBAKSzkylUgIOstkswuEwbt26hYGBAUlr0hDT2LAwi87N7/dLkShlJBxQxHtnoDAwMCD6+7m5OWnx5HQ6JRVMwwPsF+dqw6yHwfCzutiWgYlmG3RgqrV4zMjw9xwOhzgVXcDCtU8wSoDHvUNwvbm5KbpG3YqKwJ9OhoCd7LdeBwyc6ZjotPjvBB50IPwOBgm61qKmpkbYM94XbRIDfe5JHiyU1cwdmXxqqXltDGS146Wz4XNlgKSdr86g8fo1WNdsOrDPbutr1VI0/r/BYJAhGXzvmkzQbBUdIdc4O3hoFlsTE7wm2uSmpiYAEMDOIJh/skgwHo9LG04ymJcuXZJBIOy/7Ha70dLSgnA4DJ/Ph+npadjtdtTV1WF2dlbutbGxEXNzczh//vyBQkIGCJrZZ1BJGcv6+jo6OjoQCoUwNDSESCQiQZvL5cLi4iK6urpQV1eHWCwGv98vLU/b2toQCoVw+PBhxONxOY/dbkcsFkNra6tIILhGo9EoFhYWcPr0aZGghcNhtLS0oL+/X/r+M+PKIJeyL8p9eA8a0AEQiRmzTtybe3t7CAaDaGpqgtlsltHbkUgEjY2NsNlssj/D4TBKpZKAZE58NBqNIq3weDwolSr1M8yEEhyxCDgWi4k2mP6f9Shmsxk2mw1jY2Pwer3S5o/nWV1dRUtLC3Z3d3H48GEJcHUPbH1w7fLvmvXUBBpxAdcFQaLOVHEWgcYYGlswqOA+5z7UAbTO8nLfsV6Ge5fn0PUHvD7KQ3iNBL36OnivGtzyHvizfD5/AB8QF2itu2bwuW85gZB2lIBeEwq0a/TLtFe0zXw21Sy3ZumtVitWVlbeZ6Tvd7z88ssv+v1+FAoFKSLQmiJg/2XSyOliH82Aad2frtKtq6sTQ8MNQsaNESuLsFg9zgWltUQOhwPNzc3IZrPi7Hd2dsRBUV/HFD0rickwM12TzWZx9+5drK2tIZFIIJ/P4/LlyzCZTHjqqafw6quv4ujRozAajZicnDzQS3l5eRnBYBAbGxvSBYNgWY9JNRqNoh/TsgcCFYLtYDAowUVnZydWV1cxMTEhTnFtbQ1GoxHt7e2yKWtqatDU1IRSqYSFhQVJ+yUSCaysrMhEK4fDgSNHjsgURoPBgGQyidHRUbhcLhSLRXzoQx/C2toa/vVf/xXPP/88JiYm0NPTg6eeegqTk5Po7+/Hpz/9aVitVqRSKZw/fx7BYBBra2tSQMMOG9o4MepmEMG2cS6XS5hPPZ58ZWVFJBlWq1XY9nw+D5fLJQMAlpeXpcsKi5LYQYb9oJ1OJ3p7exEKhbC7uysBhu7G4fV6hQVNpVIolUqS3ma/XQL+9vZ20ZU3Nzdjd3cXra2twmZp1pYgWMsC6CR02zTuFTLfBL4Eezp7Q2aA8iOyWczS0MDyGhh48mDKu5qJJQjR8gTNuHLN6n3Io6amRsC91mbz/rWxp3Oh7dDATXcUYDBRLpdlr1gsFumIop+hZoL0euPfeY0E5Fp/zdZuvEdKRLhnrVbrgcBdtxwDDqZUSSrogKSa7dEax2KxKDIS2j4diDAAZDCgiQ3aSD4DzZrNzMygra1NwAC1tQSrNTU1wkxyz5JpZvEu3zszEgAQDAalX/tDDz2E1157TRjiuro6vPHGG9JGjlNBNzY2sLa2Js/C5XJJdw6CtVQqJX4kk8lga2sLDodDvp+SNYJGn8+H2dlZ0UU3NDSgrq4O6+vronttbW2VvvKUphw5ckQyO5xc6/V6BWxEIhHJbFEvvr29jQ9/+MNIpVI4efIklpaW8PGPfxxjY2Mia2hoaEA6nUbg3QmnfOZ+vx/pdBomkwlWqxU+n08m6RJY0y+yMLOxsVEAJ6Uqm5ubSKfTwhaze0c+n0dfXx9isZgQAwBkXYyNjQlw5n7OZDIwmUwIBoOIx+Pw+XwCukh8+Hw+kaoxmNBDnijPKxaLYoPIkGcyGcmKrq+vS7ElWVjaQr13dDZN710SS9w//Dl/j4GolmKRUAD2szpah6wDGF4Hf64BL2UXtBHavmjmVg980YGutpFaDqLvl3ZLg2muRQJ09prm7xD8057Sr/BeNBmniwM1JtOBBUG0toeadNGBDW0MMyvr6+vvM9L3O1566aUXu7q6DrBe1CDxAdOJEywB++J7Lgo6HG5MHX3RebBVDh0ZnS8HZ3CxMmVB1k2nSZm640ImcKBjbGpqwu3bt6UxfiKRgNVqxfXr11FbW4u6ujosLCwgm80ilUqhv78fTqcTx48fx+rqKqampnDo0CGMjY0JG33nzh3U19djZGQEoVAIe3t7kk7d3NyUxvgcjJLNZuFwOIQd05G+lnI4HA4pKGErvVKp0p0il8sdAM4+nw+hUAinTp3C5cuXJc124sQJAJWNS5aGY8Vrampw4cIFDA8PY21tDU6nE0ajEdFoFJ/85Cfx4Q9/GN///vfR19eHj33sY1hZWUEmk8Hq6iquXbuGzc1NzM7OAgD6+/vlXXzve9+T3sh0Dqws1wYc2G/Lxh7P7AFLh082t6mpCS6XCzabDSsrKxI4sACGwdLubmVUPYGG7llKh5HL5RCNRrG3twen04nGxkb8+Mc/RiAQwO/8zu8gEonIes7lcuIIYrGYFLbqqvhgMCiBWzgcFqamoaEBHR0dEuxUyy3I5OrUGYMO7h0GAdpRaA0x5RHAvkaWe48AkOclgCwUKh0Z9D4kIN/Y2JA2Z9rgamdBB6JZFu5P/l1rNvkutUSLB9lxrfmlHpRSCgI4srtktAj2OYCEWkb9PBjMMftBm8Hnop0DnTt7ehPc8xlQqqJtH8/NNavXNh0g30O149S6aq5dXg/XBJ9JtT6R769as82Jg3zGXCt2u132OO+d383rDbxbkMeDwzp2dnak6I390q9evYqmpiZZL3y/fr8fIyMjuHbtmnTYaWxsRFdXF9566y3E43F0dnYiEAjAbDbL3qa9I1vL+6CGmVptBpMGgwErKyvyGRbMkoDgs6M07datW+CE3kwmIx0ostmsyDYWFhbQ09ODlZUVFItFTExMiA0GKkA4HA4LKM/n85icnEQ2mxWmt76+XtqPZrNZHD58GJubm0gkEqIddzgcknni/tE9hvmeuc6YJeCAMAbMlFdYLBbY7Xa0tbUJA62LcSnX2NvbQyAQkH1KMoJsK9cQ5UAA0NfXh4mJCSQSCXR3dwtzube3B7/fL4Nj9vb2hH1nEEPpXE1NjUyWbWhoQGtrqwRVm5ubB8Aj9yH3qiYVdBDMZ6QPEhsEpDwP91W1JpiEAu0c9yH3E20I3xMlPbSH9F38PL+PvrXaJhBDESfxXvVBgkGTF9rG6rWhSUqCfK4rPjfNttMW0R7zu2nDaDNob6tJL53Fq75nZkDeB9LvcXzhC194kd0OqIUmg0wDTwephezVIn/94rXMA9jvrbq5uSlGgukovTC0I6YjcjgcsFqtyGazAupZpKbHWOp0rMViQTabxeDgIB566CFMTU0hl8vhgQcewPb2NoLBIJ555hksLS0BAFwuF8xmM9rb27G8vCw9sMlUBAIBaenU0NAg4LdYLGJ4eBg1NTWIRCIyBWxtbQ3b29vSxJ7Piaw5HbrH45G+ykxr1dTUYHR0VJrdU4/L++K4VqZh7927J2nGlZUVnD59GslkEru7u9ISanBwEGazGW63G2+99RY6Ojrw7W9/G2+88Qaef/55zMzM4M6dO3C73ejs7MTOzg5OnjyJwcFBfOYzn0E6ncZXv/pVXLp0Ca+//jpisZg8OxbwEYRUHzrwYmEb+4fTIAIQ4+5wODA0NIT5+Xn4/X4Ui0XEYjFp+k+jubOzI/pop9OJ9fV1meDF9noMXMbGxnDq1ClxoHzmwWAQKysrKJfLWFtbQ29vr7Clm5ubwj4vLi4K47i7u4ulpSXpZb22tiYgQGuk+Sz43jUY5dohMNYyA4JUGk2t2yM7wf1BR0ZDTgDM9UVjS0DNwEQHqWS1+awofQAg74PPneBSM8y6Kp1gl++U56Oz4XtmcMn70Cwz/+R9Go2VYioGHTrIp/56e3tbgD/vvTolzP3Cz1E2wL3JPUXWTQcntCsMLHhddNTVTJoG0zwYGFU7eH4PWTst2WDAwZ/zfHRsOm1sNleK6S5evCh1CPr5EpAyQKyrq4Pb7ZYR111dXaKz5LTVuro6dHd3Ix6PY2pqCpOTk+jo6JDBI8ysGY2V9nh9fX1i8wmYi8Ui3nnnHQSDQRSLRUxNTUlAT70pW1byWZJ4YC0F/RJBk8vlQiqVgtVqRTqdRk1NjUzTY2/67u5uvP3222hpaUEgEMDc3Jyw611dXaivr5cWmjs7O3jggQewvLyM+vp69Pb24itf+Yror2tqasQGsSh3ZmYGw8PDWFlZwdLSkgSCOsPF9aOzLvdLnXP/5/N5pNNpWK1WKc6nz0in08jn8zKtdmhoCEajUSbekiUlENddmYB9JjeTyWBlZUWA8vXr12EyVYbb0GblcjkEAgHpvjE6OoqOjg7JTjU0NMBorBRM0o4AECAXjUZht9sPtP/k89AygmoAV83WanJAYw0NLmlLae/oJ0nOcd/wvDrDpskPnksDTm2jtf1g61vaj+rv13/XcgmeV4NY3hPtg2aC9aElc5qoYVCta0W0xIyZPH09vD5to8iCa/BP+6kzjqFQ6H1px/2Ol19++UX2LuaDpNMg8KGmkQZYs200cEwVMBrSL4ipfKZ2uXDpDLmAuOAZodPApFIpKZqixCObzcrv6o3BIot0Oo1cLodQKASz2Yyuri7Rzz377LMoFos4ffo0BgYG8Morr6Crqwvj4+MyuXB9fV2Gg7Crw+bmpuh2g8GgpPCYHmTP0sC7mmSfzycsqU7FABCJCuUbNJYGgwHDw8Noa2tDMplEuVyWXtUE2CzK46hWOtG6ujpMT0/j3r178Hq9uHfvHu7cuYNwOAyXywWDwYC2tjZ89rOfxfLyMubn54UhXFxclLZHTO3t7u7iO9/5DlKpFFwuF+x2O5xOJ77yla/gzJkzKJcrUxvJOt6vbdD9DoITAKJzZvp8e3sbkUgEQ0NDojvf2dnBqVOnDgzjYJDlcDgwPz8Pu91+gBEvlUrSVoup3rq6/dHzvEcW+tCR8NqtVisymYwY7lQqJUb07NmzMjmS4IvZCC0XqNaqEjBxrfM/OiANfvkZOhBg34jqQhSyiDpNSqdOg6gZYTJTDGY43QrAAacC7PdTJhClZlCz7LwnzYaQraHx5jl1Fkt3+AFwQE/J+2BmgDIW7n86ATotzerRiegULu2U1u8TbPC58vs4hILpT/2egH1HpRlfHUTys5p547skm8V3yOujY9WsHYEQpUs8aEt06lpL8ZxOJ2ZnZ9HX1ye2WKeGGRSVSiWR0tXU1MDv92N6ehoejwexWAyZTAaPPfYY/uM//gODg4PY2NjAsWPH4HA4EIvFhC1dW1sT0AJAZHBkLlOpFA4fPiwsL/W25XIZmUzmgNNn5tLj8RwIDm02m7RnJFM8NzeHTCaDrq4uOBwO5HI5qXkZHByUHu9ca9RQcy8ODw/j5s2b4k/cbjcikQhOnz4tXTD4bmmXuP9ZbJhKpaQImFIMPgcGLpTosSPJ/Q6tZdd+jmuAPnhrawtzc3M4efIkxsbGhDDipEGy5Vx/XFcOhwNbW1tSkM/2llxnfD60cZT2kKEPhULo7e0FUAniqJlnhpfBOINjBsH5fGUY08bGxoHMoZaeaXupsyfaR1TXjeisHFlTndEhWNRDfYhhaGO4b7gvCbrNZrNI3mjjdDaRgFvbbr3HtZSE36OzULRX+rtp87je+Dva7mj7rguqubf5DPk8ee38Tn4/r7HaR5OUqrZZPAfXSigUep+Rvt/x8ssvv9jZ2Qmj0XigPR0rvcnClUolYYaqIyrNSnGRUZdIHRf7dgI4MF2LTHi5XBZdFs+rr4NOQ0eynEBIBplOjk6d4HlgYEA2tsPhwJe//GUsLi7CYDBIX918Po/z58/jxo0bqK2tRW9vL0qlEpaWltDU1ISf/exnePrpp0WHODExIc6ivr4e6+vrWFhYQHt7O4D9lCurvsloMiVI/bbJZJICAbfbjVQqhfHxcTQ1NWFpaQmnTp3C6OgoxsbGcOzYMaTTaSwuLsJoNMLv92NwcBDRaFRSgBaLBY888giWl5cxMDCAQCAAt9sNo9GIlpYWBINBfP3rX8ezzz6L5557DqVSpU/08PAwSqUS5ubmYLFY8OCDD+L111/H2toaOjo6EIlEcPv2bdhsNjQ3N2Nubg4TExOiX2UHFR1IVRsDHgRNmgUtFAoylACApFMnJyelzR/XGs+XTCbFWOkgb2VlBQ6HA/fu3YPJZEJfX5+wZ3V1dejs7BQd9OzsrDDR1LiXSiXE43EcOXJECnbY+m5ubg5ra2tYX19Ha2urGGvNdgI4IFXiORlkaNkTjRw1utR2src2gSANJJ8ZmW5t8MrlsrCPBCIEaDpNqRkHpu5ZiLKxsQGn04mamsqU0EgkIgyuZmFpB3gvBMt0rNo5kNEplUoCLigj47WwnSKlLXzHvGaCKjpqDdSp5dTBN6Ujmm3WGQCCDV2LUV9fL/pO/i5tDQ/aNLLfXM8MHnTQoxkmPjvtBOmcdZGT/owOSHTaWjvMuro6adHI7z98+DDW19cl3U/bTPtYLFYKktn+kfv3yJEjmJ+fR319vWR2rl+/jjt37uATn/gEkskklpeXD2RkaAN7enrw2muv4WMf+xii0Shqa2tx7do1PPDAA+jv78err74qg1cYrPN6ONXPaKy0dGPHDK59tiMLBAK4evWq6I4feOAB7O3tybhvZi5zuRzi8bg853Q6jY2NDQwODuLOnTtwuVx455130N7eLh2MIpEIHnroIXzzm9+UTh8MGpxOJwKBAIrFIiYnJ9HV1QWDwSATUVlkSBlZuVypzyFrD+BAISHBtpYR0GZwnLbeF6zvMJlMsNvtCIVCKJfLEiwAkJaTtKP8/MbGhoBMrhkOZKGenbaEEsVyuTIanARMa2urBAzMnjocDhgMBvl9SvTq6upkABgDesp/dFZGg2YGdHqfcX9qW0a2mOuZn+Eep61gBqdYLEoBNfebgYz1XgAAIABJREFUDmb0HtUkAu09C9L5bmi/d3d3ZYKjrgXjeYiH9KGBrv6sDuJpm6vlcbxnDdJpU/k7+ue0K9z7XIe6oxafn6690NprnW3T5MH7jPR7HJ///OdfbG5uhtFoFFaQC5GRHNPLZIA1OCKjoBkWRt9aIE/wTIfJhcOXzAXJjQfsR1CM7hllM+3IVj1cUASk1LJRy7ywsICdnR1EIhEsLCxgamoK5XIZ165dQ3d3N/b29nDo0CGEQiEcPXoUkUgEs7Oz2NzcxPDwsBTMUcPG3p5kS7noH374YQGX+lnoCNhkMglQYc9R6gUBoK2tDS6XC8PDw8jn87h37x4efPBBMfoNDQ04efIkZmdnhYne2dnBo48+iq9+9avo6+vD1772NWGfZmdn8Xu/93tobm7GjRs3sLS0hI2NDaRSKczOzkrbomw2i7a2NjzyyCOShuWgklwuh0OHDuHkyZPo7OzE9vY2rl+/jqtXr6K7u1vWC6UJLS0tyGazYjB+8pOfSDADVHp96+4JZPRYQEknmMvl4PV6hTnVxoVrjoaJwRgBLACZ5Od2u7G+vo5MJgOr1YqFhQXJMOzu7soQga6uLpGMOJ1OAZFcS2azWVrl0WlShkEDC0AyIzTINMBc1yywpKSBLCUDO4PBIGy4ZhWMRqOk5rV8Adgf1lJXVycOmkCEbDjBnGaGWfDLzITJZJLhHQxOOAiIAJmOUTO6Oh1J26Ar3bm3aciZqq5mx5nK55rSkjA6OS03IxhmT20yZQSnzKppZ6nBq14vXFO0KQSd+llTZkBZydbWFqxWK4B9zTSDBp3OJsihHaxmw4CDqVQ6Mdpank+fl0CFIE07PLfbDbfbjdXV1QOSHdpgPsutrS0Z1uPz+SRIisViEsgeP35cWkBOTk5iZGQEt2/fxp//+Z9jcXFRBkh1dHQgk8mIltLtdqOxsREXLlzA2bNnUSgU0NLSIvraxsZGWVPU7zscDpG8kXwpFAqIxWJyXexfvLa2hq2tLXi9XphMJiwtLcnQlGKxKD3qW1tbcfv2bdTX1yMcDuPo0aMYGRnBT3/6UzgcDvh8PtTX10u70r29PdFE832QlWaLUofDga6uLule4vf7kclkYLPZ4HQ6RX/N9V5bW4t0Oo3W1lZhfmtqajA1NSV9mgHIvuL71FKu6jVI2QkzRtzblDzSBtC3cDQ1M3Gbm5uw2WzS8aW5ufnAYBa+j1QqJW1JWffD4slsNotyuYxEIiH9kUlk0TZQPsP9RozBdU+yjJklPnOCUc2ck5nnfqHP4TkIFvn9ZMI1puDz1Ec1uGWwpyVrfL4k3gjk+V5oU7Usg5/RQYImRfh5zWgzw0ibrIsPdd0KfR7BO6+Bz4VBnsfj+bniSNpQzcxrTEcbw39nhu59IP0eB7t2cNEw+gcqm4CFOWSB6FzoLHT/Qi4IAgc6IS4+so104NwofLFcVFwcdHZcyFqjCFQACRvOa10iI2Ve98jIyAEw9fTTT+P3f//3EQwGMT4+jng8Lgzx8vIyrFYr/H4/VldXZdhHLpfD9PS0bOpMJnOgt6fVahXgR+dNtplsKNOUbrcbCwsL8hxaW1sxNTWFtrY26SFL9sbr9WJ2dhbt7e04e/YsvvOd78BgMKC5uRmDg4PCbrP/6cDAAP7mb/4GoVAIw8PD+MEPfoDPfe5zGBsbQzgchtlslnZ+165dg9FY6ava29uL9vZ2zMzMYHl5GbW1tQgGgxgcHERzczMuXLiAfD6Pn/70pzIspru7G8B+UQJBDVl+oBJMPP7446LlY2Rss9mEPTQY9jX0BMVkZ5naJ6jTxWFkEcnAbW5uSrvA+vp6dHV1iaTlzJkziMViWF5eRjQaRSaTOQCS2NuYICQUCkk1PZmJWCwmzpRAigCFgFin82gM6SD0s6IDosRJF8xoZpN7h39nkWChUBBnpplGFgpRx8eiTN0DngCOoEmDeQa5dIYEa1qLSIdJsKuZb505AiB2QrNiBLvc23SutBns5qFZIn6PDq71kBjN9GndMn+X59bstWZf9DUSpOvnYjKZDnRJ0My8HrDA82qWqDp44cF705psHnRu2rnz/NUtrHQgQ7tJeRr11Dy4PiwWC0KhEBoaGmS4xvj4OCKRCHp7e2UK4COPPAKbzYY7d+5Ieziu0aWlJWxtbeHw4cNYWFhALpfD7u6uZKni8bh04CmXy/B4PCKN0++J4InrYnl5WXyD3+9HIpGQ7kf19fXSLQMAfD4fNjc3xe4mEgnkcjm0tLTAaDQiEomgu7sbhUIB165dw3PPPQcAuHTpEv7yL/8Sd+7cEXlUMplEd3c36uvrMTo6KtkHsprMorF2xmisdFPi/qCPmZ+fh8FgkACLoKZUKol8zGKxYHJyUgqZuRd0RxcAB+pJ+DkGegRW9BlcW1xXLPDnGo3FYujt7cXW1hY2NjZQW1uLRCKBzs5O8d1bW1uSccnn88hmswd8/MDAgAxuaWxsREtLC86cOYNEIiEZPY4o136B71MznLxW2j8tc+D60G3cdOtQ2hudoWbwu729LZr7avCog1LuS/13+iwG1Pp3SYpwH9I+6sCd98k9q98bz8Xr58940Bdyv3JdUS5H/6D9C+9RF25rQM96HdpJ/TvM/jMw0MEC7RLvietjdXX1VwLSBm7y/y6H3W4vHzt2TKIeblAdQdIxEmwXi0VpEaXTdBaLBalUCna7Xfr76s3Nl83WS5RhUJqhwQiwr4HUfWuZetbasUQigY6ODukTTaeZyWSQTCYRj8clBeXz+XD06FHR0wWDQczPzwsIJsOzuroqXUaASmQ7NDQkgC2VSkl6z+FwiGyA7fu4oXUxJHtXFwoF6VHMtOHExAR+8pOfoK2tDU6nEz6fD/l8HmtraygUChgcHMTo6CgOHTqEmpoaSb3t7OxgbW0NDQ0N+OhHP4rFxUW89tpraGlpka4jAPCP//iP+MAHPoDz58/j1KlTePvtt/HFL35RDIDdbsenP/1pjI+PywAbk6miDd7b20Nvb69MEayrq8Pw8DA2NzcxNjZ2wADFYjEp3uRBUMB1oKN8bnYCOBYUVRdFEBwwGNO6wnw+Lz27gUp3Aq7Nvb09aa1F0Lmzs4PBwUHs7OyIo2SxTrFYlBZorPo/duwYZmZmEAgE4PF4JODiOUulkmjVCQo0m0Lgw79T4kADzhS+Tm9yL2jGVBe+8NnQyHLfaLaFrbSYOicrSqfDwhwCNq0zpmaORl07dP4+HTjfPY2y7iTCeyLQ02wwDT5BYaFQEFBKZ0FnpuUQXFPVaXH9vMl4bmxsSFHb5uamBB88N7sfsMMANd/8Xs048/P8OdcYtfFMkxJ07ezsyHqgnlVLGnjvGpTTXujUNZ+b3gdaSkIGLZvNCnACgNbWVvz4xz9Gf3+/tDrT2YpSqdLlKJFIiONlGpw2dWxsDADwqU99CoVCQfqn06HPzMxIe0mHw4HV1VUUCgX4fD4hT3Z2dhCLxZBKpUS+pQvwmFkg22iz2ZBOp2VCoNvtFg0wGVGTySTaacqhqBe22Wwwm81SiH358mUcOXIEzc3NCIfDSCaTOH36NH7wgx/g2Wefxb/927+hu7sby8vLOHr0KNxuN+rq6rC4uIg333wTgUAAQ0NDUsC9vLwsHTGWl5fR1NSEoaEhTExMoFAooL+/H0ajEevr6wf0rpQuEgRpO6aDZb57DdDod3WBmz73/XAL1wbb0rGv9/b2tvSvNpvNIqNxOp3SHpD3yuAzk8lIpw9mvRKJBI4cOYJ4PC7TDG02m3wXSTUGgQy0NQgkUVEsFsWvc23RvrHwWtcm6IMZTZ0V176H9gfAAYDMFob0KbRZhULhwHvRWTXuQf3OuIY1aKZ9tdvtYlf4HSSLNPvO90VmndiHz4kHr7+6GLH6vdMv8vr5PXV1dchkMtJliwQOs3pABdyzDS33Ov3QrVu3kM1mf3ERFP4bAmmbzVY+derUgfY4uhsGFwCr9jm2m06Zwy3IYrG4jufhJqDR0ykVSjE0Y0P9ZKFQkFQZFyhZODaD16nyfD4vBp0HN7DFYoHH45Fom72nmU70+/2yiXO5HLa3t/HAAw/g3r17Aqw7OztFP+x0OhGLxdDY2IiOjg5MTU3B4XDIGGoN+EymSjs2FuP19fXh9u3botW9desWfD6f6NOZqkylUtjY2MDx48cRDocxNzeHwcFBMTLj4+M4f/48Ojs78frrr0u7uFu3buH8+fMYGhrCt771LbjdbvzoRz9CZ2cnTp06haNHj+Ktt95CNptFJpNBJpPBJz7xCfT29uLSpUtob2+X66W04Y033sDg4KCAgN3dXTzzzDOYmppCJBJBIpGQe2VrKP0etIHRP9N6Ld3TVEf82sjw93iwOttorAzCaW9vFyaV43P7+/vhcDgwOTl5YBhJJBKRIlQaRfbJJKAIBoPI5XLY29vD6uqqDLdpbW3F4uKipJJpdHSKnftFH0w7kg2gDEnLo2g46Uj5dwYBTIvTAVazvZoR0ewHgwUGKfqgI9IGU7d/4/fq/yfw1g5HpwB5v/xOOmXuexbRUcpC8MgCJUpm+HzoWHQ/Zz4zs9kswTiDWX5fuVyWeyZ4ZhDC7+M12mw2OQ/XHMGABur6u8kiUlfM7ArfrQ4GeZ1ktn6ZU9S2Ud8z+yyTnDCbzdKOUdvKvb09GTLldrsPjAFnpoSgiuwiByaxjejRo0exubmJlpYWFAoFvPbaa/jUpz6FqakpRKNRGVq1srIiOuREIoF0Oo1gMCjPNZvNIhAIYGlpSYIPDp5hYa/H44HRaMSNGzdw/PhxkVoAlU4STU1NqK+vFxKiu7sbFosF8/PzWF1dhd/vR0NDg3Tf4Lhyl8uFZDKJZDKJQqGAD3zgA3jllVfwwgsv4OrVqzJM6amnnsLFixfR19cHh8OB6elpeL1etLS0YHp6Gi0tLYjFYojFYvB6vTCbK5MJA4GA+Eu2F+RIdi3pI/PKvartn2Ym9bvX+4pkV7VcSq8xrlvakXK5jFwuB5fLhVKpUoTPabuNjY0yndBsNiORSBzoeGG1WhGNRqW94dLSkhBhFotF3ivnFFBuaTQapZBUg03aEL3m6fe5r+LxOLxe7wFGVNup+wUN1YEJP6eP9/IjmqSoJj1IJBSLB5skVEvZNIGhg1yeXxMoGueQbGOgrG0cSQCdhdLEiv6T919t/0lU0U6bTJWhW263+0A2mJ/X10hfxroR2vTR0dFfCUj/t5R2dHZ2itNjakEzXXSgTH/TGFDDQ2dIJ2S1Wg9ow+hkzGazFBboXq8szCMjCEAiUDokfh91lHS0LFKpq6vD6uoqnE6npOLp5Kg1np6exvj4ODY2NpBIJPDggw8iHo+jWCxifX1dAoDm5ma8/vrrOHr0KFZWVnDs2DHMz8+LNGJrawt+vx+pVErSJiwuIfDn/e/t7aG/vx9msxmNjY1Ip9OYnp4W5pVgwmw2S8s2m82G0dFRPPjgg/j2t7+Nzc1NGa/tdruRTqfR1dWFhoYGLC4uoru7G2+++SaMRiM+9KEPIRKJIJ/PY3NzE2+++SYA4IknnpD0WzQaxcsvv4xQKISOjg5MTEwgGAyivb0d3//+9zEzM4NSqVKE+KEPfUg21traGoLBoKT4WlpacOHChQOV4tpB8qg2atU/04yBZq5/2aGdjd1uF8lFa2srHn74YSlAunPnDra3t4WRYXBkMpkwODh4IJXc3NyMTCYjgRW1yq2trZiYmMDW1hYikYgMkeB7ZfcLGjTuGYJgBprMxNDA8l7J1PCedHpRg0dKK8hWkcmkkSf4JqDl9ZAZ1GliXls1o0I7QB1eTc1+72sCd14jv4fgm4yKThXSeXI/6OJH3juzV7rPK9P9fEYMnBkga8aG90N7wWdDO1Y9tY1MlJZc6Oeh06R0esB+mzGtXaUd5DvUjDywn1mjPEnbBy1vq17z1alhvlfK7xjsMAvGd8vx7fyuU6dOyRhuZhqpW6V8ym63S299m82GpaUl2Gw2uFwuZDIZ1NbWYnp6GsePH8fXvvY1ZDIZzMzM4OGHH5Z3eu7cOQD7YIiMMgPrra0tlMvlA2uwqakJmUxG9K0rKytSQNfY2ChtMClDcTgcMnV1dnYWRqNRituGhoZkVHjg3eLA2trK0JX19XUMDAwAgHyfHlPe0dEhLe5aW1sRjUbR09ODaDQqko9UKoVIJIK+vj5ks1kBJHzOnNw6PDyMnp4e6RjFdXk/YuC9bJ2WAWiJTzWQ1JIEfXAfEwiTZV9bW5NrZgBLH8nzs2CQUxDpv8vlshSwUsLHPUTZjR7aojMsWvJGMEpZht57zFRo7XG17Klac1wtS9DgUGfqNFCkjdHn5jPW75RSDq0x5t7XMgr+riaAyPYyi8BrYU0XgxIGSyRgmH3nd/EeGTRTmlFtP7Scks+P5A3vUXc44vfQztM+kUHns9DPem1t7X1px/0Ou91ePnHihDgIGj4AB5yITp/o9DLb2/BF0akAEFBFsEMWi46Imidu0FQqJQUUwH6lLDea1vNoTSBTyH6/XwY4kBEGIKleMmtkzhkRut1uGRbA9DINcTgcxsrKCvr6+uDz+TA+Pn6A1TEajeju7sbMzIxMC2RkqPWN7D/NjTYwMIBUKiWGjuBoYmJCJCUrKys4fPgw9vb24PF4EIlEUF9fj+PHj2NpaQmpVArXrl3D3t4eXnjhBWQyGdy7dw8ulwvd3d1oamrCT3/6UySTSXziE59AoVDA2NiYSDTGxsbgcDjw0EMP4bd/+7fx0Y9+FKFQCK2trejt7cXjjz+OpaUl3LlzB8ViURihQqEy6CYajcpQAq09e68U3H/FYTAYMDU1hdbWVtF1UuLBLieUIm1sbOD69euw2WxoaWkBUOkO0tXVJRIN9mZmNA5UsjEnTpxANBpFMBjE3NycDHNxOBxSHEKQrAEkDZ9mZHhwrWgwCEA0pfyP7AGNrmaCtUFlEKqNM89BppegmXsI2B9ewPMA+xpNMiUs8GGxsM42kenVRTfamOtrJMhklwCn0yn/TmaGcgoCNAJHSjAIysn80NjrYkbeVy6XO1Bcx+uoBiWaadbsVD6fl2vRoJbPlNeg9ZQ68NCEBCUi2l7q7+bnuIY0QNI/Z5aNLc1qaiodVoAKSCTrzf3BTJLH45HhI/xespy1tbUy0IX/trGxAYulMq1vZWVFij53d3dx5swZ7O7u4vbt27BarQgGg9jb28OxY8dw8eJFdHd3I5FIwOFwIBqNivSJ65IsOIvFQqEQLBYL4vE4uru7pRc+A5Senh6sr6+jpqYGXq8XKysrsFgs6OrqEsCyvLwsUqPa2lokk0n5f0q1yM4fPXoUFy5cwNTUFL7//e/j1VdfFZ10uVyWYsm7d+/iiSeewOLionSlcDgcInOMRCISHBQKBSFZKKEgoPpVUvK/rqNcruh5vV6vdD2y2WxIJpNoamqSSYvMQpEBpSba4/FIYTbbehITsLaJxMHs7CyGh4dF7mIyVboURSIRIaY088o1qYEtsA9idYBKYErAD+DA89N7VJ9by+i0LdYsLQE87UZ1lovn0BIOfVRLzaqvR+9hHTzRBtLO8ly0B2yJy8BfT48l2OZ+JmbT9lffv35eOhjg5xjg8J6Jm4jvNJHB45133kEul3ufka4+Pve5z73IojHdzoUOQS9GGlGmisiy6IIXGjWmWAHIy66ONPlCOQCDC49Mgo5e9aLUKQyCJ25WGgWt7eHCYNVvJpORDeRyuWSKIHtnTk9Pw2KxSOp/Y2MDt27dgsVikXHWTNVFIhGUSiU4nU7pK8q0Pe+B7Dgr0nd3d5HJZHD79m2JFm/duiWjdyORCM6fP4+enh4AQFdXF6anp5FKpRAMBnH16lU0NDTg9u3bOHfuHI4fP45UKoVwOIzu7m5cuXJFJAB//dd/jbfffhuJRALXrl3DW2+9hYmJCYyOjqJcLuNv//Zv8ZnPfAahUAiHDh2C2+3Gn/7pn+K1117DxYsXMTExAZvNhtbWVkxOTiIUCiEQCEgqz+/3i6Gg0flV2OT/7EHjkkgk8OyzzyIUCiESicighmeffRYTExMol8tIJpPIZDJobGxEf3+/yG9YZJVMJlEqlUTmQ+0+O0uUy2WEw2EYjUbcvn0b6XRanBDZHBo3u90u8hZgfziL1sRp6YouwtHsKH9G46m7NOhCF+5Rfp7nI5ADIK3+WMTJn1ML3NDQINdEA8z9QeaYchddSMT/GPwyuCSLzr1H0M29QQfEe6ajIhtDsEwjrm2AZpFoD7TcBDjYzYVBKZ8X75mf0/pkgjqdOtXrjefg9+qUNLNizJYxWNHFUGSRuQ4IYsj68X3qe9EFPxrE6+8tFAoHimV5bhINzADE43FZL3w/lOvt7OzA7/eLLZuYmEBnZ6e8193dXbS1teHGjRv44he/iOvXryOfr/QUTqVSCLxbl3Dz5k2RUvAZkp0mKOZ+yeVyQqxQggFAdN4bGxsivYrFYmhvb0c4HEZnZyfa2towNzcHs9mMcDiM6elpBINBJBIJJBIJCRxKpRJcLhfS6TSGhoaQTCZRLBbxzW9+E88884xkJ6kZjsfjIhX75Cc/ibm5OcnWhEIhPPbYY6ipqcFbb72F4eFhmM1mIXCAynAvZnQACMjRgdx/9cEsGWtqSCLV19cLkUL7RPkA105jYyNSqZQUJ7KvOu0SP09G2+VySWBI4oFFf0ajUfwua5eYmdNZFh3IM3DX2Tk+R5IIOpvzi4ITfl81KCZ4576rlhjq/ccsn64vAQ4OGtPAnwQar11ntzQxoiUitBuFQkGCbV2Pwvsul8si56sedKXBviYu9TPWxI62weyIRptKZQCzg7pb26+VkTYYDP87gOMATgDoBrBULpcD9/mcBcALAJ4FcBSAD0AYwFUAf10ulyeqPh8AsPAeX3u3XC4/cJ/vOAPgJQBnAJQBXAbwF+Vy+eYvvRHsa6SrI6tqFpkLmpElF/b29jacTqc4WLJuerHoXq1cBEz/MKoCDgJunp+Ok8BeH/y5BheaoeGAEwDSNqxUKuHMmTPI5XIyapsV+rFYDC0tLcjn81hcXITH40E2m5VRqZSvOBwOzMzMwO12i8NkukZry61Wq7RKstlsMJlMAvbM5krrunA4jNOnT+Py5csIvKu1s1gseP3113H8+HGsra2htrYW/f39aG5uFt3z+Pg4AoEAjh07hj/5kz/Bv/zLv+Dv//7vYbPZ4PP5sLq6inPnzmFrawtHjx5FPp/HW2+9heXlZeTzeZw8eRJPPvkkXnrpJRw/fhxtbW1IpVLCaP/Gb/wGFhcXMTk5iXK5jObmZrS0tEiR5tLSEnp6erC9vY35+XkcOnToABNfrW/7dRw6sq+vr8fU1JQ4f4vFgra2NszMzIjO2e/349KlS/jwhz+Mnp4eLC8vw2w2C0tWLBbl+QKQyZZ2u136y5ZKJUnhOp1OKbhJJBIyXpkAiKw99dl0QBqcESxqJoY6Nl1YpxkFnltnf/Ra517b2dkRx6f3MtsbejwecUT8fQCi2ea98Gfcu7rAU+85anKrdYP6/3XBIa+VDomON5PJAICwzm63W/Sn7HFNcE1gbzQaRdOsJWB8NmRsabv4PhgksRhaOzsGE9q26L8T/BFUaOZKP29qk3WfV6bDdeEgZWI8t9bwk3liFlBr6at19ZTW8VpJJDCLyPPV1dXhxo0bUgzHYlnacY4H93q9+MY3voFAICDvmCRCY2Mjpqam0NHRIffa1NSEYnF/aiFQyUZSu60P+ohyuSysdE1NjdScJJNJpFIpKQZOp9Noa2sTmcTJkycxOjoKj8cj7du4N6anp9HV1YVYLCbTZR999FHYbDb88Ic/RDAYhM1mw5UrV3DmzBnE43EAkF7JhUIBk5OTWFpawvHjxzE7O4tEIoGTJ0/KO7x58yZGRkaE3V9cXEQ4HMaxY8fkmSwtLcFut8Nms0kR3n/1oZlPDpRhbc/y8jKam5vhcrmQSCSwu7sLt9uNmZkZWCwWGfi1vb2Nzc1NdHR0IJlMSvANQIAVC9KYuTaZTKLXZwEoC0ZzuZxck5aP8dDglgSaBsk6e0dMoYkGzazq3sskzrhHNJHG79e1FOzdTWKAoJHfSZ8OHKzRud/Ba+B1EstUM8TaZzCwJNYBIISg7srEfc+MevWQG/7e7u6u1LHRn/A7dEGytn1kwWlLgX1mXhNj169f/5UY6V8VSJcBJAHcQAVMZ98DSA8AmABwCcAPAawBCAL4NAArgKfK5fKP1ecDqADpfwPwrarTpcvl8nerzn8WwE8AhAB88d0f/68AmgE8WC6Xb/+ye7HZbOWTJ08C2E9pMgJjylpT/OyAUCqVDuiggMpm40biyyA7C+DnekFXR3cEYlwcOorXDJjD4ZAFqJktl8uFbDaL3d1dSQ/zfdrtdumf3NzcDLPZjN7eXrz55psyVIVAhT1VOSI1Go3iyJEjuHXrFhKJBPr7+yU9TWfJdB8dJiNZLnr242SQQmaa1+n3+/HDH/4QHo8HADA0NIQbN26gVCrh0KFDyOfzuHDhAv74j/8YW1tbSCaT+O53vytV6tQFsisIr4taRpvNJsMEzpw5A6PRiK9//etcA/j4xz+O7e1t5PN5OJ1O3L59WzZlZ2cnLl++jHy+MtDmj/7oj3Dr1i2MjIzg+vXrWF9fBwDZ+P9/sC8GgwGpVApApfNJV1cX7HY7wuEwxsbGMDAwIH23WXgUiUQQjUaF2aKBY9/WyclJnDhxQtYYZUJcf+l0GuVyGX6/HyaTSXrHAhCnwsBJa3q1bk8zCASyBJ1MEZPd4mcoyWBRHPcPmQIGLnQWeg8TCFezrJqh1ZkeAMJMaHCvs0IEZdT2Awcr3nWxD0G+DoJ1Jw+tleSfBM3UtQP7kjHNbNOW8DkWi0UpZKSci5rN6sJP6gd3dnZEY2w0GkUnCEAcL22ItjXVRV46yCMTDBwcC0xnx8CfLDTfiyYstDRGP1+2t7dGAAAgAElEQVSSDbwGDa4ByDCTbDYrv6/lKQBkzDUZ5fr6elgsFhntvLGxAa/Xi3A4jL29Pdjtdni9XpFe+Hw+ISU4QKVYLGJ6eho2m01GjDc0NEhhrF7H7KRCME2SxWAwiMSPvZIzmQyefPJJXLhwAfX19Zibm8MTTzyBbDaLhYUFySqNjY1heHgYALC+vo6WlhZcuXJFCh4p2XryyScxMzODTCYDl8sldTW7u7vCXA8ODmJtbQ2bm5tYXl5Gf38/isUiEokERkZGJNg2m83SLSgcDiMej6O9vR2rq6sYGBiQND3fw38FucC1wT1MkoHSF2beOjs7sbq6KsQAfTdHkptMJilYpR0PhUJwOByoqalBOByWke3ce2x1yL7TJDB2dnbQ3t6OeDx+YPgaW+5pna5mpqklru5mAewPtOFndF0EcYDO5miGVksf9J7S+4ygkTZXEwLV10Lbrt8pbSJ/R2f2tdRDA+rqa38vKZf+GbPbzJ5X+1naRF4Lr52BkC5y1DM8aA+3trZEbqftEm3PzZs3f61AOlgul+ff/fsdAI3vAaTdADqq2WGDwXAYwBiA2+Vy+aT6eQAVIP1/lsvlF3+F67gGYADAYLlcDr37szZUwPuVcrn8xC87BxlpRvXsIamrgqvbw5BVogaMC5sbiuwPDy5eMlzVnyUoJdDWcgimqDUg4ALTzpwsdCQSkUVEBqn8rgabE8DY7F8bSW5y6gIBSNP6hoYGXLlyBSdOnMDm5iaSySRsNptoIVmdTT03f0apDB0V22FtbW0hnU4LE8B2ey0tLRKVh8NhDA8PSz/T2tpaPPfcc3jzzTfR3NyMM2fO4MaNG+L87XY7EokErFYrYrEY5ufnpVtJLpdDe3s7EokEXnjhBbz++us4d+4camtrsb6+jsHBQYyNjR0YaTszM4PHH38cpVIJ4+PjKJVKmJ2dRSaTwenTp1EoFBCJRMR5DAwMyFQ0vtNf90GZAA1oTU2NsFjb29s4duwYXnnlFTz00EOor6+XokEWGb7zzjuS9nU4HKirq0NLSwtGRkZw5coVZLNZlEqVYSN0GPzORCIBu92OmpoaYaIXFhZQKpXQ19cnICidTovGmUNmmNZkXUB1ZkUbOQJBzXIS0G1sbKChoeHndMLcowQ3wH6akiwvpVP6u5lmBfaBNbDfXYIsMpl1g8EgYFZrDDVzxP/XTJPOFvF7NWNDsMGDNoYpYZ3OBPZ1hPz3+527OjjguuSa4H6lIzIajZICJ6OtnS4Bgg4SdFpZa9gZONBJ6iCGdoD3WZ12pjOv1lcykNCFYjotzMyYZpH0M+E6MJvNOHbsmLRuY7/6xsZG3Lt3D83NzTCZTJifn4fP55OAra2tDXt7e8jlciiVSgiHwwgEAjCbzYhGo/D5fFhaWoLb7T7QJpXAnJMU2fqOxU2ciMrn2NDQIDpm2qL19XXZFxaLRcBuoVAZ1JJOp4VlZ31EoVAQ3S8lfaVSCYuLi6ivr5e9zOK51dVVeL1erK6uwuPxSCenZDKJpaUlAMDg4KDMIrDZbMjn85L18Hg8Ar4YKDFwoH+5H/D5dR0ET8yYmEwm0ZNPTk7i7NmzuHjxItrb22GxWLC6ugqXy4WGhgaZHJvJZKTLisFgwOXLl/G7v/u7MjKezGwkEkFra6vY2FwuB4/HI76b8izNaJN4o3SBDQfu17ZO12OxAJHPj+taS9T0emdQx/3IQ2ekuC9Y40V5nt7bOtOmwT3/TctONNDU71fvX35es+kE4lq6wWvmswT2QTWvh/U77OtOUEy7TbxDu81rpC2kHeLniZ/C4bBgFdoMPlvu518VSP+8qvw+B0H0r/C5xP0kFuVy+R6AOwB+TqrBw2AwWAwGQ8Mv+PdeAKcAvEoQ/e65QwBeBfAhg8Hg/2XXyIgEqLDNBLs6fcp/AyovlcMsWCRHp8bFqnWdLFRkdMRJSgTWXBhMMdbX18t3AhVn09TUBJ/PJw6IIIWbDKhsTEbEvBZW7/P7k8mkVB9ns1m4XC4pMGxqaoLT6ZQitGKxMkWL0o+hoSGUSiVhdmpqag6M5yXjYjQaZewup+ft7Ozg7t27MBgMiEQiMBqN0h2C1z84OChs0o0bNzAwMACbzYb29nbU19fj4x//OFKpFFZXV7G4uIivfvWrwvjkcjm8+eabmJqawr179/DYY4/hr/7qr/Dss8/ixIkTePTRR/Hcc89hcnIS3/rWt+B0OrGwsIC5uTnY7XZ8+ctfRnNzM2pqarC8vIxsNouenh7cvXsXd+7cwdzcHNra2tDR0YG/+Iu/kECAzu7555/HkSNHfo6J/XUfzEhQh9rR0SHDF86fP4/5+XkBsYlEAs3Nzdjb28PY2Jiw+2fPnsVHPvIR/OZv/iaGhoawurqK27dvY2dnB729vbBarTCbzfD5fEgmk5J2P3HiBBwOB7xerwzAcblcCAQCBzplsL+swWCQFDsNKsEpgUO5vD+hj/uGwRfZAs04cl+wFoCsUKlUkr7fNIQEu2Rc2Z2BembuXS25IvDT8hOCF4JiAiX+HiVLdNzAzxcskh0iY8TPUndNp0J7wftg6j2VSkmQR0kOAIRCITmP/lPXdfDnlF9x8A+dGIvz6PStVqtoXMkSMYDQEhISDzw3751OmewvAHmWdEZ8Fjx0GrtaO8qfkTXngB0dKDDdrplzZjD08+CanJiYQCQSEclMOp1GPB6Hy+VCMBiU4SIEBaz/oISEhWzs9GM0GqXLBYEBuzXF4/ED90QA3dTUJACbrdTo4G02mzxvjjG3Wq0y8bC1tRXb29vI5XKYmZnB2bNnMTU1JV2VqBHW74N1MZubmzh06BAMhkpNzPz8PAKBAFZWVlBXVwePx4PGxkYsLi4iHo9jamoKZrMZXq8XMzMzMJvN6OvrQz6fl9kFw8PDyGQy6OrqwszMDADA7XbjZz/7mfzufyWI5hoiAWAwGKSlIIMXAmEGrBw2dezYMSEiotEogMoQHJfLhba2NtGUu1wuCfDZuQmorO3Ozk4AlWDV6/WKdKBc3i/s43qkfExnx2h3uE4YsPLnuusHwaYOWLjeWQTJ8/DfeA7aXNoYzQjz3RBkA/t7UTPkGuzz33TWh9iHAT4AIf342WpboTMVrFfQWWWeg880n89jaWlJAg0Cebapa2xsRCaTOZDFr84S8zto43Z2dtDc3CzSUsphtEb9f2b9/k937fhFjPQv+B0jgFUA+XK53KV+HkCFkd5ARfphePdz/wjgpXK5vKs++3EA/w+APyqXy/931fn/CMCXADxbLpe/94uuxWazlUdGRkTcTjZID4fggtUvQ4NjMmmaidZsC9lkneIlMNCAmIuEn+O1AJCNw4p1ghItB+HCq62tFcBrtVoFTOfzeXR1dSGZTCIajUplNhl4DjlxOp3CNFgsFszNzYl8oqurC6FQCD6fT7TDrHZlP00WVHE0OUfITk9Pw2AwwOv1Ynl5WdJoNCpkKwcHBwFAwFc0GoXFYsHCwoJoCp966imsra1hfn5e3kc4HIbD4ZCRr2ReP/rRj6K3txf/8A//gO7ubrz22mvyveFwWJjtF154Aaurq6JLTKfTeOuttwAAjz/+OPx+P/793/9dpCHRaBRHjx6VaYIMdDo6OiQFrXVv/9mDG7+xsRHvvPMOwuEwHnnkEen+wKwDQRdQYbhCoRAmJyfxwAMPoLu7G+l0WiQ37EN76tQprK+vIxaLwePxiCHJ5/NYWFhAXV0dZmdnpe0fdWgsStQTuBhMkCkm0NIt5GjwdbEhf5f7RTsdGnzuBd1tofrQ8gOy11rrx+skkOJ33o/t0YEu1ySdCgG0ZlXpYPV5+FndRk6nM1mwTOlQIpGQPcxr5zPUBdH19fUiZ+FzASCMFIE6r4+ZLgJa/qfZK7LKdJ78Xv7J7Fu1c9aaaW0r+VwopdCaSf4uv++9tKJaZkMwpFP5vD9Kg+jEeU1cjwQGdXV12NjYkGEsPp9P+v/zWYbDYQF/NTU1Ui/C1pbpdBqPPvooxsfHpSWnzWZDOBxGsVjE7OwsTpw4gUwmA6/Xi4WFBXR0dMBisUgbyMbGRiwsLMBiscgAlM7OTqmdIdNGzTnZZofDgYaGBiESXC4XIpEIFhcXYTKZ0NnZiZ2dHSQSCbGXiURCfBalKuFwGL29vUgkEpiamsIjjzyCu3fvwmw2Y2NjAz6fDw6HA1euXIHf75cpix6PB/39/XjllVfQ19cHi8WCQCAg/a0ZjLKYsrW1VfYf95FmN/+zB32M1+vFxMQE3G63PEvKNebn5zE4OCiZYPYT3tzcxOrqqvhGFmmy40o4HMbW1hZ6enrQ3t4u/cHn5uYQi8VgNlda2vJ7SQYA+/IFvb8IWrmuaad1EMggl3tN2zmddeHe0XZJs9I62OTnqlne6owQgznuMb3fdV0KM0TVveer5Vi0KbwPncHSUhMdSFTbDPb2bmpqkjVF0K5BuMZnOkhgASXfCf0QwTGJUx76+dGPkSz6tUo7DvzC/zcg/b+gomn+v8rl8v+hft6JCmj+NoAlAF4AHwXwBICLqGiqi+9+9n8D8DcAni6Xyxeqzv80gO8B+FS5XP7Sfb7/fwD4HwBQV1d34gMf+IAAn62tLWGgyLySLQb22SU+aMonOMGHm4cMCoFDPr/fbgs4WDFPhw5ANIpMVQP72m0ywnRc+lqAg9ITrQFdX1+H1+uV9CILC2jk19bWYLfbUSqV0NbWhpWVFQAV5q+pqUm+k2lNjtgeGRnB+vo6LBaLaNIIwlZWVqRlU1NTE6LRqBT40KhTj8zCOY67pfYskUigra0NAwMDuHTpEmw2G/r7+3H16lXcvHkTv/VbvyU6xubmZgwPD4tEg631PB4PPvjBDyIWi2F1dRWJRAKzs7Po6OjA4cOHYbPZUF9fj3/+53/GRz7yEfzoRz+Cx+NBc3Mz3G43wuGwFKpEo1Hkcjmsr69jdnZW7pWFVR6PB+fPn8fbb799QAP/6zgYZD322GPo6urCV77yFXGKTqdTNJPsJkNJBUfPcpQ80/rJZBIDAwOSLvd6vbh79y7m5+clbWm1WgWAkxmLx+OSzvT7/XJ+Aj4CNdYKMEVmNpsl1abbMWmHYTDsd7Bg2o17zmAwSNqOgFBLI7Q+UAez3Ae0a8ycAAe1ylqPp50Zs1Q00ATm2jGRFacB1hpBLeFggEwHQPaQezibzaK5uVmGE2mNIr+L16jXVnXRJYMMAknNCGtphdFYmZTK2g5+n5Zj0PYQfJKp5mcJULUOU4NckgR0pJod1s5TP/v/l703DY7zvK4GT29AE93oFegN3dgXgiC4U6RImRItS6JtWZG8JOUljp2psUu2J1VT+eFySlOluBLZSX2TpMr54foqTqosx3aNl/EWLZbMUDJFSSS4g1gIoIHG2t1AoxtAAw2gt/nROhcXHSnyN+P8mBm9VSqIQC/v8jz3nnvuuffyd9UFVyzs0rITOnimzWlrtQazGuDzmTidThlwZbVaBRiVSiV0dHQgnU6LM56bm5M2arqWgp9dLBaRSCRw4MAB3Lp1S7obHTlyRAiGmpoahMNh3L5dKd0plSqTFTXbyGEgBJ4syKZWPplMoqmpCWtra5iZmcFHPvIRXLlyBRZLZUiIx+PB3NzcLuAyOzuL7u5urK+v71rTJGR8Pt+uITG5XE7auu3fvx+vvvqqFDkWCpXOCo2NjVI/Qbng3r17kUgkkMlk0NXVJddCoqWxsRFzc3O/V3KB30+bnUql8PLLL6Ovrw+bm5uSYbVYdgZscYqv2+3G0tKS1Jr4/X4JaJitYs/t9vZ2zM3NYWNjA21tbXA6nRgfH0cwGMTCwoLMjuBcCUo4+Jy53ykNY9aYNo0H9wxtji7e03aAn8u9x0NLKTRAJTaoBrSaaaad0g0TCGTJBlcDXv5byzZ04F39Hv0+Brk688R9CuzYfS1L0aw8mXv9fu1LuI9oz0issZ5H178AkCwoAyFm1nSt2e/a/u6/HEgbDIZTAM4DGAVwolwub/4O7/nvAP5nAJ8pl8v/+tbv/jcAXwfwYLlcPl/1+vcD+A2A/7VcLv/Df/bZDoej3NfXJ4DW4/HIQi6VSnJzaeze+nwxBuwnyeiFWk9d5KNb4lHXo0eVMtokmKXOWDtfGnSCEjrKra0tSeeTnWIBBc+REfn999+PH//4x8JKh0IhWK1W6a7BsefAzkjkxcVF0U+Hw2E0NDTg1q1b6O7uFiMN7ER6VqsV4XBYWORCoSDjpLVu2+VyYWlpSQonHQ6H6NOZjjObzchkMujo6EBjYyPu3r0Lr9cLk8mEpaUl2eQejwc/+tGPAABHjhxBqVRCLBaTxvqPPfYYMpmMgL5wOIyRkRHcuHEDf/u3f4vz589jdXVV+mQXCgUcOnRIApyf/exn+OxnP4uf/OQnWF9fx2OPPQa3240333xTUqjz8/PI5/MIBoNy3yKRyC4D8n/34Hqz2WySeioWi8KEUyr00EMP4eLFiwCAa9euSbU9p6EFAgHcuHEDDQ0N8Pv9AqqLxaIEMAAkPQdUgqlHH30U4+PjuHTpEu69995dWQA6BK7b9fV1KdZhFK+1bWT4aNy0RlgbTBp1TlHTYJjsDg0uh6DQmOuUv07hadZGnxMBFmsk+PkExJQpARBHqZlwOg1q9zTbQikE9aJMndKR6Q491PDyWii7oP6XzoHXxSwX2/LRqZCRrdZA6mKacrm8S8vL4TpaJ6m1gXye+tnxGrU+ks9AA3auJZISZMppw8rlnT76drt9V30KwYnD4RC5g9an8zpZTEddo9ZM87PYaYF22mKxSAH2PffcI5MOh4aG0NXVJUwnezqT7DAYDJJ1W11dldaQHO7EiYN6Xa+tre2qP+HgjWQyKcVrdNj19fUyZS+TyYisj+dH0EYA2NzcjOXlZRiNleEs1GDTjq6vrwu4BSpTEjOZDBKJBE6ePIlyuSz9q6kXv3XrFlKplEy6JfM8NjaGPXv2IBQKwel04sqVKzh37hxGR0dFZ3ry5Elcv359VxZkbm4OwWBQpuISaP4/tY8GQ6V/djQaxblz52RMu8fjEZCaTCbx2GOPYWBgAFeuXIHf74fD4UChUEBvby9mZ2dFIuh2u+VZMBBlX/Lq4I8doerr6/Hiiy/C7/cLwaa7ZNC2cAiStnsa+NGm6XuigSawM0hIZ51YmKpb3ur3co/SpjLzRd0292h1QaAmF3hNJAAZtFezwDqbpRlj/ZrqQ59jdYBeKBQES+n6Dd09iPeRUjZeEydK08YQx9En2O32XUw1s5BaW809yPvxu042/P2FiW9zGAyGo6gwxfOoMMnvCqLfOv76rZ8fVr/beOtn7du83lr1mnc9aNwptSCYYJqKDhGopPWYPucDIiDlmFAuQG2AdUqCD5AMHguHmGKmk+P7yLoR5PM/Ro90RtvblZnxnM6zvb2NbDaLEydOYGpqCidPnoTX65Vep5R2UKtM/SlBssfjweHDh1EoFJDJZHDt2jX09fUJu0GjTYDb0tKCVCqFfD6Pubk5kYFwmIHJVBmjzUIQto9aXFwUQO10OuF2u2G329Hb24vt7W1MTk7C4XAgnU7jueeeQ3d3N06fPo1Lly5hbGwMTzzxBE6ePImamhoEAgH09fXh2LFjMmJ8fn4eY2NjeOqppxCJRHDffffhgx/8IGZmZvDCCy/g0qVL+Pd//3c89thjsFqtCIVCcl4PPfQQ8vk8Pv/5z+OrX/0qotEovv/970urqEceeUQ0hy6XSyQqvA/6eLdAlRE31weZWG5sTl4rFiut5t7//vfD6XTCaKyMFuY6OnXqFLxeLywWC4aHhxGJRHDmzBmcPn0aBw8eFMd+584daYVG3TGdvdlshtvtxoULF3Dp0qVdbA6lPjR2BMB1dXW79LrU/FP6RD0zjS3fTwNMFoHrkYCEn6X3EgBZqwR7Gxsb8pOAGdhhF7iXtbEmC0MwSSentcd0GgB2/Y0dUWg/+BreSzoGgkrqVwm6eS3s9MP3aDYZgEi6+Ho6RAJE2hpdXMOAnM7H7/eLU3K5XLuAJrXe+pnQ+erUsgYSOoPAv/H1HFRDAoEZKGYSGLgxSCRYYackZgUIWnO5HLLZ7K6Agt9N4oLOXvf+5nnRwRI8M5C3Wq249957MTw8jDfffBMrKyvo7e3F5OSkAE4GUgwcTCYTZmdnUVNTg/b2dng8HkQiEVgsFoTDYaTTaWH/2M6wUChIT35qMTkYpKamRs5fFxXmcjkZHsW9wemM3CPBYBDJZBIdHR2IRCKYnZ1FOp1GMBhEOp0WOci+ffukz38mk4HdbsepU6ekQHx0dBQvv/wyMpkMpqamUCwW8aEPfQjFYhF9fX1YXFxEIBCQ1LrT6cTKygoOHTokE2mZVZyYmIDP58PS0pL04I/FYjLwhRpaYCcY/l0Btc5WMCh2u914//vfv2sM+vT0tNQwJJNJXLx4Efl8Hn/2Z3+Gzs5OsXPXr1+X4KexsRGdnZ2wWisj7PUwKy0d4v6mP3rttdeE+OGeICjkXqwu1OVParr1HtJ/Zyabtopad2Yg+PlaTsL366JCHtUt+HjQhmqboNltZhy5XwGIfdJMsg6CWVCp+/Qzs6rPm9I3TXTouhLeA76e+1gXgTMTxXVlMpnkmngNBN4kDPTfisWi9FQHIKQSiUraxN+VaP4vA9IGg+EIgJcArAA4W1YFgr/DMQOgCKBB/W7+rZ9Nb/N6/u53+g4CSZvNBrvdLiBBO3GgsumZrmKKlw6GTlCni6mFo0FlhEwwUCgUxBGTSQIgvXq5gQi8DQaDFPfpNCvPjU7M7XaLXq+lpSJBj8ViEsWtra3BbrfD4/FgfX0dCwsLcr5keW02G1pbWxGPx1EoVIoRV1dXsXfvXszMzCCXy2FhYQF2u11Y5FAohKtXrwpY6O7uRjAYlOIabnwaczJH3HDU7TkcDim8ZFRZV1eHQCAAm82GY8eOyRjvo0eP/of7NTk5iYWFBUk9joyMYH5+HltbW7hw4QIGBgbwx3/8x7Db7fjWt76Fs2fP4utf/zo+//nPY2pqCo2NjXj99dcBQLpTzM/P4+WXX8bAwADa29vxrW99C08++STa29tx48YN+P1+HDp0CMFgEHa7HcePH4fH49kV1QPv7jCYzmLkrIvFyOTcuHED4+Pj2LNnD8bHxwW0pVIppNNp1NRUxq7/8Ic/xObmpoxo//Wvf4319XXcuXMHhUIB8/PzGBkZwRtvvCGV5zU1NXC73fD5fJLuDwQCaG5uxpEjR8SR66mcwA7byBZ1lDnodU22V4MyGmkCXIIhglcylNQ0a6fCNcI9ymyNxWKRfr7ca2RnWUBCgKvBGO81uyloKUk2m8X6+vou+RbXHA16NptFqVSSfcbPJ4uj05l0roVCQSZE0jkySKdztFgswqBWF7xQjkYbQQ1vTU2N6L/X1tawsrIiLeGMRiOWl5cBQAJzZsn0+qRWncBfFxtqDTnvczX7pVPGAIQxZ5DItUOWja/R50CywGKxCKAhi0e7R00vg7jq4FUz8mazGcFgUNhBBssApJ3j6uoqbDabpIGZySKgBSo91wcHBzE2NgaLxSIZOLPZjL6+PuTzeSQSCaysrGBwcBB79uzBwMAAPB4PRkZGJAPIjBHXciaTEb22lsSwgwZrZ1jwvri4iGQyiYWFBaytrQlzvLa2hlAoBL/fL8+Lk/oCgYDowj0eD5LJJGw2G3p6ejA6OgqHw4FIJIJ/+Id/EPmJ1+vFxMQETp48KSCEcpejR49ibGwMx48fx9zcnGT92P2D+5fTbLu7u2VfV0uv3umolvxowMfCTQaKLOAkQHI6nUKIXbx4EY888ggGBgZklHx3d7cUflKy9/jjj6OpqQmrq6tSr8AA0Wg0yuAWdrpxuVzC2BKE6YCU8qi3u85yuSyBf7V0lGwrbS33qpY8VX9WdYBNf2IyVboqkeTRshLaW55/dXaKga2ut9L6aV4jv4++nW0GuW/p03gt1cNpgB0mPJ/PS9cxEgv6XLkO6TO1feHr+XcdKFSz9jz0cwYgwQOJAB2QvNvxXwKkDQbDYVRA9BoqIDr2P/gR7QBMABLqd1fe+nnv27z+JCrDWa6+2wczGmJhlV68jHIIjLl5afgcDseuvzOlyV7OpVJJBq4wFUJATcBCsE0DwIfGBcAImIVHdIQsNAF2KmfJzLAgJBgMYmVlRTax2WyWYkK32y1jYzmdj03QDQaDNLT3er2SkgyFQtK8nYzK5OSkgB/2ot3c3MTS0hKWlpaQy+XQ0NAgKUtGeLyf3ADBYBDZbBaRSETSngxcMpkMJiYmcOvWLdTV1eGBBx7AoUOHcOHCBWxsbODIkSOwWq3y+66uLnR2dgrICAaDOHfuHJqamvCjH/0I7e3teOqpp5DNZnHgwAF87nOfg9vtxiuvvILJyUkBRNeuXcPVq1fR2toqIPKBBx6A1+tFNBpFPB7H/fffj/vvvx/r6+v4zGc+g4GBAaysrODatWswGAwyfOZ3PWi8JiYmMDExAZPJhHA4DLfbjcbGRmxsbCAUCsFkMqGxsRGpVEoYX0bs+XweV65Utkcul5PAh+vZbrcjHA7DbDbjC1/4Ak6dOgUAMsBneXkZ29vbGB0dRX19Pf7t3/4NoVAIdrsdR44cEdkPwYkGRARy3Bdc2/xeghLNPtAY63aOrA8gEGb7Os1mkMVk8SL1hwSuZD1pmJkeZ7oZgDCgNJQ0xARwPA86DQJjOiuCUy1xYVGOlo6wWwgAYfVo7I1Go1y3dl4Esbpwj7p3nh9BLtcOAS8dL+VltGvs/c5rIADXqVPeD95nAn7tdDXjVS6XZX3RyTJg0Oll7TDpRHmOWgqimTQ+NwISPm+d+jUYDMKom82VLhHsb65ZRAZ3QEVaEY/HEY1GYTQaMT4+jmQyKecAADMzM7vajtbW1qK2tlYyM5RBrK6uoq6uDlevXpW2ny6XC+l0WoI3MtMERRziYrFYBHJ9mRYAACAASURBVNRT2kLpFsE7fYTFYpECdUrIgsEgPB4P5ufnd9Wh2Gw2uFwuNDU1iSyJHaMYkNXW1mJ4eBg+nw+BQADLy8s4ceIErl69iqmpKdTW1qKtrU3axG1uboqePJ/P49atW7h27Rp+/etfY2pqSjoJORwOXL9+HclkEnv37sWLL76Ihx9+GIuLiwiFQrh79y5WVlaEANEB+Tsd3B/sgc+BUczOmUwmmdBaLBbR2dkpGQ92FaFU5+/+7u8AAE8++SRu3Lghvogsc6lUwj//8z+jrq4ObrdbJJi1tbUS3CwsLCAUCmF5eRlra2tYXl6GyWSSGiuuPa53+nT6O2BnAqLBYIDL5do1c6JaXsa1zt7vtHE86Etp27hetUSPe4lSTe5vg8EgUlLuTe5j2iFdeLu5uQmPxyN/p//nORLkM3NCCSD3J0E9r4ffyY5R/CxNbHC98tpoh7m2WczNg/fZ5XLJvzXp83ayE95rZv9oI/ne/xFd/+9dI/0WiH4ZwDqAB8r/Ses8g8HgLZfLqarfGVHpzvFHAP6oXC7/H+pvVwD0ANhbLpfn3/pdCMAIgMvlcvkD73b+7NqhI2Sj0ShFBjqFxMWp22PRefLhVAvY+SDYl5dOgO2OdFU8Iyt+l+41rTWX2tnTyTidzl1FR0Zjpadoe3s7CoWCGOm1tTVZcIyiKS3hYk+lUgLaLBYLNjY2kM1m0dRUIfrZJWJxcVFGpLa3tyOdTktqlQ6FjoCOAdhd2UtjoPtcX79+Hd3d3aipqUEwGERNTQ3u3r2LhoaGXcCMk/q2t7fhdrvF8bLPcSKRQC6Xk4pu3qvJyUnk83l0dXXhjTfeELakWCxKAFAsVtobzs7O4qGHHsLy8jIGBgbwxS9+EblcDs899xwOHjyIwcFB/Omf/imGhoYwNjYmLeVYvGO1WnH79m1h099ao++4HtnGCqgET+973/uQTCalSwr7zur0rtPpxNraGvr7+3Hnzh0JkBobG9HS0oKf/OQnCAaDMJlMGBkZwT333CO9wJne1v1Hm5qaJIjh8/mDP/gDPPfcc5iZmUFfX58EWhpE6nQkI/u1tTXRftIgUXuuB6pwPfP/uUaovadmkVkTVqfrz9X3VachNWNB48nnwH2nnRUZFjKYmgHh/qWe2+12C/tKR8xx1XRWlM3woB0gG0yWa2NjA4FAQIIRBp9GoxGpVEqApL5X6XQa4XAY8Xhczo/7WBfNkGnSqWUNzglQafN4X8hA8XN0BXx1cSGwe7gU309gqM+luiCQr+F+ZVBIQEG7UV3IxOCJ95XMHottyS5rm83Jnu3t7VhbW8Pk5CRcLheCwaC0O9MDXDSg0L3+KdNbXl5GY2MjLBYLxsbG0NnZibGxMWkh2dvbK2RKKpUSW5BMJqX4kZkSBpn8fspKeO+np6fh8XjE0W9sbGB8fFwkcMViZQIp1/zMzIy0bqPdJgvP507Zy6FDh3Djxg288cYb+NjHPobh4WGZSuhyuWAwGKRmxmq17rKbN27cgMvlQmdnJ65du4aOjg688cYb6O7uhsViwfj4OI4dO4ZUKiU+oq2tTYrU3+1gsevW1hbi8ThKpRL6+/sFYOt1kMvlEAgERH9OP5hOp7GwsIBgMIh4PI5Dhw5Jy7vl5WVks1ns27dPpqBubGwgl8uhtrZW9qDRaJTuHKlUCvPz8zh58qRIAzR4/s8Onb3h/tHyB/06LX3ga3QgyUPvJ+5t/o6fS3CqWXOyy5oA0JlR2jp+ny64frvvM5lMUjfA/tr6/DhdkNdD1pd1AWTdmT2nLdZ7n9+liUrd5QOoTN9lVp2HZumrgxZt6/Sz0Hjl91psaDAY/hgA29b9LwBqAPzvb/07Vi6Xn33rdS2osMIeAH8JYOJtPu7/LJfL62+9/qcAHAAuoSLnaADwMVSmJ/4cwEfL5bLkNAyVwsV/R6VF3rfU+fgBnC6Xyzff7Vrq6+vLH/jAB4TxooPh6FouFC4eRnnagQM7Lbm4yOnQqEEjYCDwJgtEfaZOlRAgsbCEm5kOmSNIaTiZZnI6nVhcXBTmrq2tTQw1WVYWhITDYdFRczFSX8roMJ1Oo7m5GdFoFCaTCf39/RJ1kw1fXV1FU1MTzGYzJicnEQwGxUjb7XYZ0AFAGD6mfEqlkmjpFhYW0N7eLpXTN2/exMGDB/H666+jv78fe/bsQTKZxMjICA4dOoTa2lokEgmZQrS4uChpoM7OTnHEZCTJCgIVpxCNRrF3715MT0+jo6MDiURC+iSPjIzA5XJhbm4OXq8XDQ0NuH79OmZmZrBv3z5YrVY0NzdL326z2YxXX31Vps4tLS3hT/7kT5BMJpHJZODxeHDz5k34fD4x9jRENA6vvvoqrFYrPv/5z2NpaQkbGxvo7u7G9773PbS0tMDtduOll15CQ0MD+vr6ROu6ubkJv9+PyclJDAwM4JFHHoHf78fi4iKsVisWFhYwPT2Nrq4uvPLKK+jo6JD3FItFRCIRcUY9PT0YGBgQA7N3715pDUVHaLfbpdCTALf60ICLjoDpe64BbaS1dEk7Cx1gaikBpSNs4UeDynVPR8HP3t7ehtPplB7K3GME7Too1vuQ79eMBX/P8+HrCaS5LzX7SVZGG2/uCfa/5k8GnbQJm5ubMhWU8hUy2LoIUbO8wE7PYgCiq9QpXgYlZIR5/bpjgE6fAzvp9WrnSXKBIF87TqZbyVJVOya9Zvhd+u+aGWPAoqc3avkIgS6vi+tPs9B1dXXS2o62lGwgMwXt7e24e/curFar1B/w+wjUt7a20NXVhZmZGayuroqWuampSV4zMjICs9mMtrY26fdODS/BAeVIvAfUSS8uLkqQRqlHqVTCwYMHMT4+jq6uLrz++utob28XwJ3P5yU7xawSD2as+Px0ER2vLZ/Pi5aa5A/Z7mKxCJ/Ph1gstouZ6+zsxI0bN/CHf/iH+Pa3v40Pf/jDUgSdSqXQ3t4OAFLcPjQ0JHaWfmZoaAhut1uCPPoso9Eon7++vo5QKASDwYB9+/ZhcXERc3Nz2N7expe+9CV8/etfh8Vigd/vFyKBLHRzczNeeOEFnDhxAv39/fjpT3+KEydOwGw2S83J888/j2PHjgmhlMvlZDw85Zc1NTWYmJjA6uoqWlpakMvlkEwmYTQaEQgEpCuWLhjU+4f7Rv+OpIPuJEHyTu8trRlmUFgN1jXZRnvIPUcbRGaVe5kyT32OfA9tgsY5GnjzM3Umn+epz4+yDgYb7OGv2XIC50KhsCu443rQ95Tns7m5KUEj7TpJNpKaengXbbDO9hPH8N7wvuvX6oL4q1ev/l6B9AUA97/Dn18pl8sPvPW6B1ABuv/Z0VYul6feev3/BOCPUZlW6AGwBeAOgO8C+LYG0epc7gXwVwBOoCLnuATga+Vy+dq7XggAu91evueee4TNYBGLTi/rtDMXCxeT1ipxkXNjMK1HcM4HXCwWZTOwOLBcLktvS0aLfNg8F47aJmMN7KQr2XOXulyLxSKL5Pbt22htbRXdHJlpAj+LpdL43+FwyHtYvZxIJHalSLa3t9HX14fr16+Lw0qn0zh69Kjo9ThNz2q1IhaLyeRBo9EowJsbnlIPtpKamZmBy+XC5cuX0dnZCb/fj9HRUfh8PiSTSZhMlfHi9fX1+NWvfoWjR49KQWNNTQ1isZgEEHx2NFwcvcuId3NzU1KaNpsNy8vLmJubg8vlwsrKCrq7u3HzZiUW279/Px5++GFsbW3hL//yL3H27Fl85CMfwebmJn7zm9+IjnF2dhZtbW3C4MdiMQFE1Hpyo25ubuLy5ctoa2vD4uIi9u/fj+npaXz4wx/Giy++iEwmg3PnzolcpK+vD3v27BEJ0LPPPotHHnkEc3Nz+MxnPoPf/va3CIfDePPNNxGJRJDNZvGJT3wCzz//PKLRKE6dOoXr169LdM8BHA6HA0tLS7LOWQxIR0fQXiwWkUwm0dzcjJmZmV3dI97ai7u0aTqVVygUpL5gbW1Nireq9bBaNkIDzb3F1+hny+/VTKg+NIgjSH079rpYLEpRWzVjSoeiv5+foZnfalvAwJoyEwYdLAbb2NgQY05dKxkZFifxfE0mk7ReI3utx+RyTWkdONOwukBZPxsdUDA40Jk1OiDeewJuOnoeXMsEhBoIky3iM2VPWAaUmpnTz5T3k/2WCUD4LDSbRKkFpWNk2QuFggTzhUIBR48exczMzC62ltphBq60oxzuwHvY2NgIk8kkg0ucTidisRjq6+vR2Ngo49g5JZQZqcuXL+Oee+6BwWDAwsKCFDt2dXWJvhaABKgEEVwDDHJpszmFr1wuY9++fbhz5w6MRqPUxKTTaZw4cQKjo6M4ceIETCYTrly5gq6uLiQSCRlUpHXkBBFc8w6HA9FoVNhEo9GIjo4OTE1Nibaa2aw9e/bA4/HgxRdfxEc/+lHcuHEDkUgEly5dwv79+2WKbmNjI0ZHR9HT0yM2n/2xZ2dnZR1yX1E62PpWf+pQKCRrorm5GT/+8Y/R3t4utUy0sdlsFl/96lfx53/+58jn89i/fz9OnjyJmZkZzM3NwWazIZvNYmFhAZ/85Cfxgx/8ACsrKzh8+LCMcwcgDH5ra6uwsQy+uAbZKIBtE7e3tyWQIomm9wJBogbA2hZpuZQGdsBOG00NhDVA5ufzvTqzxvOtBtEMpinH0H/T51adiapmcvW18BnpomeeO2UpzB4TA/C7GQBRilZfXy82cXV1VQJAfY8YVPP7KT9Jp9Pif6qDEp57NRnKQ9u2ahD+lrb+99/+7v/th91uLx88eFAMDEG0Hr3NaB/Y2QwExGSFuGh1s28A4rz4AKsjOEah/Gw6W4J1blw6KwCYnZ3FyZMnMTs7i87OTmmEv76+Dqu1MmDjk5/8JCYmJrC0tAS/3w+g0iZpeHhYtKImk0lSlS0tLVKNrguQyORyE7MrBJkaVrnSYWazWRQKBfh8PnGC3Nh08rxXukCBQMJms2FiYgLNzc0IhULY2trCnTt30NHRgdXVVTQ3N+POnTtS2JhKpRCJRNDc3AyHw4HV1VUp8FxZWUEwGMTq6irK5bJ0D9GRZkNDA0wmE7xeL/L5PAYHByX9GwwG8d3vfhfHjh1DQ0MDLl26hO7ubgkMHA6HONeRkRF8+ctfxtWrFVn+6Ogourq64PV6ZSgAq9jL5TIuXLiAUCiExx57DP/0T/8k/Z9bWlpw8uRJDAwMoL+/H4FAZTgnC0KnpqYwNDSEcDiMp556Cn//938vIMNsNiMajYpT+uAHP4ihoSEcO3YMhUIBHo8Hzz//PGKxGO655x5MTEyIvGd5eRktLS3CqKRSKWH7GVSQ8ZqcnMSDDz6I1157DW1tbVheXt4F/DRjq5lfGjOCJ9YQADt6WAaYWq5BphHYAet6f5G9pqPgGiuVSjI0ANgBbQRSBJX6+7V0Q2v1tPyAUhCeD/cqnRY/t66uThyAthPUuW5tbcm4b7/fj0KhUszk9Xplza6traG5uVnWczVIJkB1Op1CBFAPSV0hs23VwQBtU6lUklqGbDYrPcApx9LBHwvWqgHC28k1eB94D4EdXSgBgHbOfIa0Jxw4QxtZzdzy/boomZmYxcVFYS65N9bX16XNG4kLMl8Mnjke2mQyiWY6HA7D7/djdXVVtLAApAfz+vq6sF92ux2JRAJtbW2Ym5vbJQehdIpSE9aCEHhpoKNrdPi83W43ZmZmkMlkhEwYHh5Ga2urBOrxeFyKhcfHx+FwOCRoZREs1+LMzIxIHtgKjM+P4JdF7eVyWWx7oVDAuXPn8N/+23/DI488gv7+fnznO9/BF7/4RfzgBz+QLij5fB73338/zp8/jyeeeAIXL15EX18fRkdHZU9cu3YNHo8HY2NjuOeeeyTwLhaL8Pv9GB4ehtVaGWLDZ2Cz2aS96OzsrPRyzufz6O3tFR/AjjXsGjEzM4OWlhYMDQ1h//79mJqaQkNDA27cuIGvf/3rGBwcxPj4uGh+KZmcm5tDQ0ODkASzs7Po6OgQGVBra6sE1MPDw+jv78fY2JjMkaDN0dkYanqrpVH8PTPaPPgavY+5x2m3dFCqJVT6pyYBtURKg3CdxeE5MZOhMz2UpWittwae2nbwM3RWi+fPGoN8Pr9rHeoCXp3B4bVXf5ZWCgA7HT+oIuC+Zrc1fie/j/eO7Le+1yQWhoaGficgbXr66aff7TX/nzqeeeaZp8PhsKRm+dA14OWCoLNlUQBHkgI7zbwJxKv1TgSgNOpkx/iAmQbN5/PCjHGR6DYvNTU1aGpqQjabRS6Xw/DwMN7//vdjfn4eLpcL9fX16O3txeDgoIwBTyQSKJVKuHr1KlwulzieQCAgjr5UKkl7JLJifr8fc3NzApJMJhM8Hg8WFhZESzkwMCAgnIC/sbFR9MEaQKyvr4thqa2tRWtrq+iv29vbsby8jN/85jc4c+YMAoEAfvjDH8JkMsHpdGJpaUmqfrPZLLq7u+H3+7Fv3z5pe0RgQrY9EAiIrOHatWtwOBy4desWcrkcGhsbZbOsrKxgdnYW09PT2Lt3r7AQb775pjALQ0NDWF9fx9e+9jV897vfRbFYRG9vL15//XUYDAY89thjSCQSiMfj+PjHP47Lly/jox/9KK5du4ZYLAav14tHH30U29vb+PnPf44HHngAbW1tsNvtaG1txR/90R/hpz/9Kba3t3HlyhU0NzfLcIBEIgGLxYKWlhaMj4/DbrcjFArhtddeQywWQyaTwebmJhYWFrC1tYXm5mb4fD4MDg7CarXiypUruHz5MkZGRvDJT34Sf/VXf4Xvfe97MuKZwC0Wi6GlpUXWusFggNvtRjQaRSaTgdlsxq1bt/CVr3wFw8PD0u2Ajl9riLlXdKoM2OmywGfJ9cFATacg+XoA0nddAw3uNzLpBM7UIJNt4ecwRcf3a8NLcMSiXAAyOEEXzjFlSqCtQSEDazLNZKr5HsoOOJZa95w2GAwivwIgAbnf75fnywzZnj17hNWl8ef956ElZbQtvH7aI4I7AgQyubpwiHaNz1XrK7U0BtgByRpQVzP/OovHn/q89Xfq4iHaRmaUeM/5HJhRstlsqKmpQUNDA2KxGE6cOCGZLPajrq+vx8jIiATeHo8Hw8PD6OzslH6/LAYnU5vNZiWjwqCjWCzKyPZSqdLdYmJiAoFAAG1tbRK0M6PIInXeF95TfgflJVtbWzKYZ3Z2VibNzs3NweFw4N5778W1a9dQLpcRDodlrZFxC4VC2NjYELKDUjyfz4fl5WXMzMyA5BH10263G6lUSoYoMUDjPo7H45LFY59rsogTExMYHx9HLBZDKBRCPB7HkSNHkE6ncffuXfT09ODIkSN44YUX0N3djZGREQGfDAAefvhhtLW1YXBwEAaDAbFYDE6nE4VCAUeOHMHIyIhI1hYWFhAIBDA/P49wOIxUKgWDwYBQKIRSqSRTdK9evYre3l7pMjQ1NYWmpiaEw2HMz8/D7XbDbK6M+L558yYuXLgg/aa5Z7ney+WyyLFCoRCmp6fR2toqmQmuIQ6v0ppdba/0niBWIEAkgaXvvd4nwG62lEGN1WoVMK3trCYYeC5aYsfX6aJn2kTuOV3ozLWrbau2qbTHmkUngcZrYMaea562l76YgS2DHwC7pidy9DuxEKVRtGNseMCD2Tb6mUKhILUv9A2audZAnHITLYmKx+P4i7/4i7/Euxz/vwPS3/jGN55ubGwUtpVGmouEN5ssG/WLNOC6WISRk04HcyGSJaPD58OmZpEPit9Pdo6GmBpACvDJnDQ0NKBUKuHmzZv49Kc/jfn5ecTjcbS2tqJYLOLixYuIRCJSQMhro9jf4XDIItvY2IDP5wNQcdYsuuCwBKfTienpaQSDQdTV1SGRSODBBx/E2toaUqmUtB3ifdza2hLnw4VqNpvR0FDpYsg+naVSCdFoFHv27MHBgweRz1eq1Y8fPy5OgIClXC6jt7cXsVgMExMTWF9fR0NDAyYmJsSwMZ25vb2N5uZmpFIp+Hw+udfRaBSLi4vSgorn53Q64fP5MDIygqtXr2J+fh4HDx5EKBRCZ2cnjh49KinYRx99VFqkffSjH8XAwABKpRKCwSB+8YtfoKurC/l8XrTb4XAYFy5cwNraGubm5rCwsID+/n6srKwglUphaWkJfX19ACAtq8iqHD16FCMjI4hGozh79iy2t7eRSCQwPT0Nm82GkydPygAak8mEI0eOYH5+XtjepqYmkRLcvn0br7zyihgXdpFpampCIBDA1NSUdHLhtTY1NWHfvn1wOp3IZrO4ceOGFMwyrcrAD9hJCdJAcz1xfZOJrmak+Tfq2gnSdDpVpzK5L1krwA4LAGSPkm3l3tEaaLInDHLpVNjJQ/dlZkaIHRgMBoOw63QqOl2omVgWiDIoI9DkvmanHDLJ/LceAc7uO7x2Brt07gT3upCYOkKTySTsJ4Ni7WirWXYNUqtZNF1gCkAYY76e96E6ZaqdFLMR+pkSeGh2ic5dO+bqAEsXMZJhIvhhNohFR5ubmwKAIpEInnvuOZw9exZzc3Pw+Xxy/9hVSAcf2vkaDAaRiRGYWCyV7huc/nnhwgV4PB643W4JGKlHJctGH8AAcXu7MhCMAIGZoKmpKWSzWZE3rKysSH3JysoKpqenRU8dCoWQSqUka8CsBX0Us3zNzc1YX19HNBoV4HLy5Em88MILCIVCErhQ6sHMJrOXv/rVr3Do0CFYrVbE43EEg0HJcBDc9/X1IZlMYs+ePZiamkI4HEY0GhWbYTabheVOpVJYXFyU4WEcTx4IBKTVJ6c6Un7V0NAgQ3AI8Le3KzMHuJ/b29tRLpdFMtPc3IxEIiFridmLSCQCs9mMu3fvIhgMyhplZoRSyeHhYQk0EomETMDM5XK4c+eO+H4CRJ2d5jPQgaYuguU9p13mXtfYgOuPNknjBZ39IyGggbXen1zreh1yzXNv0X7q7CLtGkG/1nPr+gttX3SXIWIA1r7w+ih5ob0jA6xJjGKxKIXcBOQclMNsnO5Nz3tGQqNYLAqBwXNl4MDr5vPj/WA9Du3r/Pz8e0D67Y5vfvObTweDwV2sGheiXnhcZNrhcJPR+TGFB+x0DdCRYjVbx8WoAQZQMaxms1k0f3qimE55kjFju6VsNguj0YhXXnkFp06dkh7DNTU16Ovr28WU07kuLS3BYKhU0hKcc4NZLJV+pXv27JEx1EClCG17exuZTAbZbFZ01pSlcBoW9Xw6tUSGn+O/4/G4tFcqFApIJpPY2trC6OgoGhoacP/99yMej0vbJbvdjhdeeEFG56bTaYyNjaGrq0taQlGzbbVWxqxfuXIFH/jAB1Aul3H48GG43W6MjIygvb0djz/+OGZnZ0X/ztRwY2Mj1tfX8cQTTyCbzWJwcBAulwtXr15FU1MTMpkMRkZGkMlkcPv2bRiNRuzfvx/f//73EQwGxVmQec/nK63SqDWng25oaMDMzAzuv/9+9Pb2YmZmBjabDW63G+Pj40in05ienpYInJmGPXv2wOFwoFgsoqurC/fdd59ocSnP0Ows187hw4dx4cIFBINBAUzacDidTtTV1cFut8NiseD27dvo6OjA/Pw8Ojs7BZCTYdNGUmuXCbC4/slWam2f3hc0eNyD3GtcrzTAZHG0PIoSKO5hAl1+F0EwnQr3FEF8tfHVU+l4/sxAVWs5S6XSrrHVDFRZUElGhMa4vr5emEM9eY7XXF9fLyCIsoBUKiV6QN0BhfeT9499cWl/KBmgIyTjo50hnQptnv5M7dAIDMiC8z3c03wtJQq6IIrvIVimI9eOVDN1OoWt7zN/D+wwTXSIWgOqC5OKxaIE4gcPHsT58+cRCAR2AXrKp2iLuX5oz41Go7QMI2DnaPFgMCjEBtPCNTU10tc4lUpJpqy1tVXIg+pMgc1mk3Mmczo/Pw+v14v6+nqxG16vF3fv3sWRI0cESFNC19PTg3g8jra2NmxsbMicgGAwiO3tbfT29uK3v/0t9u7di4mJCbjdbgwNDQm4fv755/HQQw8hl8thbm4OZrNZ1ifbzAGQAkKn0ynX09jYiN7eXsm43r17F2NjY5ibm8PMzAwOHDiAX/3qV1L0ywygz+dDZ2cnFhYWcObMGQk2KB8cHByE0WiEx+ORPcM9lMvlsLi4CIPBgEAgIEX5FotFCgdnZmbg8/nk+RmNldaDrC2iHb1y5QqOHz8uBYpcU+yOxOAmGAwil8uhra0NExMTsNlsmJ+fx/T0NA4cOCAFzXrYEtc7bQfxhAaier3q9V8tXaDv4F6i3dZyNe412j1+Nn2vZo5pf7l3udf4ex0I0JYSG5CYoA/g3tMMuiYUqmUSPH8ddFM3TykdnynXIDFTOBxGsViUpgU8SFbqbB87vhiNRil01DIU2kBKaligqDNevBcLCwv42te+9h6Qrj7++q//+mm/378rstMLisV+wA7rwwiHTkPrm7S+jXo0Rr48tLGno9DyET5AdkVg9MiFD+xsCkZ9KysrWF5eFmC/tbWF+vp6HDt2DEtLSyIn0RFzoVBpT2YwVAa9kJkgqGAPWzIAFsvONKW5uTmpWi4Wi9LOT09SY0VydUEUQQllFdlsFl6vV6YZer1ehMPhXVEmi3M8Hg/a2trw8MMPo7W1FS0tLfjUpz6FyclJvP7661JYQ8NaU1OZPrZ//37Mzs7CbDZjaGhIAoZisYibN28KcOQaMJvN+NCHPoR4PC6Mz+bmJj74wQ+iVCrhhz/8IdLpNL7whS/AbrfD5/Ph5s2bePLJJ8XhvPTSSzAaK60UH374YZw/f16G2Bw/fhzhcBhGoxE+nw/Dw8O4desWampqcPXqVSwsLKC3txcjIyNitK1WK3p7e9Hc3Cyt1ywWCyKRCF599VVh1QkCS6USQqEQCoWCdHlgsSfZVq53q9WKyclJAYGlUgnT09Nobm6WtDVlJPfcc48wk1rCQABGthnALnmTZlaAHVaV+4a+QQAAIABJREFUrfBojDVDqd/LtUO2hmsYgAA6XheDTzrBUqkke4maOa39p4PQDLjJZBLHTC0rgbrONJHJJhgim6yD6WKxiFgshnA4jKmpKWHQ1tfXJc3Ke0jH4XK55FkQgGhQXFNTI0U1dPhOp1MGbBDMEgRQOsLpoWTldXBO+8XrpJab2Q4CbZ0K1XpxOnxK18i6a3aLgbdOU2vQrOU4mgVmMKIDNYII/f18BlwnnOLIQuipqSlkMhmxdVyjXG+aoedncS3QHpZKJel2wGFVzG5RqsYsCYslNdvF71hbW4PX65X1z+vjPYzH48LesdhtbW0Nq6urKBaLmJ6eRiAQEGZ3Y2MD8XgcNTU1SCQSaG5uFhkfOyGl02nMzMwgEolgampKBs8cOXJE9N4jIyNSQE6/wUBsYmICXq9XZBwulwvz8/M4dOgQ9u7di2effRYulwsnT55EJpPBqVOncPnyZezdu1ekkZcvX8YTTzyBX/7yl3j00Udx7do1WCwWLC4uwmQySZ9tPjsO1amrq5OC9GQyCZfLBafTKeetfeedO3fw8MMP4/r161haWkJNTQ08Hg9mZmawvLwsE4CNRiMGBgbQ3NwMl8u1S9NcX18Pn8+HeDwOo9GIpaUl2Gw2rK6uSgG83+9HPB7H9va2dEPSWWf+m89USzA0oNTBOtcig1biC50lr8Yb/A5gd29kvpYBot4n/A7abO43LQPjNTC7SN9CGYq2X8zu1dXV7ZpCSxvPWReaRKytrUU0GoXP55MCTT1BEtgZ2kRykTMJiF90RpNdVihToo13OBz/oZaHQHtjY2PX/uNaJ6AnZnoPSL/D8Y1vfONpMhR0uto5csHREfEGa2dK48+HrXWIjB75kJiK4OdzMRMwMorUoJ2GXhcfkIXj+7mo2dN0dXVVOjH4/X6k02lZaDabDZlMBvl8XiQe9fX1osWkwygUCiL1cDqdMBgqI0rn5ioDIwnkaMgIpBjRcUoY7w83DwtJeC+pt4tGozCbzVhaWgJQmfBIho89YTc2NtDU1ASbzYYXXngBxWIRP/3pT4UJyGazePLJJ/Haa69hYmICvb29eOWVVzA9PQ273Y6FhQXcuHEDoVAIbrcba2traG9vl/OlMywWixgfH8f58+fR09OD4eFhcVbcnN3d3bh9+zZqamrQ09ODXC6H9fV1jI2NweFw4NSpUzh9+rRoz0OhkLTEo0GIRqOYn5+HyWRCOp1GW1ubtNyjk9izZ4+0BXzzzTdhNpulDy3HkE9PT0u61+fzSQU002HUDxoMBundSjBDNosRu24fxt7Iq6urAsJWVlawtraGw4cPY3h4WNgLDZD02qeh01IJ/fkadHPP8fWUoPD1NGzcTzTwWmZBR8p0ui42oWHmeXJvUv9PmQbZCr6HzD7T8OxkQoCjGRrNwDO4WVhYgNPpFAmU3W6XPcN7RcCSyWQEcBqNlVoF3l8yazTyLFrjMyBLTA01pWC812RqqBekY+f9oc1hUEN7xUCaAb2W29hsNpG98F5rpq1aS0mHTCBNx8zXa+20Zr1pv+j8CDj4Gr2+dOEQ18jy8jKSyeQuNpjdbdbX11EqlQSssuhJO1baW4IFZvT279+PUqmEsbExAfjU7bKVGgMW3eGG56HvJ/tos30or5OAt1gs4uDBgwIgXC4XLBYLgsEgxsfHYbVa0d7eLhKW5eVleDwe1NbW4vnnn8dnP/tZxGIxJJNJOBwO0aK2tLQgFArh5s2bWF9fR1tbm7QIXV9fRyKRkGDKZDKhs7MTN2/elCwYWT/6IpfLhUQigbt370pdTn9/v4B8Tjdsa2tDPB5Hd3c3jEYjRkdHZWAYGcfOzk4pNiyVSqJtZiDEke+ZTAa5XE6ykszCzc3NYc+ePQLUwuGwSOf4zAFIq1fNEKfTaQQCAWnvyOL51dVVRCIRsU0slGfmsaurS1rj0R9q6Rf9NokzBn20lzproesKyBzr/aL3DQMJzT5rjED/S3vG9a4Bpw6ktURDZ5Vp4/h+7jVmwClhMxgMu7KiJAVpDzTbzAFanOLJIkTuEb3GaDtJyNHOkJGnrp2Yic+TpIPFYpFAiriN9452Rt8vZppmZ2ffk3a83fHMM8883djYuCvNxjStZlzoJBldAbuHD3DRa40kAEkHMiIDdjSIdDq6Wh3Yzdzxu/iTYBXYEfOzrzQrkFlsw2IXppK3trbgcrkEoFRvOjo4AGLMzWYz4vE4yuWy6GCXlpZgsVR6qnJCItsHsp0aI1Kv1ysTDmtqaqRrxerqqhiwxsZG0VdzEAt7jd64cQOdnZ3CzExOTspgAqPRiPvuuw8zMzNwOp2YnJxEuVyW4Qof//jHsbi4KIUy5XKlaOaBBx6A0+lEV1eX6AXJKIVCIfh8PmHh77vvPuTzedy8eVNkIdRXcwx1sVhENBqV/tStra0YHR3F9PQ0BgcHcd9996GmpgY3b95EQ0MDwuEwHA6HDCfo7+/HxsYGFhYWsLm5iba2Nvj9fpw6dQq//OUvZXDB6Ogo2traUCwWRbdIvbnFYsH8/Dw2NzelrVc+n0djYyP27duHXC4nI4qTyeSu9nPZbFb6w05NTcFkqozT3trawqFDh8QRUV9osVhgt9sxNDSElZUV2O12GU5B0EyDrI0uGTydVudeodyCh07t04gzqLJYLMJYaOdDx8lDF/rQyXBN64I5fh+dK79bd99g+pN/I+jlnqYz1GlLglYOdyIQ4r6mMef+J3gjE0wHzEwO969mpWgXCPBZlFNXVwer1SrZKJfLtUszqe+T1hPyPjOg0AVyuiORlmbQ0WrZBbCTcub7td6yWh7C/+drKCmgjWSWgsCY64h2kM+X9peOmvr4zs5ObG5WJrX6fD7ZqyaTCQ6HQzTVLATlfdBMOUEjmS0ya5ReUf5G8oG+g5pr7RsY1JDY4PAjFluxJR/BJOUZ+Xweo6OjohkOBALCWJM4KRaLoq+Ox+N43/veh4mJCSQSCVy8eBG5XA79/f0iS2Dv6YmJCUnBh0IhTE1NYX19Xc7HYDDA4/GgUChgeHhY1i8LIskSs/uC0+lEJBLB9PQ0kskkstksHA6HyP1oc3hPuL8jkYhIQvr7+7GwsIBsNovl5WUp5rXZbBgbG0NLSwvK5TLGxsbg9XpRLpcRCASESc/n8/B6vdizZw+6u7uRSCSwtLSE6elpyVQy0KL/08zk5uamaLbZjpDae0oBUqkUenp6xCY3NzeLtIa+X/eC1sGlwWAQCZZe0zoDQHKO+457hmtM4wXaHt3hojpg1TaT9kKztMQDxAcMFgiGKYnhNdE+EdcwgCT5wZ88Z812c09TGkUcRSBOeabOHJK80+0FdYBBOQttNbN1+vtoi5ll1ECcIFrX1BBzvaeRfofjmWeeeToUCkkUoh96tXPQDJDWlRIo8OBi0g+HBVT8ycWte1OSDWfUSwNTV1cnn83FarHsDGewWq0ii2BvzfHxcfj9fmFcgJ00EkepEtDqwgbKQshSseK9XC4LS8D2XTSuBCF0EHw9u3SwSIURLMG8wWCQLht+vx+zs7PIZDJIJpOIx+NS4EjGdmRkBMePH4fZbJZOJF6vVzSFxWIRzzzzjBTqDA8PIx6P49y5czh37hx+9rOfCave0tKC2dlZLC0tob+/H5cvX0ZXVxfOnz+PxcVFiXTZSi8QCEja/ODBgzJxkXrWmZkZbG5uorOzU0DU2toaOjs7MTIyIulEg8GA7u5uHD9+HKlUChMTEyiXK9X3Z86cEQ3k9PQ0nn32WXzxi1+ExWJBMplEZ2cnWltbkUgkBAgVCjvTLuPxOAKBAA4dOoSGhgbMzs7i/PnzOHjwIEZHRzE0NIS2tjZEIhF5/gQITP8zMNvc3EQkEsHk5CTm5uakhdzevXtFAxkIBNDS0iL6MzIAWitNo06ZEB0mwRPBA40ZnbDeS/ws6popK9FMKmU6XIf688keEqTpcyDTqNkUGmYtJWDQEwwGZdIcjTezGJRA1NXVyWRQVpizVzwNNMEnA1Kv1ytgg8Godki0D7yfZJXJmOiULG0WHREZVN4fYGcQjAa0XAe8T2SP6FgYTPA7tA3jsyNrqVPSPE/NjvGa6LgItKl9JcCkDaUMh2SH1lxzLdDZ8nwJRMg8stYjFothe3sbe/fuFQaevf8pvdra2pL3Md1eKBSkpaHP5xMGnhkiBj+ZTEYyeHTGWlbHICefz8Pj8Ujv3M3NTRmCwu4jZJ3Zr50MHVCRlCwvL6OhoUHGkTc0NAjDSHnb7OwshoaG8MADDyAcDkt3EACi+2VdBQuoGcicOnUKW1tbaG9vx8LCAlKplDCvLPTmOPL19XUhVHhvmF3hPikUCtJCsL6+XgrZmW0hgNP3jB072Ivd7/cjFouht7cXNpsNS0tLCAaDIt1aXl7eVdjmdruxtbWFqakpjI6O4ty5c6ivr8fo6Kg8s5dffhler1eAIYEeJ+4yaCiVdiZZ1tTUIJlMor29HdFoFM3NzfB6vRgaGtpVE0WAyj2kSTYSCBrscl1zr2hsoAetADsgmT5cg0B9cO0xS6b3ILGG3tcE5rquhKQc36vBvcFgkICRtlR/H+0wz5N2XBOQWlJVKBSkxoqDeFhAyr2ts14a+DL41lpnnQllto/XTnujAxWery4kB/CetOOdjr/5m795OhKJyMPjA2Aaj87aaNyZJkanpaMqs3mnxRGwU7jCB6R1b3ROLGbRQFZHWIymtG6O3QdYoU6wbbfbcezYMXHiPA8aJxYN1tfXY2ZmBh0dHVhaWpJ2UNqAMNpjlMlCE6OxMpKYQL5QKEjFMtPI1Fqy2IYMptvtRiAQEKBOloCLnlE+v79UKqGhoUEYkEAgAIfDgZdeegljY2PY2NhAJBLBG2+8IazF/v378e1vfxvb29t47bXXJK0ai8Xw85//HGfOnMHq6io6Ojqk52p3dzcuX76MYDCIVCqF/v5+BIPBXUyrw+GAz+eDw+FALBbjdCMYDAYZMtDW1obOzk6sr6/j5ZdfhsPhQGdnJ2KxGI4fP47nn38eTz31lBTMDAwM4FOf+pRo69LpNN544w28+uqr6Orqwv79+1FfX4+xsbFdTN3a2hoWFxeFGSMrajabceDAAbS0tCAajeLnP/859u/fj56eHly8eBEGg0EYt+pe51yfZKvq6upk8mW5XEZXV5doBFdWVkT/aTAYMDU1BbfbvatdYzVI14wngz9+Z21trYAkXgsDFO41LTeiEaVT4vnr4hheG/cljSWwe0APQSmBINOMPEct42EBC0EC7YPFYsH6+rqwmCwYXFxclBZe3LNApVMNADHyvBbqQIvFojgczShxEA5/T0aazBBTmZR5MFAgA8ODwLJax07Arm0VHZC2ZQQo/B2vhawZnXM1kaB1p5rR1mlZDvhhobdmwego+Z1sEVadzuZa4H1bWVkRBo3yDTLuTBWbTCYsLi4iGAxiZmZGpHAEelrioVPjDJISiYRkGdLptBQG6oCyXC5Llo4TY6nr5f02mUxCelBGRqCWSqVk7WazWQlY9Dj67e1tKT6k7TUaK+3vjh07hosXL+7KUGQyGbjdbgwPD2Pv3r3Y2NgQEsFoNIpchPctEAgIyHM6naJjrq2tlRqZ+fl5keSRSTQYKuPUm5qaMDc3h2KxKIWOn/jEJ/Av//IvePDBBzE7O4tAIIBYLIaTJ09iZWVFWvWZTCZkMplda2p1dRWpVEoCTJvNJr27uTeBSrZma2sLjY2NqK2txbVr10TWwxahwWBQnpm2i7Q5vDfsXkJyo6enRwaysJg8n89LL3Yy6FzXXAv8fO4DzVATX2hZkmaJdf9p7itKRHRgrPcE7Z0mYLgPdPaF388Al3uQ+432UNtaatez2ewuySsDDx3A0+7puRr0AwTrLKjWEloAu+YJ8Pr4zLlmeY95HVqeorNo+r7w3/w++i3aQh2UvMdIv8PxzW9+82lGPHRcOoWsZQ+aSaZT4cMjkOSi0alMvQC10depTx158jP03wm6uWH4eq/XixMnTuBLX/oSyuUyfvGLX8jGpjZOa4oITljU4Xa7ZcxyPl9p10YNKI0BWWWmEp1OpwB8toyjMVhfX5fv3djYEP0T70MmkxFWfnx8XPqzrq2tSfquUChIKi2dTiORSGB+fh5TU1N4/PHH4fV60dvbK4WEbDmVz+fh9/vR2NgIm82G06dPS3EO+/ASINLoAzsTKVOpFLq7u+FyudDQ0ICFhQUZAby9XRla0tnZKRo+r9crxVzpdBpTb7WOe/zxx6UnKo14a2urME2ctPbKK6+gqakJ4+PjOHv2LCYnJ+V74/G4MJmtra3IZrPY2tqC0+lEU1MTWltbpcMHQeXm5ibi8TgOHDggRprA0OPxyBqnUeHBtXj69Glcv34dPT09kn5lIZHX68Xc3BxaW1tx9epVWafsHEBjTuBFEEaARxa2WoumWTsyAHQ0OojVDoTMCUEN38PPrJZhkd0Cdkuj9Hlyr+osFO8LjX5tbe2ulCUlJ5Qg8H4tLS1hbW1NWjF6vV5h4gj4WfjJQSCc4KWzTAyGGUCzlSTtiGZwabc026UdNX9P+6EdSnVqk3aMr9H3m+fDe0ZbSYAF7GS+dDDDv/FzdXBI0E6Hp+Uj+vt5MBjn3mM2kOuaDtBsrgxhoZQjFosJqK+pqYHD4RAbxTVCmV+5XBaWGoAwznz2ZOdLpRJOnz6969y5N1iYxvtF28rnxoK3+vp6AfzBYFAYPZ/PB7vdLvuL12M0GtHY2AiXy4WmpiaUy2UsLy9LG0wOw1peXobdbheZVj6fR2dnp3TkYMEpACn6prxN94lm4RYlN2tra0LysC6C8j/6m0gkIkWtDA6j0SjW1tbwsY99TAiFdDot+57+tK2tDSMjI/D5fJidnUVrayuSyaQUorODE0E/Nf2FQgGDg4PYu3evFCdyDREwsrUkCSEtmdQ2UTOU29vbOHz4MKanp+H1epHJZGRgzezsLOrq6jA9PQ2/34+xsTEpPtXSJB3w0UZxLWm2mjaUmTJtz2izNHbQcindGUnLPLgndfBrMpmEMGRGjddMyYTWPm9sbMi90mQFM4EM4Bl0cj9wzgbvtc7wsBkBbaH2GRyZziYIxCdaEkjWmEPFmIkhXmKwSR+v/YkO9Kt9is6o8X38zveA9DsczzzzzNPBYFAiEv7UkZvW7jDKocHQDgXYiTK5MAGII+Nn6xQFDXqxWKlQZnpNOzwafjoBrdvJZDKIRqP413/9V7z44ouYnJzE9evXJUXPMa4Ey+wVrVO2LIbhZqD8g231CL7y+TyGh4cRiUSwuroqo705WZF9hQuFglwjNZbsKGIymQRAMJX54Q9/GHNzc6irq4PX65XUi9FolHTb9evX0dbWhunpaeTzlUlura2teOGFF6Sbxe3bt8XIjo+P4+LFi+jt7d3FRNXV1UmXipqaGty5cweNjY0AgNbWVty+fRsjIyO7NrLRaJTxsQyKUqmU9Ik9f/48mpqacPbsWeTzeUSjUUSjUbzxxhsi5UilUhgZGcGVK1eEYWEgw8JDFuUkEgnpez09PY1MJoPt7W2ZelcsFqUtFIsv6CjK5TLm5+clANTguRqgADvgg+zW6dOnkcvlJB3KteFwOAQAGo1GSW1fvHgR4XBYDCYNji5G46GZDoJ8Gk6mOHVAScfM+86hG9wbNOR8Pb+bwSJ/rxmmt2NUyYTwJwDpUKPBPtcB9z2LRjWjnc/nRc/f0NAgzrKurk5S4lz7BFmaYWLmgI6MqUpKb8hQ0fFwAqKu8eC/dZpWBwv8HN4HPdVVpzxp/4AdLabOxvGzaft0luCdGCANFjTw1bUn2p7qTB4dIZ8F/64Zc+30SFBYrVasrKxILQTHTzNYpWSAGYGNjQ1kMhmRvrEAl+CJttVms6G+vh7RaBSFQgFjY2Po7+9HMplEqVSSNl6lUknkd5Q5kUxgfQClejwHk8mE0dFRFAqVnv/5fF7kZCaTSYr/kskkhoeHpRUd7WtHR4fYjJ6eHqRSKVgsFnR0dKBcLuP69euora2Fw+GQVp9kUrXMir9n5oNTWoEdQEUJHoF3MpmUfTc7O4u1tTU0NjaiqakJAPD888/DYKjI+g4dOoQjR45gZWVFOkBxjHu5XEZbW5vMI6ivr5f+3ey6wnOkbWEfcA6aofSL/0+fy2vIZDLiC/TB4TO8xsuXL0tvdgBoaGgQrXxNTQ1cLhcWFxfhcDgQCATQ1NQkPd4psdJgXWdmWFDKay6Xy7v6f/N3ZEx18S3tpwbsJGB0Z4zqIJX7mvuV+43PlfIxnanid5AIop3l9fB+sfiadoT7lfeSBdMs9mMhJ7MGtI0M1Lj2KG2hjp8YjfdVrwEtx+K90kEHbQztJD+H2VHeL/otZkmTyeR7QPrtjm984xtPc4NrbTRTMQSz3DBcHDTwnBJIp81FwVQnQTffR/kIHbZmODY3N6XnqdYAcVHyczRo53upJ2T63uv1wmAwiIbVZrOhWKx0mohGoyL/4IbV2iubzSbRHME6o8L+/n4pSikWizJClsUxBO2dnZ3Y2qpM2Zqfn4fdbkc2m5WK5gsXLsDlcqGtrQ2jo6OSNqQWmIzB4uIiamtr8eCDD6K2tlaKG7lpX3/9dZn2d/nyZaTTaUSjUXzuc5/Dq6++Kj0/V1dXsX//fszPzwsom56eRktLC7q7u1FfX4/Lly/jwQcflHOura1FIBDASy+9JMwMq/7X1tYwMjKCGzdu4MCBA8hkMnjzzTcxOTmJXC4nKeJTp05hZWUFd+7cQU9PD44dO4Znn31WsgkWi0XGCUejURw4cACNjY3o7+8XneX169dRLBZlGAEL4o4cOYJEIoGHH35YWKLW1lYBe8AOsCW4omOnQecaBSqDWwyGilyFo6tzuRzC4TDi8TjC4bAMgRkdHcV99923awKYdsAAJLWqJQxcU5oh4XrWTAMZXl1kyMBuZWVFPp/Agp+rpQWU9uh0H40pz4fOplQqyWfzM3O53C72lw6Z947gldkmTh6klIPaylwuh7W1NTHOZHw4ZIX3oaamRrTkZKi1TIMgJpPJ/Aemi/ZLSzZ0GlbbH92OjYCaYI4OW3+2Zpv5mVpmoc9Bg3a2AOS9Igjgs9dtDAkitASEzLgGzjoI4O+rX8/6BrJN7KhgNFb6EQOQ4ktmA+i82YqTNpwBEO0uAaDumU9Nf2trK2Kx2C6dPX0Ku7xQojM+Pg6v1ysMMxnkjo4OYW5bW1slPW4wGKRoms+ZbPzBgwdhs9mQSqUAVKZitre3IxwOIxaLwWazIZ1Ow2AwYGJiAuFwGJOTkwiHw+LfKB/hPeL9ZRZycnISLS0tkoLf2NhAV1eX2EmjsdITn4WJDCoDgYAEFrRJTqcTZrMZBw8eRCwWw8DAAACgq6tL2Hfqv9mnOpfLYd++fRgeHkZzc7N0KuGeo/8MBoO4desW+vr6MDs7K1khtsrTwRvlB9VsNAABY7pTS1NTkzCfVqtVitzT6TSCwSAmJiYEdEciESnkJJGjWVENMKvxBe899xSvj/aTdpu2lfvWZrPtysBWt9zVGSWuT11gqesaKKmjjIxdhhgU8vyJfahnpk1glkoXEjOzp+UetAG8Nk6hZHBAnEFShTZI2xmeK/X5xGFkyxmAaNCsM6K852yIoG0+gTl93HuM9DsczzzzzNMEn9q50PkCOz0UuQl02lSnm202GyyWygQkGnUuchogggRgx7kAO10DGFnRoVWnkZka4YNm2lc7wHK5LNqyqakp9Pb2IpFIiAMOh8MisSBLS0aQDrqhoQGpVAp+v1/SfRzeohlOHfkTuLD93vT0NO7cuYPOzk4xpJRr9PT0SMowk8lgZmZG2gzRCBgMBpF+eDwepFIpnDx5Eq+//jquXr2Kj3/84zI695FHHkGxWOmj+/TTT2NpaQnFYhFf+cpX8I//+I/o6uqSQSrFYqWq3e/3Y2NjA/l8HrFYDN3d3chms1hYWBAg1NHRIQa3vr5eKvSbmppQW1uLlpYWGAyVFnIOh0OGEpw9exZGo1GkKU6nE6urq7h06RI+/elPS/p1ZGQEc3NzuHLlCr785S+LRKRYrPS3NhgMIl9hIML3BoNBLC0tybTBqakpWK1W3LlzR1KYdBIM3nSWhAZNs7bsMd3d3S3Pd2FhQdokcvhIT08Ppqen4XK5ZAAPNa50Ttoo82+aJSKopA6VBp4GlGy4BlLcjwAEnOjBGQTGwI7EQMs+qtvfkcUg60MdHh0GgwmyNNzTNPw1NTXIZDJyj/l5PDcaee5RBq26JZ3dbkd9fb0EGMzmOJ1OYbvK5UrPdavVukvby+thNof7WKc0ua81KKYtoV0jQ6czBrwm9lEluNbrRbM8WnOo2WnaN34vbRmfKz8X2Knop/PlM+NapTRIp1y17eSa5zrRWUSj0Yi5uTncvHlTiALed9ZrEHSSYdWsGYv0mBkhSGhpaZE6Bz53Fl6T4WUWy+l0oqGhQZhEZt4IYi5cuICDBw+KtI3T/nK5HEKhkGQgamtrsbCwIPKNmzdvCgs6NTUl3Xw4+IrBfDqdxpEjRzAzMyMdiMbHx7F//34cOHAAd+/eRS6XQ0dHh5AYq6urcLvdEtRubGwIw+71enH16lX09fVhaGhoF7PK7IbL5UI8HofP50O5XKm52N7extLSEurq6jA1NSXsdSgUkvtvtVrh9XoxODiIQ4cOoVAoSFcMDtFice/i4iKcTic6OjpkHbATEodsHT58WEA9s566HaHus8x1RbKK2UDuZavVipaWFmxtbcHj8UgWamJiAo2NjSJF4bolq6qlZCQcuG8YqNH/a2lKqVTC6uqq4AdKP3iuOkvucDh2aai5X3VNgQaQZHf1OuS+J4NPDKL3NYk9YicAEtyxowdJEE148N/08SQstCpAF1brDCJ9ELM7ZMB1tkEXd2oQTbtEn6RJFf5NS26YKdBs/ntA+h2OZ5555ummpiZx7owEmarWOinzN6aXAAAgAElEQVRgJ1Jj5MMKZ079o3HVxhyAGExuLG4kOgVuLi2j0ECb58YhJdxIZJm0/ppyERpr/o3tuNinEYAEAwQydJhk/aivTiQSApqYagMg6UNGqVoOUFdXh56eHtEfswWYw+HAxMSE9Cc2mUzo7u6Gw+FAOByWgih+xoEDB6RjxZkzZ3DmzBnU19cjHA7j9OnTmJ+fx+3bt9Ha2oo333wTQ0ND+MhHPoLvfOc7iEQiiEQiWFpaQiqVwvz8PHw+H9rb2zE5OQm73S49kvmTlcb5fF4czm9/+1tsb29jY2MDHR0dWF5eRrlcxpkzZ5BIJDA7O4tsNvsfGsGbzWbs3bsXlA91dnZicHBQCn0omQiHwxgcHITBYMDZs2dljK3H4xF9eFNTE/r6+kRXSCMUi8Vgt9vR3d0t7YIoIyCQIvCggaLxjMViMoSArayo7Q6Hw7sa4HM0sdlcmXh2+/ZtRCIRYUBooAkYNUOre4fSMPP/acQJQMnkaaaITkCzmAS2dC7aMdDwkdHg57BoRrNm/D33mk7D8rXVRTQEaNz3BEw0xmR62LOU0oytrS0JSC0Wi4yDp6GnM+T0LbIglP4YjZUJhrrugs5Dd0/hPaLjoi3R9R4saqR90np0zejqa6dt00Eagbdmbem4CUR5fXSmWsrCe6UzEDqtysCKI7iZFfi/2Huz2DjP63z8mY377DOc4SzcKVGiFmqxJFu2HFtx4jhI0iZFUgRogxZogV4mLYr2qg6QRA6KXge5SC/SJkAbpEnUJLZjx0skWrYWy6IkkuLOIWc4C2dfuM3yv2CewzOs3eb6//MHCHFIzjff8r7nPOc5zzlHO39qxfkOdCDH51GtVvH0008jkUhIoMn7IGvpdDpFusQiUgBSAMWiKkp/CNg4RVBPctWDQhhUZzIZBINBpNNpmEwmyQ5wjXHKINk72oB0Oo1cLicAuVKpoKOjA319fZLZoB66VqshHo+jv78fi4uLeOWVV/C1r30N77zzDj7x+84d8/PzAIAjR45ge3sbq6ureP3110XWxTVH+UosFmsqbLXZbCLF4Nhlo3FPikd5h9PplM/Qv1osFpENEqRTvnH69GkJMBlouVwuHDp0CLFYDNFoFIODg3jw4AH6+/thNpvh8XiQyWSkuDKdTqNSqaBYLCIYDEp3FAZB5XIZfX19YiPZ3s9ut8s6oRSF7fYsFkvTNEUW8FerVSwvL6PRaEg70WPHjuHxxx9HJpMRiYNelxqocn3rDCHtFfcusC+vcrlc8lktaSKJoWuzNGg+KLciwNaBtbaV/Bz3NEkGypz4M+47/p7EAvcsMQUzRJrZZfEvg0L2BOc64We11Khe39dqE2zzXZD85PXzHJSuMbjlM2CgB0BkPcRgPLeeY0BbmUql/iAgbfy//uD/b4desACE4eKhU+SaPWEUxA1KVo0aNwIyAE3nJxBgRKa/gxuVC5HsF39nMBgkdav1QTzIcLS0tODo0aNYXV0VqQELzmw2G95//30cOnRI9LYsaiJLwwE1XEAtLS1Ngxyo6+3p6ZFnQkPS1dWF0dFRdHZ2SorSaDRKe6Lt7b0phePj43jvvfeE2YjFYkin01Iwx00HAKurq7h9+zbeeecd/NM//RO+//3vo6urC7du3cKNGzfwzW9+E8FgEF/60pcAAJ///OfRaDTw3HPP4Y//+I/x29/+VgAtB888fPhQKuiLxSKeeeYZ2Gw2uN1uKQp78803BbiMjIygXq/j8OHDWFpakiAgHo9jbW0NDocD4XAYiUQCXq8XuVwOS0tLaGtrw8zMDGZmZgDsjfjt7+9He3s7Jicn8e6772JtbQ3VahU9PT0olUqYmJjA4uIilpaW0NraimAwiL6+PrS3t0srvaeeegq5XA5ra2swGo2YnJyU9RgOh0Xb3trairNnz2J3d2+yG9cy5QcjIyMA9irbOZDH6XSipaUF0WgUP//5z6XzCvsbV6tVmRr29ttvY2BgQNK6NMxMPzOY05IkGk/uFR18VioVCf64P3X6Xzsc/f95cL9wr3FtMzDO5XICdLQOmQEqsC93YTDJIhY6J6bQ6bj4mc3NTcm6UBJFwEdWQ2e12DuVmujNzU14PB65jq2tLTkHs10ctEK2h+fQgTcDXerJWeSrbdzOzt6QGTKxHJVMB6nti84saD0h/1eDXjJKdNS8XgJZ3peu5Ket1KwWgyOme/X1aKkSmbNarSZrmo5dXxsd5JUrV2SoUDweR7FYFGb18OHDiEajsNvtePfddyWAZFCdz+elQ5FuUWoymZDP54UhJQurO82Qxezv70ckEpFhHlxLFosFvb29eOaZZ/DUU0+JDMZsNsu7s9vtQjCQbCCQczqdWFhYwOTkpARVP/vZz+B2u8W2+/1+tLW14eWXX8by8jKef/553LlzR5jgEydOSGBHORJ7cHMNtre341vf+pZorqvVKoLBIJaXlxGPx/H222/LGmZXDZPJhKNHjyKXy0l2kTpZruV0Oo35+XnRLHNvJhIJGax16tQprK2twePxYGRkBKVSqWmkt8fjQS6XQ19fnwB6DVTZyi6VSsk66u3tRWdnJ6anpwVIud1uIYeYodT1CpTO8N1Rt00S7O2335Y1o/uFc09wr+iAlUGxzhhxDXNfMaNHu2gwGGRIzMH6A/7TB8Exv4+BDQEzyRDab10YTPKEzDTXFAkS4iL6EJPJ1EQGMFPGICGfzzfZagY7+lz0EybTfscWkgCVSqWpoJDvhdiKtpmBkf4e7ruD0g36BGYFtRSXo8X/0MOggdn/C4fVam2cPHlSHDWAJhBMUEyjyEiFm4AAgS2IeB6z2dwEyPlSyGiz5RwdO40mFyqjJWC/ap96Zq0b5PfTkXPxXLhwAdPT0zh79izee+89KdZYX19HT08PMpmMNPoH9sECP89FxWmJ1GDTYfFayCSyXRPBzcDAAH7729/izJkz8hzpjGw2G+LxOM6fP49///d/x+c+9zm0tbXh5s2bMsxAHzqtxPZGkUhEWHWv14tPfvKT4gSffvppLCwsIBKJSIHQ0NAQfvGLX6Cnpwf9/f3I5/My4tZut+PRo0eigVteXsaZM2ewuroqG4kBhMfjwf3791EoFPD444+LkXW73UgkEqKJy2QyOH/+PH71q1/h0qVLCAaDiEQi+OlPf4q2tjaMjo7i7NmzWF1dlT7at27dEsNw/Phx2Gw25HI53L17Fy6XC6lUSgYQMO3V09OD27dv4+zZszIAJhwOo6urC2tra2hpaZFRv++++y6+/vWvY2ZmBul0WlJ3wH4LPMoGurq6mkYSM0hkNwmHw4H3338fX/va13D16lX09PQI4KENIZPAugEaej0EAECThIlri2wRjTX/jge7wnAPaC0dwetBnTW17R6PR1L1ut8pALlWFqWRGSPgN5vNSKfTcLvdkmXhfqEzpYwgm83KRMp8Pi+MPmVCtDVk19va2qRYlkBba0C1Q9AAgeyO/h2DcjoEoHnIEp+z1gLqdLZmo4B9AEsbRsfN58KCKgbt/ByZaT5fDYQPHgf/lh1nDq4PLQPis6HN1cEaba0ONNjO8ubNmzh06BCAvY4VHB3e2dkpTGoul5N3SzvHfZfP5xEOh0UTzfXKbB9tJ7Mb5XIZ2WxWut9Uq1WcOXNGgrjt7W1cvHgR165dQ6lUwrlz5/Daa68hHA7j4sWLuHfvngQiB20jj7a2NoTDYSwsLAjoov7W7XbD5XLhv//7vzE+Po5Tp05heXkZs7Oz6OvrQy6Xg8vlgsvlwp07d2TQy3PPPYf79+83SfN00StBCaVFzOyRpU6lUhgcHJQCTxJF/f39mJmZwc7ODj796U/j7bfflrZ5W1tb8Pv9Qt6wKDKbzQoD6XK54HA4pAg9m83KVNfl5WXU63Xp5kStM6U3drtdBqr4/X50d3fjpz/9KY4ePSoTd5lp4lqi9Kler8te6+npwaNHj+S+qXcfGhrCf/7nf+LIkSOo1/emzeraEe4fHlxTWlagJWk6Q65rHGhTSXjp/auzXPr/axxCO8lrYH0AW7sC++O9OT+D60nXPnBfMnDWdovf0Wg0xC7QvtPWMoNdq9UkmOe9cg3wGgFIcM57YjDLZ8RaBwBNnY/4v2TEmQ1nVo/PgvfFZ8djd3dvMFuhUNj/4Ucc/89JO65cufLiwMBAk7E+mHLkoiYIYLRHeYXRaJSUPrsaEIAzjUnnBuxr9xgdMQJl300yGABkg+mXzIXJ6JGsL9mgUCiEDz74APV6HR988AEsFgu8Xi+2t7dl+hab+1ssFmSzWVgsFmHBNzc3xeg4HA5YrVZkMhm43W7s7OxI71JuoEKhICCCgIpAcmFhQYBiLBYTRnx4eBhXr17F3/3d32F+fl7aHGkgBuxLa+jE19fXEY1G4fV6MT4+jpGREdGAG417PaivXbsmVe6bm5soFAo4ffo0+vr60NHRIXpoNvW/e/cu2traEI1GxRGk02msra2hUCgIG9De3o7Z2Vm0trbiq1/9Kn784x8LsB4ZGWky2hwH7XK50Gg08Morr8But+MTn/iE6Jtv3bqFWq2GUCgkz3JtbU0KRrkeGal3dHTItCwOMEgmkzh37hwePHiAUCiEkZERGTPs8/ng9/vFUR85cgTXrl2TgSw0QIzGyciQuenq6hLwTrDAQIETviYmJnD69Glpz0dAprV+Wg5AB6ABnC4+4/qjAeYeoeHWwz/oZMhiMIvCvUU9J/ckr4tdcnQxGPX4DFDJtNDIAvsMjNPpFHnN1taWMELAnuMol8uo1Wrw+/0Cfsnos5aCARPT5y0tLYjH45LdYTq0XC4L80cbQHaaqVQG9gw2gf0WdXRedCh8prRNRqNRsl3MdGlWF2huDaYDL/3/9ftjwMHCLKb3+Tm+Bw3Oucd57Uyp0tZqnbTBsN9BgPYZ2C84085dA7+1tTVYrVZcvXoVR44cQbFYRKVSEdmSx+ORIIaBJlve6aCBhdC5XE4KmXWREtcnCxLL5TLa29vh9Xrh8/lw9+5dXL58WaQ4Wu/92muv4a//+q/xr//6r/jc5z6H9vb2prZ9+iDItFgsMizLZDLh1VdfxcjICBwOh/RmrtX2ejcT1LGo3eFwSCaEBYknT57EwsICRkZGMD8/LwFhuVwWjTjfXyqVQnd3Nw4fPox6vY6JiQlcuHBBJs8mk0mEw2Hk83l0d3ejtbVVWp2ScLl37x7y+TyGhoawu7uLJ554QvTQ7JZgt9slOGSdwfr6Otxut/RtZ6chvotkMimsZS6XQ1dXl5BN1NZWKhUkk0lZMx6PRzohEQcA+5JOm82GWCwGs9ksdpxMstVqhcPhkEmHOzs7UrhJok3rbXW2m/uFdpP7V+8/XVtASQcAaWXLczKw1Jlx3gvtHq+ZbDFt5sGaGpIrzJDw8/xvvQ8ZtNJ28tAaa96P3W4Xlp+/14GGDta1tJZjw/ncSF5qfTkZdz5vMs60dSQN6dc7Ojr+B6Gk5WG0V/V6HfF4/GON9IcdV65cedHn8wmA1QCA6RgufG5SVpVyI3BT6aIbRltcqHRgfJnU32jNFDsgMB1Jlorn1IuGulM6CmA/ZT49PS1t3h5//HEkEgl0dnZK1TdbzdEwFQoFeL1eARAWi0XSUQQLFotFJldRC8deqNT6FgoFCQaYTiZbu7q6Kr2fjxw5gscffxwvv/wyWltbcejQITQae8VUB5kqLmIC/RdeeEH0ouyyQLnB2tqaABZWlDO9tra2hmQyiVgsBqPRiPX1dblfg8GAQCAgRQxOp1PGq5PtCAaDmJ2dFbZ3enoaHo8H9XpdqvYJnNj4v1gswmazIZPJoLu7WwDFxMQEzp07h1OnTknqdGVlRZiwJ598EuVyGYcPH8YPfvADBAIB0SwzJTYxMYFCoYBPfvKTsNvtIjHx+/0YGBjA7du3MTQ0BJPJhNHRUSmO1D056SS4tiwWC5599lkkEglks1kxppFIRLIAm5ub8mw3Nzdl5DgLVvVAIr0fuKcYGDEQJItMQ0twQGd3sN5As2I666PZSUonyBZrZ0FAziEymtVgWzL+jNfI/Q9AgCkLmBwOh0yBoy6cQQh7yWrtotvtFsdRKBSEWSHT5Ha70dHRgXg8Lt0iCNRo/LXUpV6vi3RCdxjgvgH2dddGo1GGaLAqntdFoMi/pQ06qEU+CKT533x/7KgDQII/zbDRfhE88J3p79caRYIG/e+g7p22j06QemZeL+/d5/Mhk8lgfHwc2WwW58+fRzqdhtVqRTQaleEOtHW1Wk1a41EyU6vtdQXh3qfUguw/bTTlAWRG9Vjsr371q8LGRiIRBINB2O127O7udbn4xje+gZdffhm3b98W/ehBgkE/e4vFIgDQ5XLh6aefliLnU6dOAdiTNBFgnjlzRmRjbEvKlDgDSpvNhmKxiGw2i/7+fvEZvJdIJAKPx4PW1lZ0dXVhcXERfr8fLS0tiEQi8k4GBgZkkq72i06nEwBkqqPRaBRpTSKRwMjICIrFomRuW1pakMlkpJXfpUuXMDc3J/fENR8KhfDuu+8Kwx4IBKSgMZ1OY2xsTAaRvf/++3j22WdFw81s70F22GKxIBaLwel0StG0z+eDwWCQDCn9DLNKlGRRQsVD1xToPUTgq7GH3nOUdR6sTyCRwP2mwaiu+dHnqdfrsNlsknEkwGUWUmf+SCbQDhLQanKDtp4+ROMSEm3cx9zvzCy1tOy1laRMhWSjfgfcg9VqFV6vV3wgO6bxIOmgyTctUeWapN1g4Mlnou+F16r95MfFhv/LceXKlRfp3BjtAfttnngQDNCZa42RTo/ws/yMLgpgdAPs92/ULAyZCZ2uAPY32cHUKze6Lhigru/evXsIhUKi311ZWUFfX58UYZAB4PVyk3BjclgBmbPd3V10d3cLA8dKdqPRCKfTiWg0KkVrFosFgUBAGIyFhQWcOHECv/rVrzA4OIjJyUkUCgX4/X54vV6srKyI4TnoIDXzVavVcOHCBXzve9/Dpz/9acRiMfT39+Phw4eyCZPJpBT5cIOk02mEQiFJ13FzGI1GLC8vI5PJIJFISFU8AdLu7l7fbLfbjbt37+LIkSNobd2biMiUE2Uc9XodpVJJAo1sNou2tjb4/X44nU5sbGwgHo8LAOzu7kaxWMQ777yDqakptLW1CWM/Pz8vRZxf+MIXkMvlUK/XZdgCWZ6hoSGsr6/j6tWruHTpkoAWp9Mp0XapVML169exsLCABw8e4Mknn0QsFpO0INciAyAGI6FQqMkQnjp1Sp7bxMSETIdkWzGPxyPFI1zPB6N8AniuawZHGlSzrRcNGq/xoFyE65VOghklHgSrZCiY7iOblclkBBiR8WTgQJCpr1UzLJzmyfZ2XGtkkX0+n6TvXS6X6Ox9Ph9MJpMU77KfutaHe71erK6uyue4Lw7aIzJqGkCzYEezabQldOblclmmgFGHSiDLYJ/Al/aEzu3g++T36OejC6S4Z/lceR+8Lp5LM3S8Lv19Gnjo+9PvR18Tg2kdKPKeKDegBMDv9+PRo0fSCm5gYAAbGxsIBAIChHQB2O7urgRcPBfvx+Vyobu7W/rsEthGo1F0d3ejXq9jfn4e/b+XlkWjUZTLZfT39+P69etwu93Y2NjA1atXRfNLgKxB10HbSJvy85//HH/2Z3+GlpYWqetYXl4GAGFrq9UqVldXpXjzySefhN/vx+rqquwttn6lL2KAA0CGjwwPDyOZTKKzsxOzs7M4e/YsZmZmBPxSZsLhXQRTbW1tMoiFGVHqkQmK+J5MJpOwvpwSyrkIs7Oz4o+cTidMJhO8Xi/eeusteDweGAwGeL1ezMzMwOFwIJvNwuv1yrUVi0WcOXMGb775Jrq6ujA3N4fDhw8LGOMa4x5gwMvMG8Ed2x+yVSl7emsgbrPZmlhaEmc6e6QL/7j2GXTSbtIW8tD2lOfSdlZ3B+PeIUlQq9WkcJbPXrOwACT7ru2v1lMzwKFt4l5hFkBnUFhY6nA4RJKnny8zajrzzz7dDodD2hcSk2gykrZEtznVB7N+B+0H8ZvO9pDppy06aHei0ejHQPrDjitXrrwYCAQkCuNL0EVQmqnhwtY6QH6OToHGXC98OhIyPOwSwAhKszMUz9MRkXHWDBTTEwS+GtDb7XYEAgG88cYb6O3tFUdCx8siJLYC0qCELbdMJpNoQNkGL5fLIRwOyzQwGoxYLAa/3y/V3X6/H4lEAj6fD3a7HcePH0c0GkVvby8mJiakTzSdJpl+PqMPO/hcK5UK3G63GLVHjx7hM5/5jMhNdnZ2sL6+Li3Y6vU6PvWpT2F+fl46XdCpVioV5PN50fStr69jcnJSxpdbLBZcvHix6XkAe/ICTiik1OLZZ5/Fw4cPJV21s7MjrEUgEEB7e7uMpLXZbAiHw03rbHx8HHa7HTdu3JBsAgCsrKwgnU5LV4719XVp5XTt2jUcPnwYX/jCFzA3NyfXfP36dZRKJaRSKdGBbm9v4xvf+AYmJiaQyWSk2p+O8YknnpCpXdVqtWlAArXp2WwWXV1dGB8fl2BqZWVFUquUoLDY5MNSZHTQ2tHw/Wo2QheNEFQfZCcpQ9GMCYMJ6vR071Kyktvb2yLj4edpVAkeKpWKpB95X7rTAGUAlHexMIuBjsfjkXfLIJP6WbZXPHLkiFTBU/pFKQgLd+gUgT29n2a3qtUqisWiMGka1Oo6Cu4bZsPYlox2ic+ArI9ub3cwxU2mWBMAGvCSeTwoMeE7JCHA7z+oaeb1a/mJTq/qfrAHATan7JHN4vl5DkrWvF4v7t27B6/XK2wYJXosgmMWD9hP63PNk7WlppP1A7xfsqOUdwF7cpyVlRWUSiXcv38fGxsbCIfD6O3txebmpozDPnTokIw85iCWj7KJeh10dnbipZdekgFUra2tWFhYkOcWDAZRKBSatK5dXV1SpKhlNqyT8Pv9KJVKUsRHCaAeoESfxIFV/B0Z8FgshpMnT0oWhNdDXX97e7u06GORLPcaW6WyDR+LSlmHwDHt5XJZflcoFBAKhaTDzdjYmNTObG1tYXt7G+vr64hEIhgcHEQqlYLH48FXvvIVRKNRTE9PyyCdcDiMR48eyWRM+kG2RmTm1Ww2S4/llpYWeDwekXUwS8UWlvynGWcNomkLdLZbs6jMkHM/aamH3ndkiHle3SOZIJcyF90ZDIB0NOG6P8jw7uzsyFwKzeQzW0/soguPdecUFgWzjSTJHwbczDCzAJz/y6CeGQAAIlPhs6Skg9epZblce9p28TN8ThqI0zZp2W8ymcQ//uM/fgykDx5Xrlx5MRwONzEZXIzUHNKgEWzrIRR0VGTrtNNgeoPggWCXTfYPajf5ImlQGEnqDgaMZgmgdb9FXtvi4iK6u7slVcjoTaeqOUGQsg1uDGrbmHrZ2NhAX1+fbESmi0wmEyYnJ+F0OuFyudDR0YFkMgmv14tsNovd3V0EAgFUKhVMTEyAOnQA6O3tFdmDjnr/kKNYLCIajWJtbQ1Op7OpIExPNCLrZjQaMTc3J5uKjnhlZQULCwvClAwPD+PQoUM4efIkEokEpqenUa/XcfXqVTx48AAjIyPw+/3I5/PSr9dqtWJnZwcejwfLy8swm80IBAIwm80YHh7GrVu3EAgE8Nprr8Hj8cDv98szNRqNwl6XSiVhp4aHh9HW1oaenh4kk0kZA84omSnkVColrBdH8Xo8HlgsFgSDQZw8eRLBYBBmsxkzMzOoVqv4zW9+g4sXL0rLqEgkIkU7ra2t0gFgZWUFbW1tGBwcFDkIB9sAkO4fZEMZMBxs1ci9wX2lARrXPw0wmWOttdVgjoaM0hEaTwINMkbcp5QKABDW1Wq1wmDYm2Rns9kkgGVwqtOmXP86/dfV1YX19XVh4unUGo0Gent7JZ3PLgu5XE50tHa7Hevr6ygUCggGg+js7BQNLoFIpVIRmVU8Hm/qTGK1Wpuq0RmA0lmxPZN2rnxHGnwQzFL+wIDFarWK7IfPRaeDdfBCZ099I9+xJhY0q01QTFum74vvnp8hSNCp1s3NTTk/QQhtENeI2WwWu6rT5ppRY0cKr9cLv98v30nwaLVahY3l+GwWkIXDYaRSKQnkzWYzFhcXhZwwGo0ykKqjo0PGcNfrddHA85mXy2U89thj8Hq9iEQiqNfrOH78OADgscceE9CuWfX/62BnHbblrNfrWFpagsVikaJa7jfuS2ZWGFDqLGcgEEBXV1dTBmhkZASrq6tSpPzlL38Zb7zxBrLZLFwuF3K5HHw+H8xmM8LhsGiY5+fnUa1W4ff7sbGxIXLFnp4ekT7RlrMjCjOe3d3dEmRSLkhd9/r6OkiCWSwWrK2tIRQKwWAwwG63IxqNSuEc24zabDYcOnQIPT09MnjLZrPh3r172NjYkLkBpVJJ5kFwmBizqexYQgDP4mxKzRwOB1wuFzKZDOLxOPx+vwTcWhdNiYPuL03bR8wANHfH0Cwp1zrf2UHGmr9nkEFboSVWtCckbliIR9Zd2wNmOenHiWnIalN+RPukcZHBYJD9RwlqNBqV/bi5uSnZgOXf90E3mUwIBoMiKSWAp5afz0vLT5g9ot3XBcL8O/oW2i39rCibpb3R0plGo4H19fWPGekPO7773e++ODAwIFESF2NXV5cU3+kUH0EynTOwnzo8qDnUkRD/v17wBM4Ez9xQBoOhaQiCfpn8/EEGnI6FQGpychLPPfecaOUCgYAMZWHXDG5q6ls5rcpo3Cvam56eFh0VB4qwGpbFNART7DM6Pz/fNE1qd3cXfX19SKfTeOutt3Do0CGUy2X4/X4sLCwI6/d/sS48CHI+9alPyT3Mzs4KO2gwGKR4D9jbIA6HQ55do9FAMpkUbd/IyAh8Ph/m5uYwODgoBS68t6GhIYyOjkrqisZzZ2cH6XQaAwMDIpUoFovCiiwuLuK5557DjRs30NLSgqeeegq3b9+WyWIETw6HA4VCAaurq4hEIqJX3PkeKm0AACAASURBVNraQigUQjgcxtzcHPr6+lCv1xEIBGAwGLC0tIShoSHY7XYsLS1hdXUV6XQam5ubuH79On73u98JM0Bt33PPPYfZ2VlMTU3BbrdLgGQymaSjRKPRkDaJk5OTwuqePXsW169fR3d3t9yf0bjXb9doNGJtbU3GhlOiQcdBI0WgTeaV65igkECD65i/o/OgIaSB0wwP9wW1yexfzE4VTGOyvRZZYQIVgj2y6fwZGW5qDpnaJ0Dd2dmRnsOcfEmdZEtLC0KhkJwrm82Ktp+TQFlHsLu7K8EZpUO8bi1RYJqfgE8X8hHUavaF6U+mzQ9myXZ3d6UOggEbg6eDWTruPzLzOsPGg8BZOyI6cV0cqO3gh8lHtFZRF6Ty53R6/D2DHm0fCTK49xmMFgoF9PX1oVarSV9nBuLUbHLCHvcOnXutVpMUczAYRFdXl+jbNfvHNcIsD9e/3W6X1qFkOMPhMN588004nU7cvn0bo6OjSKVS/yPr+b8dfM6UsdVqNVy8eBEGgwHXrl2Tqa7MyPCdctJjLBZDKBTCo0ePRM7G7hSUupCV9ng86OjowL179+B0OuFwOGC322X9MNhvb2+XzCTtAAPUYrEo0hACqVQqhY2NDZEW0scx+8egTxfjRSIReL1eLCwsSBtDZtXC4bD4FhI31WoVqVQKsVhMiAh2mmCnFk0AWK3WpsK8arUKt9st/bxrtRoGBwcRjUZhs9nE/jHrc/r0aUSjUWFoCRa5lhks0UYy+NKsKUksHdhqjTJtoGaveQ/0z5R68DMkJZilYlaFdQEkOnRWkYW8PCcAAbdcfzpAZqExAyVKncrlMtLptGRuCH7N5r1uQgMDAzAY9gqKaadpn5hZ53vVYFfXcujsp342fK6UDml5ow7g+TvaLAYFHzPSH3F8+9vflmJDXaQE7Ffa62p4OlutOdIMDRcA2ZqDIneyyDT8/LzFYhGnT3aPn9G6YToNfp/WFHZ1dSEejyMajeL555/HysoKZmdn4fP55LME6mQqeB4yydxoc3NzsNls8Hg8qFarAii42bu7u5HP5yVF4/f7hXWlzpJsDAEJAAwPD6O9vR2rq6sS3VI284ccfCavv/66sKl2ux3vv/8+5ubm0NPTIz2NucE0eIhGozh//jzi8TgCgQB+97vfobu7u8lhMt3e2tqKQCAAp9OJBw8eSEP89vZ29Pb2ShqSusqTJ09KKpCO5uzZszI+lUaBjMfi4qIU9X3uc59DIBBAW1sbMpmMROyRSARWqxU2mw19fX147733EAwGpeKekopQKIRMJoNsNotTp05J8Sd1fH19fchkMrBarbhw4QLm5+exuLgIp9Mpfa9paPi8WHCaSCSwurqKgYEBYbaY4iWIGhsbEz0mD2ZBqGGmE9jc3JS+4yzqstlsKJVKspeA5mljB5kXgjMyajSEXFPcN1tbW8IukpWgI9LZHu5Hri++f7Z1ZAGq2Wxuqv73er0oFotNGSG2VOzo6JAeuwCEWWYgwfQ3nxMDBx2gU7tOBoXgWWvGNYukCyrpJHkv1BfyPrWsjE6Te5HOjTaRe5/BP50g71sDaoJ5naXgPRFga1aZjpk2TmsS+W50xT//hgBb26WDenm+d+7vYrEoNmpubk6kWSwg5wh21ntQxsXAua+vr6mwbGNjQ0gQEiwEXwyUCFh4fbzfarUqHY8WFxfR2dmJEydOSG0Jn88fcpChY/cOg8EgcwKeeeYZvPLKKwgGg6hUKrBarXA6nRgcHMTCwoKw8ysrK/ijP/ojeDwePPPMM/j+978Pn8/X1LbMZrPJPgiFQiL5Y3BE5pnB3dGjR/Ho0SP4fD48evQInZ2dAnoIzjn0ibUdra2tWF1dhdFoRCQSwcmTJyXrRC0vv8NqtSKZTOL06dNYW1uT9Z1IJKR2hX5gampKiuxoA9hpiZmhgYEBzM3NyYhvrektlUrY2dkbymGxWAQsM6hltlGDuoWFBfT29iIWi8m61u/UZDKJxEWTBnyn1AjznfIfNcoHz6mli1zXlG8RW3AvUcKhZRDECLSnDML1z7ifLRaLdLlhNpAEAd+Triszm81SU7C9vY2+vj6Rc/Ae2AGJMi1mz3j/mqCkb9BZOE24aJusCRLafS2fod3VElv6Hd672Wz+WCP9Ucd3vvOdF71eLwAIm0AnzE4cfDnU+tDo0xExlazTaNoZ8O/oNPn3XBgH09psaaSdJbA/9Yhgmk6QQJsMiNG4140in8/j1KlTojUjY8KhKNTMMS1JcFEsFlEoFOByuZBIJCTtbzQa4fV6BTxTQ8iNlM/nxWG3tLTIYI/u7m4plEun0zI+dXh4GK2traI7/EMOnSaKxWIijzl06BC+/vWvo1wuIxKJCCtKhjeTyUjVNvXara2tePrpp1EoFETny04fbrcbKysrspm4mdkCjgxJPp9HNptFvV7H1NSUMKKlUglDQ0NifGigjh49KpPF+A44PCCbzQpwGhoawttvv41nnnlGKs0nJyextLQkXU5KpRJ6enqawO3p06cB7E/aY5o2EolgbW0NlUpF2OMzZ86gq6tL5Dw0Spubm9Kqqlarwev1wmw2iwSkXC4jFArBZrOJE1xZWcGJEyckuORB2ZDWsjFQZctEZgpoJLlvdOW3HpjCd8J7JjvDZ+90OuW5U45EY0gAw+9mxxW21aJD5AANgpPt7W2RBbEAl4CdAWU+nxcNe3t7O5xOJ+bn5+VeWK+wvLwsBY9cp11dXSgWi8Iu8RmSZWe2i05SpzY1u6UzVFoHSTtEJpnOhmljMtY608YAneAPgASZBB5MnRL00dHqehKeTxe48hp0UHSweJAHpTc6QOBzYtCjr0EXE/OdEUzRobJjitFoRCKREHu1sbGBwcFBPHr0CG1tbcjn88hkMujo6JAx2ZzwxoJigmrqOAmUaceZ4eO9dXZ2olAoYGdnBw6HQ56l3+9HPB5HNpsV6c/BdP1HHTrNTwkFh/JUKhV85jOfEXAyMTEhRcX0BQRZU1NTWF9fx+bmJj75yU82+SWm391utzyXRqMhjDF9Iaf6NRoNzM3NYXh4WEZ+s1uHbpVIyUw+n0coFILJZEIoFML6+rqw5F6vF/V6XbKA8/Pz0i2op6cH1WoVk5OT6OjoQEdHh9QxsN6EXVpYDMn2eSyaZoBKYJ3NZnHo0CEZtkLfmUgkEA6HcezYMXnXZPg54IjSnEqlglAohFgshscee0wm3vJoNBpNcyH4rinF0qSc3g/EDcQIXNOaEWawyx72DIAI2IkddFtK2lFdB6aDZ+5VAmZq3nn/tK/EO5Qn8X603IPECbBf/K8zDwxsuS+1HdEtOjXTrCWplHnw55r114QFnxV/rqVPtGW0sdVq9eP2dx91XLly5UWmwiixoFOhTpnN2+nMuWAY2epIjY4OgGjM6PioodPRpXaKPAdT+3RSWgupAc9BhshgMODtt9+WTbmxsYFGo4Hbt2/jiSeewNzcHBwOB8bGxjAxMQGLxYL+/n4Ui8UmZrzRaODo0aOyAc1mM6xWq6SZi8Wi6MSoQUskEmhvbxfNmR7OkUwmBawbDHuFJvyZbiP4hxwmkwlLS0vw+Xw4ceIETp48KWPI4/E4pqensbOzIzrklZUV3LhxA5cuXcJbb72Fn/zkJ/je976HWq2GjY0NYY8oB/B4PDh69CgGBgYwOTkJj8eDt956C4cPH0Yul5PCHDohGi5qcG02Gw4fPix6vmw2i+XlZSSTSaRSKaytrWFlZQWVSgVnz56Vrg2Li4tYXFyE2WyWMcgc3hAOh7G7u4uZmRkUCgXpXRoMBoWRefDggUhF3G63sNbpdBpzc3PY3t7G2NgY7HY7lpeXBVTF43EBKPV6vanAkM6VxY7MplQqFfnH6n+fz4fl30830xOgarVaU+9WzRSQ8aSB1Z/RDCyfMw0d94eWP2nnohkWGlVtLAmGWfjG/UW2mQVE/OzW1hY2Njbg9XoRDAZlJDq/g1kegtRQKASPx4PFxUUpSuzt7RWwwT3Pa2AhFp8N046cNnhQ90xmXoNE3hefA98BnSGzQprB1cwXWUete6bt4nk4aZESEzLj+jnT4fB98nsIxshwETwwGGLQRACumSDuL36Hthm0iTwI/vmudTs92rOtrS2x8Y8ePcLAwAAqlQp+97vfIZfLNWmaS6USRkdHBSxQ7sB3TxkCANmzHEFO1n1nZ28YCDsKscibtQqUkZTLZZhMJmEKD/bj/d8Op9OJp556CrOzszIK22q14vDhw5ifnxetd6FQQG9vr9gQm82GP/mTP8E3v/lNHDlyBJVKBaOjoxw8IXI2SgPsdrv0r+/t7cX09DRCoZB0MuEapLyH2RsWVJLUcTgcTXJCAmmLxYLp6Wlpo8gswfr6uuiNWQRPKRnb77EtYbFYlCCmWCyip6cHqVRKvp82gt1AOFCmo6NDJH4MmLgGGXRTwkJCTUszmQnlmqW8kf28uW51xoayDdpfBhe6HoDZMl18reUfWhbFZ6+zi8QcDFYZcOpglDaIWIJ7jeQhwW+1uteJiHtWZ634Of6O9pmAmnaa2IVYi7VGAGR/k4zY3NwU6R/tNPc99wZtCc9P8M775HOgHSV5yXdEP6btCX0N/Q3fTyKR+Fja8WHHd7/73RfD4bA4bADCQJKtAiCskW7Q32g0msZUsmqVTo2LWANGzW6TudCaPzoinW7gd9HJ0JhpkKHZCI/Hg6mpKfj9fvT29jb1mjaZTIjH46LNJXtKh725uSmsbDAYRHt7uzBu3Axkd9i1Ynt7Gy6XS/RiZC29Xi/m5uYA7Bl6PfaazLaevPaHHCaTSQKYjY0NzM/P44033sCbb74pxZWBQAD1el1a2XEAht/vxy9/+Ut85StfwS9+8QtcunQJY2Nj6O/vl7ZjiURCUmLBYBBGo1G0r9x87HTBdF+hUBAWhw7B4XCgWCxie3tvEAq7oYyOjqK9vR3d3d2SemWPaBbEABB2m32aGaEPDg4iGAxiYGAAN27cwMOHDwUc0YklEgksLS3hl7/8JVpa9nqJp9NpHD9+XDp0WK1WvPvuu1JNTsNBZzkzMyPaeTpgp9OJeDwurdk4VIH3wWAin88LI6WBgH7PHR0d4kToGLiGCWqZbSGg19kbOgWek/tHMw0Mjhm00rkSvOs1TS09jSf/Eczzn8FgwKNHj6TFVqPRwMLCghTbcChDLBaTjJbdbpf6BL/fj0wmI8yLw+GQ0cnswMGUKcEEv1czMVpHTkaHgYR+rrRdDPx08AJA3i+zLTwPn5nWVtKhEeTy/WjdJG2R1lfS4Wu2uVKpSHEg7ZtmjkgGaMBA20iCgcwSA4pqtSoFpQBkX2j2LZ/PS6DW19eH9vZ2GTJkt9vR3d0Nu90u7S85nIm1BHweBNGc4EbbXa/vFe5ls9kmKYLH45F2o8z2MUA7duyYBKZkeJm11EHC/3ZsbGxgdnZWAA2zOOxOo/cFJ6Y2Gg0kEgncvn0b4+Pj+PWvf43Lly/j/v378Pv9SKVSIsHq6OiQe2VHm46ODskMZjKZJj/DuhTaRDLR/G/uLWqhNzY24Pf7hb3n2vP5fGhra4PL5RJmkhnTQCAgrUKz2WyTbCOfz8t6WF5elq45BsPeWPCZmRmsr68jHA7LjINyuQyHwyEMtg4kKY8yGo0yYpysLYsqb968CYfDAY/HI8+KgQQlL8QHmhDTxBq/R5MHvA4doOq9xCwS1wzxBGWbfO/0EbwPbZ+ZgaNN4/6jjeU/fr9uUgBAuqgwG12pVOD3+6XolvbGarWi0Wggl8tJESE7m3AoELtv0R+RoabumucjgNZyE23naR+41khQkEjQz0PL6fgMdPafuG19ff1jIP1hx0svvfQiJ70RIPKla11NuVzG5uamtIrSmkK+KKZ0+DndaYHn14UxBGYEC0wT8uVqVowgCYCwwVo8z5dOVnFsbAzxeBzpdFrabjGKppPv6+vDxsYG8vm8pLWNRiN6enqkepaRIIvTcrkcJicnEQ6HMTIygvv370vrIwCS+qpWq1KAODo6io2NDfh8PrjdbmFr6AzX1tZgt9v/h+PQaX5gv1csDdHbb7+N559/HoVCAS+88IJUJ3PwzObmJvr7+2VAzfvvv4+VlRUMDw+jt7cXTqcTExMTwpbQQVPjVa1WpdURRz3TSVHGw/Vy7NgxbGxswOl0orV1b3oSuzhwY09PT2NqakoYg1u3bkmAde/ePSlSOn36NHw+HzweT1PRkc/nQ6lUwsrKChKJBEqlEv72b/9W0tR08L29vQgGg3jhhRcwMTGBaDQq6c+2tjbRPA8ODgLYbyFEJ8gCusHBQRgMBpGf2Gw2DA4OSksq3REml8vB7XZLUQgNEgE61ymBjW55qBksraHltWmgRsCqz62Lj+iYaIT5nfxeGlitd+YQFRYpkZ1gAVlbW5sUlVHXTBaKjq+lpUXeQTKZlD2hi6vY8mt3d1c6FxQKBcTjcWxtbcHj8Qjbo9OMZIO5N5hBqNVqAkYJlHiflI7ojkEE5WTRAch10AlpnTjfiW5nqCUHWmrDZ8/zEFTrlDUdGxko3cWFf38wBUuHR7aLYFZLQTi4htk7DTa4pnd3d8WRMrNmNBplkBGzUJubm9KuMJ/PAwBGR0ebWncZDAZ5Jna7HcBe0V5rayvef/992Gw29Pb2SmHq9vY2YrEYHj16hNbWVjidTpFmeTwesZOc3qeJGQKqDztIrgAQG1Or1VAqlTA5OYnLly8jlUpJZqO9vR3vvfce/H4/pqen8fnPfx61Wg3j4+MilwiFQtKvmbUxXCP0Xy0tLaJ7ZpEaB3xR4kRZHQkVXmsgEMDCwgLC4TA++OADOJ1OpNNpZLNZeU9utxuzs7PCmm9ubuLu3btYX18XKUpLS4sMA7Pb7VK/Qs355OQknn/+eXl2vD6DwYBkMomBgQG0t7cjm83KgCmPxyMZEwI0LQNIp9Mwm/c6PnFPpdNptLe3Y2hoCPl8HocOHcLW1pZkryn1IJvc1dUla5c2TEutCFbpVzSLyj3G/amzIgxgdUZJZ/ZMJtP/aIbA79Z7h/tVS3qIUQ7KyNhyln6T31GtVkWmQXvOtcQMIPch/avGOixeZBcdnUXTbD4zBZpYIKHD7ySmo73UjLuWoWmZGP+WmIvvgtr7j4H0hxwvvfTSi36/Xww6AEljEOgCexE2F4yOZnSamgcjRBpcnpNGlS9Hs9EEZ9r4kxmn0yJAYJTL7yXzzUltIyMjkraj7o/atePHj8NgMKC/v18qzz0eDzo7O6WDBicTWa1WVKtVMQbcBGTq4/E4enp6ZNALAQK1dFarFYVCAZubm03twjgJjukwbaiZYtKOUhsYpml3d/dGgOsK9Dt37kif30QiAafTiVQqhQsXLuDixYv48z//c+TzeQwPD0sbM4J8FhJwBCyr6vv7+1EoFCQTkc/nm8CdxWLB4OCgsB6FQkFkEWyTF4lEBDicOHFCuoqUy2XRiZ06dUqCrvv374vz6Ovrk++npvbQoUPY3t6Gz+fDyy+/LLp4tpYqFAooFouYmZnBE088gcceewy3b98Wp+R0OmG1WpFOpwWkUAM5PDyM7e1t6QTi9Xpx8uRJGSm8uLiITCYDr9cr49NZkOd2u6U1kc6SaMZZp0rZqYKAUQNjzTTzcxpc8bxkYLWBZREtwTQ/R6fCdKIuVKTjNxgMUqDJATNMz1MTarfbUavVZKhEo9EQcJRIJGAwGOB0OmXv8/7JEpvNZiSTSXFMHN1MJ8lDMyMaQGr7QGabDlBrlnltOqgnMKcN0rIbt9uNVColDpjOjd/X3t4uOm4+a51FI0unWWaCAf6OrDYBvtZ1apkGfw7sD+EB9gsPqdPk99Lm6ntiJpCBUSqVEhDAugYOclpZWREmjJp0Bstay87rZBeYRqMhQVI8HpduINlsFsViUSZoUperx47rbAOfEW0LbbZOzfOzJAz4bGhXGQy3tLTIRD++Rw7FOnfuHO7cuYMvfvGLuHHjBmKxmGj2Hz58KHIDZuS4vhYWFuByufDw4UMMDQ0J48jglnuN3V7q9b0+6LwGl8uFu3fvwmKxiOyILeJI3FA2UCqVkM/nhdl0Op1SyM5BKGztR8BGmzs4OIipqSl89rOfxTvvvCOSqkQigXw+j1wuh/7+fty9e1fsP+0gC8JpOxhkc9ol38Pp06dx8+ZNAYes8aHfZA0BJQ2pVEoGVzEzooNGBp6aMOKa0Fko2j0W+upAFkCTreU5dDGf1i+ToeXeIQCmdIQdWLjWuf9ptznczGazweVyodFoiB9lNpK91lmvQzDOeiNeC7+H+IJglvuEtSr6mdCeMHDQcpaDQTi/+6Av4ndQpkb7oW0Z/561QB9rpD/i+M53vvNid3e3GCE6IzJJBDrAfrsovlxGatpps2iJKWNudm50YE9vSGBCp6W1UVxwNKy8JkZ6mr3RG5SLpVKpIB6P4/r16xgYGIDL5cLy8rJE2oyu8vm8yA/ITFMX2Gg04HA4JDrVEXU8HkcwGJT03fT0tLBgjIr5XMjY5/N5KahKJpNSwMWWb2TqWCBBtr9e3yvio9HY3d3FtWvXUCqV0NnZiYmJCezs7GB5eRl2ux2jo6NobW3F0NAQ+vv78etf/xr/8A//gNdffx21Wg2vvfYaXC4XZmdnYTKZcPfuXZHkRCIR0cox0GAgYDAYsLCwAKvViqGhIVgse62MqtUqEokE0uk0jh49KtKQoaEhKRqizGNoaAizs7NYWVnB448/jkuXLskgmFwuh3g8jnK5jPPnz+O9996Dz+eD0WjE0tISAMjo8Xw+j1QqhcuXL8NkMmF2dlb0z1arVb7f7Xbj17/+tbCAhw4dQjqdxuzsLE6fPi2dC7iOyOQMDw9jZ2cHx44dE0PHAScul0scHPdCsVjEw4cPZciM1pdptplrG4AEkDRqNKp0SPwctaI63UiGQYMqYF8jSIdEUMHsArA//Yq6OK5xXShDI0pDThYpEolIZwFgr2iMw1d0kR5tB40vwS+HfZDR4nMn8NByCd4Hg21gfzgDwT2fM50g7QmBKe0B9zAlM8B+9wvaJ0oktIaUzouOWjNofHd0TnTyunMRn7cmAnTWgeDww5winzH3/EFwT1kYn43JZGoqSOR9amkR2VWfzycFt+z7zF7A7OvLdDMAyQYwY8iBJ3S+FosF+XxeBpjwPCQMjEajtI3UGQIGcwAkiFteXobNZoPD4RAyghIqsqpcW1tbW0IIDA8P4/z585idnRVJ0eTkpAw6uXPnDo4cOQKfzycFe++99x5eeOEFzM/PS8bl1KlTMjZdF91SxuDz+aQehu+N74gdQbiuDAYDHA4HlpeX0d/fL3UxfLbsTW8wGKR1HOVRdrtdBm+xi0mtVsOTTz6JlZUVmEwm6azBvvCUFxKMWSwWxOPxJnDI7juhUEjsOwkBs9mMubk5nDhxQqRszGo2Gnu1Pt3d3RJsBoPBpmBIrzvK9CjPop3hmiVA1llWrZ/m/uQ+5n7gPtO1WPq/aVd5Hr0ftJRNy/mYVWDATIkGteCaDNR7nIXc2jZyXzPTwPdKaRmLHbkPmA1kwEhbrjOI/E4+NwbrmoUmaNbZLA2mWfRLO8bv0BlIygoZ7GuigJmKZDL5MZD+sIPSDjK7mh0DIEwvWVO9MNmdg0wfnQTZp2q1KtWyfMEHNYN0CDqFSsPNtjM0MHTu7NGpGSvt+La2tjAyMiKL9fr163jhhRdw584dAVsApICwVCqhu7tbiglMJhP8fr80pCcLzYEUNDBc4GS+qWtic39gb7FSN7a+vi7MDEer9vb2Ip1Oo6enR4wa75HPKxQKYWdnb3rcl7/8ZTEIy8vLaGtrw9jYGHZ3dzE7O4t0Oo1KpYLjx49jenoafX19uHr1qjgcgsBarSZjsOv1OqLRKJ588klUq3tT/RYXF8WIM6gYGhpCOBzGu+++K8bZ6/UKW0HAPTAwIClVOt1QKIRIJAIACIVCWF1dxW9+8xusrq7i8uXLIsdgqjcQCEjfzfb2dglaKDNghTlBIZkzr9eLcrmMV199FaFQCMeOHYPH45EhLnyWZOV6enowNDSEcrmMlpYWScd1dHRIR4+uri5cvXpVUltdXV0IhUKYmppCX18f+vr6YLfbm9hPGmUAwpICaBosoCN+ncLUgaVO9dO5MC1H4Nra2ipMnS7KJYDTvVt5XjKPlN5oAEtNKNOPdBZ8/gSQLMLULezq9brIM9gbm6w7uyg0Gg0ZVczzsT+uZo14D1xf2gFyn+vesNx/wL6MgtITthk8qB9kXQgLh2iXaFe0fpByFq1/1uyYlmtpxoxFxhos0IHRhtK+8by0sWSCtQOl3WGXAc2I08FznWi2rl6vy9TTbDaLw4cP4969ezhz5gwWFhbQ0dEhemgyqbu7uzh8+DBSqRSAPc0v9c0EAjs7e1PsWMdA6RMzclx7lDzobCXbM3ItcTomexvncjkJgO12O7LZrAyRajQaMu30xIkTCIfDKJfLWFxcRLFYxPLyMp544gnZNx988AF+85vfYHR0FOvr66hWq5iZmUEgEEBnZyfS6TRKpRLu3bsn/eo1qcE143K5JIO1trYmEqh6fa8Yi4EkmepcLid97mnn+Sy1DratrU1keYVCAQ8ePJCAZXh4GIuLi1hdXZX3TkkJs6D0wa2trdLbv1qtyqTCYDAIn8+H+fl5FAoFAU42mw1G415rShZVb25uYmlpSdrsjY+PC9FBex6LxXD+/HlUKhUUi0V0d3cjkUjAZrPJJF0WIPIeuRaZBdRr/SCLyvVP28n1rYkD/b/cFySzCIC1TeBaoJ0H9qcp87sozyuVSmK7GcQxu+z1eiXorNVqkpVhVprBD0kI6q1JlNEuGQwG+R6+P/oHzWLr7ib8OQmCg9lL7n3aJg2ytfLAYDBIwKizQlQFENyTDKFs9GMg/SHHt7/97RcDgYC8JDJiOsUKQB6m7tyhjTsXDBcxNwJTmJYhlQAAIABJREFUKqyY5yJoaWmBzWbDxsaGpEbI4rW0tDSBbLI7OrVLVpkLCoAwFS6XC5VKRXoMf+pTn0IqlcL4+Dimp6elry6dElmLeDwu16wdMRvVM63rcrlw69YtKRqcmprC+fPnkU6n8fTTTyMajcri1Ox5a2srOjo64PV6ZboYAW5PT490SbHZbJKy6+7uxu3bt9HV1YX5+Xk8evRIWL1PfOITCIVCKJVKeOGFF6SvKMEC26HVantN5jOZDC5evIhSqSRsSHd3twwDIJvUaDREI8w2dmRel5aWYLVa8fzzz0u7JWBP68p2fCaTCdlsFna7XQYuPHz4UKr7Cc79fr/oDWOxGB4+fCgFNBxrWy6X4fF4xHiyh+nOzv6QnFwuh/n5edGems1mjI+Po1QqIRwO40c/+pF0AonH4+ju7obf78fDhw9lip7BYJCCxI2NDQwMDODll19GIBCQ4IIdSR48eCBMaa1Wg9vtFgfGims+y4cPH0oQAECMt9ZN6yCEaV8CIhp/OgjuEzIHNHhkTzQzSmdOzSKLnNgPl0aXhpoad7JrLD7q6OgQFsrhcIj22GAwyLukHIDAe2dnB16vV1qrAfu9lNkVgsDRZrMJoNWaR52V4V7XqVmyaMwUEZTQ9tBG6IBjZ2enCdgyaKH2V4MgLQfhtWm2mIwOnx+wz3STvdKdTfgZHSCQNafdYTClmVhNPtCm8L917QifGYNwPgNKPOjEGYgnk0kEg0HEYjGcOHFC2twFAgHJ1LC+hOlfAmIGSCzkZAp8dHQUc3NzUsSYzWbh8/mQz+dx9uxZ5HI5Af/1eh3hcBjFYhFGo1G6RMTjcbEV29vbMrn05ZdfbpLg9fT04I033gD91yuvvCIZpDNnzmBkZATZbBbj4+P4r//6LwFWbEvKAKCtrQ0rKyvyjgYHBwWwsh89ZVBk37u6upDL5RAKhcQ3cmBRS0sLUqmUtMkjAKvVavD7/WJje3p6ZC07nU6RmDDb6Ha7ZcgK6zzYQYtrjOuOoM5iscgAGK6ddDqNzs5O8QEkqXifvJ7d3V24XC74/X6srq7KXmxpacGbb74pBMnIyAiuXbuGen1vQBbXzWOPPYZoNAoAwpYHAgFZL5R70E+lUikh6LROl8CPa1dLSRkQ8ufck2RvuU8ZlFNzTBaYYJ1F5bTFLColJuB+4qwEti4slUqCLQwGg9gd+rpMJiPfTfmfzsKQAeceZBcdLc/Q0guSchpH8DkxwNAsvZbMmM1748VZV0N8pu0rbSRtNJsf6IwpbaLRaEQsFvsYSH/YceXKlRe9Xq/oF6krBPaLDXV6QbMdWi+tU53U+hDwmEwmmYin21iRWQbQ1HuaC17rmGioNXulgTV1TqwEb21txcjICJaWlrC0tCSdFQYGBuReWCCxtbWFo0ePorOzE/l8XjYgHdDQ0JA03Xc4HALE2G7I5/NhdXUVPp8Ps7Oz8hzoeO7du4dSqSQazEKhgOXlZQEi9XodExMTSKVSTRO0hoeHkcvlEA6HhS149tlnMTs7i2eeeQbVahVvvvmmpBvpQPluZmdnMT4+jkqlgkuXLkk/ZTKXs7OzKJVKSKVSOHnyJBqNhqS1crkcenp60Nq6N5RjZGQEc3Nz0qmExZOckpfNZjE2Ngaz2Qyn0ymFadlsFmtra1J1bjKZsPz7KWk2m00AGIsuyC4fO3ZM2ldtbm7C7Xbj1q1bUi1vsey1dgoGgzh9+jS2t7fF2Xd2dqK3txeBQADpdBq9vb24efMmOjo6cPnyZcRiMeTzeZRKJUxNTSEYDEpWIh6Pw2g04pe//CU++9nPYnJyEvl8Hn19fcKw2mw2rKys4PLlyyKDSqVS0hKOAwxMJhOsVqsYIwaeNOoExWQBaGi5ruk4CCBpYLnOdVU6jaLWrxOw0BGwUJDgkZKOXC4naWmCBzruTCaDYrGIanVvel0sFkM4HG7Sh3N4h8ViESaSdQL1eh0LCwvCftN+0DgzeGfQysCVbBsZaq5tyhyYqiZAJPgFmovQyLRo2YPuAkKnRLuk9bZ0gMzi6Kp+Eg/UoJM54jlox/h3+j3q72TQy2vWdvAgeKCt4zUctMU8NFnB8xiNRmGNqed3u91YXl6W+gOy/rFYDGNjY+js7MTNmzdx/PhxYVcp9dOt/xjkcA+yIJ2dV1g7wbZ7ZrNZ7NrGxgbW19fR2dkJj8cDq9Uq18KBH8vLy1hYWEC1WgVliGNjY/jhD3+Iv/iLv8D169cxPz+PoaEhzM3NYWBgAI8//jgmJibQ2dmJq1ev4ty5cyLZunDhAl5//XWsrq7C7XYDgKTj+a5sNhu8Xq/oXrU8cXd3VyYaZrNZGYHNNWkwGMRGco1arVbp1MSAu16vIxKJwGazSSeQfD6PRqMhBWeUdLS0tEiBMAvTCcKGhoZkbdMOsHiRATmvu6WlRSQHJG34ztrb2xGNRuVc9+7dQygUQi6Xk1qjixcv4vbt2zAYDHjiiScwPz8vdmh1dRU2mw2zs7PSbcnlckmLWK4P3VFHZ9v0WiWe0MV0XOtc4wSB2oZwv9N/6yFMPLcuANzZ2ZFOSwzOaV87Ojrk/ZXLZWxtbcHlcqFQKMjodj5brn+SfizOZRadpJZuy8le3sRcBMGacdaHto20C+z+pGWCvHb6EZ3lO/jMuU/5XQflNlov3Wg0Pu7a8VHHd7/73Rc9Ho9EMDTiWsOkFz2NJDXA/L3W3ZAd4+LQ1aN0Utzg1EJzQxDkaUfPl6pTt3Qs/G46Ey4et9uNxcVFaVe2sLAgToBN6lOplJwnEolIpEkgwo3IgKGrqwtGoxGTk5MolUo4duwYbt++ja2tLUSjUYlCKUVhut3hcCAej0vLMDLgjIgrlQoOHTqEUCiEaDSK7e1tXLx4EYlEAgMDA1hZWcF7770nxWyXLl3Cv/3bv8FkMuGFF16QyPitt94S9pYTuQisUqkUpqenZQQ4ZQ3MCKyvr0uKNZ/PN7Wm293dlQ1rMpmwtraGRqOBaDSKra0tFAoFDA4OwmKxSNpza2tvxHdfX5/IY+LxuGz6O3fuwOPxIJ/Pw2q14v79++jo6MDY2Bi2trakIpotrWKxGLq7u+VeqWPn+Fmm6Ts6OhAOh/Hqq68im81K+ymyTfV6XdLECwsLeOqpp0SGUK/XRZv5xBNP4ObNmyiXy+ju7obX6xX2BQB6enqQTCal4p6pVa5rDaCYtgMgRklLPw7WGRD8amaVe5IDLOhIAIikSg8moOZZB7rUuJK9KRaLACAAsVKpwOv1SocbsvhMO+tex+ywosGh7hDB9DsdFcEgnSMDBdoE2hZKUXTATftBsK7rFnQ3D6ZotT1iNkyzTLRBuoBTEwNkfAlE9XPkOuI7pf0gWKIT0gVSWl6h++gTTBNckAHWwIIH3zXPc7DgTv8N75HrhsCsXq+L9pXgQEtryuUyXC6XBLXr6+uSruZ6YsEV9a4DAwNIJpOy7s1ms5AGbHkZiURkHRFEcc1SB0ypB58DQQPXssvlEhA5OjqK1dVVjI2N4Ytf/CKMRiMuXbqEH/7wh/jMZz6DDz74AD/5yU/wta99DclkEufPn0cikcDGxgY8Hg9WV1cxPj4Ot9stMqShoSHcu3cPDoejCezzHejWkJQ+MKhl9oISIrZMJfPL4nTKNCiHASBgmUVo1JLT1rM9XjablX1Tre51U6IEgWB/Y2NDQDeZc84JYL1TIBBApVJBOp1uasHaaDTAwWxOpxM3btzAhQsXcOzYsSYwNTU1haNHj2JsbAyRSETqZBqNhthsSvTI4BKs8x0ziGYmjf23ub8PZlg0YOYe5bpnVoZFn5rI498yg8F9UqlUmkg8zQgbDIam6YQMcClHI1HCd87PElvwPijdYC0Zi+9p6wA0yWu0LzjIthMIc1/znybNNE6jbaQN0cQl7RdtJ0kV4j5tS7Vf4rk+nmz4EQf7SNPRcIPTKfGlEygA+0VN3LRMwfJ3fPF84Uwn0ihyU9LQM+1FAE7tHaMgOjOtGdXpbS4qsnkcBxqJRKSgbHR0FOFwWM6hi0nYdYHXfurUKWxsbAhTSSMUDocxNjaGmzdvwmg0SkX04cOH8fnPf16MUiwWk+fL+xoZGUFXVxdWVlbgcDikNzNZy0QiIcaHxo+gnqOjQ6GQaBP7+vpQKpXwzjvvwO1249q1a/jRj34Ev9+PDz74AKdOnUIikUAymZRezsFgED09PSKpYCTNjZRMJnHp0iVJc25tbSGZTAqw5b3wvbjdbum1TLAei8VQKBSkTd7Ozg7u3r0rzoItlC5fvixjgPP5PD796U+LMWYKqaWlRWQAjNwZaXP4DWU8Z86cEZnF6uoqMpkMkskkotEorFYrfD6frD2yA3/zN3+DBw8eyHM4ceIEfvzjH+PChQviNP7yL/8SN27ckCKl5557DrlcDq2trRJskPXo7OwUVk8HjZS/0OBxn9DI6oBRZ1kISJkp0nUMGtCZzWZx/nxvDDio/SbLRvaJXWl0H2kysNRPm0wmuddCoSDMInvSEihwatvm5qYEu7xGpqK1PlkHwNpwc9+TrWdwc1D7u7W1JaCRwTjZcTL/B9OdGmBr4MxnfjALRvtCiQTBMT9PcK11nyzQITFAR8fr1mw17SoLknmPfFa0x2Qv+d0s6uT10K7SYXJ96dZ6tI18bsyYuFwuTE1N4ciRIyKfYFceyvUYZK2trSGTyUitCNeiz+eTjN/AwACi0ShyuRyGh4exuroq4NVut0vwwbVdrVZlgJHb7UYkEoHP52vSjlPu5Ha70Wg0RGbR0tKC6elpeDwe/Md//IdkvuLxOP7lX/4FRqMRr776KoaHh3H16lV4vV4cPXoUTqcTPp9PtK4EVJzuyjoS2mB2HtnY2EB3dzei0aiw7FpGxbkGDocD6XQabW1t0t2GGTS+W5JMrPOhzKqjowPLy8siiXI4HJidnZV++vF4XGpAuJ/YmYkzA0wmk7xHh8MhvcFrtZqMd89kMggEAvB6vYhEIhJMRKNR6eDCv+V9uVwuRCIR6cry/vvvIxQKSZZjYWEBFy9ebAr6p6amYDQakclkRMagawl0No5rVNsOHUzqgjj+Pe0DbSi/l/uKz5jEAJ+3LpQlyNQ/Z0Yb2JMh6sFset+zHSQnfVKGSNDPDALvgZIc3bmMGIY2ScvGGKTrmg7+jLaE9lPveRIYDNQtFov0rOa9asZbEwo6k0e7yWfJ/foxkP6Q41vf+taLwWBQHqxegGRVuRB0L0ouQkZrdMB86dQjElBphoQbQVed86XTEfMl6wVHEEHGj6wVf87+vyzEY0T/7LPPyn0YDAaRHKyvr6NcLovGjinq7e1tuN1u3LlzB/39/bh48SIWFxdhMu0Nc0kkErh06ZKMll1bW4PJtNcB44033kA0GoXH42lK+1Kn2tXVBavVisnJSbhcLmkdZDAYMDc3h46ODsRiMXR2dmJubk7GvD722GN45513MDw8jMnJSXHydFAOhwMzMzNSKMiUodlsRm9vLxwOB/p/38ouGo1icXFR3pWeIHb//n2kUinRUIZCIYyOjiKRSGB7exuZTAadnZ3SlJ+AgxMKe3p6hK3yeDySVqeevKenBz09PVhcXJSNyxZK1HdubGygr69PAh92z6AOjYFFW1sbTpw4AY/Hg8nJSdy7d6+pOOTYsWM4deoUgsEgzGYzlpeXxYEHAgFMTk6KJGhpaQnXrl3D3//932Nqago3b97E0aNHsbOzg8HBQRw9ehQPHz5EqVTCW2+9JdMpd3d3ceLECdGEr6ysNBUmac2d1rcRDHDwAVli7jmyIwRqLERhRgGAAECyLa2trZJOpGMh00wHxe8GIEMrCKitVquAGM1upFIpYQS7u7uxsbEhWtfOzk5hpkwmk6Q+AUh9A6d0UT9vNpvFYdAZkvWms9IaajoIgmmm0HWGiuBPP2+yVLwPsisM/JjWpO2hMyHLRJaQzk5/Dx3tQeeqHZCWZvCdAPtsz0GGmtfA1DLtq2bqaA9pp3QmkZ/X+lJ+BkCTU0yn05ifn8f4+Djq9TqKxaL0kudeXl9fR09PD4rFIgYGBpq6ccRiMdjtdthsNtHBc6iKy+WSYlIy9e3t7XC5XFhZWZHiNxIZBoMBkUgEra2t8Hg8iMfjsk8IbLkf7Ha7DPQ5fPgwbty4gXPnzqG9vR3PP/88BgYG8LOf/azJ5nZ0dGByclJkB2SEC4WCzEfQe48t20wmE7q6uuB0OpFMJmVfU/rEWiJqcFdWVmRPsehMy3/Yy5rF9ZRi6S5Aw8PDwtqyzzZbT/r9fuRyOSl0Y5C7u7srPey1ZMRoNIouulwu4+jRo8jlcpItMpvN0uOamci1tTWcPXsW2WwWtVoNIyMj2NnZweTkJEZHR6VeZHR0VKYlnjt3DrlcDvX6XrEl1xptCn0UZVkcYqJBIN83964GlFq2pP+etkDrgbXUUxcos3sGnxezItSw8yiVSmJXGUwSzPKedJDLjim0owyo+ffb29uS+WO2E4Csae59ri0dOBCQE+doMkBn+AiM+Uw1W017pIlL2izet5ai6a4qOuhhAPOxRvojjpdeeulFjgQF9ue+ExTToXEx0xmwDZF+MQedCQEaXwJfip5GqCNPzbTp1DgXD6Mr/eL5wgkSqIeanJxEW1sbjhw5Iueu1fZ6Y6bTafj9frS1tcHtdkvvzLW1NUkDr62tibHq6OhANBrF9evXRR/l8/lw69Ytaao/PT2Nf/7nf0YikcD8/DzOnTsnRpJMWyKRQL1eRzwex+DgoFTAc5JVOBzG9vY2dnZ24PF40Gg0pM/oz372M/zVX/0VXn31VXg8HnzpS1+C0+nEnTt3YLPZMDExge7ublSre/2ZT58+jWAwKMFEuVzG5OQk4vE4Ojs7pTVdtVqVwQK12l6HgHA4DJ/PJ0aXYILTCLe2tnDmzBkJPCjxqNVqWF1dFdkEGVqmHDm1qVKpYHt7W8Z4870zGHM4HNjY2MDS0hLK5TLi8TgymYxMUPR4PJiZmZEg5ZVXXoHdbseFCxcwMjKCu3fv4vDhw5idnUUoFMIPfvADxGIx6bBBoMTrWFpawvnz5zE8PIzp6Wkkk0mcPHkSIyMjSCaTWFxcxMzMTJMmnlIKtpBiNoLdDhhsUr+r5QnValWqofm3NKi69zGwn7ZnIEknYbfbm0A3AGGkCQDIvHNIEotMuQdZbEVJEiUVHAOsGTSm2jm8p9HY6yedy+VEbsIiJ2qjyToROFOSoFkkAkSmy/n3Ogihw+B5aX/oYGg/aHf077R0g9ehZRx0irRPB+0WtbE6vayDFNof2qyDjk47NKacCQB0EMBroOPX+nZdpMSMQ2trqwA0HgflKvzHeyyVSrJ27XY7RkZGkE6nEYvFZCoeA7tCoSDSHh0ANhp7veRdLpd00OBY6lwuJ4WsbrdbUv1vvPEGqtUqvvSlL+HatWsSKPH+eB/sO8/voy6/Xq/j4cOHOH78OHK5nLCL+Xwe58+fxy9+8QucOHECs7OzmJqawp/+6Z8Ko7y6uord3V309fXB5/M1BWcA0NvbK3uspaVFsljd3d0Ctqh1pn3k+tne3obD4UA0GhVW22KxSJ3G/8femz23fZ7X44cASIAASOwbQQIgCe4STUmWtcSRZVtJ7Cxum2S6zXRJL9JOpxeddqbTNhf1TS132tteJNOZNNPvJO5k2plMdidybUuyZUmmTC3cSYAEiH0hAIIrlt8Fch6+4M/+D4wZj2QKxPL5vO/znuc85zmPyWSS2MDKlUajwcbGBiwWC8bGxlAqlcSPnW5OlUpFzgSep7xePJO4vlkpttvtyOfzCIfDiMfjsNlsGB4eFneSSCSCfD4v/TCRSESqjZlMBiaTCUajET09PeKWMjw8jLW1tbZKVblcRqFQwNe//nVpCl1eXpZpw0ajUZw+CCop/yPzriZ2BJMkEwiKCXa5vrnPVJmUKtfg/VMTZu4rkn0dHR1yP0goWK1WAeFqxZVN45QLEhBTekpJBqsLvMdarRaVSqXNCWVnZ0cavRmnVakY9xWBOuMAYxCvh3qNGOt4Jqh9CkxCeP3U5JvnLM8b9fxlDCFJpcYtVtbi8finQPrjHv/8z//8qsPhEKkDA4YapFV2iH+qehsGPQBS0mApC2gxcWqZQz0YOG2ro6ND2An1RvJAYjBhIONm4Qan5czR0RHS6TRGRkbgcrlE40s3D5Y3Go1WZzyDudFolMPSarXiqaeekrJ5pVLBs88+i6effhqJRAJ/+qd/ilQqhVQqhd3dXTz//POYmprCv//7vwNoZZ6bm5uiSyQD5na7pfRDRpNsh8PhgMlkQjqdRiAQEA0kN9mlS5eQSCRw/vx53L17FxaLBU+ePJHxyyMjI8LcknUhwOXhx6YelvvJuBWLRej1ekxMTMhkwo2NDQQCAQk+iUQC9XodH330Efx+P7a2tlCpVNDV1SUTAPl52aVtsVgElFSrVfh8PtnI+/v7iMViokdjMCM7ptVq0dvbi6eeekoObZPJJI4RZPQODw8xOjqKSqWCfD4vVYl4PI779+9ja2sLZ8+excTEhOgV2ZRENt5oNGJtbU2YCA6jyWQyAuBHRkYQi8VEXx+LxRAOh1EoFITV5Boma8F1zXWqNruoJV8CB7Usz+SL/rZqGZT7gqBDrfgwQFMCwEDf29sr+nF1iqbawEvW4+joSMrHZEMHBwdhMpnEw1YddsGgDECaV8nyMTGgBlo9xBgbjo6O2lgX7k9WXVTgqzI1qlZVLT9qNJo2pxCNRiOaehWMMh4RaAJoK/nyWgOQXgng2CFB1bkzbqn6RbV61mg0YLFYhLkiQD0J9vmZ1YOSr8drQSkIwUaj0RCLUrVZS2X36dpSq9WQy+UkySITeXBwILIyghsepNyP7Ckh2KH0qlqtIhQKiUyA1zQWi+Hw8BDXrl0DAMzOziIUConEiN+TTcIdHR148uSJ7F+z2QydrtW8bLfbsb29ja2tLZw+fRrj4+MC+qenp/G9730Pzz77LHQ6HRwOB37xi1/gc5/7nMQN9qgkEgmx/azVauIYQo/n3t5e8a9nQkGZCWUgjCNq1SYQCCCVSiEUCsk5RFcPrVYr4LJQKMDpdOLg4KBNAlKr1SRBKpVK2NraEjcNVcpA2z0Abb0L3EdsgqzX6xIrK5UKJicn0d/fL7r0Wq2GV155BQ8fPsT09DTi8Tj29vbg8XikqsZ1x4rD/v4+ZmZmoNVqpSeI2l9W9VwuFxYXF0EDA61WK1NxWXVUY54q0WTSyKSN+4p7gdeaMZXPJTBUfeu5j5iI8bX4Xtw31Wr1/xdneS1Vf3qSFADEmYNNhADg8XikIqD2EJC8IzGpAnzGF1ViQhmeqpVWk3LGWf4+H4zh/Lsq82Js4nnJ68OKHOW8/M6qVIafBWiRF7FY7FMg/XGP69evv9rX1ycXmmUnLj4erADadJzMzHio89Dja/Aw46IngFUPRQIivpdaUiZo5+LlTWVJkOwWFwLLx2QYeLAmEgl4vV4cHR2JZzM14QweBHtHR0dwu91YWlpCPB5HLBZDMBiEz+fD7Owstre3USgUsL6+jh//+MdIp9P4yle+grm5ObzxxhvY3d1FOByGzWbD6uqqNG/odDr5/hwywEYf2rxx3Ov6+rrooGu1GoaGhrCysoJisYh8Po9IJCJjwTlZUa/XSwMFqwnf/OY3USwW2xphaKivMmzs4j88PBQbOZYvPR4PjEYjUqmUlBGvXr3aNuKUAWNvb09GqA8PD4vDAy28CDZZTgqFQrDb7QKw9vf3pUOd2r9arYZ4PI7d3V0JJg6HA4lEQqQiLpcLo6Oj4rbCARM2mw0zMzNIp9P46le/ipWVFfT29qJYLGJlZUXYVp2uNdGRjaPnz5/HwcEB5ufnRQPa398Pk8mEZrOJ9fV12O12aZRkomU0GjE2Nib+rUxggONmQAZCJpgEJSqzwnuhamIZXFXtKLW13EusfnDKI5MTsiIMoHt7e21d+pTxsHEOOLbVSiQS6OzslGE0+/utwQoEQap0iQwhm1c57pmHFwEqY4QKvlWGioCSMYhgkwwRX49WZqpekMCCBwYP4FqtJjZSfK5qq0dmiQeoKqlgPCJLrkrKGI/UEujJQ0hl2bhvTgJjtaeEIIPvpzLOAOR3+FyVwVZfg9+V+4aViHq9jqGhIfT29iKZTEpsCAaD6O7uRvQ3A1HYsAy0JvBls1n4fD50d3fDZrMhkUjIZysWi9LA9vTTT2NnZwepVAojIyPo7e3F/Pw8hoeH8ZOf/ATBYFBsJwEIk0agHg6HZRgG+0bi8bhcI1ZKKpWK2I2lUilcunQJT548kUbvVCqFGzduYGZmBrFYTL7z7OwsgsEgEomE9B2QvV5aWoLf7xcSg9U99guQaS6VSrLmVcKJAFm1bFWdr2KxmPgpq1XSTCYjSebu7i6sVquM/GZ84Npkjwd10CSiuDZyuRwKhQKy2Syq1SrC4TB6enqQTCaRz+fR0dGBjY0NdHZ2YnZ2Fp/97Gfx8OFDnD59uq0h0eVyIRKJYHNzE9PT05ibm8NLL70EAFheXpY9trS0JCxuqVRCo9EQ336e49vb25LMMPFn0sj1zrjAPaNWfrh/1JjJ2EiyimwuX5fgTx0sogJsxi/V15yvo1b+GGtUFzKXyyX7m3ueMh0AsqfoVMQzVq2yqZV2FeMwUVBlHmpDIeOkKhfkecHXPKkvV6/pSa256qTE+EAQTyzImMZ99SmQ/pjH66+//qrf72/TWvIG07ifC1HN9lS2iIeJeiMIkoHjYQAsowDHhycXK5+jZmgEDyxNU/PFxU6JCB8ajQZbW1vCVDidTmle8vv9yGQyqNVa9k48UHkAd3V1we12Y3d3Fz6fD81mE319ffjJT34iU7v29vaEtf3bv/1baeaz2Wwwm80YHByE0+nE5uYmnn/+eQHIZO3I1DMg0hmBg144dvbixYu4c+cOZmZmsLW1hdXVVZwTocJYAAAgAElEQVQ5cwbb29uwWCyYn59HJpPB1772NcTjcSwuLkqJP5fLYXJyEqlUSq5Do9GyOBsZGZGu8MHBQQwNDQm45mAS6uCbzZYjRldXlzDd9XpruMDy8jJ8Ph+MRiMsFgtisVhbwxODaK1Ww9jYmDQyPXjwALu7uxgfH8fW1haazePxwvv7+3C5XOjv7xftMUEc1w6bHpkQ0Xc2Ho+LLrder2N9fV0ss2jjp3aOMwFJJpMoFAoIBALo7e3F5OQkfvnLX2JlZQVjY2Mwm80CKslg8/Nks1kB09Rx0wOWLPfJgMe/M+AxgHNfMbipcg5qPSlXoKSJGjf1AOAkupNsJnWqTHgIsqgptNlsIjVhVSCTyQgYttvtiEQikhyQXWPlSKfTSZOoakFH8EEtMz8rY4R6cJK55edW9c3qgXJSh6zGCYJ6/jufw2SdhyMTQPXfqYXk7/O9yESrIJffW2WuVTkPP4fqRECQr07rM5lMbZZ6KgsHHDNLwLG/Nq051UNVq9UKw6qCax7afC2n04lsNotkMon+/n4BPOyD2NjYwNHRkTSQUapEMMnX3d7exuDgICqVimiiqael20EymUQ4HBb5R6PRwBe/+EWsrKwIU6nG98XFRZFDsNmPbC0rPHQs+tnPfoa+vj5JlA8PD3Hz5k1sb2/jpZdeQiaTwenTp4V0YVVkaWkJ09PT8j0IULLZrHi9l8tl7O7uYmBgQICnwWCA3+/H0dGROAbV661GRMbBra0tdHR0tA0xYZJHSRVZZZPJJMn3wcGBDImiSwrJj1QqJfuCe7XZbApLzkqfSmBx2Fh3dzfcbjeSyaRIDaxWK+LxOM6dOyeNkJSVNJvHhgG9vb3Y3t7G/Pw8QqEQGo0GJicnkc1msbq6Co/HI2t9cHBQSAyz2SxSyYGBAcRiMbF4I0uuni8nm0rZ56RWUriOmZCocgc2GJNwK5fLbTIYleVl7CKY5J5jbFSblLnv+VkYx3h9KeFhjKhWq8hmszKUi/eCrioE7cDxhEVK5bhHT1YleU1IkPB3GRtVOa0KstUqtspeqzI2FZirPydDzffmmUNCVKP51Ef6Ex/Xr19/1e12o6vr2KyfC0r1K6TxPgMQgfLJEiIfBORspuHByWEI6iHKBwMPF7zKEpHVO3lg8k9myASMWq0WkUhERjqzzEjdHmUs3d3dMvjj9u3bMrSF5ZiDgwP4fD5sbm6is7Nlk3fjxg28/fbbAu71+tZo6RdeeAHd3d24ceMGLBYL1tfXJevd399HsVgUkEtGkAcUbZeKxSI++ugjnDp1Cg8ePIBWq0UgEMDW1pYcgH6/X1jaSCSC3/7t3xYAf/bsWXR1dUljHJOaYDCIcrmMTCaDRqPl7RuNRhGJRKShqFwuy8HHhqODgwPEYjHJSDs7OxEIBNBsNrG8vCwd4AQWlLGQOSyVSqKvoo5uZ2dHBsnQciuTyaC3t1eaGdPpNDweD+r11jRBSo4cDgfW1tbg8XgwOTmJF198EblcTqQ57733Hrq6uvDNb34TFy9exPT0NG7duoVHjx6JBpOlUU40Y0f+r3/9awwPD2N6ehoGgwGVSgV9fX1SCmbQ6upqjQre3d3F0NAQ0um0NNkQTFI/re4JtVTHa6QeDiyxEdyRXQGOB3nwMzDAHRwcyDXnz3n4qAwMGxtpMcfPSQ06p9V1dnbK3mZzVCaTEauoRqMhw2bUBi2VWeW+ZhWC4PWkdIGVCAASH1R9L/+fiQnjEZ+rxgOy6QDaDgxeL4J5/j7jGnA82IQJiwqIOzo6JMngnypbxuutNvep5WPeIx6CKltttVpF2qDqINWqHUE9vyN/pn5Hxk7eNzUm8vl2ux1PnjxBOByGx+MRK0r2wRD8NptN8QCnNOfwsGVDGQqFZDy2TqcT33t1oAob0C5duoStrS0MDAzg4cOHKBQKeP311/H//t//E398Ehj1eh1zc3O4dOmSxISDgwPkcjmsrKzA5XLBbrfD5/NhaWmpzU60r68PdrsdwWAQ9+/fx9NPP41SqQSbzSbAe3t7G/F4HIFAQKosJHTYqMd1wIqGRqPB+vq6yC40Gg2KxSK2trbQ2dmy+STjyAmuXIusXu3t7UnDN0EbpQbcO7z+dGch0FabdGlHajabUSqVUC6XxU+fSU6j0RqOwupSpVJBf3+/7GNKALnu4vE4nE6nSOtqtZpURel+c+XKFUQiEej1ejx+/FgYeZ5lBIdMLji4rKenR2R2rFySPVZtLRkL1DNf/VOtVjD55b7g/VKbGNWYx9iqgmO+LuOyek8o/WK84j1nw6QqnVKJQ8pe+b5MEgk+yVKfjDlAi0RkzFfBr9rsqF4rYiUSmCQp1OcweVcTc14btXLBta/GJfWsUWUdatL+qf3dJzxee+21V71er+gWVXaMF5O6MJUN4gHI8gD9MfnvPAxpxs4FRvALQLJnah/57yyt8bUJ6Hho8VDp6uqShcypgy6XS1ht2qUVi0UJRGw22NzcRCAQwM7ODhKJBKxWK8bGxpBMJkHNOK3UDg8P8fWvfx31er3NO/r3f//323SDq6urwjw4HA45cBuNhmgH6Urh9XqRy+Wg0Wjg9XpFhlGr1fDlL38ZqVQKVqsVAwMD2N3dFau1Bw8eiPXa7Oys6NRUveji4qIwIZlMBj6fTwAFQRBlFVNTU3KvUqmUeCyzqbJarYq2k/en0WjIVEMeSplMRoI6k5Pd3V3s7Owgn8/L5qckKJVKScBJJpPo7OyUTnXKYOr1OvL5vLD5BCzUthuNRqyurqJWq0lJ9ezZswiFQjg4OJAhKhzBajAYsLm5ifHxcdEwsonywoULiEajsNvtWFpaQk9PD4LBIO7evQuXy4UHDx4gnU5jYmICsVgMNpsNm5ubbYNgms2m6MBjsZhYZDGoExyrgzqYLHI9nwx69IQlc8G/s5pChoVT5Piaqn6SEh4CQfqesneA08ao383lctBqj11A2GXPfazT6YRpOjo6krVBpofXmskBE+2ThyCDNMeM83vxkCPLSgZL1VfyWlILTus9tdFQPYh5LXno8XNRrlGr1cQSjeVgXnP+PhMw3h9K3HjwnCwdMwkgE87vQmBdKBRQKBSEdaXuXC1DM96poEC9fvy7upZUAM4YVCqVRHrA9UdpD8vPOzs7OH/+vExUZQNdvV6H3+8XBqxarWJ0dBQAsLi4CIfDgUwmg5mZGWSzWRlqxGrmyMgISqWSuE1wuArBt8ViwZkzZ3B0dIRoNAqbzSZJGUFiJpNBNBrFU089hVQqhYcPH8qsALpIkAQxGAz44IMPUK/Xcf/+fYk5bK6kHnt7exu9vb0CbrgfWGULhULCQnKNcWiRVttqKtvb20MmkxHZCUeN86zkmchzlUwkcKy1ZzM4mUtKsJiE8Uzk7AGyhqr/uE6nQ7FYlASZgLfZbGJnZwf7+/tSjUwkErDZbDAYDEin0+IkUa/X0d/fL4ROLpdDNpvFn/zJnyCdTsNms0n1kY2M/JOey/V6HS6XS6Rl2WxWKnuhUEj2kVp9Y1LDigrXMwHwSUnYyT4tPsdgMAgAJfgjBqDk56RMjkw075Haf8PklICaQFz9fTWh5mehuwpfi7GNBCBjkwruVfkK/10lGfndeY7y/YFjhxNeF1U+xjNXdYphss7rzFjH91YZbl7bvb09GI3GTzXSn/R4/fXXXx0eHm5jNtTFqZageaARqJKNAo673nnjisVi28JnMyMBbr1el+5/LiYCY7WcoWoxuRAJ9MnsFYtFmM1m9PX1odlswul0IhgMIvqb6YEEjdT6Tk1NSXLARqfbt29jcHAQHo8HQ0ND+Oijj+ByuQSM/fCHP8TTTz+Nzs5OxONxmEwmLC0toVKp4Pz587h9+zZGR0cxNjaGrq4uMfPnIZpKpYTlNhgMiEQi8j3IaPp8PnR2dop8gnIN3ofOzk5cu3YNzWZLHz40NCRaZHVyXigUEj0aS52JRAKFQgHhcFhYSQaAcrkMn8+HdDot7AUPAZPJhHg8DqvVCo/HI0F/ZGREwIfRaMTw8DAAiJyG3d4ulwuNRqupo1gsSomP3rDsltZoNCLBePjwIba2tnD16lVxDXG5XMLYdHV1YXBwUBqlyIwEg0FoNK2u+Pfffx/37t3D/Py8uA/wvpDxsdlswsL96le/wpkzZ2RaIgNupVLB4uIihoeHcfnyZQmEZBPz+bywmPV6HdFoVHzEeTAzgQHQFnSpl1TBGvcRcMxusCTKMi734vb2dhsbCqDNZYIBX22G5EGjdo6zBN7b24t8Pi9yj0KhgHw+D+CYaSeLwoYrTqwjOFGbC/n+fDSbTfFkVUExD0QGeX531QJOBdaqZIIPm80GAG3Anf/PB68Rk3N+fzbNEngTCJPh4vurSRHvpQoIeOCSxSYYIrgFjt1GyFqSqdfr9cIQq99fBRHq+zI2kgVl9UwF4ATtzWYTgUBAJFATExPY3NxEvV6H3W4XmQnXUmfn8bjrkZERGahCWdbc3ByOjo4wOjoqk03Hx8exubmJF154QQa0PHr0CGfPnkUqlZIyNxNrEjME7KlUSnyYWZ3q6OiQaqDP5xP9P9llJn1HR0fw+/0IhUJ48OABgsEgYrEYXnrpJYnDJpMJsVgMnZ2tJvjFxUUMDg4iFAqhVqtJ8xz/nUxnsViE2+1ukxFWKhUcHBzA6XSKHpYVk1KpJOcQmUW9Xo9cLgeHwwGPxyOfmWcuh+Mw+SCrzUqPCqYPDw/F+5sJLCUenZ2dIjGgHGZvb09YZWqmSbiQgT48PEQ4HJbeEzZ6VqtVPPPMM7h37x52d3eRSqUkaSJDu7W1hXQ6jXA4LISM2WyGyWSC1+uVRN7pdCKdTiOVSskkSCYWBK4EcEwYP04Wx7iqyhDUfgJVVqom3Kx0Mn4wGWbvAgkLxgGCX34m/i4TIX5ONpvzs9DZhFUeJilcO/xTfX/GBRoy8Jrwep6UezAmEhOROCBOIwmi4jeuHVVrzgfjE7GKelZwffPx6WTDT3i89tprr7pcLlk8KqXPwAqgLYNSyxCqDRN/zoNB1T6zNKoCZ1XPx83BYEaGR/XUVTU9BEYMMgwI1WoV8XhchnVoNBqxM4vH43C73bh+/Tp+9KMfoVZreeS++OKLqFarWFhYQDQaFfY3Ho/j9OnTePToEZ555hn84he/kAPB6/UiFAphYmICzz77rEwnfPLkCRwOByqVCpxOJ5LJJLq6uoTRIYvicDhEV8ayMxm17u5ukTPUajUZH8sRrqVSCUtLS5JpG41GKeNpta0R3BaLRSYVciNcvHgRxWIR2Wy27bls3jGbzejo6ECpVML29jYODw9RLBbhdDqlCYjyElYQWJY8PDzExsaGsFkMaktLS8KekqmYnp7G4uIiNjc30d3dje7ubtFvajQajI2NybUDWk4Q1IdXq1VxB8jlcshkMshkMuKfbDabMTc3h8nJSVy4cEE0hRqNBg8ePMDLL7+MZDIpjBKnuLndblQqFYyOjuKjjz6C0WhEuVzG8PAwJiYm0N3djVu3bskQHR7QZL4JmFXpA68rmQvV/YbXhw+VmWCCSJDFIK8CShVgEfQDxw453CtqhzgZfyYwBHW9vb3IZDKy/piUUVtJzazaoAcca+24ZglCKINRq0z8U9X3qqyLerAQQKheq7w2/K48AHlIUB/Ow0SVwahMugpq1fdVNdqMXwSuvLYnNcyMSerhw/94HRgnVdaN1SN+J8Y3Vv9UDaYa8/jd1FIrPx9ldGolkXG8t7cXqVQKBoMBTqcTy8vLsFqt0Ov1ePLkCU6dOoVkMokPPvgAX/va12R6Z7FYFL9wh8Mh79vX14fNzU2cPn0aCwsLCAQCEjcp95ifn8f29ja+8pWv4N69e5iamsKtW7cQDAYxNzeHp556SqaC8izo7+/H5uamaMh7enqwsrIi2vVMJoO+vj7ZZ7xner0ePT09onUmGVQoFERGpjbM6/V6aUo/OjrC6uoq7Ha7VFGY6PP56iQ+3i9W3A4ODsQNiiQR7el6enqwtbUlPQiUDzCmkqhgJXV5eRnDw8NoNBoinWAFjm4qlMhtb29LwzSlGDxLHA6HJEN2ux1er1dkagTxfX19ssYajQYKhQL6+/slrpTLZTlbKX2gRebQ0JAQQisrKzh//rwwnupEQM4y4DrlZyLDz+SEa5r3WSUCTjKm3A8q46r+jK/Bvca9wBilVpL4/fjZaOWpThykiwr3OT8Dq+OcW6Ey8io50tXVJcQB/42xhHuUr8X7wXivkiqMGyTW1MSfsVSNB0zCeW6o/87YwWvLJISxQ63G8X7wOn2qkf6EB107KO1g5ssbQZaZF169sd3d3W0sDxc0M02r1SrsF8sJzNJV9w2yzHxP/hsb0MxmswAlFVDzIGajoMPhwPb2NgBIMGJJho0x8Xgc9+7dk4OWurPh4WGcO3cOXq8XS0tL2N7expMnT0TzNzExgcuXL+P8+fPweDz41re+hXg8jnfffRdzc3OiSbt9+zb8fr90pZvNZqyurgoDwOxW3SwOh0Oa7FhKnJiYwMLCgjSm0BGCU8VGR0fR1dWFcrmM9fV1NBoN0RFzDC5LXel0WqZYpdPpts03MDAAg8EAm80mQbper8Nms2F/fx/pdBqJRAK3bt2CzWaDw+FAoVCQTV0ulwWodnd3w+PxCBBjY9PnP/95kR40my3ni2AwCKDFLqgTl7a3t2U4xPDwsDArwWAQHR0d6O/vx8HBAYrFIgYGBqRRkr6oqVRKrO60Wq34WR8eHuLll1/G2tqagJJEIiHaVDaucGDO3bt3MTQ0BJ/Ph46ODrz99tsYGBjA/v5+W6MVu+MPDg7gcrnQ09ODSqUiEzF5vwiUGdgZ8HmYkA0hUGXCSnmATqdDb29vWxWA2l9KLcjAcF+oGlfuJ65DPo+SLI6vJXgnQGfgp0MBr72abJOBVYEz7y0fPFjIHpEZUhl1NYCrBx2vC0E1DzL2GTAGqbpAlT1WDxh+Xl5ngi4eOiqryzXJ11LlIIxnKgvE78FrzcOOQJsHJv+fVQEy7wTwfD1eH67RkzrKnZ2dtpHWaoLG3yOzOTIyIhPmOFSHsYfrv7e3F6VSCfv7++LSUS6Xcfr0aXGIWF5eFr/v3t5eGfxBULi3t4eLFy8iGAzCarXK1NZarSZDOwYGBmQQFj2pG40GksmkxHcy02xApg8vx9jTPm5paQmDg4OoVquoVqvI5/NyLYGWVRmb3Shlo5+/z+dDLpcTMMGGXAJQNTnTarWyx5g8dnS0mo/n5+fR29srLCT3mdp/w0pYvV4XW9BHjx5hYGBApFeM+aygkbRhDOfe4uhvstXUYWu1WiFOUqkUdDodnE6ngFdKQyjDyufzct0GBgbEwYcVS4LEYDCIXC6Hvb092Gw2xONxeDweZLNZ9Pb2Yn9/XzTYw8PDbfIHg8GAbDaLrq4u+Hw+AJCYrkqhVJmSum9Vqz+eOQTxvMck35hQM5YytnA90C1JlViocYwab1bkKSnkZMuBgQFotVpxJ1F/n/IVfn42qZMkUytKfKi9DKqsg/uY60htsmZSzjOM5wS/I68RX0dtolQfBOSqzEQF0gTQJx1F0un0p4z0xz2uX7/+qt/vbzswyIrwIOVNZEZGBnJ3d1cWC8vBzOABiAE99TwU+ZdKJQk6DOIqk6SyViznczIRXQK4YKiXpXXd+vq6uCmww5gaaqfTCZfLhdOnT+PWrVt45plnsLGxgaWlJXn/7e1t7O7uIhAIwO/3Y2ZmBvPz8yiXy5ibm4PP58Obb76JmzdvYn19HV/5yldw8eJFfPGLX8Qbb7wBjUaDv/u7v8M//dM/wel0SjbKkd48sBmkeTg+fvwY586dk8aqX//61zh37pwApmg0iqGhIWngWVpaQiwWk8Y3NoURONEKz2KxCAjj4UjAZLFYpPmwWq0KSCOT0t/fj93dXYyNjWF8fFySLbPZLFPMqIvmfWDy1Ww2ZZiNVttqUiDrQ6ad/z18+BAXLlyQzvm9vT2Mjo5iYWFBqh0cJx6JRKQBsFAoiBUVE6azZ8/C4/FgdnYWOp0Og4OD0Gg00sSk+gfX63VMTU3h5s2bMJvN8Pl8iMfj6OzsxNWrV6HRaDA3NyevHwqFhPlignH16lVh8nlIElD09/dL1YZrHGhnNBng6BFLJrRWq7VpLRmQS6WSgEwGUAZkdojz73t7e7KPVRa32WzKyGVWHTh5UC1hEojx9zj1jQAegAxy4Pfnd1TZLgBtQJAxgYeb6n+sli5ZmQKO/aD5HirLQjZM1TxS8qCCZz7URIX3gcwNQTXLw2pzIWMhANkrBPp8HbL2zWZTEjg1cWJ8VQ9Q/p3XkdeWUo+Tsg6CbFZN2DDG53I9qdaWh4eHiEQimJiYwPj4uLgJEaxwbfl8PombZERZ4eB7EPD39/cjnU7L3meFIBqNYnt7WyprgUAA+/v7mJ2dxV/+5V/i29/+Nvr6+uD3+6UKBUAcEdjIx/u2traGzs5OZDIZOJ1O8c83GAzw+XxyRpRKJXg8HpGtcOLc4OCg6Lb5eWOxmMgCbTYbOjpajhs2m02YSRVMULJIj2nGNzZyl0ol0QPTmaLRaHnBB4NB0d6rVQV17HRHx7GbEPclAbHP54Pb7UYqlUImk5FR7Oq00GazNQiJ8ZLr6uDgQBIHrVYrY8gpsSDbrep9NRoNkskkBgcHMTc3J6CexA3tETnYjJJPt9sNAFLRZJ8GiS76WnMdk31VY6Eq4QCOh5ewMs0KONegGtsopVLBMa8vnTlUP3i1GZlnMc83YhquAaClt6bWX40dxB+qHFar1QpwV2ON+r6MdwTLjGHqd+BnY9xTq14E1aoUTX0vNRZ+XFMi35f3gPGa8e7kfzqd7lNG+pMer7/++qtkCMhskTGhZkar1coIU/VgUoMnf67685It4iZQh4GoWiOCDJW5VnVOBO4q26OWfGw2mwSfsbExcaeYnp7G+fPnsbi4iJGREZTLZUSjUayvr2N9fR35fB4zMzMIhUKo1+siB/nHf/xHXLx4Ee+88w46Olo6vdHRUayurmJkZAR+v18ATDQaRTQaxd27dzE+Pi52dJcuXcLo6KjY15VKJUxNTUlTFGUOXV1d8lnv3buHM2fOyGLmd06n01KyD4VCeO6555BMJmG32xEOh6UhyOVyybXa29uD2+1GX18fisWiSGs4fa5Wq8lBv7u7i4mJCRiNRkQiEWi1rWEoBAq0xWOiQT0XA0qjcex1WqlUJDN2OBzw+/148uQJAoEAstlsmzMCEyF2m5MNe/7555HL5eDz+eD3+1Gr1WC322VS4dbWlmiODQYDZmZm0NfXh/fffx+RSATpdBrj4+PSLMNpjZQ07O/vIxKJCDPndrvlO7O50mAwYHZ2Fi+88AJ2dnbg9XpleiQB587ODgYGBvDhhx+KNIWg5bOf/ax8XwbEk9m/2vhGOQTXNA9Dau4ItHjvWBplwCWQPTxseWnn83nYbDa5P0ajUeQcRqMRVqsVzWarEYnJHhNhVn9YdSoUCrBarW2NU/TWpRyMByMPdeC4fAhAGGW1TMjmHjLgLMGqBxBjDeMCwQIPZPY4EIzyvRif2HDFg4iHBmOOqiPkz9XXImhQf5dygo6ODinp83Ak8Ka0R00KuA7IGPHvqjyHn5NgmWtFZe4Z61QtJ9k91aWAn5nVhKGhIdy5cwf5fB7JZFIcZwwGA3p7e2XICVl5SmvoTvH48WM4HA5cvHgR8/PziP7Gc1qv12N1dRVerxfJZFJ6D2ilF41GcfPmTTz77LN444038MILL0jyQ6nZmTNnkMvlUKlUpNnOZrPh8ePHCAaDcs/JnEciEQwODuLgoDVdcH19HbVaDX6/H81mU7yrmfxRQtHT04OFhQU4nU5JzCg18Pl8bY4MFosFqVRKACvXOgkRsswApPpAbTHjsNFoFCDLdck129PTg3g8jsnJSXFh4rojaOTgl0KhIE3zhUIBRqNRhoH4/X5oNBqRD1LqwkbtgYEB2f8Egnq9Hr29vWg0GpJUc63u7OzINePkU7U3YWRkBHfv3sXg4CDW19cxOjqKxcVFVKtVOJ1OVKtVlEol+XeeDy6XC5lMRhykCDhZ6VHlSNyLJAwoIVTJiEajISCflXTuMbUKpFbNmdAw0WacUWUmlEgVCgWpWLlcLmnQzuVyksCyskwtNoGsqsVWK2asgqn9IGTWVdmWGptU2YpKwgCQ+817wzWmvgbJC5VxJgGh9krxwffk3/mdOjo6PgXSn/S4fv36q06ns80pgReeG4i6LupA2f2vAmsGP3UBsTTBxaOWaQmEVUCuahhrtZb/J62VuIHU8ozRaBRdWzKZRDKZFMs3DgN48OABvF4vstks3G63fCa6cuRyOSnXWywWPPPMM/jwww/xne98B+Pj47BYLPjJT34izAgbAm/evIlYLIY///M/x7e//W3xqCaTsrm5ieHhYWmw8/v9ePDgAbq7u+H1eqVJIZlMimvH2NgYbty4gcuXL0Ovb00RKpVKYr/WaDRQLpfx7rvvSiCan5+HwWBAf38/DAYDHj9+LOXSnZ0drK+vw+/3o7e3F1tbW6jVatKsw1IvAxmbT2gZ2NHRgb29PdECMggXi0XR+3m9XvEcBiAeqGwozefz4j6iTnVMp9NtFY1KpYJ0Oo3Ozk7cv39fDrFCoSBlYQDiTQpAQOi7774LADhz5gw8Ho+UGQcHB/HUU0+hVquJbaHX64XNZhPHkWQyCZ/PJ/Z9TqcTXV1d+MEPfoAvfelLmJ+fh8Vigdlsxvj4OAKBANbX16U8WiwWMTMzI6XRUqkEv9+P+fl5AGizKGKwUplSlSWo1WptrC5L+kajURqEVCkBDxhWgAgOVe9P4FgXykOFYJnsDKVUrEzwEOXkNSZ8rAow6eZaZ+BVpSuqTINBmCBBPTjVKhSZWFa1uNdV4EqWiwk1ExK+NuOMqo+k5ESNZ2SaVDAKHEtQ1M9IZk1K0lEAACAASURBVFiVozHx5yHE+0FASzKAcY33j5+Tf2dipWpwCaBVVgw4HlgDQECuuoa4vvgZqIu3Wq1y+Gu1WvT09GB4eFi00rlcDjabDRsbGzCZTEJelMtlsUgslUoIBALCWNtsNgSDQWxtbcFqtYqfeq1Ww927d9HV1YWXXnoJd+/exc7ODtxuN2ZnZ3Hp0iXp9XA6nXC73ejv78dHH32ERCKBiYkJlMtlsa+jtCEQCODx48fiudzb24t6vTWF9qOPPkIoFJJ9kMlkMDk52QbCSAqxunlw0JrkmM1mRc5ksVjkc1GqUq1WhfChfGlzc1MIHN4/MrC0MyXhQLcItXrC60vwVa/XxVGD+5PNdIwDBwcHGBkZQSqVknOMiRUdqzKZDAAgl8sJq97d3Y319XUBzWSGKfcxmUwSz+LxuLhLGQwGjI6OolwuIxgMSqyemprC1taWNFAS0KtSDDbfsRrG8eX052Y1U6/XS0KlyjAYN/jdSUCocZLEAZ1duHf5YMxRXTzUJJZYBUBbDGJTHhuo9/f3YTAYsLGxAZ/PJ5aGJAHY7M6YoO5hxjJKn1SphFqFZ8xiLFEZan4+PpdxhbGSMZTxjISDCpp5jqi9NCoGUwkQ9bOowJ6PT4H0Jzxee+21V2kkzkXE4M0yc0dHhyxWAmQGGGZlvGEsTTJgkJVRS7cnSxsnXUKazaYc8gTmarMI5QIul0smzel0LasdMih08lhZWYFer0coFEKz2cTY2Bg2NzdBy7+LFy9id3cXr7zyCpLJJFKpFNbW1qDRaBAOhzEyMoKzZ8/ijTfewLVr16DX63H79m1cunQJly9fxptvvonR0VFcvnwZt27dglarRX9/PzwejzTLJRIJWawbGxuYnp4W7+mT2evZs2cRi8Xamr+SySSy2SweP36MwcFBYeDr9TpWVlYQ+k3nOcuX9PgFjruBVdBBZiAQCKBarUowpB1gqVQSv2eyQLznZEeord3Z2UEoFJLDaH19XRgX3jc2s3Kox82bN/Fv//Zvcr+Y6dvtdumwpqyBLGChUMDMzIywlk6nEyMjI7IeOGyEa2tgYAB6vV5A/8LCAk6fPg2dToe1tTXR0xPwc1x5R0cHVldX8cd//MeoVCpyIL3zzjvo6upCNpsVwJDJZAQEESz39vZKGZaHD4MoWWeV3WFJlYwDARmnrel0OrkHPEC4L6nDY+Ak06IeSHwv4LikSLbGZDJhe3tb9lIulwMAceMhy8ZGKZauVU95lWXlYcJBE+rUMVXKwDjBA1NlqgnO6ULAwM7rB0CqH7wuqgaaBxR/xgSC708SwGAwyDVS/51/ajQaOYTVf+eBo1rakd1iExP18Tzo+b6qBprAWQW9/H4qM8f3470jqOI14WekTIqJVSAQQCwWE2acib7NZoPT6ZQKRK1Wk8EdHo9HBoXMz8/j7NmzePjwIXw+n1iDsupEy8Lh4WG88847Imfwer1wuVwIBAJYXV2Fw+GA3W5HZ2en/Lm/vw+/3w+dTod0Og2/3y8SDb1eL1IM7r1kMol6vY7l5WWEw2FxORoZGcG7776Lc+fOIZVKodFoiCbcZrOhXC6LRR3XMNeFWnmg9Gtvbw9Op1NAMK8zWW/67BNscl3wXtMaj/GvXq+LvIuxnGvTYDAgn89LE+f+/j58Ph9u376N8+fPi981K5FcV6ptZb1eFzcS7jXGlKGhIezs7EgSTA24RqMRCSD15mtra1IpVmN7sVgU1w8mLbOzs/D5fHC5XKhUKrhw4QK+//3v4+mnn5bExOfziZvX0dERnE6naLI56dJisbRVubhXGBPUvgBVXsG9QhCsVvFUjKE6WQDH1p2UVFJTrcZHAG1NenwN+nkz/gKQ/7dYLGg0GuJ8w8/HhwrkWVVkgsd9ze/NvxP082f8fkwqmOTzeWp84PvzmqrSDxUYq4w4EzzGSq5Rxii+LjHGp0D6Yx7Xr19/1ev1ygVn8x0PffUiqno+1ReZwJblf/4eJ/cwyKqHBw9jLliVXeFNJrDhJlCzKmbi4XAY8/PzsFqt6OrqgtFoxMLCAh4+fIhGo4GZmRl5v8XFRRnYwhL4e++9h3Q6je9+97s4e/YsyuUyPvOZz+Ctt97C0NAQrl+/LmBnZmZGQFyz2cT9+/fx4osvYnl5Gd3d3fjqV7+KZ599Fjdu3MDt27fhcrnkc/f19UkJnZMFJyYm0NvbC6/XK80hdKgIhUJYXV3F1NQUQr9xB+GhtLq6CrfbLWx3qVTC7/zO7+DmzZuYmZmByWTC2toa1tbWcPr0afEo5X8EfbFYTA6DYrEo9kdkFMiauN1ukeKYTCb09PSgVCrJKG6LxYKHDx/KIe7xeKTJhd+JDYzd3d2YmZnBrVu38Mtf/hLf+ta3ZF1UKhUMDQ0BaNnocdSwVqvF6OioMGPT09MolUooFArIZDIYGBhAf39/G+O3u7sr1YxMJgO/3y/yi3A4LJpft9steuahoSEUCgU888wzyGQyiMfj0OlaHtmXL1/G7OwsqtUqrl27hpGRESSTSfj9fqRSKUSjUQAQoET2z2q1tpXNALQ1yKnSB4LCg4MD8bgmO6vVaiWxUQ+ber01+ZC6deoEWWFSm9DIqBKUckooPxOneVEn7XA45L2591gBIphXQTo/P9kcAlPVXk7d32oCTunXwcFBG0OiSl0IoMlQqQCabAxBC68b/1TlNQScqkZSLc/y/dSu/mazKdpJlW1SX4fyJE6E5HPIMvJQJ2gAjrWifI7KeKtMOQGCaoVGeQ+vA4E4JWw+n09YWK7VUCiEfD6P5eVlGI1G5HI5WCwWqSh2dXW1uUz4/X78/Oc/h9lsxocffohr167BZDJhamoK3/3udzE4OCj39sKFC1hfX8f4+Dj+93//F+FwWBL7z3/+8wJuzWaz9GZwEmgikYDH40EkEhGHib29PSwtLSEUCuHo6AinTp3Cz3/+c2kmJkHCvdPX14eNjQ1pgOP+mJiYQCQSEfCm0+kQjUZljaoAhteb+4xOE/yOTPzU+8m9x7XMeEvwmclk5BwgoKWem0C/q6sLqVQKg4OD6OhoNTdfuXJFkt5cLoeZmRm5flqtFsViEZVKBcPDw3L/PB6P7A/qzUmm0BOeWmBWGmkuQIcJm80mevhCoYDd3V3MzMzg8ePH8Pv9EjsBYG1tDePj4yK3cblcsFqt2NzchNFohMPhED/x/f190Z7z2p7sIVBlDFzzlK5xL7K6w33E76sSEuy/oESG769KRNiQzmvHz8BJyurER8ZcNT6Q2QYgch6VwVUlaYyVfB81jp2Ur/FsYLWMEjuuPRXkq1IPXj/GFJ4vxGTEbiQbVXtRxg/uBcZUgmpis08Z6U94vPbaa69SW3WyexM4HrhCPWe93nKFoOwCOC4v8ADg4uACpXZTbUBSFyWzLgIhMjsEIPwZPw+b1hYXF9HT04ONjQ1hQajLffbZZ9FsthpCstksdnd38d577yEajeIzn/kMLBYLfvCDH+DKlSv4whe+gIGBASQSCfz0pz9FsVhEOByWppSXX34ZRqMRa2trWFxcFI0Z/51aLmqmT506hb/5m7/B3NwcdnZ20NfXh1gsBrfbLY0ptVoNCwsLyOVywhIzuFWrVWxtbUkyUqlUkMvlsL6+LkwVGz0CgQDMZjOWlpbabJH4ndPptIy7LhaL6OvrE59XNvewjApANL30NuVkL9XQnQNOmEAVCgU4HA4BzgxmJ4EBD85yuQyn04nR0VHcvXsX7733Hr761a9idXUVzWZTgjn1e9RrczQudYqf+9zn8PDhQ+zv72NhYUFYXpPJhGg0isnJSSQSCdFL83DQarW4efMmLBYLHA4H9vf3kc/npVEoFouJFzSZI2o36QNLuc/IyAgikQh0Oh0uX76M+fl5GXZweHiIRCKBRqMhjhustnCNc82THaFe2mQySaJJhw0CAzLvLDeTpQQgzCSvE+8Hg2xnZyeq1aoc8By9ToDIA6LRaLR5YHNdcLiFyswaDAb09PQIgFATB/XQVNkjgj6+DhMuNtGpEjOCVP4/fw849pQlMOdrq7GGhyLXN2MKrxcPZX52Am7183Z0HHvJ8n3Vw5CHLa8F45562PEz8+dq1Y8PlblXDzkAcv8BSDLMNa9KaLq6WpNNh4eHEYvFxB6T15gMId9vY2MDCwsLAgqmpqbwzjvvYGdnBx6PBz09PfD5fOju7hb3moODA0QiEdEeBwIBkda99NJLeOuttzA2Nia6XLo+rK2t4XOf+xzy+bxofbmvKctiP0ckEoHZbJak3mq1CnHA+MDnW61WVCoV0fRznbrdbmxubrY131GWBrQayHp6euSzkJnTalsWlzabTV6XAJrNnfTC5zAtgmiCOMYt2vmxMZBnKRNMAiuu2e3tbXzxi19EIpHAL37xC/zZn/0ZlpeXZWQ5+zMo2VKlP81my6t9YGBA+lUIrMgAZ7NZPP3004jFYhI36KBC4mF/fx8DAwPSxB6LxcQGlEz3wMCAgMrl5WUMDAwIU53P52E0GmVKbTgcFr203W4Xz3oy5mqFWiVE1H3D9ao2bp+UO6n3mXuCia/a2Mg9rd5zVUrHWKRKSgjKWVniRMuuri4ZHMT4oDZFqyBWZXvV5IAxSJW88toy/hFY8/mqFpz/EbTzP+Is1SOa14OEA2ONmhyq157VP7p4fQqkP+bx+uuvv9rX1yeLkA1mKlPGG1Kv12WKE5sjCLpYDuZhzc3LBUOQwoyHN1HVCKqd2gxa1Cj29PTIiNFms4l79+5heHhYXCD0ej2Wl5cFpGQyGbEI4mhkr9eLkZER/PznP5fx3RwmkkwmxQP5r//6r/Gv//qvaDQaOHXqFA4ODtosw+iUUa/XZUQugUtvby9+/OMfiyOJy+XCM888g83NTRlKQis4HkIWi0UY3kqlgkAgAADSEEQwFw6HhUmnV3VnZ6fIW6hjZvMcmx3p1EFpBtldMj3pdBoOh0PkOm63Gz09PcIg7e/vo1KpiC6PoEQ1a2c5tdFo2VixI52eq3RpqdVqcDqdos1uNBoYGhpCPB6HXq/H3bt38Vu/9Vu4c+eO6KSbzdbEQJaeuB4LhYLIKGj+HwqFJDDn83kJIH6/Hz09PaI9n5mZEc373t4exsfHkclkxNrt9OnT2Nvbg9frFScYersygBWLRayurkKv1+PKlStyEC4sLACAOF6oo3EplWg0GrJWmbyqrJhaMgYge4y+rEajUfywVekEX5sBlXpSlhMp8bFaraCkS9Vl87BgmZeHjd1uBwB86UtfgtvtRiAQgNVqhd1uR09PD1wuFzwej5R9uZdZcaFsh5PjdDqdJGlkvPndKC9gcGcsYtleZaMJeNVDQJWTkHXhYATqZYHj8qbKaAPtbipq6VVtKFLLqmSDmEDwGnM9sBoAHLNMPFR5j9XXOgkcmMQySSA7pNPpJDFQm0ObzSauXLkCr9crCQYb3qiPNZlMMJvNAjJnZmbg8Xgkgbxy5QoePHgAv9+PcDgsYPgf/uEfcOfOHVitVpFZWK1WPHz4UCoiHCg1MDAgidu1a9dweHgosrV4PI69vT185jOfkd4LDmeitKVSqcDtdou7BG3sAoEA7t+/D5vNBp1OJ0kAWd2enh4YjUYcHbWmbrJpjLpnrVaLUCiE5eVlWZeUkdFOkECuWCwKc6zKCVjG12hanstM7gmSed07OztFP81roVYyeI95/3lGkqk+f/68VCuj0Si8Xq94bHOdMAkm46rRtKZP2u122VsEls1mE6dOnUIkEoHVahXLw8HBQakoh8NhsWG9efMm9Ho9TCYTHA4H7ty5A4PBgIsXL2JxcRGJRAIjIyPo6+tDOp1GpVIRl5dz587JKHK6qIyPjyOVSgmxpspHVbCoEm1qYktttbpfiRW4l8gMs1GQcUKtDvHnTJC4h9WYQ/aaOIbxw+fziW0g2dtsNivnP91ieD6rn5UMOMEyq3fEDyeJB34/JoYqmcDnqdIXVpzVOMjvzPjP1yYxwuerunw1BvG1NBrNp4z0Jz1ee+21V2l1dFKHxAXGi00GgCwXDwO1zHKSfWKAYFkLgPyeenBwAailHJWF4+HBksylS5dkAhazMYfDgc3NTZjNZmSzWTx48ECmDRaLRUSjUXR1deHMmTMAgEgkgkAggPfeew+3b9/GX/zFX+AHP/iBWN7RncNgMGB9fV0m/1WrVRwdtUZMswGmv78fc3NzGBkZwdzcHHQ6HUqlErRaLRYWFmC329vYDnbT8zkqI0KwXSqVhOlW/bG58KnZ7e3tBQBhvA0GA+LxODQajTAEfB2TyYSNjQ0cHrYGqHR1daGnpwf9/f2IxWKw2+1IpVIAIH6luVwOPT09khCRASIrRVaIQJdWhQQtHPut1WrFZzmbzcpQFbIi6XQaTqcTP/7xj/Hyyy9LowslEul0Gnq9Xpw3WMLd29tDIBAQ9vHg4ECmoJG1yWQy2NrawtzcHGZmZvDBBx8gFAqJlpTVC3rJ7uzs4Pd+7/dw+/ZtNBoNqRycOnUK7777LgYGBmAymZDNZhGPx/Ho0SM8evQIfX19GBgYQDqdFt9pHqzcK9QJM6gyUBNUE0QTHHGPMAHlc7jPToJI6vcI1sk0A8cjXyuVCrxeLxwOByYnJ+FwOOByuTA5OQmj0SiSFQ4UmpqawsHBATY2NqDVarG+vo5cLodcLtdWhdJqtchkMvjoo4/wV3/1V5iYmBAGa3JyEhqNBtvb27h69SomJibaHAWYyPNw46GqlnbJvrKpC0Bb0tHVdTykifGDyb2qcebfCZo/7u/A8RAWlVhQWSXVWYOHHZuP1N/n51djJpPQk8/5ON9X3mc1iSCDzsY7xgMm6gTQlOtQ1kZmOJvNIvQbxyL2h9DyktWlvb09zM7O4hvf+Abef/992O12/PCHP4RWqxVvXbU5i9P+qKFOpVJ44YUXEI1G8fzzz4uzztjYGKxWK7a3t0UDzWY9xqrDw0OMjIxgcXFRwD81txz1Ta9r9feazdZ0W653+sNTXpHL5VCr1UBJY3d3t1xXsss8s/h+u7u7bdeZ+1KttpGl5B632+0yB4BSHK4rJrjValXWo06nk9jGKmEymRSJo9VqxcbGBr70pS/h9u3b4i7EpnvuAUovSE6x8sQqJJMLgjKHw4H5+Xmsr6/D7XYjGo0ik8nAZDJhYGAAoVAIGk3LPYp7uLu7W6oJpVIJ5XJZXJ/cbjesVisWFxfFbUk9TwqFghAcqj6ZFS41lqnyDqC9SU917yJJoWqA1X1F/MKzhgko4wJfs6Oj5UzBxmpO+SX5kE6npeGQpCP3scViabMApqyPsYHVNtoAqk2wWq22jShizKEsh83HTMoZg/izk8CcyQf3A2OVGgP5WqreWiVUuK7Ve/IpkP6Ex/Xr11+1Wq3iO6vaMKn6ZPXA4CJlwOAhTxBdKpUE7PFg4k1nEFLLyHwNliZO+soCELatWCyi0Whgc3MT/f39ohOLx+Py2dhJu76+Lg1m+XweTqcTOp0Ov/zlL/H3f//3CIfDeP/993H16lV0dLSmI05MTODGjRvo7OzEs88+i62tLWQyGUxNTcFsNotOOZ1Ow2aziRcqABlT7na7JZizs5c2czTGbzabAjBZiqNt2fnz55HP58VpRKPR4PTp00in0zg4OEDoNx3qqVQKLpdLBhSsra1hbm4OpVJJ9Ils8LBYLCJhYHey1+tFrVYT5xKLxYKdnR3Rh/J+e71eWK1W5PN5sbNiR3swGBRwQ1aHLE48HpfmjWw2KwFFXV8MQiaTSQ4/Nhv93//9H8xmszCv29vb6O/vR7PZFF0lGXMCF7pN3Lt3D36/X3TAjUZD7LmePHmCs2fPQq/X48aNG/jGN74Bj8cDq9Uqsojd3V18+OGHyGQy2N7exiuvvAKNRoNUKoWRkRE5EM6fP49Lly6ho6Nlk6jRtMb8cm2qQJkBSQ3mZPjJdpLxVMt6ZFDonEFmnzICAkkCdia/PNTr9Tr8fr9cc5PJhEAggKGhIRnP/OTJExwdHaFUKkkp+8yZM9Dr9bBYLFhaWsLs7CzK5TL0ej2WlpakUSr0m2bX1dVVZDIZjI2N4dq1a/je976HaDQq4CWXy2F5eRn37t2DwWDA0tISPvjgAxwdHWFiYgJ2ux0Oh0OGVFSr1TaGifGGGkEyKHyOqqNmeZeMktoAy0NIHYajagIByIG2u7vbRiSoTdEqWcADi1UrFfir4JsxkgyiynyTvFAPRrXEq4Jx/mcymcTZptlswu/3y3Q97i3KvWq1ViNvMBjE3bt3MT093bZ2Go0GUqkUXnnlFWxubiISiWB6ehp2ux0bGxuYmZlBJBIRYPTiiy9Kuf7o6Ajj4+MS01ZXV9Hd3S1JNVleygfI6LJCxSYwtVeGtnSMjSsrKzCbzTIIRq/Xy3AoxgSz2Qyn0ynSuFqthr6+Pmnm4zlGsFEoFNqkBHwtglmeWaVSSbTQBK8q00ztK8FhqVQSVl21tlMrT/RYpuRNbUZkXOB5zFgcDoexurqKx48fY3R0VPTHjNeNRkOGQDE5Ya+IVqvF1NQUPvzwQ5F+DA0NiU6ezKrJZJLBK6urq+K4RLvEcrmMtbU12O12qaCS1OIQFzowkZwgYH/06FGbT7NKtp1MUtVqG9Du2MXzioCPlRj+vuoEosoVWGFjbFR7UXgNDQaDVDbpdsPYwvjOJJOEEvuA2I/Q3d0tw3notlIqlSRRozSHxBh7Cchik0Th/VDZY7rI8FqQxabUj/uIMVNlxE+ude4RfhY+VyUhVI/6ZDL5KZD+uIfabMjDgMGDi50HhFqy4kbl4cNFDKCtLMFMXT0U1MOB/6aWcNWSBEvhg4ODqNdbAy+SySRcLpe4CJjNZmlS4/v09/djfX0djx49wsTEhDTJFYtFsWr7zne+A51OJ24XjUYD//M//4NarSYMXDKZlFJhsViUjWCz2XDr1i2MjIwgkUjAYrGgXC4jEolAr9djYWFBdN7suuYmSCaT8v0JOllio82T3+/HxMQEDg4OsLy8LPZSHo8HABCNRjEwMIBisShlJq/XCwCiWc7lcujq6oLL5YJW22oC6+vrE2uig4MD+W7JZFK+l16vRzabhcfjEWlFs9mUJCGRSLRpRtnMCUDWj0ajwcTEBDSaY7cKlo1Y4mfGXSgUMDw8LMGXHdBjY2N49OgRrly5IuuqWCwKS0R7Io4Fpj/p4eGhNMN6vV7cu3dP5AZ6vV4A4oMHD3D69GkZhsJhKwxgbrcbJpNJksxsNgun0yk2U5Sw8HWq1ao4dFC7yDIs2ROufwY/Pk9NKtiExwDH66dWcciInexpACAAjdKKgYEBKfeXSiXs7e3hgw8+QDweR61Ww9ramjBgZLdKpRLW1taQTCaRy+VgMBhw7tw58b6lS8Hh4SF2dnbkOxWLRbz11ltYWlpCOBxGo9GQZiu6ivzhH/4hYrEYstksAoEAKpUKtra2sLm5CY/Hg+XlZTz33HOYmJiQ5JcHC+MDAQ3BsTrBi6CTMY3XnJIYHtKUOrHKxfuhgjkeYFzn6p88fJjUEESROVarc7xPlDupbDoPPJIWqj6U35MPVTfOZMNut8t/d+7ckUbXSqUi+xuAJMl+v18mmLJyxe9BGQ+lRKOjo3C73cjn83j8+DF2d3fx9NNPo7OzU/o+Ojs7BaSWSiW88MILePPNN6WBlfEjFosJ0K9Wq1hZWYHNZpN9QatFrt1SqYRUKgW9Xo9IJIJwOIxCoYBGoyHytUwmg+7ubgFSTCyY5FGWxzHXKysr8Hq9bT041H+qiRkAubY813Z3dwXId3V1YXt7WzyYKZXL5XIS68jcdnZ2ikyO97a7u1umS7JhmBI4np1MGElaJJNJ7O/vw+l0YmBgADdv3hR/frXpl5JF7hPuaeqjCexCoRBmZ2eF7dZqtQiHw7IuOZ+Admubm5tCEsTjcfT09ACANK9xmBl9yzOZjJwbjKtsZGWyQvkbsQS/uypXYKwjq8t9RVaZ4I/Xlq+tSkJUgEjmllr8SqUCl8slhEaxWBRjgKOjIwQCAZFXqM3FAERaSq91VrCNRqOQVkdHR3ImAZCKM6tqnZ2dCIVCuHPnDoaGhmC32yVRZAWEmKdcLgNo1zczIeGD8jzVblXVjPP84HdQCQTiPF5HXnc+/1NG+hMe//Iv//JqIBBoK4WydMpDShWps8mMfpFc2AwcwPGNIUukMnAqIwkcT+DiTVNZn46ODimXbG9vI5FIIBgMwu12o1qtoqenB2tra8JI7uzs4MqVKxgZGYHZbIbL5cLi4iK+8IUv4Pvf/75Y9T333HN48uSJeKROT0+jVmvZmb344ot4/vnnsbW1hVKphI2NDQwPDyP6m+EDi4uLbaO4mYmvrKzIGNpbt27hzJkz2N/fh9frRT6fF021RqORoMVAS+lEKpWSUiAn7L355pvweDxtHdY8/A4PD8WWKRgMik6TI6ypC0+n0wBammay4yzddnS0vKL7+vqg1bZs0Ahc2LVcr9cRCASwsbEhwZXlKKAVdFmaPzg4kNcul8syPpvlU7KplEVUKhV4PB5x4WBpn+vM5XIhEokgm83i/fffRygUEh0wmzbZ6BGNRhGLxUTfR127VquVMcUEUIlEQsqUR0dHuHXrlqwjNknxQGcw1Gg0otvc2NjAxMQEgsEg+vv7sby8LNURauQITBj0GKB43dkoSFYAgFRu1LJxrVaTMcMWi0XG/Ko2SmRV9Ho9PB4PwuGwlN93dnawuLiId955B0899RR6e3vhcDiQSCTg9/tx/vx5jI+P42c/+xmSyaQA346ODgQCAbEEI3vX09ODaDQqAIRsDhtlCS7i8Tjy+bz0HqRSKXR0dOBHP/qRNL0lEgmptLhcLjl0Hj9+jFgshtXVVZEgcern888/Lw47dB9hcsNrqJY9VRb6ZDVN1UvyOqpAhq+natwJ/Hgfed1V+zrebxUU87DjveW9Z4wlGCBI56HH11I79aknwnB/dgAAIABJREFU9Xg82NjYEDDAytHk5KRUoEh+sOLUbDYxOjqK+/fv49q1a1hfX8fg4CAAIBQKYW9vDwsLC1KtSKfTWF9fh8lkwtmzZzE3NweXy4XZ2Vl8+ctfxtLSErq6uhCJRDA8PIzFxUXx2w8EAgLsdTodbt26JU2D09PTePLkiXxnAGJpyP90upZHs9PpRKPRELtOAIjH4yIZIyjlvgWOkxCW5+laUavVBGCqY8DZrM1eCPauqJIfsszVarXN5pK+24w7lPGxD4L2nuxD0WpbNqmUjPX09LQ16TabzbYKcbPZFEclygA5cpv3jkQNCTE2hVNiQnDJ4S7qXiBgZp9IrVaDx+PB1NQUNjY2UKu1xkNfvXpVXDO4ZnneU2PONdfZ2SnnD5M4JiqsFrFSoia8Ko4Ajn3kVWko9xD3In9XTSgIerlnODyOuITVkM7OTpEo7u7uirsT95/P5xM7QsoLKam6c+eOsLYajQZOp1PsAiuVisg7+Bk5WbPZbM3mIGmZy+UwODgoCYdqIdhotOYbENTyvdmwSfkkpafEZ6q8jPGGhA2TeVVGQtCuSpCI2wjCP2WkP+Hx+uuvvzo0NCRlDQASGLhY2TGvivK56QkWOH9ePfC4SHizmGFRygG0j7xVddZq+SGTyQgQOjg4wFtvvYWenh54PB4cHR1haGgIv/rVr2AwGLC8vIzHjx/jd3/3d+F0OnHhwgXxcaZbR6VSwa9//WtZLMFgUFg3Tv8yGAx46623EA6HMTU1hZGREQl4HPBC6YDFYsH09DQymQz0ej0uX76Md955B2fPnsXGxoZcC5XVVrWuRqNRmPFz585haWkJV69eRS6Xg9frxYULF3B4eIjBwUFEo1H09fWho6NDxnM3m8226Yb08FV1ptT/sQxmsVgEkNJRQqfTYXZ2FoeHhzCbzTJdkJter29NwyKLpjIdZAg0Go1o/zQajQBztelFo9HIRD29vjUGlzKZvr4+2fTpdBp2ux3d3d24cOGCTAvkhMJmsynMi0ajQX9/P+x2OzweD9bX1/HSSy/h9u3bODw8xOnTp+FyuVAqldDd3S0T0DSa1hhwu90uIHF2dlYs8FSNPzu6AaC/v1+SL9qeTU1NCTu/v78vyQXXN0u/KljjIcJyLNc87ebIhBwetsZfM2mhHpcd4263W2RMiUQC9XodW1tbWFxchFarxcsvv4xkMond3V1EIhFEo1FMTEzg4cOHuH37Nmq1Gs6dO4eZmRlMTk4imUxidHQUS0tL2N/fx+bmpjTZ+P1+BAIBBINBKWuzfHzq1Ck59BKJBC5cuIBGo4G+vj5Eo1EYDAb80R/9kTDRZP35Ovl8Hvl8Hpubm3IYUsZ0dHSEcrmMhYUF6ZafmpoSvaLaXMVrR0kY45LKCBNgMtHh4crDhPuAIICHDe/RSUBN0EtATrDAxFIFCHwPPl897Ehm0OqK/8bPRw0/R1vv7+/j7Nmz2N/fF0kDBycFAgFsb29LzF5aWkIgEBAASmB1dHQkzhwLCwsi47h48SIWFhYwNDSEwcFBPHnyBNeuXcN//dd/iQ6UwC0YDIpnNStXQMsFZGdnRxyT3n77bdEuDw0N4fDwUJJX/mc2m2X6psfjkYl4Kysrct0ajQb6+/uFzKhWqzKtVafTCQHDRkMydyyNs/GP2mSfzyfPp38/QQm14wCkKkpNOH9utVqlZE+9NwENm6sJHgnqGAMI2lnxVEvz1LjTWYLTaWmTWalUEAqFsLGxIc2WdA85OjpCNBpFR0cH3G43dDodlpeXMTo6Ks5MTqdTQCpjuM1mw8jICKLRqHyf8fFx3Lt3DwBEQkIpHJleJsRMWoFWQsqfjYyMoFgsyvOZsKv3jXuE+ICYQE00CXJZHSKoVqvoTMTUhJvyQl7Lra0tTE9Py3nJxnpWPNgfxYmVwWBQeg3u3buHZ555Rhy82PdkNpsRDodFOplOpwU7cBgSmzDZX8DeJfZbPX78WKSsTLJI/FFWksvl4PF45HuxV0pN6kjUsdLBa3ey94zXDWgfbMNqAH/+qY/0JzyuX7/+KoGZqltiNyjZQWojmSkfHh62OXUQYLNExixVBQ7cXGoJj+CCmS2zbwLUw8ND9PX1IRAIiBRCHamq0+mQTCbx9a9/XWQCbrcb//3f/y2Bcnd3V/wua7Ua/uM//gN/8Ad/gFu3bmF0dBTBYBBvv/02vF6vLKIbN27gP//zP1GpVPDTn/4U58+fR7PZxNbWFhKJBHK5nLC1lAK4XC5sbW1hfX0dY2Nj2NnZgcVikaY4BnoeagTBZAq4mW02m/hQs9kvGo3CZrPB4/Fgf38fhUIBQ0NDMlyGQCybzaJarUopsVQqCXjs6uqC0+nE4uKigGdaGAIthmdwcLBtiAgDD0tQOzs7MkLa7XaLVpzlJLpeGAwG0TdnMhmUy2U4HA74fD54PB7ppKecJJVKYWdnB7FYTA4Bm80m9nYbGxuifZ+dncXMzIwkYSxnsskmnU6jv78fi4uL0plOoF8ul5HL5eD3+7G0tISlpSUZ7PLcc88hn8/jC1/4grxvX1+fDHJgQkQmnMzO+++/L/eCbC6rH6peluU1ljYZqMnQqDIYHqQEhCzFsxJkNBrFTaDRaGB9fR33798XH96trS00m02EQiE4HA6ximRSSleV559/HpOTk1haWkJnZycSiQTm5+fR2dkpOv1qtYozZ87ggw8+gM/nQzQaRblcFiDv8XgwOjoKs9ks7hAWiwWnTp1CqVTC0dERksmkMMSbm5tScmfjIhn8/4+9N/9t+77vxx/ioYsSSfG+RFKi7tOyHTt2bMdLvLRZ06LBVhRBF2AHNmzAUGzAMKAYsGYD6mTD+kuBFQOGFZ8O6IFtdZcFa7u2dhw79SXbsnVYFyXeh8RbpKiT1PcH9vHMW/lm/0EIFE1imSLf7/fr9Xo+H9ezp6cHuVwOw8PDMmKd15zmM6YCpFIpJBIJ1Go1jI+Pw2w2C7rLIpgNHQD5M2XhS6RXieiziFU2/Ep0WNng0OAGQAp0AgjKv6eUbLCx+viwKv4/nxOlqU2piQQgOe2ULQAQBJM+FU6UUzYSly9fxsLCAg4PD3Hu3DlsbGxgbW1N8pUfPXqES5cuCbUMQPTtANDf349vf/vb+N3f/V18+ctfxre+9S3J5X/06BGmp6cxOjqKer0x+c9oNCIcDqO/v1/kAj09PeKhYVpHJBIRFJXFT7VaxcrKCiKRiBgTfT4f5ufncerUKQEKiNRTXrK/vw+z2Yy1tTX09/cLosb9gmuREwL5HB8eNgZOMFdbyfqFw2GYzWbodDpsbW2JoZdmZ74HGSSbzYZMJiONGgtGon3cG9icE4Rh0hTNkUqGCoD4g5j0wM+jVqvhdrsxPT2NwcFB+d0ej0ckdJVKBcFgEHa7HcViER0dHXJeBgIBHB01JvKOjY0J6l4ul/Hw4UOMjY3h2bNneP3114+lJNG7wUaR35VFrE6nQzabFa/J3bt3UavVZBiQUsJG6ZfSTMe1qCyylewSkX/lJFSuMcb2Mqauvb1dwgnY+Hd0dCASiYhxkO+XSCSENaCBF4A0bYxwXV5exvDwMJLJpDCflFsWi0WRFDK1ymAw4NmzZyJZ6+rqknXd09ODYDCIUqkk/437RqVSQWtrK4rFIkwmk5wJvIY01PIZ4zWiwbOzs1MadIIySs+IMmGIzxprMuXgmk+lHf/H6+rVq28pdYi8AaRvPm5+IcLJA45UEg0FLKhYLChpS3aOjI0hGqecqEiEZmdnB11dXYhGo3IwUpfNPMytrS1YrVaoVCpEIhH84he/gMVigdvtRnNzM27cuCGjoP/yL/8SN2/exM7ODnw+H375y1+KC/fhw4cYGRkRmu2LX/yiLPr19XU4nU6YzWaEQiEsLCyIk7mzs1No62KxCLvdDr/fj3Q6je3tbbzwwgv46U9/CofDIZ/barUKEsPrSd1iPp+XjtPv92NtbU20iqSDqE1zuVzIZrMyCjydTsNut4sJprW1Vf6spaUFw8PDODg4QD6fF+SODIByUAI1Y3QL81rTqayM1iGSrFI1HN0qlQpf+MIXJI5KpVJJKgm17NxgmLO7ubkJlUolaSOUDTBHdnR0FAaDQSZUdnV1ycCApqYmMVrx+tTrdfj9fpGGeDwe5PN5DA4OIh6PS3pBS0uLFG2FQgFf/vKX8e1vfxsDAwOYm5sT2vzJkyeC3LPpO3HiBNbX12Xaos/nQ09PD46OjtDZ2YmVlRV4vV5B1rjZ8aA9ODiQjZvXktIoriFljB3NOWaz+djEMo7wBhoskslkEv0kC+VQKCRRidSH0hwZDocxPz+Pn//85zh9+jSePHmCra0t2aCJfFFacubMmWNNcD6fRzweh1qtRjqdFlkP9fmhUAiRSAT+X8cskjmhVwGA0PH9/f1oaWlBPB4XpJWxeWSReHi7XC5BGFlkz83NiaHH7XZjamrqmJmLbBbRGCIytVpNWAbeA6VOlkWY0hRNZJsHv/LwIbvEIpkFN9FBri2lBpQHH4tvJVJNNFU5WY0Hu0ajEbCBxT2bA2USQKFQEAQ0l8tJItDa2hru3r2Ll156CYVCAdVqFZOTk5ibm5PmmPIATqQ7efIk+vr6kMvl8L3vfQ/7+/t4+eWXZd0CH00N1Ov1SCQS2NraQiqVwokTJ5BIJJDNZjE6Oor9/X0paHw+H/y/ThBpaWmRhubo6EiGTC0uLiKfz2N8fBypVAoqlUoSQpSmZI1GI/pm3kMi8DT4mkwmMRUTOWZT8nEKnSg1U5aI+ClNsGRUiOYSBXQ4HCgWi2hqakIgEJD34n3md+QwIqKNLMB5LhI9ZKPK30mggPKJgYEBKfhpbN/fbwzlyWaz8Pl8cLvdyGazyGQy6OnpgcFgEOa0Xq8jFouhr69PQJDXXnsNt2/fxsjIiDRYDodD1jBZHMqLgEYCE5twAlgcg86cfSaZsOZQ+iAAHJNqKE2HrBOURmQCdBpNYxIsgSWlKZlrEGigtmwyCdBRiqHVahGPx+H1erG4uCj70NzcnGjS2RgRfGhra8PW1hZ2dnag0+kkTYbFOSc1UxbJ8436cY6ndzqdODw8FPCrXq+jWCyKPwCAMM78zul0WmQeZrNZCmVq+Gl8ZbOoVAZ8vMYDcEzKSCkT96JUKoWvfe1rnxbSH39dvXr1LY/HIwcdL65SB0skRdlBktoHjkdDMapH6WY+PDyUrp0HFbshHjRKzRP/bldXFwYHBzEyMoJEIiGaSqKdFosFra2tsFqtuHz5MpaXlzE6OorOzk7cvHkTU1NTsFqtyOfz+N///V8sLy/jj/7ojxAOh0X/5fP5YLFY4HA4sLa2hsPDQ3g8Hmxvb+PSpUu4cuUK/uVf/gUAUC6X8eKLL0KlUuHhw4fSLBBl83q9yOfzGB4eRqFQwO7uLk6fPo1isYhsNotEIiFaZxbt8/PzskkQcTGZTFhbW4PdbkdTU5N0rVNTU1hbW5ORvtxMqH8sFAoSv0MJwM7OjlB4XBBcICyaSWmaTCZ5BnK5nGgiqXU+OmqMFe7o6JDpbdzo2YzNz88Lk1GtVmU6HhNJSPExTYOF+cHBATKZjBQMHo9HAv/VajXsdrss9q2tLRweNgYXTE9Po6+vD7FYTLJmaYphAcbx6t3d3aJ1b21txebmJiYmJvC1r30N//AP/4CXX35ZhqsoNfw0oTDPe35+Hh0dHbh48SIikQja2trw+PFjScYwGAxob29HPB6H3+8XtFX5jBNpoTYQgDA6bBSIEHBaHjdOrh0ORyC7YTAYBNHc2dkRjXkqlcL29jZ6enoElSerQA1lPB4XCcPi4qJQ5WNjYygUCvjCF76AUCiEe/fuYXV1VSZzcrT49va2aMPb2towMTGBvb09iUbU6XRwu904efIk5ubmADRQ1bm5OVSrVXR1daFSqcg+k0gksLu7K/Q6PRtEWegbMJlMYjYEGgdkNpvF3NwcWltbEQgEBKVhkct7QZaMmkFK2tiQUSJCdo36aCWtrKTn+dzwn8nycT/l52fBzBffg7+HKB/BCz4vbMa4F9lsNphMJhSLRbzwwgsIhUJobm5GJBIRHSiHS9H0ykQLslcTExPI5XKYmZlBT0+PfP/5+XkBREZHR3H79m3kcjl4PB6EQiFEo1H87Gc/w3e/+110dXUhlUphZGQEJ0+eRCwWQyAQgE6nQzAYPPZ7Xn/9dXz/+9+HRtNILTGZTKhWq1hcXJRCkkOsGJFJtLGrqwtnzpyRQ54FA5s5FsUsmDnxs6mpSaI99Xq9TPejHpWUPNFgoIG8c5gNAGEPuT9tb2/L5EiuYeU0T36+ZDIpe6rS06BWq5HJZOTs29/fh8ViESaL10fpKWKDwnXOvZ0Fm91ul++j1+vxP//zP4KUGwwGBAIBVCoVJJNJOBwOqFQNQ/jTp0/FfAdAYl+3trbwJ3/yJ/jxj38Mv98v+9fh4aEkWSjZG65hMkc3btzAm2++iWAwCI/HIwWdXq9HNpsVb8vHUVBeP9Yd/HeuDa4xnjE8P/R6/THZD595rju1Wi2NkVqtFq/JxsaGSOS47sxms4AxAIRdLhQKsk+NjY3JeazX6zE7Oys5+hw2w8/LfbFSqaCnp0eanc3NTTENDw0NYWNjA7VaDU6nU9hN7lHUa7MZZ2HNvbSrq0vmUXBtEe2nlI0NxMflhLy+PHMIAjCul4x0IpH4FJH+pNfVq1ffslqtsmHzQebBo3R7Kh9ypRaatCQ1YES2iWYozYOkKvh3qCdVqVSiXaOm1ePxIBqN4uHDhwgEAnjy5An8fr9QLxsbG4LgUitN08vJkycxMDCAO3fuSPf+gx/8AKlUCt/85jfR3d2NBw8eCGq1tbWFc+fOobOzE263G//v//0/2O12LC0tYXV1FRMTEzh79iymp6fR0tIi+cbc7Hioh0IhoazL5TK2trYwOjoqxQBdtx6PBwAEHdnc3JQCntotRuHw9yQSCQwPD6NUKh1jBqhDJu3HGCUa95iry6E4XBjKxqharUryiFarlYli0WhU4pE48IVUrNFoRCaTgVbbGM+bz+exv7+P3t5ebG9vw263C61crVZlIyQ1SjOOTqeDyWQS1MXpdCIWi6FaraJSqYgTXjn2mkzHqVOnMDs7C4vFAqPRKEkC3d3daGlpwerqKjY3N/HKK68IJbm/v4+FhQX09/djc3MT3//+9/H666+LqaapqQnPP/88YrGYbOjMkO3q6kKt1hg7/PjxY1SrVczOzuLKlStYW1uT68khKLu7u8eYB6WRjbIeJRNEtIsHDDd8UuDLy8tQq9Xo7e0VLTSLvEqlIgN5dDqdsAFGo1FyoYnWGI1G9PT0oLe3VxCX3t5edHZ2wufzIZPJoFar4enTp2hqaky/6+npgcViwe/93u9J9i+ncfb39wuCeePGDaHe3W43otGoIIjRaBQ2m00Knra2Njz33HPY2dkRlJ5myOHhYbnuvA5ML2CjSmkSjXWUvni9XlQqFTx58gSnTp2SXHGlZInrj4cnDy0WLkpJBQtwFsWfdPAodc38+yyEeD91Ot2x4pvPA/XWBCWUSCTRI6Jber0e4+Pj2N/fx82bN4UtI4hRLpfhdrtFXsFm7/DwEAsLCxgZGcHExISYyq9fv47R0VF4vV4sLCxgYGAA5XIZJpMJHR0duHPnjug5r1y5gmKxiO7ubhlBHQ6H0dfXhwcPHki60ObmJvb29jAwMIBHjx6hra0Ndrsdv/jFL+D1emG1WhGPx2EwGMQ0SIQVgOi6aSpmWgyLBEp9OFhobW0No6OjAthwuJUyPaVeb+SnHxwcSM424yOVkyiJ0hUKBQEAGIWnRBSVCRDKAozGV56Nbrdbik+yf7VaTWJSCZiQ/WAjzDOVzwxZ2mQyCZVKJekqLPC4f/L69PT0IJvNCmMcDAYF7e7p6YFKpcLS0pL8fj7bOp0OgUAATqcTX//61yVxol6vHxtRzgK6vb1dhsbk83k4HA6JdF1YWIDVapXGRlnAcq9U6qF5rgEfTQdUSvi4xhizV6lUZAy6cqIi95ZisXgswYQ+GMplMpmMjKPnOifbxRpIyVAxWYVsr06nE6Zmb28PQ0NDSCaTYrpeX18XaaFGo8GTJ0/gcrmwvr6OQCAgnhOuGZ75ACT6lnJQ7hNEq/kZ+fNkn3lNOYCM34nXWK/XS3oYG0Qyd7wv3LMo7+K9/lTa8X+83nnnnbccDocsJHbkyo5fWShT60P3J6kp3lBSXtSAsYunC5uL4eOIjvI9/H4/5ubmpFgibWQymbC0tCTvDTRC3nmoX7t2TSK6WDxzgpbX68Xq6irS6TQ+//nPY2FhQfTLgUBA0j8ikQiy2SxOnDgh+cn1emNUNaN7kskkwuEwEokE9Ho9YrGYDCJ4+PChFFHs3nnAsYGwWCxIp9Oi2+3o6IBOp0M6nYbZbEYqlZJ4N1JF1IQTBebhCuCYTKa7u1v0djQ7ETlRJkRwjLGyeEgmkzLAhfICapl5oAMNCtxms8l9JVVMyQKR5VKphNXVVXi9XtG8l8tllEoluSahUEjMl0wuIQXlcDhgs9kAQPKiR0dHUa1WkUgkkMlk5MBobW3Fo0eP4HQ6YbPZRJ5B+Q0TISqVCvy/zj3W6XQ4ceIENBqNRG0xxo8Rf6S0iAJsbW2JHOTMmTMol8sSgUipCXXeNE5SKsXrzCKMznYeFLzflPJwE2RkGxsL0oDM2W1vb4fRaMTq6qogqNFo9FiTmE6nJfKKshhGkFEmwvui0+ng8/lkohzvIc2VKysrkoBATeX6+rqwWuPj47LOnz17hkqlAq/XK4XK7u6uoJ90nefzeXi9XpFP5HI57O7uIplMimGKjZDRaMT+/r7EEZbLZZEYdXV1wWazyfhjokNzc3MIhUKwWCyCYpPmpSFMiXYpE4yUCDbRZqUZDIBobVlk89kBPjImKgdIABD5B4to7rv8/4+nE+zt7cHlcglNTlkEvzdHSOv1ejF2FgoF9Pf34+HDhzh79izOnz+PW7duwWKxYHFxUdJypqamYDQaj+nuw+EwJicnpeCx2WyoVqsioYhEIsLMaTQauN1uBAIBeL1ekRQlEglMTk7C4XDgzp07+NM//VN8+OGHspdRenXmzBkxzjHJh8ku9XojQpEFEc8cJevZ1tYmqRhkdoxGo+jpmafPdUdzmzLdh14IpbGeRR/zsYnach/mizR8MpmU/Gf6ZpT+oKOjI2HqNjY2YLPZ5L1psKbHIpPJSDKO2WwWKRE9N9RUAx8xFGwCKW9RqVS4cOEClpeXMTg4KMU/408Zecmzl2vx9u3bou+dmJg4FjPJQp9yM56PRDDD4TB8Ph92dnZw+vRprK6uSgIFi3bKLJTaXGUtwHONZwGRVbI1Ozs7ohve398XWQ2jSjklU6PRSNNHrXUulxOEt6urS+oLhheo1WphBWlw5r1WarWbm5tlvyUIsru7i2KxiKGhIWxvb6O3txc6nQ6tra0IhULweDwiawkGgzLOniPkaQ60Wq0SqxsOhwXIYLPFxoxyQq1WC4/HI7MeuDfQJ8Szhnve/v6+PNv+XxtVy+UyOjo6hD1paWmR66r0o30q7fiE19WrV9+iLoddk5KeZEHITYv0MgttZXFGFIXdPfU4ygeemiSiAETf9Hq9PMRc1BxHTl1bOp0Wx/nR0RHu3buHP/7jP4ZarYbFYsFv/uZv4tKlS3j8+DGMRiN+9rOfwWaz4enTp2IO+8pXvoJvfvOb+LM/+zOMj4/jgw8+QCgUEqSXvy+RSGBtbQ1utxuzs7NYWlpCPB6X7s5kMqG/vx9ms1m6WrrnGfjOCW2Hh4eibQ4GgygUCpiamkIikRANba3WiNMj0lKpVGQjSyQS2N9vTMJKpVKCdO3vN0Zfc1jA0tKSUPw0fBFdKRaLckDwGjc1NYlxTq/Xi3aVi4dh8K2trfJ3qK+iFqtarUqcnsvlEp015R1EB4iIGwyGY4YdUlyk3KgXZFHH38liMRgMYm9vDw6HQ1A3GjioRff7/eKEZvGr1LiyOQGAgYEB3L9///+HFtKhzAOSMqKBgQFJabl16xaGhoZw584dWK1W1Go1OBwODA0NCXJFTTb1gGwY+T8WaywIiYBwU+YBWygU5D6zAOCwh3K5jFgshqGhIbS0tEgKRqVSwdbWlozppsyJTSaNM9Th2e12ZLNZyY6OxWJoaWnB5OQk0uk0CoUC0uk0enp6pBnRaht5wslkEkajUe59Op3G2toavF4vJicnRRdPDeL6+joKhQJMJpMkFcRiMUHiKpWKjCBnkTU6OopCoSBxfEx0YZNHajmZTErcZLlcRrFYlMg10p2Hh4eitaa5iSglDw5l0cZnWMmoKRFMahbZeJElYIHAJoPyNqYeKNk5ZeFOLTeLJ6KezBSOx+Ny8BNpJzLFxJaBgQEUi0VpVoxGI7LZLFwuF2ZmZvCVr3wFjx49Qi6XQzAYxPj4OL73ve+hVqsJvc+i68SJE5Kc0tfXhw8++ABf+9rXkM1mjxnGtFot7t27Jw0eKW2u9ZWVFXz+858X06vFYkEsFpNYt2KxCKfTKXst2Uqj0SgxYUTECV7s7OzAbrdLYgmn9/HsoSyMqLdSM02kTqVSyZ5G9B/4SCPPZpYSDqV2ngUVQR+eb2wwSqWSMCKMwaPMg3stI8xoZKN0i8VrrVZDLBaDx+PBzs6OFDk8X5hQwmeH+8nQ0JBIQDiam3nEBL7470S32cieO3cOkUgE0WhU9sumpibRsrPxZ/SlzWZDoVDAyZMncfPmTZw9exZPnjyBWq3G2NgYNBoNBgYGBIhgugiLWq4nvpQMeVNTk0T4sVHiZEdKSZXMJ+9vc3OzDMbie5Fdom+ACDPjZQEIkMTkDBr8iJLTI0ajH0EmZfPENZ3NZkXiRZ9IsViETqfD+Pg4yuWyfEcO/VFGDFqtVjQ3N4s+v1AoiO+F95lAktlsPgbQ8HniM1YsFoX9b25uRi6ZCUHoAAAgAElEQVSXEz0/kW+uY/ozeN/r9UZ836eF9Ce83nnnnbe4SRGNYxyUMhJPKVAHIIcKNw0+BNxclIhOU1OTmB7Y2Sk1f9yoiEgeHh5KPi/TE1g0ULNTr9dx6dIlDA0NIRwO49GjR7JoGWW0v7+P3//938fTp08Ri8UwMjKCf/zHf8TXv/516PV6/O3f/i1isRiee+45KY5ZOLrdbum+u7u7cerUKenW6eqemZmRQ5FIMKNtmIqxvLyM06dPo62tTZDi9vZ2KXxMJhNisRiMRiPy+bxs0mxIOOJ1ZGRETERES1h8AB/ROrVaTSZuETlS6upI/XGRKDds0uI6nQ5DQ0PHJCBKhJTxW3xfAMJkcHOiTIKbAU0L1F4TyaapjQkwTqdTDGAcQU5aulQqwWg0ymAVUrcsFn0+H3w+n6BkqVRKkK96vS7DaDgEYnt7G7du3ZIDVCkzUqlUopmjxpyfZW1tTTTxjDMCIIdLOp0W0wiRI27MSjMNTVLc3LnmWIDTh5DJZLC5uYnW1lb09/fLePJgMIiuri709PSgXq8LFc84M36fQqGAjo4O0UNns1lByKmVtdlsIguwWq3Q6XQYHR2V6ZG8l93d3VJst7Q0pnaOjY3h9OnTgmpXq1X09PRgfX1dNLBKloQyITalZAtIibe1teH111/HysoKYrEY1tbWYLFYJMPVarXCbrdLIgHRnFKpJO9Pcw9TEVQqlTQWyWQSuVxODhTGnXEv47PH60M0Tqmd5yGplHuo1R8luyhZB/4sC13+ubJAYDOtpLmVyUlEyHhokgKn/AiAmLj5nDFTlnpc7kGUoDkcDsTjcTidTvzN3/wNbt68CY/Hg9/+7d/GL3/5S6GdDw8PZfgVGzSaDxmxxb2B47/Z7DEmlNP0KK+wWCyYnp6G3+/HysoKLl68iGKxKCZml8sl0gua5mjWpCyqpaUFs7OzYp5jI8rinc8ti2NKkZguw0aQ5wmjyCg5YzPDNcoziwM4OIDJZDJJA8i9plarQa/XCxXPkdv0I1D2x+E0vIdct4zIIwBQqVRgNptFn80CjwUdP7/StNzR0YEPP/xQTKB+v1+YPRrzGHOqjHhUqVQYGhrC7OysNBgsslgIUmMLAJ2dncjlcsLyvfvuu3J+arVahMNh5PN5WK1WBINB8V8AHw1vI3NNAI4gA5M3WDDncjm5H0ajUXLsuTbMZrPseZSp8PpSpqDRaMSYzfOQMi0OZtrb25PGjUUxpUzU4hPJVvouCAKRCTw8PBSpFE2tExMTKJVKsFgskufPOojXv6WlBSsrKxgeHpbnt1KpoFgs4uLFi3IuUx7LfZu+DvqAaGSkIZX7A58dZS1GNjybzR6TjxBAbW5u/hSR/r9eb7/99ls0EiilHaSFuWnz4WIny4eGmz0LDiXayaKABSiRNi4OanFpAqPonhvO3bt34XQ6ZZoUB48sLCxI3ii7bOo9v/vd72JxcRH1eh2zs7P44he/iH/7t39DX18fnj17Jqa2f/7nf4bdbscbb7yB3/md38GtW7ckLk+r1WJ+fl6Mg5VKBYuLi7BarRItVCwWMTAwgHw+L9mp9Xod8/PzmJqaQkdHB5LJpGi7Sf0YjUZJ1Egmk0ilUtJNszEh2kxKhpszF1x7e7to37jJ0ehCYxc3UkbMbW1tYXNzEw6HA4uLi5iYmJBhKV6vVygiFpIcckEklfeeWkCluYusAg2JTqdTMi2NRiOamhpRZQAkA7pQKCCfz2NjYwOxWAzRaFQ6+Uwmg1wuJ4bTzs5ObG1tCbLEVBRSi3THU3ITCATkcHA6nUJ/8rNtbW0hGAwilUphampK4pFoflG+jo4aUX4ulwsjIyMy+phmGaKhc3NzGBkZQSQSkWg3bkI86LjBERHWarWS1EJnf0tLi0iNNjY2MD8/L9TuxMQE8vk8pqensbW1hRdffBHJZFLkSDSBscEg+qvRNIZarKysSAOzt7cnOb0suBipxxHdiURCHPbU+R0dHcmYdn5HHqTcP/j8XrhwQRIg2tvbkUgksLe3h0gkgtbWVoyNjQniylxzFgk0mtGExQmg8/PzqFQq8Pl8WFxcxNLSkhwIjPFkPOTu7i4CgQByuRwACPvCA5Y6S7rsOZSB9LoyHYHeDWW6hvIA5X7Hg5l/rtQ988UimsU+ADF2E2EGIPeIBfbGxoYclBsbG9jf3xeUdWZmRlAzTjRk4kmpVMKJEydkDXd0dODevXsYHBxENBrFiRMnoNVqcfPmTbz44ov4zne+g2QyicHBQbz66quYn58X6VlHRwdyuRzq9bp4JBYXF0WLzyIoEAiIfnp3d1eGlxDtJfPGZCAaAf2/TtzhmcOGl9eDee8ul0vkTTabDfl8HjqdTlBqAGK49Xg8MriKSDIN0Gxudnd30d3djVgshu7ubrS2tgoLwAKSw0MowSCKybQGjovmvdVqtfJ3KA/jM6XX62GxWMSLopSXcO8GIBpt6r6VRlgi9ZS28FlRFtVerxf1el32dpPJBKfTKVMOKRViVjYZklgsJiwlvw+fXb62t7dRqVSkeWVRPz4+Lggza4MzZ86IRyMYDEKtVss+Qbamvb1dGFOeZ8qGaHNzU5iwlpYWaawpSWRTwjqBeno+c9xrKGnkCG8CCAAE2VcawGkSVMb6kU3gOZjP50XqStaQTS7PUZp8TSYT/H4/7t69i9nZWTz//PMCFDY1NUlogDJhRKvVSiJKNpsV9o0JMdR9s/BXRvgx25ym+Z2dHWEC6JkBIHtbU1MjMYmMGNcek3k+1Uh/wuvtt99+i8MRWDTRIEN6iy/SY4xEY4YmcHykJ3+WaCdpV3ZW7ADr9bpIHkZGRo7lYjKKJp/PIxgM4uDgAFarFTMzMxgYGMDAwADC4TDu37+ParUKj8eDvb09/MEf/AE8Hg/S6TTa29vx05/+FJ/5zGdw79497Ozs4M///M/xxhtvoF5vxKQZDAb8x3/8h0ynY/wXM0lZJLLID4VCMkaXumB+r7Nnz2Jubk4Ka3aI3CypbVtdXRVjF3VLRMWKxaKYO5RIytzcHC5evIhyuSzxUe3t7TAYDPjwww/lAFGix7yXPLhJIXGIAZ3WGo1G8lM7Ojqky6Z+mmgn0V82WSqVSig20o08PNnBkg52Op0y+pTvR+OGw+GQkexEuXlgUfbB61EsFuFwOARR5YZ9eHiIbDaLeDwu3T0HdRiNRmk4OA69VqvhzJkzSCQSovGjGxuAIF7hcBgLCws4ceIEfvWrXyGXy+Hll1/GzMyMGIs4OGd9fV005tTUc1Nm88ENmKO6qY9XNisTExNiGDp79iy8Xi/Gx8dx/fp1iU60WCzI5XIi+WlubkZ3dze6u7uRSqXw/PPPw2w2yyAdIvmUjpBB0mg04j+geYZNrXITZvIHjaZ8LxYZwWBQ9gxmiWcyGTARSK/Xy1ANDjQolUoyNjoUCknhw2eVjXm5XBZkzufzYX9/H0+fPpUDjsV/tVpFMpmURrxer2NpaUnkG5xaRvaL8X2lUgnhcBinT5+G0+kUNInrh9MAa7WaHJZEq9lc8JlRpnzwn5XFsVLKwfdi8UQ9qPIw5vAdegyoXRwaGpK82Xq9jqmpKSwvL6OtrU3G1R8dHaFYLOLg4EBMT0TvvF4v3n//fbz22mvY2dnBL37xC/j9flitVimw+vr68PjxY2kkKMXQ6/UYHR3FnTt3kEwmMTo6iubmZoTDYZHOsGjkM01NN8GVc+fOySAvSuByuRymp6dxcHAgzYxyOhwlGzwXiLTdv38fLpdLzG6UsJAlpPyBa5CAid1uRyaTkWl8ZIY42pp7dj6fl4EbLJ64ppuamuByuaDVarG9vS1mR+7lNNCzEGJTx8/E59LpdAqryIaECU8WiwUAjk1jpJeBGcrb29vH/Dbb29tobW2VhI69vT2JR1tbWxPWj0DNwMAASqWSDOEiKs8CioUlpQzNzc2SHjU+Po50Oo14PI5AICAxm21tbQiHwwKIZLNZYSTtdrsU/DTN8/0JyjDSEfgoF5rXgsBHqVRCIBAQYI1FOCP/iM4TLd/b2xPZGJkmJVPLRpVFcz6fl+KSoQBkhGkopBmWYAGbMyYV0RthsVhgsVhgs9lw7949mM1m2bvi8bi8FyVriUQCPp8PBwcHAs7wmeMzQFmsMt0jFovJdaxWq+IZCwaDcDgcEiNLpphnHeWIjI0kc8Z9hsblTxHpT3i98847b7ndbjms+BByQyeVyYKF9CAAcYiq1WpJ7FDSMuyCeACTUqDJglFEPEy4qdpsNoTDYRHPU3dLwxJzhV9//XU58LVarWg4efD39vaiWCzKNLzf+I3fgMPhQHd3N0KhkIySvnPnDtxuN06cOIG+vj6Zntjf349IJCIyld7eXjmcOZ6VGxfTCRh9Ru0eOz8W3Pv7jUERq6urosnmhkE9MI0oHLRSLBZl1K7dbhfDhNKl3dbWJukdXPg08XGkdVdXlyDUZARYnFIHnUgk5M8ZtaY0XLGwZfdbqVTQ1taY5uRwOERLazabRc9M7XU2mxU5xP7+vhxYLBqJ8BJVJNpMfbASLVdGHZXLZckTnpiYEF1xLpdDX18fdnd3EQwGRZdKWkujaUz5onmWkUUs5ra3t+H1enHlyhWEQiGcOnUKdrsda2tr0Gg0wkxMTk6iVqvhwoULSKfTxyjDtrbG9LP+/n6k02lhZfR6vUyh3NzclMKUEYIDAwOo1WpYW1tDqVTC4uKiHIRERzkmltrAeDyOer0uWdgsPlmkcU3yYGMj0N3dLYkAAASJoBlJp9NBrVbDZDIJygZABi3k83nJcCaaptE08lyZwxoKhWTT9/l8yOVyKJfLOHnyJJ48eQKr1Yquri6JiOSAG7IOXV1d8jk42KCnpwdOp1NMNfydROU43pxol9VqlTSXbDYr6BJlWOFwWPT+yn2F0jKuGR5Syngu7oOUMpHGZZHAw1WZQMD/RtDh46glmy6uHxZwsVhM7iMZITJALpcLt2/fxtTUlAya4B5erValkQEgjIZarZZkHhopmRv/6NEjGI1GzM/PY3x8XIq29fV1nD17Vq7N+Pi4TLikZIv51Q6H4xgSSEkZm0wW0rVaTaJNOzs7ZeS5UhZEdo3sFJtAph6xUGLjzH9XRnUSANBqtRJBxt/JZpp0Nj0FFotFpt/y/fiibA1oJHXQ38DniEUoByKxUAkGg7BYLCK94VlIIyQRWmX6En8/1zRRXxbGBFOos2XhT0kUUVi1Wo27d+/itddeQzQaFf3t5z73OfzTP/0TAoEAVlZWBPGm2bGpqQkWi0XQ6I6OjmPgkl6vx9HRkSRqjYyMSEHHZ57sNZtMflZe9729PZEL8Vzs6OiAz+eThpBmef4/z1nud6xllOwfPSzhX88pYGMENJpR3i82UQREPm4S5/1Uq9ViZmcaCVNEGDnIDGme/TqdTqJtaeB98uSJ7LlkCzc2NhAIBGSvoCQ0nU5L+IBSFhOLxUSiqZTK2u120aOTgeEzrowFVJrc6TFhrCSL7qamRozkp4j0J7zefvttMRvyASQFonSo8lCmmaler4v4nyYumhKpM+Jhwpg8aqKpL+LUqUqlInFv58+fx40bN+B0OpHL5TA2NgaDwSAbDdGBv/iLv8DNmzextLQkSQobGxvo7+9HMBjE6Ogorl27hu3tbZw9e1Y2xGg0isXFRVl0165dkyLi3XffRTqdFlOH2+2GSqWC3++HXq8X+oUdK01gnOBVqVRkSAbRAHZxbAYKhQKsVqtobIkc8zDlteOhNzMzI7FQlADQLKOMj9NqtchkMqIHZbfPKUtHR0ewWq0SS6fRaBCJRI5ps6LRKHp6eqSzpZGoUqnA4/HIZpBMJuX6mUwmGbJBtoBFqMFgwPDwMOr1uqR8cMHq9Xr5HMwEBhruc+q+urq6xBhIdJoUP687x7bymaUUaXd3FwMDA9BoNFhcXMSpU6cEWaSWtFqtYmhoCA6HA8FgUChdFkZMjclms5JSwM2T9OrBwQEcDgcePnwIrVYryCzTNUi1GwwGGTqTSqWEYgYghQ41ky6XSxAEj8cDlaoxsEJptN3b20MqlcLy8rIYLnmImUwmZDIZiStUGoBZWKTTaYR/PaGQ91QZP1koFKRxPDg4EFd+c3OzJCEcHBzAaDSiu7sbw8PDcLlc4jRXq9WCTPv9foTDYVy4cAHZbBaBQAC7u7syotztdou8pFgswu/3IxqNirEqFAqJ9GxmZkYaW07o5F7FRJf29nYkk0nMzc3BaDTCYrEgHo9jYGBAUJb19XX5DrlcDmq1WopMThglQglADMSk+/liAa2UfJCd433l+qIUhCgbDz0yE8ooT7fbLSkdqVQKsVgMTqcT2WxWBltwyinXX6VSQaFQwJUrV6BSqRCPx6VpOzw8hNVqxaNHj/Diiy9ia2tLtPNsuPV6PZLJpEyOJW3d19cnEq1EIoF8Pg+3243t7W1JUllfX5czgI1ttVrFqVOnJD2ETCQ9CfzMra2tWFtbg0qlEpkGtcLK55LXi9niZPI6OztFN0sNNY10QENeRlSNsh424GQEzWYzwr+eHqvX66UhOzpqZOdzb2XxSOSZYANlVKVS6RhaqVKp0NfXh4cPH6K1tVV0vdz32Vgww79er0vDwX2KRTIRfgCibWaWMtFZGob9fj/y+bw0yRyeQr1wpVLBCy+8gJmZGbmuZGAtFgv29vaEGaNshgUki2AWlZy6yv++v98YWhWNRkVGcnBwgPv374s5nkU/M+S7urok1UmZZKNsIjidsKWlBalUSlgAMt8E9Pie2Wz2WDLI1taWeE+YqkJwgXpx4CNZK6VanHnAe0rZXEdHh7B4LNoZHrC3tyfmeTYeBBqsVqsAWHzfj8diNjc3S7a/VquF2WzGwsIC3G43AIgRkpIwv98vrMTo6CjS6TS6u7sBNGQnBDXZvLDBMpvNyOfzMiaea5NzO1jHcOhcNpv9tJD+pNc3vvGNtzhXnoUZH2QWyERmaDSgzpAbI92xPARYgBPRbmtrE00a3fZEu0ifvvLKK5icnMSPf/xj6bqYu0zqnp10a2sr5ubmkM/nodFo4HK5wO9AYx5zLIlIPffccxgeHpaF9+DBA0xNTQlixA2W0VoM3DcajfjP//zPY1P/hoaGsLCwIHrXtrY2RKNRObQZW+R0OpHP5+F0OjEwMCCGBmp1abwkXUt6hsZA6hkLhYJ8bwbMsyOluSyXy8Htdks4Pxcgda9EsIguswBXqVRiUlM67Yk2s8ve2NgQlJtoEAsFbsC9vb2ig+NmxTirTCYjAztoCGVcEgsaAHA6nWLYok6c9Dy/cy6Xg8/nQygUAgChWUlRMY5we3tbDBtzc3N47rnn4HA4UK/X8dOf/hR2ux3RaBQulwsrKysiGwAajWMwGEQ0GkVfXx8WFhYwODgoWkZKR2jA4DTNjY0NGQpEowhRCkp5OHKZ1/LUqVOCXpN2puypq6sLa2trgpS63W5JCOE15Iu0bSKRgNVqhc/ng9FohMfjwdjYmKxFp9OJkydPoqWlMaEMaIxqbm1tFcSKSRSkaFm85nI5HBwcwO/3w+fzwWAwYH5+XnwPs7OzEo/V19cHp9OJx48fo7e3V9D/Z8+e4ejoSH42nU5DrVbj6dOn8Hg8sNls0Gg0ePbsGcbHxzE+Pi4o5+7uruhq2bySoaCGn9MVOQLaYrFIQ5LP57G1tYXz58+LSYy0PfcZPqPcv5SmWTJzpFiV6DH/nIcVmzrlfkoqm4UCkzy4D/C5JWOQz+eRyWRw9uxZ2WtisZgYg4jMs4BoamrCzMyMDKMgAk5vAZM8TCYTmpqaZCDExMQEyuUyTpw4gfn5eXi9Xuj1eni9Xly/fl3Qao1GA6PRiHQ6jfPnzwuS3NHRgXA4jBdeeAG5XA52u10i+YBGAWu1WnF0dCT6USKw5XIZly9fluFCbJqV780hHjSFUttJAxXvBdcGIzrL5TI2NzfFYMw9iTLFWq0mg0J4LrGAoiyPCVMEUJjawOEp6XT6WAIH911K6iqVCoaGhhCPx4Wt4c/wc9Mgyr9D9LdcLgtyyuQVGnXtdrvohFkMLi8v49y5c9LQRiIRTE5OCnOYzWZlTHuhUIDP58Pq6qpMyqQmm7F13BspD+A5sr+/j/X1dZw6dUqeOyULw9+XSCQkXYOorrKmaGpqQjweF5aAazuXyyGTycDn8wEACoWCSDToeWHjzoKWZxrPMhrY2SgxMpPriPIuk8kk0kWlzIP3vrm5WRgI7v3co5X/TG+K8iziM2w0GmW/ZxiAwWCQRBSyNMlkEk6nE6VSCX19fYhEInA4HFhZWZGmhAV0qVSC0+kUsJJMhpJh5eA3NjqUy7E5sVqtktrCs6ylpQUWi0VAA0YAa7WNOOG//uu//rSQ/vjr6tWrb9nt9mPULwCRGbA7UoaY87DggcPxm8BHGZBEMLg4AGBlZQW9vb3Y3d2Fw+FApVJBLBYTROPHP/4x/v3f/x03btzA/Py8FHYAJG2BtDQ1VEajEX6/H36/X3S/h4eHUhAHAgEUCgWZYrW0tCRpF9evX8f+/j7GxsYEQWMe54ULF+RBPHHihBT8LAaJAnCBrqysSPFeLpcxMTGBdDqN5557Dg8ePBDtJR3cpIyUI7254GjMU15bFtixWEwC8ak55gKiebC5uVnQZ7rW9/f3EY1GJbmBRen+/j5WV1fl76VSKdF0GgwG0Ry63W4cHByI/pyUGpFrq9WKjY0NcQqz8WBjBTSigWio4xAbbj5Ag/ZeW1tDLpeTjYfNB9CQEnEcKpFju92OlZUVQSCoraTulgfPyMgIQqEQbt++jaamJnz2s5/F6uoq3nzzTczOzgrqpdQ+csADi5KNjQ309vYKa0BDks1mw/b2tiBIXV1dIkfhGPfl5WVJhKCpx+FwSM7yrVu3JCucz6Lb7YbJZJLxsKlUCs+ePUMkEsH6+jqGh4cBAKFQCLFYDGq1Gt3d3RgcHEShUEA8HsetW7fw7NkzLC0tSbEVDoexsrIihw1j4rjO+Fxns1nk83nJZGUaDe8N/QBGo1GMa5TukJ1xOp3SqDKmi8OJXnjhBfT396O1tRXt7e0yLGdzcxOVSgWXL1/G7Ows3nvvPRiNRiSTSVy+fBmJRELyaJlaE4lEpDDjgAqttjEoaHNzU9Y2G+ZoNIqdnR05OAAIwkXWi7Q8UWk+oyyK+edKhJpaaBbWSmST+yHpWq6P9vZ2idhitBtNmVwr77//Pt544w0Eg0EUi0XYbDZ5Dw76YHYyTWiUWVCbywJErVbLveRer9E0cof5eWZnZ7GxsYF8Pi/PX61WQy6Xw8jIiCCpLCidTqcwh8zkjcfjws5RhsFiYnd3F729vYhEIhKhSHYMAEwmk0xppU6ff06WhzpWynTYrBM15oAeFnJMymDeMgEfoonlcln+mSwBGTLq1wFIMUdAw+/3S1xnsVgUZJUMJPcgMgksvJRyScopqVumdpXFu3IKH9eJsuGlGbSrq0vSHKgVZ5IFmQmi7yxY3W43qtWqZM9PTU3hJz/5CTwej6C7LA4ByNArvV6PUqmEer0uKDMbUaBRdHIdsWHmOc77Qzkfz8KRkRGkUik4nU7x1sTjcdmfiSTXajWkUin4/X6RZ7B4JSvQ2dkpzwObAIJUbMKY0MOGjMZLrid+NjJd3DOZfrGxsSFDhA4ODuQ+sdmhIVA5RIbsKdBgYCmVZCLZ5uam1Fder1ckRWT5GSv62c9+Fjdv3hRJptPpRDQahcPhQFdXF/L5vKxDNgqMMVSr1SJTXF1dFf+F1+uVLG7uDRzW1t7e/qlG+v96Xb169S12fXzYeHCQylXS2EqNldFoFLMSAHnoiLCSmuGmzgN0e3sb2WwWHo8Hly5dwsLCAqanp3F4eIhr164hFAqhv78fZ8+eFckHh7F0d3fj3r17Mi2JWqCHDx+iXC4L7RwIBKDRaBCLxfDKK6/g4cOHEov1/vvvY3BwUExr+/v7KJfLqFQqePPNN7G4uIj5+Xk52JjDSno8k8lgcHAQWq0WS0tLACALlLQmHfbMoj46OkIkEpFChANZqNErlUpwu90S0cWigOa+1tZWLCwsiJkHgCAnjOwjlcimh3F6PFA7OztlobNhymQyGBoakkKelC7lAPzvLBwKhYJsqjQraLVaKXjpqqeel0NQjo6OJGea95+MBgDRbvX19Yl5kd/TZDKJjlOZjwk0NnWtVovHjx9jaGhIHPGzs7OwWq2CPGxsbAhyaDabcfPmTRiNRvzwhz9EZ2en6MIB4Pbt27Db7ejs7MQHH3yA8+fPizmFqMrR0RFWVlYwMDAg+kPSfDxouLECkJ+fnZ2VUcs0oAQCAXzmM5/B2NiYaOTJDsXjcaGqW1tb5f0sFosYMz0ejzScm5ubWFtbw8jIiJhbx8fHhULkIWIymTA+Pg6z2SzGHSYsrK6uisyE6CoRNKXMhvricrmMSCQi/53o2t7enqDj1OUSYdHr9SgUClheXkZ7ezvC4bDknTMCkykPExMTYiStVCo4d+6cNMytra0YGRkRxJqRehsbGwAgB8ru7q4UGUwEYRPEA4r0MVFDomfKeEIWwXyWaMjmz7IA4prhXkmkip+RJkomnrDY43VbWlrC6Oio/FxPTw9+9rOf4cmTJ+ju7hZUmwkmmUwGzz//PO7duwcAx3TYRPs6OztF4nVwcIBQKIS+vj4sLS3JNeRkQz6XnNI6Pz+PixcvitaYRRhHGpNdKJfLmJycFAMzjWXz8/OS/53NZmW8MgDZE9hokk3r6OgQIIbFJK8rJRX1eh0+n0/i/tgsApBCU1m4cs2QgSAy3dHRIZI+rnNqS6vVKux2u8ikCEDwGeD9VKY/cE8k+ppIJKTxYZHFnyGrwUaHRTWfJ2Xjw2asVmvEnLLZ4PnLnGp6S/R6PRYWFuD3+5FOp+VMY34703LIRrGovHjxIm7evIm+vj4Eg0EAjWEqZOHOnTuHu3fvwsB4LnMAACAASURBVGazobOzU4ov7mnK7HzmeU9MTKBSqWBnZwfFYlHy/bnn8VzY29tDR0fHsUhM3ic23UdHR7I3Un5DCSMlNDzTOcmVZy2fM7JDjO0lG8KoPj6XbLh47clccugYG2JKEdk0b29vSzNCqRG1yjyfh4eHkc1mpaBnygmbX8oeqUFnQke9Xse1a9fgdrvluVlZWcHo6CiKxSL29vakyd3Z2cHQ0JAYXKkqcLlc8uxwMND6+rowJblcTs73g4MD8bd9Ku34hNc777zzFif2Ue/Mw4AyAHZkpJtoSiLKRIpUeThQ+kFRPfMMFxcX4fV6hS5YWVlBNBrFK6+8AoPBIGhLX18fTCYTpqenMTAwgMePH2NwcBDvvfcezpw5g42NDQwNDaG/vx9arRY/+tGP8NJLL+HEiRMiqRgbG0NTUxMePnyIe/fuoVwuw+fzYWpqCu+//z4AYGxsDEdHRzh16pRMdONCJVrBDY/IKU1B0WgU/f39ePLkCXw+n1CQ+/v76OrqkiKXua10d7NIpHGHFGO9XhczCjt2omvs4vlQNzU1SSdMrToRGxrEqKtkrJbL5UImkxFEp16vC9pADZ3T6RQah3qvtrY2ifchEsgDhfKMnZ0dGahA/dba2ppQx6Ojo6K55LPR1NQkhkKyHIlEQhIXOI6bqJDL5ZJR2UQZFhYW0Nvbe+wzaTQamM1muFwulEoliRvM5/N4/PgxTp06hampKdhsNnGB8zCsVqv4zGc+A7vdjr29Pbz44otSiJE94BogjTwyMoKlpSU5aDOZjJhslCOtr1y5IuzA2tqapNBkMhkEg0GZQMiYta2tLUxNTUnaRW9vr5h+yAbRVU0ktLOzE2azWWQiPp9PaFmi64ypmpubw+LioowOZpPk8XjgcrnE+EtEhNQ4IwR5GJOF6e/vR61WE5mTyWQStJ/I88jICObm5kR2xQ2b0pJCoYDPfvazgpRbLBZB8U6fPi26QpqF+Z14uKXTafl7TBfa2tqSjGm9Xg+bzSbDnuLxuBRFpEepkyai1NzcfEyuxsKHhjUyGXwfAgpEG5U/zwaZzxzfm9IDPteUjfHgt9lsMBqNGB4elmSHcDiMnp4eaWK+973v4cKFCzg4OEAikcDExARqtZokJ6TTaQQCATx48AAej0fkMMoIwb6+Pvz85z9HPp/H4uIijEajmGK5Tp88eSI+ByZscHz87u4ustmsvFc8Hj8mlSB4sLi4KEg2B+GQpWJDy7/D68zkArKNLCiOjhrDk4CPcph5P5iuRNaBe9va2pqcQaVSSZKl8vm8+DIYqUZvjXKYD+8bryvfm0UltcxE+rk3EymlTIk6WqLf/P58bz5DzBs2GAzSEJARI+NHnS0n5GazWTGHJxIJAcVoIOMkSRo4Dw4O4PP5hF0LBAIIhUIyNXRjY0Oe4enpaVlzjMRllN3KygosFoukQjHxRa1W49mzZ+jp6ZGZDTxLmbnN3HwOS+LgLoPBAKPRKOtepVLh3LlzkvpF06ZWq4XX68WDBw9gtVrFw0P/AIEEmne5f9rtdjFC2u12bG1tSROpNBpyqBoTd8xms5gd2Ryx8GVNxNhZgkE7Ozvo7+/H4uKiMGIHBweSKES9srJZNBqNmJ6ehs1mEzbWYDCIEZkRw5REUarEeowSUJ67zc3NSCQSsh9tbGygo6ND9PFmsxkARO5EI2M0Gv1U2vFJr6tXr77l9XoFdWFnrdTWEYEj6kWzk7IT5sPAzZU6I1IWJ0+eREdHB06fPg2ggRTNz89jbGxMhg1wRC0AOXgYHcfEAFJm29vbWFpawtHRkWjniERWq1XEYjEZD242mzE/Py+d2NmzZ/GlL30J0WgU9+7dk+gtu92OhYUFOdiUA1QoWXC73Uin07DZbBgfH0coFML+/j5efvllbG1tIRKJYHBwEHa7HZFIBE6nE0tLS7hy5QqWl5eRz+dFhkCzC82Y1JGza6Te0+PxyLXmYc0Clt+JyAZRN05DYkHOoocaKi5Ims24oTKzEoC4hZWmqWKxKIc7N4GmpibRVDJNg2ZBompkKpg7qtVqBRnixkgjH9H/vb09ZLNZkRLodDokk0n4/X54PB7s7u7C4/GgublZDj6VSoVisSha087OTjHl7O3t4a/+6q/wr//6rzAajVhcXES5XIbb7ZafNxqNSCQSSKfTqFarEjHHppHPfbFYxOLiIgwGg0zS5CEwODgoBjlet0uXLmFubg6nT5+WzUutVuNzn/sc0uk0hoeHsbq6Csqsurq64Pf7AUCGOESjUWSzWYmW45qlbpWRiyzkeD/T6bQUjpRd0Etgt9uxvb2NK1euoL+/X9A9bq7RaFQi9Pr6+sSkSPOuMouXxRZpRJpz+vr6sLy8fExbTAMYkToWTw6HQ+IvuZcwgz4YDGJgYADJZFLYECZ5rK+vC4rKLOp79+5hYGAAL7zwgkgk6D2g5tbj8UisnsfjkUKHWnXSrUShWRQTOaLBifskANk3mabAfZXJE0SympubEQwGRdtOeRr3NuqsKaNg8UPdo8ViEaS2tbUxRGp8fBxut1sa5kgkIsYzrgMa2VpaWqRIY2TewcEBAoEAPB4Purq68Mtf/hJer1eAFiaSEFzQaDS4dOkSnjx5IrI1GtIjkQg2NjZkRDg1x9ReK4t8Fr6UyVAqwAawubkxMEyv18sa5PrmNeWZcXh4KEObiNJSlsjnheuGDWGtVhN2hcAGi3ju2QBEmqZkptra2uQcVOpsuU8zo53P/tFRY0x4d3e3mMX48xw0BUAKX2UTwmKNOcGU3PHZokabA7MKhQJsNpsAJIzoy+VycLlcYloNhUJ44403cPv2bZGesQGamppCLpcTYIOxjzQmc7/muHGXyyUa6Wg0ivX1ddFNc1w3J/Ol02mMjIyILJBylmAwiPPnzyORSOD06dOYnp6Wxonmu1QqJYgtmxBmziuHXzU3NyOZTB5L+2BCBeU1ZMNoLu/s7JTZBNzjlF4eRhSWy2Xk83kMDg6KUZL3is0hgSPea7LabW1t6O3tRaVSgdvtFplLMBhEf3+/ZMUz/cPr9cLlcskwIaPRiI2NDTlPOLCHzSNrL6a3UKrLv2e322XQDnXlnFDMxB1Kk9iAxePxT6Udn/R6++233+rp6ZGiSakTVVJiFKlz06PpQ61uDBRQbsw8GIkAVatV3L17FwcHB4jFYlhdXRVa96tf/Sq2t7fxd3/3d/jDP/xDKYgYCN7f34/x8XFMTU2hr68P7e3tolV98OAB9Hq9POjPPfccVldXceLECUki4GYyNDSEyclJSf4gbUNJxeXLlzE3Nyd5xfweTOSgs5oGr8nJSYRCIfT09AgyxsQBjkfu7++XyW3z8/Mih1AmLNhsNgAf0ZDMxqW7mANrNjY2xBzAw4XoKI1D1D8xZmdpaQmZTAbMCTeZTEilUnA4HCiVSvLdeRCwA+ZmSd2d3W5Ha2uroHQ8yGw2mxQTpLlLpZLELLW3t0vuNREvUt3c+LjREK3e29vD6uqqoDhtbW3Q6XSCxLKoicVikqDCw4lGDWba8l5wAExHRwdu374tBebw8LAMachkMqjX60JncfPt6OiQ71av14+lSzgcDjm89Xq9ZIGSMVCr1RJ/tLCwgObmZszMzAjaXSwWJQIrm81KXFkmk0G1WsWvfvUr7O7uCuJYKBQwMDCAarUxBpeJCLwnfX190lQw/F+r1cLn8+Hs2bMwmUwYHByExWJBb2+vZHkbDAbMzc2JMZIHaCqVgtVqxcTEBOr1Oqanp0W/CEAOJfoF+BmZzOB0OtHV1SUTLePxOJ49e4Z8Po/NzU0MDw9L4URT5cHBAWZnZxGPx2WYiMvlEq9DLBZDX18f6vW6sFxsEJj2wCliQ0NDyGQyUoC0tbVhdXVVGDK62puamtDb24vFxUWRZymNRDyQeQiSrQIgMg4l4siX0kir1EkzxoyytGKxCLPZLFKuV155Bbdv3xbz7sHBAc6fPy96ex7+NOcx+aJcLmNmZkZMTPQSRKNRjI+Pi3tfpfooQpJNSigUwtDQkBRSq6urwkhduHAB8/PzokfmGiY9zlQbm82GmZkZjI2NYWtrS5olTqXs7e3F/fv3RbtJOpwpEzxXKAkg3U3qnPeD358yHMoOCboQnCiVSlKkEiWORqPw+Xyi4bdYLDIxNZ/PSxoIC1uNRiPoIp8BslPUFBM4AD4yPvO5UhaeqVRKUjuUplRKDRgfSFkRGTayoUpfCQtps9ksyHVTUyPTmmkVHzfD83NmMhkMDAxIIk5nZyfi8TjW1tYE2eQ9AiAxpTQUM65Vyc4QSbfb7VKoMs6T6T9KHTpNwK2trbh9+zasVivW19dhMBgEmV1dXRVzKBkDmlYZ9UkZEIEJrVYrBsLDw0NpDtmAMOWks7MTarVaGEuexXymmK5FhplsPZFimmRpauV5RASczx2lmTzPGXFHwIr3lbLK1dVVDA0Nie+B9cP29jZyuRzS6bQ0b2zGuY6ZlEU/iclkEvM/UXJ64cj00ePEn+FZwnVBhrxSqYgE71Npxye83nnnnbecTqfcdG4YLB6IRhKppmOZhwr/nMgNA/eVNBc7nLNnz2JzcxNzc3OwWCz46le/iv/6r/9CLBbDtWvX8N3vfhfhcBixWAyvvvqqdLO5XA7f+ta38O677+LkyZMYHh7Gr371K7z00ksSiUa3sUajwfvvvy8jjqnrZGGo0Wjw4Ycfwmq1Ip/PIxKJYGxsDNeuXYPZbBa5RSKRgNfrxerqKoxGI27fvo1z587J+MxgMCh6YKaVdHZ24kc/+hGmpqZw//59KZKXlpbEfGexWLC8vCwFLMd4U9tFWlQ5qYoZnCxGWcxzFK8yKoi0zOrqKpxOpxgcuBESNWMXS0MIdccsitvb2yVOjHFo3Nx5iNKRzo6eGxTjnahTZaFLgwejooga6XQ6eZ96vTHKm/StUivHUcCTk5OCwtNwRARwZ2cHm5ubePPNNzE9PY14PA6XyyWMycOHDzE6OoqpqSm8++676O7ulsNyeHhYOndlcL/BYBBGgMVQT0+PFAt9fX1CKQJAT08PgsGgINksDg4PD+H1eiV6jbo+aoipQSWiMTAwgNbWVgQCAZkqR803vQmUJtD4tbKyIkkxu7u7ooFdWFiQ0eapVEqGobS1tcmoaKvVKrpQGqoYgcUJehzzTIMT814ZD0cpEqPRotEoAGB0dBQulwt+v18kHEdHR1hbWxMTL6VdL730El588UVBNz0eD2KxGCYmJmQQ06lTp2AwGBAOhwVlXlpaEkMyDVmhUAiHh43x8gaDAWazGT6fDzqdTuInSTvTNU/Elc86kUTug3xxLfGZoElXmbzAAoKHPH0narUaxWIRZ86cwfT0NL7whS9Ar9fj3XffRSKRwOXLl6XQpEygWq1idnYWly5dQjqdFsmN0+lELBaTqXX8HGxmlRPXaBRmqsbW1haKxaIkLlAb39/fj6WlJbz66qu4ffu2oNhqtRq9vb0AIMWSVqvF4OCgFEe8XnwmgUYqzHvvvYfu7m5Eo1G5Dul0GqOjo8jn8yK5oSmM+xZpbMqirFYrnE6n0NGMDSWQw4J4f39fBlVxHfb394scgOY73lsyMZSBUMbA70FKnU0Q1ypTI1hkK1OuSKMTqAIgUkgWv0rWl3sFGzP+XcosqbM/ODiQ+FAyjRy+o0zGIOPHaxONRjE4OChpHyqVCmNjY8eKucnJSRwdHUnesDJVhHt9OByWz8LYODbNnDqp0WikwQUAvV4Pl8slMkRKb9iYcw/f3NxEZ2cnEomEMBA9PT1IpVLS9FHXTc03ZY4EGZjE8vE86ubmjyYDM5N/d3cXyWRSYidbWlokNYSsAdFcptek02l4PB5Z02TsKXPhWcZ7QdM/tcj0k5B529zcFPkiZTL379+XwUuUwahUKvT390uWfHd3t8wzGBwclHrJ4/HIM0dtNZsI7mk0ZHMtcm3F43EUCgVJFuN3r9VqSCaTnxbSn/T6xje+8RYfKGW8D82CLJhZCHDhs2gBjnfe7HzoTh0ZGUFXVxcsFgtCoRC0Wi1GRkZkup7b7cbc3JyYx2gQyOVy6O3txU9+8hOZ5EdacHJyUooVHrYs8FnYnjx5EvF4XFzJHR0dWFpawurqKl5++WXU63V88MEHGBgYEEqF3RwNOdR3MaqMCR0sXvf29hAKhXD69Gns7u6KXnR3d1eMddxomOYwNzcnSOn29rZ0zqRV9Hq9ICs0ZBChIMLLHErS64znyWazIlEgasAkAhYG3GC46TFtg+wDJ3wVi0VBrSKRiCAmpElZRJAOo7GK+mUaDKmhBCCRgHRxUy/O681CnTpYant5fajti0QiMphmc3NT0GCTyQSbzYauri689957Eg3G7v/GjRsyDrlQKKCvrw/FYlGe+UwmA6BRCFcqFUGH2MQQHfJ6vUgmkzL4gYgJm6vl5WWoVCo8//zzImUql8vSuOzt7eHg4EBQs2QyKbIgHlJ6vV5Q3KOjI5w7d07o6f7+fonN297eRq1WE4lCX1+faCdzuRyePn0qg1eAj/KQj44a+abpdBqRSARNTU1SnGUyGWFVaFIkKkMDJQcyUAPPJBuiYNSqOhwOoXD5u1kYMrJyfX0dm5uboq0ulUpyOKhUKty9exfxeBxbW1sS/1QulzE3NwedTiemORqQVSoVnj59Kk0XUxRo8AWAVColUVjFYhGVSkUGENCk+XHd88d10UpDGQ8jpZyHkg4ikspnnqzQ9evXBR2cnZ2FwWDA0NAQHj9+jNdeew1LS0uS+sADulqt4syZMwiFQhL3SL23yWTCw4cPRbrAxpjmzdbWxmj2bDYrhTFHVbOwMZvN4mXhsBxqyEmd86xQHrBMFmIKAJ/VWq2G69evSwHe0dEhuluaTs1mMx49eiQaTe5TLEhzuZykQnBvYtIADWWUIJFi50hlat31ej3S6bRIA7mumVTDbHe32y1abDbQZCOJqjKp6M6dOwgEAigWi6L/ZhHMvZfnCxkKxppyNgBlRJTysGAi40BWjM8YNfLcd7l/0UxHAyGL5Xw+L9Q/4+yq1aqwS729vfjhD38o8ktKNvjs0gRXq9VA0I0SPGXUHZuWUqkEjUYjMkiLxYJEIgGgwZZyyBnQ8BsxHYvMDu+fz+eToq9SqcBisWB9fV1M18wmd7lc4g0iuMQGlJ6d1tZWKVL1ej00Gg3W1tak0Oa945lGgz8ZBtY+Bwcf5c6zoSGoodVqJeIRwLGmmqwINfEHBweybxAFpuyKjYHP58PW1ha2t7eFFeCkxd3dXZlToEwpYTNGtnpjY0PALTZ2Wq0WoVBIJGEE0vb29mAymYQlYaOlHAT3aSH9f7zefvvttywWi9xw0pAsrIh2KhFASjd4U9g5s+NmVxgIBLCxsSGaSt6gQCAAvV6PmZkZHB0diUaKxRnQyI0MhUL40pe+hP/+7//G6uoqTp48iXK5jO985zu4fv06bDYbHjx4gO3tbUF/TSYTvF4vZmdnhS4lrcoM2Y6ODiQSCVy6dAmBQABPnz5FJpOB0+lEKpVCKpVCR0cHHj16hObmZgwNDUGr1cqAFWY3VioV+P1+zM3NyebM7j8YDIrpsVqtiiuZejyaEbn5EzXq6elBMplEqVQSaQkPQiIipVJJim4WUmQBGO5OKoppD0SonE4n1tfX0d3dLa5vlUolw1daW1tF68ooMI1Gg3A4DJfLJY5zHgqkzWmSIIpEGQaHuRgMBmkKiEYTDedwCE6lJMLBP2NRADR0iD6fD6lUCvF4XK436SqLxYJbt26hp6dHzIQ3btyAyWTCb/3Wb8FoNIq2nVpFapOJELFBoVmGDQkA2eiI1t6/f1+KJLvdjunpaVgsFnR2duLu3bvClvDav//++xgeHpaij8NtAEgDc/78edjtdly8eFEi8aLRqGgn19bWcPv2bfzgBz+Q5o+fmZm59XodiURCCjvGy/GA7+rqkueZU//oFiczQZRCifAwwkyr1cq158FHOpwJH5Q8Ma/6/v37GB4eFjaG91KrbQwc4nAVTkp0uVwAGgfSpUuXUCgUEAwGEY/HxQhkMBjg9/uxt7cnE7mIxjORg3GFPDBWV1dRq9XEN6DX61Gr1WTsdLlcFsCAIAHvPz8PD0D+HAdHsPDmdScqxcZWaRDV6XQwGAyyltg82u12yb9ndCgAMUPmcjkEg0F85zvfQSgUwvLyMiYnJ9He3g632y3xbjSK87Nw8Nba2po0rJ2dnWIo4lCKYDAoe4jFYpHnrqmpCZlMRvaIer0Oi8WCxcVFkWgw7ouG42KxiGQyicnJSUksYvPl9XoFqeN+Rg0n/Qgs2sgaULrEs4R0PFFrPpOMkOTZRWCCUXBkUcgEskAhFc731+l0SKVSopHmPaA50Gq1yoAvn88njCIA+T0qlUqSiGhY5ZQ6nlmk1VlwUarA54+FNps6mh653vL5PCqVCrxerxT8XI9MWaFfR6/XS453rVbD6uoqLl68iMXFRRmrzjW5srIijRSbAKUOmOcLjdJms1lGW7MAJcDEv9Pb2ytAAiNhfT4fwr8eiGM2m2X/SCaTgpLzM1NKx4KfQ4uOjo7kjPrwww/hcDiEWeMgo3g8Ls8Lz1OlNr9arcJmsx1jC7h/cz0R/OLPsHglsED0ngwF2WAClGzEeX0Y4Uqgy+fzif9L2bhzumMoFILf75dmPxAISHHNvZ2yJrKLMzMzsNls0Ol0gprrdDppBqit5nnDZ4whBSzkU6nUp2bDT3r9/d///Vs0s7FAYhdOFIIdL93Q/DMeCnxAiLTV641gfEYlcdEAwPLyMo6OjjA4OIgPP/wQExMTsrFzM+dDplI1prt5vV68+ur/x96bPcd5Xue+T2NqzEAPaDTQjXnmTJEiRYmiFTmOHdmJXUlO5m2fpFIZqpyL7ZQvdk5SUSqR5VOVOhf7IhdJ5fi4HCepsquiWB5iK5YskZIpmSRIAgQxEUDPALrRGLoxNdDd5wL6LX3QlnfyB6irXLZBoNH4vvd737Weaf28jb/91Kc+pfPnz+tv//Zv9Wd/9mdqbW21EdA7OzsW+4Z0AoQb57vb7bZJVePj46qvr1dHR4ctLPSdVVVVunv3riFNoMCYPFpaWnR4eKgTJ04YwtzQ0KCZmRkNDw9ra2vLpjtBmaMfRZvFRo9zOJvNqlAoWKfIpjE/P6/19XVLI0D/BH1G1iPTmigCkdpgwqGQAoHf3t42ww2bOA84KDMHfiaT0enTp9XQ0GAHBtpI3PocPuSFgpBDM+3s7Mjtdmt9fd2KF0lGU5ISQoMAJQ3q7Ha7NT4+bocNh1JDQ4NWVlb05ptv6tSpUzpz5ozm5uY0Pz+vkZERTUxMyO12Hxs3zJTIz3/+85qamrKCifgsNm0YCYLuQfF+8IMfWHff39+vXC6nZDKpWCymQqFwDCknAonUCCKK6urq1N3dbVMYA4GAadmZPDk/P2+Z3nt7e9acPPPuEIt0Oq3FxUXNzc1pbGxM+XxeS0tLyuVyCofDGh0dNcrZ4/FoZGTECiJJlnfL802xgvmOwmVlZUX5fN7uNwUFBsVisWjZvTQgoENVVVWWuDI7O2saX5BGtLfkHnd2dioYDCqVSqmnp8fGGF+5ckUVFRV2TYn6am5uNpQX7SSmQdJYamtr1dXVZXp5DEAUKRRLGNJ4OSPK+DrJCk70jv3QmcrBIc3ehmmQz4P2kESC/v5+feELX9BXv/pVzczMWDMB+kjWcF1dnf793//dGpnq6mq9/fbbpgEmaotii/dASkWx2tzcbBm6yLhyuZyNBV5bW7N8fA5bihem9TmN6OQl7+3tGVtEQ/2xj31Mr732miUskFyDIZMhFdwfDOSbm5vyeDy2H5K8QF41YAVaYuLASFzhvyn+nbGUTkMoqReYdUGy0cvjIdja2jI0EAa2WCxqcHDQ7hERdsgJNzY2jMFlMAYNHCkgGO5J4eHcxANEYQ7ARVHNdfF6vaaNhRFGsufz+fSP//iP6u3tNbS+qalJfX19unv3rq5evWr3ijV17949Xb16VRsbG2ZI49qQWYxBkmEom5ub+oVf+AXdvn3bpFuNjY0KBAJW3LHOKGY5j0ClWetMhG1ra9MPfvADJZNJA0xokp1ocX19vUnqRkdHdXh4qAsXLmhtbU3V1dVmzOP6b25uqru72/ZG1l0ikbCcdgA4J/sEUg+QxNdgM4jE4+vcG7T8vBfsmtNkD7MXCASMySabndoFCcbMzIy6urqUSCRscmd19VF2/vLyspnxNzc3dfXqVZMASUdsIGvq/cbpbDZr48kpznO5nPmyPkSkP+DFiHBoCKdTnY1XkiUEUNywATnNMxSAIFmnT59WLBbTq6++au/V29ur1157TW+++aZGR0f1k5/8RBsbG0YJOw07zlSQO3fuaH19XdeuXVMmk9Hjjz+uL3zhC/rKV76iH//4x7YxUoSXSiWtr6+rs7NTzz77rCGY0hFSwMOEgay1tVUPHjxQe3u7SThaWloM4ZmbmzP6hMNxfX3dzIa4jp999lnTitbV1enkyZOKRCIaHBw0RyzoO65fXNJOUxN/B80ALmLkFQzJ4dCAFiI3kkKFThlEgcKBgglNNcjspz71KRucg/GGnyeVIpPJmOmO98rlcjY+1WlUhcJjs2PjkWTGEjboRCJhcg5in4LBoBoaGnTv3j2jwEEjKIihpWtqjsbOp1Ip2/y7u7tt1DYNz9TUlEW71dXV6eHDh7YJTk1N6ZOf/KQxE+3t7frrv/5r3b17V/F4XB/5yEdUWVlp0WBksL/++us6f/68Ibq9vb3WlNCkJBIJKyDq6+stpzeXy5l5MZPJ2GS6RCJhSRxEGPH70OovLS3p0qVLymazOn36tK2BM2fOmEfh4cOHSiQSlmZC4U2jDNqH0x+0lal0FJEgpeSLUxhiusHk19nZqbW1NTMrIisplUo6ceKEMRIUSRw4IDLT09MqFotaXl62ATiZxBycuQAAIABJREFUTEYf//jHNTs7a0jy6dOnNTMzo7a2Nk1MTNgzt76+bo2L2+3W/fv3FQ6Hjc4EfeRAJ92BSaqYqFin7H0UVM59ij0TXSNFK88a+xf7KZn3ra2tGhgY0M2bNy1Jp6+vT6VSSV/4whf0sz/7s1pZWTEZBcim08wI7Urk38jIiIrFol599VWdOHHC9hMKe36murrair2dnR0lEgm1traa+YiCr7GxURsbG4Ycw0yEQiGlUimj/ZnEWF1dbXFlDEfx+/024GZubs7+Bo/Ho2AwaHsxwMbe3p7tZURu0ryClrF3IusgL5vCp1wua3Nz0woXkn1KpZIxggcHB+YZ4TPR2CCJwfB4eHio69ev68KFC+rr69PMzIxNBOXz0Qw6h9RwftE8gYRStHCGAm44WQsaINg2ngUKHwx7yFW6urqM6eR5RPaQTCZtL0Qry7MKejk5OamamhobVIRPBUYQo/SFCxeUTqe1tLRkDMalS5d0//59nT59WhcuXNA3v/lNud1udXV16emnn9bNmzctPhdt/v7+vq039htyqmGPaBD29vb07LPPGmNB00eKFGsGIycg0OzsrF1/gJx4PK5Tp07ZtQMgXFpaks/ns8/GPspnZL1TBCNJ5PkulUq2ByLt4QzGNAtQxbmPmZohM8x5oKFmwByJGr29vSYhmpiYMLM/UhTpiMWdmJjQ5cuXtb29bQ0m5yMNwtramhmRYfDIig4EAubjwUhJQtCHkw1/yuvFF198Hn2lUwaBUJ/Dw1k8c8BQNLMpoPWhC3748KHFbPX09OjGjRuGhkAp0eG3t7ebXpqoHic9ibEgHo8rk8nozTff1F/8xV9oeXlZPT09evXVV9XT02OFG4ff9va27t27Z9PNCCY/deqUJJkZhnQAUKx79+7ZSN1UKmUjsMPhsOmuSIoA3QoGg3K5XLp3755yuZx6e3t1/fp1tbS0GFKAGY4imWKwVCrZgBs6ROLenAcORhfuRX19vVKplHK5nH0PBTAxOE46keuCdIGpdXt7R5PGXnrpJX3605/W+Pi4uru7dXBwYAYkivZSqaQ7d+5Y+kgmk7HDjWtDOD20KhuWcwQ12ZsrKytmJIQ6BXEGmQCdQlO4ublpmclIi0i72NnZUV9fn9544w2b8uf1ejU2NnZMG5dOpy1rdGZmxlB9l8tlY78LhaOJkB6PRwMDA3r55ZfV09NjU+dcLpeeeuopff7zn9crr7win89nkyedCCVIO4dqS0uLpqamFAwGbThELBZTbW2tenp6dOrUKQ0ODsrv95sMgsFATD10uVwaHBzUzs6OLl68aMOFeD8Om+HhYdXX1+vpp5822pHcVAbPVFdXq6OjwzT6kixaDelOVVWVgsHgsc2ZSKS6ujrTfZbLZTuwnRRzfX29FhYWrOAEfQuFQlpbW9PAwIDpw5k+SP4rMo5kMmkHzvj4uJaXl9Xb22tIEPGIaP3L5bLOnDljhRrPtCR7JpwHI4YgGkKn0dCZtAAyBEoNo8c+yf/n3ygEDw8PdenSJY2Ojupb3/qWpKOhSIxwf/nll41lgqW5ceOGPvOZz+jOnTuGfFF0Or0DyKm8Xq+eeeYZ3bhxw64ZHhTnHt/R0WFFbTqdtnuLhjQWi6m7u1vb29taXFxUQ0ODAoGASRlAyB48eKBAIKCBgQE1NDSoqalJqVRK1dXVNvims7PTzNDb29vW1LpcLku7IT8XeRjPUC6XM2SWBr2qqsrSNiRZM0SDDSOBrwQAAY2zc9Q2zwzIPkicJNsnT5w4oYaGBv3O7/yO/uf//J8KhUKqr6+3Z4z9KhgMant729YxrABFfWVlpSV8kA6FjESSZQ9juKyqqrJGPJvNWiGJKb6mpsYaVdYqaDh7a1tbm5aWllQoFFRfX68rV65oYWHBsv5hc86ePat79+6Zub5cLiscDh9D+c+ePWv78dLSkqHO586d0507d8xI2NnZqbm5OS0vL+vMmTPGdvNccg9pNpwSKr/fr/HxcWNlS6WSIpGIAUxomUm+qq+vt5hSCmYkEsgME4mEBgcHLcWH566mpkbT09MKh8NqbGy0eFFJVuC73W5DjJ2MAGep83NhzOYZA4yAoaNu4FwEfSeWFD8aMk1CEfr6+mzg3Llz5xSJRAzM2NraksvlUk9Pj/b39+15TiaTFotZKpUMWSf9Z2trS2NjY8Zi37lz5xjww9lOnVRTU6OVlZUP4+8+6PXiiy8+j1ifog50CMoBdAeEgyKX/3a+0JwVi0UrwLa2ttTT06MXX3xRf//3f6/l5WU999xz2tzc1O/93u/p5s2bSiQSmpub08/93M+ZoeDRo0dG4UD/8DkJXf/VX/1VxeNxnTx50vIz3//q6+szjRhIEiNpJycnJcmisqCrWltbNTw8fGzUMNrNq1evWpYjYfdE0GAcgx5rbGxUOBxWR0eHlpaWzJUNAkEmLAc09B5FMwcfiQI7OzvWhaPLJMwdGhGqkHvkcrlsdLD0niyHnGmora2tLfn9fosWunXrlvr7+00GEolELM+bpID+/n7LNAZBaWpq0ubmppkV19fXbdN0ajbdbrdp1kF/YCZo0ubm5jQwMGCULNPS+H1QdtXV1YbsezwePXjwQOfPn1cul9O5c+ckSQsLCzp58qR14R0dHVpcXDS0oLa2Vr3vGkFhWljHP/rRjxSNRvXkk0/aGNa9vaORzKRikILBemMTZqCIJMuInpubM9ajpqZGXV1d6urqUm9vr9xut0mFMECy3jB9ghy5XC4b/R4KhSw/fXJyUrOzs3r48KE2Njb0zDPPaHV1VW+88Yba29ttZPbh4aEZK9fX15XP520oRXV1tSYnJ20D9vv9RkVjFETTju6X98Shz+diaAG6WQYJIG3q7+/X3NycNQjV1dW6du2aFW01NTW6ceOGotGoDQ7Y2tpSd3e3Ojo6NDMzozNnzthedebMGXt+4vG4SVWYeIaEgeYFmVMwGLT14DRRw7JRBFDQUNjy4hlDcynpWCEOpUxKBlGFFy5cUGNjozo6OpROpzU7O6svfvGLampqspz7gYEBra6u2rALpwGMDOHGxkYNDw/rRz/6kWnsyZZ//z7NpFWkODQTOzs7CgaDlhBDIXL58mVNT09bcsDQ0JCy2awZCjENoosOh8MGNGC2Rf4WjUbV0tJiev5cLmdmThDoUqlkBTQACU0ehrxkMim/328yIrLHKSRp4GjmeE8KTopZzhj+nQJYOgJZYAMZ/vGtb31Lg4ODOjw8tCaOppHJmjQm6GOLxaPkKBgIrj1rBVmjE3WFBaTg4vx1MpNEufJ1kkxodCoqKtTV1WUDcACriEkl57qiokLLy8smBSHhYXl52Z7ZdDpt97C2tlbBYFBNTU26c+eOPB6PTWDM5XIGBNXV1Wl1ddUaBsy8aH/53Zubm+rv71cikTC5XiwWM7CEvQaENJlMWtHK38v7wcrCTjB4y+VyWXHY09Nj8aN1dXUmTUSbDFMAu0Hzgjke0AbkmemQNGFVVVUGfDHECjaE6FC8IeSXc65zv9H1s56QWcA2s5cw4CWfz5vBm8SpRCJhdQJZ2wA7uVzOTPWMAYcFwb/V1dWlhYUF9fX1aWFh4cNC+oNeFNLSex0YZgL0zpJsI/ogpM3pXAcdBBllk66vr9c777yjv/mbv1FXV5f+7u/+zg7dj33sY/rFX/xFmy5YV1enzs5OxeNxQ9fe372CSk5NTWljY8Oc9+9/YUJig4rH45apzAPB9LnW1lZFIhFL3sCoUV1dbYMTyG+keN3Y2FBnZ6cWFha0sLBgRQemC6g2YofYiIjSQSdFugcoLag16B95khwQILzr6+s6e/asha6TlvF+sxGDBUAt2GhAASiQkGdIMjMMOmZ0kzjJ6+rqbAQ0pih01YzdxXgGcwFaVFNTo4qKCpuCSewVhhpoVowae3t7isfjGhoaksvlMk37ysqKjWdnyMDGxobq6+ttkEI6nbYm4P79+xYPd/fuXQ0PD5vr35lpzbWnEHO73friF79oSRIURBhPQW4qKys1OztrmyDIrbNQkWRoRCaTsVzshoYG3bp1yxq9TCajtbU1W/cc5uR+dnZ2qlgsamhoSLOzs8Ye5PN5nTt3Tq2trdZckNE8NDRkOeVXrlzRyMiI6YM5aNlQyS1HO4l8YXp6Wvl83gxS0Nj8HNnSxeLRlMNIJKLGxkb19vYa3cg+s7q6qsbGRkWjURtKRIHx6NEjS79pbW1Vd3e3DSVZXl7WE088IZfLpTt37mhsbEw7OzsaHx+3fG6YM3Lp9/b2dPfuXSvqQJY5qIaGhqyAA+2lcUc2QAPKveZr3CPpvRgvSfa8sq7JkGWQEtecdAev16twOKxoNCq3262JiQlr5n7lV35FlZWVCoVCmpyctKIS/4l0pAuORqOmDcaU9v4XaCf3A/aAwx30ksmEFy9e1He/+10hA/T5fPrnf/5nXb58WUtLS2ptbTWWZ3d3V9euXdPU1JQ6OzuNsQQUgYangKaBhjoG3aOhwtTnNANTeIPyOiWIfPbNzU0zUjr3Q/Y7ilDkBU62lTOOoh5qPxqNqlgsanR0VK2trZb8ghSDwVEUK8jQYA+dMkjkbqwd53qimMbjgkQFHS+pUWi5Kysr1djYaNIBzKSsO0yUJA0RPxkIBAyZ3d3dVSKRMGMgngWaFnxDh4eHZlxtamrS9PS0rly5cqxAoxhkzgNGe2RkTokRxSXxm/wbjcv+/r41bQAPoPxer9eez8rKSgMBkOz4fD7731xLjI0+n8+M/uxtsCvIW8vlsmnOneZKpp8iJ8FQDNIMu0ltxPVgT2GPY6Ik5yDnJP9GjB2mTZp4JGmsT6SB5XJZ8/Pz6urqsixuphRS7ANsHR4emnSHe8R6YA2VSiUD2KifPiykP+D14osvPt/d3W2bizNCjiIMSkw6Pr3JWVjTHdOVNTQ06IknnlBLS4vi8bgZT958800tLCzoy1/+sm7duqWPfexjmp6e1te//nVtb2/rs5/9rBYXF9XW1mYju4lPc5p+EMrzkL//xUJAL7m7u6t4PG46z/b2djMvOIcaeL1eSw+4ceOGBgcHzexBAez1eq3wy2Qyunjxopqamizf+MSJE/L7/erp6bEUkXg8bsi5M6cYIyDdL8au+vp6SyJBqsEgkYaGBqOYWlpaFIvFtLa2ZoU/myopInt7e+ro6DA0nCaIa+j83VzfYrGovr4+xWIxnT9/Xn19fVpcXDRKFcrMuQkRo+jUtkO5gRiBdLJO6NrJHibmjENsYGBAW1tbRk2ePHnSEDo0mhTsdOnpdFqtra2m8YPidWrhJNkI1UAgoMnJSXm9XrW2tioej9v6OX36tLq6ujQ4OKgbN26oUChoYWHBNh+SYCRZV7+zs2OShY2NDV2+fNmmVCFT2tnZUW9vr23E5XJZAwMDFklXU1Oja9euGTKPd6GpqUmXL182JzVFUldXl1wul27fvq21tTVDEVpbW60owdF/8+ZNlUpH4+jxHlRUVMjj8ej+/fumDWSTJSYM2QBNtdvttklp1dXVGhwcNGSUpshJxYLY43qH5mcwA0Xn+vq6hoaG5Pf7tbOzo3g8rkgkou7u7mOG6GQyqVwuZ4M+Njc3dfnyZZ06dUrr6+vWoGxsbGhhYcFkQaFQyD5/Q0ODof7IAHZ2dqyIA6Hib3I+O04vgFO7y97IGsJgVCgULAYMYxqFRS6X08rKirLZrH7t135Nr7zyin7rt37LxssXCgXTMs7Pzx8zQJdKJaOVkaYAijjNhs69kaSeUChktHJXV5c2NzdNT+5yueTz+dTd3a2ZmRnTtfv9fs3NzWlwcNAkDS6X69ikVtAuijYGhVDQ9vb2am5uzpIVkC3RrINaIvNwengw++7v79uEUxpWZzIKHgZSWPhsIJzZbNZQSxBAUOFCoWCFe2Njo9HjgDpdXV1aXFzU8PCwTaOkiaSYlWRFL94V9l+nWZ/iHv0zevpyuWxIKkwKz8j+/r4NFCoUCjaVFfCD4hJWgUFZnAcMbPH5fKZh5/kk658I2NXVVUN+NzY27BltbGzUzMyMzp07p9nZWZP2gToHAgErXvP5vNra2qwBOjw8imMEzXfKozCEw3SR1uPz+cwTgNQwGo3K5TrKRHamYDD0CvYwEAgcG6oD0Le3t2fpVDSfmMJBwTOZjIaHh43ZgkVlKrDTFM+zgIyPZs/v91vDVi6X7W8BMKJY5t9haiici8WiMZWADaVSycz8Tj12KBRSMpnU2tqaSXIwWZItz6A8XqxzpEdE/zpZuGKx+KG046e9Xnzxxec5hOluuHGgNs4iGp0QB8zBwdHITBZddXW1VldX7UCNx+OqqqrS5z73OU1MTNjEuH/5l39RZ2enXnrpJf3e7/2eurq69Bd/8Rf64Q9/qO9973tGv05NTVlhi8aRkHym3TmpP+ersrJSi4uLam1t1dWrV62rZtPA5OjxeGxiXGVlpZLJpPb39/XUU0/ZuHEyGhmtmU6ndebMGW1tbWllZUULCwu6fv26BgcH1dfXp4ODA3O6kgULhUSeLTpLHkI0lMgxOEg8Ho8WFxcVDAat4waNRW9L/E1bW5uqq4+yOevq6hQOhy3buVgsKpfLWZcPrQkiznXxer1WIPX29uru3bt68OCBPvOZz5gWGy3lwcGBIQXE6tAcoLVkFCnpCmge2dShMEOhkLxer06ePGnaOBzXp0+ftlHpe3tH41L5fPl8XpFIxKKwmpub1dbWZg1QTU2NxQp6vV6jlaPRqH1PX1+faazJ7MWwMjMzcyyvvK+vT8Xi0UhhUmiCwaClx1y6dMlQFo/Ho9u3b1vygHNTTKVSunfvnvx+v86cOaMHDx7I7Xab/rqrq0sdHR1WRC4tLSmTyWhlZUXvvPOOpqamTM9Ljnl/f7/6+vr02muv6TOf+Yza2toUi8WsUINKxqyIdhYtPfIZSYZKSTKEnUxakCqas4ODA83MzKiystLWRWtrq7EJyI0w2FRUVCgYDB6j/Rl+4HK5LDM6n89rYGDAJl5SlJHAgU/B4/EoFArpzp07mp+ftymP6+vrJvtqbm7W6Oio1tbWtL+/b9F7pI84D31ngcjLqYlE9uM0FzpBB6eEyYkw8swjgXjrrbd05swZY1EKhYImJyf1Mz/zM3rxxRf1iU98QlVVVfrjP/5jfe1rXzNqOZlMKpvNqrOzU4VCwej8Uqmk69evq7u725oFJ1qOJCoQCFhsWTgcNmSa+8SBTfoD8pdkMml6c/wDbrdbbW1tSqVS6u/vt6QGmEmGaBBxV11drampKbW3tyuRSJgJE6kMg51oBijinHp7Gufm5mb7PHg+mpqarPjL5/OWdOO8d9wnCgwKTxg1GiVyzysqKow9kY6aEYYGvfTSS2pra1N7e7slWPCzPOtIHVjbgE88cyCZaHydemfAC1Bdzj/8RejSMWgyAI2ib3V1Ve3t7bYHSbL3mp+fN0NlIBBQKpXS0NCQNQOFQkFDQ0OWCgGCDxO3vb1t8g32cSYLkuJ1cHCg/v7+Y0NQcrmcNVFOdod74PP5TCbZ19dnIB3XbnNzU5cuXbICGxMpcjmYFHxL8/PzpqPnPgKGwCCUy2UNDQ0ZsAZi7iw4YbFgYGlinQAU34f/ggYPoIcGByYJ1qWystKKe4plmm38VBgua2trlU6nLb6Wes0pY2IP4twHOHIOonFKTGjUYQwJJHCyxwsLCx+aDT/o9cILLzzf3t5uRTAHCl0yLmNJpstzRu+wgJzUBp0TAxYk6d69e8rn82pvb1dNTY3Onj1rulb0mt/85jf18OFDtbW1GcpDd+TMRr59+7YVlr/0S79kxYzzxQKSjqJeCNHP5XIaGBiw6Cw6XlIxoM29Xq8ldQSDQRtf2tXVZe9TLBa1uLiocDhsNJQkzc7OamtryygS/mbobukoZQMNH1mu0G9ONI8Hl40Xs0JdXZ3p3BKJhP0MRTDyiJ/85CdWXHOQQ6fygGBwccb6lEolm3x28uRJXb16Vd///vfV++4oX0xpToQOmQhrg/cB5eNQRStLMYXjOJ/PG71IxNTh4aFltZKLjBRjbW3Nho2A8no8HtP5BgIBffe731VTU5OWl5e19G6eeU9PjwKBgBXrFBqM1R4aGrJRttFo1NAfJl8iOwBp6ujo0M7Ojvr7+40yjcfjlhUcCoUshohCBec9h//y8rI1OaOjo+rr69PXv/51+Xw+PXr0yEaYnz59Wvv7+zp16pTOnz9vGmdix8iwvnr1qu7cuaMHDx7o7NmzWl1dNTS8v79f7e3teu6557S2tqahoSF5vV5Dprq7u+X1eg3px7WPFArGClaCQhgkhPXPAQXrQNGQzWbl8/mUSqWMTtza2tL4+Lh8Pp+tQ/SqjNgFLYQBiMViamxsVDKZVEtLi9bW1mw0ONPz2tvb9c4779h7pFIpdXZ2mqmUZgGzMIcQqQjoUiVZ8Qj9DrCALIo9lH+T3pt6iH65srLSWLbKykoNDAyovb3dMt17enpM2oGBMBKJ6O2335bP5zNElmKRtJG7d+/a9LOenh7dunXLor+QK/CiGaVARBaWTqfts8N+kQOOHtTr9crv99szw/7O9QF97+7uNpaJoRBcKxpqJGDkz1MYNjU1GYpcVVWl5ubmY8lB7BP8XeyRTikOGl5kLlwnpHIdHR2215PgAYOFGZ5rwx7GmoS1vXnzpjVBMzMzVnhRoGNSZx0zgAWzG8VjqVSy5s05tId7xb7KZwUVXllZMeqf5xu2EykCtD9pDDs7O1pdXdW5c+dMslYulzU4OKiFhQVDhqPRqBVVINHOhB1iQWE/Gbnd3d1tE/t4Vl0ul2n9d3Z2rKjn3EWqCWjilI26XEf54OzpAEfs+bA1SBiQXbK/NzU1KZlM2oTXZDJpDTRN0aNHj1RRUWERftvb2zp58qQ9X0jSpPcSeJx1EQ0DkkCklYCMTOf1+/3GHK+vr9vQFzLvyWdnuBANHZIYn89nWemSzDvC2medYiSEgWBvZA0gG2lvbzdg0ufz6e7duwbqIf3ifIFhSaVSH8bffdDrxRdffH5gYECSTBMNncDGxKbiNGhQuDoDxumCoBuJbpGOCtve3l6trKwYMhCJRDQ2NqZUKmXIMJ0QBxhaVUwo/OznP/95TU9PKxKJHENceDldwBsbG9YhQ98yPQ9tEROCOECmp6dNQ9XS0mKbMAaSWCwmt9utwcFBxeNx6+qrq6tt/Kwko2440HZ2dmykbEVFhR0oa2trKpePBrQwdtfr9R5rKNCBoQHc3d1VMpm0CV7vj+8CDWZCFveJ+B2fz6d4PG4uYSg3aFC0YAcHB3r06JH8fr+mpqbU0dFhxRvXjEIabXh7e7v9TqdGLRKJ2IhrCixQbopVt/toWAJIB2YXmgBox/X1dZMiYCLBFHf69Gmtra0ZYjoxMaGPf/zjZhqDgiQTd3JyUv39/Wpubtbk5KQVK+TXlstlmzK1t7en4eFh032CyKfTacvYxjiFWZVUBH4/1wNku6OjQ11dXTp79qxefvllM4VQVLS3t6uzs9PSZRKJhGnzKyuPMlDD4bAKhYLu379vUiJJVvQyylw6OqApMIeHhy0JA9Mv0hnoeKe+jqxRMsiJ0cKMiDyK4kg6ahxdLpcSiYStLTZqZ5pBdXW1mY1dLpflqZKwwDXhPWdnZ81x39raalGKoOTlctnMlSSDzM7OHouKRJKQy+W0tbVlGkuulXPf4XB00p3oVJ17JIgicgQO3s3NTd29e1dPPvmkPfPb29um22T66/Lysrq7u824DBJFQyNJ4XDYkNhy+WiY040bN/RXf/VXikQiht69H1Xnc2JOQ2ZDxGJ1dbVisZhF2pGaAmVPEUvsGPIDwITt7W09evTIpEhoLclNRktNYUe2fG1trfx+vx3cmJ6cSDYyKAxqZOpyvUGXMbqxN2IopAjh+2AUACtI9aB5oFhhPTg9QNwnv9+vixcvHruuABmcAzzziUTCZCn87vr6evl8PstU5/6y5rmPFPZ8DvYTmKjV1VWLHWSYVVtbm02fhdUaGhrS9va2jZNOp9N2P9zuo4z/trY2k2Pcvn3b2DEkek6ZHvIlZIYwUUTzMYxmcHDQTP4U5JzvHo/n2OTBlpYW88eAwNM04y8CTZak3t5eVVRUqLu728zTMG63bt2S2+3Wz/3czxkbmslkNDY2JpfLpUgkohMnTphMo7W1VXNzc1pbWzvGpIFO87wj8+GcRQdNI07thDeGYpTznX/jfYi6pMGnmAUZPjw8tGmVsEf7+/vGDlNvFAoFA+ZoJPx+v10zjKRO1hDmgQFhPE+wiTAZyWTyQ2nHB72+9KUvPe/z+Y7FDiHxgC5An8kNZfGj3UQ/iWYVaubtt9+2rENJNsyB4oIsQwLFKeKdG7/0nuu9VCopHA5reXlZKysrmpyctPxMzCZ8XkLJo9GonnvuOZ0/f14TExPyer1qaWkxLSGbMwgVJj8yLelKyYCORCI2QY+HpaOjQ6Ojo4ael8tlvfXWW1bMkssJyk8RC1IBUg9Fiw6deCfopubmZkPRQTd9Pt8xUx4jXkksAPXgc0EtSTL3NY5lp4Yaw0N7e7sVpJFIROfOndPGxoZRqPyNmC/YWLimNFUUTxTdrBk2DRoOBnNgWMGIMTIyoubmZvX19WlpaUk1NTWW88znIUt8e3tbN2/e1Pnz57Wzs6OtrS1du3ZNX/3qV02XVi6XDX145513dO3aNRWLRaXTaYXDYfX09Gh2dlZ+v18zMzPyeDx27Wk4MU/Rybe3t1th7Xa7LRCfzNB4PG6DaHBHs67n5+dN69bd3a1Hjx4pFovpxIkTVvRx8P/bv/2bBgYGrKAgz3x+fl75fN5Q67a2Nvl8PjOHMkk0EAjoX//1X+X3+7W0tKS2tjYtLi7q7t27tv6Gh4et0EdjThIJKCHxVOQAI39paWlRdXW1DUYKhUKGXNLsgbzQ+B0eHposh2uLGS6ygvmNAAAgAElEQVQejxsSU1FRYZIsv9+v4eFhG7rC2PJyuazJyUm7z8iNaBIpNtivOFjc7qOceyeCy/p0NrHsM6B3PCscQKSpUODy/XyGP/zDP9TNmzclvWcUJGUjl8vp1KlTlnmNft1Jf/OCFof9cblcOnv2rN566y37fHydA5nMYbfbrcnJSVVUVOiZZ55RKpWSJHV3d1s0GkU3UXK4+LkPBwcHJqchLxr5B0yGc2/d29vTiRMnbHgW1x/kFGQcet85sIbrzlmEPIdUKNBPmq5MJmNpHpJMokhDA1AkydhCzi6nsZ0GiaKIoppnCnbkO9/5jurq6vTkk0/a1E0aMnKl+bt4/vkdFNXO2DQ8HeVy2ZpOzqOuri4zgSEJQMbAGuF3LC0t2bmUz+c1MjKi+/fvq729XRUVFcpms/riF7+oubk5dXZ26uDgwGR4w8PDunnzpq5cuaJHjx5Zc8NZgqyMggypAXIRZHeZTMaKcKfWnftOQ0A0LA3w/v6+QqGQ8vm8xSkyJAoAhr1mZWVFw8PDmpiY0MHBgTo6Ouy543fPzc3ZGdXT02N+BRDf3d1djY6Oanp6WiMjI4pGo3bfeG5gc2EHYA8ornn2nUwUNQnSF9bZBzV9GK8ZYEPjhp+Ixpr/0LgRUkBhjTwEJgwz8+7urmnMQeAxW9fU1Fgjz17MlFKmXcbj8Q8R6Q96vfjii88TZQUCQ7HjRCedA0xwjFZVVdkGR1HN5s0UPL/fbyiCJENWDw4OzOTDdDe6nw8yD0pHmyiz6kFyMI4xEpyDg8lxjY2NunPnjiYnJ62rzGQyNoEwHA7bhgJCDWK8srKiEydO6P79+xocHNTS0pLOnTunzc1Ne5A8Ho8mJiYUi8VMtyYddcgMMiDKZ2pqSj6fzyZAFYtFKwA5DJiC5EzSgHo8PDw06Qtjtdvb2zU5Oanq6mozt1E48GDn83mLHYM65zAELWBz5GehpqCoMcrdu3fP0AoKSpoE54FXX19vhszq6mozXoBU8jdks1mTpTgHj6TTaXNLHx4e6sGDB5ZJi1EOU9/IyIh9LyOe6+vrLdMaM9Vv//ZvG7rPpkSsUKl0NFKbgS4MgGlvbzeaj+E45fJ7o2hpRpBDLSwsGPXs9/v1+uuv26CTM2fOaGVlRdeuXVM0GrXpj/v7+xocHFRvb6/u37+vN954Q1evXlV9fb2mp6fldrs1Nzdn1/PChQuGTjQ2NlpqAigYB1I+n1dnZ6ehQF1dXZYWceXKFUWjURsotLe3p1AopHQ6bRs0jnjGaKMVZGw0lCVmLCQ4oDo806RoYHglSpECjYIBjXsmkzF5V7FYNEQZJI4CNZvNKpVKGYMG1e12u9XX16fq6qMxx7AZaNvxVXCQQaHOz89bQ0sRJMkKMIqcmpoaK7b4Hp4bkkdAS9kTeR/kVktLS6YjlmQaW4pSCkyKqPeDC+9/wSpls1nV1tbq9u3bVkxwcEqyRjuVSpn0JpPJGGU+NzdnBSJsgHMkPFI3kgGWl5c1Ojqq5eVlBYNBRSIRG2zhZCglmeQPBFaSNWrQ/EhqoLkpXClGMGbu7u7K5/NZagyNG/sbaz8SiVh6BkAQxSkpD/hLnOg+CChNiCT7W2AdSHCBKbl9+7YuXbpkDBrFLMwohSNFDAZFdMUVFRUmiWLfY12hCe/q6lI6nVY+nzemFIaNz8e+zzPNFE0ypxmpjcegVCrp8uXLSqfTxhhIMmZtf39fq6ur+s3f/E2lUiljY0lf4u87PDxUIpEwzT2FJnsHSCxyLn5ucXFRPT09WlhYUCgU0v7+vk2OXF5eVqFQMA/Kw4cPbY2AxG5vb6upqUkzMzOqq6tTV1eXsdCPHj1SX1+fstmszSdgfePPoGGvrq7WzMyMhoaGLHGps7PTEFmiYp0NWTqdtucVMyn3nXOzsbHxmKxoZ2fH9kZqlb6+PlVWHkUNMnUUXThDXiTZ30rRzGwIni/8KzQrPPMMbQG0KxaLZtTlPgLWcP4i0XG73Tb2/dGjRx8i0h/0+vKXv/w8A1DobKH4JdnXQQKk92QT3CxMEs7DhgecoR5kd+I89vl8RrNUVVVZBA+F8Ae96PA4WPb39y2GJxAIWHeGOQNNa1tbm6GeHJLIL3ggMGxB94Kkra2tKRQKqVg8ylJeWlqyVAmm20HPgH6waZClyjhm0grQRaMHjMfj5i6Hoib1AXSFRV4sFnXu3DlD0pw5oIwZX11dNbNOdXW1FWsg7oSrozuHmnNKaEC50L5jjEHmgEM5k8kYUkmWKVFhFLAUuKAoDQ0NlpNMYcIGhBmtoaHBmiGKBLSQ6XTaEJgnnnjC0FCKv2effdaySMk4PXnypG7fvi38AJOTkzp79qw1CmijFxYWzFWN8fTu3buWaEBahnMwDNIESWYmGxsbMxaBWLiHDx9a1nNNTY2lHyCXmJmZ0ZNPPmlJG4uLi0aNUzwUi0UtLS2pvr5eLS0tWl5e1unTp62QYeiPy3WUlrG+vm46dCjScrmsq1evanFx0dDYzc1N/dIv/ZLpQGOxmKGoRM5RQGDcWl1dNb1rOp02GRDTD9FBUuysr68b4gQdTnOM4ZmGBD0xjbszBhNzD4WwJJNkpdNpzc3NWfHEc18ul+0zFgoFu28cbCBxksxjAMoEXcvv57oAPEg6xsjx3FEIgWazzsh/JUOWomxyclIXL17U5uamIdU8+wARH8TYSe9JB2hwYQy4NuzjHo/HxsGjdYYVwKyFhIODn2KFpoNUpfr6erW1tRmV7HyeZ2dn9dhjj2lxcVF1dXV24DvZGY/Hcyw6jEITH4XP57Os9rW1NW1vb9u97OjoUH19vWlXMTSSQ49pC2amWDzKcOZ8goHlc7nd7mNJC06/CGuA5op1go+FdUFDfnBwoN53p9BxPgJKoLvnb4Z1A0l3jkHnfZ3FKtcAEzV7Mns/jE2pdDTFkVjXbDarfD5vhTWhAJiM33zzTftcSNsODw/V2tqqpqYmG7CCqQ8TKM0iA56cbBtghiTT2q6urlojA5DEuGukUyRjcV1isZiZx4PBoK1zZ8Qq8pBSqWSjv5lAyTVjnbzxxhtWjAMSSlI0GrVkLZphcpp7enqMaWTtrK+v29dZ93xm2IeamhobnJPNZi1OlNhTzm7OTjwaNHqYHlEBVFVV2b0vl8u2VjDvs1Yw8LLG+EzOfWpra8tyqwEnYWsId2DdAjBGo9EPC+kPejknGzqjm94vD8AwAFLJgeJ0iTqlIeioMElJMjRpdHRUW1tb8vl8CoVCqqqqUjweN/r3v4K+1NQcjbv8j//4D3MlSzLDBYXP2NiY9vf3bcofm4PH4zHdbyKRsMULhd/Y2Gg6ZEna2tpSJpPRzMyMRkZGjDpkoYOGIxegIETHhLOdIn1tbc0OO4pgdHBra2tWoB8cHKirq8sQ1JGREUMTeIDQhoGOM1YZWopCj89VKBQsx5XCmcKAn3O6450SEQoydGBIVHgf5DlVVVWGJjgn+mECAi10HtROqp9DuVQqKRgMqqOjQ3Nzc4YmezwejY2NaWVlxQwWY2Nj2tvb09LSkm3IkUjEipPDw0N9+9vftqjCe/fuqb29XZWVlaZR5H9nMhlDGB577DG5XC4tLi5qc3PTaOShoSEtLS1ZTnooFFJNTY3dXxAwNGg0SD09PWpubraphBSDaEd7enq0uLio3/qt39LKyoq8Xq/a29s1MDCg+/fv2/CWd955R+l02rK0MUSBMqNxJsC/tbXViiiinLLZrPb39zU6Oqq3335bCwsLRjeS+rCxsWGHAfcDlAsPAsixz+dTIBDQ4uKiNVAc0E49KwUzQ5vS6bTlBVNEULx4vV6TEoHYwKKQD02B1NHRocHBQUlHtPzCwoKqq6uNjfJ4PIYK8tk9Ho8CgYANTaAZYd9zAgvOfYyiloQa57/xPPHs8ALdZHgExRkHMM9CuVzW6uqqGaNp+H4aW8fX0ej39PQYuoaha3d31wxbSFEwx3JvYXB4ZTIZK44AXKqqqsysh+YfL4MzWx/UjwIDCtrr9RoLQTFKAeicFojWfXFx0WRh7e3tVlwTi9rY2Kjp6Wl99KMftcxyCg7YPkzJNLqgyfzHGVXmjJwEHGHNUWhw1pDAQKFbWVlp1ymfz9vade6lPA8YEJEjAeoAGCCFgAGlAN7a2jomT6GALRQKpssmhQmJIPQ++zaoc3NzszF3gFpPPvmk1tfXtbm5qfr6erW3tyuTyZiuOBKJWIIW/86oa0AzZEm5XE6SzPMD6s/aonEIh8NKJBIKhUIGaFHocj+KxaLOnz+v73znO+rq6rIUDJhV9rITJ06YX4bUGc591j/eLRrQlZUVPfXUU6qoqND4+Lg17CQ8HR4eHmML0HOz91A3cR1JK+GZonGCOWWPA/Tge+rq6rS4uCiPx2OaefYE5n1g3of5o75hfaAe6OzsNF09TSHXAnaCoVYAoZzxyIZgdci6X11d/bCQ/qDXl7/85eeHhobsUIAecJoMoTCdtD+FFQUz3Y6zs2lublYqlfpfJksVCgWtrKxofX3dcnuRFbzfHPNBLxZvX1+fzpw5o/r6ev3oRz9SJBJRNBq1GfXV1dWanZ01uYPb7TYENZlMSpKNmiZSZnFx0YLPb9y4oba2Nv3whz9UX1+fjRbO5XJmTpCODjE2hXK5bIeky+UyfVaxWFQ2mzWkhMQLhsng5o/H4+ru7lYqlVJNTY3C4bDy+bw6OjpUWVmplZUV1dfX68c//rFqa2ut0EokEpZaACJBY0Q3K8mQYg4FTDb8/Rz6bIw8YCBaHCI7OzsaHBzU7Oys3RfWBUU72aUNDQ2WIbq1taVkMmnIFzGBUJdcTzZQimLun8/ns+xhNLEMc+DvJf8are/h4aGWlpa0u7urxx57zNgVNq6KigpDXpaXl7WwsKCPfOQjSiaT6uzs1A9/+EOVy2U9/vjjx6i7vb09nTx5UsXiUV42esBsNmsObSQKNHggXA8ePNDW1pY2NzdNs4s5cWNjQ62trYpGo+rv79drr72m/v5+VVdXq7+/34Z67Ozs6JOf/KQqKipsCmIoFNKDBw+0vLysQCAgr9drB9Hrr79uqL0kS9GYmprSzMyMTp48aUbCXC6nK1eu6Pz589YIlstHU8JYS9wnl8tlzn2MrBhAQa8rKipMdrG3tyefz2cZr4eHh3Zwcug3NjZac5nJZIwid5rdSBdgbYCK5nK5Y5Fi5Abzc5iKOIClo6IIFoMihueW4pFCgcIaHSwvJ1rMXsga5zkEWebnnYwfetpyuaxoNGpJQkvvjpv+z/ZFSYZEbW1t6fLlyzaS+dvf/rb29/etyHryySd19+5d7e7uWh4xfzOZzslk0uLDKHBJO0in03r22Wf15ptv2gHd2Nio27dvW+oNzSPGZO5zRcXRgBCKGfSdMAhobjFHIbkBYABh5F4ia4vH4wqHw2aywxjMOcXvAp1Ei+tEiSlw+BpoJ0ABxTD3FQM0xWGhULD9DV2y8xxFqkJxzZoh3gzpGuZIwBnkJzxvAF+5XE61tbX2vCOXrK2ttYjL0dFRY7GQFJCqMTAwYOlDLtfRsJtYLHbsXoEqk8Pf1NSkpaUlPfnkk9rc3FQ8HrfkomLxKGs4Foupt7fXjKYYAzGik2aCbMc5aIZ74mR+Njc3lUwmTUu8srKi3/iN39Bbb71l+nz0x4eHh+afIbd6YWFBjz32mHZ3d01+RI3j9Xo1MTGh1tZWGzDE8BliUwEVSqWSRT1yjbg25HPzrAM2AjRx1mxvb1vTQhQpze7q6qr6+/tN+om8jTopl8tZxjXJPTRS7EEEHmSzWUt5cSLwXNdgMGgSHcCcw8NDGzTGZwcsQNr4YSH9Aa8XXnjhefJtXS6XURKSzGxUV1enQqFgnfD76U5nXq8kM5psb29rfHzcDGIkPKD5YeG0tLTI7/cbDUX39NNeFGzr6+tmThscHFRPT49aW1t1cHCgxx9/3Dbg1dVVRaNR+Xw+dXV1aX5+3qZ3oc188skndevWLbW2ttqmNTAwoEKhoIsXL2pjY8Mokt3dXY2MjGhlZeUYbZfNZvXEE0+YcQH9M9KXjY0NHR4e2meQjqYForPNZrNGwVCAg85C3UxNTekP/uAP9J3vfMfkFTxwIGmSrItl43a69TGTgiZR7EANOXWe0vE0F2hPSUb3orlyxuhBz1HQE5VULBbtuoKSOA8S9M9QwHTyIKOBQMAaM7/fr1gspu3tbb399tuG0icSCd25c8cQqdnZWfsdGxsb6u7uNkMUKO3y8rLJhnrfHRbR0dFhFPhTTz1lVNjy8rJKpZKGh4c1NTVlyAEJECAHmHcYge68hmg20YSTkADam81m9eyzz+rRo0dW/CA7QR/o8Xh07949HRwcaGRkxNIEDg4ONDg4aKjj1taWfvmXf1ler9fGN9M0lEolnTt3TsPDw2ppaVFTU5P6+/vlcrmUTCZ1584dK2aLxaK5t2mGq6qOhtBQBGSzWWuseS5YZ4uLi1aUgmiTCJFOpw2lhG7sfTflx0lloqtm70ESUlVVdWxgBRM6yZ1OJBI2LKdQKOjEiRO2h+DwLxQK2tnZsTg9ilykZBxSgAJoeYle5DDi9X6Gj8KpqqpKbW1tmp2dlc/n0/j4uDo7O+390GZSzLW0tFhj/V+RvrEHLywsqKmpSYVCQb/+67+u0dFRvfTSS2ptbbUMcgxsaFZrampsWARo3tDQkCKRiLFt7CsUHLy4PuFw2DLuKS56e3stQ55sZxBqWKHV1dVjCC0HOYUDkh6a1GKxaFKWQqGgN954Q3/5l3+p+fl5raysGGMK8utsipypIE7Km+/hLINVIV2EzwSyTBMkyX6WfyPVgvHM/A72aiRwxJqurKxYdjCSExgDjKXsMU7wA7SVYofmcHd3Vx/72Md0/fp1S6gAXV5bW9PIyIgkaX193eRyfr//2Lni8XjsWUWeuLu7q56eHmUyGeXzeZtVwN4DgOHU8W5ubmp6etrkCS7XUaxdMBg0D9Ha2pqy2axOnjypVCqllpaW/6VQHRwc1P379/WRj3xE9+/fN78WMjXGlHNdkETW1dXZAKfh4WEbTMI5PDo6apKRuro6A1IAF7nHaLdh0cmDf/8QJ3wngAKYALlXzmQfWEtARCeoiUQTtpq6KhAImK6f7+d7NjY2LNCA611VVWXSUJKtNjY2bG3TKMNqOJscZ0xsIpH4MEf6g15f+tKXnmfsK0YFLmC5XDZ3+/uF6+iZnDQnmyO0FRF3yWTSBkuwWXm9XjMVvZ/KhXb6372cOqA7d+4olUopGAxqfHxcV65ckcfjsQi7QCBgEo9SqWTT7ECHCoWCZVhCJ6LbxMWKVAOUZHV1VUNDQ2ZsQJKwtLSknZ0dm0rodruVSqVUKBwNYeCholMnm3VpaclSIKanpxUOhxUMBjU1NWVa8FKppNnZWf3TP/2TPv3pT1ueaCAQsL+BCVekaEBNOg8JZ3ICxUJNTY1RgdBB3EenjtxZiGNugrLHbQwCRWQVmk0aNZoxmhKnWYUsbMahFwoFc6qDUh4eHo1Tn5iYUHNzsxoaGvTLv/zLGh8f1+uvv67Ozk4L6icTs7Ky0sx2r7zyimpra23s7/DwsNbW1jQ8PHxsDfv9fi0uLsrtduv27dvWBCKzYGgI6BHG1ObmZs3Pz5v2DBMtY+y7u7sNLcjlcgqFQnr48KFOnTpldHUqldLy8rLOnTun+vp6kySkUilDXaLRqGkPy+WyZVGPjIyYDruqqkrhcFi3b99WMBiUJBvg8/bbbyscDqupqemYjCubzRoj8cQTTyiTyRglSbFbLpfNjDgzM2OucjT7+ABAwzlcYGLu3bunS5cu2XCDQqFwLB91dHTUkG0OeQqHVCqlbDZrub+7u7vq7+/XyZMnjQpHKwkYgN6WPWx392jUem9vr2praxWLxSxHG3QU5NGJJPPfoJEcgjs7O2YScrr2nT9PUY3WtaGhQZWVRwNsTp8+bakVGDS9Xq/6+/ttqBV6z58m73Ci3AxbyOfzevTokfb393Xjxg2Fw2F99rOfVSQSsee7u7vb/v/09PQx9I2oSxr6YDCo1dVVhcNhK+5ramosSzwcDiubzaqvr88kKmQbd3Z2mo65qanJpGfOtKCDgwMDMlgTiUTCDOmxWMyaGJhHaH6fz6f5+Xn9+Z//uX7wgx9IkhkRQemh40mbAdWGYaLpo8DmfOB85DlxFtpOzTONFxKvhYUF1dfXW5Y2RTE+EyRL+AC47m6324AVp2GRfVOSNXCtra3WhKRSKYVCIS0sLJjW1ePxKJPJ6ObNm2ppadH4+Lil4oAS+/1+DQwMaG5uzqJFkbYx3As99KNHj3T27Fk9evRIg4ODJu1Chx4MBi1/u7KyUrFYzGRs5OlzDmNqffjwoQqFgp577jnduXPHPFSDg4NaXFxUR0eHNjY21NHRoc3NTaVSKfn9fpMhYrYmSjeTydhn5nuRAFLc9/X1WcMYDodtEFsoFDImOx6P21ntnHy6vb2t/v5+Yy05Zylmea5pLp3a+93dXVsPGCZZex6PR++8847tE0hOMYEzrpu9x2lo5rynwQNIwZfBuYYqQJIV2rBNdXV1lm2NsZizoLm5+UON9E97felLX3qeKVhsAHt7e0blUvwgaufhdFLV0AosCqcMoLu7Wz09PTo4ONBTTz2lyspKnThxQoeHhxoaGjLarKOjw9Is4vG4RkZGbCOGaqNL/9GPfqTV1VX9yZ/8ifb39zUyMqKDgwMtLS2pq6tLTU1NOnPmjObm5uTxeMzJjk6U2BukBFCpFRUVZqZAW7azs2PTwyoqKjQ3N6dAIGDd6vz8vEKhkCKRiCorK3Xx4kX19/crnU5rZmbG0DO6wKqqKs3NzdkI066uLjOe1dTUqLW1VaFQyLTboAArKysWyn7q1CnFYjF97nOf061bt5TP5zU/P69AIGCHM38fyAg6L4oaCgJoWw4wDKAUn5j9oBidBQLIhcfjMckJaBnriYcYjTe6783NTdNESkepBRirMDDx4NfW1loTw6E0MzOjzs5OM/BFIhFVV1fr6aefVmVlpS5duiSv16t4PK6FhQWFw2HdvXtXc3Nz+sM//ENlMhlD8JDESDJ5AUkcyDhqa2vtkOno6FBNTY0SiYSam5vNmDo3N2eNFnrNkZEROyxCoZAkKRKJ2O/GF9DU1KS5uTklEgldvHhRb7/9tnp7ezU5Oan5+XnbvF0ulzo7O9XZ2Sm/32+fjUljlZWVCofDlsRQVVWlWCymlpYWFYtFy/FeWlrSxz/+cStiS6WSGQTT6bQZdm/dumWoItKK5ubmYxPGRkdHjcafn5+3tYQRKJfLaWxsTOvr62bqO3nypOLxuDnnKUIp1JF7FQoFdXV1GX3t9/vl8/ns+5EURKNR3b9/X7lcTtPT05ZJDi2ey+XM7LO/v28FGVR/d3e3zp07p0gkYpFtxWLRClOKVApl/jf7E0wShRIHKi/QaajaiooKtbe3K5VKmTwqFovZ39ra2iqv16uXX35ZnZ2dNr4+EolYUwVKz70BdZqamtKv/Mqv6OHDh1peXtZjjz2mSCSiYDBouulYLGZ7N2hgV1eXksmkNfQAHPv7+3riiScUi8UkycAGfA1I2IjQJFkgkUjYwJLl5WWtra3J6/UqEAhofHz8mBaZ54xil70FWVFtba1N/KRQIGkqk8loYmJCGxsbGh4e1le+8hWFw2EbN76+vm57Dwg3sXUADyCE3DPQY5DN5uZmK5LZz2EMnEAAxb/L5VIsFrNii4EloOflcvlYGgP3kTVCaghrEKaFfRlfizNGjUItGo3aSHZ0/08//bQ1ZV6v187b8fFxBYNBra+v6/r16xbBGA6HLYsYeUUwGNTGxoalNlEL1NbW2gAkTMj5fN7YAt4HTxD7e1tbm6qqqkxagLGQxrdQKOju3bvq6OgwRhZmEukMOn0AAGqTzs5OK9R7enpMrkUhTeGYzWY1NDQkj8djUx2npqZMrw0YhMeAM5D0sXw+b4guX8cs7Yycq6ystDVQLBbV2dl5jMXlWdzZ2VFvb6+dy5lMxtYYKS3Ly8tmAOS8yWazkt4zu3Oms564VxsbG9awOZmy/f19Oy/Yx2BrMd+TkvRhIf0Bry996UvPQ+WCmjjpBR5SHmgWBIUm9Lj0XuYqiDZd0PXr143m52eZ3IMm7uDgQNFoVJWVlZaJy4HCQl5YWFAqldI//MM/2CCOhw8famVlRT09PZZdOTs7qzfeeEMnT56Uz+fTwsKCVlZWDMHa3t7WhQsXdPXqVZNrIC8pl8tGe6Gndg5OSKVShpiCQs/OzuratWuKxWLa3983vRcRYJjkisWiTezDtIYZE5TmnXfeUTAY1N27dxUKhUzjVVdXp9///d/XrVu3DAV68OCBPv/5z+ub3/ymJRGcOXPGpj6BcjjNRBziND+klHAPiGmiIMCUxf2VZA0XB9zMzIzGxsYsd5NDmAlUjJKFnm1oaJDH4zGdLx0wVC9Rc2ywJAhQyO3t7amvr08VFRUaGxtTOp02M+zk5KTy+byZZZDXUKxQ0KGx5/p0dXWZLhVEw+/3m3abZoemcm5uTqFQyAxVqVTKNNj19fWKxWIKBAJGyVIYcogMDAyY5hnEtampSb3vDhYIh8OamprSzs6ONjY2bBohTmwyo9Hsca/JzoWCZCxwoVDQwsKCSqWSjVoPBoNaXl62SXtsuj09PTal0GkKZYQ8+wPFBYYZxnEznIaYrMPDQ83Pz6u5udmKlkgkYvp+oh1DoZB5JSja2I92d3fteqONl6Senh5Dd0OhkHw+nzFaNNA8hzwHNKdI0oh3I+GE4pBCRdIxRJnrBOviLLRhb2jC+HmnrtqJgK6srFjCizNVwonoB4NBraysaGdnR1evXlUymbT3RdtaLh8l6DzzzDN6/fXX1dfXp7W1NYXDYc3Pz2t6elpnz56V2300bIqGtVgsWiQaJrTZ2VkzBVdWVswfVnYAACAASURBVGptbU2Dg4NaXV01AySZ0iQN8X3Edy4sLFiGeUdHh7LZrElw0um0PbtIMPBx0OgXi0XTure0tKj33Uxi8n8xaYMUt7e3a2xs7Jj8aGxszJpQjOXQ1AAJTgbW2TiVSiWL4KPYo+ilIKaQd76QLbDH3bp1y7TqABmwXawxXk7EEFawsbHR9mj0q8jIKisr7XlCzgRLgMQjm80qm81qYWFB3/72t3X69Gm7vvfu3VN/f7+xK4A7xLoycOsjH/mIxcNi2COqEv00Z3RdXZ3W19fl9/vl8XgsVpW1xeAyUqJYD1xvmG8QVp5NDKIAOKlUSolEwmqTtrY2qzGqqqqUyWQMac7lcmYkB/xAbnd4eKhkMmnma8yvTkaKYVRO8ImGj0Qwah/Qa1gPri17GDIL7jEsjCRb05iwOS+z2ay6uroMtSZBiRQmzLc0PC6Xy7wmNP0+n8/WOXsPUg4nQOaU88JCw+4hm/wwR/oDXsTfcSiDNjLkAH0TcWmgBCCFkozy5yZxGNBld3R0aH193TZLcmF572g0Kr/fr0984hN69dVXrZjZ3Nw0auzWrVtmjHj48KHRJZgdd3Z2TBby4MEDnTt3TouLi5KOtKpQ7LFYTFVVVVbI3717V8ViUcFg0JBqBpR4PB499thjpittbW21DaGurk7T09PWWKyurpqMJJlMmgYO8yAIHvpRqD2GVhSLRU1MTFj6BrrT6elp1dQcTa968OCB6dxee+01zc/P6xvf+IY2NzfV19enUChkXTlJDhiocKCjeWIDx6XLgwlqA6LIAUgQPLmyMBbo6ogJdBofJNn/J86ITRz0CfbC4/FYEYLOvbm52TS00lFh9PM///Oan5+37Na2tjYlEgmNj48rFApZvBdopM/nU3Nzs8XZTUxMWIMEIkE+c1VVlWn52axpAECSmpubbUCIswmgySCVANlJIpFQIBBQf3+/aRuTyaRlpMbjcfX19enw8NAK2r29PUWjUZ09e1a1tbU6d+6cMpmMpqenTeaRz+d16dIlHRwc6Pr167p3755aWloUjUZVLBY1MzOj+fl5nTp1StFoVPX19fJ6vVZsnz59Wt/73vc0Nzdn6QKMlp2dndVbb72lkZER9ff3a2RkRPPz8+ru7rZDKJPJ6ODgwGKbiCtDD5rJZMxIyAEL8i3JmlZQpkQiYWuPATPEr3EgpNNpQ3Xq6up05swZuVwuRaPRY7F0MAzV1dXWpBAziGaW8fJoKEGKSKzg0KJokmRAAkUXa1h6L42D9e1M9XAyeeyLrBfyZ2kWmZxGwbG/v285s6urq2YkxnhMfCYjkZG45XI5dXd3m+eBMdwYyGBdQHeJ56Io6+/vN+PmyMiIxsfHVSgUdOrUKTM9/czP/IzW1tYUj8dtgAuMGOOnJRmVz9AOssTZR7g+kqxhBtkmLWRubk5VVVVKJpPWBELjE3+aTCb1wgsvaHx8XA8fPtTIyIi+9rWvKRAIqKenx+4PumeM8OxXFHzsBeRY0wBQgCNRAoElJQEjrDMiraOjQ7FYzMxtsDVOAAmQA/MvUYA0wpWVlWa+g9mDPWV/39jYsLhWcqkvXrxovo5AIGBnGZnJ6OEpvJxrmGFl0WjUCmokRiRYuN1uBYNBkyoFg0EbeAWbybNycHBgqSmLi4umqyaKlqKaopVrc+HCBf3kJz/R2NiY5ubmTGd/+vRp28Nh2VKplO2v4XDYQLClpSXLg25qajJWGpQVVBeU2zkjIJlMmsS1urrazki3261kMqn19XWtrKzY+nWejzAWoNZOszTrEI03ec4g/E6mC7MlMlEM7DR5DQ0N5l/jXgIScP6Spb+3t2eyE1gV1hPgp5MxIa+cfexDRPqnvF544QWLv8NUxgNFbBkFNA83BwE0iiTbjNH/OlFPuqw7d+7Y1LVwOKy1tTUT/U9OTiqXy+ns2bOmS+3o6NDAwIBKpZIuXrxohw8HWlVVlaanp9XY2Kjz58+bxnFoaEjz8/O6cuWKLbjh4WGVy0djVf1+v9EZaByh+imMS6WSUqmUoe6FQkGPP/640um0bRIMfUDPSNdMRiOHMteM7GMONA44OsRIJGIHFSZIumSQj2KxqO9973v6xCc+oUQiod/93d81sxpIOJsSxSg0OBQlLyhUCmlJdl24/5gm0Jg601uclDJNEqYvNmjWAykhTv0WP+d2u00bDMKLjIGGqaenR729vfrud7+rgYEB1dbWqrOzU263W+Pj40al3759W1evXjXK7/XXX9dHP/pR27T6+/utcFpbW9Of/MmfaHFx0aQoHNJtbW2GIIMI0u07kyowNXo8HrW2tmpnZ0erq6vWCLLWZmZmTJ7EM4N8gIIpn89rYGDAfhfpAxiMnn32WStgE4mE4vG4MpmM1tfX9Ud/9EdqamrSrVu3dOnSJT3xxBM6c+aM6QGlo+KQ5+XWrVsKh8O6fPmyaeZx81+8eFG/9mu/ptnZWaVSKTs0oUOLxaJGRkYMmUazvr+/bxs909dIWHGyGS6Xy6LuCoWCMpmMocRk0xKtByJNTB5xWpJsOBOoEU3X+vq6vF6vobWsMQzN5Ms3Nzdr6d3JbwyyQYNPtiu6cQ4a9jWABVAh/i6QSvYpSfZ+ABAAD3wdYAGWC5SeDHYK15GRETNHVlRU2Lpsbm629eNM6nn06JHq6+t14sQJ04Kyp0PTcz0Yp4xvYmtrS+FwWK+88ooCgYABJ2tra5bOgp50fn5eAwMDhmYhS2hpabHBHHgBWlpatLCwYAUY0jFQcRpzrhXa51QqZYZorjlFMNf+6tWr+tu//VtNTEyosvJoYt5zzz2nzc1Niy7jHjJoAqkEUhJnXJrzvvMcsW9R1DoLcc5HiipkIiTSSDI2EWbWqV2lqaSQwZjGGUrBDVIOi0fR+PDhQ8tz3tnZkc/nM8lhW1ubJiYmrOAnoYqCmmQcBoMxiwBzJc3d7u6uaagPDw+1urqqWCxm6UB4bzgHW1tbLVkEdo/iGaQWeY3TA8BZI8mYqLa2Njv719fXFQgEtLq6qkKhYDG6gIJOOSdo9YMHDxQMBg1tJYsaLwBhB8vLy2aOx9MBwzs/P6+enh4rtIeHh22oW3V1tZLJpBobG62ZAt0FyCqVSmppabGfp7glW76trc1qrsPDQ9uDnJJK9ivuDYPWYDVZf+xHsOktLS1aW1uzcw6wtK6uziR2NP9+v9/Mtc697b+KSLuA7/+33+Ry/Q9Jj0m6IKlPUqRcLvf+lO/9/yR97qe81f9RLpe/+b7vd0v6vyT9N0mdkuKSviLp/y6Xywcf8P6flfTfJY1K2pL0sqT/US6X0//pHyKpsbGxfPHiRUky2h9kUJJRCdAxkuywYxGiq5ZkxhKig6DJQIE5wNvb282QAlKXz+d15coV5fN5m0TIJsiwiaV3p7iVy2UtLi6qsbHRjII1NTXWeV6+fFn379835A/nLmOXocp4mJ955hk9ePBAi4uLCoVC1p1ubm5aigAIWSAQMK1RIBCwhAkkEmfPntX3v/99HR4e2iTExsZGLS4uqqamRkNDQ5qYmNDJkyeP6U858GZnZ22DBcV1vtzuoylt3d3d+tM//VNdu3bNcq7RWiMBgGKSZEkNxE2R4YmWmA4VypTGggcWCnd5edmKQBAEt/tobO/GxoZpwdmI2VRxNoO65PN5o7DZJHAjYxahkz59+rSlMoCALCwsaGhoyIoItN2xWEwPHjxQIBA4Zjrt6OiwoqWzs1Pr6+va3z+aKgi9iAa7v7/f2AAMaFtbW4ZMQ8vt7Ozo5MmTisViampqMkS5qanJWIXh4WH9+Mc/Vnd3t+nmqqqqdPv2bTPMQOk+/fTTmpiYUCQS0fLyssbGxlQqHQ1IIWovk8koHA5bczQ/P29UaE9Pj6qqqo5N9hoYGFAkEjE3P0afy5cv6/bt26ajR3+H0xy0eWdnR8PDw5qenlYoFNL9+/eNEUADi3NdOhq5SxGCDIHUBNYD66CxsdHYE571iooKDQ0NHUsoYMoWOmruOe7+vr4+a0ihl9kbDg4OFAgEjukiaQTRWe7t7WlkZMSaSDSVIOhOuRPoNZIZZ+Hj/D4aAfZGZ3QaJiS06QMDA3r06JFpgJ2obGdnp6LRqDVr6+vrljOLNhKkkGediD/nIUsBQmqOy+UywzJMAqkZTNH713/9V3384x9Xe3u7IpGIaaO9Xq8qKipMF41sjcYPJoKCB1McBd3h4aHa29uPScoqKiosBYEzw+/3a2ZmxszWGxsbxwo8J7qfy+UMQfz1X/91feMb35DX67X0AhIxiNusqanR5uamJJmpDakHJmLWknOyJywUeyRnHoUoxTLNBpIo0jqqq6utKQTtJrGF/RZEm4E9RL5ShLGWmFjn9Xq1urqq3ncHwSwtLRkKX1NzNPqZs+jhw4c2FTKRSJhUsaKi4thEu/r6evv7kfpg2CNwAPnb9PS0Wlpa5PV6VS6XLQnp0qVLxuARrUhhzxC2XC5ncrtQKGQNW2tr67G1NTo6qmg0amdmbW2turq6LG2LvxWDPNpqMpFJRkIes7S0pIGBAdPCI0slQlA6KuJh2yKRiBmvCU9gPsTc3JwGBwetCeP5YY+urKy0THO3+2jCJ/p7wg1AnwHNnBppp76e2Q0M0iIQQpIh9rCWJOwQH+lk00qlksXHwlBThOfzeZMyInnb3t7WvXv3tLW19Z/mcP5XC+mypKykOzoqprf+C4X0f/uAf36jXC5H3/f9L0n6tKT/V9KPJV2R9LuSvloul//P933vf5f0/0h6XdI/SQpL+oKkiKT/n703jY30vs49n2JxL5JVXIvFfSebzWY3u0lRLVlLS7Jk3diOY8cfBsodxUl8kwxmgDtIBgiSDMYzH+IkM0mABEgQGMaNc++1IwSOl2gsyVp6kVpS782l2dyK+1LFYhW34l7kOx/Yv9MvO0rsD557Z0kBgrrZxVre9/8//3Oe8zzPecxxnM2f9F3y8/OdM2fOGNLkVpRzGNB+oMVEYsQNR91LywsnBioxx3GMy4Pf7Ntvv63Tp0+b+K69vd2CfktLiwmL3nvvPZWXl6uxsdHQqJ2dHV28eFFtbW1aWFjQL//yL+v69euG3iYSCaucGUzgOI6i0ah6e3v15ptv6syZM3ZgsYCLiop0584da3PW19fr8uXLevHFF9Xc3KxUKqV3331Xm5ub6ujoMP9QFinFQn5+vvEDh4aGbBQrPMxnn31WIyMjGhsbMyUzkxnj8bhOnz6t4eFhvf3223r22Wf/yT1znCM/X6yHaB1VVFRYm6esrMx4XyAqBBiS4Pz8fIXDYfusKM+5xqBXu7u78vl8tklBmkEy3dx30GceFFQUYVlZWQqHw2Ygj2I4MzPTRFEE62QyqaamJlVUVOhv//ZvVVdXZ98fZxLGZOPigf2gJBvQsrW1ZYH+hRdeMFW0JL3wwgu6cuWKdVc4HBjBjh9rdna28vLylJOTo+npafP6ZIKme7JiIpFQLBZTe3u7fD6fvXdTU5NdbwaKTE9Pmx1fenq6amtrtbS0ZPdiZWVFHR0d+vDDD63bcvfuXUmyKVkguevr63rzzTe1s7Oj7u5uraysWDAHEa+vr1d3d7cuXryo4uJim7hIN6W4uFhf+MIXdOvWLYXDYS0tLdnBgXo+GAxaIheLxWzKXSwWUywWsylqcFZ3d3ftYEZ8S4DH0cQ9whmEJj394WATEJ5UKmUo+MrKiokspaMBDwwhIIkDyWMoB24NxLh4PG5WjKurq1bYcTBhTcYB427NEzPh1XIgI/Il4SbJpdMHwgd6zbXzer169dVX9Sd/8ic6f/68JT3l5eWWMDJOu62tTfPz89rY2Dhms1VYWKgPPvhAtbW1KiwsVGdnp65evWoiMQqM/Px85ebmanFx0RDknp4evf3229rf31dNTY2hrwyFWFxcVCgUUn9/vzo7O/X9739fvb29amlpUWdnp15//XXNz8+rvr7ekhE3Msd39/l8OnPmjG7fvm2+7FlZWRofH9e5c+d0+/ZtVVdXq6+vzzQMXV1dGhsbU0tLiznOEA/cD64133dhYcEm3nHf3NPyKGpIKhAd+3y+Y64kkszNBOADKgtgAokzok9Jx85JzidcE1g/5BzBYNCSXNYwSSkuUBQ+7Dv46JOTkzpx4oQV+OydtLQjX/2hoSGjOE5NTamurs7ims/n08DAgLq6urS5ualIJKIvf/nLGhsbs0IU9xzsWgGaSPBTqZRpI3JyclRQUGA++js7Owbe4PVOcbK+vq6CggK7hsyWKC0ttW4wNMq6ujrdv39fJ06csP1UVVWlO3fuaGtry1w46DLTnfH5fEYrohNGoo17UiqVUjgcVnd3t01gZJhUdna2EomEzQ3o6+szLQqJMf7OqdTDceKxWMy6ueh18PCHBsvnhcbk5ilzxropN8RNnGgikcgxKhCOL3QB4LpDK6LjwfPd6wSdDY5drHsK+oyMDN24cUMbGxs/s0S6wXGciQd/HpSU95MSacdxfvKbezz/RtL/KelPHcf5LdfP/0RHCfKTjuN8+OBnJTpKmO9JOu84zsGDn39O0g8l/Z7jOH/wk94zPz/f6ejosAsHx4+LSnuSQE7r3233A2rDYeN+8FxQJA5D0Du3khtP1U996lOamZmxaYU3b97UzMyMampqjM5x8uRJRaNRVVVVaXV1VY2NjWapR9DPzMzU3Nycdnd39au/+qu6ePGihoaG9Oqrr+r9999XY2OjfumXfknf+973FI/HNTMzo6eeesrs0UAIHn/8cV27ds24WZFIxDa+JKuQy8vLNTY2ZkMdgsGg/H6/rl69avxuVPItLS36xje+oaefflrZ2dm6d++eenp6tLCwYGI1poM9+nAcR5cvX1ZTU5PW1tbU3t5u7hlYCBLg3fw7qk6SCZInqlS3t2paWppNwWNzSQ9t9AKBgGZnZ+2Qko42HPZdDJeh6MrLy1NJSYmNZs7MzFRfX59wjMFvG0QErnQsFtPJkyet5djX12f/TmCemZmxCV0gm0w8PH36tE2tamho0Gc/+1m98sorOjg40Pnz583iKCcnxwY4nDx5Uvfu3bNphyAb8N04rDGtp6UHlw6T+93dXd25c8eQrZqaGkNh2Aetra3m0QutgOLn1KlTGhsbs+8AItHZ2alYLGZTCzMyMjQ1NSWfz6eamhorCi5evCi/3y+/369QKGTtQ2gN0Gi4N0NDQ9rZ2TGKQSQSUSgU0ocffqimpiZrqVdXVx9DyiYnJ+1z7+/vG5ovHSE68HFZa1VVVUajYF3CD0Q4A90HFTwFPTEFOhJDbfb29kyLcHh4qMrKSmuNgviD+nOgUPyTjMIFBHUipkEHkB66OVAYshZo/YIyu7t7kuz5/IwkCYSefS3J9tbY2JieeeYZxWIxsw1DEMsY9vz8fLPx8/v9GhgYUEVFhQYGBnTixAltb28rFouppaXFtCiDg4MWK5eXl/XVr35VkUjEgIzh4WGVlpYalaqhoUHhcNiEzPX19Zqbm1M8Htdjjz2mvr4+xeNxtbe3W1IOPSQUCmlmZkZFRUXa2NiwyaTp6ek6ffq03njjDZWXl9vZ8OlPf1qTk5P6m7/5G9XV1amsrEw5OTkmQK+qqrKOGGgyD86n999/Xy+++KKBKcPDw7amGPpCouUudHDqoUiik0B8xOue+0bcIxmGx9/Q0KDl5WWz22SP0u1qampSJBKxz02ST1e2sLBQY2NjNg6bThtdMazxKPoowIeGhiTJqDIUS9AU6+vrLSkfHx9XRUWFRkdHDTj40pe+pOvXr2tqasoGaRH3PB6P5ufndfr0aQMY6EIBMMD9pVuztLRk78/+CQaDFhvRB3m9XitA3faHnO1er9fcdbDMxSmkpaVFN27csMKgpqZGXq/XnJG4Z+htQNYBoqBhQAHd29sz9DUajVrXRJKNM49Gozo8PNTJkyc1NjZmtCAEhcQO1gfC0Fgsprq6OhPfS/on5zPriyIWXRWIOYk9tBC3GQTnLxoAilC0JWha6FYTT1lHiPZ5H3QadO/Qqv3MEulHNu9PlUhLSpOULynpOM7hP/Pc/yTpFUk1juPMun5eLWlG0l85jvPfPfjZr0n6hqT/1nGc//jI64Ql7TqO0/6TPr/P53OeeeYZExQ++H1TDdPmwi2BxA7Ft/QwyXa7NVDlIzAiWMFnLC4uVkVFhcbGxoyHy8SgQCBgY7Hv37+vlpYW1dXVaWRkxNAo9+Qj2oZ8dnide3t7RpdIJpM22ei9997Tb/zGb+jNN988xtWTZGpdULVQKGQIwZUrV6zVw4FaWVlpVIjS0lJDE0FbQqGQcVdJzpm4lJ+fr1AopOHhYRNRZWZmanp6WtXV1RaIqL4TiYT6+/slHfGXz507ZwVJWVmZbSoKFdA+kmDEgoh/SCw8Ho8hC6i/4VuygbnuBQUFZiNGUN7dPRpROjo6qroH6no+IyNZQRDT09OtYkdYxr+tra3JcY78kLu7u9XW1qbXXntNFy5c0M2bN1VdXW0DAkjoURUnEgn19PTo8PDQUIu5uTklk0mdOXNGp06d0g9/+EMdHByY8GpnZ8cOBRAo1lEqlVJxcbGkIy7z/fv35fF4bMx5KnU0ZIYWdU5Oji5duqTPfvazVv2zhurr63VwcKBYLKaVlRXV1NQoHo+rrq5O4XDYRu/6fD5Fo1FVVFTo3r17Ni58eHhYvb29qqmp0eDgoAmKcnJydP/+fZWWlurEiRPyer1mFwVndW5uTtIR97yxsVEjIyPq6Oiw684EOig+KysrGhkZMSukxsZGhUIhDQwMqKSkRM3Nzbp//75ReFhHcAzh2kHBSCaTCgaDdlAlEgnF43HV1tZagoLYyOM5mqwGtQrOtdfrVVFRkbq7u3X79m0rBN0INkU8gl+GEjBEhFZ8IBCwrg3JbzweNz9y4tTh4aHi8bglMNBcJBlHloOapIx9StIPkk2soMvDQSU9nIZIN4duDIJb/J2rqqq0srKipqYmJRIJ/fCHP1RHR4dRUiiyuB+g9YODg+rt7TWRF2sM94i0tKMBDk1NTZqenlZfX59eeeUVxWIxK+zq6+ttslxxcbEyMjKswMzMzDSRK4hvdna2uSMg2oQTGwgENDo6arS39vZ2vfbaa9rY2FB1dbV1kwBMnnvuOQ0ODqq+vt4KOboHFCkHB0eDeZji+MYbb+hTn/qUnnnmGX344Yd2ToBOcn5Ay9jc3LSEAZoZ5xf3l3tOgUR3BeQ9LS3NdCrESoRgiP/QA0ky3nhhYaGh2ZwrnMMkLySQ1dXVmp+ft6Qfez1AFxI+YuTe3p5qa2v1wQcf2Bm1tbWlc+fOyev16q233jIUemVlRfF4XB0dHce0SJubm0aJAllHT5CZmamamhpNTk4aDQXqGg4Pubm5NgEXTY4kO7fhqIM8Ly8v2/2orq7W6OioJYWRSESNjY3a2toyxJVOQmVlpXw+nxWEfr9fyWRSHo/HTAKWlpY0OjqqQCCg2tpaQ/VTqZSd3Y7jmE0p5xX0GfKTYDBoyTQC7UQiYfuB8eQkutBY2A84n7gplOxbOOJunj3uGeSmFFTYzkKdg/YEBxraDO8BoEVnHDACehlrnwKS7heFryTdunXrZ0ftOPYLP30ivaGjRHpP0hVJv+84zrVHnjsiyec4TtUnvM68pAXHcXoe/P2vJf07Sc2O44w/8tz/LOm/kVTgOE7yX/r8gUDA6erqsg0MQpOdnW3BAwSHNjyHDYk0yJ1bpEhggKgPMinJ/pyVlWUTvHD1oNVz8eJFdXR02GCG7e1tJRIJtba2qri4WGNjY2prazPXBVDUw8NDG0NKyxSPT7flG2IbuISgqLh64MMI9QJDdZAhHEV6e3stEd7f3zcRCEHjzp076u3t1d7enlXXVNpFRUU2UXFkZESrq6tm5+a2VeMQ7+7u1tDQkCXYnZ2d1kqi6IF76UZMJBlXE0TI3SmAMgMnnGScBMBN3UHdvLm5ae/rPnxAwRGnIapCpU9bGzQJgR6J4fb2tlF5VldXtbu7a24qrCNGvp88edIOWUalLi8vq6urS7W1tcrJyVEwGNTQ0JCuXr1qLa7S0lKbLOfmJKIHwPIPmhN8bkZ/b2xsaGlpySgNW1tbFnyxLEskEtaG7e/vV1lZmSE/eXl5Kigo0PDwsFZWVtTd3W28YYLo/v6RL3pXV5fu3Lljg1PwuW5tbdX8/Lx2d3e1vLxsvDkU6FCjxsbGDCkHhZ6dnVVPT48JcRoaGvSd73zHBqw89thj2tjY0I0bN0zki1bA4/HoypUrOnv2rC5cuKBoNKqPP/5YkqyDhJrejZbj14rdGk41jHd3OyPQVaGYIcHHA1eS3S8mwsGtB0He3NxUaWmpMjMzjRsIj9TNr0XYx16gqGdNQ91AJAhaSbLBecH6d782I4FJcLm/WLrt7OxYTGR/ET+hb6yvr2tpacn2VF1dnSYmJlRUVGQOHfF4XNLRwR8MBo/5O0NtQveSkZGhkZERFRQUqLW11ezLnAduPgw/IVHNy8tTfX29EomExsbGbDADnNfMzEwT2D722GOampqyorqzs9McFfLz87WwsGCxJDc310ShWBLGYjGdOnVKk5OTZrPnFs7dvn3bRK0rKytqaWlRRkaG+vr61NPTY8kS1pOP3iO3OJ61gksCCC4i5MrKSkMooZmR3CB4BGzi4fP5LGFHWAf3W5IVknDBeT3OLihGILb19fVaXl427Q0JbGFhodGV6M6QLBGviAGdnZ2m35icnFRJSYnNFEBTAJLMugW1pHCQHuqioExR6NGtYYojDl07OzvmzeymfdbW1mp9fV2xWEz19fVaXFw0Lc7+/r7C4bCefPJJDQwMqKyszGYL4PpEXF5YWFBXV5cWFhZ069Yt9fT0mFgO/QtaEK4xXPT19XU1NDTYdeW9u7q69P3vf9/ixtbWltrb2zU8PKzGxkb9+Mc/Vm9vr1mlkqhvbGzY4BLyjcPD8lTw8wAAIABJREFUQxtCw/7GZIDrjavR4uKixWg0IeROIPpuwSdreWFhQSUlJeaxT/4FZQgePpa0xBfOPL43oAcFPros6B9uNPxBZ/6/SiL9h5IyJd2StCnptKR/L8kn6d84jvOO67kbkoYcx+n9hNe5LqnKcZyKB3//R0mflZTrOM72I8/9Y0n/k6RWx3FGP+G1/p2OknBlZ2efe+aZZ45Z+yB8oEqi9cLB6Oa7gcAgtkDpCeeWVrib0C4dcb26u7t18+ZNG4JCgDxz5oy2t7d17tw5G4VNYlZVVaWRkRFlZWWpsLDQJlbt7u5qfHxczz77rBHxc3Nz1d/fr3PnzlkbiolvmMR3dXXp/fffV1tbmwWeWCym7Oxs5efnGzeLscHY2s3PzxsnluuEwr6zs1MlJSW6c+eOYrGYocu0iahkX3/9dfX29iojI0Pd3d16/fXXDW1sbGzU/Py8eUr29PSYYI33ysnJsQqUZJAH/FicDNwijIODA7MIg5qTn59vLXjHcUxpDk0EFwqSaZJ7qloORpA1lMWSrFAC4cWRgIEDHAZwMDm88X6Ox+Oqr6/XzMyRnCAQCKisrExjY2OGGmEjl5OTo7GxMfNKlmQ0B5/Pp66uLlO2w9vjPaSHbS5abuwJrMkYsUurEaSzvr5ebW1tmpyclNfrVTAYtPHdDQ0NxqGOxWIKBoPa2tpSLBZTR0eH7t69a+ppCrLi4mI1NDToypUramhoUFNTk/7yL/9Sv/mbv6mhoSFr2zFCnEMbjiKFcFlZmdnXDQ8Pa3t7W+3t7fZdU6mUWcHt7e3ZYQuilpmZqYWFBRtaMjIyooaGBlPo08Z1+0Xjfcx9he5DsJZkXR53vOHfAoGA/Q6tSueBNRPXGyU/wjva4qlUygZPMO6XdY7GAzR7f39fOBYlk0kDA1i3XAMoT3TUoGWw39x8wwfx9VjhyveD+rG5ualQKGS8aPYMnykej6urq0vj4+Oqrq62PYTd29ramk6dOmXT6yiAy8rKtL+/b8kLvE+eW1dXZ968tbW1unz5snp6euzaxGIxO9BxPGGoFKImBNcIWIPBoMVUhhMhWqQbwmfhAULnOI5NI6T7IR0J/95//30VFhZqY2NDP/rRj/RXf/VXGhgY0Pj4uEKhkAE+kUhEzc3NluSh0dje3jZvXYogEhKcURA7M4YaZ4l4PG7JPZ2LWCxmzkzsPbeo3u3GwlpkPcAdZr+hEwC4At11i/YpKomvrM2NjQ3V1dXZgJOZmRnzGAapr66uNqrW7u6ulpaW1N7errm5OfX09Ghqasr4yKdPn9a9e/fMErSwsFCxWMy6kSR+FL6c4YyR531jsZhNYeRMLisr08DAgNLT002vEovFDIyIRCLmeLGysmLibMdxNDY2ppdeeknXrl2zc6KkpEQzMzNyHMcsO1dXV/XKK6/ozTffVG1trSKRiNbX1y0hLC8vN/s7d+HB3sY6kM5Ja2urxsbGlJ2dbUO20B5wz6WH0y45a+l0wCcHyYf2wvpYXV01Fy2KFXRnrA80ZYCQnGG8Nw/WK/GB+MnPOO85U4iHxBzAG1yIABQpBNGPQUXJycnRzZs3/+sg0v/M7zRLuqsjhLnZ9fMDSVcdx3n6E37niqROx3ECD/7+rqTnJHkfpYp4PJ7/TdL/LKnLcZy7/9Jnyc/Pd86fP29TlqjYJR2z8uGCcpPcwkOQUNAWNx+QB8kf1TfvxaSx1dVVayMkEgm1t7drcnJS5eXlys3NVXl5uT766CNJ0qc+9SlNTU1pampKJ0+e1N27d9XR0aGMjAy98cYbam5uVktLi65fv65Tp06ZtyN0j1AoZO/T0NCg0dFRcw/Ad1WSpqamVF5eLq/Xq7Nnz6qvr8+GPXR3d+vdd9/V3t6eJazt7e26fv26CSwyMzNVV1en999/XyUlJQqFQrp8+bK+8pWv6OrVq0okEopEIvL5fOY8gEJ2eHj4mItEfX29+vv7FQgEVFVVZWgASTCBPxKJKBAIGI+KgPJgXRxzW0GASLB2C6d2d3ctYZaOiiboHCTmIARe79HoatDusrIyTU9P21AA1hD3mbYdfDLsfghOWF0RtLOzszU+Pq6cnBwVFxcbIoLIDtcKEJ3W1lZFIhGzrhoeHhZdF4z0Dw6OpmfNz8/L7/crGo1qdXXV/FPhBZaVlenu3btqbW219V9TU2NUFBLvhYUFhUIhm0Lp5tGzLurq6pRIJKyQwnEBYSCWff39/QqFQgoEAobo44bw8ccfq7i42IR8FD7cJzd67/P57JBbWVlRVVWV2Y+hGpek06dP26FHcOWwdRxHra2tttcYB5xIJNTY2Gg0CAojBLhYACI8Bklzt9fn5+e1s7NjAkGQUNrZrH8cc0iU4ZyDBmLbRrLLfiGmTU1N2fPgrcIdpnALBAK2hhjmwAHOOnfrIthPjybQFLj8DmsfdM9tJfUoBYTv5u7m+f1+i52gTmfOnLHvtL+/b2gdkzQZ7ISjzMHB0SS1d955R3l5eYYC9/b2am5uztrMIyMjtqf4nv39/Wa7ByWmoaFB0WjUzopAIKCJiQmVlJQYl3p9fd38rwcGBhQMBlVWVqZkMqmRkRF7/4WFBVVWViorK0uvvfaavvjFLxolyuPxKDs7W2+//bbKy8vV09NjtL1QKKSNjQ2Njo4arzo9/WjyH0AO1Aja4Ii/cC2h2AF5bmxsVDweNyoDnaiioqJjySxTLOmcSDJBGUUVr41ugPdzUw4kGdfbzaen6CJ2M6KdAo0iLBKJqKenR+Fw2KgdiGoxB5iamrLphrTwOcPgyeLIFI/HVV5ebp7GTKt009/QWBQXFyszM9OKQbo6uIrQ6aiurtbk5KRpadjP2OA1NDQYOj42NqaKigrLEd566y39+q//uu7du2e6EugYxJqlpSWVl5f/E+AO6hLfmaLMHaccx7GCkHtBchoKhTQ1NaXd3V2bjgytD+rG6uqq2ZE2NDQYnQJLSQSIyWTSChJE2nw+7oHbYcvrPfLCRvsAlQdKZn5+vnWdvF7vsSKVvIME3Q1Q0IlGJ8CZvLW1ZbQrbPLYE3RtKFI/+uij/zqI9L/we/9B0i/LhRr/l0Kk3Q+/3+90dXUdU5Vz0ZwH9jpuOx9+zkZ3P9y8W/h3jyZxLDDQJXwbfT6fjXLGOmZjY0MNDQ02NQ6bJsdxtL6+rq2tLd29e1dnz55VbW2tLSKSLriz8HFbW1tVXl6uvr4+7e3tmb/twsKCtVkQIpBgk3j6/X7zrU2lUoaiz8zMmKABxLa5uVnDw8O6cOGCrl+/bqgSizuVSplTw507d8ypobGxURMTE+YIAl/W4/FoaGjIHBNIPKGSIL5zCx5AzWjP0pJDZEWSCXq0trZmQ2hAWOA6czhQNHFPaeORgMMlQ/ywuLho9m4ke8Fg0AIi15uDDo/rJ598Unfu3LGRyVNTU2anV1hYqPn5eeM0V1ZW6vLly8rPz1dvb68qKyt19+5d81pNpVI2VODzn/+88ezr6+vlOEejqEHKJycnlZubK5/PZ63RoqIixeNxE6RAbUmlUjp79qxNkSwvLzdUk+7FxsaGtra2jG/MkJKtrS0rUmnHHx4eanp6Wi+99JICgYA++OADo2DcvXtX5eXlamtr09TUlFpbW/XXf/3XkqRz586ZgAauL7Zuo6Oj2tjYUElJiSorK81WsbCwUAMDA/rqV79qXRCmoO3v7+vJJ580nqKbvrKysiJJlpzk5OQoEAhYclNbW2v7nvuNeh/f99XVVRUUFBjFoqGhwRAR0BC4nHgL4w5D21rSseEudECwtgKxZGBJXl6ecSwpTEjU4bPCZ3R3UfgzsYvCAOcHihd+F5CBfQcC/Wh85Dm0xIlp7gR7fX3dPHiZzurxeBSNRi2xJZmhLZ+Xl6ednR3Nz8+ro6NDt2/fNiefjIwMQ4kRVjIGGYQeKz83HY9BG9CpHMdRKBRSPB43T2muRX5+viYmJoyzSbFDt2l/f1+nTp3SP/7jP+rJJ5+0BE2SOR/FYjHV1NQoO/toJDic0/X1dfX29lrBCT0EPjCFP/QtYhZrF8Sf9cKsADQ/yWRSXu/RkJvKykqjGeJ9jcZhZ2fnWJeCZJfCa3//aIhKMBg0jjnWqKxtrite5PDCi4uLjwkXQSHZw5w70DqWlpbs+8/MzKirq0uxWMzsV5lzEA6HTUdx//59S+q4BhMTEzp79qw8niPvcXRAJMpoEnAsWV5e1uOPP262l/v7+0aHiMVimpycVGNjo9LT0xWNRs16dHNzUyMjIzYeWzpK7hDBwvcmMVxcXNQLL7ygpaUlDQ0NKRAIqKKiwmI1xZR0VMzNzMzo+eef1+DgoGKxmHGrcdPKyclRLBYzH3l4w1hKZmVlKTc3V3fu3DFrWhD3vb090x3Aq3fzkEloKYaICQyKIX6Q2GJZx3XY3t62NUyyT5EFSk2ekZaWZl1z3GHc/PpH6Wag+ZFIRF7v0ZwMNyhB15D1BhDAdyH3kqS7d+/+Py6R/l8kfU3HnTj+i3Ok/X6/c+7cOWt9YUdEAgkKx3VxJ9xudMWtZkfEgROE9FCZTCCihdbc3KxwOCy/36/c3FyFw2Hzl04mk1pYWFBpaakCgYC1HxjQkZb20KdWOuKnlpeX68qVK6qoqDCedFVVla5fv268ysXFRUlST0+P1tbWtLS0ZIcLlR5epnxu+GSlpaXWEjw4ODD0ORqNWlUnyVTN9+7dU0NDg0ZGRtTY2Kj6+nrduHHDrGloQ9K2SUtL09DQkM6cOXPM+gvE1nlgmwPSx8ELzQYkl9YsiXt2drYlgdwvx3GMQ0XVyXPxUcVXmOmFkgyxpZhCbLi/v2+iRdA97hk2P+np6SYmQ+x2eHhoKm+QA9AXxv3m5uYqEono4OBoal97e7uys7O1sLCgF198UQMDAwoEAlpYWLDvlkgkDE3Kz883mkBZWZn29va0uLioEydOmCWfO2Dm5OTYOPicnBxdvHhRh4dH09mef/551dTUWBv2o48+Un19vaQjUR+HbG1trSEkiE3QAmRkZGhwcFANDQ3maMB0zHg8bqjP8vKy2trarKhdWlrS9evX9Wu/9mvyer16/fXXVVpaavelpKREBwcHmpiY0NbWlrnZHBwc6N1337W2b09Pj3Jzc3X9+nV5PB6dPHlS3/rWt3Tu3Dk7tHFQ8Xq9mpmZMSpURUWFwuGwPB6PDRBgn0MxAeGiVctwEdAn/I5Za4yKLiwstNHtW1tbmp+ftz9TSIPmwOf3eDwmXOJzIKYMBALWyieJwZ8arjl0FhwR4Ba6BxlRRMItlGT7CF2CpGO2eSRzbuqHO5kmlpJUE2NJckGGKFLYF7h63Lx5Uy+99JLi8bjFKRBsEouWlhbF43EtLS2pqqrKXE4QSj7xxBOamJgw96SpqSmL0aFQSKlUygraxcVFVVdX2wGLiBPrQlr0jvNwgISbpkOiiOgacbIkff/739fv//7v68///M/V1dVlGg72pHTkmnD9+nUFg0EVFxerpqbGkgXimps+5DiOxSc3SMS/uQWiFPTuyY+SbMBVbW2tFhcXbSosseRRATeOTe5Eyy3eIx5jkYeQlSIQK1KeT1cRVJJuIQYAbsQV+iJACbFudXVVTzzxhO7du2dnBpMvuUZ7e3s2Mhz0MxgMGtjy6CAaN6UTIIqhZvjVV1VVmWNKNBq1YWgDAwPHChuQYOYC+Hw+E1W6E79gMKhwOCxJRimqra21z5uTk2MTWaurqzU4OKiqqiqLBwAe29vbmpiYkNfrVXV1tdGpmAEQDAZVXV1tnQI0PYjKsSjETz0YDGpqasryDbrrNTU1mpubs8IHIwMogXRcSNiJGz6fz5JsBNAU7axjLO7Is+iGMPALlxl+j99x6zjomuDznpOTYzEQuubk5KSCwaDtrzt37iiZTP7ERDrtJz3hZ/iA0hF1/eyGpErPkUuHPR78vULSzUeeKx35TD/66JU08pOSaOkooDBe9lGRGUmVO/CTcJF0uc333b6pID3uoEoFxGLIzs7Whx9+qGg0qqGhIUWjUfOFnZiYMKuveDyuq1evmoJ9Z2dHAwMDxuXd3Ny0yUwff/yxamtrdefOHfX19Wl5eVk/+MEPtLGxYYhNS0uLtre3defOHU1MTGhxcVGFhYXmIBCJRNTW1macaCzNJFmFitp9Z2fHxDu0hTIzMzU7O6utrS09++yzikQiZugOwsBhxbAJ+Hebm5tGV+nt7bVKlzY1CTzJLMiRm6cH2uZOsuFquoULksz7kooUriFBPBgMGtrMgUZgd3+WSCRiSY8km2gGGgQqSKLs9/tVWlqq4uJiBQIBQ4HwCI3FYlpaWlIqdeTNeuPGDW1vb+vDDz809LS7u1uxWEx/9md/ZlQT1rTjOOrv7zexzvz8vAUdBk4g3pucnDS7I9AlSZZshsNh1dXV6dlnn1VTU5Pm5ub0ox/9SP39/SopKbFhNJOTk8eS2Bs3bmhnZ0cLCwuWuHg8HqOQtLa2KhAIGCpCS7Wzs1OVlZWan59XRkaGrl27ZsVTW1ubXn31VbO/+5Vf+RV1dHQokUiooqJCTU1NSk9PV01Njerq6pSdna133nlHExMTevrpp9XT06Pe3l6NjY3pm9/8pqLRqAYHBzU6OqoLFy4oOztbly5dsq5NMpm0Yuvll1/W5uambt26ZZzdSCRiiQGoMEVBVlaWoXjc+9LSUuXn5xuKA3e0urpabW1tSktL0/379821BCtBinvu0c7Ojvb29rSxsWFjj7Hhg0NdVVVlgtPt7W3Nzc0pOztbLS0tKioqMkvKlpYW+Xw+FRYW2nUGLQZJJxnCEgw+LEkwnwfKlZsi9+iecSci0sOOD8+Lx+MKBoPKzj4aOAGqhfVXLBbTmTNn9Au/8Au6d++eCZeJhalUSmNjY/J4PCbcq6urs+4Ln1GSPvzwQ0uu5+bmVFtbay4bXq9XGxsbRg04ceKEZmdnNT4+boAJAsZUKmXOT16v1/ihU1NTxv+HHrawsKC+vj7rZuTl5ens2bPW5WBN8RlKSkrs+j7//POWAEmymMl1dSNpJNkAQRRZ7nuDs4Y7CUfvg6ODJBvaQ/wkCQQoYOAXqB7+5XwWOlBuCo+be4qmh/M0EAjYGZqRkaGPP/7YqACp1EPfdTp5Xu/RFD5GpdfW1qq4uFixWEzz8/O6f/++FXkM6+C9FhcXdXBwYJRHgAAEvP39/UqlUiopKbFrwVAm0H0ob6D34XBYCwsL2t3dtYFLHo9HH330kSoqKlRYWGjuXgArbW1tds5wLgKcra6uqq+vT9XV1WpubjYq2OzsrDlbZWdn68KFC8rMzNSHH35oRR+DtAoLC43WlZ19NMQGECwvL0+nT5/W+fPn1dTUJOmIy4+LTnl5uQKBgJaXlxUMBo1HzHRU6Dazs7PHgIO9vT3TSaWnp5smiM+MbWoqlbL1f3h4aANzDg8PTXCJQHl/f9/AHmINBafbiYsumduJiPeC3kMnPZFI2HXATnR1ddX0A1jwPRrX/rnHzzSR9ng8Po/Hk/0JP++S9GVJ9x3HCbv+6TsP/v/vH/kV/v6fXT/7gaRtSf+9x+Oxb+c58pFufOS5/+JjZGTERCQcUtx0kGpaCwgP3fxYSYZEkiyQ3O3u7lpAwTmDIASi0dbWZmKOy5cvWysiMzNTg4ODysjIUGNjo7W58/LyzAoMnvX6+rouXrxow08YoHJ4eKhnnnlGzzzzjMLhsCYmJhQOh/XEE0/YYVJRUaHDw0MTP7CB3f62IAIrKyt2+NfW1mplZUVPPvmkpqamNDs7q729PYXDYaWlpWlgYMDa8mlpaWpoaLBDkNYlwd4tfCkrK9MTTzxhXEJoDZLsviC+IkkFGWOjuA9qklvG2fK7bA4OThAWfi7J+GC8jhuNk2QtzYKCArW1tVnLneAKooGwA4u7jY0NTUxMKJlMqqKiQq+88opCoZAmJiaUnZ1twj0G+RQVFWl2dla/+Iu/qIyMDD311FN6//331dLSohdeeMESVEmmUH755ZdVW1trhzJUDw5L7pnjOBak4CqmpaUpHA7LcRydOHHCOHUMfiEJ/973viev16vGxkY1NTUZhejGjRt68skntbi4aAfRpUuXdPPmTe3t7enGjRvKyMjQvXv3tLOzY4NPAoGAwuGwiXTW19fV3d2tGzduaGZmRkNDQxoYGNDly5c1Njamd955R9PT0+ZhDk2Ktm08HtfJkyfNQaa/v1+Dg4Nqa2vTiy++qHPnzqmoqEgjIyNW/HzqU5/S5z73ORPPujnxDQ0NNlXT7XOblZVl9CRap3BWESo5jmM8Uzo7TFHDfosDm+APBxU6Ba4dJO7EJJ/Pp1AoZF6p2GDB7SQuxWIxvfXWWzZFEPEWI4rd01oR3BIn6JJR3BIjKLy8Xq+BESDMbiEw3wlUkqLVLfyBjkDLf319XePj48rLy9Pw8LB1XOLxuMbGxvTsg4FNCNjS0tKMCkAXpq6uTjdv3jStCEMaAoGA8vLy1NDQYILua9eu6fTp07px44aJFkF1uT+g0wxE2t3dtTHiHOTEqWeffVbxeNxoUnDroYv4/X5FIhHl5ORoaGhI3d3dxkFm6i28e8SSra2tJgZmz5PwAt6QwAICEYugpnFv3M4VnB3EVWgDiLUYaY9PL0AGyQ2xnIQbEaGbA+1GHvnMUGFI+vGthzZ25swZXbhwQfPz80ah8fv9ysjI0OzsrLKzjzyYd3Z2TFAILaisrEyPP/74sUR+fX3d6BWI/Lxer3VTKeyYIvjUU0+Ztdzm5qY8Ho9qa2utSILaFY1GTaOBhzmCUs8Dd4uamhpDQzMzM007RIGwt7dnI8eh9lCUlZWVmdfxrVu35PF4DJleWVmxLhmxgJwEOsTKyopRqRCApqenq6urS9vb28c8q2OxmA15gUdPDuPz+ew10QJtbW1ZVwt6J9S6xsZGDQ8PG7rtpsQWFxfbuUL3lW49cReaIsOUJBk1hQ5bQUGB7Ru3No1ijASZPRGPx80aj6KEWQw7OzuGRmPRR9730zI2ftqBLP9WUu2Dv/4POnLl+JMHf592Hvg6ezyeM5LekPR9SWN66NrxK5IOJb3oOM4Hj7w23Odv6uFkw1+V9J8cx/m3jzz3tyT9H5Iu6SgJr5T0W5JmJfX8NIh0QUGB093dbcIK12vbYiMRI0BhQUMLXdIxkSE8Hfg58IWkh9yhra0tC/Q7Ozsm6MrOzlZ/f7+qqqrU0tJiQoDy8nL5fD4NDg6qs7NT8/PzSiQS9jo+n0/t7e2GZFdXVys7O1sff/yxqW9fffVV9ff3m7VUS0uLBgcHdXh4qLfeekudnZ2qqanR5cuX1dnZaV7PmZlHk4cYWABvFyFCKpUyVwdJxg0Gna+trTV+Ne3DeDyukpISU9MTLDiIEDpxbd38Sw4B/v2TxAZcdzYSiTVBEpoIlAsOb0nH2kGO4ygzM9PcO3AdcXMQaf3BB2SDQ3eBtrO8vGzFApsVJF+SBgYG5Pf7FY/HdeHCBZ08eVJ/+qd/qlgspoODA/X29iqRSOjUqVMmnEqlUjZOen193YRS4+PjNg68trbWDl1EY93d3ZqenlZeXp5+/OMf6/nnn9fa2ppRVJgaOTg4qNLSUku24WVvbW1pYGBAp06dUiwWU09PjzkR4MwRDAZ1+/Zto9nU1NRoZmZGlZWV+uijj8zWDQV8d3e3odoej0djY2PHxHznz5/XmTNn9MEHH+jatWt6+eWXzS0BRbnP5zMu9MrKiiWEt27dUnV1tTo7O9Xe3q75+XndvHnTOiypVEo9PT1aWlpSPB43xKy+vl63bt1Se3u7IdBQRuA7b21tqbm52UbmFhQUqKSkRHl5eZqcnFROTo4mJyft+VhNxmIxbW5uqq2tzZIMgjxWTxTwq6ur1t4F/SSJRkAKKpWbm2v3FjEPfr6Li4u2J0pKSrS0tGSfvaury2wLeT0OTnQHJLvYlIFkupEg9o2bD/0oJW5/f9/2r/RQaU/rHmFjR0eHDcqprKxUenq6FX+8b0VFhe7evauuri7biwAA0ERwZYnH40pLSzOE+vTp0/rmN7+pL3/5y1pdXbVECKsyj8ejq1evqqSkRF1dXbp9+7aSyaRyc3M1NDSk9vZ2G5GMoJBuA5xlt+AKcdjS0pLxQO/fv69kMqny8nIrNrBOgzrkFkpzjRFruhNn4iEJAoUKjgjwT3kf931xa3vcXGbpYeKCPggE3ON5aDnH/abjxxqbn5+3GEcXknWDjoJrnkqljH6AvzNalJycHI2MjMjv9+uVV17R5cuXVVBQoMHBQX3605/WvXv3JMn8sOHmcl0Z2AGqur29rdraWituKUKDwaDx5+PxuOkCCgoKzFuY5AxePAJsSSopKVEikbDputA+EM4RI7kOiURCLS0tmpiYMK/swsJCBYNBK7L8fr+mpqa0t7dn5/b+/r4N/MnLy1MwGDTtESAYugcSxXg8bnuN77+8vKy1tTV5vV4999xzmp2d1cDAgDwej0pKSgzhd7sPkZAzYOfg4MBctuhuk5xThEGt5JznzIfOAX0NXv/q6qp1+SjWcSTDex86B/SuQCBgew1KCYm4pGOCUTed1b020Ycg7ER7s7e3p8HBwZ/pZMNLkp75Z/75suM4zz54Xrmk/11Sj46oGTmSFiVdlPR1x3GGP+G1syX9vqRfkhSSNC/pP0j6Q8dx9j/h+b8s6X+U1CppXdLrkn7HcZyln/hF9HBEOAeB9DCoo4QlcIBYcoDxc8zA2RjSQ69CtxMEB83h4eExRwEqUZS9tbW1GhgYMB7w8vKysrKyVF5ert/+7d/WjRs39I1vfENf+MIXlEgkND4+bgIueEGPPfbYMcoHo5Uxske019DQoJmZGRvUgB2f1+tVQUGBqqqqNDExcUzk2NraqpGREeNBg8g2NzfrO9/5jnp7ey044kcbjUa1trZmG+Dw8FBlZWX2M/idBHGSKbhLko4dGO4WCxxBnDpGJ9GIAAAgAElEQVSkhxOTaDXSlkEAgYI5NzfXWmu0wHBo4WDgAAPNpYLG8g4ELy0tzcQ7JC7cQwJ0Mpk0nltjY6Pa2trU09Oj7373u9rY2DAhEfZou7u7tqH39vbU3d2tv/u7v1MikdDp06eNksR32dzc1NLSkjY3Nw059fl8un//vrq6utTX12cjyfHRdRxHMzMz9uf6+np1dnaaSAfax9bWlsrLyxWJRAyVIxhNT0/r/PnzWlhYMNSIgwuRSDgcVmtrq0pLS3Xnzh3j3R0cHGhubk7Nzc2GvlVXV9tI2Vu3bimVSumJJ57Qt7/9bf38z/+82TrxXe7du6dz584ZYokbRF5eng0HwhoPuyxcCiKRiCoqKqztPzc3Z5zIsrIyExnR4mdPwvmurKw0O7Hp6WlNTk4a75EEaX193bo90WjUir+amhprm5MckuBQsIHKsAdAEEm0iR9wtREOI/jCKYbvV1FRYU4gFMskVtAuSAbdk92IhyRl7uTXzXFmj3Jouq0SJf2T93oUJU0mk+ZE0tTUpL6+Pnsu8QgUife8dOmS2tvbderUKV26dEmhUEgnTpzQ0tKSof50A0GXiPVzc3MKhUJmiRaLxXTv3j196UtfMu56R0eHddoSiYQCgYBefPFFXbt2zfYBaLNbwAWVis8NJxVkjnjNBEp8+CsqKqyg4npSKEElpEXNmeO+Fzw4g9ycXAAOrPLctDg6ciC4UNFYkwjX0RPRVaDFTgcWwGh5edmmh9KdIz4j7mavEXfxPS8rKzPKF5+BLksoFNLh4aHpfTwej1566SXNzMwY/Qn+Nmcg58DExITy8vLU3NysoqIi3bt3z7q6h4eHNj3z8PBQoVBI0WjUzmYs0iQZvSY9/WhwWlVVlaampkxTk0wmjSOfn5+vpaUl89Fn3aOZgJsPZx6jgJdfflmjo6M20fLu3btqaGjQ/v6+ASTXr19XT0+PhoaGLE9xD/dZWVlRc3OzfW63BSW0TrordXV1x6zm3MNY0M/QccnOzraBaPj4UwRDW8rKylJlZaXFMop0aFNQ+yi8KcCgHnItAK3ctorp6emW2NNJYTIne8atDaCzlEwmbZgW3TH2IXopknRel3O5r6/v/x6x4f/bH3l5eQ6tHw4GFnhaWpodAggoCFyIEkme3QeO+5Genm7CCFoJ7jbB4uKiVUllZWWWwIG4jo+Pq76+XslkUoODg3rhhRdsktDnPvc5zc7OGk9re3tbk5OTJgCcmZmxdu4TTzyhsbExtbe3a2ZmRo2Njbp69aq2t7dVWVmpyspKhcNhnT59WpcuXVJbW5sFPfhK+BaT4ElH1IeTJ0+alRd2Wn19fWpvbzd0E0HHzs6OsrKyVFpaamI4WjOPPig8CO7S8SmSbtSLn6Hyzc7ONsqHm07D/7e2tlRWVmbJDiIUaBlYnOENi8CGhMHj8aiiosIGoXDgrKys2L0gKNCh4D8KmO3tbX3pS1/SH//xHxvHLDMzU01NTSb+CIVCmp+fV1tbm86ePat/+Id/kCRrBWLJRhcBVwsEUrOzszo8PFRJSYlZYHFgSzI0ZGZmRrFYzBw9EA2CcJJ8MeFvZ2dHZ8+e1ejoqEpLSzUyMqKDgwOjPKyurqq0tFSrq6t2uKCIxpu8urra6Bc5OTman5/X6uqqampqFAqFFA6HVVRUpPr6ekNGL126pObmZmVmZho9ATSF+4zTC5y76upqhcNhQ0AYoFJVVaWamhrjoUejUbW1tam+vl5TU1NqamrS7OysiWGhKaAQLygo0MLCgqqqqrSxsWGiqWAwaKgU3q3oAObn523NgqgyUZL4QdLL+8bjcQUCASvMENQg8MI/mUEQ2Fs1NzebyIhCEccQDm141xQ07mEUJGxuxJIC1n1OkGSD6qEj4TnuhNzdzpdkv+cukEnStre3bZpaRkaGFUO0lkdHR9XR0aHCwkINDQ2prq5Om5ubunLlinp6eqydTeKCHZ0kjY2NqampybiyJNarq6s6efKkcc8ZzsW1YzpiTk6OioqK1NHRoenpaU1NTVnccBzHrLSIBbOzs2ppabEWfH19vRXndLdwcqLogFbijn08SGwRRnEf3EIqd5wkecIJgcSVxAMhOTGMNjvvRdKCww+ABZQ4t7AekV8kEjk2jhnnBvYpMdd9VrIGBgcH9Rd/8Rf61re+pa2tLaMNsQ43NjZUWlqqjz/+WI8//vixwSfSUfJYUlKizc1Nc3n54IMP9NJLL5kwe3t7W4uLi2pvbz92Lo+NjamxsdHGlKenpysYDJrugQmXXHN42kyWxAXk1q1bNrKbBBIKXVVVlcLh8LGOAIVCKBSyzlRhYaG5c6CpoGiPRqOqra3V/Py8DXphTDiuFnl5eUabY0Q9lFVGftNt7uzs1A9+8AMrMOiaYsm5tLRkE0DpeM/NzclxHFVXV2t5edkQ43PnzimRSJiAdGFhQeFw2ASPFGmSbG+trKxYfHIDX/D4oZbhRkKMwIAA9xrEg0w6BNChI83AOjfoCcXHnfMxuZPPEo/HFQ6Hfyofae/Xvva1n/Sc/089/vAP//BroVDoWIKGgASuKO0x9//xkHYjRzxAo908arfCXnoYnKAV+P1+ra+vH/NIJKkrLy838/h33nlH+fn5+sxnPqP+/n6rmJi6RRtjeXlZIyMjKisrU2lpqR20DFLBPuell17S8PCw/H6/Xn75ZdXU1CiRSFhwJNml8s/IOBqvCTeZYLW5uamysjITvpB8830R7fn9flPiZmVlKSsry64B6Ib08NCglQiCQ/LMfeE5oMVMtSKBocjBYYPhFRQqBDhQXTYcrWV4oO4CCnoP6BHoHveLoEfwx+3DfWhKsmqczwcf3HEcRaNRE4p1dHToO9/5jllQgUR4PB577VdeecW4pIgXaZNVVlaqra3NKA8ELXiYVNvwzKjyQRRIYDwej40up63HxMZgMGiDfxC/Qd2hSALxam1tVTKZNB4edmMIcBzHsQEujY2NOjw81N27d40/TuAdGhpSUVGR+Zvir0ryD8K7tLQkv99vSvRkMqknn3xSXV1dampq0vDwsCXzeAHj/7q+vi6Px6O6ujrb/9zzyspKnTp1SqOjoyosLLRBOTMzM1peXjYEGqoPnEREqMQbNw0JJx4O0sbGRmt5YyuYk5Nj7gh0Y6BvsD5xJgBlSyaTZhcHLWNtbc24ialUygrL9fV12yMkzgAGbicfYiHXBZSNghEUlL3njqcUE24RovSwC4i6n0EooMAktgzHqqio0MzMjJqamrS8vCzHcTQyMqITJ04oNzdXly9fNqEgh2F9fb3effdd1dfXm/sEQ6P8fr9mZ2cVjUZ18uRJbW1taXNzU9vb22pqajIPd1r8WCYeHBxYJw+rxOLiYrOEhKoBGob1KPHG7bHNYZ6ZmWl0IBB7t3MKawt3I+4HDzdPmvuBOJHuKq8F2MGZxTogLkNxA/XjPqK/AEF060xw2eAsYYQ247vd9mWHh4fKysqyIUOBQEAjIyPa399XWVnZMZSU75Cenq7W1lZ997vfVVVVlcUxujrr6+uqrq7W7du3DbBBxMo5AGWS70TS1djYaGsD0dvc3Jxyc3NVX1+v8fFxE+FHIpFjlE3HcUxgj88yjhfZ2dk2XpvvxCTCg4Oj4U5wzunOUPgwEhuXi7KyMovT6DW4/gB0dAiIv6w5qKvsp9zcXBtrX1dXZ3Qxnu8GAk6cOGG0UpDpaDRq8ycODg5MowE1BYAJZNttM0sBRlcXn3E+O0k0RWVxcbEh5ewZhL/urjF5AtQcClIQbAqFnZ0di1WAFGiKYBugd5mentbv/u7v/q8/Ka/8/10i/Qd/8AdfY+QoBxk0ic3NTUukSOxoayAmlHSsvQXi6RaeEOi44e6bjCBAkqFqoLDwH90BjuEs8/PzunLlisbHx/Xcc8/p8uXLGhkZkdfr1e3bt5Wfn6+amhqVlpbq0qVLamlpsUEWqVRK58+f18rKiqLRqEpKSrS6uqqBgQG98847WlhYMLSEFkhWVpZWV1c1OzurUChkbg3QKU6ePGlJQSgUstfAkiqVStk1owLHX9ltG0hB427NEAjYSG5uIK/1qBsA1Aq3SIIEhkMFNJlEHDRxbW1NFRUVdtBwv0iIPB6PksmkFVC0LeGOublZ6enpx4a1wFFsaWkxG675+Xl9+ctfNmqG4xxZ1z333HMKh8O6ceOGTavDSolA3tHRYf6kfL6dnR3V19fL7/errKxMwWBQN2/etERndXVVlZWVRhna3t5WR0eHiYj6+vpUU1OjU6dOKRKJmItCevrRoBH4urOzszp9+rRRgtLSjkbI5+bm2vhvvndnZ6du375t3rdco8bGRq2trRmvrry83CyrQGBXVlbMOaOgoEChUMh4cdByPB6PFhcX1dLSYi08kg23YGxra0tNTU2KRqNqaGjQ9PS0zp07p1OnTml7e1unT59WIBDQt7/9bYVCIZ08edLEUhx0juPYxLyVlRUNDg5ad0KSrl27ps7OTjsoOIxwk/H5fKbcZ53T/t3a2rICi3tD8oqVHejg2tqatcUR8YHKgTgiqHOLktgPTU1NprVAUAQ32i2qZY8imnZ3gXgvkicKRXfSTULF67CfSFAe9ZomDqJfIDkg2aHw2t8/GsDB8xhz3dPTo7y8PP393/+9fud3fkcZGRmanJw0VG51ddX0KGtrazp9+rT6+vrsetfV1Wl/f9+QPI/HYwDHxsaG0Y5ApkkylpaWzCGorKzMvL+DwaCJs9ra2ozGs7+/bwc2MQ8RJwUlyRaIKecEv8/ad3dR3XZ3PHhdN3hDB2Vvb88GQzmOY2I/N53IcRwDTegasD5IQhB+uV0SKAIZJAVlx3Ec497j9oSQ7/HHHzeEH+0DiRSFA8X57u6uGhsbTTCYnp5urifoVRg2xMAvKB9ohfAX9nq9mp2dVWVlpX0vztKCggIVFRXpnXfe0alTp8za0/35ub50yeimOY5jhQpamrW1Na2trRllAT5wZmam0eawRGUwFd024jhrgs+wvr5u7lZojCha3FaeCOjYj3RcARDn5uYMLNrc3FRdXZ35XweDQb322mtKJBJqamrSxsaG8cdx1rh3755OnjxpXRZiL7ahOHRBBXELVklm3WDc5uamDbMiHpF3QEMDLCBGcb04EyVZHuKOO8RdOsUUe9CYiFd0Z6empvR7v/d7/5pIP/r4+te//jWcDQhkHABA/QQUN9+WRejxeIwQDxKExQsKdlravAY30m1IzsECwuxONtkcVEWIKSorK/XYY4/p9u3bKigosP9omWxtbVkrGB9mhIFUlI899pimpqaUkZFhogY2Lpt1cXHRuLq0jXJyjsZSI+ZYXV3V9va2/H6/TQpyO5dwkLoXOfwkvpskK0ZIqlnE3B8CuPv5Xq/XPivfEa4yiS8JNveIlhwBRHrIjUeFzAHGQcd7wdvmXnJN4UNCteEzlpaW2vWsqKjQ2NiYJfAMS9nd3dX8/Lytlerqao2Njdk1WFtbUyAQUGlpqYqKitTa2mrrkUSPdVVZWam5uTktLS1pYWHBBKuIjlC7U2zt7e0Z2tPV1aXPf/7zunv3rvx+v7UsQVClI8tABFx4ncODC4fDtk5AGGKxmMLhsD7zmc9odnZWsVjMgiV0EmwIh4eHbUId3ZC1tTV95jOfsYMiLS1Nb7zxhi5cuHBs5D1T47BxhMJAZ4JEAUHu6OiolpaWND8/r6GhITt8I5GI6urq5Pf79dFHH/0TmoPH49GZM2csOUJE1tzcrNXVVX3xi180ShcHJ6gMh8Dq6qrRT/Ai5gAGBYQzSgeHLgp7ldjDuuQQAo3H8QVrMcCCnZ0dO1SLiopUVlamoqIixWIxSQ95kRSHJBWPitpQ1buLTQ5PEiW6RKw9wAX2OH6ytPspPNzvB2Ll7g5SLPO6kszvVTqio/X09Gh+ft7oHXwfdC6p1NGwIpIfrE63t7e1trZmqCScZq/Xq6qqKuuiSA+BFbQeoLgUbSRzXAeSRWIRxQvXw03vIZ7xc2Kom6tO7HILrlknXE83H52YyTUkHiOK5OxC28D1pNOJboXrwVrmPhBP3d1arrPblpRuH+JQ99h4uik4KiFy9/l8NokSKlQ0GjU+MI4z2PbRDSZ2T01NqaqqSmtra/Y9KTCko6KgpqbG3DgikYhqampsNHdBQYGefvppvf/++xabcNVgaBvoKYX3zMyM6urqFA6HlZGRofLycknSvXv3TIOxtramqqoqo3agu5qbm9Ps7KzKy8uVkZGh5ubmY1xsEru2tjZz5Hj55ZfV39+vwsJC46cHg0FJsiKaPUjBxTmSlZWl2dlZlZaWWg5BcY+gOhwO6+mnnzY9C7aqWFNi6xiNRm04jsfjMSvCyspKW6d8FtY4gJ3biMHNn9/Y2LDBcwUFBZqbm7OuNrZ5j1I+Ef0SD/Py8gzgkGRUINaamzI1MzNj3Wpi3MLCwr8i0p/0+PrXv/41rObcynM34RyEGqTYfTi6+b9UiGxggiw3kk3rTmjc7V13m5QAQ4uMQwQ+EB7Di4uLlihj4cTBCWevurraED4SooODAz311FO6ffu2SktLbaJSMBi0QApi/iiqx1hzRCQkGZKsYHAvVgoE96HnRnf5GdeE4AvKxSHCgca/8zok3yACqVTK3DBof1Jl8hkYgoEVFtQX2uVw0WhzU9XyWbjnHPZwsaBGkIjDj6UV7fF4dO7cOSWTSQ0MDBiHzOPx2HXGbWN3d1ejo6OqqakxTmZ5eblRP3AT4bNRZMD5Zk1x38vLyxWNRuXxeCywp1IpC5yJREKDg4OampqyFqLjOGpvb7f1vbOzo+XlZTuE9vb2LHEfHR1VfX292tratLS0pJKSEkWjURseMz09rXg8roaGBiUSCUu2KE44ILE8Kykp0eLiompra/XDH/5QDQ0Nam5uVn9/v9mOQXOYnp7Wz/3cz6m8vNy42WlpaeZDjIMFhSLDLGhzFhQUqLi4WGNjY+YUwCCKra0tmySKtzPWeKyJSCSisbEx1dbW6ubNmzaiHY2AJLNkSyaT2traOjZNk+QH6g2JXm5urjIyMmwfkkDRTSFhcw9SAY0nmec+k3AjWItGo5ZQ4ZvLHqcQJjFyU9JIktzFLg+SRqhqIHX8riTbT3SG3EJv7K3cXTriBJ+BWECM4vMlk0lzgsDnGycF9gNJH4e/3+/XwsKCoaPQilpaWmw9bm9v22Cszc1NBQIBoys4jmNdA8bCSw/t3Si2uPZufjDUL/e1dcd/1jcFC7GLa8X3coMJXCf3fyQY/K4beAA8gEfPmUYiyhpzJ6bw8Pm5+/W4V+7O7OHhoYqKiiwekwgdHBxY5zM9Pd06bhkZGWZFJh0lnViXksz7/X4NDQ1Zss9aSk9Pt64N64cHXQzOEL4Pzjq7u7sqKSmx2I04vKOjQ7m5uRodHbXO3O7u0RhwRIj7+0dDTZLJpNEVSZCj0ajC4bAhrAiXs7OzzXfa4/HY8+mgQBcrLS3V3Nycjdy+e/eu6h5YIRYWFtpQqcbGRkWjUUvCKX6gfrDW4GwzcRIa0f7+vlFE+vv7TXyXnn4k/t7d3dX09LQCgYBGR0dNiA0N7eDgwET4eXl5Fov5DPh3092CXsGah16JwNqtT4M+CbgFbxlAhvsKYMg6dHc6oDDBNHADoXS1+B3Wh8/nMyOJ9PQjx6B/TaQ/4fFHf/RHX2tqajJELy0tzSzE3G0Cd4VD4KKVCqeYBSHJlM8sDoZhUKkSVN1DRuDiuFEobiCHIxVcQUGBBSmU8ZDxfT6fOjs7tby8bEk1FSjes8lk0ugBXq9XJ06cMNGBJHt/Eh2qW9ryIDuSDIGhomORcp1INmnzu6kcHCIESLei3E1z4fluZAVxDn9300FAu0DDs7KyrBVbUFCg3Nxcs8Si5YOqmM/KJmcTulEi/g/Ksrq6qkQiYZ8DRXlpaandU6aEjY+PW2uVdba5uWktzIWFBR0eHuq9995Ta2urCgoKjIoCZzcjI8NcBPjOPNwUmcPDQw0NDSkYDBrXcmVlRY2NjdbWZWIiBylV/vLysrWux8bG5Pf7VVNTo7W1NbMFSktLM4QHmgX2Qi0tLcrJyVEikbBDjqAYCATEvuPg5nvU1tbKcRxdu3bNbOeqqqpUX1+v27dvq6amRkVFRRoeHlZxcbFpEObm5lRXV6epqSlDIJaXl7WysmLc1P7+fu3v75stk9/vV1VVlXErKTju379vKG48Hte5c+cUi8WO+cMmEgklk0nNzMwolUqppaXFRFg+n0+VlZXKyMhQZ2enDg+PRhGjesdnnMTBPfwERxnpqCiiCCXY0yXBAUI6KlwprkA/SfhBoSkaEEwiltze3jZXnUcPFHf8I3F109pIpHhP0CAKdhIZkiWSPTddg1jIdXCjQiR7HKC8D7GQ12AaqzuZY0oZBRvFm9sarbi42IoWaACg0xTE7rUhySbpkUxSqDDRTpIJJrkHFBucD25uJ0kEVDX+7r7GxFP2Ocm427XDnWjD5XcDNvBuec3MzMxj8w/gADPshKKLaw19KDc31wAFii534s5jf3//2AAcuN8kr7wvZwgFCgk30yZLSkpsjUnSmTNnNDw8bJ0+7NSSyaRN8MzLyzPRNnHbDeJIsgFQBQUFpiPCVpJEGK/18fFxQ5t9Pp+tUYp4puzBu4bSE4vFlJeXp4qKCvPXZg+QVM/NzZl2aGVlxSZI4jtOLgHIV1lZaU4Zo6Ojxj/GdYlOUFZWlnWuJyYmVFRUZGc6aD75AJosOthpaWlGYwOdn5iY0GOPPWa/l5GRYb79uCBRsBNjJCkajVoH4uDgwO5rKpUyX3yMAjhP3dZ0FIKg5OyhRCJh8dAtcGaPc82gXLIGERKSX7mLW3j6bl0PdKjd3V1FIpF/TaQ/6UEiDcGdhS4dJXcoXRFbuAMiCTCCJ26we5NQrbJ53IIA+NMkpLg/8F7SQwSUVgeqW0j+wWDQ0MOMjAxDn3FdQJgBZWRra0vT09PG+cMVIBaL2WfZ2dkx8QOHLzxHvqMkE8rAe+NzuVF9EFmKDpAaKki+N0kWG9GNarjRFA5T9/UkgIPacGi7xTlcTzYsG8uNAElHiDqCQTY8ogp3i5aql88LCoptEgUM4i+uAej17OysAoGAzpw5Y6gqgeTKlSvyeDzm6z0+Pm6dB7itoDFwCUHJSUjdKGFBQYEhNVjpLS8vG+K+u3s0aYrgiCgODjCfq7a2Vvfv31dJSYlycnIUCoVUU1NjvPj09HSVl5fL6/VqaGjIKCMIB2mNkXjMz8/bPnIcx6wUSV5otebl5ZnXdHZ2tkpKSjQ8PKzPf/7zhgYjmBkcHLS1HggErEBeWloyh5Lq6mpDG2dmZhSPxzU1NaXbt28bWkGHAS43LW2SG/jZoDU8D7unzc1NTU1N6eDgAMsktba22hoGeaGbwuu6E8WcnBw1NzfL7/draWlJ+/v79p1QrLuRQGwaEXRRvBMb4L5KsiKSAwWXFeITSS+uNm5kj0SaQpck2E13YF9zeLI22a/ECGKKuzuHKIviAi6w2ylJeoh2Ej9ZHySHRUVFloCTMBGXERWRdJMQTkxM2LAcSceKZ3exigsK35M4T8xm/5EY8zMSVGJeIBCw8cYkzG46ghtFdhfI3Hd3Auvu8LmBDoodd8Hjpn+4kxF4woALXBviLnZ0aWlp8vv9x6g8rA0+IwAQRQ6fnzjL75HowOk9PDzU1atXdf78eXOuIalfW1uzgtHn82lhYUErKyt66qmnNDQ0pLKyMhPZf/DBB7YGiP+czx6Px8ShUKF8Pp91D/kz3Yby8nLzvU8kEqqtrVVaWppR0oLBoPLz863Y4OzlfhwcHKiiosIGrUgynQrJ98rKitnjAaqw94jvoPhcL0APOop4V0MpIlksLCw0CgprFcFyRkaGOY4wGCcQCGhra0vFxcXW4UH/wNr1er1WxGRkZNj+W1paMh0HOhDoltBGcVqiQ0qhRg5AgeXmbtMFIqmliCJP4+ynYOM1iaucn8QSQDYAJDrX+L4jvuf7SNLi4uK/JtKf9Pj617/+tcrKSktyeNA6pAXF4uHg58LTEmPzcCBIMkSF9pykY8JD6aHd0/7+0QhPAh1tDPfrTE5OqqyszBAd+LG0NJh8BIpF5QU6cnBwYIMisrOzVffALiozM9MSaapmPhcorrt6I2GlepydnZUkQ75ps21vb9tGhStO4HUj+5ubm4bckJxyeFLEuNEZSYZag7LAx6PAQKTyqOqcgxROL5+L6l2S+ZZi+cbnSktLO2YSL8ncPRAqwKvnIAfJy8zMVENDgzIzMzU0NGQdhbm5Ob333nsaHx9Xc3OzhoaG1NbWZiI3EIVEImH3j25IJBLRiy++qL29PQ0MDJiQkZYs1312dlbp6elmU4hLCOsDvpvX69X8/LyeeeYZa5Xn5+ebRzPXoLKyUktLSzZQpKGhQfF43NwNBgYG7KDLy8uTz+dTLBZTc3OzWRPV1tZqb29P9+/f17PPPqv9/SN/Y1B6ugKzs7NKS0vTW2+9ZWirJLOEYvxsQ0ODcehYp+5WHgn+xMSELl68aDaMDD3KycnRV77yFb388suqqqoybvbw8LDq6+u1ublpriGgJLOzs6Yr4FAloLNGW1tbDV1ZWVmxpJeDGroM+wpHFlrhIyMjmp2dNVoIynjG15KEkwSRqGRkZBxLdEgC2JMgkuxxEgsmbYK4uQtYYgLXlcTQzb11i8/cPF6QW0lWlLiRZQ44ilR4tKBRFFbuZJZCv6SkRJOTk+YMxAHLJDMSQLQLoI5wrEk06Q5JR4ne8vKyfS+uKfGU5I5rQMyCqwlaDsLuLiCIcTjIkMgBvLivOaAAZ4ubIkJySzHD53GDPSTYfEY3Mui+p1yH/f19cytB6MUsADoNoOOISgEHaNtDWaGgQjeUkZFhhQ4xFB5sQUGBJempVEoNDQ22vhF9Io5EDAgFq6CgQJFIxLqQWVlZmim2LmsAACAASURBVJ6etkEhiOkZcU3SDD3KTfXJzMzUxsaG0aSglOTm5iocDquiosJccvBhDoVCSiQSKi8vN+u/RCJhvHMAFkkmjmViIHsR4GRubk5FRUUqLi7W+Pi4KisrlZuba+5F0GJWVla0tLSkwsJCxeNxAxKg+zHoJhQKaW/vaFoiQ0Wgi7LnKF4dx7E1z6wJr9drQAj8bux1JyYmjjk8Aca40fHc3Fyjm+C9D+8ZCgf7gn0IWMi5zxkNTYPCAdSbn5MsQ/Gi4Pu/2Puz2MbPLL0ff0hqXyhRpLhTotaSSrW7XCmXZ6ptd+y4k8w4SDJAAmSAAJOLIAjmJlcBcuGLjt3JRe5yESQ3PWkgCZDMZOmennS77fbuqnJVWSWVqkr7QnGRKEoiJWqXfhfy59Sr+ruB//XvZwKF2iiS3y/f97znPOd5nuMO1GMPUdzt7e3ZFEhXeAi4ACWXomtpaUn/8l/+y+8T6Rcf77///rvhcNgCF21U1zKGwOQGKdcKSHqe2LntK/fg2tnZsZ8jiLm0Dyp8qiRQAoJlTU2NHaKIXQhsjGtlkyaTSWttg47y/y79AlcFSSY8g5PZ0NBgXpkgF24rkqSGz+Um0S5FA6QxGAyqq6vLNpcrjgH5oppHbMlBz2EFjQWkBhs+F+X5Lj47yLBLqeE+QhUhSFUqFaOwuIg4KnroEaCToCzQLzY2NqzVSWtrb29PXV1dWllZ0fr6ulKplNFDGNBx4cIFLS4u2vCc5eVlCwogtENDQ2pubta9e/eUTCbV2tqqbDarjY0N9fb26ty5c9ZGLRaLNl44mUxqcnLSfKpTqZSy2axisZiWlpa0srKira0tC6rValWZTMYqfYI+STjJWzQa1ejoqAVhrJt8Pp/RHOCnEaii0agODk4nWc3Ozuqdd97R06dPtbq6qmvXrpnYCM/bcDhsiWhvb6/y+bza2to0Pj5u312lUtH8/Lx5S1cqFUUiEStOoCJ1d3erpaVFiURCIyMjNkzgxo0b6ujo0OjoqMrlsv7H//gftl/eeusts3YMh8O216EGMd3vo48+MoQRH2682LlXFKkUd4w1puVKOxkvX5IMhkUcHR2pUChobW3N9gZiOewLEZ5SnJMocBBhIcf+a2lpMWSaNed2iqTnqCwHDB0h4h3/51Kg+FnpLHjAa8E35kEsQSyMYp4kDC6sG4PY91AI4IQzbRRki24VyBo8SrpSuKSsra3ZQUrS7FJFoNS4XUTpud7DTfJdgSoxn1hHXAGJZcIhg0N4Hgk0YncSY5ei4FIFXTEq+gb3eW5BwznAJFjuFesTpyGXrwpaStHGXuA7pruBbsh1IyH+8hlBONGlHB4emqWkx+Mx1Hl5eVm9vb2amZlRY2Ojrl69qmw2K0kGcnm9Xi0tLamvr8+mDEajUXk8p04+7uAPzgI6jXQKpVPAqqenR5OTk9bZoQuJ/WcwGDTkmWQV0Gd2dlZNTU26c+eOOjo6DG32er3mRLSxsaH0ty4YFLrBYFBzc3O2r5ubmzUzM6MbN27I4zm1qm1paVGpVLIJgK6BQLlc1ssvv6xMJiOv16tisaj+/n4D0+gOwzMOhUKGWtNxJjdh31F8SDJwYmhoyIa/ra6uKhgMKp/Pmx0kuQTOQ3DAoXmxdnZ3dzU3N2foN+ev2+ki7uC173agd3d3TetAsZVKpSyfQmvEHAG6SXQBWX9MxHUtWI+Pjw0QgiLj9/uVy+VsHXyfSH/H48c//vG7jN0lyXIretAQgqWrOKbtQ6DDvYGF61ZXJM4cKti98JqgAiAAvD6BF6U01RtJPYkdAZmDkYOOQMhnQZxEAHQDN0kYP+8iIi764tI3pOcCI/5MYKZ9sr+/r/b2dk1NTam+vt6CIp+DwxUBBO/JtcJ3IlmHz8tCh15SLBbtulpbW40/DbIiye67JDvcOSyPjk5tp6hE3evnWkGEampqVCqV5PV6zwjCvN5TIRitVJdvVywWjS/Mmujt7TXT/ZmZGb3yyiuamppSS0uLjXPFkq9cLqtQKKijo8MQt5aWFnk8HqOWMJ1xb2/PRsc3NDQoHo/b/ers7LQJlwcHBxoeHlYymTRu5Pj4uIaGhtTR0aGOjg41NTXp0aNH6urqMh4qCWS5XFYsFtPjx4+VSqXk8XjM6YCEcWNjQ6FQyEaMsz/29/fN+/Xw8FDffPON6uvrbRLX4uKiJVh8T52dnfrwww/NiiuVSikYDNpAAknm4hGPx23IC3sTjnKhUNDCwoLC4bCWlpZUrVZ1/fp17e2dGvo/evRIHs/pMCOv16u7d++qVCppfX3dRo/H43FduXJFMzMzun79uiWCTAtkhPTKyoqOjo7MiQDeZltbm+1X+LgUmnxXFKIkgYhDeS9apdi6nZyc6PLly2c8q11aGt8f7VsKKGKaS4tij7t0gxddJPgeASLoVHFN7h5j34FoQx+Rno/npfOHWwTv6dJXKIxclBuEnEQNW09at6CQxE3ACpevzT1irx8dHdnBzM8Q5130n7jAz5FAc59IgLl2fp7C4vDwUGtra0omk/r6668VDofPINGSrKvlaktAwF3uu/ScHkRHD1SPe1pfX2/IHnsUGhB6D+gDUAhqa2vNYYIzhZ/lviCuJu4DBhGjSVpxi8ChBiSc2AUVjmuAZhUIBDQ/P29+8BsbGwqHw9b9Q9DNfaPzAdJNQYCmA1oNa2tvb0/ZbFbhcNjWBog0ImV45Lh0MHhpaGhI+/v7ymazNqm3paVFyWRSCwsLZjFIBxZkdn19Xdvb2xoeHrb7RIcUT/PBwUGj5AESrKysmI0gVIkbN27om2++0aVLl8xNg07t0NCQisWi7fVQKKTNzU1LRNl78KThmQeDQRPUYl13cHBgFLxgMGhuGDs7OybMo8uGBqlUKlmXoqWlRXNzc7p+/bqmp6ctAXddYzo6Oswakj1Ep5mY6Sb7iLfxhXbF0AA9L1KLEDuyfzmT6bC4rwGw+j1H+nc83n///Xc7OzutHeWiC+40HLeVSeJLYic9HyzA8+EukYy5yAKJhMstY9PzfJBUEnWeR2ClHQNiA1LrUhw47FwkloOR1g5tPpdUL8k4Ri6yJOkMOuMiUa6Yw20/UokeHR0Z2iadtodSqZTZmbW1tZ1pP+IRyUYHuac1xWtT5FB9grxQbJBI8L0RoCWZtRvtuJ2dnTNtdpfDR7AB6alUKuro6LDqeWVlxbxjEaFg40TiUC6XlUgkLGGqVCqanJw0QU5dXZ2ePn1qBxXrpbu720QaFE41NTUmEmHM+9OnTzU9Pa3t7W1rCYJoYjl34cIFffzxx2pvbze7NnjRIB23b9/Wzs6OTfgiKTs6OjJUhOo9EonYIe+OgkYc4vf7jSu3srKitbU1K/oI5JlMRq2trYpEIvrmm28UDAaNhpJKpZTJZNTd3W0epW+//bYFwIcPH9oEQZB2xLcnJyeKRCJWLDLwaHNzU5cuXbKJd9AfPv74Y507d07t7e164403ND4+bmttZGRE3d3d1h7F2m5hYcE456wt1hlDDvCsBQ2D6gXVo1QqGZVFkn3/rOOjoyM73OFtugkD9LGjo1Mf7i+//NIOXaaAQYOiMIWzilCYQ44EH5CAeOMmvCScJFjEPRdxJG69qFfgekiiiZ8kXC6Vg4MM6gM/t7OzYzQmN54S2zh0QaEpauFcE5+IH6B1JD4Ug27sJdniZ10ggc/gcpFd5Nzt6LkxlLOC9j9uGNh58RnY6xQuxDbOKfds4bugkAV9c20KuR6QVJf6ARDB+3MO0e1zvby5z3RjGWBBsYNNKIkWsRvhN+sskUjYWcMZ6J4FxNRnz54ZOri7u2uAE2hxpVIxOs/m5qZZ6lFEpL+d5Ml9oUDL5/Pa39/XSy+9pM3NTbtfWOox9Y5OCTxp3JWq1apZ4TU0nI7Tnp6eVjwet3tQqVSsuwb9i8FIzc3NRoshPlFwQKMgTjE0JZ/Pq7e3V7lczib4zs/Pq6+vTwcHpx7ofEc8By/1FxNEOuiHh6cuYMFgUJubm0YTaWho0JMnT5ROp3V8fKx0Om05RbFYVDweN6BwcXHRXKYoOnDH4ezHDYVz0u247OzsKBaLaW1tzQSnFFfb29tGwQWgQoPlnuHsrZqaGlt3h4eHRtFrbGy0ITcAnnR9uWa4/ZwjCHNXVla+T6S/6/Hee++9y6higgyHB1X3i6b5PA8KAmini9hIMn4cAZNASLLHF+yinbQVeW02vBuYSaTgSZJUUqG6bUQXXebgo/qORqMWGCWZ4wIB0hUYucENxFk6qxR/8cABpQIpBCHFu1qSHZJ4uIZCoTOHdD6fN5SDa0cgwvuD4pHQE9RBNmiv8dp8HpAvns91M9aWUaVUuvxsIBDQ4OCgMpmMbXZGftfV1VnLiGQGlxAmQ/X399s9vXHjhg0EYLOvra1ZIYSYTpKi0ahRSsLhsCGbfAdDQ0P6gz/4A/t+ENqAbmOZyFhsuHVbW1tKJpMm0JNk9x3vYxLaV199VT09PQoGg8YxPDg40NzcnFpbW+0gYe0jBltcXLRBNBQ4+LNy2Hq9Xv3+7/++lpaWND09re7ubo2Njcnr9aqrq0tffvmluru7jY8YCoVsgArrwePxKJVKqbOz03xTKYJQ3FcqFZtI5ybFeLIfHR3p6dOnunLliq5evapHjx4ZXzscDtvQl4GBAS0sLKi5ufmMAMfrPXUymZqaUlNTk7LZrGpqasznHU/w/f196w64ydPJyYnx0xEzge62tLScSbgpytbX1y1hbWxsVHt7u+kEcC1xvVI9Ho+JJXlN9hD0HElnwAAQYdBQEFdilutV74p7WevEN9qtbvHNc93uF0U8z3VpdKCerqAIZBMklLHteO+7yDKHMIU2PNnV1VUTr0qy66Sl7CLvLlrPNb74eLFY4PMT39CoQPXp6+tTsVi07gDi0tXVVR0eHhqwQDzkWoiDHPruOcX9pCh0ix86osRu6IL8mUQZVJ/3I/mCvsVay2azCoVCWl9f1+DgoHZ2dhQMBk3rQAJEDGCYE8X+uXPnjLva3d19Ruz/xhtvWILI+2UyGXV1damnp8e6xfF4/AzfnQEtKysrampqMlcfuLuNjY1aW1uze0XShGNHJBKxvAC3nVAopLW1NT158kQvvfSSMpmMWcFC00mlUmpqajIBK/QhlzYYDoe1tbVlnw3qHNQI9Et895xHJNYMkZqdnTVqHWh7W1ub7UsAK0SArtsV/G3iCzHb7/erWq2a0BmnFESRIyMjltfQ6YvFYua/jJUf7jUudQPdAgAhlBP2hs/nMxCGvAnQjnwAsI71i26BYhxqJ25lgFmAnOQzrgaEeMO106nCrSaTyXyfSH/X4/3333+3o6PDLJCk5wkxbQ6ClEs3kM5OiyJQgYyQ7PLlwMUBVZWei1d4Tw4O+LrQROD78Tok3l1dXSaGk2QHDaI6Wp94O7oc5paWFnN8IDmFEwjy5bYo3Valy5nk+tzncH/495OTE5v6Fo1GtbCwoGw2q5WVFZsARfEAFzcYDJqoC2oKgRGEn6IE2ykEQ/D5aBWVSiX7d1AcDh9XwMCBw2YmkNPmkWSuKMvLyzawpFKpqFAomLASfhXJO0HsV7/6lYrForLZrKHZuVzODOhxP4nFYpaIhkIhOzQfP35stI5CoaB0Oq2pqSlNTExY0jgzM2P83VKpZBxihCMPHjxQXV2deVfznTY2NmpyclJLS0va3Nw0C7pIJGJWd6DGX3zxhdbW1jQ1NWUOKIzHXllZUaVSMY60y1Xz+/12EPb09Gh0dFR1dXW6dOmSHQ4TExMKhULq7OxUtVrV8vKyzp8/bw4qTLi6c+eOamtPLQFBm1jjY2NjKhQKKpfLxqeUZEIpV5BWLpe1ubmpcDisX/7yl4bc9/f3a3x83KYuQmEYHR1VPp/XvXv3VCgUjBuI73c6nTZkr7a2Vp2dnXZg7O7uqlQqWafg4ODAKA7Qf0BAafNmMhk71Nn/Pp/P+O/Yt9XW1lqCivcx3YG2tjYbAw5ftKmpyZC+3d1dE+sAHrjoMvGNPcbfQYabmppMDMvB6lKm3NjgFt2uOI7vhYMN1MltybodPek5P9cFCUBCsfByxeIcqtwXDl144QcHB9rd3VUkErHOAvGN3ylaOQv45XbgXNqHex+4LuIjIraDgwPdv39fr776qmZmZszma3t7Wy0tLSY8pWPjomQInWlJu4lELpezQleSCdJIJli3JIB8JxR2uDxRTHE2YDMHckv3oLW11cRviOGPj09Ha/f19Rko5E4pbGpqUigU0szMjFpaWkxsR2GDUA8h7NbWltEOSBahEzKWO5vNKh6Pa2try9yJEN3hl76/v6+enh6VSiUlEgmFQiGtrq4alQsOLc5WJOkMI1tdXdXu7q5u3LihtbU10zqwZra3t80Vic4JRaYLVK2urloy397ersPDQ6VSKR0eHiqfz5sNJxoJbGgBZdiL7v1048rW1pYVkhRSrGc443CnSXJZHwcHp3aAiURCdXV1xjv3eDyGoIMQe71eKyZI8Pv7+20q7eHhod3P4eFho5kAPHR2dprLEXkHqDU/19bWZp03XH1IsCnC6TBtb2+rqanJihbiAvEVANTjOXUqcTvzdOx5viTriC8vL3+fSH/X4yc/+cm7WNnw68VWGO2Q4+PnLhYcdiDHcHlYBPAEqXxcojtiHZfD6woMXV6g9Fw1zsFBIru1tXXmYHBfD4ShtbXVNrAk48JxXbSKQapIAllEHA60ZPl8/HKLD/fPfG42mcfjUTgcNo9kVPQ4puRyOU1PT6tSqei1117T2NiYISag7rTxwuGwJQ6RSMTs/Hh4vaeToUBhE4mEqf5pCdNmkmRcQreyZZgE6AvfPYNDEIhhyo9iGbRo/tspWgx7yOVySiQSevvttxWLxWwd9PX1KRwOa3R0VIODgyYS7OnpsUQb3nxzc7MkGZ1ibm5OhUJBkUhEHR0dSqVStq64P8Vi0SauEdyPjo6UTCaNpvLo0SPjk5IYktwwehdlNjx0hvY0Njbq1VdftRHJIAlra2uanZ01CpLH4zEqQygUUjabtY5IJpMx8SQFEAVSKBTS1NSU2eaBpN64cUNffvmlUTcKhYIePnyoSCSi2tpaXb582UbawqlFDLq7u6vu7m4FAgF1dnbq9ddfN/tK3GzGxsbsMIUmMzAwoKtXryqXy+mv/bW/Zl7ctA/j8bjW1ta0uLhoyRJt47q6OrW2tqq1tdXcAVize3t7Z9CS9fV1G01Np4b9z4FBIgQiDf8UsZzbMSNBhpbCAVKtVm0fkGiCGPNn9gegAEU97VA6PnzPJGM8x6UQABSQdJKUkwiTcBKj6CpRmIAcEWNcOgixFxQXYEN6PoiDBJMk2RUgu57LTNB0BylxOJN08nmIx8Rb7r37oBBwqSBcK92cdDptxQnnBS4tDEHq7u7W7/3e79l8AMAFuNLwfUHvcVmA2sO9pygslUrml8t3DrWAa3L51qB86CMAMCqVinUQ2OMAFXQBpqenjfc6NTVlaKUk83qPxWIKhUKSTru55XLZNAyhUEhbW1vK5XL2+gcHB2aZOTc3Z4UCxRz3mXvd2NhoIAsuIH19fRYbKXTc+QJTU1Nmb0khkEwmrRidmJiwdcJ9AMHN5/M2p4E1z9lD0keR19DQYHMBSPRYjy0tLUqn07avPB6Poc9cM+5doVBI58+fN/E1lpYTExM2zIthSYB6gHjsH+J1tVpVKpVSR0eHcrmc8vm8zp07Z8l5sVg0PQ7FJVRBQB4cwuB119bWmiMK+9wV73JtbgeE3z0ej2mM+Nwu6MD5TdwBvQYQdXUJ7BlyKWLYycmp+BiqIzkTseN7jvTveLz//vvvJpPJMy1Plx9Lm4yEkra7G+Ql2YHnttgI7iRXvCYoICpz6blAhSpLeh5s4QHzXkx/YzPx8yxakj+CI+gLlSHCOOgLLFQXKWLju8JCl+rhok4uGuIeGvwOukCLhdZdMpnU2tqaWlpaNDMzo3/6T/+pOjo6dP/+fTU3NxuVgXbm4eGhJdFra2smfqF6LRaLKpfLhugTFI+Pj20UtXvYEXwxhYfX6rZ+Me1vbm5WuVy2pIKkHIsjxJS4QzCmluRwYWFB9fX1hhJzcG9vbyuXy6lUKmlzc1OvvvqqpqambO0wvQp0qL29XYFAQLOzs2dGcbtcyIWFBR0cHFggc0fGJxIJNTY26osvvjCxGYb9JKEkAtlsVoeHh5qdnbVDAl7bwMCAFSzz305CTCQSJupjpCzICkVdQ0ODFhcXbR2Vy2VFo1Eb751MJq1gfPbsmaLRqAKBgHw+n03oYvR5PB63xGZ1dVXnz5+3A2hmZkaPHj2ygFgqlayoYD9NTk7qyZMn+vzzz7W0tKTm5mb9s3/2zzQ6OqrDw0Ndv37d0PbPP/9cuVxO89+O5PX5fPadsQYRFaZSKT179swCO/u6UCioWq2qs7NTJyen1k0g1AhnOjs71dBwOuSJaZw+n88mZlKMu4Uke5xDrFKpaGVlxWgDxCDa8ByabW1tlsxDRYLLTRIqPfcGJiaRfNJlcAXUJIfoFUjIXjwQSaI5SIl5Licbizw0C8QZkHAOZX6O4gt+pUu/IGaRFHI4kgBAz3NpJSTfJPfcR1d3wmclSXa50vwd4ITPyD3gnrqc2bq6OgUCAaPJgKzCi52ZmTExLi48iIQpqEhsEHaRmBD/Q6GQiVnb2tq0tbVl7XM6GNx/AAb2FUg1a4YCimQdpFOStcMjkYhNP/V6vUqn01pdXbWJo5KsM0kXdn5+XolEwnivCwsL6u3tNWuz4+NTxxrQaSgbzAAgxrBnSDrL5bK6u7u1vr6uRCKhBw8enBFs4i3f3d2t1dVVdXd3m/gO2pPr1Z5MJs0eFrQzmUzq4OBAkUjEBMonJydmBYpPOVRBioZ4PG6WgqC66XRafr9fY2Nj2tnZMdEjncCamlPvfvIH9j2JcDAY1Pz8vDwejyHkQ0NDKpVKWltbU1tbm1EAa2pq7Dvh+y6VShobG1Nra6t+9KMf6euvv9bx8ekYdp/Pp5GREbPOJdaBcgNAjo2NWRFARzoSiahSqRj9EpcYchvOIfY0Wofu7m7l83n7Xl8sJhEacs6TX9GVDgaDZzyk2YMk58QkkG8cunBYKRQK3yfS3/X41//6X78biUSs/UUQpMXAAUSApcKWThEi2tZHR0fmQvEiKkHwdcUcLqLNQUL7l0OFJN71XCXB4oAEQeJ9QRmpdl2ltysYkWQIHMhbtVpVOBy2630xKX4RGefhHgocJG5izf1cXV2VJAtsBBZEUblcTvfv35fX69Xf+Tt/Rx9++KEhy2xuOgXNzc0aGxvT9evXbSxyIpGwQ2BjY8OQSJIVd9pRTU2NYrGYiRz5HAhTMKsnAUSMdHBwYF7Ily5dstbovXv3dOXKFeOwTUxMqLu72zZ3OBzWzZs3jRMHz5ipVAMDA4aAnzt3zgz5Q6GQAoGAIVU7OzsaHx9Xe3u7hoeHTfUOn3tvb0/BYFA9PT1qbm62gMvgHhDp4eFhlUol3bhxQzMzM9Ze7ezs1Pj4uNra2rS5uamTkxNdvXpVGxsbWllZUWdnpx4+fGiFI8NKQFuhLITDYRWLRSWTSfl8PsViMS0vL2ttbU3d3d3GEybYhcNhpdNpzczMqK2tzZIyUIVIJKK+vj75fD5dunRJdXV1Zum3sbGhwcFBRaNRQ6IocNra2pROp43XGAgEbCxvOBxWZ2enEomEYrGYtre3defOHc3Ozioajaqm5tR7+6OPPlIgEDD+5czMjAqFglnaMeGRg2hra0vt7e0aGRlRPB5XPB43dBn3FkRHHCalUunM+oSKA6+aQ5wED9483qyo2OEJwtuG5sDY8f39feNE08YFYQIkYD9zIPHg7yShFIQuF54YIJ22Q0mAaePS3YJ3SKJKXOE92IO8DzGRbh0dLSa/sR7dQTTESber5vItASpqampsTZA0AqIASIAQuxQIN74TJ4l3JM/Sc1oIyYSLZtfU1JitIgc5MQVawMLCghWU4+Pjunnzph49emSUDzqOdMxYQ+goGABCm3x1ddUcgTiLXPoi4AFnAhoh4rYLqtDxPD4+1tTUlCGP7e3tCgaDCgQCevTokSU9CHOJ09PT05Kka9eunRGaDgwMyOPx6MmTJ2poOB0GRfFMwUchQKcAr/aWlhalUik1NJxOSJybm1NbW5vy+bw6OjqsUKpWq5qcnNTFixe1tbWlzs5OTU1Nqb+/X7/61a/00ksvaXZ21opYtB9YSDIspaOjQ/Pz8woGgwaEUcjQ2eHMgK5QrVYNYEin09axY43X1NQoEAhocXFRPt/pwBa6hUdHp8L9VCql2tpaffPNN5Kee8uXy2WdnJwonU5rfHzc1jtCVjpmdLUAn0ggc7mcdXFqa0+HxDU2NqpQKGhlZUX19fVaWlpSLBbTvXv3FIlE7DtglkUoFDI3pEuXLtlahiK4urpqSDzrB4s5CkP0PZwxAH/Nzc22Jink+PwIBFnHiLaZXEnRwiAXXpfvys2XsBUmF2O42PeJ9Hc8GMjCDWMzc2AcHp5O23G5aLQO3Jaq2walBQ9KzHMJ6qC4LrcHIQ/JJZO1ODzd0b3wz9wkleBOG5LEC4cA2l1UeBxSHDa0OvFmpm3qokog0C7C5Cba7qFLBc+BATJEskV7+uTkRIlEQt3d3bp37566urp07do1ffLJJ8LfO51Oq1gsKhAI6N69ewqFQqpWq7px44Z+9rOfqa6uTrdv3zYf4NraWgWDQUsq2FAkQwh7OEA4fAgoXq9XhULBNjRqYhfZqamp0dTUlA36gDudyWRUrVb14x//WF999ZWampqUTCb15MkTjY6O6s6dOxYkcrmcstms+UW3t7cb0rmzs6OLFy9qcXHRDnG+DxLcpaUlWxsDAwO2FvkM+/v7Wl1dVfpb3i5IDKNnq9Wqdnd31dvba/66m5ubunjxoq03eIsXL15UYQhmNAAAIABJREFUOBxWKBQyVBs+YDKZNJGq22aTTsWkU1NTCoVCCgaDRoOgtdrV1aW9vT1DU7/55hvt7++rv79f+XxeiURCJycnGh0dVTQateSZAvbSpUvWkZienpbH89yy7rXXXlNHR4cFafYPtlP4ZVerVT1+/Fh+v19DQ0Pq7++3tYkl48jIiJ48eWKIPJPO+vv71dLSopGREc3Pz8vv91vg3tnZMSGpm6z09PSY0A+0vampyZBRd2jG1taW+b2zD13eO+1qXnttbc0QRxToxBWXN12tVi2x4r6Q1NJ2dWkULqfZbYtKsrXguowQc3gQf0isSSiJeyTRbkfMjSWgpm7RfnR0ZMJekncXAGDQDHGA+MW9Ir7jcc5z6BaSgLM3iVs8XIobv9wE2o2HPJ8Ei/8j7mxubqqvr88KK86SDz/8UJcvX9aDBw9UKBR05coVTU5Omu1lMpk0/ubS0pISiYRaW1vV19ensbExZTIZvf322zbKOZfLqaOjQ4VCQQMDA2em54Ey8vn4fl2qI2JknF8YM+8Kx0ZGRs5oAOLxuCWa+Xxer7zyih4/fmyFLLQmxobTQvd6vaZTmZiY0PDwsFZXV81NAyCLBLirq0sNDQ26ePGinj59qkAgYEU2hawkowcWCgVdvnxZpVJJyWTS9CVcLyJDwC7eE//3F88Yrh+O9MnJifr7++17Jz7n83kNDAwoFAqZld7W1pYNqQoEAioUCvL5fLp8+bImJyeVTCZVKBSUz+cVj8c1MTGhS5cu6eDgQMViUefOnTOqTX9/v02sDQQCBpxBaymVStYxAjWn4HZ1Cnz/29vbBvZRoLudCnfI08HBgTo6Os5QMImjJLqHh6duLBsbG0b7coEyCkO3y0UsIbciB3OtO92cg+LbpSIRO934QfHAeeVq3LgH7IWmpiYtLS19n0h/14OBLG6CKz0fnOJSHtzWJBw1t+3DgSTpzOYh+ea5Xq/XEBS+IFdkg7cuwVmSOUlAK6ClQWtMOquM57NjvcP7gBi7iA/UC54j6cxio83jXht/dg8N7o90dkwu/0bQuHDhgvlZg7Rj2QUNIpFIaG9vT6VSyRI7OKBUswsLCxoYGFCpVNLS0pJVqSB5Pp9Pvb29NmFwdnZW7e3tyuVyZwQFkkxgQzIxMDCgTCZjCTKG+KAB29vb+v3f/32VSiVVKhU9ffpUGxsbOnfunPb39/Wf//N/VjqdNg9jrLWam5vV1dWl+fl5vfTSSyqXywoGg0omk3r8+LEODw9VLBZ1fHysSqWiTCaj3t5ezc7OqrGxUR9//LH+9t/+29rY2FA0GjWR49LS0hn6h8dzKtYaGRmxRKFQKFiw297eNpsjphNy2Dx+/FhdXV3WYi6VSioUCoYAXL58WQsLC1awIU6lI9Pe3m6qbyyXOJBKpZJWVlZ0fHxsNA2C7fz8vG7fvm3rkASRMbMIDUFugsGgnjx5YoNe+Pw7Ozs6d+6cstmsnjx5Ysm+S1s5Pj6dHggXvaamRsViUQsLC/riiy8MRUdslMvlDFVimp7Pd2o5NTU1ZYMfsAtEkErCig0UaxFfcFrskoxCQMuXGMNrkIiibchkMkYngV+LUAkfXwpqrOBIOqFakfQSL3gv4o/0HIl2E2AXwaQrhmjXpUDwMyTQxC6XGuEmzRTkxCk37mC56OpKQErdBJtDEKqE68EP4o4GBfSJzhH3gQ4e70c8d2Mdv7sPt/j4LkTfBSO43pqaGgWDQWUyGcXjcUty9vb29Md//MemF7ly5YpmZ2ctNmFtSfFNR4LivKOjQ52dnbp//74J4WKxmInc6aJ0dHTok08+UTqdVqFQsCmAiAgDgYDW19e1v/98iA16HDQntPePjo60sLCgZDJp9CFAi87OTnk8Hj148MDQVZwQgsGg/H6/uru7NTo6qqtXr9pkUew/mT7I/SoWi4pGo9re3tbNmzf14MEDXbly5YwuAd/oSqWi6elppVIpSaetfu55W1ubMpmM3Us8+DmLq9Wqurq6VC6XLQ5DQXCpACSRXI8LhpF8b29vq7Oz01yAWlpaND09rUgkonK5rJmZGa2urqqnp0eSzHrvN7/5jYaHh01jUi6XzUkKYSDCT8T6W1tbllju7e0ZgEbxDMILcIYbEIJI9g+IL5S5SCRi+5zrhxdO4Q5dEmFqPp83/2+42AA53I/6+noDSIgp7GU3uWX90U3a29tTPB63/UtHitiHAJN9xdmPYxO5mavxIDaAkLO3s9ns9wNZvuvxk5/8xBBpAjoHEEGQL46kjxuMVRqJMoHy5OTEvFlBlWhfQOaHxwQazAMhBQuUKpHFxCFJIo7lHXxrXotkms/G5yPR4MDAtovqjoVGkOXgc1Eft43pHrb8/cWk2iX5UymT/IXDYX399dfmJAG3kelMBIBKpaLXX39dyWRSz549M4eEmZkZ4zcdHBzoyZMndgjevXtX4XBY169f18rKisbGxtTV1aW+vj7j2kHVoTrFChEaxPr6uny+U7eL3t5ebW9va3JyUrdv39bs7KyJOCKRiC5duiRJ6ujoMKUxNmuzs7M2xpggTtfj8ePHCgQCikaj1nK9dOmStre3tbS0ZAKep0+fqq2t7QwC5PP5DCGmkMPzdGFhwVTujY2NdtDCfdzc3FQkElF7e7vm5uaMTnLu3Dk7DFjndBRwE0EFznqD20gwzmQyVqS5awaOLxMgI5GIHj16JJ/PZy1C0IjOzk4b3kOS1tDQYJ7pY2Njunr1qmKxmD777DNzOOns7NQHH3xggj4mhc3Ozp4R2h4fn475xp/7+vXrJoC9ffu20um0TVrLZrP6+uuvjcbCAICTkxN1dXVpfX1dhULB2sYuJxIOeCqVMvQRFBbRjyTjJcM/Zs9CY2B/0G4lVtTX1yufz1uiQuLn8/nsIDs4ODC6Axxr+LIMKaIQA8lxETa+QxcZByXiO+Z30Cs+vyv+4tByebY8+FzEE65DkiUErB+3Q+bGHBKK2tpTS0te57sKfRchPjg4MH6o65IEYMHPECugyfD5JJ2J0a7gyY3tFBbERL4nOl3hcFgej0cbGxsaGBjQ/fv3de/ePbOSOz4+HZn9gx/8QJ9++ql6e3v1xRdf6Pj4dOgGXGAGArW2tioWi9kZtL29rf7+fn322WfmJd/b2yvpFHns6ekxMRrXx7kFuuf1ek3gFggEtLS0pHQ6rVgspmw2a+uQ+AcvH70I65CJqjs7OzbCmk7Y6uqqOjo6jHKDA4Mkex5dk0gkokwmY+JqzuuVlRUbyoQolrhJt6GxsdGE4XV1dUbrwtsbTi2xKJVKmbOPWyQBMoCQQo3w+XzmyezxnGp2oF4wGAd/aVcs+yKPf3193Zx31tfXDRCiM1AsFlUsFpXP59XT06OpqSnV1taaDgYkOBwOa2pqymIDbipQUuBKQx2F302yvbu7q3g8bkAEXHFiJ8gy9IrW1lZNT08rnU6bSB9gp6mpSalUyqzz6JgRB9C0uEUn+ifXGQtwC7s7l7JF8UXR4XbXiZVoUJhUyb3CyYs/7++fDtz5HpH+jsd77733LqOrQRk4CAm0oCkEY9ezmAQS9MFVf0uylg+VkivS41Bhobg/z5dMy4UWZE1NjXGECErSc29SFgjPpW3MopBkPEIENqAuXDN8IBa0iy4RWN0gwuElnW13uvZRHB6tra0qlUrGUYI3dfXqVc3Pz9vBduvWLd29e1epVEqTk5M6OTkVZz179kx/+qd/qp2dHf385z/XSy+9pO7ubsXjcTvoSbz/wT/4B9rf39fMzIwmJyf1xhtvaHFxUcvLy9byCgQC+tM//VPdv39fXV1dhvCzgfv6+uT1es3/l/GzH3zwgX74wx+qr69Pm5ub6unp0dzcnHp7e3V8fGwUk97eXquyY7GY5ubmFIvFLFhGo1FbK9BqSJBXV1dtve3u7urKlSvy+Xzq6+uz4UHwbFmfnZ2dWlxc1NHRkdk6LSws6PDw0BAKUIF4PK6FhQWjPiQSCS0uLpod0NbWlj23vb3dvk9GhZMsrKys2IQvEPG9vT319PTYhMlKpaK6ujpz6AgGg4amj4yMWEF4cnKiaDSqxcVF+f3+M97HUByY4BiPxyXJ+MHSqUsGnHkESYlEwlr32P7NzMyYKDMSiaihocGG2Vy5ckU7Ozv6+uuvtba2pomJCfn9fl26dEmvvPKKdnZ2lMvlrFhobGxUZ2en0WvC4bB5csMrX1paMvSFaWEo7ilSGKELMoywCaoFgXx6etpEShRJTHbb2dmxdj2fC8oSiCJrjzXjKufdJJ7vxE3+Xmyh8uCQc3nBrnAQlJo2rds5c5FuYhAHJokmAAaxSHo+7c+lt+3v7xtXlcQEcIPCDr62e00kAYAkbtLLNVFk8D4ukk7s49q5DmKye13uz/FvdBrcKZzE1KGhIfv/QqGg4eFhTU5OmoPH1taWbt26pY8++kj19fVaW1tTNptVd3e3pqenz6Cmfr9fd+7cUTqd1vr6ulZXV/Wzn/1Mb775pvx+vzlq0GG5ffu2lpeXLXmmADo4OPWALhQKJpLDBSeXy8nv91sXr7e3V/v7+xZjmIq3tbWlcDispqYm01CAgMZiMdXU1GhlZcXOVxBzr9drLjt+v1+zs7PWUYQGB0BEERAKhXTu3DlDp6Fgoj/BpYOEn6EvUFkYnlJbW2sWnhShAA1w/t21l81mLQE+Pj6W3+83bnA+nzeXHihe6XTaBMRer9cmwfb19dn6rVQqSiQSxvWFvtTX1yfpufc75zpCPahf6C/oFnKPANooVomZdFShDpGzcO4XCgXTMbE2XP/zlpYW49KT17jDs7D+ZD9zf7Dtc7tUCC7RBDDjwc3bOEsplt0JiW7RDSqPQw8WhjghkZ+xr2tqar5HpH/X47333ns3FotJki0g2t8EWnxcXVEJC0l63sYjmCPiY+EQrKXnQ1e8Xq9ND+S9pecG/i8m5CCmeDu6Bw+INVUji8zlA9J2cwU9BFiU3i8eMq7Ah8/pHpbuveDBa9LOJaDxb5KUy+VUX19vLX98MhsaGmxU7vT0tFpaWvR//+//tTHVeDpPT09rZWXFhlX8n//zf3ThwgVDNfr7+zUyMqIvv/xSy8vLWlpaUl1dncbHx1WpVExUR9X705/+1Hwy5+bmrK0+NDSkTz/9VC+//LLm5ubMON/j8Sgej5sIrrW1VeFwWK2trXr48KGZ7sN5pgtAgAGRdEeJM5iEaV+lUkmzs7OWGDBeGioKyfLJyYkCgYCN0UXwg1jQ7/ebyG5jY0OFQsECm4uWRqNRG7nLZ4nH4xZM0um0Hj9+rJ6eHhtUkEwmJUmxWMzU4Pi4woXngCGQNzU1me9qXV2dJd9u0NzZ2bHRr/F4XNls1oIePttdXV2WMKA+J1H1eDy6evWqoVZHR0fWamRkfTAYVFdXl2pqTgfeQFNJpVJ69OiR7t+/L4/Ho0wmo0uXLqlUKunw8FDz8/MaHh42tHpra0tTU1PyeE4V/yBwoVDIEiFawS0tLZqdnTXqDnuJjhJxBPQRS0IEYuxbUHm/328HMSgy+xWXB3iqJOzsfzpacMWJb+xxnueipiQmJPvES5eyAfrL67D/+bsr9nOLcpJLKB8ej+dMN45kk9dx4x5JNq9JnOHzufGRA5Rr4j3pIpIs0TIGeXY/J/ePuOeiztLZRJp4zs+7RQUxWHqO4j979syEeC74cnx86jxEJ+vk5EQzMzM2Thnv5jfffFM1NTVm6QkYQWdNktLfim8RmqXTaTU2Nurx48fa29vT0tKSgsGgrl27ptXVVSuu2euZTEbnz5/X1taW0Z/K5bIWFxeNApXL5SzpIaaBGEuyVjsx7eTkxNrzwWDQYgTIqcfjMSSVIUdwb0met7e3lUwm5fWeuk3QaYA2UqlUDJwg4S2VSurp6dHJyYmy2azpYoiRuVxOkUjERND45aOB2NjYMOvPrq4ubW9vG5perVaNeuL3+xUOh5XP500r5HZLGHmOeJbkmC4JNqi4iEDroTtN/MC2lqLg2bNnBjKxnwCxKIyIHVAXXZSWhJ6hXbu7u0a54CxJJBIKBAI6OTkxlNzrPdViTU9Pa39/X8ViUSMjI1pbW7MCEzEoA83cDjhdc5dWtrOzo76+PrPAw7AAQJC8jYQcLRDdMfYc9obcR/QP5DJ0+XhNuncnJyff+0j/rsdPfvKTdxm/S7sARIL2JoI0eNOgDJKslc3hgc3dwcGB8Y0JfBxABH23deq2dQl4BFM4ra4CnRYrQZPDBYqG9JznzSLgecfHxya84GfcooADFyT+Ra7zixQPN7Hmc3MNJC4cTjU1Nea5jGDSdRLg3h0entqm/Yt/8S/MoQCEnil77733nv19dHRUL730kiTp888/1yeffKLOzk476NPptF599VX19vbq7bffVn9/v4rFov7gD/7A0M5qtar5+Xn9u3/37/Tll1/qo48+UjAY1Pj4uMLhsJqbmzUwMKCbN2+qv7/f0B5J+uSTT6wAGB4e1ujoqD766CMTsXV3dxvCdv/+fSUSCd29e9cEO+fPn1dDQ4NCoZBWVla0s7OjS5cuKRgMmjcq67G+vv4M35314Fr/ra6uWrK0s7NjE9s6OzsN3WxoaFChUFBdXZ0WFxd1cnKiWCxmQQc3l+XlZUmno8rpWJCIkHzA7cZb9OTkRMFgUI8fP7YiqKOjwwqL3t5ezc3NqbGx0VT1oOXhcFiRSETFYtHWyPDwsJ4+fWr7EF9pv99vfMn29nYb5vLJJ5+ou7vb9lQmk7G1QOIOwtjb22staVDrd955x1ArxIObm5vq7e01tCOXy6mnp0epVEoTExPK5/M6Pj71AObAPjo60v379w2Zxw9XkvGUQYIpvrFRxM2G5A6OH2OLoaaApkAlgZ8Oasd+p/h3RTRussb3Cg3E1YlwwIFcERcAEFzBovT8AHLjDkmDy51m/7zIh+ZQY727nToOYRekQH+BAMqNT/ydOMX1uckxyTSfH+CDOPliUu6i1W5R8CKwwLW43Gm3m8e9QaAbCoVsohvfBUDO0dGRtre31d7ert3dXaVSqTOFUWtrqz744AN5PB719PRod3dXP/jBDzQ6Oqre3l4lk0mFw2E9ePDA7jNOPy6HFGoAsYexz3/5l3+pv/k3/6YymYyy2axpBy5fvmw6nNbWVkWjUaM31NTU6P79+6qrqztj2ZpKpQy8ARUuFAqamZlRf3+/nWH7+/tGpcKFh4KC/VIqlew10HS43x/xC7oBFpPpdFptbW1aWVkxOiWxl5Hf8KdJ+hjKMTMzYxoP6FYHBwc2JMmlbLoCd845+Llwr+FuU0S5PONKpaLu7m7Nz89rcXHR3k+S8dE5v0DMY7GYDW+hsMS55O7du+rp6bHEs1qtqlwuKxaLWRzg3I5EIpbI7u3taWxszLq09fX1evTokTwej02nDIfDNggLtypGqZfLZUvQmSNQKBTMnQTUmv3tzubAdnFlZcViI91FN+cAcGlubtbk5KQCgYCdGVyH6wjl/pmuHbGjUqmYOJ77ncvl/v9KpD0vBoH/tz/8fv/JtWvX7FBw0Vp8J6VTYROezS7nVzqLkLhcYldYc3x8fIbzxOGDKwfos5uwE9RZJG47EQU53xdiGV4HxJu2BkIwXo/gywOUBKsfDgwCEm189zCTnifPHHov0j5AjAgs8LBAJI+PT8eKbmxsmMAul8vpRz/6kaanp83jk82DSABPyFwup4WFBV27ds24xjMzM8YxRnhzcnKi8+fPWyAEjd7b29Pf/bt/V+3t7frzP/9z3bp1S//pP/0n9fb2qq+vT8vLy3rzzTf1H//jfzTXDvwxCd4vv/yyMpmMisWiefpCCWpsbFRfX5/+6q/+Sv/kn/wTffrppwoGg5qdndXFixeNJwiNoqamxjyFo9GofY/BYFDPnj1TZ2enLl68aMI4ihOv91TYWlNTo+XlZcXjceOOwcunmOvu7lYmk5Eka71ubm7a2sByKBgM6re//a36+vr+fxA6ugxLS0s6f/68DVSgHTk3N6cLFy5odXVV8XjcnDL29/fV19dnyDntQK/Xq+XlZfX09CiTyViLFWS2UqmYMIxk8+WXX9b58+f13/7bf9OFCxeMX/3s2TPV1dWZFy2uIicnpyp62uf19fVGk1pdXbVDuq6uTqlUSpFIRL/5zW8knQplGVzT1dVlU+GKxaIuXrwoSbp+/bo++OCDM+Jd7gviXvxz3cKVQ4rWPnuMOABX001aUbaTvHHQZ7NZS5q3t7cVCARMeMS/0frl0MKNyEU7XX96nD4Qn7GOdnd3LdFxnTFcKgOJ7e9KMF21vKsVoW3b0NBgrhnEWzdxJQklRkkyWhvvSZEpnSbIbW1tVqBx793YRtx2k3n39V9MmAEj3JjnJthuLCUhd6/D/X83iVhdXVUsFrPrbm5u1sbGhsVxgAJoQB7PqQbh5s2b+uqrrwxF5vvDcxqtAII8hkqtrKxocHDQCnESLXi9qVRKX331lc6fP6+joyN99tln+of/8B/q8ePHqlarOn/+vLLZrHV2MpmMEomEfdZcLmeUKxLYwcFBffnll3r55ZdVLBbl9Xq1tLSkW7duGe+Z66dAZ13zfQYCAZXLZYt7dCjK5bJRwPj+KS7j8bgmJydVU1NjiR3J89HRkfFwW1tbz3RTY7GYVldXdfHiRX366adWZLPmmPIZi8U0NjamdDptCSG0m/X1dSWTSeXzeYXDYUuUZ2ZmNDw8bGh+R0eHnjx5ouHhYQMYGBzDOoOnDDJbW1urxcVF1dfXK5VKmbPUzs6OTc6lyz7/rSc++xzQjhwIC1HoWKurq0Z9isVipkFg8uv29raWl5fV0tKiWCym2dlZEwD29PTYmciQI3f64NLSkqTnw4PcgppBYgcHB3YvAXEkndFtuMU8yTMoOjGQvet2yoltnAvEDZBr7sH9+/dVLpfPtqC+4/H/OUT6vffee5fJd6DB8O5IXBsaTsdLMzbbTVbhQJNEcsiRQLooDIGOv5+cPDcMl2TosisWks6KfUDLa2pqzO6GAQosQBYbG4PDBlTDpYDwmeC8cajy/3wukn83iXYfHKB8Xu4HhzrJJfeP+0Ty4/K633nnHf2v//W/jCeM6MBFjnZ2dszE/8mTJxoZGdH4+LgJAQcHB02YOTs7q9dee01Pnz414cHExISOj4/1z//5P9e///f/Xo8fPzZzfrx7nz59qpWVFb366qva3t7W6OioBbILFy6YeHBiYsKGcKysrGhjY0MXLlwwnuD6+rp6enr02Wefqb+/X48ePbLhGKAVWHUxEKCtrc0oKZubm2pubjZLKFp2vb29phTH0cDrPR2SsrGxYW0+l1pCckpABSlqbm7W0tKSUS82Nze1tram1157TcvLyxacEEV9+eWX2t3dNZFJY2OjZmZmlMvl9Morr1g7EOEiHZXW1lYlEgmNj48bVw5/afjGtHmh7zBQpb+/X2NjYwoGg+rr69Pk5KQ6OjqM09vV1aVkMqn0t0MMXn31VTU1NZnHLAcRY6MbGhqUyWTk8526HkCBQHT09OlTvfrqq2poaFAgEFBvb6/i8bgePnyosbExDQ8Pq6WlxVqvd+7cUSQS0eLionHGSZJwDfD5fOZ9Kz23hcNfmoL74OBAuVxO0mkCBW+dfX58fGzOApFIxBCkcDisxsZGE0SdnJzY/QcRI46AMFPwISJtamqyRJMEzOX7chARhxAPsv95TfdwgybH/7tdNxIftwVLIks8cTtvLiXDTZiJdxSXcLxx9nCBDJJwYjcORm7nkETb5VW6CTTvz3VwndwbOiDEbn6e6+L/XXQfbQafE2eLarWq7e1t/eN//I9NVH50dKT5+Xn7DMT2L7/8UoFAQDdv3tSdO3f061//2uLQnTt3NDQ0pHK5rLW1NeXzeV28eNHoPazZ+/fv62/9rb+lpaUlEzlCx4PiMDExoVAoZFSi1dVVlUolXb9+XblcTqlUSnfv3tX58+c1OTlpAkPpOb99a2tL6XRaT548UTweV6lUstjEvqFTuba2pkqloqamJtNJoInAPrOpqclGo5fLZfX29qqhocFiOjSvmZkZnZycmCMD1K69vT3TnBA3sKOFPlJXV6dnz57p0qVLymaz2t7eViKRMCBsYmLCChumUs7OzpqYExvASCRi3GzoWQi8QdlbW1tt7/PvxHroI5OTk+bfzGeB7kbhwTlPJ/jk5MSG3ZAQc44fHR0ZBZFzlzWJjmB9fV2/93u/p+XlZROg7u3tqb+/XzMzMzo6OlJ3d7dCoZDC4bAmJiZ07do1TU5OKp1Om+Cde8tnq609HbYmPUfyXc2WJBMVcr8Ro/N/gJrQIYmtoVDIQAyXdoV7CX7Zx8fH1kXlXpAXfS82/B2P999//11ES9xYEtIXEWeCLI4HL6IwHDQucuFyojmQaMGwuPE8dG2dJNmh4AZ1nkOizwHK33kun1167qjB54NrCGeKRcnnBK2iOnTFNy6t5UVuoKQzLVP30OFa3YNEki1cghx2QENDQ8Ylq1QqOj4+9ZP+5ptvDEWhpd/b2yuv16v+/n4dHh5qeXlZjx490sjIiNbX140KQNvy8PBQAwMDev311/XLX/5S5XJZU1NTGhoaUk9PjwKBgI6PjzU7O6t/9a/+lZ48eaJ79+7pb/yNv2GTFkGPwuGwnj59qlKppMePH+sf/aN/pL/+1/+6fD6f/uzP/sx4wLFYTJubm3rw4IHW19eVSqUUjUY1PT1to5pBCHd2djQ4OGjOIV9//bUODw+1ubmp4eFh4wpibs8wDfxgM5mMDViJRCLm1wkfHvu4mpoa4yiDPpTLZfOahS/d0tKi+fl5o2Z0dnbq1q1bmpiYMDRwaWlJbW1tSiQSmp6eVldXl3K5nNk3kaAdHR1ZO/T4+NiKJLxHQZJ2d3etdXp4eDoR68mTJwqFQva6rIvZ2Vn5/X5FIhE9ffrUONoMg2CaIWuZEdBMFKQoGxy0yx6EAAAgAElEQVQcNFS3s7NTzc3NNtCgVCppenraXDCYzDUwMKDd3V1NTEwoEokonU4bD9K1XUylUurv77cW+vHxsfmhu3sR60I4fiTPL07chG7Bd1hbW2vCpsXFRUPBWRMMHHL5l7u7uwoEApbEgi4jTiIpJJHlIHOBALpKLnBAO5a44zqAcG2gwMQ54ibXxPNBRaF4uBxqN7nlc/E7z6MF7XYNiZfERD4vD8AHEtQXiwjiK8MxXFSZOOn+PK8BWuYKNvk3igs86uHHkhxz9nz44YdW8MA/xkaNJNjjOfW+xhL04sWL5qYwNDSkr776SqlUSoFAQIODg8rlciqXy5ZkbG5uamBgQI8ePVIsFrM129zcbJ2CXC6nP/qjP5J0OoEUZJPR0cSmQCCgkZER3b1714rRV155RX/+53+uWCxm7XOoKAxrYQofzjaAItVqVW+88YZ2d3d1+/ZtAxmIxZOTk4pEIpYcsZbR1ywsLBjHuqOjw4SGOAixR/DcR+wvnQ4/4voTiYSq1ap6e3tNiHdwcDoo6fbt26pUKhofH9fw8LDa29vl9/sNHOjs7DSaCfxbwC1iMcUs3QTcTE5OTqxTQ8J/7do1PX36VPF43PjyxWLRNByIliVZbEqn0xodHT0jruf8xcGH6bzLy8sW2xE4+v1+E2tTRODWQbdqc3PT+PE4wwDqSKdd/lKpZNNtGVmPVofYxj4DFEJLU1tba0JsTBjIh4gDuE7V1dUpHA6rVCpZDKI4YP/R/WK/8Vnh5Xs8HuVyue/Fht/1AJEmmHNAAesj5qIFQGAHLZB0ZkIOPDOXAuG2G2gpSLKEmENrd3fX0BOv12u8ShJSd7Pxvoy15jMT0OEG0pJwlfJua3Jra8sCt6QzSTDJIkiwWyS4aJF7jaDX7oHCwQHqwmcHjfL5fOrv79fy8rJ8Pp82Njb04Ycfqru72zy1mRhH66u7u1vlclnT09O6cuWKlpeXVSqV9MMf/lAvv/yyUqmUfvnLX5plWqlUMgFGIBCwZKlSqejv/b2/p+vXr5vl229/+1sNDg6qoaFBX331lf7yL/9SL730klEASDAaGxtVrVa1sbGh4eFhhcNhBQIB/eIXv9DVq1d1/fp1/c//+T/V1NSk0dFRDQ0N6c0331Q6nVY8Htd/+S//xYZ7HBwcWMLLNTY2NurOnTt66aWXtLOzoz/6oz/S7OzsGX5XXV2d1tbWTDQRCAS0ubmp3d1dG8tLwKbwk2ScxpWVFbs3hULBqnG37VxbW2vTDwcHB7WwsKCenh4bJDMzM6NYLKaTkxOtr6/bSNtz587p5OREKysr6uvr0/r6uoLBoInpSN42NjY0NTVlwySgkJDkx+NxZTIZQ/97enqs4wDKMzY2ZvcD+s3HH3+stbU1HR4emjq9Wq2aD+rBwYHu3r1rghuEUEtLSzYZE6cUXjudTmtxcVHXrl3T5uamFRnsZ8aa4z9NcklSXFNTY6PlpdMEGtSE2OJa0YGEgSJB6WCfgCRubGxY0rq/v29cSvx6QTZJSEOhkB00FNMg827XDEoWiStUND4rwhy360SiSkL7IvLqJpzEvhfpGcQYF2jguonDxFI+n3TWgo/XowvGg84YnxE0m/ckocCFgZ/hzy6nkjjqOhS5CTcx/0WAxf087rnA/eagl2TF/+LiogYHB/X48WPF43EdHh5agtje3q4LFy7YoJ7h4WH97//9v63gLRaLxlH94Q9/qM8//9w6YsViUbW1tTYtz+/3m60aaD0T7SgyGLX905/+VOl0Wmtra5YgUsAFAgHNzc3Z2ej3+zU+Pq7t7W3dunVL6+vr6u7u1sLCgoEG9fX1+vt//+/rN7/5jVmfMla6pqbGhjLRFcPP/fbt28pms1pdXTUKTEtLi9nWSTJv7JWVFXN6YDYBey0ajRrA4ff7jXKHA1KxWFQmk7GfKRQKNhAFql9nZ6eq1areeecdTU9PGyeb5JI9XlNTowcPHujWrVvK5/Oqq6vTwMCA8vm82YkmEgktLCycsYskls3OzioWi9n4dOxOPR6POQUxMIwu7v7+vnp6eswxCEABSin+/T6fT0tLS/J6vZa8ug5eHo/Hvi+P59QFaWdnR2traxoeHtba2pqtUfYXuhbE/BQq8Nrhz/M+rD1oF6w7wEy0AxQ729vbRolxtSHkdORW6+vrZ4pfn89ndrXkTMfHx1bQEAcolL5PpL/j8eMf//jdaDSq+vp6S4RJPFm8VEJUgdJpsIRD5SIfLwZLFhILQ9IZqzgWGYtdkr031Z17KBGA4Qi54kVXYEFLk0OIRKC2ttZQJK/Xa618EDuCP8g8nD7QHBYgn8NtCb3Y/mSRuoclyQDoN9f829/+Vl1dXTo8PNTFixfV0NCgzz77TJcuXdLOzo7u3r1rtmpPnjxRY2OjwuGwibXYgL/+9a81NzdnlkiXL1+2EcgkTZJUKBTMTm9qakoff/yx0um00t/6oS4sLCgWi6m+vl5vv/22jo+PNT09rbfeekvLy8tGhbl9+7ZZjQ0ODuo//If/oGKxqPX1dd28edMcR/Aa3t/f19zcnKrVqv74j/9YCwsLamtr09TUlJqamnThwgX96le/MnrC9va22tradP78eS0sLFgyD++LhABrOVwaOCSi0aj5UHd0dFinYXV1VV1dXbpw4YI6Ojo0OjqqVCplQhnWFlqBP/zDP9Ta2poymYwdfj6fz0bdIg5EoAQ6AV0C/2SoPKi3+/v71dnZqZ6eHrNSYhpoqVTS1atXNTMzY4IgxI14KxcKBbW1tcnn89mwidHRUfMDvX79ukKhkKForBWGuKCmR7AHf5bx7VNTU8Y/h0tZW1urqakpK0RIPGpqTsfSrq+vmyuMK/h1xYbxeFx+v99QekkmInLRTURQFJ4cMiCWxJOGhgZFo1HTFLhdNa6X5JWEDQSHfVxXV2fipOPj4zMjdtnXJOocODz4jmnDsydwGCGGEFtAn0mmSUxJ7knOXQCCOMk6gIJH8usi5SRvFPJ8ZvcB2IDehPcnYUSPQfxy3+tFVJnXc5/H9RLn3Ovn+byeS6dxqXwNDQ2anZ017mpLS4tu3LihL774QulvnWMKhYKq1ap6enrMZhE7uvn5eYXDYUso4EJvbW3p8uXL8ng8llR2dHRoc3NTm5ubxpeXTsXbqVRKsVjMeLZMib127ZqJFQFlQIgZMoJWJ5lMKpvNCiplqVRSc3OzJYb43P/VX/2VBgYGjJ9dLBZVKpXMKSSdThuAwHOWl5dVX19vfsAUl21tbWpoaDAaGO45Xq/XOnle76mFZyQSkcfj0aNHj7Szs6Ouri4bJuLz+ew8RhBIojU4OKi9vT1lMhl1dHQYF7xYLOrzzz9XMpm07pnH4zkj7Ex/66Cyvr6uSCSi6elpxeNx04gcHh5atw1PfeIA5x9JOI4j+PtTfNMFTKfTlmdA59jc3LT1DXUVC1P0GG7cYK1WKhXl83kNDw9rYmLChr1I0tzcnK1nhmqRDJdKJW1ubur8+fPWvSqXy0ahIcYAQBCb6FIBGiLCZYw3XT72rpv3MFXRnYJK/CKeUQgTc1yxNWChdIrof0/t+I7Hv/k3/+ZdRF2STLjBLwIyIjJ3fC+KTpIN18JKklVOtBdARlyqBW0FEk02m8tHdhNy/g4K4wpe4BHSvn5x0ANoNgc+n5MK2j0wWVR8Dpff5x5WHCbf9XARmRevHxRQklWEJycn5oUbjUZ1/fp1FQoF8+Zlc0JXWFhYsClvOCD8yZ/8idE9eL1SqWRTCOGW4mVaU3M60e7GjRv68MMPVa1W9cknn6i3t1etra2amppSNpvVpUuXbFz3+vq6IRJQH3Z3d/Xw4UNtbW3p5z//ud3jvr4+pVIp/eEf/qE8ntPx1Z2dnXrrrbf005/+VL29vRofH1cqlVJvb6+KxaK1ABsbG/XOO+9Yu7WxsVGLi4tKJpPy+XyWjOVyOUWjUfMWj0ajkmQtx83NTT179sza+wcHB3rttdd08eJF/dmf/Zmi0ahee+014zHC4UXhvri4qEwmc2Y9QRXJZrP6t//23+rzzz+3QwvKw+LiolKplLzeUz9Rv9+vRCIhn89nQwUYC7y1tWXfh7sfaUM3NDSor6/PqCwcwiTuCEuxxwPNWlpaMqERTi0MA9jc3DT+dSaTUTqdtlHwBwcHdh8pnBjp6yLBHs+pYn1wcFCZTMZ40yS+WEgFAgF1dHTYYYQPNe1D9j4PYoS7twnotPs5YPb29kykyD28fPmyJTh0PHhNn89n9BYmtHFo8L2iFeDQdQt9kmLiAjxMOnRoFyhySfx5gLjSJXGTaBcpcpFk9zmu2IrODIUDiTk/x4FI/CFx5vV4rxdpI65toCs+5DWJXa7bCHHR1YLweJGCwj10f9a11KurO53IyDmDJzj2Xsw+WF5eNvoCHc3W1lbNzs6qXC7bGtze3tYPfvADLS8vq6mpyTzOy+Wy/H6/1tfXrS2OXogOw5UrV3R8fKxgMKgPPvhAkUhEb731lorFojye57aPFy9e1Pb2tnnGl8tldXV16fj4WIlEQj/72c90/fp11dfXa2ZmRnV1dVpfX1dXV5fZinq9Xt28eVOPHj0y+gmJ19OnT5X+dggX+yD9Ld8WdDgQCFjcoqDr6OjQzZs3zTIUv2C81BsbG5XL5ZROp1WpVPTgwQP9yZ/8iTKZjEqlkm7fvm1oKzQD6FbSqXNGNBo1gKK5udm6bpcvX1axWFQulzOAARAAUAOvaKgQlUpFoVBId+7csX0EJYMOKw4ag4OD8nq9yufz5iePwwk0PI/HY/aofMeHh4eampoyAI04AOcY7RfUDpLnhoYGo0kyHn5ra+vMwBsEhNFoVA8fPlQikdDKyora2trMWQgaEvx7QASmP6L3WFtbMyDCpWdRUNMZ43eQcxf8c4uSjY0NE/Ayxh2KmgsGAmC4Q4n8fr8WFxe/T6S/6/Hee++9m0qlDL0g6SWogoBx0/miaGXyBeLnWigUDFFgw/J8AgcHDoGSBJbK0OPxmM8wB4AkmwpExeS2JqXnbUws+EAaOECoNNmI29vblpRyMLuItHtwuAeJizi7SfSLiIwrLnJpHaBcHFCgPySBPp9P2WxWv/rVr3T58mXl83mdP39e09PTZ1AjqnC/328epQ8fPjQvX1TDN27c0F/8xV8oGo3aoAJQk8bGRt26dUuvv/660Sq6urp079497ezsWHvqzp07hibSvka4MTk5qaamJt26dUvd3d16+PChmpubdffuXf3FX/yFvvrqK83NzWl0dNRQTga8HBwcqL+/3w71kZERraysGO+bgSnNzc2SZCjn/Py8rl27Zhw0pjI1NzersbFRa2trNmr25s2bSiQSunDhgo6PjzUyMqKFhQUTGv36179WV1eXjdwlmB4enloQ1tTUKBAIGKd4aWlJPp9Pr7zyin7xi1+YmA0/Vb4PScaj7uzs1Pz8vCHF+/v7htq6/D0OOPYh+4kWaz6fV7FYtGEJJOWgQ9PT04pGozbBDAcODstEIqGjoyMTUzY1Nam/v9/W49zcnDlbsCcSiYTa2tr01Vdf6cKFC2psbDTv2bq6Or3++uvG8z46OlKpVNLg4KBmZ2eVz+fV29tre4tDZGNjwwohvnsSLHxYaam6SSBxACSFQp99z0E9OztrCSdcUTcRgx/KmgLBcRHrra2tM+JkV9FPUUV8IZHFlg4KAAUHQmLWMoUGQmnez41DXK87XAp3AQ5vHi6fWXrupMFedWkm3DOXLkLbl0SJYVF8N9/FxXb//CJlxX2OK5Dk4XYM4Gi7HUmSFjqDWIDy2R8+fKhAIKB8Pq8333zzjKWiJLObhPcZDoe1vLxsxaDrl53NZpVMJs0n3u0mPn36VOFw2Dp0iJvHx8dN1Pfzn//cuLnNzc0aGhrS2tqadUiWl5d1dHSk4eFhGwLCUCbEarTNSeAp6EZHR437HAwGNTk5qaGhIR0fH+vGjRv69NNPde7cOc3OztprklRCBejq6tLMzIwCgYA8Ho+Wl5etk7W7u6ulpSWjFnZ1denKlSv67LPPbBhNPp/X3t6erly5YoXp0tKSgT7BYFCrq6v2+tyjarWqDz74QFeuXDGhM3MQGNLCGdPc3GzoLeusoaHBgJpSqXRmGApTd6EYUvQvLi7q8PBQvb292tra0v379w31npubswEuuPxQZFM0Agp6vV5z4AB4wu3I5foXCgW99dZbhqSDRmMPCj+8vb1dra2tyufzikajCgQCGh8fVyQSsTVPTNvY2LC8ABDT7/ebQJV9cHDw3GKYvYig2t17FJSAIXQWKEwQSxOziAck7K5e5HuO9O94/OQnP3kXDjSLuFKpyOPx2OEsycRRWLd4PB61tLRYVcXhAHKK0wdtCqxXmpubzYkA71wCNUmSz3c6ARDjcFArDk63ctrf3zek3KV5gF65KA5tX9pMJE9uy9MV7PBwk2geLmIuPUeM3NdyEwSXTuJyxj0ej6luGxoaND8/r0AgoG+++Ubnzp2zpIQDnAlIeCv39fWpUCiY8CKRSOjatWu6ePGiDR357LPP9Nprr6m5udmM9KVToeOzZ8/04Ycf6he/+IVu3bql6elpbWxsKBQKqbGxUcPDw9Yi7OvrU0NDg+bm5tTX12fUl7a2NsViMU1PTyuTyaiurs5GT0ciEV25csV4vIlEQufPn9d//+//XTdv3tT8/LzGxsYsSX/y5Ina29s1MzOjg4MDXb9+Xdls1jix5XLZRG3ffPONqfHh85GA1dTUqLu7WxsbG+biwKCQ5eVlo16MjY3pRz/6kY1r/a//9b/q4sWL8vlOXTBY57lcziglFDajo6N64403JJ0e3Jubm3bIofiGVgD1gkQfUSUHOuI8bPiq1aqNia9WqwoEAkomk0b1AbUfGxuzoQDt7e1Kp9M2HhiecKFQMDENiR9evVgLkvjjhlNbW6utrS2bypbNZpVOp60NSRHM2Nvl5WWzrzs4ONCdO3f0+uuvG1KMqwn7wu/3W/KIOIgk8eDgwAok9gViKnxf9/f3jSIFoupOkGQPw5dsbW09Q4nADrC+vl6rq6uWgLn7m/35Imr+Ip0BFBjlvHsIIXTCVpD3dJ8nySgUrAWQe4oIV5PhCjZdDjQxy3UkIRF13TVIsnlAa3G7kBTJbhL9uzpv7n1wxeLuPeJ3F6hwP7PLqyap56AnMSPZWV7+f9g7k9/G8/PMPyQlUSu1cBVJidqlkmrvrnS7204njh0nsTvOjBMEGR/mMMBMDgPkEMxhcgj6EKeduQ8C5BBgMMghBoxkEsMx7MTdbjvtqu6uKnV1bdp3LqJIitpFSeQc5M+rr5jq/AX9AwpVJXH5Ld/vuzzv8z7vho1+HhgYsJ4IAA544wQn9Jcw1bCxsdH8GQM0WltbFYlErDIUDoetuZj9vrCwYEnN6empJicndf/+ffl8PlM8ODg4UKFQsAawXC6nUCikYDCo58+fWzJ3dHSkhYUFDQ8PKxaL2dTY3t5e/eAHP5Aka/htbDzXi19fX9f4+LiePn1q/OF8Pi/pQnUDubVisWjoLQEnzbRoWD948EDRaFRjY2OqVCqKx+P6wQ9+oGvXrsnj8ejp06daXV21keyPHj1SIBCwJsyGhgZFIhFtb2+rra3NNKhTqZQeP35ssQPcdFSx4vG4adbjH1dWVhQIBNTW1nYJsCNpHh4eViaTsYR5bm5Ot27dMhUln89nEm9+v183btzQ06dPLfiHDhcKhawyydAuaKT4aEAv+PYkb1AoqFIxxRdaDAlrtVq1HpH+/n7t7e0Zxx2Fkr29PQMKiFWohLB+3FkZfC6URmx5V1eX0um06e1TJaRK5fKsT05OLlFssPewClz6ipuQAiT6fOeN/J8h0i84/uzP/uytvr4+C1JdCSLpstoEP0Of021GAW1FgxnqhTtBp729XeVy2R7Mycm5bqpLp+DnzLB3dTRdOggbEO42gTi8H5yAmyCwKCnlIIsDad91GDhSl5ftHnw/DUnwtlwuJJ8Fek85lGvGqbGZQfAXFhZMZglEIxAIaHZ21gIiNjRKF11dXeZcnj17ZlMNj4+PlUgk5PV6NT8/r6mpKRWLRf34xz+2Eltvb686OjpUKBSUSqW0ubmp1157Tc+ePdPOzo5mZ2c1Ojqq7u5u3bt3T0NDQ/rCF75wqXlhbm5Oh4eHhs5K51yxRCKheDyu7373u/rVX/1VffzxxwqHw7pz544ePnyoyclJBYNBC8xCoZBdS2trqxYXF82oBYNBRaNRG6rQ399vTYaMDvZ6vZZUMExgY2PD6C8Y456eHlufJI87Ozu6ceOG5ufn7ZkvLS3Zv9vb260ZaXV11VCW/f19jY6Oyufz2XfRjR0Oh+X1ejU0NGQT0Ng3U1NTGhwclM/ns0B/aGhIm5ubJoVF0w1r5vT0fPDL8vKy2tvb9Wu/9mtWgsWAx+Nxu1dIxIH2UDplH7A2Hjx4YFxeqCmM4w6FQoauQXd6/vy5hoaGLqHQ7733nuLxuKrVqk0TA+kuFAq2XtHalWQBT3t7u43V9XrPZZZIugnysU1ra2vq6upSS0vLJc15glIcAUErTgpaEFQvytwgr+xbN5BzK0cgx9gRgkc+i/8T+IMqcx9cDiLBFLQPl47B5xEQAgzwezR5uScEyqgW1dsn7AwBN8E1PyMwRDmF11N+f1HVzUWiXeobB0E87+GcXHpMfWKCnScB4tlSTQRBJeBoa2sztJdGaeg8BEXIfRLoRaNRCy69Xq9SqZT8fr8WFxcl6d+MV6eyOTc3p/Hxcdt3SHy+//776uzsNArD7u6uKcUw3RMbwawAJCKpCs7Nzamzs1OZTEY+n0+pVMoa6SuVinZ2dmyNw+0/OTmx5JV/d3Z2amBgQNVqVSMjI0YbYv2wfplwuLGxoWQyqe3tbaNsofPOlMJQKGTqIqFQSMvLywaO4Zs9Ho9NSPR6vTYrgEQ3EokoHo8bnaVWq2lnZ0e12vk0RWQFGWSCcsnBwYGt1Xw+bwEkoAtJM/MH4LkHAgGTZC0UCjY5kunBVNhZWyDAoOLwk7u7uxUIBExi0ev1qlAoKBgMyu/364MPPpDHcy6/Wa2eT4pMJpNaXl62gTOom7Cuvd7zAWGRSMTsC7QKnk04HDYwABsFmMdz4v8om5TLZQ38YoS8W+ln3RCPkUCC5CMRS5+EW0lHzcWNwTY3Nz9DpF90vP3222/FYjF1dnaaw0CeznUKNByxcdik0sX0K4Yw8HsMKYLpOE+Px2NZrNuQB4JKCQjOK4gTxhlkicUET5IBCWS1lGngaRNkUzbDkbS0tJghd4NpF0GBS8T/XQqHdLFJXD4h2R2Om2snWWChuqVWr9drI11JYKrVqpaXlw35x3ienp6LwVOKgXdF4A2Sg/G6du2aUSB+9Vd/1ZobUqmUKYPUajV1dHTYtD2mT01PT+vevXsKBoPq6enRX//1X2toaEgff/yxTk5ObGxuQ0ODhoeHVSgUdHx8rP/8n/+zvv/97+v111/XRx99ZI0j8/Pz6uvrUyaT0ezsrJVca7WaqTqcnZ1ZUN7R0aFisah//ud/tvJpqVQyQ3F2dmZNo/B/4VtPTEwol8upq6vLDHK5XNbOzo7y+bw8Ho9NM2ttbbUufhCGeDyura0tTU5O6t69e9Y8Ce+NZA5qBhO1KPGhwVmpVNTd3W3PenV1VUtLS/L5fBofH7cgE23paDSqcDislpYWQ3ZzuZwqlfNJmPD1qtVzfdOFhQU1NJxPUltdXTWFFZCp09Nz2bB8Pq9KpWKBK0gV+4thEs3NzYZ8P3v2TH19fVpdXbXR9jizYDBoI+2TyaT1KKyurmp3d9coYJ2dndrY2NDQ0JBNkGQvEWRLMv4fvElswOHhoba2tsyw06Hv95+PbGfPsz9ITvf29lSpVCzQApXu6Oi4ROeA/kATE/cGNBc+MdxmAk5oOJIsKAX5d+lmrr0g6cf+ENiCyFPmdSlvINwu6utSL3CeBM+cMwef5wau2GD3WkDG3eTfDZLdgN+lv2Gr+Hyul/tRTw+p55m7fSeuihQ/c3tdAHgAMEjGeZYERJFIxICM7u5uS0AAUWhKY4JdPp83CUb47ScnJ0qlUspkMhoZGTH60fLysk5PT/XSSy/ZhDuokOPj45qbm9PBwYGmp6c1OTlpMqA0EN65c0ezs7OmnR8KhSywS6VSFtyBqmM3CMipCO7v7+v69ev60Y9+pIODg0t0L4JueMjValXFYlEdHR365je/adNV3SSGAUazs7OqVCoaGhrSj370I0WjUbune3t7ymQySiaTNhUQjWeQcWT46NUgUQPAqNVqCoVCZrtpbk8mk5JkQBqCBiRLjCOn0sDAMvaN3+/X1taWmpqajKoHnQH7TOJIxZJk9PT01ORDqRoS7OJvJRlFbGdnR8ViUclkUsVi0RBgNLgB7NxqIHrcVEx2dnaMR31ycqJIJPJvKkrYSfYC+5aEj0SE9Q+91e2doPJEEouPxfZgc7B5rlIKz+yzQPpTjm9/+9tvoQWL1AllKRchBu0ClSLrd1EgDoIfMiCCOkm2+VtbW+3BUpoBxSNj4ucuJwmkyUV2QGXIsnDK0DhcjjK8LBZofQMPRtotR9ZzpF00WboIBFwHRqDs3hcX2ScA5LPcBkZ+hsOExpFMJk3uhvIk6gCNjY164403tLy8rOvXr5susiT95m/+plpaWiyzPj091fPnzzU3N2doIn+DgBweHpre8fb2tr72ta+pu7tb/f39NnELyR6v16vx8XH5/X4zAsFgUK+++qq+853v6MqVK9bpnUwmNTc3Z/erXC7rxo0bphoxNTVl3M94PG5TrkhKotGoOcGdnR2j/rjVAQIkns2TJ08s2I1EIoY6dXR06OrVq+rq6tL8/LxJ8cHRRHGEUvr09LRGRkYuaVY3NjbaRElQJ1AouLrIRhHEQfkoFAq6fv26Hj9+rKWlJXP4cCRZDwwyAb1FGW+AWo8AACAASURBVKBSOR9hy/ocHBxUOBzW1NSU7c9IJGLrGaQNyUgSyHK5rMePH+v4+Hy64MzMjNbW1uTxeLS8vKxAIKDh4WG1tbXJ6/VaQ6PPd960t729rcnJSdVqNQ0PDxtflRG/165ds6avl19+WdlsVplMRmNjY1YOhuaFEofH4zFe4cHBgSkaoBDS1NSkra0ta0JFbYP9RvJAFz/ICnaOShUBF1UeSTYCXZJRHJAVdPsf2J+1Wu2SNr4bVPJ6bJZ0HtzSRMzehU7HswV55TsIkLGfnIuL8ro2CjSb88Q5kjBABSDQpQl5f3/fbCDOnwTCtU31tgs0i+t2A2o38K4HKjh4DXbc5Xi7FT4+w6X0oM4AYIANoIydz+cNyOnp6VEul7P3jYyMmCJEtVq1QAlkm76Lra0t81HsmVAopJdfflmPHj1SZ2enrl+/bhUUUMOzszOTxRsaGtLk5KRV09A4dqlOyOydnZ0pn88bOLC9vW3rGI5wLpeTx+NRMplULpezkdOsFSrHOzs7Gh4etsoefsTv9+t73/uerdf29naNj4+rUCgonU7bcKOzszNNTEwYXXNnZ8dUUba2toxe4VJZoGmQzLN24Owmk0kLdlmD6PdDp4nH48rlcjo6OtKVK1e0ublplSJ8G31ONBju7u4qnU4rnU7bTAav16tYLGb+mXsJmEBQyUGPBAl6Op02aTyqA0wajUajisfjamhoUEdHhzXiY4tIWsrlsimm0OgHyn94eKh0Oq3+/n61t7fryZMnCofDevfdd63yBoXV3cfsITj/rv1wm6tJQgEgoaiwd9297ff7rQcESiIqIPQTfEbteMHx9ttvv4X4t1sidUtz0oUBxLi6DoPypXQxjcct652cXEwkcpEFt7PUzXrcz2PjwHF2y6oYToJ+jDGOjyCUILqtrc0m3EmysrSLGrHZQCOlywgM1+QG2i6yRsDv8hBBT0AscHggKjgl7oHroF2+mFuma2xstJLO4eGhVldXNTMzo1AopNdff12PHz9WMBjU7/7u7+rhw4daXFzU9va2jo6OtLq6quHhYV29elWFQsHK16A2blLR0dGh//Sf/pM++eQT7e3tWUAInQLtbu4lgzNisZg2NjYMSWes+PLysvGtaeRjSAoTBZeWlrS3t6disahvfvOb1hRXrVb15ptvKhAIaG5uzowQmTjjadfW1qwEiMPweDy6d++eJSK3bt1SY2OjPvnkE/l859P2zs7OTEKru7vbFE8aGs7H6JI05PN57e7uauAX+rHDw8NWbSHpcfl6JHgrKyu6cuWKFhcXLainDJhMJnVwcKBIJGJ6tisrK6pUKkar6ezslN/vVyqVUqFQMEoIye/W1pY1BknS2NiYGVQ6telmz+fzhtQ2NjZqZGREHR0d6u3tVTwe1+joqPb3960rvlQqqVQq6fT0XMKJ3gLOPZfLGdJGAgxqyznkcjn9/Oc/N8oJCiI0TZJAoCEuyRRHjo6OrPESdQCctSs1xSCW/f19k4liKBH7CwQZBFqSORT2rUsRwx65gSpVLWhlIFZukIhdwzFJsuSaahA2AhWEemlM1g6JFa+VLqgSoNXYIP5NAMxedkECysXYPiTRsI/YS3f4A+eFY61Hl/ET2DQ3AHd9iItQc19dOqCbhLif7dpePpPzc4NtV8WEwVXSeeNvMBg0VPfll19WtVpVLpfTycmJ4vG4adK3t7dbQ2dPT4/ZBJqEa7Wa7t+/b7J2+/v7KpfLpknPM4DvT0IO2lksFq2SI8n4urFYzCoiIJkMUiHxIggcGxvT7u6ujo+PtfwLmb+pqSn5fD5dvXpV+XzeACnUK2KxmHZ3d00NpKmpSX/0R3+k2dlZa2YmAUAd6ODgQMvLy/riF7+ofD5vtDkqpEwYJvmErkHAC6DGM2KN0WPV1HQ+MGxkZMT6YSKRiDY3N9XV1aVqtaqPP/7YKqbRaPRSFQOKBtRIN+Gv1WoaHBw0m1StVq0huKurS+vr6xZk00BfKpVME7up6XwEOhQKelkymYypO+GXSW5JgpH7RH4O7Xq3isTEwYmJCaXTaWtwxCeB2NdqNYXDYQuIeUY0F1YqFQMV3P2F3SFp5n5iK7C5fKbL2Xb3G7Ytk8l8Fki/6GCyIQYeJA9n0tjYaIbTVZnAKONkvF6vNcBQasYQgCS7xpfmlq6urks/J2CSZOfiNuC4HfJMIeKh85kuYuTxeC7Novd6vZe0IQmkpQtDwOexUd3Srmu0OVwHzHeDHLGY3QTERVu41zhkN0t0FQJcniPnRrl7enra5O3m5uZULpf14x//WN/5zne0sbGh999/Xzs7O4rH4zbaGdUGEgjuMxUBEpV//dd/1fLysorFot58801Vq1Xdu3dP3d3d+uY3v2lGEcrC9va2if6vrq4qkUjolVdeUTqd1tzcnF5//XUbVhAOhyWda1o3Nzert7dXX/ziF7W0tKRUKqVgMKif/OQn1oleKpWMEoR8H86/qanJuvKr1aoFdeFwWJubm+rp6bFGvcHBQd2/f9+Giezs7NgUQ7SeHzx4YOoXBwcHRpGo1c5HTr/yyivy+XxaXl7W7u6uYrGYDXc4Pj5WqVSyIS35fF5jY2NmpHGIcOMJ1o6OjmwdEsB3d3fr4ODApJ4wdsfHx1pZWVFXV5ch4IVCwf6PogCoCJq6dIE3NjZqYGDA6ADwB+FIg8KXy2UtLCyoo6PDnDGNQuxzqDS5XM6CCkqflF3b29u1srKil156yVC2VCplMoMEpWhLe73n2rag9KFQSNFoVNlsVtVq1YI8vouyrft/tKNJuLBvIPNwwnGs0CpILHHSJNYElOwPVzLODbRfBECAEnFu2AHsh6RLAaRLD3EpF7zeraa5YAD2mIQBB+82QbPG3ECa73dRZJ6tS7PAHro0Npey4QbX9Z/pIs18hxsouzaO83WDJffzce782wVSfD6fqUksLy9rZGREDQ0Nyufzevjwof7wD/9Qfr9fS0tL1sBMMsh+ZE3gD87Ozqy0f3Jyrt18enoujcZEzRs3bqirq0vvvPOO4vG4tre3rXE7k8lYQOTxeGwAFBNe19fXdfXq1UtNajRtQ8uKxWIWnKLcMzo6apUkj8ejZ8+emRoSoE5DQ4Oy2azC4bAlsiS2HR0d+slPfnJJw/358+d6+eWXTeZycHBQ5XJZ6XRaExMTJpHb0NBggTwUlIODA7sPTGL0+/1mz6rVqjVPo4XNEBeAm0qlYs2S2Ab2Nw13JBqhUEhzc3OmkgLay0CUlpYWqzhSzVpeXragFC47yhWsJfaWGzdAf93Z2VFbW5u6u7vV1tZmfpRKEj6VqYRUN6rVqil/uL59Z2dHjx49sko9/pSGRCqZNESyJl1wgM8E9OGecT7QPECjqYABRFBVcm0Ne469dXZ29pmO9Kcdb7/99lvJZNIQGowrAScBG5uA0gSLjQwZw4eBJ6uH18VDIptmohAlEFevkFKmywsEwXXLRAQ4OAMQcjcwrlQqKpVK5vQIcJmWxjQndGVdB1Bv6OubZ9ygmP9TAnE756WLINwNtjHQoOfSBSWEDcNGAkVzkRpQ6WQyqYcPHyoajer69esql8v6H//jf2h5eVkPHjzQyMiIcrmclY7c8e5k1Zwf40ybm5v1k5/8xEbsVioV3b17V8+fP9dXvvIVTU9P6//9v/9nPD7kqtDpPDo60rVr13R8fGzlsFu3bqmpqUkff/yx2tralM1mTWMYo5bJZIyjXCwWjQscDAZNG3x/f1/Ly8vyeDwqFAp68803VSwW1d/fL+kC3YG3Nz4+bshtc3Oznj59qtHRUc3MzOjVV19VY2OjIQyBQMAQJZ7z7u6uNd1J0u3bt7WwsKCdnR3jmYHiwZ9+9OiRTk5OrHESxDiRSCgajerx48fq6uoy5wjCDAVjaGjIDPfq6qpVeTY3N03JIhKJWLkXxJ+S582bN61xR5JxxNmnBwcHNu6W/clYY1BgVBKg66CrSze+3+83GSxJCgQClpB3dnbasB1kHT//+c/r8ePH5vS3tras9A3FC61a0HmcCXvI5/NpYWHBms9opsQeUS0h2YeSQakWG4ZDpykK20XVCKeKQ2Wvu3vf5RG79A/2PwH52dmZNTDyftduuc1/BKjwSQlYCOJJGt33uxUvF6HGbmP7OG/ec3p6eimwr3ec2WxWwWDwkua+S12rD87rbaNrI+spHS5azuECFu55SjIKgFuxxEa6z8g9D7jP0JR6e3t1/fp1rays6Pj42AJg6Eu1Ws2CQqhdJGBHR0eanJzUs2fP9Md//Mf6+OOPjSYRiURUKpXk8/m0urqqr33ta5qfn9fo6KgFhLFY7NLkUe57rVbT4uKiBZETExO6f/++0X283nO9YoaplEol7e7uGvcbtJMmuOHhYePmzs3N6Wtf+5oN56IZjipiKBQyukYymdTe3p5OT09trsLo6KgBPASwoML4aNYyWtY0TXL/oa7guxnMxecdHBxoeHjYPnt3d1f7+/tGwWLdsKe5Dhq68Tm3bt0yQKajo0MDAwMqFouXGvk8nnOqWiqVUmPj+TAr4hpiFle+EpuLpjnNodghpqn6fD49ffrUaCIdHR0KBAJGAwLQAGg8Pj429JjPGhkZ0TvvvKMbN25c6peAMkZzOIcrqEA/WjQaVblcltfrtYoT957XeTweU7dy7RB+xwUTQfZJAKkcfMaRfsEBtcN1EgQ1SHHxsKULOgYBIOUTbjidtCAe29vbxq12EW8WFVxTHqhL5WhoaDD9RJfywO9BpVyqCb+HvuHznTcxsjHQGMbRjoyMaHV1VZJMf7GeyiFd6Ep/WhDtlmhdbqRb1sSxEqSz0F1+NBvWdd7uQnf5iDgiqBS7u7t677331NLSovHxcYXDYVO2QMaM+0VgzhRCnsHU1JRu375tpcdEImHZPGOoGxoaNDU1pVgspg8++ECvvPKKBXSgsY2NjSYmjw4oCEt3d7dRGGgiBdXc3t5WLBaz5sla7XzYBVyz09NzUfnj42Ntbm5qcHDQxnzDOSyXy9apX6lUtLGxoaOjI3MWGKpKpaKZmRlr1AAdvX//vn7t137NArtarabXXnvNAg+67gnMWM+bm5vGoxwfH7fy5d7enra3tzU4OKgHDx5oampKT548UWdnp70flRav12sd7dzPjo4ODQ0NaXV1ValUyoJA1gkSSK2trdZQt7a2Jr/fr3K5bFUZ/k1DHmsPXjzr0uXH4TSRrmpsbLSx9Y2NjYrH49acdeXKFRsKAb2lo6NDiURCTU1Nmp6eVmtrq5LJpAXlkUhE6XTaRj2jHsOQmfb2dgUCAZ2enk9RpLQOX3pra+tSoN/d3a25ublLlTICT5Ie6WIaIskH8pyoeEB5wfa4HGuXL+0myu6eJXjFEXM92D9ACoJ8ngs2Cnt1dHRkTd7YVPY+PMf6ahefx/9dyh5VPc6Xahd9LazHs7Mzo8m4Hf0cL7KR2EXp3w7UIcB3Uf16O+oCFpynS99zG7ao3BHIECi41+c+i+7ublOL8Xq9JoeWzWZt/fIMQLNRjzo9PVVXV5dmZ2f1O7/zO/qrv/orVSoVBQIBmzjq9XoVDodVKpVM8/jRo0fWQA8tDNCCqgvXkUqltLu7q7m5OdtTrHXoBKCSiUTCEjOSwUAgoGAwqEePHqmtrU0ff/yxUqmUFhYWDNUOh8OGovO9UB4YFELifevWLS0vLyufz2tubk4nJyd67bXXNDs7a42ET58+NQCORCQSiWhtbc00mqWLynJzc7NV/05PTxUKheyZ9/b26sMPP9Qbb7yh1dVVk2xzG7VJLkiQONd4PK5SqWTJ3fHxsXZ3d1WpVC71RdVqNfX398vr9ZpkIsIGrCniEbTs29vbbe3SLE4zfCKR0NbW1iVpzUgkYs8FSh0N++VyWaenpxoeHlapVDJKTDwe19ramk0pRGkmEAjYemT9EzTjNwn83UDZjTWgbDAhGMCSBB9Az010iTnqtaQZjPMZIv2CA2oHjgYHSEmiVqtZ+QIDzWsoHcK1cR8sgSocPzJS6BdI6Li8JR4cr6sPnjncLItzaGhosM0nycqPlMbdYJtMuqGhwUan0oDk0jbqv9cNol0nwT1xnZl0oecKSk05BaoJjgFnBy+T4MU9B1dFBePgSnTxnAYHB+XxeIy/jIFwv4sgAPSQ6+/p6VFfX5/S6bT+9m//VkNDQybzNDs7q5OTEw0MDFijGgbN4/EYjzAYDFrShTwZiB0ocyKR0MLCglU3WEPoF7vIPmVAEgAmdv36r/+6nj9/bvcDR0CXeKlUMpR5Z2fHuIME6KVSSe3t7RoaGtL777+vO3fumPZzb2+vNZhI5wnWxsaGDg4OdHJyos3NTX3lK1/R9773PQviyuWybt68aZx11mWtVtPAwIDW1tZMDmlmZkaJREKRSOSSVjLBuXSuIfv8+XNrni0Wi3ZPUR/AuPP+aDSqjY0NbWxsWENlW1ubISkMScChkWyiIw8q7CJkrLnV1VVDhk5PT5XP561pB1S5UCiYQ2Vv+v1+FQoFtbe326S1nZ0dK8GWSiUFg0ELErl21gVVG9Cfk5MTUzJByo5KCjz/pqYmG6ADmsQaIlglaAaNdpN1bAHnz17hnNzqDY2jblnUDQp5L3sOuwC6ir10k3L2Pt339TaJ39XbIGwpwSq2y+VHcw+2t7fNNrrBKLYCxM9t5Ob7CeTdwLreRrrUNY56Soh7T7BT3FvO023cdJ091+aCJ+wVvp/9x7qgjF2pVJTL5Qw9dJ+LSy8BNaY/YXV11fY4DYW9vb1qbDyXAGWqZm9vr/L5vGZnZzUzM6Nr167J7/frnXfesbV+eHioYrFo00Yl6Uc/+pEluCR/ILRcN37a4/HY+mcYyOPHj+XxnOtLLy0tKRQKaWxszHzB/v6+8vm8bt26ZRS0jY0NmwgI5cvn8+nJkycaHh62qbef+9zn9L3vfc+a/tLptIaHh41/TmJ7dHSk3/md39Hdu3ctKT46OlJ/f7/y+bypidC7kEql9ODBA21ubiqRSJg6USAQUCgUMooZw7LgFGNDPB6PVdHcoSI0Eh4eHiqbzZrcHEpDbW1tKpfLisfj1tuzu7trFTq3sY8qEIkXVUT2ByASCcLJybluNdff29urzc1Nq4xHo1HNzMwoFotpe3vbaDr1lDkakrm/8KRdihQ2olKpWAUR4KNWq5ncn1tB4HpRfCFRl2SJEfQm9iZ7Mp/Pf4ZIv+j41re+9VYqlbIsplKpmFxMS0uLGT8eDDxO98EQ5LEIKE1i0H2+8+5+ZKngXRMsU5rDmboNeS7VAeOLw2Ost3QxdlaSOQx3+hlomyQLbl2tWUo7vJ7Xcv3S5TG3HCxqN/jlfPib37n3yOVWShdNalAEuC7OHUUV9/Prmz3de+Xy1UFXcG6gdJ2dnWpqajI+e612ruv53nvv6Y033rAhBnQiRyIRy5pPTs6nJHV0dGh1dVULCwu6du2aHj16ZPeW4IPg6ujoSNvb28YBhqrCQAQQo5aWFmWzWdNGhqecz+f1/vvv6/bt25qfn9fQ0JCePHmiK1eumO747u6u+vv79cknn5g8UjgcNtQTveda7VxhYmFhQeFw2JAc6CKvvPKKpqenbZgCEwevXr1qVItkMmnB9+joqB4/fqx4PG4oBOg49BXoJTyTe/fuWZkWKlQ0GlU+n7dxuTiLL3/5y9rc3JQkk3zie2iyhJZSrZ53xqPKEQ6HtbCwcCnxIvkjoD05OTFUOBqN2tCftbU1C35w5KOjo2poaNCrr75q1C5GnVerVaXTaRtAMjs7a5WW9fV1o4XA1QPNaW9vNxSJYJgKFSoaTU1NSiaTlpB6vV47Z5/PZ1J7JGigjy5t7PT01BBxl3+L7CYlaYY3UepkH9dzgrEn0ovpDpwnKCv2D4RYOndU3EcSBz6HwID945bJpYtmO2wRCTN0OOwOwSHvJTh2q2ccAAp8F2VlV8+Wa3Ov89MObA7XCwrm3tt6XrhL1cBWYjfxKwAobqJAgO8mF/U0EUmXBhRx/gSCABOs03w+r0wmo//23/6b/s//+T92HTTMsmZY0/SZfOELX9D6+ro++ugjbW9va2xszAJO1kOlUjEwZ3h42Hjpy8vLVplh2uLS0pLC4bBisZhWVlaswZcJnAzA2tvb082bN7W2tqaenh7zD5ubmxofH7fgHMUkj8ejpaUlq1Tt7u4qHo/r8PBQw8PD+s53vqPt7W2bQYACytHRkZZ/MUCMxsz19XULZAkIR0dHdf/+fUUiEatycO1+v19TU1OWbM7MzKivr88CfdSQSByDwaDJino8HpviSKzCmoU2Cupbq9XMXrt0rGg0apKiHR0ddl6Agi5Niqm0GxsbVnUHWGBao3TebEmyj/rV2dmZVRIYH+6e+/HxsU1dhGvN+mppaTFVF3foE4PtoAqRJDIJkUE4sAEABtjLoNYE0vj54+Njo0fSuwNlZmVl5bNA+kUHI8JxEKASx8fHxg8jYIOPSPkEfh9lKtBEF8HA0BFsEwCi8epyfmnGQesQVIuGIM7DDcRBkjCW/MGBwEly0VkMKtJxCLazOSRdMvRuBvgih+EiL2w86fIocbcRCCPvOhJ441yfyyGsVqu2gQj6XUoI1+vyP92OaPibOGMcGcgAdISvf/3rKhQKxr8jMWHDBoNBK7fTRZ7L5TQzM6OvfvWr6uzs1PT0tJ3/4eGhjo+Ptb29bUFNS0uLhoeHjU/Lxvd6vdYt7aKbKIuAtDDSXZLxGfv6+lQsFpXP5/XKK69odnZWiURCuVzOBouwZug6R2/V5zvXTUfPNRAIqL+/X9/5znf0uc99Tuvr6zo6OjJ92a2tLaM5MGHw/v37Ojs7087OjqELOPByuayhoSF1dHSYoQU5u3btmra3tw2prVarmp+ft2fmDhP54Q9/aME20/iQlTw5OVEymVRDQ4OhUrFYzPYdDoNud0qboLV+v19tbW1KJBKXOJiUcKGMkBS4UlOMCWbi4cbGhiVIbW1tisfjVvIcGBhQIBCwdXV0dKTOzk7Nzs6a0sju7q51+sPl57N4hm7S6vV6TRcbFQ8GIJA4sOewM3CzST6oEgEYkHTW85DdBiSXlkXFyO2md5FXt3nODdywWdgpAkrsB693f48NgsIA+EAQQQJNOR37WqvVzE4TzLvfwbm69psKBXbmRSh4/eEG9bzH7f9wpfuwjyQLbhLyIiCjnhLH/XOv0bW7rh3Hn4BmezweA47c+8b9JQhiUFA6nTataKYTonOMHcDGMoiJ5t833nhD4+PjRvGSzpOJdDqtzc1NfelLX1JTU5NyuZza29sNXUWjHnWJWq1m48Cp3pHsXb16VbVazaQ52UtHR0daXFzU2tqabt68aQj02tqajTLnObMfaaykuXltbc04xaFQSEdHRzakZXx83OgtJLvoXKOYQvWaxk4qYru7u0okEpcqxTSqU3ULBoMqFAoW0NVqNbNP6XRao6OjRjnDlmJLoKihrJLL5ZTP501qMxaLmQydOw8A+t/Ozo71LxHc7u/vq6enx2wHsQqa/ASwAHM+37lCEveLauzMzIxx8bEfaENTMYJiBr2EJAbbgVQqto6fsz+4FyDqACt8B9dHtZjqF7FZQ0OD3ZdyuaxqtfrZiPBPO/7X//pfb2EYcAagocFg0B4iDlmSLS64RS7FAwNMAAthvla7aA6k5IBTJ3CnNMPPeeBuIIshxhF0dHT8GwqGJFN1cBEkFgllCrIzHAxZGoiNdIH4uI0trgNxjT/O2nU8UBJAo1joGATeR8BEZk35zk1woMVwHnyH+x5oM5SseQ2burOz8xLiT5f01NSU0um0PvzwQ/X29trzYFM1NTVdMtCMru7o6DBaRzqd1pUrVxQIBMxhoDWaTCY1NjamjY0NSTJZJWSYWltb5fF4dPfuXQUCAXV3d2tjY8OcCteSzWY1ODioQCBggc/777+vRCKhWq2mhYUFG2YDEg4KDs8WDtva2pqmpqZs/DZ0iOXlZd2+fdsQVJ/Pp83NTSvXbW5uamNjw4bh0MzJCPDR0VHdvXtXQ0ND1sg6NzdnhhIEgqlsoN0g82dnZ7p69apxIru6ukzhhD1BQ+Pw8LBN2QoGg+rq6tLg4KDy+bzpgbvo6vr6ugYHB60UiBxepVJRJpOxJKy7u1urq6vm8MfHx60JtLe3V0+ePNHCwoL8fr8mJia0v79vAdzIyIjReKiS0FG/tLRkye/x8bGVtel6DwQCFkB7vV5bFwTHoC/Hx8dWJofnSxBIssmaJYmv1WqGbrW1tVmQDmrD3gX5wbaAaPv9fkve3eCVgEyS2TIcbD1tw+XiEohjQ6B7gSC5fGW3GdxteKJqR5AJB5fA2EW9+ZuAz7XXLsjAvaZs7NJFXOrEi+xhPbXDpaWQVNTfDzfY9nguRrK7dBLOHdvmViLdc3EpHW7gzfu5HoJ3F8WjKufSRAqFgorFor7xjW+YbjMgDv6PYASVGmzE6emp7t+/bwNXCEBRBurv71etVtPs7KxR/whEAS46Ojo0Nzen3t5eVatVPXv2TF7vuaIN1KVyuazBwUE9fPjQ6B67u7u6c+eOVlZWlEql1N3drc3NTfX19Wl+fl6JREL7+/taWFhQNBo16oDrjzKZjNLptJLJpG7fvm2Nz52dnaaEtLm5aRMIpQseNP6VShRyoNeuXVM+n9fExIQGBgbU0NCg1dVVo9/EYrFL1CoqKwSoVLbn5+dNIpPeA+IXGurpvdnc3FQmk7FqJT4de1WtVtXT02NTabE9qIawthi0RSWXgVihUEj37983G0Bc4fV6bcJkY2Oj1tfX5fOdS8XSKI596+7uNruBr8LuAMyQTAD+sAZ5HevcTSihj7G/WauxWMzOlz4AKgXYuEKhYA3pJK2fcaQ/5fjWt771FpOEXI4YZUoeGNmgi2a6zTtkYJRUKIXAdcXJkXmBwLkIDogOjor3gGK7CC2lXL4HSggTxEBrEOmOQQAAIABJREFUyNRAvzmnavW8a9htZqTsScc+ixBEwzXUbqlYuhjkUu9YuGe8xuV1d3d3XyqdEPTC3yO4dykv3AMXcXKNAk1NOHDO3eV/81qQWb/fr2w2a1PneL5sPtYCCRCIBfQChrP09vZqcXHRvm9hYcGknIrFoiUHTHAiKOrs7LSR0Ddv3rTSE44NPWiPx6M/+IM/0PPnz5XL5bSzs2MGnXMaGhoy6kgqldLdu3dthO/JyYkSiYTm5ubU3t5u9waU+uOPP740YTAajWplZUU+n0/f+MY39MEHHyiVSkmSISZoc9OJzoCVL3/5y8pmszYhkmeGwy0UCpbUHR0dKZFIaGNjQ/v7+0qlUrZed3d3VS6XNTMzo4mJCWsKbGtrUzgc1t27d7W5ualbt27J5zuXriqVShasJBIJtbS02J5jSINb7nPHC/v9fm1ubsrj8RjlpKurS9PT00ZBWF9fVyKRMO3hJ0+eKBAI2Ih6+KO5XM5UAAhgabQCEenq6jK1FO4lzT6sYbchD0fT3d1tmtnw3dkfIP9opHq9XmvkhHPZ3t6ucDisQCBgjpNElOTV3Wsuysvv3cDMrYC5QAAOmeAU24XtcIM8AnocnMsFxqbAa3eRcQJcglLsmBusumirGwxj57BLlKspC7s2kGrfi+gXrk2sR+25H25wy+Ei+9hll55GMuLSb6hM8HywTfXIukvp4DzoxcEucx3YSnyU1+s1hLNYLJoEpKv1jX49z5T38V1NTU36xje+of/7f/+vKdkQ9Ozt7SmXyykSiRhaCp0C7WqXXlCr1fTRRx9pdHRUkmz4RyqVUlNTk7773e/qP/yH/6B8Pm/VJTSGEQHg873e816T+fl5a6Dzer2ampoybX/84f7+vlpbW/X+++8rHA5bMzMKIuVyWb/yK7+ijz/+2FS6oJvFYjHt7e1pfX1dgUBAfX19evbsmSYnJ1Uul7WysmJURrfhDwDAVeTJ5/NqbGxUKpUy/9jc3KympiYVi0UDGrDFyWRSp6enxqVG7g4qA3rZKFjQZyLJfBwDWYglEomEjYD3es+nzKL/7Pf7NTQ0pI2NDd25c+fSlGEqvAB02P58Pq9kMmlVPOIgYiloVW5FjdeQNIA2u8khz49EmiAc8YiTk5NL1T76AEiguF5AVaqXx8fHyufznwXSLzrefvvttyCw41iZynR4eHipecqlUeAMaSYjq3PpHu3t7SaX09bWZoZLusjaMP5uWZPPBaFB+UG6PAAFbg9d067ih9tchxPgvPk9aCid8vXBJgvXLSPXoymcC8YTJ+hmsq5hBxXHGLuINokJjkvSJa1sjDMUCRdZdp0y10sjE44S5Ozs7My4pF7vxRh4JmNJF008oAM0t9E8RlMWusgMXWltbbVgnsEbe3t7SiQShih0d3ebYD0UCVcrG8mzjo4O9ff3G7Vje3tb9+/fl8fjMS7hysqKarWaMpmMbt68qYWFBS0uLmp8fFw/+MEP9Ou//ut69OiRzs7OtLa2ZgoSnDfPuKmpSTdu3NDMzIyCwaB1XxeLRb300ks2EMCVXIR+Mj8/r0gkop6eHk1PT2tvb8+uq6+vz3jG7e3thmiw7jFgJKzoYG9tbWl1dVVDQ0OGeheLRU1MTGh3d9fQkuPjY+taB2mMxWJKJBKSZI6AJj9G7Hq9XtPzHhsbMyk/N8hYXV3V6OioYrGYotGoWlpalEgkNDw8bOXbSqWir371q4bko/lNj0V/f7/ZhMXFRRvlnc/nVa1WrSGIPciAB8qtaMZ2dnZacEv/BXqo0LZAU9fW1tTb22vDYeC+QoWBJoXcF04IO+QGlvxNsIrzwUaR8BDs4Ji4hzhjnrMb7BGYu04SZ0iA6nKSsSUuXQs02qWGuNxfDoJ/1y4SCGOXQXmRMcPm4NyhSdTT19y/+UwXGa6nvnF9nDc2i2shcCaIcK+P+8X+4Xy4Lvc1nA/PhnVCVYh7wv3nD5VChrc0Njbq+vXrxvvnfiDNWavVzIbBlSYIWlpa0sTEhPr6+i5VFF1wgIooCX0oFFIulzN96HQ6rXK5rCtXrmh5eVkDAwN2X2mkj0ajRrU6OzufADs9Pa3nz58bAk2F7Utf+pKKxaJ+7/d+T36/32hatVpNfX19ZhcI6JDBg4+7s7Ojvr4+k7WkEZnnR4Db39+vtbU1q9rcu3dP6+vr6unpMd1n7BMqPiTMSIaenZ1Z0Me+6uzsVFtbm00MjMfjhibzPFlrJMitra1GQZPO5UHd6ki1WjWkHdohCQNrB4BnYGBAW1tb+sIXvmDxCUAFn1GtVm2aJb6HihbUuq6uLtMZd0HJnZ0dUyjBbiD7CoUFHw03GgTenfTJ9bGfkLp15V2pmlNBc2lXUFoaGhpsYufq6upn1I4XHd/+9rff6uvrs0VKQIqhR7qHYApEBGdCk5KbmdPpzoOhY5jgDF4n3wPq4KIMGFQXkeYAnSVYdDmF7ue5ASOBp8u9A2E7OzuzjJQFKF04Bc7H/ZsD51TvzFxqCteFk0Uj8+DgwAJn18nSXOeWddxyJQ6d6yX5AO3AKeI0JJlhBwHq6+szBE46d55bW1s2ojUUCl0qI3PtcFHd+5PP582QYxzZhJIMISRApsTp8/mMBxaJRGzCYTAYNGOzvr5ujY00uDH9Cr5wZ2enXn31VZsuyNqi9PjFL37R9K3dASZjY2Nqb2/X48ePrYv761//utbW1rS0tKRkMqnXXntNP/3pTxWLxRQIBLS4uKjlXwyoQeEjFAqpVCopHo9rbGxM5XJZu7u7+o//8T/qo48+0uuvv27NOazJ/v5+Cyi4vz7fuVxkOp1Wb2+vXn75ZaNXIOGYzWbteZ6dnSkYDCoUCsnj8Vglp7W1VaurqxZwpVIpa6Rk7xEw1mo1zczMmKxetVrV0NCQjo6ONDg4qJmZGXM+W1tbZoxPTk5MzQDH0d/fb2Xq/v5+sykgnC0tLUZfkqRIJKKTkxMrM7rqOnwnDpTEHfUFKkp8rju+F+6hx3OubEAAA5LJ86Kxhr2Dwgu2wW0KdLnMLu0LG+ZKZxKUY0cItglMCTTdRmhQINeOYqvqaSEE7Nhq7BDBq4sau1xkbBT2hL3v9qRwbjhlAhHOx0WU+cwXVeI4bwJc1rkbZLtBM9QZrot94lYBQMeli0TfRaO5j64vcxMSaHY8Iz7PHe9eLpcVDod1dHRk0mYkU1CK3OfjlsxZUzwfqp1oCtNQxutPT09VLpetOsY9Q1avv7/fJB/z+bz6+vo0OTmp7u5u02jnPJ4+fao7d+6YzcbOfulLX9LAwICi0agCgYB+8IMfqLm5Wc+fP9fTp091dnZmSj8AU9PT0+rt7TW1iVwup7W1NQ0PD5t9mJ+f1/j4uCXF7e3tJt0H+LaxsWGUu/b2dr3xxhumdfylL31JP/zhD5VKpTQzM6NoNGpc7Wg0aoNpSKiQ+FtbW1OxWDQQZGtrSzs7OwaQFYtFhUIhQ6PxY6ypyclJUwui7+X09NQ09Il1SNhpJiXoZZ5BNBo1WguN7vF43BD83d1dq1js7u5qeHjYJFtBgAGjUFOBk398fGyofktLi+0LKpHIwuITAFAA5lwAk/gJO+QmJ7VazRgEVEuhfroVLCqHp6enWllZ+QyRftHxrW996y34izgGF8mFhkCmiIEjc6ezWJJtBDcbghAPn9ZFfWu18xGZGB4MFoYOo0dZVLpozIMb5BpnMjTOlQ1MuYIN4n5XJpOxgAAxc5AOKC7SiwcLuOi1y8WTLjrN3S59rpnFSXmKgJdkBZUCvttFYHAQ/GGDkXWjdQsKgANjc0OloHs5FApZsgPCgoPAMXHwXSRUlA4bGxuVz+cNISQjJnAhaYCX29fXp7m5OVUqFfX09JixGRoaUjabtQABiaVMJmOoyfb2tnEJQWUpD37wwQe6evWqmpubtbGxoaWlJS0tLamxsdEmXBGweTwekyOKRCLKZDLq6+vTRx99pPb2dvsetKm7u7stEJyamlI4HFZra6uWlpasgxpqxdTUlN59911VKhXduHFD8/Pz1kU/NjZm6iIMRclms0bnQHc5k8kon88rEomYlqzXe64ZfXZ2ppWVFZ2enlqQs7S0pObm5kvUHK/Xq6WlJXMqnO+VK1fU1dVl3Peuri5tbm6qubnZXkMAQqDONC+Xo0jVaXd3V5lMxuSaEomECoWCPce5uTnFYjFNTU1ZsybIyN7engURcExJAGi0kS74w9gG1ifrlYCahtiuri41NzfL7/crk8lYVQcpQL6jfh+zb9kD9ZUlqjoADewJglKCQvoW6qlV9cEvn+8mq4ARgAcuAuwiwwTABO6uao8bRLtUFNemu9J+bmWMA4DE5XDXB/X8uz64rv85v3PtuPsanLabXBIQ8z6409ha99lxblyrS4uhj8flxYMG7+/vG62IgBZtZYaVkORDTyKJdb+XxmfoiVAamFo4Pj5uvRqsCdYpUmvFYtEqYSTdbW1t2t7e1muvvWbVRChNwWBQuVzOxmK3t7drenra1g4BaTgc1t/+7d9qfHxcr776qp49e6aBgQGrgOVyOd26dUtnZ2f2eQSLUMHa29uNXrGysmKobTqdViKRUD6f1+joqPXURCIRSdL29rZVrdHQ39/f1927d3Xz5k2trKxocHDQel/29vbsPuNDfD6fKT65MpoEsIAc9IPkcjkLUEGSi8Wienp6jK/d09NjwE5TU5Np0mNz6Ovq6Oi4pOaF4snx8bFWV1d1+/ZtbW5uqqHhXEr36tWr5uuy2aympqbMloA+QzGheb1QKOj69es6OzuzygajwV3qFBVDgBM+l+SeGAH77yb0LmjF3iDWw1cAGADOYbOQkwXI+SyQfsHx53/+52+hhesiBxgbmi68Xq8ZH4JWsh9KKjg2gmAOAlq4zHwOQRm8QB5gPY8QNJVAmEEbGDQWgssNZKGA3IJs4QzJanG4cKdpeiKIdR2c6zzcgNotv/Izrt/lQHo8FxOWKBnCUQaNAk12S5f1B99BIwaf69JacEJnZ+eakfD9XCoIgRgauxhnOGA4XRICaCY0ktDsgGHP5/Om7kC5iQY3uK3QVuDILy8vq6enxwblDA8PW2k1lUopk8kolUppZ2fHdE0Rhv+f//N/6h/+4R+M+/Wnf/qnevTokT73uc+ps7NTra2teuONNy5JO0FVaW1ttfLn6empBgYGND09bXqj4XDY+MhM68Lgzs/PW4IAJxAKB9zuP/iDP9Df//3fy+fz6erVq5qbm9PGxoZxLeGx4wS5z4ODgzaCfWBgQIVCQY8fP7ZA0EVRoW8wkaujo0MLCws6PDxUNBo1JAd016U4HB4eGsKyu7tr3L3t7W1du3ZNTU1NWl5eltd73tgEd5qAAqOM46XqA6eUkfTsO5qXaBYGwaOBh+ZQ6D8DAwOqVqtGYWB/kaxhL0AloTvhhGmwxBlDTaJawjmQzFCiZvoje6mewkCgTWLMQVWI31Mx43cEZoAU0kVFpz4h53teRGvAtnAN9UEofEn+5hxcx8tac+lrgBncQ84b2+4+C7dqWG+XPu1wf+dSNwA2uA9cm0uxwcax7l/0vfV22e33cRVK3GCDZjR3MBTqLQyrQrVjcXFR3d3dZjfrG+yx5/R1+Hw+4/H7/X49fPhQw8PDks6bu3K5nNmhk5MTRSIRs7kADJlMxlBLBlqhCtTQ0GD67AzAcqmFExMTevr0qfL5vL7//e/rv/7X/6q/+Zu/0dramvr6+swmPn361BIAhmUx3ntjY8OQS2gmTU1NNrgFGtnz588N7Z2bm1MymdTi4qJp3zNiHNoB9ryxsVHJZFKlUkn7+/va3t42SgMBOXTRTCZjHO+trS0b/w2lEt9DdYE9TxUV4M3rPe8byWazluCm02kLqkOhkDVPovpBHAHNLBQK2eRckq6trS2jshDnMBV0f3/fqhA0Y0Jt5Y8kdXV1WQLQ09Nj0neulC/UE67b7aXCFmCzUOUgzkKSlfdADSP+cWMnBn4dHR2ZLW1qavpMtePTjrfffvutvr6+SyVFtxSCMdvb2zMDBZcO4+02t7mBJcZekj10fs7hlrQw9i6lg890jZeL6GIYQar8fr8hUSwiHIt00fUPV2lvb097e3vGWYM24Dou93AD5vqj/mf1PCUWOFwySn2ulCAOrt7RkCjUl1DruZpcG5sTpQ1KjThR9HcJdLxer+nvUlLzeDzWGMFId/cacBxM2yqVSorFYibBB/rN84Evzed3dXVpdHTU6Av7+/tqamrS/Py8gsGgXSvB89bWlpU9b9y4oR/+8Ie6ffu23nzzTcXjcf33//7fDa2oVCpaXFw0dKK5uVnr6+vq7u42tGV5eVnhcNgmJd64ccMaY1ZWVhSJROz+EHBtbW1pfHxcgUBA//zP/6xkMmn66CMjI0okEtrc3FQ2m7UkAY4yY4ej0aitXxIpkIFHjx7pzp07xkfr7e1VOBy2pIRpkdAlQJuliyBvcHBQH374oSWwLp8aBAzx/sXFRWsionw8OztrnPlnz54pFAppb29Pvb29l7h6SBUSFJycnCgejyuXy5l+Nygz65cggCQkFouppaVFy8vLOjs7VzCRLpohoW14vV5lMhlD1mlsYo+4uukE+dls1vY56BITL7FtJHcrKyvGC2V/1vdDSLq0B3kN993l9daj125A6yK7vJ7n5wbXBFUuQACwgM10zw2QAafKZ/B70CbWG+gtr3FVk0jGQfkASNzA9tPs4Kcd2DGXosZn1PsOvt+lf2DDCfxd3+ACQS7IwfqQLqZJgsYTWPF/UGYCHyoWR0dH+vDDDxWNRo0eBl0P1Nrn81kQDmWK6iBABQk0tAQqTayVpqYm61XIZDJWrTs9PTUEFcWkhoYGlUol8zMEnviUDz/8UH6/X2+88Yampqb04MEDjY6OKplMXvIRm5ubNgCpr69P29vbVvVyn08qlVK5XFYwGNTS0pL6+/ttfXNdNKVdu3ZNP//5z42+EAgE9Prrr6uhoUGxWEyLi4uWXK+trZl0Z6VS0dDQkDUs4ydQ/Mjn8xoZGbEqrtsnAJ0DScJKpWJ7oZ57TABNtaurq0ttbW22BthjVMJJiKhKejznetZMI9zc3FQ8Hje7tbu7a3aWeIr71NjYaIE0tAriFiqgSIR2d3fb+oa2KOkSEEkyCO2NpAeQk0oe1XWuE5oHrAH2nqudLV2AL9J5Yr2+vv4ZIv2ig8mGkswRUUJzURgXGWFhstjhX4JculrFGC5XIgr0FIPt8vpc1ATH5DYxtLe32+bAaMHnc5vyUAUAQXDRKwwtQV5jY6OVdeCdSRcocr3jcP//7x0Ycv4tXXAZWbQYDTavGzCTdUqXHS6fQ/mT0eHSxahit3mBz0OxQJIh9XxfuVzWj3/8Yw0MDBgVwk04cKR8B+Xj09NT46/BqcdAHx4eqrOz09YEAR1BRX9/vxmapqamS5y0w8NDo4mUy2VFIhHjz8ViMUvSnj59qnfffVd+v1/f/OY31d3drZ/+9Kd69uyZksmkobOgIyQPoOhw7D/66COFQiFDVTHu7777rtrb25VMJm1K4Icffqienh6lUinbF6CdXV1dikQievr0qX73d39XCwsLymQyam1t1dTUlAXDrC3oJYlEwtZ0NptVuVy25qPj42ONjo5a8jUwMKBwOKz29natr6+rvb1d8XhcOzs7WlxctGcfCoW0vb1tjrZarapQKOjk5MSoEKFQyAIQqBZQhGq1mn0GyDY0id3dXT158kT5fN4QmObmZi0vL0uSksmkNaNGIhHt7e3ZyGCCHVBpF0WGZwoVqbGxUZlMxqpHXq/XfoeTJfiKRCLK5/OXnBOIKmV1SujsCZJDkEGSeOyZ259Qz5t26RKu8yEIdOld2BmcHIk/zxz763J92Z98P3vbrfhhE9iraP9LMkfpUkvok+DzWCvu9WAbmARIszl2rz6RcH9Wb+tcW+meez1Fjte4zwCfwH3iPF2KG+fNfQSEcBsn3XPh4Dlg51ir4XDYvpMEvL29XVeuXNHKyoqtIZ4hCUh9P0xDQ4Pi8bgGBwc1OTlpvGtsIaV9/I0ra4qsJqpA+IX9/X0Dfnp6epTL5Ux2M5vN2vOKRqM2dOgf/uEflMvlNDQ0JK/Xq0KhoM3NTfX29qqpqUnj4+Pq7++3JP/09NTk0NB+X/7F0JWDgwMVi0UFg0FNTExobW3NADbk+Vg7yHcCFBSLRX300Ue6e/eunj9/rjfffFMPHjxQtVq1aYYANy6QxRolKIfWt7OzY0ofUBbz+bw9FxoQb9y4oUKhYLQe+MEEqWdnZ4pEIkbt4DOPjo4sGPb7/erq6lJXV5fpTtdq570fGxsbRhmUZP1NkmwN7u7uGuqby+XU2dlpSRZzEQDUGhrOBwB1dHRYFXl7e9tosaxJYh4XqORnrCO3suMmRz7f+dwIl6aEMAGcfbeyXi6XDQzI5XKfBdIvOr797W+/lUqlLKAiA3cbauDuEhy7XfI+n++S8cawYOSYXOa+HmNKOQrD4wbT8IcpncC3xVCCLBH4Q+9goTAKmc/HOVH+grdLoELw6CIdBN8vanisN8z1B4Gte0315UuXw0TJtL6ci2HgOzlwLB6Px4IAnCS8P54n6IMbELAZXdpMf3+/3nnnHeOquZUHggSQFxoTGhoaTNZoYmJCpVJJMzMzisfjikajSqfTisfjxqEmSevt7dXZ2fk0LjjbBOD9/f06PDzUyMiIyUHFYjH5fD6trKxcog4Eg8FLHcfz8/NKpVI2rbG3t1dzc3OmAAFaTdD73nvvKRgManx8XDs7O6ad6dKQQFpcJQPWGGje06dP5fOd63SvrKzoc5/7nO7du6epqalLup0YSZo2XVSAxiIaX7q6upRIJC7RBtBDXV9fN51mRsQ2NDRocnLSUBJKlKFQyOhQBA8guhhr9JwDgYBaW1uVzWaN4oMMFevN5/OZrN7U1JSk86DLrSYNDg4aBSOdTisYDKpSqRiajeQeaxbkNhgMWvmavYcTchNBglXQFZIFEBi4qqCO7EOeHfeCMvLBwYEhkK5iUD1tgMqRG/y6nGpshhsgEgC6/GX2tku1Yi2xl3k/9oODf/M6XoNjdRMD9i/VOZJfHCzn4DYoU8WgtM3v3KZpkN5/D1h40c/cINq1dy6qXh9ou9x1t2LnJh4uLY57g31zq6wu1QOaEQkqtKXW1tZLusq5XE6Tk5P64IMPlEgkLqH9rr/A7lI1+dnPfqaf/OQn+ulPf2pBDokqTdkEPlwnVIJ0Oq2trS2T2aTiwpTWQCCgVCqls7Mz3bx50/ZYc3OzSdgdHBxoYmLCbDyycYlEwj6bRBiaFUHhV77yFb333nvWQ1QsFrW5uSmfz6dyuWx2g/HdBP803xEgT05OXvKV3d3dGhoa0rvvvmvo6MnJian7uOvWpWJS7dzZ2bEkmf6Q9fV1vfLKK5Z49/b2amZmRi0tLZqbm1MgEDC+NI3vgB+so1qtZjr52BbkQknC8YHQL6DTudQsnj1KU0x8pBpSqVQUDodVrVZNHpb7xVArRtBDJyHZcytGrHXWPevLBe7g/p+cnFggDoWTQB6bSZLP/nL3Oeh+Y2PjZ4j0px1vv/32W0w8I7gjaIRHQzMhRghn4gZplKbIIHH+roPBSLhlLwLIhoYGK61gnOB+UgIh6OA7QC8kWeZLIMn3EtQTiPA9Ho/H0GwQOLhIoK9sMoyty9+TLqPT9YG1+zu3DIPhJyh3URWXa+2i0W6S4jp3AgmMGs8FwXgm8sF7JFEg+MJgUeqmsxtdTu47yic8HwLXw8NDffLJJ0omk3r69Kk2NjaMi7yzs6NSqWTNdayNlZUVQ5nb2tpsupb7s0AgYMHf06dPFYvFbKR4KBRSb2+vlpaWVKudD0zo7+83ebfm5mY9e/ZMo6Oj6unpUT6fVzwet9IaI7RpKrlz547eeecd/dIv/ZIWFhY0NjZmhqVcLqu5uVkTExM6Pj5WLpezKVkkGpVKRZ988on+9//+35qZmdGDBw9ME/rll1/WysqKSbnR5Eji5/F4bAIlTr29vd3QaekczVheXrZGE3c6Ijqka2trdh9AqPL5vHp6eqyRCR4mgWi1WrXRwmdnZ9akR6MMQxpotmxrazN+X19fnxYWFkyakGEWyD9xPZlMxvZyqVTS+Pi4ksmkVldXzYlzHVQCuC89PT0WRDQ3N1tFgAlb7I3u7u5LiI27Z9xA2lULoaqFYyQJJ2GgwYj9jkMn2HUDWbcXwQUGoGSQOGNLcWI4bBJu13m51I1/rxLGZ2NXoLCxr93DbTTiWkDpXCoflQJ6ISQZYgrH26W3uMHwi87HDYpfZBt5D5+F3+C9LrDiNm1/ml11bSd2yqUV4YeKxaLRjKADuNVTGuebmpqMZvWHf/iHymQy1qjN/id4IVBhhPa1a9f05S9/WUNDQ0qn06pUKgoGg0aDoskf5BZaxZMnT+T3+3XlyhUVi0WzE5lMRp2dnRofH9fAwIB+9KMfma87OTnRu+++q1u3bhkQACjGeaKBnc1mFQqFLKltampST0+P0dxKpZI++OAD/eM//qP+8i//UpOTk1peXtbp6ampmLjVWno1BgcHtb29rfX1dVUqFfX39+u73/2u/uRP/kSVSkXT09N67bXXtLa2ps9//vO6du2a3Xf8d7lcNnAI0A5e9P7+vqChSlIsFtO9e/dMerRUKqmzs1OLi4v65JNPlEgkVKlULGAsFAoaGhrSw4cPFY/HDVkGCadhHKAuGAxqfX3d+kjwhZKskoXeOusLihyBJ1U0Al/s/N7ennGoCZrj8biam5vV29ur1dVVq5YCTsJXd20EaDExBPsSO0OlsVqtmiKNdFHhbmxsVGdnp1Wd4MeTOLB/SLw/Q6Q/5Xj77bffolOYB4G2JIubAA7+EEaS8gbZPwsWowZXzEVCJdmGdoNVjCAOiCAZ449hhf/nciIxvjSx4Tj5fjcxYFFT1vB6L1RBKM2dsSHMAAAgAElEQVSB5EHNcLmPOAb3+DREht+5h4tmSBc6sdxPt9TrolE8A+49QQDIHQ6exQ/nqqOjw1QXCM74PeUk5MykcwS9UCgoHo+bBI8kbW5uWmbMeeRyOf3Gb/yG1tbW1NPTo2vXrtm99PvPx7uurq7atdFwMjQ0pN7eXm1sbGh7e9u40Uiq8czn5uY0NDRkHOadnR0zutFoVNlsVk+ePFEoFFJ7e7t6e3uNNuH1ek3ovqGhQdls9hJdhmzd6/Xqxo0bVnLzer2GIu/u7uqll17S+++/b4lGoVDQ+vq6DR+B9/38+XMbkjI3N6eOjg6trq4qHA4rHo8bAkIHOJQcxgbv7OxoZGTEHDNygnTHv/7669rb21M6nTbZuCtXrpjSzMDAgDnkxcVF3blzx5wDiezPfvYzVatVjY2NWbKzv7+v0dHRS6odrqMEnfZ4PKbZTMML6NT6+rqam5tFZatQKBiqzr5i6BO8QpQQUDyB54xT4hox9nt7ezbwyU2M4ae2tbVZUE9C3djYaAiXyxOkxEsgzHmCUDGK1+2xcGkJbnWrnrqF3XKRcewa9qS+Asdn8HPeT/WO/c6/sSNu4uAGo93d3ZeoeXt7e3bugAusRe6je09dBJhg07V9+AK+06Vu8Lp6m/ciu8h9rUe2uUbup+ubeK8bnDMUxz0PtwrHs8XWhkIhBYNBk87kXoLGwbUFya3VahoYGNC//Mu/6N1339Xt27cNgAF4YKhJuVzWycmJTXqdnZ213oHt7W1LTqD1MdQEioHP59Po6Kg9v0wmYwFRoVDQL//yL6tYLOof//EflUwm1dXVpVAopGKxqEQiYQ3TJEKdnZ02QKmrq8uoGa7+NIEdWvRUEmdmZvTLv/zLmp+fV61WMw37lpYWZbNZ9ff3a3Jy0n6/uLio1dVVNTScD/8gwH733XeNXzwzM2OBfaVS0cLCgr0WWhdrHRubzWaVSCQMNIrFYiY3Vy6XNTAwYIpOJAbhcNiC2Z6eHlu3Gxsbev3117WysqKenh55PB6rRGBfADfgPlPBdStnLs0IRRHoL16v13jnPF8quVA2qAyigEID5vr6uoFRoNjEK5IMtQa5Rt6P9e9WulAkOTw8vDQQClQfG44fbGhosKZC1wa5jIJ0Ov1ZIP2i4+23336rq6vrUkmzWq3agpAuuG3SxSQqyoqUIQj43MlPLu9uZ2dHDH6hXChdFs4nOJRkJS/pQnYNw8tCJiB0xdrpjHUDYXfgB4vNdQgsWEkqlUpWdmeTgGi45UEOt+xbf3D9L3qty/EjeMI5uaUiztntRnaRGBe94p52dnYqm82aBBdoLpuFDBgkDrS4Wj3Xl25ubtY//dM/aXx8XF/84he1urqqg4MD/dZv/ZZtvGq1qtu3b6tUKmlxcVGJRMKQwbt379oEwf7+fs3Pz5skkt/v18rKisrlsm7cuKGmpib99m//tg1CqVarSqfT6urqUjweV7FYtHG629vb6uzsNN1RyoSffPKJenp69OjRI+t+h0vm8ZwPchkYGDDKEo1uPp9PH374oVpbW9XT0yO/368nT57o8PDQmkv+/u//Xjdv3jQEH6P6/PlzvfLKK8bxBa2dmprSxsaGfuVXfsWQob29vUtI6snJiWk+EzR6vV6bSHh6eqqFhQVDUw8ODvTJJ59oYmLCAgpklGq1mkZHR/Xs2TNrSLp27ZoeP35sBlc6V/aIx+PyeDwqFoumG4sjpTyIQ4Ey1dzcrP7+fiWTSXm9XnV3dxsqXiqVNDIyosnJSXm9XhuOMzExcWm8emtrq9LptCFKDG9haA3JLygg+25tbU21Ws1QHs6zWCza3ueZEGTBAUdvGK4rSST3Hy10nAZj2nHEbuBYz4N2GwdJ7tm/TEoE/caGEjywBgmC2dtu5Qzb6ybZBJwuFQybyzlhP5Du8nq9ZvuwJ25QCmKLk3apItgulx4GzY+ggs/hGutpL/UgwqdRPeqDaJc+5fFcDPpw0WcX6Xd1bzl43ry3Wq2a+gxcX4JT7IQLtNBY6fWeT8VcXV1VX1+fJiYmND09rY6ODqVSKT158sQkIUk82IPI6bW2turo6EhjY2PK5/Py+/1aXl62ZjfsMwOxHj58qKmpKU1PT6uvr8+SzEKhoKWlJW1ubuqNN96wCamcO9SFRCJhn+/3+zU2NqZMJnMpQezq6lIsFtM777xjNECGhHi9Xl29elXT09PmDwcHB/V3f/d3+sY3vmEN0N///vdNaUI615m/ceOGMpmMIpGIrl69anuxUCjo6tWrun//viYnJ7W6ump0GsZkUx0BVCmVSvZsK5WK+vr61NbWZg3hqIzs7e1d6nuIRqMKBoNKp9O6evWqtra2DPmncbpSOZ9dUCqVDDBivYE+szfZpyTP0gXHnobQ7u5uHR0dmY1Ac58BZT6fT6VSSaFQSGNjY9rf3zf52Xg8roWFBQMSsFmnp6eWeAGUoZpCn5hbWacS4vL1oeacnFwMoiLZxh5iW7Cnbg+am2R/Fkj/O8ef/dmfvZVKpS41QRCEuMEW6AXGEzQJVBcHiBPAETc0nI+cjUajlu1jHGu184mHrowNXB1K4AQ+fD/ZOQ6AIJeH7ZZ9CcxdWoaLpNQjvwRXOF63tOjyI/kOt2xZj0qDmvBvN6h2vxvnBerE57i0FYIG3u+i+zhHN0HgnGga4H1k03wGZSm+x+327+joUHNzs37+85+roaFBc3Nz+tnPfqaf/exnevnll83o7+7uKpVKKZ1OKxwOa2VlRdevXzclDwYHUM3IZrO6evWqGbPj42NNT0/bMJaDgwNr/CgUCnY9DBgJh8N66aWXtLS0pP39fWsQXFlZsYEg8XhcR0dHNgSlsbFRz549EwkjaAhIkd/vt3shSX19fcpkMmb44vG4stmsZmdnDY1KJpNaWVlRc3Ozbty4oVKppGfPnsnj8Wh0dFQPHz5UtVo1Aw8Nh+AXRIzScSgUUqFQkHRehi+Xy/r93/99m24FdWJtbc2GpLA30um0RkdHrbrAnj0+PtbKyoomJydtr7CH4vG43WOcAqVFr9drTTfz8/PG4VtYWDAOKdQdkH8COwLK69evK5vNWv+E22ApycrntVrNJl2iNe/qBVPFIJBAgpC1w+jfUCgkSUZrQosdRIaSJTxCNLuxLTwXqjTIn7nKINgd9g9BKfaKsi1UKfYW+491QDDIa1y5TfY2dsAFGLA9zc3NJmEoXaCtBCH1SLkbHHNgj/gOkgUXwSWYBaXic13EuB6RdhHmespF/eG+l2CX83TPz7VRvJYgAjDBDea5t1yb2zxKpZJBYyRP8JPxe8Fg0J4Hh9vYFggElM1mTRP+ypUrmpmZUSQSMT9DEH16emoVONZXMpk0xJjpdfl83tagdE5bYo1ubGyov79fgUBAtdp58+zR0ZH1KtRqNWWzWQ0PD6tUKqmnp8cSBJDVR48eKZVKaW5uTltbW9rb29PIyIi2trbk9XrNx3i9XpviGIlE1NDQYGuuVqupt7dXDx48sPsZj8c1PT2tWCymbDaroaEhlUolk9ZjgvD29rY+//nPK5fLmcY119bR0WEDYUqlktGfYrGYYrGYGhsbtbS0pK6uLuuDQcozk8no9u3bpkmPygeazyQZVNmJSRjtTa8VfzgXEkiv13tpCmpjY6PxnGm8BtUlluns7JTffz4GnOA4Eono6OhIuVzO5PdYDwB1lUrF1iUzFdzJk0whdmlh2EtJhjJzD12qFIpI+D6qoqx5Vy6Utcvv0AP/hezsZ4F0/fEXf/EXb0WjUdtIZH8uKorBcw0ypVHXOBMoSzKuE449k8lYxkk5BWOH85UuEBxQGzIst3wBUkBAy/lIsgxWupDWA7WFx4ghZjGBqLsSM24pF/Sa78Xx8D31HEDp8vACzp1/c938n8VL8O4GHPXOmGdB45LbHIADIYDDIZRKJbvmarVqmTPNXmS9gUBA/+W//Bc9ePBAKysr+v/svdlv5PlV/v9UlXeXyy7X6n1t9zodeshMAoy+GaIQsUhwwwV3cMNfwU0LpJkJ3HCLxAVC8AeAiEBCYZIQSGYyZNZud7sXL2W7yktVuaq8tGv9Xjiv41Mf3BO+0u/qR3+kVrfdtXyW9/uc5zznOedcv35dkvTxxx/r7bff1h//8R/rD/7gD/T973/fWiEVCgWb1gXrfHBwYEUspFhhsl577TVtbW11BQUjIyPa2NiwDguk+ur1uhW20he5Wq3qiy++UKFQ6AIuZDru3r2r1dXVrupv7nEul7N2a+1224aCUDjJ+TM0ZHp6WtevX9fHH3+sVCqlk5MT04+j02a/hMNh/eEf/qGePHmiZDJpOkyKbWE2lpaWLIjASTJSPBaL6fj4WDs7O0okEvq3f/s3zc7Oql6va3Jy0gA4YGBqasqYm0KhoP39fbsWAGM0Gu1y4IBQnHY2mzWgS8/bSCSi3d1dc/J03iAdfXh4qIWFBd27d097e3smnQB0DgwM6L/+6780NTVlRYLxeFy1Wk2zs7Pa3d0147+4uGgMvQc1nU7HDHmjcTn8By099ur8/LxLJsS0UDIMdI1hb5N1Y93TupN0fiwW08jIiBVeAWy9dAKCgAOgjw2C3ednf02wxz7Ix27yO/96r7fGdpFlgMn3zBG2mz0HAMaeeNbY2xjsm7cxnc7laGQfQPi0b/DwzDK2ywf42DdPYgSZbXzJl72Gv2He/O99UICfQBPOPTw+Pu7qahIOh60gNxS67MTRarW0v7+vSqWi1157zQJ0+g4DihKJhH71V39VT548USaTsaFEHENDQ8aGE9xxrn4y3tHRkfb29rSwsGB9rPf29pTNZq0FaDKZVKdz0VGH9bG7u6u5uTkVi0WVy2Wb6jc8PKxcLqeHDx8qmUwqHo9rdnZW8XhcS0tL2vh5r/jNzU0lk0kL6Gq1mg2mGh8f16NHj6xY8pNPPtHg4KCWlpaspZuf5PfLv/zLev78uWZnZ1WpVPT+++/rL//yL/Xd737XQGC9XjegD6nDEBLqe8ieQW6RNWKQCQQJXZzIhh8cHJhvo9UgGmPYWuwxGMCz0r6ugrVLT+dEImG1I7wGSQdZs56eHvt+9PdkzmDQBwcHjXkHA2WzWdOiI1mBVPM1A2AJAnj2MM/NT0gEeHc6Hat38fYJIoG16PdOq3U5owMp7M7OzitG+qrjvffeuz87O9vlGHwUAxghPQhQxnmSDoApBoDyMIJMB4AKdpT0BQsEg4iBIM3G4iHq9JW90uXIb9iJTqfTxcByXTgoiphYZOgmWYCcB8xC0BH5inupO23pgw9+5sAR4Vj4mWvnfvlUoyRbzLye5+XTzvV63Z4ZDhDWsKenxyqM0c2iF+3v79fCwoKKxaL+6q/+SolEwj7z9PRUU1NT+ud//mc9fvxYf/d3fydGyj9+/FiRSMSmXmH4KPpIpVJd7A7FPhjnsbEx9ff3GxMdiVwMMfBdSEZGRlStVvWjH/1Ib775pjWKn5+ft7Hg+/v71oUlFAppcXFRnU5Hc3Nzpg27c+eOFTNSlIgRxTgyeGVlZUXn5+f62c9+ZqBlZWVF3/rWt7S1taWtrS3t7OzoN3/zN/Xxxx/r448/1vT0tDY2NrSwsGAsbm9vrwWMvoc2rAY9uGHNWq2LSWY3b960HtIwZbCCjJdnkESlUrEOHzdv3lSz2bQR4+jnSde2Wi2Vy2VFIhFrwQRrjzaQNmrj4+Pa3Nw0B//FF1+YDrqv72IQz6NHj6zzRyRyWWRMWyc0hzDGVP9XKhUtLy/bdEZfvAyIDYUuWiDScxXDPjQ0ZKN86RSC/p8WVbB64fCFjv/g4EC1Ws2ePYEUQxGQOGD3Dg8PLRDx9QjsQ+wV+8/vUYI20tY4Ss/+sh8hIvhuwKmXLWDLsDnSxbQ431UHuRFyDeyzt1veBuKcfZDuAS72BRtBtpIuSF6zGczG+c/wds7byOC9CzLT/nODQQd/81w49+DnkYGBZAAg0Y3DtxwlYEeji4/iM8muPX/+XJKMOaUot9m8aAu2trameDxuDB7ZJEAhnWGo5ymVStYCD+0vLS9pFdlqtayLDbrsarVqvjEej+vp06e6efOmMbCZTMYC77W1Net1Pzk5aXI2ZHQ//elP9bu/+7tda58ORQSw9L7e3d1VNpvVjRs3rGNQrVbTT3/6U83Oztq6+vDDD/XNb35T4+Pjev78uW7fvq0f//jH6u/v16NHjxSLxaztJ9IjghtYephiJE8A5KGhIW1ubioajVpw0el0tLKyYvpiMn1e+pJMJq0gESY5FApZu7pgAOaJMvZyLpfrWr/SRTvVfD6vjY0NLS8vm389OjrqylIhl2VICt+zublpmeCTkxMjWPhe9j0sN/ME8AcEfNIFBkLDPjw83HUtPss4MTFh6zQY+LI2+UMgTqCytbX1Ckhfdbzzzjv3U6lUl5EiagQs0uQdw+Ur1AHSgFRfwOHF8oODg9b+zKc6pUvj7huYe7E8gN2zUDhoFhEbk995p+XZDJ/e81o8X5zjJRZB+Qd/fCrSFwjy2qBDCB5XfT6L2acnOXAIQYdD4EI6xrPT6MW5JhwH6Xa0tnSuGBkZsX7Eo6OjJkfo7+/X0tKSWq2W5n9e2CFd9Mzs6+vTw4cPlclkrAsEAKVarWpxcVHb29tqt9tdRRwYC1rLoedGRkDh6vr6ugYHB3Xr1i1zdOfn55b6qlarmpiY0PHxsWnBcFzIh2BK4vG4dnd3DXTDAJMBGB0d1cDAgLa2tkxqEovF1Nd3MdGpUChoZWVF09PTarfb2t7eVjgc1vT0tDXir1arunXrljY3N7W8vGySEYAe4AKmGma80WjYABOKbQHglUrFNL1kZGZmZpTJZGzf4DzK5bJee+01FQoFFQoFjY2NaW1tTdJlENzb26utrS2T3CBzAPRTJT81NWXgc2lpSaVSydKXuVzOWJVMJmPAn0EDVLezVwksVldXlU6nbZrg8PCwarWaQqGQMewEtHt7e7p27Zq1CcM5EHhEIhfttmB9vCzg8ePHxh5Ho1ElEokuWZrPqmHvaBsII0yw7vc2P6NT5jp5roDsSqVir/GssM8mSbJ9yP4NBtVeyxyUUUAEADQ452g02lUYzprytsMDUA9Icb7Yed/lhevwgQVryttI70f4Tn/9HC8jIq6ylUFyIvi53BMPDGCUOd9wOGwSKuwjtQpMkzs6OjKioVAo6N69e9bnd3h42K4Zbe/JyYlu3rypvr4+a/HI2oQ5paUjEo7z83OVSiXNz893tY4FMM/OztrkwVAoZJNfCYJ7e3s1OztrhX3cB3zGwcGBPTPa0+XzeYVCIWWzWfX39xurHQqFjEk9Pj5WJpOxwNMzlJubm1pcXDT7AGjd3t5WOp22zCCF39jlYrFo9vbk5ERvv/22Njc3u54fEs5araapqSmzZ9jU8/OLqYpcDzaAzj/lctkkCLQw9YWEjDanKJ7gm1aF4XC4Sz5K1qDdbptt6u3t1fXr141F7nQ61taVrlHpdFp9fX1WhE6bwnw+r1QqpUgkovHxcSuQ7u3ttXuaTCZVLpdtiApaaAqqKRCWLjo2MVkRn8ueR69OVzTaAEPGILPBdoXDYXsvHdqCgSvykmKxqIODg1fSjqsOJhvCYPh2PgAzr9kDLGNsqaiHxfVyDQwZmi9SOixMgB3sM6ljAI53qr5Ixg8ggcmDQeKzQ6GQLSA2HucMA4ET5PABAtcqyZyK1D1FjP/DgPv3BdOmVzkS7k+QqWEh42i83jLoSLiHbDJAxvHxsbXkIWDh+3hWAwMDunfvnv71X//VmBNJFuXC3sOmIIPwbD7A6ujoyIxFu31RzLC5uanp6WkDhBSc0vuXQhrAYDgc1vb2tqXqGJ/NZy4uLqpYLJoxHhwcVCqV0sbGhn71V39Vw8PDev78uQF2ovx0Oq2zszMrqtnc3NTk5KR6e3sVjUZt3a2traler+v111/XT37yEy0uLmp6etpaV5EifPr0qZaWltRsNk2j7YEdBTalUknJZFIDAwNWOHN6emrrGVBHFfr29raSyaQKhYKy2awmJibMSVCQRr9XKtQx9jdu3DDgTJu8iYkJbW9vG/AniAyFQjZuV5KxT63WxWjYSqVi0xfRaTL9s1wud40gBzAsLi6aM5UuMkeRSMR0lXx/IpGwYRGAbNhC1jGaRfSl0oWur1gsWjuvRqOhp0+fmiaSXq27u7sWtFFU6rv3YCMI2tEu0kKQ/vTYliAjCkvq7Qn7y4MDzod957NhFAvhkJGK+GAZe8z5w6LjgEOhkO3joC3FFqGZxn54jbNnjH1HDzISPA8v4bsK0H4Zo+yZaE9o+P/j/gSB9Ms+L/gZQflH8HnBSuPbuAbumX+GrI1ms6n19XVrY0la3D9znhWBB88HltCTRc1m09hQ7AQjv9GoVioVSRf1EblcTisrK2o0GtYxh/WyvLysVqul9fV13b17Vz/72c+MId7c3NTNmzc1Pj5uNSv5fF6RSETXr19Xs9m0NX50dKSDgwOlUimTNczPz+v58+cGiGGE6TJxeHio5eVl/eM//qNarZaWl5cVjUY1MjJiWa18Pm+t+ghK2RNnZ2dKpVIqlUq2R8Phi4ml4XDYAumTkxMDdnw+tTZbW1vWMq5er1tbTJ4vnwsZwvCV09NTY8gbjYYmJibsGVBoiYbaTyUEOzAWnGwVPla6lFjUajWVSiULXpDHLS0tqdFoaHd3V9KF9p2e3GQoIDQgUWh4wL7r6+vr6nHu9ys2BJY6FotZ+zw+E79AxpB6lGazaWsQO4mE8vT01Aq9IVZfSTtecrz33nv3k8mkGSy0MF5CQFUt6T5JtnEAUjgKFgWpEyQTpMMwQKScz88vxmOT3uH9bCaMeLPZNKbRayc9O41DwGkAfjBwnkkOOiXf4xHAiWHFIHtjj6EMOhIO73Q9IwIA986Onzk8gPWOi/Pi4Fo5fxg4rxvkz9nZmU2pgwHOZDKmdwuFLibDAdAwtvSfxWHTY9c/fzS8h4eHVqhJz1TkBb4golAo6Nq1azo8PDR9FkZdkm1eWJdisahkMqmnT59qcHBQ29vb5uR7eno0OzurTz75RD09PUqn09rY2FB/f79NFISh2N3dNfD92Wef2ZpDL0aqsNFo6Nq1a+p0OgZuCRYJNMvlsg02YJoe95r12mq1VCgUTO/LMIZ6va5cLqd79+5pf3/f0o3sh1QqpbGxMVUqFe3v72t6etpabLVaLS0sLJj+jaIlepe2Wi3VajU9ffpUu7u7unnzprW1wgi3Wq2uPs6NRsMAvyRzMox6x9jyzEulknK5nFKplMrlsqX9z8/PDejDouXzeSWTScsAANqLxaLi8bixQn5aV7VaVbVa1cLCgu1hAEg0GlWtVlOtVlMikTD7c3BwYHIHPgd2iT3iNbt+EBByEWol2Ns8Rw8EpYviHqRuODQCNwJfeg0TDOCQaa9JgBG0T0gpqH/AEWKLSOt69tdL8Pzv2VvYmqtshwf5fAb2CADOPgle78sOTyp4u3bVz1fpo4Nstv+9t7cePPtr8oDa6+EBCWQB/JCxbDbbNXyGItZOp2Ot1JCGkE0jW0cRIn3I6XrAnhgZGVGtVrOMKjUD9JSGJe3p6dHR0ZFmZ2ctrT84OGgZXgJVJvANDQ0ZiCIrI8lsA7UNMO1e7879PTw8tLoQ+iDT6pQhTeFwWOl02nrpLy8vG9nR29urYrFowQPn9Oabb6rT6XT1sQ6FQhaUQx4gKYNsKZfLJonhfnNetDAdGRkxqUQqldLW1pa19EulUjo+Ptb6+rpu375tLQchh5CtFQoF8wnok7kfsML1+sXgrsnJSVszgFOGWu3u7prGGqafQmfkVpAhoVDIMq7z8/N2LbVazYgqiC7IJjDP+fm5dUgpFotKJBK27rEd1Jkg9QqFQnZf2MsQOWAgSUb8AOqLxaL5FQITeuC/6iP9kuPdd9+9/9prr9kDxrFKMgNO6pmiNEACRhWdEqlFHC+Oj5SzJGMycRgYNsAavS4BJWwAUrahUMgcCSObcaBEVTh/6XJkNhE/qSnaXmFIOSfYCc8CS/pvANg7rODh2RM+K8ig8Dr+9p8b/CzuM44AQI5zJ8DBMdMpwmsEh4eHrYUeEfajR48sVRaJRFQsFq0lEMEPY1cHBgZsdCzDT0iZ4bCQ37DpmDSVTqet7ZEkvfXWW3rw4IGki038gx/8QP/n//wfK/AieEJnhqwBjRxGd29vT5KszRNt5hiwc+vWLRtQAkM6OTmphw8f6vXXX9fw8LCNCmfoSDQatYrnqakpra+va35+Xq+99ppyuZxyuZxGRkaUTqf15MkT07TBMlJ1znok3StdSGEYkgJLEAqFlMvlzHCT9n/06JFef/11/ehHP9LQ0JAFOYeHh6Z/zGaz+o//+A9Vq1WdnZ0ZE83a4JwYpMO+JrXIz5VKxRiMcrmsoaEh7e/vKxqNam1tTT09PZqYmLApWQAvxqHjMFutlp49eybpIrX42WefdRVdnZ6e6smTJwZyent79fTpU8XjcVWrVQsACebpd4ptIpgYHx+3c/c2JBwO272lgNMHpOxhv5fZb+g9PSDBOQaBmm9z5WUYAF0CE8/E+2AahhM9J3sqaF9g8wBqvNeDY35HIEdmgYxTu902ssFn2bhmHDLyMJ4vbJxnYD1w9/bLH1exy1e9xr/f21mu15Mevn4nyFB7osO/n/sNI4xMBfCHbWQd0ac8FLqosdjf37fvojMHkg+G+5Bl4j7Rvxt/wrX6LAD+oFKpmBzgs88+s2v67d/+bT148ECh0EX3nw8++MCmjfp6JGwj9v/g4MDGXpO2TyaTXRJM1u3JyYmmp6etloD7k06nlc/nNTs7a0GCr+lAFlKr1fRbv/Vb+uKLL3R6eqrFxUXL9DUaDY2Pj2tnZ8fuA+PXkQfQ831wcLBLN0z2mQCQAm/WIPcLyQQ2j/dQK1Ov1/XWW2+ZTYNcohMHQRSzFLykkANkqY8AACAASURBVHMCnNIzm+edTqetUPXk5ETb29u6ffu2ZdW4P4ODgxobG5Mk2+esud7eXu3t7SkSuZjKiDyOQtaBgQHTzRNcsAclGSkDCy5dEnvpdNrWEvUlgHMyqD47Fg6H7bMk2T7BX7I/yFYWi8VX0o6rjj/90z+9TyuX8fFxa96NTpUIXZIZWR9tAZx8OtJHmvQuxCl4hpmRqt5RkY7HQWAYJJmRgj3GyaI9AjRgXL1jwLFQWACQ94AUiQgpcN+fNJi+9E7lKsfBawgQXga6PXgOAmsPsH0Boi/m5DPYHGwQIlL/M0AAzSTvAcDNz8+rWq2qVqspnU6r2bzolgGL9uzZM7148cKkAkS29NyWZA4faUkoFDK2MxQKqVKpWOEJ7MFv/MZv2GSlvr4+kzfcuXPH5CQAElr4bG9vGyhOJpPa2NhQb2+v/X+r1bKWRJFIxMA1hUNM8ANwtlotHR8fa25uTtJlS6GRkRGtra1Zwc3Y2Jh6e3utT3Kn0+kq+giHw1peXlY+nzdjT4q+3W5btT8BHT1oOff9/X37jgcPHuiNN97Q7u6uBbLxeFwbGxs6OTlRPB43zfu9e/dMh4zzph6BvQDTl81mtb+/b3vz2rVrxgTTpSMejxurs7e3Zwxzu93WwsKCrUWuI5fLqb+/v0vyMTo6aulIJhBOTk4aGw4goQiLgOjw8NB05FTaDw4Oan5+XicnJ9YrmsFRXguIRhv2iVQntowCQAK2WCymRqOharWqFy9eWPcWMl6eKYdV47oBfNgZAgreg1QMB+r79PuWd5L+W60JwJaMSafTMTYfW4VzDRaCY2shFfxoe0C/Z2+9JtRn8/hM/x7WO9mxIDMdzNq9zDZeRRx4giIYKAQzdv5nTyzwc9D2UaeDzQTcskd4jqenp9a9hgCDjKt0KVliUizt7vr6+qyY2Qds2F1fYA/xg29jYl0kEtEHH3xgrdWYTjo+Pq58Pq9isWhZMAaFwNqOjo52yYSSyaQ+/PBDvXjxQqVSyYKEWCym/f1966ldr9dNXrW3t6fh4WGdnZ2pVqsZW95sNrW1tWWSBzr1UKRN9liSJicnlcvlzA4BpiniHB8f1/b2tuLxuJFCo6OjxqQyRXdgYEC5XM72E0XPZEsJAqrVqjHwZFabzaY2NjZsUA2FzxSj0x715OTEpB+hUEh7e3tmqwlWhoaGNDY2ps3NTdsHw8PD+vTTTzU5Oalr167ZeqKTEnY2n8/bMBjWvW+K0G63lU6nVSwWLYCfmZkxWSssv28DzOAc9snQ0FCXrfcKAQoGPZ4CIzDxFkLH4xxsH+vTk4L5fP4VkL7q+M53vnOf1ApRFQfRrG+YTv9oD+RI38My8SA7nY5qtZotfNJdodBlwY2v2IeZplk4n+e/D8cEo4OTPTo6sgcOA8zfjUbDFhzOCT0wi40N4nVH3jhj2Pk3xy9iX74sBcrhHcXLWOkgyIYBY/OcnJx06Sy9Bpz2a6S5AYnT09OmUx4eHtbR0ZFKpZJt4Gq1aixDX1+fJicnLVXZ29urgYHL8e0MpUAvBwuCbKNSqdj0vj/6oz/ST37yE/X19dkY6O3tbeuwcXR0pKmpKevLjKPHcJ+dnWlubk7lclljY2Pa2NjQ/Py89vb2jI2p1WqiiNZPvep0OibR8CmxcPiiAOWTTz7RrVu3tLq6qlqtZiDcZ1BisZgBZ4YgbG5uamlpSaOjo1pbW7NuEI1GwzIssCuwWwDeZrOpWCxmba+q1aplXNrti4JQAqm9vT1NTU1pf3/fWuNVq1XTcB4eHioSidjggrOzM/sczpVhM9IlKIlEIsbcA2ppXfnGG29oZ2fH9jq9UZeXl013ubOzY6Nop6am9PnnnxtARy/uNXk4TgINigF9wEuBYTwe1+joqPb29iy4Ycw3gw0A0dgUhuTwXL1cDXkTbOXR0ZEk2T2BdcSGAYw8oPTsN4ywr+Pw0gkPhnGAyMiwLzhO/17sGc7dS8MAab5+BfvqWXjsp7c1PqjHRiAt8A4XjbUP3D1ofZnt84zyl/2/P8+gneOcvLTN/94f2Lzgd3JPgveWQIMsCoxdKBRSoVCw54YNpfsOQJkieIYtbW5uamxszArTCDa4NtY5wIT97rXpp6en2tvb0ze+8Q1973vf0+zsrHW62d7eNjY1Eokom82aPImiPElWGDw2NmZytvPzc01NTWlvb8+Ac7Va1fT0tAW8yNcajYYBaWwixMbc3JyePXumhYUFpVIpPXr0yO4lHVCQISDROzs70+joqGXokGClUikjrWgSQGtAsktIEIaGhpRMJlWr1QzEszcJ/OmCwfsLhYIVYksy/XOhUDB7HApdZLYTiYS1wKR2wxfYck0wu8hrstmsjo6ONDExoQcPHnRlnhkQRlAzODhonVYymYyRLNIFPkBm2WpdTFX1+wc5JPuPAldvqwjCIaN8r3QAMXaYdQ9Lzvok6IesBBf5zEokEnmlkX7Z8Z3vfOf+zZs3JXVXVsM6wLbxIDEQ3jHA/PgCDhwkxpim44CrZrNpWjPAJg+Y9loDAwMGxL0GGlaZc4Q19yCTrhy+Wh2dE47KaydheoM6Q5zmL3IeLzt+0euDTiL4es+++H97lpp7iJ4RxozzhqWHSaHQ6+zsTM+ePbMUWSgUsqptpAnoWEdHRy26HhwctDVBZTbPmeeIRIhnPzY2poGBAX388cf6+7//e/3O7/yOisWiDQUhw+GDJdZbrVZTu93WxsaGJCmVSllVeTweN8bba9Jo5eaBKKO4MfwjIyOmvx4aGtLc3JxGR0e1vr6u3t5ejY6OKpFIdGngWHsvXrwwHbN0AYSY+FgsFvXmm29ar+tms6lEImGjzhcXF/X48WNbZ3QLWVtbU7vd7qqcpoDw+fPnarVampiYUKVS0cnJiRWvYOz6+y+mmH366ac6Pj7WysqKMVAATYCk7wsNK4m8586dO8rlcpZxePjwoWkk6aVKcR7TDL/5zW+qVCpJujD6TPXCOfv+zwA2HGgoFLLnxWRFCjJpJUbBE4AC6dDQ0JA583K5bFIzWGKCQgIhOgdhI7zTJINEGhQQyf7idQBmgGtQhuCDb67P710+ExYSmwm4JsiDBEBjSvqbvc+aBIh68M3PQZvGnuBPKBSyTAN/CArIZEiy+3GV9vkqxvjLbKW/P/7nq46rPoPz9iD7ZYQF9xdbiO7ZEykQAtFoVG+99ZYRLnT06evr087OjsbHxy1zwXPntUgvOGdagJJNQ4cP+MNu1OsXE/YmJia0tLSkTz75RL/+67+uvr4+bWxsWMBEUAnoazQampubs2LISqVibSZpB3l2dmaFtIlEwkaQR6NRnZ6eGgijhRuBqJf8SBeE2snJSZeGGX/vM8jSZaE6soZ2u91V8M+EVmo1hoaGdHBwoFgsplAoZHpxSZZFIuMYCoWsRieTyWhzc1PZbNbuAT6LtqH4O9by0tKS9vf37Xu5j/wMQUL2olar2QRZwPDk5GRX545cLmeZdT9/w3cioZC/Wq3q8PBQS0tLxkgjbUmn0yb5YS4CnwWI73Q6RgIgcYSUxO/TfYQAgHXOvgfzkCmUZPbZYyGeMWuA976abPiS47333rs/OTkpScZMBlmTSqXSpZWRZBWnvA4Gi81Fqh/jxQMkEvWSB1go2E2cJ5Wr9A5m8cNq44xxuGjjAP8MSfBpPjRAGKdSqWRGg0XoQTmbzev0WFwvS13+f3kEmWipu6jGBwkAPO4pbIuPlqPRqL71rW9ZuyPSgBSiYCAY516tVrW7u6sXL17YJm61WqZ5Pzo6soIeNi+AhIwCBSZ0Mrh27ZoVafi2Q0TMnkEqFouamZlRq9Wyns6wMcfHxwacnzx5ol/5lV9RtVo1NiKRSNi4b5/yooMHsqB6va5SqWSjs998801tbGwYEGSiHqnDs7Mzzc7O6osvvrCisUQiYVKBUChkjpJezTA9PCeKGimkKRaLWl5etpT+/v6+Op1OVwsppnMh5WANzM7Oqt1u6/nz56ZjJ8gAbNKzldoFNJbJZFLT09MGzOPxuPb29kxGMD8/r0QiYTq6SCSiDz/8sOucx8fHdXBwYA4V2c+zZ88UiVy0ohsZGdH09LTOz89ttG8sFrOMAFIbNMa+sBjAzTo/Pz83yQbsEnuc9pt0GcFGefkWQNSn6GFs6BTggSTOygfckAfBIU7BvYruk0yfB85kIyApALC8DmfKeXg9JJIkGOmgPeDA7kIsQFR4O+JBNbISxs37rh9U/XsmGQb2KiD9iw6ul2u46rhKOud/9plR//8QKlwjv+da/TQ7JDDn5+d6//33dffuXR0eHqpUKllxpyRr7cY+JwMYj8dN+4uun4ydt8XsS2pLaB+KfAmdbrVatXVBzREZHbJ9L1680P7+viYmJqxHOkSVJ7La7bby+bxmZmZsOl6tVjNWF10uIAxfRxa3v/9yOh+Fw9i4drttLTsJKOjGtLGxYfsa1piuF7Ozs3YPqK9CDgo4RZqQTqe1ublpwSKZvmKxqMnJSfNpAFeG5UAUjY2NKZlM6uTkxO4Xg0kAoOAEdPLIAn0Qioxse3vb/NTIyIjJxLa3t5VKpWymAvsG1p0sD2un1WpZFoPsLbYJzTg4g6AInCTJpCC+IJg1h19nrWSzWdOYM38A1pp2fR4jsTewc96OvALSLzn+4i/+4v7y8rI5JyqXfZUq6UJfOY4Bo0uAN/hsfja1rz73vQthoNFxAfiazaaNt2YxYex8n06fTsUAEKkBHDHSXI/UbXx9pw5kHQxlwRD5FKOP6r7MwPMzQByHg0MPOh8P3P0f/o9zJlDgPnJO/hlxfoBHvp9IdGNjQz09PTa8gkInWI3T01Prf1qv123ABywYOloONh76ctLQsA5UWa+vr5t2lrTXD3/4Q928eVOnp6fW45VoHQD65MkTjYyM2ACTvr4+K07zfVyr1aoSiYS2t7etFypBEeltClNo/M8aYtJXOBxWoVDQN77xDT179szOhbXBGi8Wi8pkMrae9vf3rU/n5OSkKpVKV0cYGI2FhQWtrq5qZWXF5A0MTGm32zZmOJPJ2L7inq6urpqz3N7etud9cHCgaDSqiYkJ1et1zczMqNPpmJYukUhoZ2fH+kX7oJF9weRAJhfOz8/r+PjYGPH9/X3FYjEb9kCnFmQi3IOFhQUdHR3Z852bm7N7sLu7a3q80dFRGz7BWiYNykAgshG8BkB0enqqfD5v6UmyMUwM6+29GLJDMAPrikMk4PadNwC1MPaAemwGHWoAOLDeXirhNcNe9sbnYD8JbqVLpps9zfnxXf47CMp8zYq3IcjkPAvr7YYvMuJ9vqMFoI/PCocvirRx2jDgHNhY3oON9J/hg5ygffSZvqvsp7eLVx1easP9DmYW+Qx/fWh3SX0TWM7Pz0uSZZ5mZ2cN7HH/0dlSuE12iPUOoEPbikzBS2bI9DBMSZL29/dt/fNeCn0ZigUgY+1MTEyYVphhHpL0/PlzLSws6OTkRNls1gJTgB0+F9kadoAOOgA33kMB28jIiFZXV+2zYTWRz7DH+L6xsTGTZzBIZGVlxTKM/f39GhsbUyKRUCRy0UaTIJ4aDUi0a9eumU2FEKEGBt01/g3sAZPOlFMGtGC3KTbks5BIAGqx34eHh9atIxQKWdcgSfZcsEWA86mpKRUKBQvMz8/PLRDDx/b09Oj4+NgaLGAvIPlYm7DNAwMDxnyzZ8iWsqbxdV6K4r8HfT0NBXp7ew0zEMD5TIvfe/39/crlcq+A9FXHO++8cz+dTpuxQewPAOFBVCoVMyi+IEaSdR/w6TI0U954k0YlKvbpuLGxMSsklNQVjXkQj5MgYkZ3yudSdIQOVpKxTaT+YQZwkuijAaMYSRgLHCTGOMi+vAxQc095r2dz/l+ZbJ4F7EYQaOOsPKMHUxAE5jzPVutiNDTR+8DAgLXYIbign2gsFjODzVAUmDzat/mCT9/JRZK1WfLawL29Pd28edMAHlrW/v5+7e/vWwrt9u3bpnvGkIRCF4UzVL/Pz8+rVCqZdIP0GClIGG1Y176+Pi0sLOjzzz+3LMzDhw+1vLwsSfrBD36gpaUlWy8w97VazQAaKXd0iBh22r+RikM7DoiCKcbYE2Cif/SsCE5hZmbG2l7BNodCF1KccDistbU1A55zc3MqlUqanp5WuVzW3t6eZmdnlclklMvlTOYwPj6unp4era+vWwEhkgmGsJAZGB8fN5YOh9ButzU5OWkBwK1bt3R8fGwDCdj3jcbFGHPa6oVCIeu+USqVNDMzY6CCAQMwVIAxBv40Gg0bZgPjgsaZCZoUS7F/ATeks9Fgs+axH2Rp6HziGZ+zszNrIQZYBNR43TQgnf3oAznPHvN+gC7ngHMDmMCEQyCw3/kefoZIiEQiXVk/z6aj0w3KOAjUvD30ZAHsu88kYs+C9s7bNW8rPUPtGe2gVvr/JcvHc/Dn7YG8J0D8+WFXeG6SrBtDp9PpGtTkZWY+kILN49lFo1EVCgWrPwmFLgY8kQFCTobNwI4TOAFwJVlNwcrKismHqB9hbPfAwIAVKpN9gRDBnyMlA4wxsAqgj+/s6+vT7OysNjY2LM2PnYWsgFiZnp42xrXZbGpnZ0ftdlvZbFZ7e3uqVCqampqyoSFHR0fG2ELAhMNhk2gA7rzki57R9IcGzI6Pjxs5wjRVyAumOmKbOD/kOLVaTfl8XteuXesCqjDjsMQ+c0OwT/aBgm8yhUxhZT9LMjJhY2NDu7u7mv95AT8DZchuelkmWTFJJlVjUAw+l0Ae3TbyC2SDzNbAp5yento6QFFABotuRr7mgX0C+cnvIDFY13t7e6+KDa863n333fvokohAstmspT9w/tls1h6+X2y0SINd885KUheQ40H29PRYn0iMh2dyrmJUcVgAa0nmVP2YZf6v3b7o0QgbQJQNUIe1RpzvByTwfpjvq5wBR9Doe92eZ+k5h6vew+/8e/gdzgGmybPk3iH78+Y7MdgAeEnWKxcnkMlkLKU4Pj6uJ0+eGCNCyhI2lbG3BDwMW6GJPcU26OZwGgQ9Pl1MMcnOzo5isZieP39uKXyMKs+AtncAXoAxemOCAcAaRiYSiVhVNhKRZrOparWqoaEhG/7S29tr/VsJxCKRiJ4+farR0VEDbejYSNkCXmjBuLi4qNPT067e2YApjCfTEOmznc/nDRzDIjx9+lSSjK05OTnRs2fP7DnTspBg8ezsTDMzM0okEkokEvr3f/93Y4K9bMFPVxsaGtLe3p4FwQTFjUbDquP39/eVTqdtyABMFow/6Wic3NHRkSqVipaWlizwgRVLpVJ68OCBOTuYPAw++4zeqdw3nBdBE8ATtg9dJynxvr4+62DgmVLY21qtZuPRYfOHhobMQSNHIq0JY4+ekEAQMoABUuxb9iN2xWfGsGFBQApohq3k8KAHG4DdYi8DlDyrS1aPbjRXddfAJnkwys/YYL7fFx3x+dj1oF7ZH1eB4qAcjeDAf463s17fjCyK88Dh+6AEewebh131Mg9AkSclABd0rgK88G/0ztw72mwSjKExpc95KpWyLCzkz9nZmckXCBIJ0Cj2w+7NzMxoZ2fHeixTH+F9AV0UCCbZ5/v7+8pkMiYFaTYvWnJiC6lhOT8/t44WSCZOTk7sGrB9zWbTOv3MzMwolUppbW1N0WhUs7OzBogJGGBc6YJTKpWsMBn9NHU6XOP4+LhyuZx104lGo9rY2DD/BHNMkBeJRGx6oSRrPYh9B5gWCgWzdalUyoIhtOasMU/SYQ/RyScSCZOmMFCMovxSqWQ1FwSbBDTxeNx8a7lctvayZDzIRg4PDyscDltWAhaeNe4lYL7DEXvBS23oCtXpdIzM8nspGo2a7QuFQpZJkWQBFNIzL93lyOfzrxjpq47vfOc792kZ1mw2NTo6qtHRUR0eHmp4eNjGAFPIQ9QCUCHdhxNCIsLnYTh9f+pIJGL9an1hEJ8PYOD1XsqAg2MzETlKMqAuqWsSGMwVBUaw5YODgzb9DL0kQM4z0ldJMV52eCeAc/CpmF/0GUFWB0eKE8ZBYBC8A5IuHdXZ2VkXewbri654e3tbS0tL9hxwUiMjI5Ymb7fb+s///E+TCvB8KMB48OCBMRD9/f1KJBLGOOKIAF/cDwCLJHM0dLyg8wTGGNYUhtz/4YBBLBaLWlhY6IqwqZJ+8eKFYrGY1tfXrV90OBw2g0vQVS6XdXx8rHv37lkLwMePHysWiymRSFjf6v7+fpOhoEekJzWSJJgW1jVGlP3BHqPw6OzszIqLxsfHNTExYXswHo9rbGzMimGo0GbcLFIEMgx3797VZ599ZnrE/v5+VSoVA1O0UaKSnXucz+e1tLSkSqWi0dFR5fN5A2WDg4NaW1uzEeR0GGFNplIpHRwcGKO9tbWlcDhs7BkODVCaSCQ0MjJizBTZFBgV+tsGu+swHY4gjWCFCZYUGjF8h/XA8/VFVGjlKW72sg1SzaxDGGFaKAJ4WD+AHeQxnBdADfCMY8NZw2zC+HQ6HUsPe3uIvWP9kVXj/nkQADtO1gg2CtAJYPZ2xoNhgDeBLJk/AnLAVTArxuGDCg+w2Ze+cDPIFgfJCm83/f8Fs2xBe+gDB8CXZ/SkyxkDBMdI0bhWr1Om3zDyx/n5eT19+tQAjWczGR1NURj7HBsMQ8g1QQahXR0ZGbFhWABkL6vhWsmyYkthkZGHlMtlsxEEq7DmBHrValUjIyN68uSJwuFw19ol3Q+7vLq6qqGhIT158sSGMdEydGtrS9VqVaOjo9bznjVPS0lIrXA4bNIGApRoNGpFkCMjIwqHw+Z3yF5SJ9BsNjUxMWHkCXpx9hD9pwnuo9Go9aoHc2xsbBiopPaKjFOn0zGWG2y0s7OjdDptHZW4lsHBQevQEY1Gjb3meSBBXFhYsDanEAXYFLLHZEMItsgG9vT0WE0PLUIJDj1zzH4lmzI9PW3kFkGcJFWrVctcvXjxwgC/z/rzNzaPwPNV+7uXHH/2Z392P5vNmuGhty0DL7jpPCSiIhYUD7vRaJgkAifnNdX0esSISeoqTvIMAVOkpMsBBpIsdQG4ZVOSkoWthkmCBcIo4Fj5DsT5MGMYJVhP78iuYqM5vFzD/9szUTjU4BH8nWdacGp8jtTdTo975K+Re4ahhdlj4/I5sMO0vIPl456S3qQvJvo9gBCVxqQ5Sfuwaekb7MFbvV7X17/+desP6tsbIccA8MFW1et1a3Pm+wNzLYuLi9re3jaQxfMEAFQqFY2Njen4+Fj1el1f+9rXtLa2pkajoampKT18+FDT09NWxBePx/X973/fWhJhTDDYABQCip2dHc3/XE88MjJiqUDkGdPT0yYRoMXVwsKC8vm8fu3Xfs1kMb29vXrttdfsXm9tbWl2dlbHx8d6+PChpX4B+B9//LGi0agV1EUiEXPeGxsbunPnjmmpvRQCAMf9pfPIycmJsUvsVVKoTCa8e/eubt26ZfsDBhpbEQqF9Oabb6rdbmtubk4zMzMaHBy0SVwUuMAM+96uZDroAHN+ft5VVAhrBijyQSLn2ul0VCgULKVbLBYt+AiFQla4TBAFS394eNgVnDEMAY2oD2S9XAp750GaZ288oMMeAsA5d2pFAOKAVOwGJIMPjr2MA7vF+cMu+fQsRACBq7czMLWeneM1pHk5Nz4LG/NlUrUgSOfAl3D9sMdBoiH4mf48vRbcM/UQK1yrdKnj5veeUUd24/1GT0+P8vm8pqamjJyAqeU80ZxGo1FVKhXL+rx48UKZTMa6EDHa2g8Nox89QZAvdLxz5471RQYQobEFkBMIkD32w8mw3zCTyWRSu7u7Bv7JCvrMCRKtTqeje/fuqVwu6+joSNlsVuvr60omk8Zk3r1714rqsMXtdlu5XM5sBkONyAr6bA9Fm/V6XUdHR4rH4/bcW62Wnj9/bu1M0Q0jc5iZmdHs7GxXeziAM33SyYY9f/7cQC0ZJNpzQmigd8eOMJmStVYqlewaGQTDvoRIaTQa2tvbs8Ep6+vrRlqsrq5qbGxMCwsLSqfTWl1dVTwet0JIupKRgRsZGTGCslwuW2APwUf/cup7/L5oNBqWLSEoxF49ffpUsVjMfoYFh/wJhUIG9tk/1IchKatWqwbWXzHSLzn+/M///D5dEYigaeUFWxOJROyhAy79aE8ciW8E7jtfSJftUwDaodBFv0lAJgsfYwMTTus1dF7euOEMaNbu2SmvV8R5wTCQKiENRNEZjoMCJ9KZXwai/TV6Yw97jiMMplZ9ujb4OVc5HpyGL47094DvI/VPgIGjAGyQOoN5npycVK1WUzQaValU0tHRka5du2bMBlO90J1SLAGYGR4eliQbIpLJZFQoFKyYEcYNIAHY6+npsWBsfn6+a7Q0aVbWCv1cfUtD2Bm0e+jfGJUdi8V0eHio0dFRbW5umiyjVqupXq/r1q1bWltbs1HAaJnpe5pMJjU+Pq61tTVjSBKJhFXt8ycWi9kERybujY2Nmabx/Pxcz58/t7VAB4x0Oq2HDx8au3V2dqbV1VWTA0QiEUuv8p2Hh4fKZDKKRqMmT6hWq8aCNptNqywPhy+02jhCnDsFK6yTVqtlQU4mk9Hu7q5lKWCJKpWKarWaCoWCdnd3DZw0Gg390i/9klZXV439YMTu/v6+aRMTiYRSqZSePHliwRhjj8/OztTf32+jxyUpm83ateA0WHM+s+QLYmD+e3t7TToiyQoQG42G9vf3bbQyQTmdZAg25+bmbFANAJwAhPUIMPW9idm/fngQB8ErwJEDG4UtIAvnGWz+nwJegC3vJZ2MHfR7zafCsW/8DPgkw+HtFhIJ2EjqHsgUYU+DcrKgXeRvL3fz1+0B9VWf4Q9/fvzs/497zjkhXeGee005emWCAwL3g4MDm9ZZKpWUzWa1u7ur5eVlCwgnJiZsYEu9XjdtNFlHMrXYZNba8PCw1ZBIMnAUCoW6AHw8HrdWyZKgAgAAIABJREFUkQy/KhaLBnao+SAwJPBqtVr2Gp4J/ZMPDw+ttzMaXbTKDFrp6+tTPp+3epPNzU175t7+I+n6/d//fX3wwQdGWAFavXY7kUio3W5rb2/PnlcymTSywa/ner1uLDc+pa+vT9vb25qfn9fh4aEFjb5LCCDP+wsypjs7O7aHG42Gstms2T5kYBSpRyIRHR4edhXnwyxTlAhhhA2Yn5/X+vq64vG4SWVoXQqxsrGxYczvixcvrN0fLDt+hXUJgYBtLhQKpt/mGuv1utWXkIFjnbFP8HWxWMzmbOBHsCesPzAfDDnPA8kKmWWexysgfcXxzjvv3J+cnLQWMhg+DywpHsMwkW7wxYHe0AEoPWssqUu+EYvFjLEE2MbjcZvgRAGMJGPbQqGLogOcCmyQNwywXKlUqkvzjPNj8/g+lhw4LZ/+lF5eOe71R9wD/30Y6KuYG/938P+ICL0mkE3iwb3XB/pzgHFk4/EeCp4ajYaOj4+tqIxIOZ1OW3HGgwcPDCxTgEgRx8LCgg4PD9XbezHhL5PJGAhgMA4dJAAqGCacGpr1aDRqkTzML+w3TpxRpxhPADqRPE39AWjNZlP5fF5zc3NmQCiYoFXU/v6+7t69azo8mIfR0VH19/drdnZWP/7xj/Xtb39bDx8+NM0pKUQcCveY9Cxt3AjqqLifnJw03fjAwIC2trbM0ezv7ysej5tT2t/f1xtvvKEvvvhCw8PDlqocGhrSixcvDOgSGLZaLUu/MuVsenpa0WjUMg089/7+ywmG1WrV+oqPjY3p2bNnqtVqun79uk3uAqwVCgWrrmdPJpNJsxE7Oztm4AmIJicnNT4+rq2tLQuK0e8BcJFOnJ+f2wji/v5+FQoF05lTGMX9xfFTiMPI3kjkogsBzouWVUi7CCbZH81m0/Ya+lHuoSQDRzB97FOvbwa4YDv8GseGYC+xC0Fb4nXCvvgUNh2njA3zYDiTyVjATCbO2zDS1qOjo1Y4BlDhtbDCBOfevsCqI6niOrz9uco2+vcH7R7f+YtYbW8n+Xfwvnpw7v/2B9/ns31MrfOyD+4Vz2Rvb8+Ywp2dHWMRPZPfbDZt8FN/f7+uX79u9oqOLc1m05hI3y0DFhnihiCTrkAjIyMqlUr2en8dFBbzvLADyDYgOdBBI4mIxWLK5XLKZrOq1+uamJiwoL/dbiuRSFjwQKcHbNPExIQajYaWl5f16aefivkTvltJT0+Ppqenbaw2Uw8h5JBNtNsXNQ3YklAoZNlDJBYQJ5KspoaCdOp1IDKoLYBJHhkZMT9C5oj2dthFSBmwxODgoPkACDf80PHxsUqlknUsoTZsenraulwh6zg6OtLo6KhlBmGEactJhnRxcVFPnjyx7Djncnp6alIOiqyR+cTjcbPl+CSysKxv7ik+mWtLp9Mm4ajX6wa+ffYKPOSzL0iOGo3GK0b6Zce77757f35+XuHw5XQ8b3To6IBxhynmgXtwB6jAKALqMHywSxSKYbSYyEP6wqcsKQzwLOzQ0JDK5XKXpIONxGbGYcIIey0RCwmGxqcGg4DPM1Ae1F7FHvOz13jD3rzM6QQdCIbUp4W5x0Hn5RkuQBXPwUtcCDYAJqVSSfF43KqXDw8PNTQ0pKOjIwN7KysrikQuu0h0Oh29/vrr1pKNwg6Ymc3Nza4CJ0A7zhujiXOhcwaadIAS50QrvnA4bOuNtUG1OQAL5pRK59PTU2N+0SACGgDh6G9nZ2dtkIpfKxTIbG9va2Jiws6f3qHZbNbuKefR6XR0cHBgRY2APq5teHjYpqFNTk7q+PhYy8vLVpfwwx/+ULFYTPPz83r06JHS6bTJdkhDoumHaUKnu7GxoTfeeMOCEV4HQwZ7hT6zr6/PCqtgXlqtlhYWFoyZi0ajyufzVlS0sbGh5eVlk/HQa5X1QccTUtakhvv6+kzasbOzYyDGA7n+/n4rXCwWi4rH44pEIqaNBKhOT0/buoM9IhNWLpd1enpqY5UTiYQ5WVpEeeBFMO1b48Hu9/T0mN2TLoNbmGmYXFgmevPyOezDIDsdtBMAMu4FJAZrEfaf9Y4Mzk8UJVAggPPXxzWwF7BpV8kjyBjipD0DBjDHnvgsW5BNfpltvCqI8DI2b/P8Z/pMhAfe2GSv1+a6uAe83ks8kCpQjOW1oZFIxAYHdTodm8i6v79v50sQxvhsAp3z83Nj+WA1WaNkJaLRqMrlsq35UChkMxRgPxlLTRszGEY6OpTLZcuahMNhy9YB1NF5wwyzRwH8ECfUNgW7vEQiEW1ublpHHtYQnYLef/99ra6uKhK5mKC6ubmpZDJp3XMAfvv7+4pEIlYbUiqVbDouhdU8a/Yz0hGkg9VqVRMTE9rZ2bGhXvV6XbOzsxZMNxoNm6oaDoc1NjZmva9LpZIKhYLS6bSBX/YyNp1gGd045BPdL2jPm8lkTAqGZr5cLmtxcVF7e3s2rbBcLuvOnTuGf6gvgzBgEBg+kD1AYSstQn2GizqORqNhBYwUm/uiQC/1gSEHH1BfQp0QYJp6KAIlbA3rDalUIpHQ5ubmK430Vcd77713P5vNSpI9GJ+yOz09VbFYtKpc9IuSzJlwswF4vB+jhZGAmZSkg4MDnZ6edjEoGO+RkRFLvwG+PQtdq9VsEQOCAc59fX0aHh42zSUFTBhLQJ5ndtFYIVVB9uF1dV+WuvS/wxAFjT4Ogn8H2WycE8beR5ZBrTYLnesJfjeAmXsrXU4mozE9Bvbw8FChUMii4FgsZq3oms2mFdC9ePFCOzs7Nu4bA0awQ2RMqggA7qVAnAfGsFKpGODEeMFgDAwMWE9gQBApUK4fdoh7w7kD9gmq8vm8MToUZpGCLBQK+spXvqJPPvlE6XTajMv5+bnefvtt/e3f/q3Ji1iLDCsBnJACJ03nC7PQnIVCIWOeCP7Gx8e1sbFhRX1f+9rXJF2kX69fv65wOKyNjQ3Nzs5KkqV7W62W9Xo+PT3VkydPrJDFj8OlBR3BhSRLL+O8aIPY19enVCpler/j42NVKhVNT09bKjSVSunTTz81B4dR7nQ6WlpasvQvwGxxcVGhUMgmE9L5xQeng4OD1qOaYHlyclKlUknpdNpSrwMDA3aN+/v71su61boYpMD1pdNpJZNJlUol6wgC6CNFTbag0WgYo5tIJCzbBTPkOw75gQm+PSj7yrPQ2B3PjvJ//meCIIJ61pC3hQR4rHP/b9aSH1DlpRfYN9hKgj6uxYN87IaXmnFenhjxtotnyDlddXCurEP/e94TzOQF7SqHvy8e2PMzgJBz9d/hdey+dgfdqXTBwuVyOU1PT1umpKfnonVlMpnsCgQA4YBlghNsAkE29gbCYGdnxwYTEaThI/lMsrStVsvOIZVKaWNjQwMDA5Y16+3tNUCNnyPI8hpc9lm5XLb+0JA1R0dHXYN9wuGwZUEePnyot956ywbT0Ac+nU7rr//6r/Xd737XAlFJBsoJzCkY5rlQ0MzQErpoAOIZ2X1wcGAdSPBBKysr1n1jdHRUW1tbtk99gTy1ID5zQfcuJhPC8MdiMcM8jFbnfnkyD0leu31RtAyz64fPfPWrX9X6+roymYwVbjJop91uKxaLWR9wgjEwEfI8MgYw4DwHWt+Be5Cl4Ed93QR9wDudi6FqvvmDdIHpKJAF642MjJjvoGMV74OooCD8fzoiPPQyg/D/12NoaKjz2muvmWaGyLmnp0eJRKJLz8aNHRgYsPSLJHuI0qUBjEQiXT2FOYKv9QwMnQgAu0FnQG9ZdICATwABAPL8/FypVOq/sQA+/eWZFVhS9KBejgJY9UUy3qAGWRbO2bNo/r4EU5z+fT4Q8U7OF+NwP/x7OGBCcBBBZgbHD4OZzWbtd6enpxYU0QanUChofn5e29vbmp6eVl9fn0qlknWdQF4Be4expitGOBy26u12u23a4a2tLU1OTpq8Bx0zaTL6NVM8SNU3xYNcE6AGDTApxkgkYu3uAN9o5kjf0zGC0b9UoF+/fl35fN4kErdv39Y//MM/aHFx0ZwurD4MRDQate8PhS6KEAuFglKplPL5vDmMdvui4BOgiCYPkAc70NPTY/KKRqOhlZUVdTod7e7uKpPJaHh42MaD53I5hcNhTU1NmUYWpp+swNjYmElgjo6ONDMzYxIc2F0fHDMdbGJiwpgU2lWmUik9fPjQDOz+/r6uX7+uSqWivr4+a93E/oXdn5mZ0eTkpHZ3d20oAoNkeLasEyRFH330ke7cuWOyGdYpTgS9p2dNsBMTExN68eJF10RGJA4HBwcqlUqam5szZofrhvVnPwRlCN6WkRrFBpG298G/Z529vfIDXTzj7Pc43y2pq6MQIBg7g30ko+OLCn0gjk3m/3DC2F+uDeBMxwrYOS818zaM93vJnycSvC31QD34ORz+35yLJz74Ps9SB+1q0DZ6+0i2jmeEXQdcbm1tWSFcb2+vtTgje4c+lY4YTB09ODiw/SbJQBCBGOl3ujAwcRUQzHphWIbvhIRM0B8EcTxn7gf/h4SBOgQyDnTlIRjGbvtsDBlKOiJJl33aAcdf+9rX9NFHH1kLyUajoXQ6bcOSaK2GXWg0GtaNiK5GXDsSt5s3b1qBJFmpra0tHR8fG0ZYWlpSvV63LN/w8LDVgHjpUafT0cbGhqanp+0eEdwAOuv1uqamplSr1UwXf3x8bLU67P2RkRE9ePBAN2/eNHLHZ3w6nY6x7TDG/v1I75A6so7L5bJKpZJu3rzZRRxii9jrYAMIpo2fD1WDGe/puRiIhf0iOMTWwCizN8vlssl+IA1pVciBvcPHNptNffLJJ6rVar+wfdn/Okb63XffvY9eCgBGsRYLAudGqoC0FtEnURtGHUmI7+CBfpm0KMYZOQmpXgwbleIUFzSbF43HvRSAFDJsJ10NSLVKskIhIi+ifJ9KwUH4jiI+gAgWq1yVxpS6U7keYLMJrmJZgp8TBOU4U6JMWIOrHJI/d8/yS+qKMDFKdMNAjgGzBvhEDsBwEXRtMBls8N3d3a4e0XSsqNVqoiMMrHNvb69N5EL/jCPz7/X6LZ6vBxA8b9KWg4ODFvXT87xYLJo0iGAE9iUajWp7e9ue6ejoqEKhkHV6wNCenJzo3r175ggA05lMxox2qVQyLSGMFOlR7h2sUqVSsXHaDChZWFiwDhm0U4LFWl5etsEGZGPQOErSysqKZmdnrVVTuVy2GgACEGoJGGMM80pxSzKZtJ6vlUpFN27cUCgUUqFQsPsLQM/n84rFYvZspqenzSEyeSyXy5k0p9Pp2KAGP4mMLgKwWN74wwbimGBYAULcK7Ig6E/r9bpGRkas/22tVjOGDi0lTI/PeJApYNKdd4Awy4BRX/MAKENGQcCGPfRsLO+BNfSsI1kL9jp72g+04nXs776+vq5OAthWH4yz5gHy3gawRn3HCg96sT+AQIC4b+WJ/QnKLbzdChIP3MPgZwT/7aV2vD4o9eDf2CEvB/HnA8j318TPyBMJQA4ODqxVHM8EQINPGxkZ6SILAMcEeZwX2SlAZm9vr5E47MXx8XEDor6Y2oN7bArXhYyR++PvB+dD4EPrw97eXh0eHur8/Nx00Txb5ACQKvhPMolf//rXlc/nzTYjd6GVHi06kS5MT0+bbK1UKhnYJQPTbrd1cHBgk3MrlYoNOCEgPz8/18HBgfkU7hvF0zQggE2mnuDx48dGovX19Vm9FUEPOIdAKZlMmk6dgkIvH6XrR3Cfcl8hh8gWEqxAJNApiL7TyM3a7bZ1SqLjCaw8dSdgL7IdSFHPz8+VSCR0fn5u2Tqyr+xpMiV+QB0ZLwgfMBezBfL5vPn7g4MDK2b3WYdX7e9ecrz77rv35+bmutJ2gF6MM026MVpe7tDT06NSqWRgxuvdAMNoBnnYGDsiIbo0AHpgqVlQkszJoRGCIYP1JfL3emAcTigUsoEr5+fnBhy95howj3EBgPtUbRC0XpW98OxK0DH9T4A09wVH4h2h1zMGmZqrZB+SurTVaFkBjchZCGYwwuh60czBbPL/gDw0r6TPYV2Y4iTJdK+kj5hiReqYjiu9vReDV/zGBmxh1H1BFPoz6VJXjjSAlkj0JOVewYADKiYnJ83ZFAoFzc3NdWm/mchFazcMsCRjOtFoY2zoGJNIJKx3LICpVCppdHTUqsmLxaImJyclSf/yL/+igYEBm1TY19enx48f64MPPrD1CxC8e/eutra2rGCz1WppfX1di4uLFgwCZNLptAqFgvULpdCwWCyak0LfRzbg/fff1/j4uBW2ZDIZ7e/v6+nTp7bOIpGIyTmQDOGYUqmU7t69a91FpMuuLkhPyATBkMBIA/KQOUmyVnQ4OdZ0tVq1osVUKmWaVaZdIv9CMzkyMqJYLKapqSk1Gg0rLMSpcj+QpGFDuJc4Z5hLtIaAaJ6zB7GsT29zWI84dQCaZ55whHQw4rOwR/4eePvAuiTdy96ALcbmsi69RhOAD3DnfMiuEQx/mR3jPZ50CJIEQdB7FXtM8OF13EFJnAfp+CevicZXedsIO+jBPO/xrCcDPLx2HcafYWVcI98HY4h0jIwTUipftIWWHf8Fe8x98RIsgDM25uzsrCtr6tlo7jefw/ricyCUWMtHR0cmf+Be040EthPpFNmLcDhsNp/1iP2VZP3vd3Z2dHh4KEldk0shEYrFop0XGcugZAYSoFQqmcYbNpsWbrSue/jwoW7cuKF6vW6M6+DgoHK5nEkZCRqPjo6skM/32M9kMtZONJvNGpimGBmwyTn5+9BuX7QmrFQqmpycNN386emp5ubmVKlUuloEx+NxpVIpk6tAfnBPAbrSpUwW30WHDWSpyD86nY716GZfNRoXff5pbYqmvFarWZtav4dCoZDJeahxAQ/9T6Ud/+uA9HvvvXcfZx4Oh01gTsQC4ApG9K1Wy4T4GJJgREVKgAfKhuP1RIC0FwNAwhDAPgN0eR9OAmlBu93W4eGhGTNSlmghKZLk+3nv8PCwLRwAAQ4cEC1d9m4OGnIcp3d+ngkJOoegJMTLPnBeMLP+PVw7m9U7d87fb2afwgWQ8zumXfF/Ozs7Wl1dVTab1djYmDlMQLEHrxQiUjX9+eefK5vN2rOF6SWNhPyBqVRMA0un06bNpUgER07/UJ6VZ3Fgl7iHPT09FpzRXxM2GcaHY3h42Cb5YVDp74qTyOfzXQacqm0YnUwmo88++8y0Z7FYzEZ3E+hNTU0pn8/bs0un09rZ2ZEkk8qkUinlcjn19/dbB5RkMqmFhQVlMhl9/vnnkqRUKqWFhQXNzs5qenpajUZDN27csPHi/f39lv4MhUKmCUb/HIvFtLu7q1AopC+++KKrxSRrDYPa29tradnZ2Vkb08vrisWivvGNb9gai8fj6unpUS6XkyTT2sNMk/qk3gGmlgEi2BlANB18crmcZb0I4Bnggq4Pe0F/bAJfKusHBgaspgOZBuwX4Prg4MBGFnc6HWOWrurJ7OUE2ED+PxjAAjy9LeD9AHUc4lWfy+/Yr9QBSJfTWLEJfm8Cln2mAbvks2neDkBYeJDOeXtpGAGM/zwfVHtQHLR5Qbvn/+Z+YaP8/wezesHPkbp150H7y/4NZhapj0FmA+lCQMwzYEQ14JcMBn6L54oWGL1rq3UxBXh7e9t0/9w76jco9GJPEJQBjE5OTlQqlSzbChjypAKZXkkmoeR1EFcEf2RKPPgGbB0dHWlyctKyVPhGfP7Q0JAeP35sexv/GQwwkRYBMs/OzjQyMqLx8XGzo4BB/BX2N5vN2uAm2HcvdYvFYvrKV75i/f/BAbCvU1NTVkBPFoz1OTo6ajU/6XTa2P+BgYsJkHTS8PeFzyVLgS9pNptd5AHFpRAkBFqw71tbW/ZdDx8+NOYe31sul7W3t2e+E3lQOBw2/8v+R/4CWYSM1e8l8BPPydspsnzI6CAmPEHX29trjD/DbBjxzj3d3t7Wn/zJn7wC0sHj3Xffve9ZMNIObBKAJcYSUOYNKe2hfDEhGzXYkgmHw3cARiWZxskzQnwX7COGFwNItI4z8QWMpJIA+xhWGCNeBwCk6tizRp5990V/QccgqWsDeyaGI5ii5B57B+wdqWfuvaPxsg7uZ5Ct9rpOnLV/L053ZGRES0tL+uEPf6jh4WGb9sa95XljnBuNhjY3N3V4eKg7d+5YsOTTwzxLX+gA49BoNLS9vS1J1tSe7g/oBGHMYEcAQD7wIPJmTUiXBZv8mwISfsfvuQ90WkDPNu8Gq1BcAcuE0VteXtb5+bnJE3K5nJLJpB4/fqyVlRVjdwkcOp2OEomEqtWqstmsnfPCwoIZYUabw/yTNYnFYkqlUlpdXTWgu7q6aj2fX7y4GLPr5RZ0cejr6zPJxcDAgCYnJ62bBy2ikDtks1mdnJzo/PxcMzMz1v2k07noqT41NSXpohp9cnJS+XxelUrF2g4ODQ3pjTfesKCAcb3hcFjPnz+3Pe0HvXDvSZ0DUpLJpKLRqObm5iwti1ORLgIi9NK+IA8mnuKd09NTK37EWfLc0P0B5GGCyMCw1v3hM0NXgUZvF1g3wcxUb2+vpfCD4NV/HulXZG28xjs97BGZMuwb4Ipz4nywl2TsKPr1mu9gFgzbjEbdB/Ocpy9ufBlT/Yt+78Ew9yxYnOntrbdxQTvM+zyg8gASGytdBhWAP0AvRW7b29uamZnR559/brItr6nm8/zzpICY54L95Z55IohR3NxjBg/l83kNDw8bgUTGluJPLwmCTfZZCo4gW893dzodm58A40zWBLYUwqtSqejatWuamJiwdL8kk4OxTgjuQ6GQEomESabom0wmr1AoWFaOoJ71Wa/Xtb29rUQiYf4AQq5YLJp9brUu+ivfvHlTxWLRWomy9yks7+np0cbGhhUjMmgOn0nNDfaeokfpEk9AKJ6fn2tqasrkgrz37t27ptdmcBXa60wmY3r327dvmz3D52UyGcv4Ix0iIEH+yj4F4EciEbseFAOt1uU0TkmW6WOdkvFCYsNaQqtO8CRdSp2odcFugaH29vZeMdJXHe+88859NKtooDEAPq2AEaawz4Ma0kRUkEsyNhFDRbpEkqUZvTGSLgsR+X/SbIBy2LHgazlHInyMD0bsKsYDBhHpCc7epzMldTFH/v1BCUWQLeF30uV0LX8OnrH2Dgpgz2ulS0bcn4NnzDk/Nh0OF4DR09Nj46oxwPwbB3Lt2jVtbW3pyZMnOjk50bVr17S/v29p8mKxqI8//linp6e6ceOGRa4wX6QCaWWIgYVFBrzAsHz22WfW5gk5CFIdii5Ih0syQARzD+BmXfIcYaExxMhZwuFwV4RPr3HWSTab1draml577TVtbW1pampKL168sOELtA7i+3HY6AXHxsZULBatIHZ3d1eLi4s6OjoyhwwATKfTtl6mp6d1dHSkg4MDDQwM6IsvvtBXv/pV20tozaPRqB49eqTr168rl8tZmo2R7KOjo8bew7BVq1XduHFDBwcHtuYBwzBtuVxOY2NjmpqasnaSSAlYd3t7e1ZoyOdzHxhZm8/nrS6BNU0nEBgoWEIYPRg2ZGEEH/F4XLu7u3aOyEao5se5YvABh+iOYdJCoZDVUrCfYf7oGIPDQgrU29urhYUFlcvl/7aXfaDoD/Y9oBSbBHvnGUEcEr8Pgkef8fN2Mij7gC3HDnmiwZ8X9su3kuSeeRbdZ+uw8wTCyIcAFl7D6wP/IPj19+ZlQJv3BKUe3APPKAczcj6w4R55OYi/Rs9C87nYDFhOgCzsL+0qk8mk9Vcmk+XlfwxrwUYA1ni2jUbD5BSwyX19fSZz4rMoUOa8otGoNjY2LOsCiKXDEjaQYkRP4HhgjQwAMIl/Y40ThCOvIv3vfdJHH32k5eVlY+DpugUB0Gg0ND4+rp2dHZshQIEzWbsXL17YQJvx8XH19/frk08+sQK/g4ODrnoR312GYjp01AxzY9IrwTOyGdYruINWpBylUsk6T4XDl/UR+CPuD880m83q6dOn5tsikYiePXumn/3sZwqFQjYoq91uW+/x09NTk/eRFcdGEbTgn2CbeTb4KSZnhsNhkx1CSkC8wJZjD+mhDSAnQGAt+LZ36P29DyUAIuPvuwn9Txnp/3VdO2KxWOerX/2qOp1OF0NB6xXSDO12u+vB+YOFTnreD1ogPemNICk2n+b0wFFSF6BGSwvjzILFOVIkJck2EuOcYcQ9mMZh4BgxRLT7Anz6w4Oo4LVflc70h2er2LienZfUZfQ9C87/E616uQZGDgcESPasM9dBFD08PGxV1V4KEgTnkuz5cA2kkvmb8/bpWMA8z71cLiuVSnX1Vy0Wi7p165bC4XBX5TabPRQKWXqR6yY16Lu5+GcJAEeqAAhn6hijzqXLLiaw76FQyPTKhUJB169f15MnT3R8fGzjvGdmZvT48WMNDQ2Zxpj7wzREmGgMEU36U6mUfvKTn+jNN9/U8fFxl36WdnC/93u/p7/5m79RJHJRGEM6DeB3dHSktbU1vfnmm5aWZ9z4T3/6U0WjUY2NjVkFPvKHvb0923+AUIbUAKwBq8hidnZ2rDML/WTR0TM+eGtrS3NzcyapYJoY66/ZbBo7xJpAPuEZX/YzgSwAF9DA0IlMJqN8Pq9EImFyrnw+bwEdbCLvo2csTNr4+Lg5YqQ8ZL7K5bLi8bjJkQAAft37LhFeioEz9CCboNnbERwgRazISmAAAbAU2cIQeZCNs2PNe5tEcAyzj3NGk8v5cn7eNvHdntUNFopDiHB4u8Vnf5nvDAJhvtuDeT43SNL4nsPBz8TGYQ/93vJsv2drPbD2z4+AFSAK8Obzr+q0wjPxwN8HPtx7wDLrJBK56HuOJpZje3vbtKkwhzxTghhJFhDw/9hGrg/gzBqkM02j0VCpVFIymZR02R2iWq1qfn7eulbRqafZbFox9ebmpm7evKmDgwM9e/ZMd+/eVavV0vz8vD766COl02nNzs5qdXV7lXuAAAAgAElEQVS1q/aG2imC4enpaW1sbEiSrl27prW1NU1OTloW0Esvjo+P9fbbb+vDDz+0vUQrTu41kkFJXYWCvgCUNQ27DyDnM8mikTGkuxP+QVKXtIbnTg1Ds9nU3t6ebt68qdXVVSWTSWP7YbzJlvN6P7mV5g6sSfYeezsSiXS1OiS4hPmmI9XZ2Zni8bjVhLC3WRv4fd+GlC5Z2AfwGwCa9VqtVvXZZ5+96tpx1fHOO+/cn5qaMubDgxeMBsbUSwSI9tBnwVrwwIm82OQYFzY5oJ2F5OUa/rX8geEm/Q9wwth5gEkk5RngoBHFENJGD/0mi5Nr9fokmEjvdPj84OEdgje83rgHmWley2u8DIZ76BkmwLdnvgDGXj7DfWi1Wta1AKdDQQTfSdCBwSZ4Iu3tz9lfS1Bbzn3CCeJI6HHKkBLuM++nKwj3m8/q7+/X3t6eMZFcp38eMEr0iIb9vXHjhk3XGxoask4l4+PjFoDBGNHSjfMmkMvn81pYWLAAjTZ06ItJwdPNJpfL6d69e9rb21Oz2bTetAwyOT4+tkmBExMT+vDDDxWJRPTtb3/bdMfr6+uSLtKordZF3+m9vT319/crl8splUqpVCppcXHR2FuY/8ePH1tFOlmkcDhs10+hXE/PRTcRMj5InBKJhE5PT7WwsGDFLMg4CDqmpqbUbF5MJK3VaqbjZvIgKUZJllIE8Hj2FYYUu4F8g/QsjDddenBmsPBM4wR4UTzogUMkEjEHQeEx6f/R0VENDQ3p6dOnqtVqKhaLVujjZWweYHGgR8dmEvgA8nzAi3YZuRDsprcj2Bwv2SK74gG9Z6j5rqC8AaCFXcUhezYX28Se8pIBnh/2yTPrwWycz6R9mZQjaDeDRMRV8pkgYOV++tfxO+6T/y6fqeD3HpySjYVp7nQ6VsgGaeCJB747yMD7AIHz9JlXb7N6enpsPeNzOC+69uA/CIjwlUiS8NF0pIAg8MEN9wMp0+DgoEZHR2090hOZYJaWeKzzra0tSTLJS7VatfqQnp6Lzk7Pnz9XNpu1Yujt7e2uzkMwo2QBi8WidR2CwGNfSjIsAYCnviCZTGpnZ0epVEr7+/vWrYNAj7UOSUfPbu5NT0+PxsbGTFaG1CoUupiY7KVUBBM8b+Qp2AYmr7LWuPd0K0JORmE/0w1hnClQh9yCOWc9NptNm0aJbYQ5J/jBdjHcBQKKtdFut7ska6xN3/oRm0CG0JNgJycnVrhP7+rd3d1X0o6rjnfeeec+7WKI5r0Rw3iQ+vSFfjyUer1uFbJseukSFBJB+RY/MMwYH8BdMNWJc8T5kmrEoQCcpcu+rWjOWIBEkDgU6cLIMNAFTRwgknSIZ3wxLESTQQAcPPzCZfNwHZw3Bhej6d/jU6dBXSTFK94J8R3+3nl2muAF4ELrMa8f5nP8PfdsOs+Uc+YPGjc2Mk6HNJJ38HzG/M+HifhggQIPNjevh1VbWVmxIkXvtHgtQBzNIMCzUqloZmZG5XLZKpYxTEhGTk9PreAtFouZQzk5OdHU1JQZ2VQqZZPJSJ/RbxWngZGkVzP3nPf39vbq9u3bOjw8tPHoExMTSqVS+t73vqfFxUWdnp4ql8tpcXFR/f392vj5YBbWP2NpAZ2wL7Aut2/ftp7fFNr4FOLExIS1yqtUKmYwj4+PNTU1ZWPhs9msnj17ZprNVqulGzdu2FRFdNYbGxsGKNFFh0IhTU5Oanh42FgZACdDbaRLoAMryFqFDUKSE4lErOUWQQFV8YAiCmlI5zKSd2lpyViYnp4eK2Ck41C9Xtfa2poymYwN5fBgxq9fABHAkn7iMNTcZ+wRAZpvOxe0LewZUrZ+v/F3UO4VzJBhZ8nG+KCFfYw9AHB4yRz2HrvB9fhgGQbPg1R/j7ztusoecvjr8qDU+x8PVL0NCrK+BCCAmiCYZyiKf46w9mSIyOAQiPuCTcA83+dtLveWz/X3AzDmn7c/Z9YpfY2RZDGlNRS6bD3o6wFYUzxTskL+tZwz6xIiIhy+6PRC/+BisajZ2VnV63Ub1MVnE+BSGDwwMGDF5ZBQZIfIslAcyD2ifVoulzOJCQFKs9m0seDIZJhDQCEi9QvZbNaGUHFOFDTSDxnWFXY6ErkoXh4dHbV7XCqVlEgkjBGuVqsG+GlTODY2plarZZP8BgcHFY1Grb81wfX8/Ly19xsZGVGhUFAmk7GBKpOTk1pYWLBMB5k56VLOCj5pNpuWPfBBHriJfYjPZl9DqPlWd8hLOp2O3f92u22ZF/wTsiOkfp1Ox1jvwcFBuydkWTOZjJ49e/YKSF91+GJD/gDUPGBEN0T0Dpvjx4YHwRUiejY5oAljDGDi+9j4LDbpUp6Agac1D68hFcTCIH0Go0UjegAI7Wlw4owHxlB75sGnTzHEvM8b6pfp/zyD65kfD8B9SjD4niB49enRICMFiOVz2Oz+uygkYNMRWHhmxoN5vptn40E25+nZfp6R17Jz/8vlsoGJUChkbeUAvZ5l7+3t7TIAXrPpz9GDEa4D2Y90ydyQ6kqn05JkaxZjyrkjx5Bk3UZOT09NpkC/1Xa7rUKhYMwNe6LTudDR0jkim80a+0kQg9E7ODjQ0tKSZmZmdHx8rNXVVTOCExMTOjs70507d/RP//RPqtVqWllZkXTRHePo6Eh3795VsVhUKHSR2hwfHzfWF+2gH5hUq9WsvRQDXWBLyCrRGvDhw4eKxWJaX1+3ADmTydggh93dXXtW0WjUACmOHPvwf9l7sxjJ0vNM7z2x5B6REbmvVdXV1V3VTbK72aQosiWMBVmCR7Av5AWmDXmuZrmyr3zjuTDACxMkBNsDeHxhjG0M4O3CA4w9wgwEQZBJCwIlqskm2c3uLrKXrMysXCMjIjMj94yI44vo58s3Tkd2t2zJFxIPUMisyBP/+c+/fMv7vd/3cwgBChFOItVgMJ5JeqWPKA0cATc+QXChArXb7SiHiUNMbXKiWOVyWXt7e0rTNJD7s7OzqB99enqqt99+W7Ozs1GxhYgE+9PXFMaSR+C8AgRGL+uDPesRNGQNxhoOTpb6ld1jjnY6dctlga9L5Jl0Qw+TFPkkGDfsf9rhcy533LOO9iCZ5zJk0H3+LJevTuvwn9ln8JMxdVpY9hk4GLwDY+DgTJIkcfhTmqYR9QCQ8P65ge9RsaxTwfi73Pfx83rQrG8iKZyWyn7GiKYiBBFh6UZfDtIhrEtQRp5H7gUHIznNQFI4pN1uN1Bs9hbAAe0DjnGQCSAEdY8BN6hPjA6nX4xbvV7XzMxMRKYmJiY0NzcXVZxIHs7n8xFFy1Ka9vb2tLq6Ghxo7A7yoDh0BsOScU2SJKIQIN18jmx68OCBdnZ2oowoydOTk5M6ODiIg11YY+SM7OzsaHR0NIAaItsg4hxKhkxz/Un0FEoj/7++vg6gAVnhVXzId0PX4UxQM5uxg4+OTEC3u4HP+QAXFxfa2dn5hSE96Prd3/3db3zta18Ljw0F4Rns0D3cmIOyAYEeRAClzSZx1DhJklDueK0sGJAVRyf8BDA8e7wwFA+IOEKRNuAZETI5Pj4Ow2N2dlaTk5N9Aoj7XZCj9OCa8RxXotkQo9NJuLLCV1IYfh7O4ULJuiJl3D207GPsSLuj1943UARQAbxPF/gIdFes9Anl6UrFlRlCG4SNeT05OYkybQhIFBchbsKU3g7KEUWGQvR+eSi3WCxGzWSQY/jZCwsLcTIgCYRwqQlVdjqdQCkajYZyuZwePHig/f19DQ0NRUkgsum73V7lj+eee06VSkX7+/u6c+dOrFHK0RHJGRkZ0QsvvKDDw0PNzMzo7bffDgSSus1ejYYScr/9278dyYbFYlGvvfaadnd3I+EIA4F5arVawd0jdOqJOyQGeSgclCeXy+nRo0fB/0NIkyAEGn7//v04BGZ/fz8qk3Q6nUDn4UfjaIOmEEJHmNNPKCIkQHKEL2XwWPNEtEiyAZmm3B689r29vVCWW1tbMWf1ej36zljPzs5qdXU1jgB2kMD3BesOA4x943uYtcihF3yfCg/ICaJfjmC68c3+4dl8D5lGf7w6jtMPBhmjbgAim5FPvq+QtVnjlN89/A9QQH+zYID3BbmRBRP892y0zeWZ00eyjoZzlF3+8N7ZaCvzhNyhck2SJFGalXs8WX4QOOJosTsTbsBDSWSuMFQ9UuIRAzegPckM3eHl3tzZQj8hNzG6cPZZm6urq9rf39e9j7jRk5OTeu+997S4uBgJfawR6G6np6eRE8I+g54GkJCmqebn58NRZQ9hJFKfWZIWFhbifagvT9I6TsPR0VH0jzm+vLzU48ePde/ePaVp79TXg4MDPXjwQLVaLZwj1iOOO4Y9dsvExESU/mu321GaE2MSgAewZHNzM2yXfL5Xt/3g4EBLS0uRNzM2Nqb19XXNzMyEgz8yMhLlV9nnzCVOCTqjXC4HOo3tg9GMrkNPuZPPumGNMlanp6dx8jM6BlBreXk5EjuhTZ6cnESSuJdrLBaLvziQ5bbr29/+9jeYfISX0wLg6rBB8DS5MPhA92gLAcXmRpE6Gg0nCiSOGp8Ya45o0AYoSb1ej2RGuF8seBdIjgZhzEiKTO18Pq9qtRpcYDdY3ZHw5JQsQutK1A1irtsUmhukbgBLN7QWv99/utJ2o9f/zmceVgSpBgkjknCb0nM0ifd1gx4Dh7Fxrhf/nOoBGi71H3sMKobRwRy5Ach6ceTHjZWrqyutrq7G+5MsR0IgXK/5+flALi4vL9VoNKKu89OnT7WwsBDJeOvr63H4DBn8JOahAHHqpqen9fu///taXl4OpbC3txecPA4WgadMnyYmJrS2tqaxsTHt7OyEYNvf3w/kZn9/X6+++qr++I//WLu7u8G79j1EzWTQjvHx8SgdRalBSRE2BUkm0W5ra0vj4+P62c9+FiFgjN2FhYUoEQXn2Et1caz4K6+8onq9rkajERn+GATUFwcdg9oDesP4gM7U63XNzs5qa2sr3ol1S6kp5rper6tWq4Xwx0BAcRKGvri4CKdJ6vHPkR+ElZvNZsw1hpUbnewBxoD94AmJnk8i3dSAZk1DwwFJ8jXvyhBZmY3E0LZzYn0fuLPvznHWgHUj3mXHIKQ4azg7XcINWpd3WcMyKwezMsbbytImkBPZ/rt8chBgkIHpoIL3y9+JuXIkn2iHy8BBBr+PL33CeHb0lfXR6XT6DrTCGPWcF4x5SeGAOt8+O0Y4aLwDh7jwHUL/a2trGh8f1/7+viqVSsgznE+S5Wq1mo6OjpQkSRydXalUgg+MvJ+fn49oHIi3Ax30AfrWxMSEdnd3dXl5qVarFcgnemtsbCxO7vviF7+o7e3toOYdHx9raWlJx8fHev/99/Xaa68pn++d3ors56RUDFEMY0lhx5CEOTMzo5OTkzDeoT9A8yH/ZmxsTIuLi4HqkvND5abj4+PQadBpoMhwBLdXJel2e2dgsB7a7bZKpZIkBU0SgNKdd+7zfCbXi05DQv9zPPnOzk6sK9cDnlhLZAxbjyjC+vr6LxDpQdc3v/nNb9y/fz/oFx5GZVNj6OIRcxgD4Q8m3MMGp6enUVzcUQ4oF4Q92DwsaBdkoFd4Yh6CpPA5SoawMIiFCzgWCO0jbDxj2RWKdKP4EOYoJJ6fVW4uuKWPcwXd6PaLcaVfIEPZNrKGthvP9M83EcYrnilC2QU1iL0rJBwd6WYje18YW/9JvzyrnTGEVkMo+uTkJBy17Jj5Mdw4Mo76w5NlrHwceH6S3CRJ0Y/l5WW98847UYkmn8/r3r17kYAoSffu3YufFMmfmJgIlBPlAxLM+gClJrz/la98RR988EE4XNQXxajlJC24mdA+lpeXw9FDUMLTIzmwXq/ry1/+smZnZ6PcE8ZmLpeLMpEoQEnBL2avYfReXfVO/5qfn48SfSsrK6E4ms2mHj58qMePH0e/UGogMlQ9yefzUaYpn+8djVwoFLSyshL7HqXE+oR3R4UMTpWbnZ0NhKrb7cYJW6DWGFPwXlkni4uLWlpaCvQdtIl/oDCzs7Mql8vh6HgImvli77AX3Vl1gMFpTITZs+gxhjLJrJSaQj4RbkWGsC/giwNguNEL6MAaA5F2WeG5BkQnMMDpP4CAJ/US+YH6lZU9bqS6senIq8s4j6BlnXTeJfs9BzQc2KEN+u1ylc+zNDXvr8tVDBB3YqANeT8wcEAk6UuWL8/l48o/7ncnBKMdAxsjiogF4+FUHCJ06C7G1iuVYER7PzCemUtArZOTE7344otRghI5MzU1pUajEWP4zDPPaHFxMWgg0Dzr9XpEcovF3qm1k5OTQaXy9ZnP56MGPafN7u7uBgCzuroa+SroJugFOOHtdjvoD35OAXWj4ZcDdJycnChN06DsJUmPpuGHvxSLvfr8oNKs+bW1NS0tLYW8ptpUtVpVp9OrC12r1cImoQb26Oho0DXOz881Nzen/f39WCP0DxpektxE6fP5fFBsoGFhyLJ3kTmSAiBAT6fpTbk86abUJxSOJEmCukL0kXmE3gf10PM0crlcRGh+gUjfcn3729/+RrVajYmSehMKiR+viZDE6Oionj59GtxElDPCF2OoUCgEl6hcLofwYOFlE0PcuwfN9qQHvHhoFhj38DKhKuC9I4yzxp4LXaczsEFZ8P53F94eQkcw8X9Hcvw7/lz+5oqBPqLYpcGHtwy6GCMX6FnUiX9wydmkXprJ2/ekwKxSHKRQfSwclWLc4a1DQyE8DyLu9A5Xqtm1QB85GIG5RtFB06DdNO2V9tnf39fS0pKur681PT0dYcRisRjVLBAcIAUYsrlcLyP8/Pw8yiOCepydnalWq2l+fj4QaRQIdKbl5eU4ROCtt94KLvHS0lIcRJKmqX70ox/pT//0T+OYb0J7lMdqNpuanp6ORL7z83MtLS3Fnru8vIwkGTh3UB8oBUdJp7m5uRCyIBJf/OIX9frrr4eTTMTnpZdeihAmBfrX19ejUgCG9+HhYex5uHaPHz+Oij7MP5VIUICtVkutVktLS0sR+sW4xGHx+adawOXlZSRJggyBBuGEwxMneRi6jIMCyDmMAQxYknHdIfO16Vxb0ErQdxQbRjeOa7vdDucJziGRQNpnP6Es/TlcyGT65zQx+uc1aek3e9oNU0dR2eselctSO7xCiRuQWVQ827a3746BR9p83+Ms8x3ej/sABwah0lkZhcOV7a/3lWRi5prayByrDYWI72V1CvPkyZ+D0Hnen++jp5A3HtngQjY6Gs9YMeedTu8wo6mpqUB8fd1iOAMIXF5eamZmRh9++GHoHiLJRMkwyM7Pz8MwbLVaoSdLpVLQt87Pz+MYbrjAkuJoavIjSGI+OzuLqklOs6P2MhGbqampOORmaWkp+n90dBTHVzMGgIHz8/PR5sOHDyM/B52BMQvCvLW1pVKp1FcqFMN5fHxc09PT2t3d1crKSpxM+PTp07AviHaRWDgzM6Pj42Otrq6GE8U6YCyo500CIvIIEIjkwzRNQ6YBIKDrsIfccRsaGooDbTwC2el0ojQsx5Ejg8rlcoBU3W43HCHaYf2R9P4LRHrA9a1vfesbi4uL4dWxOeERwts5PT3V1tZWhEEJKZOEQEb+5OSkpBvPHEMEzms+n49kIPidcI+TJAmuEmEYF0Dlcjky9KX+qiLO4UaJ4PG7wHYhnlUuIOogTP59aXCmugtKVzgoQ0eN6bMboXjkvD/v5kJ/UPtcrjhQgK6w3KD37HAUIR4vm52fjCtKCGHP+si+C31EQVDnlPdifLvdbghtQlXueHiihSM/HqZF8LhhjpHCfCEQQQrPzs50584dNZvNWK8IVoSV/+QfTiEoiCcfYeQeHx9rZWUl3gMFPDw8rN3d3XAmVldXVSwW9fnPf15ra2va2dnR2tqahoaG9JWvfEWLi4txIACJIhh33W6P21upVHRwcBAO6b179+KwhlarFZSEUqkUdeApXST16qNSQo9MeRKIeM/Dw0N1Oh3dv39f7777bhyv/c477+jhw4eq1WqBgo2NjWl+fl537tzR48ePY+5BVzBimYepqSmVy2WNjY2FQId7SSQLOZCmaSBjIN0c6Q6Kdu/evVCSKEaUsaSQB/ydPUn4FKdsf38/FBljz7plHXa73TAuMDI9GuJob5IkEVpmH7Bu2FckhbLXCImD9noSNmsBB815kShZHEBkK+1k0Wc3zLO5G1njkL/hePN/BxBua4trkEOOnHAk2u9xhwJjwY3GrLGZvViHjl67oyCpT9544hljh6xkvpBFvsZ5bwcVHNQYpBNoyyN75Bwhz7hcnvNMl7MeYe12u3FoUbfbjYgG6xgjme9Bj2g0GlHKEiceQIy9RyUNnGVAGdp2WhlreWxsTPv7+9F3SbHeGVvKtk1NTenp06dRulLqofAbGxtxkIon0Ek9RBaD8fDwMGQewFuxWNTa2lpwwk9OTuIwEgfcSFB3+ge0Q/IvkDFUNwFdT5JEMzMzcWphsViMA7CurnoHXJFzwbNZl4wxzrTvn6GhoSgOICkoJ+x/oimsGaekIEf5nbHyPYsTjtOP/vRICyVSAYKur69/kWx42/XNb37zGwsLC30hdRAlPFcqG4D+4TmjQNrtdigS0DFJsUAwnijFlSRJoAlOt0BheOIFKDiKxQ99QEk6koH37QLaQ5BZtMQNXkJHjuQ4wpD9fhZVyd7jFAQuN+T9GSS2IGQ+SUlIN6hRFgFydEq6OcYXAe2C3pM23XB2hIXP3Ghw5ZTtB0omq7y8QghZxygMTxJljLxtnudK3dFx7sPo4Z0JnYPOfvDBB4EUkkzoiBC0Ew74wQu/vLyMuspweFFSlHTc2NgII9+V3MrKSoQzcQThad+/fz8U6Pb2dhxYgmAmue/w8DAoTvl8PupHUyOUECbKiz25t7enmZmZMEKgYoBs0Z/5+flYH0SfML45xnhmZkYPHjzQ3t6e5ubmwjngoAQvI0ViC/uesGCapkEb6XZ7SUSnp6chTzgA4OTkJE7eQhZw8iX1XilfJykcfdYFfFNQRWQMiDVzhrOH889anJqainrhoFO+5lB4rvhAlNhHGDOOCLMnGRvmE1SNHBH2m8sBpxdgkDuNzWkuLgd4B5dZ/jt9zBq7yC/u9aoY2X3p+3yQs581mAf1x41Q3ot7cVCRAYOMdb+ykTEcCH+uR0Bx8uHVMj+OHLv8QTY6GOLGbXZt+OVRDpx2DDqqVTgX28eH9jB40cvIOAxZ5CDRLqchXlxchH4eHR2NijcbGxtx0Alr0iMonU4vaRxknANP6vV6HyUUkAmDl1Jz6G/WGxU+MFipiHR5ealarRYn/1UqlQDgrq6uNDMzE1FDUGTetV6vR5UPnsPYDg8Pa3Z2NsAXZH2SJEFbI6mZPQUFg3fC9nn69GnQQgE0XKbmcjm99NJL2tjYiPWRz+fjOYAY9BFkHtTecys8f4sEwcnJyZBPnU4n6j9fX18HRYcoLyd1stZ4J/4O5x7QhcjM9fV1yBpssNPTUx0cHPyC2jHoApHudDrhgZAclSRJZNy6EGq325HsA+IMt86NUeo8El6GBkKYlbAuQgh6iNTz5oaHh/vClyA+9MVLioE6ofhcEHnY0C8PfTm3MSvQHYnIKpxBimPQvTzf/yGIXeE5Anxb29m+s6H8M+8H9yBkMdxR4AgBV1p8l7HIKrFBipPxc8HDvBG29/AzBkpWITMOXFl+vKODzL3XAsfooQ3Q6yTpVWwheQjjgLVJ9QZCgRifznUlGkO4EQQFrhmCSeoJwSdPnuji4kLPP/+83njjDc3Pz2thYUE//elPtbe3p3w+HyjFyMiItre3NTExERUnKpWKJiYmdHFxEcYqTq+fAnh8fBwOCsKUfufz+QidkmXP2iwWi/r5z38eByVAcZqZmdH777+v6enpKHl3enoa9a1//OMfB8rBKZX379+PcOHIyEhUTCHpECOaNQVvnPJMyJvh4eHIm/AM+iRJonwdc3dwcNCXpIWBzBw4h5QDDkCeOYwCZxneIvPPeuZwAkLOgAAYoKw3KDcoP1A79pajkChwjGa4sbQnqe/AKi9pRb/oB/IDY4XnsbfZF76nHG0f5LT7XnP5mTUU3bjMRtGyaLNHpwbJEUfOvQ+82ycZqFyecOd9dseDtt3YlhR0KqdSAPoQXmdsnabh7+Fj4ch3li6DccW4SIpoh7dPe1n5iKELJxoghkgMqDpnLjAWOHYuR5BfrDnGHcrT+fm5zs/P41CpVqul6enpMMT84CWS0qiMBCCH7vEa50S/MKyLxWJEqnC6j46Ook/IeQAeDo5KkiSO5UafgiwzttQJT5IkkGz4zKenp8GT9v1YKpVUr9eDM0xlIox5SVGDeXt7O8CSjY0N7e3t6d69eyoUCoHCM1ecLEvuSb1eV6lUCp4y6PXy8rJ2d3dDrrujTvSNdQu4wHuVSiUdHBz0HYPOngCwgNqIEwddBP2Wy+WCOotjv729/ZkM6b+RR4Q/fPhQksK45cQlhL0jhRgUTrJ3Q8yVAgsXZImJgx8N+oVix0BnU0kKxXj//n01Gg1tb28Heb7b7YZiARECdUWAEBLlum1+MZbZpNINIupUDj7nmQgdLkfB+Z6jLY6SOMqQz+eDF0Y/HQW+7aIvjLf3C4OCeUK4E4bjfSnzRfiNz2n/NuQoi7SBiGUVDc4NxpG/j4dtcQbc+XDHgr+BIDGOGGhe7B6kA0GGk4eC5CANBAjOI8/CGyfj3f9G2Ozq6ioOMCBbnWgO6z2Xy+nu3bsqFApxOAzo7MLCQhhszWZTe3t7qlarUcP5mWee0czMjN577z3NzMzoyZMnunv3rq6urvpqcKP4EZoomUKhoMXFRZ2engaCDQoNAjQ5Oal8Ph9VSzqdjlZWVjQzM6NarRY0Dxzkn/70pyqVSlpaWopxfuONN1Qul/Xss89qbm4unGiMeqIes7OzYQDDw+OgFknBQSU5jnvdQb3KjbsAACAASURBVAaBp5IKPGfGHWQbxAzFxD3kUlBei8Qe7kMOSIo5Zx95DgN7PbsfkIe+f7NoJkoNY4a963uHtYocRha7gUhkhQO1QBr5rvOgpY8fqOL//6TL5dUg4/aTvpe9h/3sY+H3ez8ZV4w1jEfvh8sK2vLvcyEnmRt/h263G0aTJ4GhPxyBRv7QDr+77GOdeD/dIUHesVaYr0FzMuhdnG5EW7RN+5QYpf49z4GKyRw4VUzqGeBHR0caGhoKwwqwzIEK5CcGIMCTpADlyPHgBFtQVKJioMMe5ZucnFStVgvHGuoDdLLZ2Vk9ffo0yu0R8SIBkoo47C2SmcnvwAgFfSUSlM/nw8Dc3t4OA3JqakoffvihRkZGoizf/fv39d577/VFLJEr4+PjkTNC/WlJOjw81N27dyX1ImjUnkZHsFdwmDG2s/vAa30D9EDr44hw7qlWqwEKsNZ9PxO1SpIk7C7WN+sTwIHDxX7yk598piPCPzlm9NfwStM0JgzUkE0jKTJ+udgc0g03D28TxUnR9G63d3BFo9FQo9GIDToxMaFqtRp1XDFAKD+GZ8omOzs70/r6uvb391WtVuOUtWKxGJmreGsY0bwHIQz+3XbBP/SwoAswR1v4G+OXHU/ukfopIKAQfM7ixhgiw/azIt48x5/lyC3v49UJ2PgIXDjvGJjZ9/ZoRPa9+IkAB2GR1Ldm2MCMDeMAGu33u9L28LRzIhl7ECrKLEk95AHhSwYzURDayeV6yXvb29uB1iCMoA5NTEz0hfxBPH3uoYMcHh72nXg5OTkZAjFNU+3t7endd99Vs9nU2NiYXnjhBS0tLanZbGpnZ0c///nP+xLcqPHabDZDEGPMr6+vh7MrKXiF0CUYM9CKvb29QOLz+bz29vYCre50Otrf39f+/r5WV1cjy7zZbGp3dzfW5+zsrA4ODvSTn/xEL774YpxuNjQ0pOHhYb322mtRwilN0+ByM0a5XC4qeWBogMZgiJRKpZiL4eHhOP6bSgo4fkQNUJ4YnoQfmX+y2QmdwilstVrBk+fZKCiSBaWbw3z4ncic70d3PP1elKIbydJNop6kcBR4R9Y5hhOhWhQ6R/diFBEOZ0w9Q5+QM+/IfvJ3Qt4Oum6TaY6KuiPtl//fHQguz4HI/g000eVIp9OJyCeh+EEy0dtiHLw/HuViTBhzaDhuWIPIeqQQmeRAAQa2AyQ4XdLNGoFe5BE4+uMym/fkyr6vR2ah+LBuXMeR28SYpWmvTjuRHeoVUzWr0WjEmuh2u2FQYxOwf3hnP8mV5wEyeP7N+vp633pCBnub9IuT+djzvBdHix8dHQXAwNgi6xhzwCgcDeQneTH0t9vtRolOxphKSkT5KEH6yiuvqN1ua3V1NT7jvvn5eS0uLury8jKOPXfHZXFxUbu7u1E5qN1uB5AByNNqtcIGODk5CaS82+0G2p/L5SKxnHfD8GYMiJ4iVzlR0SlppVKpjy+Ow0QfOekVx3VxcTGipZVK5RNBPb/+xlE7vv3tb39jeXk5NifcVdA8JgnvBAQTIc8kIQQIR5+fn2tvb0/z8/NxWhlIMnViQbkIWRJm39jYkHSTCISXCQJFLWKUNEYWRilotSfffBp6IvUn2rgwQxA4xcGvQaito9VZY9wRjk6nE6V4KLr+aeFL2uCe7E9JMbZuFKNYQbbY2IwfG4t34F25L4tK+zN97LJotQt4R18Yn2zY1kOubmAjoOFrgbzkcrng1oFU4lRAHarX6yFwkyRRpVKJkBfINKUZSUSEuuBcQ6eLoGxRhO12OxDffD6vqakpDQ8Pq9lsam1tLWpQU7fz8PAw1ma73dby8rKurq6iPF65XNZ7772nVqulO3fuqNvtBi8aQcuhCkNDQxEGJCOed8FR5nevRUuVCviEzMvh4aEajUbQILrdrhYWFqJWPBzqXC4XR/e+9dZbmpqaClQ5SXpHhGO0M6cXFxeB4LNHya0gMsMaWF5e1s7OTvD4fC0x5qwBNybSNI1QZ6fTicN5cK5Au9kPOB4cnoOiQi5KCsTGjdJCoRAlqzyyhjJjDbNWHPlG+fN3R7M9J4R3JcRMRAV5ivEAkkTIHoMUoxIjHUPBHa9ByLDLv0HUEKcI+U9vI0tRY24ciHBuNzLF76PsYtbAz/aTZznKeJvix1jkOcy1O8mOYvs+z8p1l1tcLpNxrJzag2x1VJB15e07iu3v7PPBeiLKQl1mxg+qkecxFYtF7e3txfHicIGvrq4CCKBtInQk5SFXcQqJ+GEP4BhKPWCDpGwMZHi43W43amgzxiDpfhASlXZo6+joSI1GI6omQSVBTkOhgPJGRSDaGRsbC3QZ+pPTjpA1JH03Go3gTzOHl5eXevHFF5WmqWq1WjgAV1dXcbJjmqY6ODjQ888/r2az2Ud7c/ofa8Ij+Dh4tHd1dRU5NIB+5XI5ShBi2BNRx/H2ceS+TqcT1WiYy+np6QCkOMDMT0C8uLjQ6emp9vf3f8GRHnR961vf+gaHEmB8IXzTNA0OD2XCmGwmHiMGoxskDgMYIrxTL+AiSf3ITy7X4zGurKz0hcok9RlzLAA3mlngCKCs4BpEk3BUNev5O8Lg9zqC+knIsQtI6aa+LP1xBIvwFJzIT0JeXGG50PU+Mz88j888ggCyigGSdYyy7+UGrf/0EDb3uQJnTug36ypLn3GFwd9GRkbCaKNvUC2Yd04avL6+jkiF0wlImMVw8HcGvUSgwhmHB+1UDQ9dIvRBvj1hlrV9cXER9UoJa3LIC2NFOJBTu4rFYhw2UCj0EuwuLy/13HPPRXk3BDuUBvYoR6DjQHAs7+HhYRjDOFAHBwdRAu/OnTva3NyMtTQ7OxsVeubm5kJo4wSQ58D6wRHL5/MRAszn88Hra7VakdgDUrOzs6OVlRXt7u4qTdNI0GFPo0A6nY7W19f7jEOc/SRJQoHxGYZ2ktwcpATdIp/vnc7Gei0Wi0FbI6RM7W1QSdqWbioGsLfYs0TgshEcIhhePsr52pKCE4lhTzlAz9Bn/7CmnDLA3veQr+8r7uUz5+Rmndbs5Y4z7/xJsoix9r7xXWQQP10e+P1ZIABHA35rVjb55TIcJ2NQn9EZSXJTgtUpIdINRc5PMEXe0Dc3bHkODqP30aOc0CL4Hv0ZHh6OdcEznA7C5x6VA/ElMRfaBo4ZScc4Wjj50CjStEd3yufzqlQqYfxeXl5GXgNyFLsAOgRy8Pr6OqrcsJ+o0++0FRw8kgRPTk7CaDs6OlKtVgvKBdFSPx2ZCDW2xdnZmV566aV4FhSUBw8e6Pj4WK1Wqy+RGGSd/h8dHQUyiwNLQYOnT59qdnZWkvTw4UN98MEH8c7lcjlACeaFvBcqh7idwPqlbCoHyvj+IJEQwJIypS5Xp6amQuayj7C5MIiR9+g8Sn8mSRK6AqeUtcHe4xAqX/tEYci9AWR7+vTpZ6ra8TeS2sFmn5qaipD2zMxMJD+Q8UqYQLpJKANlgRqAACbUmsvlonwK3yEc0el0tLOzE54iyY7wO6X+RAtCrB7OdWqE81P5+6DwIRdKzhP1XAh6WJDnOx+ce9yYpQ0PJeLp+lgnyU0JGgwz55Z/EiKNsQRSKKlvHDCMPazL+MNR7nQ6YdjgdEg3YU9/Jz4b1KcsGuWoPWtFukmMYmyYX6fU0B4KifD8xMREIGxuCIEWE32AS8kJfBzQg0AB9cSpo04xzh5hdi8DRJ1kki9AP7vdXqkhOP8Yy9PT08rne6XaKH83MTGhu3fvhoKjDipG6QsvvBDCFB51tVqN77799tt6+vSpLi8vtb29rdXVVVUqldhL7F3GEu4xSPPs7GwkDcHdrtVqStNUr7/+up5//nldXFxoc3NTGxsbeuaZZ/Tss89GX8/OzvT666/H3iZZB2O3UChEFQ2UJgYse7tarWpiYkLtdlv37t3T+fm5VldXA2XN5/OhSDhS/vLyUvPz80HP2NjYCF44oVRHNsfGxkIhSopnsybHx8fDKAM1h8Z2cnIS64byWtAzkiQJNI514UYa1Cj2EXsbWYFC9bB/kiRh+Di3lMQsjCaXOcgGUH3ek58gqshi3h3HEQPD+dOMXXZPD8r/+DR55P37pLYZE6fROX8Tww0nAf63O+/Zi88YYwdW+Mk786wsjQ59xzwjN/mO6zb6imHj7boTwfeYSwdzGGecEGS4y0hHE73GsEeP0RuMEdxf6JGuiziQgzwNqADIRkrbXVxchFOHIQk6zFoGtEDmFgqFWL9Ej1kPHMsN6sypodgW0BAwYqFugSqT00HkDg6xpHAG3n333Vj7oO+MG/WgR0ZGdOfOnaBJUNcawxK5WiqV9MMf/lAPHjwIR3VnZ0ftdlvb29th+7z88stxgBd0NV/TpVJJ1WpVFxcXKpVKGh0dDb3BnEHVAjDCoUc3I1udRlgo9ErctVotra6uhqMBgu0lYsmlyOpjog44nuw5HBOXA16K77NcfyMR6eXlZXW7N2fan5+fB2cKHhDKC6EJzxJUDq4RXB42KEqDtjBCKMMD8f7k5CTQbw9ZFYvF8LoQOnhktEMYxCkdhJ2y4chBqLOjO442ZA1aBKOjKtmQmyPVHr5zlDiLmmM4QmHBwB6ESnvbGIWO6tJvdwIckfbkPgxTEkfYUAhojCQP/Q5C3rMo9SDHIvvdQShVNgSdNdLTNI16r/V6PQ764T2Gh4cD8YVb6RU6HKVyowhjClTWuduMw+npaSSrwSvEYIJy0W63gw7C2KVpGkKItt57771Aw91hWFpaCrQMVLpWq+mrX/2qarVanJi1vb0d7wzNCpQJxIWcB4woElHoG+W+QC7SNNUXvvAFbW5u6oMPPlCSJH0ndFGcf3V1NdYt1JCLi4tQ5pOTk6pUKmo2m7q8vNTc3JykXviXiABCnBNFSXhcX1/XM888E0jt9fW1dnd3Yx1T7Yc5px/OC67X66H4UerT09PhgLthSR9YA6wdr9/s6wtUZnR0VCcnJ33OGPuYaBOyDJCBteCJ1rTnkSoQRRB8DBKPZEg3JSDZ01mZ4ZQR+oUj92kUCeSLo2s46S6Tssg4n3ENoiN4pI/vuuMg3YA09J/1SlTi0y7adMc723f65gaDG8Q4BjzTaTNOo0Gu8FyPztG+G+wO2GR1kYf3/R53zhzVdv3D/BYKhThYhAt0F67r9fV1RIHu37+vDz/8MGrFo1+JjiFXWZNOP+J9x8bGYr9TcYf1lwWakFHkPLA+0fMg7KxhZH65XI5IId9ZW1vT/fv3o3wc5TDh946Njaler8d+TpIkcrBwbkDo6SN0L2yWubk5nZ2dRSWlRqMRYw11Ynx8PPa6pKCmYcSTw+WOMhEzB/wAarz2dz7fO6H1Zz/7WUSqcrlcHNFOiVTyz5AzrstYo9hlJHcXi8Wg4iJLmH/kTbvdjraTpHca5V9a1Y4kSf6hpFclfUnSM5LW0zS9N+C+e5LWPqW5/yhN0//1M9z/dpqmnx/wjF+W9E1JvywplfQ9Sf9ZmqY//tQXkVQqldJf+qVfijCQK0cGnMUGSR4PEmWXDfHyHYwHFIJzoSSFYeJJjmwY6UaggW5hCHhY2QUJm15SeJGgtoO8KYQBQsIL4SMAHdnJGpRZ1DUzL33GNkqUTUiYFb4j7bChXJEN6rekvgQ3QoNZNJm+eCjXhXg2KxzFjNDFQOJz/66Pqxsd3J9FbHg/fzdHMGmHMfI2mA8EA+/u7YIG4O3ncrng0CEsut3ewSbz8/NB+aBO8u7ubhwSwhpiXaIgsmigpKBQOK8QZJgkvzRNtb6+HuHiWq2mxcXFOG0QDt3k5KSWlpY0PDysd955J963Wq1qdnZWb7zxhmZmZqIkXqlU0s7Ojh4+fKinT59K6hn/JAtxVC6IA4eZLC8vB92jXC5ra2tLk5OTWl9f15MnT9TpdPT8888HVSOXy2l1dTUUDTxHdwIpd0nWPfM3NDQUVVQkhdNMpRj2FyeV7e/vq9PpndBYrVZDbhSLRZXL5b5jhkdGRiKjHD469YCRHfl8PqJi0HDYHxzegmxBhvnackqPr3nfJ6wT38+gSBju7hxiyGflJ8YjaBnrDMRukIzJGmkYnyBavufYRx41cgeDCxl1mz70KNcgB9rbc5Aii3QP+g73IcNBOzFus7S6QZejkowh85jN7UFmOe0ma/w5Xefs7Cza8HcaRPdj7bruyI5j1oHw5/MPI9kv5khSUCk5p4G2aZf7WQcYqUmSROIyPFgONiE6wyFR6DynS1JVa3x8POiXkgIggFpHP5gTHxfACfYmxmepVAo9kM/ntbGxodnZWc3Pz2tra0uPHj3SD37wAy0uLka/kCeSIl+kXC6HLeNVkkgoPD09jXfkmPNKpaJ6vR6o7oMHD3R2dqbt7e3gfLNmDg4OtLy83FeDHEcX6snW1lac/EgeDXIBmdlut+NkWKLqGOxnZ2daXFzsezeoF1Bhpqeno3oJso71wFyzbtm3njCKjUDk3w/SY2/+8Ic/1PHx8admHH5WQzqV1JD0hnrG9PEthvS4pH/7lmb+W0mjkpbTND346P576hnS/4ekf565/zBN03+Zaf+rkr4raeuj9iTpP5Y0J+m1NE3f+rR3KZfL6csvvxyLVlKU9wLFZEARZITa3Pgh1Oun6UgKZQ9JnrApF+Wv8vl8eHWE4lHMZAJzsWHgxkr9WdlnZ2dhsJBkdZsxnRXIGAYItSxPzTOXB11uZIIeoChdENEmWcWEpNmEWUN6kNIkZOQ0DgQ+Qh0HwSsMwIOHO1ooFMLocuTJv8Pmpm+OhrhDkkXDUTTZMaKPjlB5/zFm3GliLj2DnOSas7OzEGaMCQjO0NCQms2mVlZWtLS0pLfeekvFYjEMPNrjuQhRjtHFYKMaDOWTnGfHv/Hx8Xi+97tarQa3GUcRwXp2dqbp6WltbW3FYShOdUIJT05ORtJcqVTS5uZmrLN2u1c6kiSc2dlZpWkvC7xWq+nBgwdaX1/XysqK2u22dnZ2NDo6qgcPHuj111/XvXv3gmY1MjKijY0NjY2N6f79+5GMB18OVIkkJd6J9+52u1FvlfJYIOVDQ0M6PDzU4uJiHKBwdnYWZd5QurlcLt6d5/J7pVIJKg5cdfY8ew9Dj3VJ2JI54cQu5tEVjq8v1iQGMyFm2kFmSDehWOQGyJ1HnXxNOLrpRjqy1BEo1hP7h/7AQUU2I4udDoJsQA74vYPkF59n9y6GEJEdp4G5s878ZS/eAQPenfosWo3BikEN9Sl7udxAvmI0OYXMgQ93JjB4WC8O0Ljsuc34977zf2RvdiylGzqJyz+fp0Fzg4PnhjCym78zNyDR7XY7kF1KpFGDPesYetR3b28vUGYcQyJeHPBULBaj3Kiffuf6CuAsC8CgQ6CIYCASRXPngwjK1NSUvvvd7+pLX/qSxsfHtbm5GYY+z8RZhl9MHyjpCyCBzGm320F9W1xcVLPZDAAR7vby8rKazWbfuRjMIc4Ue4FDszC8HRiDwkXODLIKGTMxMaHNzc0444CSfTMzM0E7c1tGUvCy+T/zzx7Doce5cbvGc6uoEjI5Oam1tTUlSRLVOQCs6GeSJJ/ZkP6sJJBn0zSdTtP0NyVt33ZTmqanaZr+L9l/kj6QNCnp9zCiM9ebA773Lwfc999IupL0t9I0/Udpmv4jSX9LPWT6v/osL4IQ4pQx+JkY1qCmrqSYbEdu4Doh8OCMSgrlwyLF0CITG8McI5wN6LQF59FK6lMULpxZpOfn52o2m33o5G3vj1CTFKEjQqsoC1fwXJ+EiiTJzUlX0Fok9Y2Ph7oRnLdRKBwdwTDY3t4OSk32O05N8LbpE5uKPlF+DGGGEvFQvCulrJHvz3Q0b5DD4f3J9tnRe/6PcYYBizKHYtTtdsMYIryIt12tVgP12Nvb0+uvv65qtRrhzkqlEt8h6abVamlqakpST0Bx9Haz2YzoCjwySSFshoaGtLOzE8a+1DMems2mLi4uND8/r5dffjmM9YODg3A0i8ViGK8Iu0ePHqndbmtlZUX1ej0qj4DWMmaENDnhrFKphAEyOTmpz33uc1pfX9fdu3e1ubmpQqGge/fuqdVq6Z133lGr1dKTJ0/0wQcfaGFhQTMzM3rppZf04osvBm3i8PAwlAmINHSwbrcbJzYeHByoUOiVyPzwww+1ubmp7e3tSDgEXafk09HRkfL5vEqlksbGxqJUIYenFIvFOGK32+1G1IxxxUHHKWm1Wn1JklNTU7EHnP4A0nl+fq79/f3YgzgBrGMcQ8Kg7BEQcPYL8gHqhq971rKHW1k3kgIRdMMLbiqGhRsZHnr18K1zf9nnjCGoHMqYebxtb9KOo6zISORHVu5kI1Z+YUSxn0E0MWC5B1CAZ6VpqqOjozB2B7XLhVzN5XLBM6Ud8kayyK5/x1E6kEWMCfqSjfYNGj/vE3oLahJ9kfrzbOiXgzW8H0YQ8pK/M4bIZ9BWdLZXduFAIRJbpZtk52KxdyAKB4OgR70uf6FQiGpDyDPmhERc7k0/okwgd6EyUOMYqlEu16OBoqOJPjnF7/r6WmtraxFloqrO3NycLi8vtbi4GIe6YD8UizflNDH6WQ+Sgp4Bp/m9997rQ3enp6cjysj7bG1txbxPTk4G1a1QKIShSzS0XC6H3gQtpkoRiPT19XVE/3O5XDgAlUpFOzs7AVSQLwbXeX5+XoVCQRsbG33UmXK5rFqtpkql0ncSNWNP9AA7jORsbCfO7piYmAjAAHAEPcz6/izXZzKk0zT98DO1dvv19z76+T/cdkOSJCNJkox9wt8fSPolSf8sTdMt69uWpH8m6TeSJFn4tI6w6cm8BWECrcHIbTQaur6+Dm40imFiYkIc6HJ9fR10D0l9hhkCH4GA8OeEHhQ/fep0OrG5MaIIk1BGh2fwDoQkJAXZ3lGPQZejKh7mS5IkTh9y/qLz5xx5cP4toRBfdB5eZfycjoHQzoZTs/1GSMJZQsHzrgg3D5eiMBHoOAuurMguZu5Qbq4YPIzrXMCscnGO8SCDmzFzLjwOHQ4UY+QIEsYRcwJyAUeUMZQUp9CRVNPtdkNwtdttzc7ORnIdCoU1z1HgIA9wYhHM0CNANKi6gWCm32SVJ0mv/F6tVtOf/MmfBIpweXmpjY0NFYtFvfvuu3rllVfUbDaVpj1eYK1WizKS1Wo1EhmpZFEqlWIvQP1wlKPb7cZx4iT34HCQnf7OO+/o0aNHWl1d1Re/+MWgXHh4FUU3OjqqhYWFWHOUGiSjfG5uTgsLCxFBWlxcjATlo6Oj4OiR9DY1NRVJnCBmUs8hoPwSDj7oIXOF/JEUBvT4+HggZygZwrOEOUFu8vl80G6IOrB+qIKAEvW1DgIMbQ3FRHQIeSIpMvBB15gbftIWio39AcBAtAqlLN0kPF9cXPQ5/chvEFQHHa6vryPaB68TJ+CTFCPt0BbGnlcecIAjGzVzueDvnqUwoKhJrOL9eG9oXG7Qe7/QUwBCTjtADkHzGXShl5Cf9JX26/V65Gb4PHENonT4e7vB7FER7mUMkM8YQC63GWf65uUAWSuADFDFyBFh/V5cXKher2t5eTkiPByzzbsVCoWIJAFcXF1d6eCgh/cNDQ1Fwi5j1263Q046iFAoFMIhZo9fXV1FJZ9isaiZmZlwSjc3N/vmGVrZ0NCQyOOizXq9LqlnFK+urkYuxNraWlDs6vW6ms1myE6cCqqXcI4FKDu2w/vvv6+lpSVtbW0FSED5Oyhz8NAxNImQOf8bwIFoKbYR8h+Dlf0/MjKiVqul2dnZGJtqtRrnGZycnGhjYyPehWTMTqejer2uhYUFHR4ehh2BDj89PY15S5IkoqZEo1lrRDHTtFdJCZnKnqDfn+X6C59smCTJTyVNpAOoHbfcPyFpRz1qyDNpmnbtb/fUo3acSBqXlEh6KumfSvpmmqaXdu9/KOl/k/T30zTtM8iTJPn7kv6JpH8rTdN/9Un9qVQq6auvvhoGBgoSIVIoFCLETSIcyDX1pfGIWDSEeTB+2OC0h4BDIeOV+WmEhJpAESDdk6QIaZ9F48gBC5TnOV1h0PyiLJ2+0G63Pyb0pf66oGx4jGuUmiPpLuz98vAiht4gSsdH89kn6H1MmQMEbfb9XAl6yBojEWSRuSASAerLmPn4edgya2hk3zc75q4M3XHhfTy0yRw4NxQDB8oGjoGkPiXD9yjbyPvNzs6qVqvp7OxMzz33XCCqxWKvrioVOqjPCRrLmsAA8yQ4hDgCEXSLcKEj+S7kSeaTpIWFBT377LM6ODjQW2+9pXK5rOHhYdXr9UAJDg8Ptbq6qkKhEMmIKFSOFq9UKhoeHtaTJ0+Ce8exwYzx7OxsOAugm/TphRdeiIz2er2uJEmClkLNV9bM6empyuVyrJVcLqfd3V1tbm5qZGREzzzzTOxVuHbIk2effVZvvvlmjO/09LT29vZUqVQiMRDk2DPa4c0SFq5UKmEcEromIjU0NBSODcrNqQdpmoZM4/twOpEbrCtql2M8+xqFepAkvfq3fkKe831xnt3YoC0MEfYLys1P8CTkTHgeeeHyB9QeucSFTOR7tO0Ji7fpPlBQjwyCdkvqe7brjUE8afZwlkLniBf/Z2yQw+7QO8cZ49QjVXwnSwfh2czvoLYc9Li6uoqxgx6EHM6idN5vxsPbuk3/uKGMQ5elxWX53U6T8XHF8Dk4OND8/HzUQibJDNSUQ1Bw/uHs4qSSgC6pj5bGfnO6Cb+32+2IFlEW7/j4OGQEaL8f8nZxcaGFhYXQBdC/RkdHI2LXbrd1584dSYp62JOTk6rX6zEu0Mw8YgNtAac3TdM4aXFsbCwOYMnmNaCHoK8UCgXt7++HjYPjRw4HgAqJmKVSSfv7+3GeBv1pt9sBVlFOlO+gaxqNhu7cuRPf39raUrVaVZqmIQvRyz4P8NTZ96xrHNJmsxmRL8aMMwmwnVgfjUZDi4uLAWJhd+XzeX3/+9//TCcbfvp52EDIjgAAIABJREFUqf/fr69LmpD0X7oR/dHVlfR/Sfo/Ja1LmpX070v6zyV9LUmSv52mKZJh6aOfW/r4xWfLgzqQJMk/kPQPpJ6AZSNxMAVerJ88RtapT4J0I0RBmVC8TDSbns2OBweyhPGLR+0hkbGxsagswCbj7xjmjja7wS6pTxlKt4cl3ED0sBrfcSOYkIsLegxbPG8Px2EgI3xdYWG4u/AdhOY4cgxayxgQCuWZWcSEzxCOjImH5xHWtAs3EaHuY5z9nfWAQOdn9nccqywSw3NB1+mrG8oeekXxg/pjTO7s7ERC4MnJiSYmJgJJgmvKsd5QHvb29oJzi0C7vr5Wo9EIoY8RzZrtdruRlOjr0atfYAQVCoXgGoKGo6jm5+d1dXUVAmt/f19vv/22Pv/5z4fTyqEnPGNqaipKGzlHdnx8XKurq8HzffvttwM59AoYw8PD4YCS9wAf8vT0VPfv3w/kqdPphNJMkiQUD84N3/Mw8vHxsTY3N/XMM88EujI6OqparRbOzunpqR49eqS1tbVAY+bm5iLL3p0hjr+u1Wp9BgXoFkg46BY0Hk+ScVkhKULQyBtAAyqTHB8f9yVPYpS6Mva96lEvQACiI0RXnGMI8OAOJTIENBuZ6Ig7+4aIIe1JN4cDMW+SYrwJC7vcYW2yNjyClZWH/rdB4V2e7Ug+bbhx6MYmOsNl1G1GNTQ2j97xji6bXEYCoiCfPMrImDowISnmxdcZBi37n/3r0UdH1rMyzT/PGtZuJGNI42gBFLijQrUV3g2+OygpfULnUgED4wy6WJqmmp+fjyimJO3s7KharQb6SyR2a2srkn+Rs+SJQOskWQ1DGJklKXjM8Imd1igp7A7oWRQz8LVdrVbjRFePdkk9nvD6+rqk3lHn0Lt2dnZi3BiTs7Mz3b17NxLrWGtEaUgAbDabAc6wt6+urrSwsBDgA2sYRJq9wTqk1BzgJPqh0WjEqc44xHfv3o1Tdg8ODvTMM88El3pvb0/T09OBglOZjGTQoaGhkMnoAtY1OpC/QR1BdnpSJmOE7ZamvdOu6Qfy1cHDT7v+/6gj/ffUM5j/afYPaZpupGn6r6dp+o/TNP29NE3/xzRN/w1J/72k35D0H9jt0D4us+1Iusjck33OP0nT9Mtpmn4ZRcLGS9M0SPdsDgRZt9uNxCE8M+gY8Kmur691eXkZYVQGno0PIR/0AEHkvFM8PrxkQi9wPznKlzC0C0cWDspoECpxy5j0IRUoQTeiWaDSxxFXL3CO0JTU1zcXoghopyPQD366IYtQoC1KYiF44ZO5UpH6EWnmg+c63xOOL4YeYURXeLyXG/jwkR1ZH6RQJPXRLLxdOHnOi8YBoI8+TqxRFA9OYJr2kidYp+12OwxVQmtbW1txfDhIB8KSeUFBoYg4/poQLJ48BhNGJcqMd2PP0K6kQDxRTiBnd+7c0a/+6q9G6HFsbExzc3PxLBAX1tHU1FTUP6WeKCHPcrmsxcVFra6u6u7du31hcmo7w8FFiJJ8g4FOBj3Olu8nlDoUF5QhdVWZH8rOTU5OBn9xbm5O3/nOd/Td735XZ2dnmpubC/qGc/iGh4cj+XVxcTHkC9EsuPEghiC9VJo5PT0NuhJ7h3dnfl3xXFxcqFarhfPbbDZjXSMTkEdEuOgvyhJDANnIhWHBesYgwnlwAAGDmvt5lqNNDjbwfECAoaGhSLzC4OCnI7ZJkgQiPUgW+k9HHD2KRLvSTQUh7uG77mi4sesRONp0IMHllxvRfmWjfOgEb5s+OFUt+37MkUciob9A3WL8PFHLHQyn9CBPs89z3eC60TnZODYAWehep7gVCoUwhKHC0C55BtxHDWIil6CTyBNyQ2ZmZkK3nZycaHNzM3JGeGcHg5B5yHIiIU7rwPBzahJr2+fm4OAgEgKlm5wqooiNRkMrKyuRgFssFoPyiTFbKpWCypHP5wNN39ra0sjISIAlyE8/pIufExMTcXAJ+ySfz0c0q9Fo9DlAyCKiBNKNgU69bs6HIKmR70P52tvb09XVle7fv6+vf/3rsQ5yuZyWlpb6ohVDQ0Pa29uTpHhv5LLLTei32GrIrlKpFBHMiYmJPq59o9EI22RoaCjKrbKnsS1uAyOz11+pIZ0kyYuSvirpD9M03fgLfPWbH/38N+2zs49+Dg+4fyRzz60XXE6UKIgVyAd8acKp3Lu9vR1CvlQqhQCAs4P3SmiEklyEOdzgAiUkBI9xns/3TiPb2tqKZ6dpGl4gCxzjECMABY8AGsSNyy6IrLDns+xY4Y1yYSyx6UAy3HD2dhAQWUWLkQaSw/P4jish2qY2r3RTicO/z/8dVeHzoaGhvsNZ+BubxrngPhbeRxRI9ln00/vq38FhQfljeJGE4gg040AbCDgvp4gQGRkZ0fT0dIQc8diTJAnlsby8HN59tVrV/v5+ZLsTNiPxDT4fZYeoSlOr1XR9fR0CkqQQEugI05GQC+JLsmKSJLp3754WFxd17949TUxM6ODgQN/5znf0xhtv6OrqKgrvk0gnKULz7J2Tk5M4bOX4+Fjz8/PK5XLxXEpiubAFKQGtJmLkBxgcHR31RaBYB06bwIDDcaGEFO13Op3gRzLvODNf/epX9eDBA01MTOj73/9+hCiHh4c1PT0dkQPQZriTvsZBVN3oZy4KhV5i1Pj4uBYXF8PJBdlBTo2Ojkb05fz8PBx2r0nPWob25DQD9hTGRJIkfYCEyxoiHFLP6KxUKpIUPGjfC1zsEdYzis45ucg85AhycnFxsQ8pRxa7DGHvftrlhvMgqpo7JJ6zIinG3g0ElxPc6wanG8KMMX31hEY3UDFgKLNIu+gjN/r9ch1E/9El9Amnk3d358N5zw58OIDgz2LsfJ494sA4YYwjTxhHnCbWEnqZdeH8+1wup0ajob29vQCxOp1OJMvhbB4eHvbtA/Qxet9rnXMYCLIRo598JvSHO4PtdjsAGqcrESWjSAGGMhfJ00tLS30J3efn56pWq0H3wr7A4ITCkMvlAsUGGWctIv9AXKn1POgCNKAfXizA1wNzzhgRxcTpof8cdoNcgGP+ox/9SFdXV+HEk1DInF5d9Y5v393djXrY8NjRl+12OyJzrr9B3NH50FKQ/0tLSwFGsBe2t7djvJ1y+Vmuv2pE+u9+9PPWJMNbrk1JHUkz9hnVQgbRN/hsEO3jY5dv+jTt8Yjc68IrOj8/DzQYg7vZbEbdV5BSUD02XLvd7qsfieHpC9BDey7kC4VCcAfxFuFJc6w24Xs3CkAls8qJK2vcOlKAUs9ejnhINwIf9JSESFB8UBwP7dIXDx1m+XyMhdSvsNgwhK8xNhgzV1DMpbfhyIEbCfTHkV6Utwt/b9tRdG8bJeDPdMVB+47YO1KAQKAGuIegXHHiRIEgggKCQDCHnM5HWy78SVjpdnuVGl577bVY16xL6Ya/ipCbm5vT+Ph4CNWxsbGIlsAThFvGWHKqFeO8tbWlP/iDP9Da2ppGRkb0hS98Qb/zO7+j3/qt31Kn09HCwoIqlUrQBUCHJicng7YAgko4EucAAU0teNDS5eVlnZ2dRRIPIVwEPuuJuQPVYAza7V5WeT6f1+7urnK5Xp3u/f394Fr6HHtlEz+yuFAoRAm7V155RWdnZ3EUL6cNgiJNTEyoXC6Hw8C8EtUimZF9Rl3sVqulZrMZcwzvcmZmJvYc6wbFDFLDhQxgb5GkyBq8vLwMVAjUH2MA+elUK9qB0oJj7vc5cup71x1J9g/OBY4IMhdOo6O9yB432AYZsdnL78GQ5n6POmUNWzcwuddRYh9HjEM+R266sc14+vi4I+Dvikw4Pj7uc/QHXcgdDB0P0WMQM9Y+P1mHwt8/Sw/0Z/nFnDtNkDHAOEReAEhhUGL08d4us/iM3Bn4wj/72c/ixED0MaeHErlh/yBjJMV+pM/ob0kBQszPz0dUzucER7xQKESFEOnGSYSmRySpWCzqueeeU61Wk9Sjnbz33nuRXEt7XnGiUqmE3oAi0mw2NTY2pvn5+eg76D5tgOCjE6mj7TobR4oIOTQwnHGPJExOTmpkZCTkMlFCIiJQdCQFFYM+X1xcRKLs2NhYHAJTLpe1t7cXQCNrCGQZO4O1iN3DPawvTockQbxQKESVEnJPWD9Ey2ZmZnR8fBxADn3/LNdfmSGdJElR0t+RVJP0L/6CX78vKS9pzz57/aOfXxtw/1fVK4H3w8/SeKfTCS8qn8/HaWagcyAOIMnSDToxNjYW/Ce+z+Sx+FA2bDLCsixw6SY04eF7SX2hdjwlipazECmX5QYZQtCzpm+7EPQIw1wuF0kCfoE0Z9FZNxIRZP5dhIbUM1jxIn0DYDzTDxwSV1yEaED3fRPRfpY24Rf38HzmTVIIlOz97mT4RTjRn5VFing3/262okkul4ua5SAwXJw4hdCTbsKgoJAoYu5ZXV1VkiTBV0bgolQQChhhGFiFQkF/+Id/GIY26Cu8Yq/ZS7iOTG2QAneeWFM4f6enp1F2rFqthkHZ6fRK2b399tva2trS97//fd25cyf4uiBDBwcHfTVgO52OXn31VT158kRzc3Oam5vT1VXvGNvsnFG148mTJ2GEYoBzH+OMEYIzevfu3UC9SqWStre3tb6+HlzDarWqpaWlWFfMKT95lqOZoCbQGhYWFrSwsKD3339fH374oXK5m+PFr6+vg49OOJkkyFKppEajEQmIGJWU4EN+Eb3AWEJuTUxM9NWCRfmB/knqU9igZax7IgbOpUax8s7wqt0hZJ+cn5/3hX6dFsQYIg+zKDScXQx4xnp4uHcoDc5F1kFHBvt+pz+DLjeOQROz1Ahkk4+NG4dZOYlhyoWxiqxwUAVjyw1wpwW4zMY5ISIyPT39sWdnL2Svy09PMud37vV/XLSP7vEkPL/cKcHw4x1B8ukP+s4dCPQgtZu5H8OW9e86olAoqFwua3x8XPfv349oM/0giRZ56vQWoswAV1kqjh/RTQSLeSFS5Aly7BHkKHKa9YcsXF9f18XFzYmDhUIvPwR7gcNfoLU1Gg3VarXoE99pt9va2tqK9U4/k6R3cizfpVwdBjORObcDPFLuvHCQbUlRyg/ZCLWGvjgoKSkMaGQTABG0D3QJlZI898Yj8EmSqNVq9TmAGMrYQOSzVKtVVSqVaAtnCmei3W5HIid2oaQoJ3ibnMhef2VVO5Ik+ffUK0v3X6dp+p/ecs90mqb1zGc59apzfF3S19M0/d/tb69LeijpUZqm2x99tiTpsaQ/T9P0Nz6t/6VSKX306FEoGw+hIPwJi7CYsiFfkCuEQ6PRCAXWarWCU+lCn0RDT6LhuQhOF0YsPkKXKFKUBf/cO0fIsEhuGfNYyLTlygyDHEWC0GXRZtEEvudogysj6AjSDRriY+lIhxvSbED4Xf5+/tPpEdkLoe0K0I0uRxNoz+9zQY+CzqLPbOJP41S54nIOdD6fD/TXFZkrNhBnUAOoEyChUk9IHR8f6+rqSrOzs+GkgUAmSS97fWZmJmqJzs7ORtuMtyNvoAoIJwwT1hwC/vDwMMpHMeeMD8qNfQQC0O12NTU1Ff1aW1sLnh90pcXFRe3v72txcTEE8OrqqtbW1iLa4w7Z4eGhHj58GHxC0HKcZMKg7F2MaBKB9/b2oq9SL7nHa5CC4rJWEM44MT6GlLlkPKndTVvtdjsOGdje3tbU1FQcvZvL5SKbnu+j6J3+kyRJJCXBmz85OYkwNlEr1iUy7eTkRCsrK8H3BqHjYqzcoWNOfa3j6Pg+d2MQo4V24CMy7o5iZ0/uREZkHVePKFHWyg/m8HegPed5ftIeZR+4o5H9uxuqg34iW2+7MG7YR65fPJqFXPGSdowJ/RodHdXl5WXf5x6x86TF7MWadNmMceN6hO/6e7m8oC0fH640TcN4Yr86yIIc4TsOWtGu65+sXPboCH3CKIIulSS9ClvHx8dxL3NLhBcj9eTkRKurq9rc3Ayj2Z0pjzIDcLghjsHHyaPVajWS5HAE/YyFYrEY9CsMOklRXpR9urW1FZQTIlLT09N6//33ValUYtzL5bL29/eD5saezOVyOjg4CNoXbWFIOhXM5VuSJBG5S5Ik6Cqgx6x3os3kw7BvkROMUTbvA+SfNeDrHLoZzqIDS0mShLOytbUVtcBxYqDa7u7uRok7SSHD/cA6dAc5V5eXl1pYWIh5ePvtt/9STzb8O5LufvTf/0TSkG4OQFlP0/R/HvCd35f0tyW9mKbpu7e0+88llSV9Tz06x4ykf1e90xP/haR/J+0vl/eapO+oVyLvH1t/5iX9SpqmP/m0dymVSumXv/xlHR4eand3VysrK4Hk+KJASOVyuVjUksJoY5OD4LAppP5jqDGo2bxMNAsCYxbhACLjypfFhveFoHRlIeljQj37uQswv/g7C5oFPEgAZ2kxUr8x7IYmytc9Selmozj536kajpqABmAYMEeu7LMGs/fP0UGMH9rH6/VEGFeGSZKEsPkk5Nsdh+yVnQefG/ri0Q2UoffXk1897Am1hvkaGxtTo9HQ6emp7t69q263G2XnTk5Ooh7q0dGRFhcXtbGxEZ43/YMW0W63NTU1pTRN49AP6kTjILKOsyE7nAF4qjx7a2tLi4uLmpub0/b2tp48eaJWq6Xf/M3fDDS21WqFkmJc5+bm9MEHH8SJiCMjI+FcUWqKElEgWChx5sA5ia1WK7K6mZPLy0utrKzo/fffjxAgR3g7Gu/oIXPDZxhIXMwhAh4FBv2KU8hAaycnJ2MMCU+iPJEjvA/odLvdDgcb3rhz/KReRIxqQNVqVbVaTaVSSa1WKxKVkSO8b6PR6IvauSxgbglhYygx3+xXHAz6zJhleb8Ygp7H4HIDeeuGljsZyMEsPYs9hvHDdwftUXfife6ccoe8wfAdNNfZ6Mht0UFQac/XcITN5TpGtzuy7D+XLTg59Id5c+Mo219vl3Z8XLK6JIvqZ79PG+6oui70d0e2M5feX5eRWSDG59YrSeDUzs3NaX19PfYXThdUzFKppEqlos3NTS0uLgYlhvKZi4uLajQaEQWlckbWASgWi2q1WiqVSn3RSnd2QMGJHiOvAR3Oz881NzenJ0+eKEkSPXr0SIeHh6pUKnr69Gns9W63G8eZS71cg4uLC83OzvYdJsIeghOcz/cqi0BTyDp9kqL0H1EA5C8O7t7enu59dKAVVA53NHhnXztuJLM/GUPPcwCccqOb77IXoJi5PHeH2vX39fV1jAnUEWiQgBheY7rRaETEnwRO2hkaGtKPf/zjz1T+7rMa0t+V9K/d8uf/O03TX8vcv6JeObs/S9P0Vz6h3b+rHv3jkaQp9SpyvC3pf5L036UfL5enJEm+Jum/kPTL6tE5vifpH6Zp+sanvoh6R4S/8MILfdm5zWZT09PT4ent7u6GAGBSCbOyqTCs8dgcUUapOCIkKTiPzqfmfgyUrEJD0HjCmgsn/rmQyQo/rizKwGf8JAs5SZJQ5r5os79LCqMgSZI+oxYlQduukJ3vxpiwSfBWGXvppk6yo92064a9K1FHoR1F97AvhqDf4wi6j6Ujbv4slJ6HAb2fPl6O3DAW0ApwwrKGt3vicJcvLi40MzMTyZeVSkV7e3tKkiQQWJLFMKA83EWYbmRkRPV6PTLY4e0R7sNY93VA+BXqA2NF5jTGVLfbOwWQA0jq9XoY2SiWmZkZvfzyy/q93/u9ODSBDGqUk9d4v7y8jINAcKwKhUIksDnajYEPX9sP+6C2K/OJgt3f39f8/Hw4y6xDjBbmkr3r3H43sKSbUzXZI8w7hrVniJPofH19HQch8F5wCKXegSflcjlkQrfb1fLyciDwoELn5+dRigvE8uzsTFNTU2q32zHfOAzU7XYnEieBWtMkV4IsZw1UFB1yiLFB3uFwDEJtnRrEPmNuMJZ4JmPN/W7supHgznY2+nTb5SgVhh6y1eU0Bke2Tfa1U138Hdnzg9Bdp0gwpsgHl/sAAI6A4uBSsYA+sobdsMsa+Fknnrl0JNvHNGsw+bhlL2/TozW06aAL9/qzkbFZuZ+da/ZKpVLRyclJ/ETWSYqzIYaGhrS1tRUVK+D9Q8/gd/jBnDCIA4x8dh2RXQvuZHotdAzIQqEQqDkyot3u1Vx+9OiRHj9+rFarpV/7tV/T48ePw5GcmJiIPXt9fR1HWw8NDanRaATljIoU5A5A2eC8Cnc+QHahn7JW/H2Gh3v1/TF+C4Ued5160swn64PnMbdZYIT7s9Fr5yuzZlhvzCt/dz3O+QTYL1BmOLAF+Yos5Rh0pxoiK+7cuRPzdX5+rh/84Ad/eYb0X6drYmIifeWVV0JYU7gbz/Ls7CwMLBBhp0kg6EHdyOpHIMKxwdgghEEo+/T0tE/J+OUKB8EDQsP9LC6Uz20UjkGXC7EsUoDizIbzBoUyuQYpAW/fL0+KYfz4DhuKzeVjzOVouVM56NMgYevvwnjSJpQe2siOEX3253h7g8Yk249BoWDWDfcNCmtlFbQrYY6E97FxZ4/x5UhwUAuytOELttu98m8zMzO6vu6dBDc9PR0o9ujoaHDwCJWdnJxEGJ0+UVYKI126qbaBQUaNzlwuF1Ue9vf3w9lcXl6OGtO1Wi0Mgk6no7W1NT333HNaXl7W1taWGo2GTk5OtLS0FOG8q6srzc/Pq9lsRsKfGw+SIqSJoUnypNdXhi+MUegolPRx/jsoGnVHacdpTig9RxGRE4SB2QelUikOteEzFBIK3eULVB2qp+B4HB8fa2JiQmtra6rX60GJ4Xr8+LFeeukljYyMxEmP1NDmnUdGRuKABg4wcIob4V4uLy3XarWCj438cmPD/4+M4zmuPAftBfYSew0FnaWMfRrFIru//F7mjvdxI9b36m3tZGWCR7voG3Po74GRzOWRMXQDMplx82OvudwoJcLpUa5B/Wb+HEjIvkPWKUEG+Lu54zFIjtG/LNCTjZoyFlnnyyMF3g5AFICBG+H0kegxhjfO46D+EEXL5/NRFxogDd07Ojqq4+PjOKTEaWPIXt4N556oFXNEorDTm0B9qaPvkcvFxUXNzs5qbW1Np6enGhnpHVx19+5ddTqdiGK5/UA0DLuBPjHP6MIkSaIWPv1DVjIHDlShqyX17VnWNvLf7ZZsdMTBSsadqJYniC4tLenp06eha87Pz9VsNgOUYXxA4YmoZYHGi4sLPXjwQDs7O6ETOOhqeXlZ7777rpaXlzU9Pa0nT5785SLSf52ucrmcfuUrXwlPdGhoKEq2nJ+fq1KpRN1dhAGLQVIoYk70QmEwkYTgUdpsAjY63lSW/4YAcw/ehYAr4kEIsXv3g/6e/VzqF2wscEfiXLBlQ36OdtB/NzKz9IxBqLkLddDPbNgS4ZlF91C8PIvrNr509vINz+WGr6NKWfTZFY0rFxT8IPpLNrSFQvYQG1GH7Lj52kAYXF1dqVqtBkpbq9U0NzcXQpkwJwlzCwsLOj4+jtMdfd4wbjHyl5eXtbOzozRNg7fcbDZjrNz48YgGh3y4kyD1hOzdu3e1trYWRiVGE4rnwYMHYWzj0IG8k8X+K7/yK3r33XfjnsvLS7VarXAAMPipq0yZRTL3CRPyOQlDrHEoFKCfvvZd0WajD6DToMlc7uzkcrmQGXD6GEsMD1copVJJb775Zsily8tLvfTSS3ry5Emc+Hh9fa0HDx6E85AkvRKBODftdi/HYW5uTt1uNxBu6aYyhEcJcNYcVfekH5z222QOaxVgwqln7pR46bUsMEG/kLk4v5546vMwCI32Pvq+/rRrUCTPneVBqCx/czTaHWoMtUFcZTcwWC9ZQx15CMqZfT/mJcthp4/Ir0FAiF8eVRsESvg4ugyTPo5uZ50df5dBz6XfjAFrIOsw8TMbweT9AaF8bBh/jC/WPADZ9va2lpaWYg8zp/wfCgNlL3Fy2TPIjG63G8luWYqXo9L+zpLCESLZcGhoKErzSdLBwUEcoQ1QsLW1pRdeeEHHx8dxEMnQ0FDkZ7FfQF4ZN0qcIrPJY+h2u1EulepCrDPkAfrPDedslHbQXHq+T3aN0Id8Pq9SqaTj4+OPjQ/Pgsp2cnKiubm50GMY//fu3dPe3p52dnZ09+5dbW5uam5uLkABZP7o6Ki2t7cjEispyoIy/x4ZevPNN39hSA+6xsfH0+eff14TExOxiKUbgYVnDs/SD1ZhseJtIVjZzGxSErBAqfL5fCBFroxAxTGQoDxkObHSzeR6H267XNg6muAL2u91RUBfXClwuUHpIULfHIMSCv3deAZjwzPgkXpo+ZPCZ/ydDe1oYVah0i+UM5vKkX766GFUvu8KBEPX0UXmcNDYehvZ8UaY40DgwGAUDlLOOF8c8ZzL5fpQYekGESwWi5G4QqLZ8fFx1I3GiCJkjaBcXFyMBBdKSYF4+6Ec1HNGQThK1m63VS6XQ0FQ8H5mZia8fhLrut1uKASM83w+r6WlpajxTFWR4+NjtVqtSCoiBMceQwGicFF8oK0Y0hiu1Wq1Dw1E2Xokg1Do8PBwX8iSvkMjwQiC5oKxmHWI3MBmb0Mxard7NWh/8IMf6POf/7wuLi70uc99Th988IGur681PT2ttbW1OJL74OBAnU5Hzz//fFDDWIsvv/xy1IxlL8HNJEycy+Vijt1gZCzZe9lcBPYf45V9L3ca3VD0KBr7BUMRpZuN2rgC536+j/PknMzsNQgV/jS9l5Uf9AlHGVnoe1rq54wix3zeHSxxo5T1ko16MW4Ylllj3iOJGJNEVRzp5nMfP490uUPn/UBPOf3GDWn2ataRYR6zkSEuN4h5FgYgOUWMkSPzWcfGL39/P6SFJOIsWgoSyaFORNKQnZ6k7PWF+RuGO+ufA4xAgQFYeH/n8cO9xsC/vr7WnTt3tLm5qWq1KklRepTTaA8ODgKcAymu1+uan5/XysqKfvjDH0YejFN8mEPK+TqdxftD5BzHGXod80lbyDkHfLzON/tmUKQ/Y1YVAAAgAElEQVTHHT7azEasuNf3Ak5CPp/X+vq6pqamdHJyomeffVbFYlHb29uanp5Ws9nUvXv3AqjkDATAUe69e/durBn2a5reHCzEfP/0pz/9hSE96JqYmEi/+MUvRoUNFhKbBaXoiBoGDwsYAXR5eRlhJBYXx2lj7CBMPCzLIif0hhGQpmlwGqWbrF4WdxblGxQ+/H97uTLwsDTt33Zl+8MCRkCz+VAACEjnCIIi+8Zzg5PfUTw+hv7uGEPuAGAsM37+LoMUlhvvtOkKg/HIKuRBjgoGPM/KotKMmQsU2nYnw+kEtMN69TWLoQgfr9VqaX5+PpBeklWgMyEsGo2GKpWKJicn1Ww2+xCfUqkUx2gjeD0SAI0AxTQ5OdlnfGB80laz2ZSkcGR3dnaiv+VyOZyJ4+Njlcvl4FYPDQ1pZWVFh4eHfcgmnGw3oA4ODrS1taXp6emojAEyC+JVq9WUy+WiSL/zOSX1zTW/Zw307Bpg/ZNHgRJm3pIk6eOcu7GTJElUDDg9PdXq6mocAuXvh6LvdnvVRqg/+4Mf/EB3797V5OSklpeXI0SMs4VhQwm74+PjGFfaZA+6Ye0Gmzv9zC9K2vfE+Ph4KC1XnD5vXlUAQz+Lhrridf4qe5UqA1nDchCP169BCHUWrc3uZ//OICTe14Hf7w6WGwzOw/e97u1lwQiPnmBgImPg47qj54ajn/aZbfuTxsrnhN/dsMfIHkR74/tOibmNHuK0lmxSIW365z6WDvAw9lDY9vb2ouY7bZB/RMI/lTOQC2NjY3GCIgd2kJBGPlQulwt5ljU60fNE8WjHubqdTiei24eHh3EI1tHRkYaGhrS0tKTd3V0NDw/H3588eRJzuLCwEDkT9Xpd4+Pj8btXGfFxBp12ug/0OOgUyDoietlIRnav0b47W4OiNlxZoAxdQiSFe71dgBNJ2tzc1Orqash+P9CGtXV0dBRnBgwPD2tjY0PlcjmcoFKpFJVSkCMeJYOmUywW9b3vfe8XhvSgq1QqpV/60pf60AQUKAsM43VmZiZCq2xOjvaF48jx4CBpXhaGhTI0NBQHNDjC6UklfmHIYHxKN4pD+niiBkLYlf+g+7LGsnvp/j0WJMI/G567LWznn+Xz+TAopP4aqAg+vHV3THhHR6e4nAZD5CCLUPBOjhy58s8axoOUqvMQ6R9CSOo/JMGFRBYxcVSH/rtxnEV0vC3fl/4ehKdAcfkM44UEGhCCWq2m8/NzvfTSS6rVaiHUFxYWQglIN4JwcnIyaBqO5HuIEApHvV7vGxcPA6K42+12VItASLVaLZ2fn2tpaSmMRAQvlSdarZZmZ2dVq9Vi7Tx8+FCPHz8OpL1UKkWokwQjkkkkhYH/53/+55qenlapVAqUvVgsBsXFxzor/N35Yi9koy7MJ/uWtQc6zDpyHirrC2eGUl7Umib5h8vbR+nQNvVlR0ZGQg7hjFAbnD2IU+7rEj5o9l0JcVcqleCGFgqFvvsdzc+GxAlpO92Ae/ywHjcc2QusOZeBg9BmNxTYK54shSHn9w66XA4MMgo/Kz3kNoPcZQH7ylHb7NrjPuYSxDkrs51bTjnALOLNGJIY7xGKQRdj5mPojgM/Xc+x3nmWP9sNXAw5xgRnC3RX0sf0AcavRwGyUQZHFhlXDKVqtRrJyUSLSFJLkkRjY2NxLgMn+sGf9Xnyg65Y01L/YTu8C+/I3xxI84gLdIbZ2dmYb/aMdOOUUlteUuTJYKTX63UtLi5GJQ/+Nj4+Hkl4JDiDpBcKvZrP+/v7IQtJuvNoQNY+/LR9gIzgpwMUWefbv5PlWEuK6AL6jmpT0s0JqYAajLevS7jd3Iv8RQb5vstGlxj/P/uzP/uFIT3ogiPt3j2bxUMiuVwust/L5XKEkvH8CY+gmDj2U1LQPDDMCX1D5MfzgjftoTEEAALJEVUMiqyQ4v9pmvbVffST21hotEkIKp/PhzB24e0GYTaU6QvPkRdXas5rc84w30FYY8D5d9M0DV4rc4ISZrPBBeM9iAAwH/ST5zkPPMthxmDhhCUiBR6tcAXmnE4+d6HjypNnDEI4oe/4iVEuuBF4hL1xvjhchT40m81I1PNToprNplZWViQpOGFEPEisPTk5iUofICSE+1EecPhAvDioiHGH+tHtdnV2dqa5uTmladp3UAJIN4gz1J6RkRHt7OxofHxcExMTOj8/j6NtifhsbW0pTVNNTU0pn+8dMgOKIklbW1vhGIA4sAc8HE+pI8beOaGfdLkBS2JXFql0Ze5rfhBKmSRJoEWOCB8cHITyZQ1kjT8cc9Yia5P9y7rjH8Y1Jep4d0ctnXsrfTz51ikZIN35fD4U++TkZF/Cm6PQHkL29+Fv/J5Fo9lXWec/i3T6XmTsszot6+AOajMbJfJopEe4BrXrvzvXGMfekyjpI3uH/kK/QCZIN3S+LCrsCa2sKXfYkCnoEkmRB5GlGmGku5Gffb+sw8i+5G/ZBHmXqa6bvF2PKHLRlnRTFg0dNwj5d+44849hRbSl2WyqWq3q6OgoEmbZayMjI5qdndXGxkafDJ6ZmQlHFgocZeVYI1TAIIqTle/Ib/R7LpfriwrwnUKhEPxpkH3QV187jCOHx83Nzen8/FzHx8d6+PChzs7OdHp6GiX/MKahk7In3WHxNek1srM6+9MiFm6EYmMM+jv33EbTdN3ofcTecjDTv4/My9LIWBeAF4AoyDTuzfabdXh5eamf/OQnf3l1pP86XaVSKX311VfDmISfiqJAwWTRaUdAXYlhuMKrxAhgE4yOjkYbjiQRful2u2GQS4pNS9KB92GQV+5GHhuOBeT8Wn+m12Dl766cuXgOwh0jKHuP86qzXGQX0vQDBcO7ZFG7NE2Dn8Y4M54IWjfUSZrAoAcJzCo6Hzv/jHtcsHviFx40it/RKg9bcjG27iB4/WBHFz3pjLF2zm022uD0A9DlyclJ7ezsaH5+PgxlnDbWaKfTCYSSbGacFTj3cHW73a62t7ejsoXzZZ2qwTuS+EGEweup00/GjbkCAaJ/5XJZOzs7UQuaE/3Gx8c1NzenP/qjP9Kv//qvB4LiY8ieI/l3dnY2BCeGPpGiLE/U14Ir7UHrW/r4oRiOYroBxJrOrrnsvY6ggvS++eabevDgQSCy2e9nFQayDCcSZxREBgfASz7558wJfWOf05bze5F/zpl0igVjm5UlrCtq1kKrc+OT59EX9hIXbXo5PFfAAANueDlYwru5rKJdjB2eyZhipP8/7L3bclzXdfU/uoHGsc8ACB5ESrYkq2zHksuHOJXc5A1ymYdI5WW++1TlOXKbqpTLllxObCt2OZREQiQIdBN9QDfQOHTv/wX+v9ljL+4GQYpyvvqkVcUC2Ni999przTUPY441V+p0prJznaOdzl96Lf9HZhyFJ+D0YN3lmXfwdZdlWWQ4QHVBpHE8XY+kgJLrzJTPLymCWNYTetL1aUoHcUDCgz2e5Q439pNASprrYwd3sEsELg6U8HxKw3Gs9sXFRS7A8Hs6opxmDqGaEQA6mOVz7XQdxsqzy2kGzPnWADg+7m4XCI7u3Lmjbrerg4MDvffee3r27Jm+/PJLvf322zlONnbE9+HQlzQjgj5yGXxZ86wq85AGX+gawDz2rPCeL/M/PUhpNBo6PDyMYCQNjv07qQ7yAAYZ8cwY38Eu8PePP/74W0e6qHEgi5Sv94iTx4AiIJPJJEpD4aCi3NzBRHhwxok+s2xeocC5nxxry/1IlfqGCz99iP5ILx6L7UgAC4nyPhgNFA2pEkmBGjo/ypEArqG5Y+ifSS9SN9I0KcqhXJ5XXJDmxyozvqAM0vzkLmmeVmd8MRYYUK6leL2n4HBmHK1yx9qRHB9T5oGyR9zDKSc+HvzdU1k0FqY0R7R5DvLkaA5OB+OKk0QgIc1rjUvzeppu2Kjg4Wk00DCUWavVCoMAFw3Fwue9Xi8M92AwiE0fpVIp6BSOtBI8eqp+MBhod3c3V296f39f3/ve97SyshIl99bW1vSnP/1Jd+/e1dLSUu6UqZOTk0hVQkHpdDra29vTW2+9FUEYY+NK1hEzR/KYJ0dJ/G8oXuRBUihgUBCXA5en65wrRzyR2+Pj4xhrPyTF7y0V008IMrMsixqqrJ3T01PV6/VY/6x11hCOsDfPgPkzHT09Pj4OhMd1kN/DMwKkWwn20hQwJRsrlUpsxMKBYkx9Tn2tpenh1BlwhBjd7LobUMUrFhRlBHxs0v8zBkUOaZHzTADljpM7WryTZ/YAXRzUcP1Qr9c1m80icEKG0vdLA5h0rlOABJvD3zy4gkKBvZPmDplTRNI14FkKz1xgkwBE0I/oLXQNSGPadz6DIrWyshJOKLIPqun9hAqBfHNPZJb+IkfYeRxnxsjnGz0LfYT39mCaahno93a7rcePHwewgV+Cfu92u9G33d3dCLS8VjSZc8ab/lMRBJlxGfS+u0ykvoYHnE51kxQBnK8dZJ3mcpvKuutG5qVSudor5pu4U924aH0iWwChnlGV5pQbf265XA4az69+9atvHemiVq/XgyPtfNk03YRwSvNNf6RPUfw4fCxOlE56qMjFxUVwTv0IS7jVXqqKxvPhL0lzZBYF4o4fzReHK0A2dLEo06hZUiiHonv6s1Bk0hzJc6oMP/mep4r4P061oxR+SIY75X4PKBzj8Ti4wFmWxU/nQNGXFNF1B8qdHsYlTU9yGIoXgvdo3pU8slQUKft7e5ovlb0UIfB7pP1nHjn1D/5xlmVBcfD5ms1mwXmdTCZxXPX29rZarZYODg5iYw195loMEu/qqB7IC4qUvjqFodfraXt7W+VyOU5K/OKLL1StVtVut9Xv97W7u6uHDx9qY2Mj6qW2Wi3t7OxEBY8sy/Txxx/r/Pxct27d0p07d3Jpck/1ImOMr3+2CHVxNNPXJO/rhlxS7KpnPhhn7pWuJfrgayXLrurSHh0dBTrlc72opYGsz4WnRQmMSG0T9DsyVOTwuQ50A8vfXH55t3RzpFPS0HOktdFVk8lEtVpN+/v74VS4wWWN8a4ewGBsHZleFED7XNIXp5a4A5CijEUZBtexONLMZxG9wdeMN0dmU0eG93VZKUL/cf5wtldXV2Nc0FVQSmhp0Mg9i1qRk+X0CkfwXXd7sOBosetK+sJ4+pylc1OU7XAqAEF8lmVBz7x161bcCztMxS5kBvpalmUReOJwUyVJUlTOoDqIV3tiHeB002eoNYyZz3mpVNL+/r6+//3vB82jWq2q0+mEAz0cDoMn3ev19MEHH+ROZITPjfM8Ho81Go20tbWl5eXleL/0SO50fac2axFqnMoCLXViqRbl8/myrE6qY8gsuB5Pg75F/cNfoz/MJwEg/UE+of+wlv793//9W450UYPagaOLEkb5oLRAPj0qdnQPY51lWZSUAb3i8AtpbjBJ4YAys/AvLq7q+FI6B8fHozEmms2PTh/x48fTlKWUP1Xw4OAgDr9wVJuFVWRA0kXP7658MVqeOuU+PgaOfjkawth4ZOipG0eI2JCFkiuVSnFkNIsuTdXSZyJ+7sc4YQxcIUDFIOLGOXeEKHWSGUdHOfwnPLv0+8wzm/KIvB1pR8FDcfGUJrJZrVa1v7+ve/fuxdHTW1tb+uMf/6j79++r0+kE93k2mwUC7E790dFRKO7V1dXgT3uqtlQqxQmLZBFYJ8gRR7FCC2HzTrlc1t7enn784x+HMaL/0ETu37+v5eVlPXnyRD/60Y/U6XS0vb2tL7/8Up9//rnW19ej3N/FxUXIFc9mfJxa5M4MzZGPImXMfCKDbihB+1Lk2dG6IuTFkVt+x4iRRUqf6/1MW2r03KGQ5tkPePPOw3UZYn7dAPn6ccTR9aE/w/nKOD4E8KR5HZ3m/f3Id3SvOyRFaejU6XWHlv87Wk0/04wZ40bAkdpDR4sZ/1RWFunLNJj2seV3D5bcUee5KbCwCE2m3/Bk+Ry+sDu0KdLsdIxU/t3BIgDFCXHkfzKZhG5J3yMdD58bP1UQoIfGIVDoINYG7+ffT/vNM9gzwh4nQCtJceorJTRZd7wf35UUABR98Y2wfoy9c4zdaYdf7Vmv2WwWZwFwINVkMolTFaHnsUfm+PhY7XZbk8lEd+7c0cnJSc65/+///m+Nx2O9++672tjYyAXKOIdk0dy5XJQ98/lNHVbXH0VrIEWY08/S5s9AzljjAJl+8F0azF93vxQkcH2AbHIP37chSZ988sm3iHRRq9Vq2Y9//ONcKk6aO7RE7KQtSadJ80kDJe50OlpaWooFh4MBIigp59BhzNzIoURYPI7sIFAeocOF8wU/nU4DLff6le5QsthB0f3oZVfYNJQn/VjU0vRoKrSORKUoH85Cik4XIUE4jKAN7mw4+gyCilPuCylNS+H0nJ+fv/As5m42m4Uji0F3FNudfYyHj4UvdAIGX8D8ZHyK0qCgZ84DRbGsrq7q4OBAOzs7uZM4y+Vy8Oyr1aoODg40nU6jrBobcPx4ajdUnU4n1odv7JzNZtra2gqKBUgZBpLADmqFZ2V412azqU6no62trQhiKVlEoHF+fq52u63pdKoHDx7o9PRUv/rVr/TZZ5+p2WzqBz/4Qa6EFX3zuXEjUCTDacD2spam7h0V9TXrBmgRooNRoV+kHb0KSlHzvqZOWpoN8bSz943+Fm08Sw0P85civlL+NEPn0rKRlecu4sp7cJqijIwZzwDg8PXLP+bC1046NkXOMN9BhgjG/QTBNKhIgybXQ3z2MnnyQMJ1QSorHrgxZ2QSXJ95RozA2Ocj/dydn5T+5u/Bff0U2DRYcMcYfQqggfPmYBTXY9dw6gEMeC5r2LNHDsyUy3OqysnJSSCJzK/rQt7b5RUbfefOHZVKJR0eHmpra0uHh4dBf6GcXJZlMQZra2uxsTblF6M7WR/0n/dxJ5C5R+Z4/+3tbZ2cnKhWq+n58+cRVPqpw/1+PxD1nZ0dra2tqdFo6OjoSE+ePMltlkwz0+iAIgS6CClO15K3IifVA2r0P3L8MroTzb+LLcCevU4rWlcpYMf8QS1Df/3mN7+5ESL98no+/4+1crkcHMTz83P1er1IjbO4xuOxGo1GLACcVpyzLMt0dHSkWq2mdrstKX/+fKvVCrSP71Sr1TiBqFKpxNHL5+fncfTydDqNsnqkdzGsCLhvOGTzGoqIygmU9eI7pFhAstvtdigsnPk03ejRoX+WCj/OpzsTPBOEHgUpzY2qI4SpYacxBm44KN80m820v7+v6XSqVqulWq0WCxB0w/ubKgmQExS2ZxhwXknZocT4HMedxnvjGLjy91Qv93NE0NFOnErez4M8frJZxA3o+++/rydPnoRMw5H/05/+pL29PT19+jTQ4T/+8Y9aXV3Vw4cP1Wq1QolTNo/DhGiOwK6urgZ644hpuVzOHe5CjWKOca1UKlGbmMCFzT+TyUSTySQOb+EAEdKVFxcX+sMf/qDHjx9rPB7rn/7pn/RXf/VXuaArDcKQa+9j2jxoQbb4fZEThGPlwTH38DWKcvZ7esuyLHeADgg+dbSvaykC7RQSd7C5L0EV11H3nko9knLZmBSdQT/wfTj46AzuAegAd9rfVcpn5KCm0UhH86xKpRI6Ej2Cw8r9ODDLAxppjjalY45OdJ616/bRaBSoKtd4gMj9nNrDGKdy5j9TecKp9GyAB9Q+t+7AM9cEr46eE7hlWRbBGON6dHQU33EnzhFvD3LdWcXJxi66Y0SQ5lkSlwf0Gc4y616a7/EBrfXgjHnx5nPBuwNIZFkWmT7mg6pZ6Hg/vpvNhMhZv9+PzYjD4VBbW1sRRFFGExQbH6Ddbsc6YY6QGXfmkXMOSnL9AOhQLpfVaDTimYPBQP1+X3t7e7lA6+zsLGw44AeAR6fT0b/+67/q4uJC29vbsbcG2Uxtuesnl82ijITLMwESrUhusdVOr3NgyWUllTkCU2w4ACZzlrY0+F7UFjns6LnpdBoyyuE4jN1N2zcOka7X69lHH30Um8iI8tmkRlSJYjo+Pla9Xg9Ht1y+Kg2GgqLEDbznk5OTWBSeCmOcV1dXg8qBwXG0k584fktLS7F4/NQgN4wnJyeBpDjv25FvkGxOcqJ/jmj75gSen6Jci5wMd/xcUbI4UAg+No548058l5qXHhB4ypD3JfXndAXfoEh/oI6k7+aIgjQvOUSfoA34te64+XMIHOivp/H5P89KedgYKAwbETMKCaeG+UVZeorw+fPnUQv0+9//fqCJh4eHsZlmf39fH3zwQRzXjVO0vr6ufr8fqLSfHEj6nd+9Lid1oVutVqAkON7UbiWwAflfXl7OldWT5ocYsJ+AdD8Hx6yuruonP/mJ/s//+T/hSDOOLqfXtevk1z/HAKfXOrIpzTcSIdtFKEuKluNEO/1rb29PKysrarVaL1CSbtKKkKG0keJlLiTlMm+O9iBr0G0IZp2isb6+HoGRO2XcH0fXU7rO86U5f5aAn82sfngF1/r3oEO5LvOUr9ftTmkN3typ84NoXNcs4oFKi5E8dE2aEUn1oQcxjtwypgQLTvcbDAaRHVtZWVG9Xg87MJlMIms0GAy0tbUVaJtnzdDPBND+Odf5usIe4ew4dQb5WTQWaWM9eApfmmct/LlcS9UHdKOjzNg+n+OlpaWocIK+oLwpDjzPbTQa+uKLL/TOO+9oOBxqZ2dHT58+DYfUyxWiV7H9rA1HvLmWU2YZp1SHAAA5AANSzVgQDI/H46CabG5u5mzUP/zDP+hf/uVftLu7G99L5dvl8lX8vpdd73/3tfwq9/XfWS9UbvIxeJONAB1WgFNcyOZ+W/5uQdvc3Mx+8pOf8Hvwj7JsviEPAXU+NOgYDgkCvbS0pPX19dg4eHx8HLxQqAggjChoFjf8rhRJgtOGU+PRGIbJnWUWqNM1WNAoSxQNiCfIi6d6UqVfFEmmzdN7ToOhr6kR4TvukHoAQXNl4BsWVlaujqXm8AFJMfak8fwUq9SAMmZwUx0dY3MOQROKFqWMwneHGgWPInBHuGjs+B7RtNcFLpfLuTqqHpx4AIDxI1sBCgUyw71PTk5Ur9fVbDZVqVTU7XbjQKEsy/TWW29pMpnEzvZSqaRGo6HpdBrH5l5cXKjZbEbGBgeHQAfahztLzFW/34+06Gg00vb2diChpdJVOpWSfdQHdY7s48eP9dZbb2k0GunBgwf6t3/7N33ve99TvV4PmfH1kwZ917UUCZHyx+CmzSlWjn6nvMc0g+P9QS+gQyqVip49exbHpV+HhqftJu/o11D60DntzWZTx8fHOb4pOoefnpnxgM4DA9A/dzBxQFmn1Wo1d9ohmRDGTZrTzQjsHQGV5rqPMU9LVLrT6whyGvR6kIr+cgfWx891wKLs1qIAatH8pAG2X5+m2h3V9vT4aDSKNU/gSjaVY6KhT2FneA/u74FRkWyDtDKmjhxzjYMQPu9kKXFufZ2g6zz4QQZ97ugP98Bh5z3SMqHMiXNgp9Np7oAqgkBsoVfF8OYbN9kzwv4mr8jFO+H4On9amnO4HfSoVCrq9XpRaIAMeJZlAZo9f/5cGxsbkZ3zrNHa2loAFf1+X9vb2/qP//gP/fznP8/Rn14mizcJel62j4S/ecZjEW857VNKJ2O8lpaWglZz//79cKZfpV3HnZbmRRkANZz6BYiTZZk++eSTbzcbFrV6vZ797d/+bc754LhJNjGA3lIqhVQ1v+PQocy9Ri0oCkfxspBJy0nK8X4cicPwzGb54uKuJCWFEXLFzueuMFj0XM/mC8rwgOo4IvCqTgjPleZReJoGdZTD0z1uxEhX8V24dqurq2q1Wnr06FFsZuFzokZ3hFMOIErWHWIcJj9Clc+9RB2yQBlBjDvI93A4jOvc2Kfj6IaBa4uCF+fNgqasrKxoaWkpTq5jzODq4fyCzHGPtbW1OJBlOBzq4uIiHPxqtRrBTK/XC6duNBqxRkLRYbzTmto8h70BGB0UPJkbgp3JZKLbt29rPB6r2+3Gpspms5njX4NELC0t6fDwUOfn5/rOd76jP/zhD6pWq0FHcUqDyyDjzLp4mUJ3Z/c6JMWdLUfPFjlXLgMuC56V+OKLL+J0R67x9XGT5g5I0d/cSUEfOep3fn4e9cSleTk+fndHygN+Ah5JgQiCjklXc0AZM5C71BCTTXPQwqkc/kyvx4sjTCPIdUSL+fTayugDdD+0M+e/Euh4IF+EZNOPVKfRkIciqoJz9xk7HBGnCLGWUmcDfZBlmVqtlk5PTzWdTgPcKZVKarVaUQkFoKGIMuF99uCC98IOeRCTBiDMG3qV+UYOmC+vrsHzmDsfX597d/apYe+Hl+DcgxTzDr5nyNcgmVdKWKLzfRyw9ehc1tZoNIpsKeXYnL7C+3kpShx97IhX+vDxbzQaGg6HAVIwfjjejA8UMI4N393d1f7+flS7IdBalH1Lg5zrmo9/Kt9F93XZpe8v08Euc762OUgnXduv0q5z6D0r5FkRrieY+f3vf/+tI13U6vV69rOf/Sy4niwqR3JR0ji5OCLlcln37t2Lc9rhO5MelV4sawUSwI5THEB2JDvVwaM/0DYWKY59uqkiFUBXuqTO4PtAB8BQpryt69qihemOiHMLQVO4f7rZgO/iRDpKwntjYDjpqVQq6ejoKAxGo9GIA0l6vV7U60wNT2qUcV6dE+3vwnhzGqQreH8fV94eTNCYI9KhRe/tjpXLDooZpMMRclBzrieVO5vNAnnEwaVqx49//GOdn5/HoSfLy8txMAZoB2MJitLr9VSr1TSdTlWv1wNVPD09DQeMOSODMhgMtLKyos3NTfV6vUCNTk9Ptbu7q6OjI1UqFTUaDfX7/dwYbWxsaDqdajQaxUEsg8FA4/FYe3t70QeXQ9A06UXHNp2Pm8j0dco3RRAdWSxCuNNAiuAIPrpzIItSnNe1ResxbSnShszxfXec0A8EC47W0E90U5r9AB32zdauA+tlCy8AACAASURBVHF40kAEB5nPcDgw4kXIeBr8QKlbtBnJ9aMbZjemrivcOWJ+F8lROtdFz6WlMlnkbLvu4h9jxfjh/Kc6pdlsxvoql8vqdrtqNBo5VB2dXNQv3jWlnrj+cR3Jd9yRxLY40k3gULS2PMvGe3jQSh9oLivYCd7H54msFhkUnHBAMGqtP336VFtbW+FM8+6AJLPZLAAcnGroM/wOOOHBooMizr8FfKP/9Htraysol56BJkOGP8BBRqxjAA78GJ7n8ufZGpf/m+qatL1KBqbIvtIWBctelSp1zm/SXoa0+zhwLbqDPVj8/9e//vW3mw0XNYSZRQA9AiVAOz4+jqNFa7Wams1mGBvnPTlax0lhIC1spoKHiCIcDAaBrnIfjBqnz0kKZ05SzomGkoAx4fle2zpVTjhACBkOlSuylGvK+OA4uHKX5igrfXGngQXvSBs/QWZRHGn06rzA0Wikg4MD9Xq9+P7GxkY4AhzmAXqbphwdAaLPoNSkj1GiBDx+wpSPL9G88ydpvC/jydi5gnVkHMccxId78F6ORkDjwKEgI7K8vKxWqxVHcLdarTBeq6ur+vzzz6M+6d7eXgR24/FYn3/+uUajUTir0+k0Tjp0A3V5eanxeKxnz57FusGRwqBsbGyEYuSdGVdSzaAMa2tr6vf7qlQqarVa8f69Xi/kkaNw4WA/fvxYn376acwbsuJKM5XLlzmarsSl/AZEl393cl3G3YCXSvONpVK+/rdvPuJod3csHElNkfZF7SZONH3EOfbA2mWXdch1PNudojRzg17jbzgZGHo29/m48q6VSiXH/3SuLyghcwyw4bqZ+/lhROlmpNTJ5CfIkxvv1FFjPl0+fN59/F0+fP78uT4XrhtSvUSmB3vkNCkABlBW9CcoJ7TEy8vLQNWpAIF98v7yjugxxjzNOoCscn8cENehyMZ0OlWtVsvRSFjPzHs6nowB841OTGl+LoPLy/PN+E5/cWCCsfDNmZ7dq9Vq+vLLL1Wr1cJ5I6MGSIA8OugCXY1+0X/sBT6FpAB8sCHMG2tlNpupWq2qVqtF2VH0PT4KWcHJZBKHuUlXjnO9Xo8N5lQXcaqnZ5kZtzRzk7aiz1L6zqLvASix9ork36/3vQFkj0qlUq7Ua/rsm7SX6X7GgWvhqONroVtcBl/WvnGIdLVazX7+85+H4LMYpRdP0nF+12w2i5OFaBcXF3EqEYJAqgg01XmH0ryWsnOmWPCkGCkf5UiyNOefQdVIjQUOmCtdV9zwvYiIURooyZQLeB3qVZRSxoFzrqmPL8LpqHWKztBXDIikSLFRGxnHDUeOsViUai9CjXiOp6/onyPnpVLpBR4VaDT3AJlIn1ku5w9q8VQa1/mz3BEtctocSYQqhDyys3w4HKparYZjOxwOY/wIWhg7xhNkg3fAqOzs7KhWq6lUKkX1jYuLC7VarSiPR6UY+ojB4x+bajngQJL29/c1mUx069YtnZ+fa2dnR71eT5eXl3rvvffU7XZ1enoa9bQfP36s5eVlffDBBzFOr4NU3LS9DKlJEQ/PJDkqhlEge8CaQL5fllp9U++BYVhZWQn6DrqKLBfyiRMEigfqzNpibTu6iO5zOUae0hQyuglHIU3dEoBDq8JAe73zogxTirKxrkHDPeXvmR2ndDB/vlbRBziRqT7k2T4evn6lufPqGTp/30VyQLABWoptWVlZiZrC7B+5uLiITb/oGz9B0gOEdG9MEW2FPvr7Scq9o+tunF3QWvqUotHoCjJ+ReuoKCOUIqg8i/46Su2ACVQQDkRBJjzj6+9X1G+qfOCgDofDcLY3NjaCr35xcVU1gwowKSXDudPIJCXsyFCBPler1ahyM5tdnVTZbrc1Go0iOLp165ZqtZqePn2a44E7Kv1/Q/M1SXMGgCP3yORNNyx+lebPQr9kWRaMgeFwqP/8z//8FpEuakwmFRyIOhqNRuwMZUJBKEGRKbsjzXeNc1Sx844cUaDqAAuf56C4OWCkVqsFn7DT6Wg6nerg4CB294Ny4yx7w6jg7OFEgU54mtKV/HQ6zaHnReka/90VrDsyjgj4IibS5Dk0nFBHjjFY7pR5uhljNhwOw0FzA+v39dSQ/9/fxw2nowA4ghhw6YraQ7+8FB7PSzeoeYDk4wBCgxJ1g+1ITdEO5RTpgi5Empc55Djzw8ND9Xo9PXjwIAzF+fm5Op2Out2uRqOR1tbWtL29rXq9HkaNf+vr6yqXyzo6OtKjR4+UZVk4uwRyyDUlG3m/8Xis8Xis/f19lcvlMGKnp6dxXDVGgWPD6/W61tbWovIIlTo++eQTdTod7ezsxBg4onCTdp1TnP6taB2kLXWm0CEgaR6g4xDyPfrNSac3RaBft4G04BRQwQAnuoiSRjZMynMJMfKScg4txtCdEXToaDR6AVXy4BUji1xB7WFNEzi7XiNw9uDf0VRkXVJO/7BZ1oEGHFmfI4AU1qr3O517xs11susad1w9g0HDXnjgzv9ZL+gEz8JQZYrnU2kK3eJ1pXlH74vrPeaHufDPCJRdPtBv7rBOJhMdHx9rNBrFtcgGMuQ6H/3n70sQhTy4DmV+sC9ObySAd2oKMkH/HYQ5OztTp9MJOSLgRa8ghyD+bNCW5kAYAQtVo5ivwWCQc9IZM/Sgr4/19fXY88Gz8Ck6nU7QOaG0ZVkW9pDD2X73u9+9EMh+VSf6dVDgRc3l3ffpMEZcQ599r8TX0bw/6BXsMEBmll1VawMhv0n7xiHSjUYj+/GPf5xLncOXzrJM3W5Xu7u7odCpWOD0A2le25CJ8BMJPc1UqVRi81XKa0Kp4wAPBgPt7u4G0uhcYZQZSi4VdjaTsAkiLefihg50F0Po3Ehpcdo4RXy8+f8dFXbn2xVf6oBy3xThwTlcW1sLaoLzOOFFO6LNc3lnxtINB8/3fvL+ji55GpYUKoEEyp73o0/c2zczpBxIFqwbYNAPEBHGSlIO2T49PVWr1dJoNNLy8rIGg4EajUYEFXCV4Y6ura3p9u3bcQoWB7G4/JVKpchWzGazuN/Dhw8jdU/q0zcg+Rgi46Bm7mA1Gg11u13dvn1bKysrOjw8DDQUJ2FjY0OHh4fqdrv67LPPlGWZ3nnnHd2+fTvm/VXadRmV17120XUudziqKG0cCRDVrxNNT/tEn3GmSG27g8R8InO+CVfKb1pkHlJaCO/M+nKE2LnO0nxnPs9cXl6OjVye8sehoV4udaXdYfA1606Y959xwOlOKy+cnZ1pa2srNvbh2EBhcaeoaN6KuL+OnjrvmoDG0co0A5Kico5aM57UZadE5PLycoAM6P4UGUeHpRQTOKM4Fs6F9r8jK9yrVCpFRlBS7nRaf6eiDI/Lij8vDUKYZ2ypj6ln85BdzzR4JoZ3R/6hWCFf8HPZN+VZBKpcXVxcxLtWKpU4vIXv8QzoSfTRS+1yf6fJNJtN/fnPf9bq6mqcB4HfIM03TXuJwkePHqlWq6lWq8UaXzTWtFfRh9e1RfdJM3Vpf1K7KimHBDvVMvUH3nRzZx7QY2VlRYPBILeWf/vb336LSBc1h+5ZzGy4Go1GeueddwJlazabwStmZzSGZDabRZ1OJtvpFtTMRQlAXgfdHI1GwfkF2bt7965KpZKeP3+ei+ThfJGqo1yaNN9wQVk7yuX4aYz8RAnC2aa/PF+6fiGmVAl+d6dUyteRRmFjOKX85jueT0NBU38YJIkNnyBo6Vy4c85zOLEvPZQCI+8UBDfCpLp5j5OTk9gAR+BUKpXCKLkzkSLyaUoXY+GpaXh1vIsbiMlk8oJjgyOAIqZkHSjz2dmZGo1GoLiVSiU41NA7kAe4g9B7dnd342Chvb29QGpms1lU92D8CBy73W7UoOagAMaH589mV5VOer2ejo6O1G63IyhxB65UKqnb7apcLuuHP/yhdnd3c8ruJu11wIGbGJhUztNnpg4LMs96BVVy+X8Thq2oL5KCWoQs81wCFwyzIy/oHFL0y8vLcWCEH4vMmibbA/3AD1xx9MfLYlJmErnyw2hwJFi3PLvdbsceEXdAWRdOXWD9eMUOHCvWjqPsDkw4t300GuWoaGnjM6cGpHPgoEKaukbukQnPznFfvsu4s36RL8p+djqdcA68BrHzkukjz+G9caxTah8NXQUIlNI1AKGYN5x9rnE9yLgxFk4V4m8g0cwN+z18LAniHTxBJzGGgAPQXHwPEjIPbc/Reml+sAgAC0eJc4/j4+MIugDR2GzLIWsAZqxBdKNXCeEnTjTvA3UOOYCSRZbn9u3b2tzcjLFN71fU3pSuWXQfnwuXMZoH4Mwt/hV6yK/hnm+6IfPO7c+yLNY7NCU2Pd+kfSMdaU4IcqWJA9Xv9zUej+OEm0ajofX19dhkJSnQkbW1NbXb7Vwqi4gcBw2UGGS51WqpXC6rVquFA0RqnIaTQTRMQ2HjCGOMWICg0b6zFyQM3iuKOOUtMhaujHzMUGxF4+mGwB1QlBOBAE4oP+k/x3HybIKQ9fX1+Mc9cV5JBTN/jv6ORqP4GwsTow+K7OhhitzwDE6eY6ypET6bzXLcROae52OYHLFmLqQ8d9VRaZ7vKDdGFce3UqlEv3i+H1xSLpejXvTR0ZG63W5sHjw4ONDh4aGq1WpunOHyj8djdTqdOHCl1Wppd3dXl5eXcSgRR47jIFKG69atW7q8vIz0+9nZmXZ3dyPA4DABZK9SqcQJoDh3a2trsTny7/7u73Tr1q2Q7ZQC4/JHQ0ZQ0k7RKpLbV23M2U2aI1A4KN1uN9YBKMzXkRF0JM/pCRwc5SguGQnWJc4teoVymTjXGByvgIBcTqfT4NI7co3se7/4SSUD1g162Wl2rBdodjjI3N8RL3RIqjtrtVo4sawV+gbnmM1dBBnsK8ApLNKLknJG2cfff4c+wPccWcdx5P6pU4mhJ3NKf5aWlvTee+9F9glnTpojs8wTMuCZR6dLIKPXBQwpTYn7ASrxfzIQLn+egXTkkYDCA6GUSsLGQRxzxssRau7t96HPzA8INbKOzvN5hi+PHDBugAQnJyfqdrs6Pz/Ple5En0oKesZwONTBwUGc2UCGEKCOTYfD4TBOjvUgl4zNbDYLB1y60i2sDfq3KNgrmkfaIt3o7VVpHtisFHRzO+3gGw60BxQOJL3J5uvVZQTdRtDke6Fu2o9vHLWjVqtlH330Uc4ASPljcqkpfXZ2pu3t7dhcwEJ0xYmjgDPGfUEHnDOJ8IMISvOycL4oUBSe5pDyu8Ixdr6xz40kpcrSlBeogvOIea80JfcqDYXnaUOMgKeyWUB+nLUrVZAAlKckbW9vq9vthoF2pNOVr1MuaG7MGTtPq7rydYfDU/PlcjnoFJPJJBxCN1BFiFSKPPOujDH39negOZ+S63kWjoYf0ws377vf/W4YhbOzM7VaLZ2cnOjw8FCbm5vB7Ts+Pg5Hc29vT+12O9BnUtz379/X3t5e9BlnguBmNBqp0+loMpno3r17UfGEfsFzZk35O+GgTadTbW1txTtzUIErOk9bXrc5y5HXmyAJbyrV6c9PU+bpfgYcaa+k8HWi0vSlaB1KyumdohRsvV7X0dFROGDD4VClUinq5/NdjJF/FyDB5yzNRuFQ4oik48UcuV7iJ7rWr3NqmG9ikhQ0MEcYCSb8dDoccgK8ImqB98d1X+oEpKivv5cjzuhuR1uL3n91dVX9fj+cyq2tLT169Eh37tyJDITrPMY8pWykyDMOm8stY8t7O70Hh5ZScgRebgN4VqqPeWdH9Pl/ilyn+s8DK366403/kEt4xhwIBXUNPjnfBxV1ilOWZXFYFRSQ6XSq4XCo27dv69mzZ7lKUQQIlUolbNtkMlGz2Yz3J8vDWCD/OPds/neaIHIFLcXHMZVDH9eidXTTll7/un5B+l2XhaJNhfz/69CJ0ov0VM/su9wj87/+9a81Go2+rSOdtlqtlv3sZz+TND9BEFRsMBjEgqNkFwqOSBqklOjQnaUsmx8pzYJGAZMaRRGgtHyDhDSP8N3pc6F2QXNkgwWME+OpMQyKoz88CwffUy7Siztt+RyF68bFHZsUDeM7GFnfSIcBQ4n5eC8vL0ftT5RLuVwOvjmoPCnOFN1BwXn6z/m8Pq486+joKFJ99BGnFGR0MBjkjnSvVCqx8ZF3Yyyh7WDECI6cvsE4Y0QxCh7YEcUT/KQGmwAOIwu1YHV1NWoW+4ZMDgXwwJEjZ2ezq405bMYkA0LWBCXDtXfv3g3EG772ZDJRo9HQwcGBJGlnZyee/ezZMz148CBK4GGsJUUZp3v37uXQsdQxKUIG3eHwlqKgRanC9J6vYnSYT0fXpDkfl0AChItn8Z3XbUVj4/LA/1mHqTFzaoOn2NEH7ty5fuJvvgfDnWfk3Q0k68cRMM8UOXoo5XWe3z/9v6ORbgB9Pln//jzmgfcFWPDmexhSJx4D7LpXKq7m4uPs/U0RbKeW+Lv4fgSn13S7XVWrVfV6PbXbbUlXSCVOtp8g6vOWOtJp8IfM0Mh+OTIuKefU0tJ14DqZ5/NcEFrf9O0oJUFzeqomyDDznI6lb7wjWCEbnGYR0WP0F5ra7du3NRqNcrx27gvHGbni3gA87oy5feLv0nzD4nA4VKvV0mAwiBNip9OpWq1W9NHXC3oYX8SzsK9LgWDMr/v+69w/XR9Faxb7iVx5YHQThP26d5JuRnNJA480cP3444+/5UgXNZQWjiboV6VSUbPZ1FtvvRULZTwe54SIRZHy/Yj4S6VS7MTldLbNzc1waNyJduSFtA5Km0XtCDXKDcUGmohDS/QLh5AF4il4UqyuVKGxuKKX9IKBcEUvzdOZKCuUMUraNxIx7kT2vslE0gvGlPc5OjqK0/vYEc213AsljCFcWloKp1fSC/xr5sQR3tPTU3U6nXAykQkazn6n04kKFyjLk5OTcJgd9WZsMN7pqY0+3q7cZ7P5aWs+/46keHBQr9e1srKi58+fx1yfnp6q3+/n+P9cA2UIRJ0NiOy4p4TW+vp6lHfCifZUI8bs0aNHMWcHBweRhtzb29Pu7m4Ye1DuSqWiwWCg4XCo3d1d7ezsqFKpaHNzUzs7O4Gou1L1VqTQkblFSAzfW2QM0s9fxYnGKUAWfc6gtAyHwxylyGk+r9vS9Up/vO+sf//MU/w4BR7A8k6sb3Ql3+H7nCiK00aQSGYLx5c5hxrnh1p4n1P0Hv2MPmQdSXMaF99N6QQ4Ph6kOZ3Ef7LBiLFhLbKx0ftRNMb+eypH6ACnJriRd+fV38UBEt6NmurPnz/XbDbTzs6OlpeX1W634+/uRIJIu2PMWBbJA2OO0+60O2iBzDe2xak02BeeS+DoyHi6lt3Rl+bBJ+PjziJZOAeokFl0o6SgrTntz9P2ZD4uLy9j39PGxoZOT0/DweV7ZNGo8MUBVSnyCy+d4PH4+DhOC6VKDnaQzYpU/gAc8Y2DnU5H0vyQI7JAzKevFT4vai/TY57Fva65jNykeWDtGWfXlegH1wMe/HwVRPpl4HBRJkOan+qKP/cqOvob6UjjiHhER2Q5m83iZDiiSBaJl/xCgN3JzLIsDlvhGG6iUO7PQoCnB08QTh7X0s+Tk5OY8PS0PVJAIJQY85TvM51OA4H0+p1OsUjRLN7HEQz/nMZilPKnzPE3frrSZUFlWZbbrY9inE7nm5VwQFA4bhhQphhoT/vRH1Awnu2UkbOzs0iVIQseFDgKRT1S38jjz0G58n3mCMfT0WUfG2mu6J3P541Aj/mh4ka5XNZwONR0OtXdu3fV7/d1eXl1zPy7774bR4fPZldc3a2trTgI6PT0VCcnJ2o0Gmo0Gjo/P9fR0VE47byrNOeIj8fjQMSQu/fffz82ELLxaW1tTW+//XYEPFtbWyqVSur3+0E5uri40P/8z//EBqVut6ter6der/eCs5HK3E2yaKkc3/TamypwUrFcz/qbTCZRlhC6AwElm1hcZ3wVg/Gy5vQzSeE8UNKLI9xZn8gq10lzh5NKA8g3KBzrkXXL+/j6leboH2uSMeNap03Q98vLy3C2fH0Xpa8Za0c+PSOG/kCfEPTMZlebaHlfOP+j0egFNN8dJ9eHRXOY0hlYN4Aofs9U97rTje5YXr46eAmu7MXFRWxcR77IRrpM4sSk1Ame6cFG2nDk03T86elpjDVzuLGxETrWAx4PRhxUISgHtMA55L3d5qQBBzIHiMIGdIAl3tlpO8wvR3A3m80YF+rcLy8v5+QHXYaTTfEBgBPGmfMYAG1WV1djczr7IvAhOD0Wm1IqlVStVqOKFhvuqJ1/enqqdrut7e3tmNtFtjhtaeCStkUOtK9b6UUZue6+6VpgTB3l9UIIzJkHaW+iXTcuRQCEJPX7fa2vr79wAutN2jeS2vGDH/wgNgs4AkpaBee5Xq/nBMoXPU6yo7IsdNAQNslJeS41xyOnB7OQYmLDwWQyCSQbZSrNEUqP9HkeiGq/31ez2YwFjOLa3NzUl19+GcaUk/Cclyfly0m9SmMseAdPG7vD7HxuKV9bVspvlqEOMTQFj5D9nkSSrsxpGD/G2PmDTn8plUqxqx8H8smTJ6GwOYKbPuIg8a6OLIFwe/88deVoqQdm/l5c4w4ZDhvyAP1Ckra2trS0tBQBWKPR0MbGhjY2NvT555/r8vJSd+7c0eXlpTqdjlqtVgR9lEX0agcoPmQUh3p7e1v7+/uBaLLpltrQfgwumQQc7el0GvVXe71eVGb40Y9+pE8//TQnEz4Wi+TtZcrXx/K6a328i/ogzQ8dSp0f0u6sxVQGUczuEHydzVP2Up7i4AcPsR9Amm9i6vV6UbkFyg+nwcHjZFOplD/q14NP9JYj2tLcwXMeMP0djUZx3LJzRd0h93VOSylv6XphTOBHw+d1Ktn6+nqgfwTnNNfxtCJ5uem8+Np3JC6VqzSAxCmsVqvqdruxVild6dSWVNbQ6a6L/BnoR353+4KMEAx5BgCqD3zitN+pM+7vuug6R6bdhqSBDfqceUSmsavIORUZqGgEOFMqlVSr1WKD9dLSkjY2NtTr9XKVO6rVanDBpTnXmfHEhp6cnMSR45JC1iQFDccdcKfwOf/c5X46nerDDz/U3t5e6NWv4rc5YvyqbZHMpwEhNs5BA6eJuXwB/qU0na+jFfXfM0LuPC8vL+uTTz7RcDj8liOdtmq1mv3N3/xNruh/u93WxsaGBoNBjpeG0sJpRTiIvqW5A+h8YxxpFIZzxJyXhWJ0ThAOMTuCiaBB/DBy0hypZGGw+1eaHzjjx/xiOKjiQfpSevGkqpeli4oU/mw2y23OwYCxgHxB4XBAo2Ezp6MQjL8r8eXl+WY4nlsqleI0ybRfRPWugNNNK45yg5zgKBwfH6vZbEZqb3t7O3jILHx3MulnSl9h/n2zVRqApQisIyOgaqA5IM3ValXD4VDf+c53ohIER3nfvn070BYCmaOjo+BPQ/NAbkFGtra21Ol0QvaGw6GWlpbUbrfjPdn8CcdvaWkpSkJdXFzE0buOKrKBF2PhFQayLFO73Va3272xkSjKohS1Inm+qTObfrcI6UZW+/1+BBaeYfG18CZRl5e1okDEnUpp7txSlxhkE64z68Y5z8i7I4xpNirlVvMZ3FHWsAciS0tLISMg52ShigwyGx4BHEAdWUs40b7meEc2i+HUp1kmR1ydKuBO703noMj55l/Kqaf5uxIE8U5nZ2c6Pz9Xo9EIJxMb4GCIO5s+d7yTy6SUrwPNGDBHzC/y7cgi8+m15r3cnDsqRY4U41kkb7wz9iKVK9+34ZQHHP1+vx/0l1qtFlk7xsGzy6VSKTZAs0eKwHF7ezt3iAvjA8+beeKEWe5PpRmQcWw9ffV16OARGefl5WX1+301Gg09f/48DnV5E8H4TQPB6/yBtHkwkOoL6cUNhsxbUZbp62ruMNMPD+JAx5eWlvTJJ598y5EuaiidWq2mVqsVxexPTk4kKYqvc4yy89Hgi0r50jE40RgDFo2nVnGgcWzh1kqKhbWysqLt7e1winF62bSF0LuxRmBJAa2uruaqOdAHTr4rl6/Kuu3s7OSOMWdR+aJJEQNa6vA5opEaThBfPx7cHWw3yn6tpCi7lWXzk4Zwij0tVCqVAg2U5nQTuGspUgV6DI+vVCrFZkbS75Rro/Qh/OLhcChp7pB49ROMA+lrR98ZVzfsWZa9sDHHUTvGi1MCccgoMUa5pNXVVe3t7el3v/udvvzyS11eXur+/ftaX1/XYDDQw4cP9ezZM3U6Hd2/f18fffRRcLDJeMClrtfrsRaQWWr8Pnv2TMPhUI8ePVKn09Hy8rI6nU7Mw1tvvaW1tbXg/uFY01c45ZzWube3F8b31q1bsd6K5M0pRO7AIoeLlDDzTUPe/HpX9Olzr0t/8hPF64bRMyXch/l8k8500X3caWF9lMvlcDQJSOE2r6+vh3zDRcWBIUhArzjPWVJu45Wn9BkTkF7oDWlddJxJHBFq4eMUAko4f5c1g9Pvx9S7c49zin6TlDtAhAyJzycNuZWu6ACeSbrOqXDOJ/cFmZOU0w0ptYX7OlLnskMwvrq6GpkmgB5KUnqg5M4njgNywTuhh8hIuVzjwKbrgA3gzCn0OGodT6fTAHTSQMgDd5dXxpx559nYTPqTItjOtUWO/O/sVZrNZjo8PAxaY6vVCs41gNVkMtHu7m7uvICVlRXdvn07uNROv0OOKG+HrCC3yOzl5aWazWaMIzJCwIEtxy7t7u7GBnYO1Prtb3/7AoCXjh/z5u06XeOZnuvaTUA190X8O+6LuBPNevDKXW8a1C16b+wBIA7j48ERvhu+2o2e9U1DpOv1elTtSNNCONQoAhbXysqKNjc3Y2E7/I/z5A6hR8iOREtzHrEjmY1GQ4PBIIwUwpbu2AaxOTo6emGzAekolC+7lDklEcfp5OQkkAdHH5zv6Q1nwJ1rfnrqWJpXHHHF5mPgi9pRWEco3KnxE6HYjEkA1b6AmQAAIABJREFU4goaZ3tRMOBZAYyrG17Gazwe53iFVLPwnwRKbrB5Nvcl08Cz+BscOTdYblDdmXNUyE+27PV6YQROTk5i89Hbb7+t7e1tHRwcaDgcan19XePxWJVKRfV6XcfHxyEf//86CLSZ44ZBY+r1emzigRrUaDRyMj8YDIJniPzAL724uIijb3GO7ty5E8Hc3t6e3nrrrdjYCOdya2tLvV4v5iRF6X2MUp7g6zqmi56z6J6pwsdZTdf5Ivl+E0jSTZtnRED9WfOz2SwO43GExhE9aCBkenCOkAnWCd8nkEB2pDzSA0K3sbGRG5vU+U1pIgS6cEpp6RiD5kHbwNH22uXIl2969P0MbLzGyfLNvdcFVR68LPp7+hnykFJf0hR/imj7BmpqSOP4g6DisPkpej5efj+Ce/rlf0Nf0X/GgGAI0MjnzRF83sfBgjQzifPM/g727KDz+LvbHnfcCAIGg0HUZyYT5kEL2UwO9rm8vDpxFeoSoAhAlWemV1dXY0M39oc1RcUN5pAxw7mGUoJ/gc7DlhBgskGRMapWq6EzqSaWZi7+b2mLZNWzQf55qkMdEHldn/Qm3/Wg1uVTUk5+8UO+RaQXNAw9pwxJ+d3aOJjValWbm5tqNpuxQU9SzrmV5hND1MzuaRQLGyF4BnVMQWBBQJk8SvSg+OkXigi0EBRWmh9CQgQO6sL7cR0I69bWVhhHlMoi456iEY688nd+sgkGI+rOOe+HEXaE0dE6xhml6kYYhBqKCpEjkXXRpghPpTIWvgEQZBsFS4MTync45CVdhI4ke3obdIZxQGGCIkOrQcmygOErc/JklmWRNh2Px2o0GoEsZlmm3d1dvfvuuzo8PNSjR4+C1lGv19Vut3V2dqaDgwM9ffpUt27d0sbGhr773e+q3W6HPMAHhBdOADkYDFStVsNQkqYslUra3t6WdLVB4+joKOa8VCrlHKXV1VU1m009efJEw+FQlUpFd+7c0Ww2U7PZDDoEp4E56pcGa/wfQ+1ZiSJEmf7w/RSZ9nlM5T913lMjzjWgZ6wH7wvXYow9yHxTLUXc0/fDmHuK3h170GLWXa1W09raWmyOY72wRqiiw9pz5xcj744nqCHXguqxHpAnxst1K/2mVJiU5856AODXe6BLpok5Wltb0927d3PVmnB6HAlFnxIseEszdWmmxOdGWkwHSrNQKapeqVRCNzDPoMnj8ThHvaDijsuDz4mDNz5+/ty0X64jWY+grQRcnr1gXtPNmG4z+Jx5RSYJDp4/f55b86xv1jw2xUErQBD092w2i/FhnxObpxmzpaWl+N7BwUFQ50D2Qfo7nU4ccoZ9IjOKfXZ5YM8Ba4b+s55wtNPgE5kF5WddYKen06kODg7iHm8KAC2y++m9b/IsAjbuiRyRieZz/C9pvj58Tafr+VXaovVH8ywd/5cUfpkHqOi5m7ZvHCJdq9Wyn//857ExwjcISXMEEFoFzqg05wq5IfLfHb3lc2lOeXCF6RsVS6VSFHsn1eb0BzhTkmITkBsyFq5vFPMoC0MO1YE+shGC9/KIclEKaZG8uDJxRUgQIOUrADiXj+jPUXv/Dv3jIBuCipTv6bxN7unKGweacUEpZ9mcN51mEqSr9FO9Xo/ygjw/5SamKVyyCyh7HOD19fWomAD9gmzDaDSKbAKpPp4Fr7nX62k0GgVnmY18knRwcBB1SJEBgkKUP2N6eHio2WwWGxQdMWSjGUggaU542GyKxeAQNE6n0ziwBmoH6Dh9bbfbury81PPnz2OD7+npqT799FP94he/yG2kTFG0rxPNfRlazN8948H/r9so48Gky/3X2ehjmgFCfqnN7lxWKG9suHP9JCm4yNBE0qwAKB5BMWuK5hxWz7hIea6io48OXHjFInQl3ylCj/158PQ9oHB94aiyI4k+lkW6j2e6c+ktRav557rI0Wmu87F1JyulaHAv7kMGQZpvME1Re3+PlNPq7893XYczxy7r6Z6T9L7MmcsSYAG8Y4ACn2sCCOhHnn0cDAaxaZAxAXi5vLyM6kDn5+dB3+T+vAeUHxBl1nGj0dB4PA7aEOPNoVzHx8e5TCM0FwIy55pDD+Bo9fF4HLRRghzGEr3H/iaXv263q7feekvPnz8Pn+VN+G5fBQFe1Dw7f53s+fO/jn68rCGbZOw9e4ht+6//+q8bbTb8RiLSjmYOBoOgVUAbmEwmIdRpqoKGskdJpAqQKJzvpArbS92xqxgFRpUE7gVaSMrJnWj6gqPjPEUiW8r5+TtWKld1s99//33du3cvdww378pipgyQ35+/e6rdDQnGpYj3R38dPfGNmn4EMN9z1MQpFO5Eu0HBaLpB8mu9hinvgSNJNEoVA0lxcqBHz34/7y/IF3Pn74BSv7y8VL/fz6H38OWQBRT52tpazM/du3d17949/ehHP4qa5aVSKfir7777bijn7e3tCFr29vbU7Xb17Nkz9fv9CA7u3bsnSXGUeK1WCwMwGo309OnTQJzZ4AgCdXx8nEvtjkYjnZychLMFLUdSOOW8V7lc1s7OjtrtdqRy//Ef/1GffvppLoBg3F7m5F7XFqHVRa0IaaRh2HEUpXl9W/qcftedJefcvUqfXrWhh3AMpDnfnSAQHbK1tRUZBGmeRYInioOEM0NpvzQgQP85PcHf19PwrmNwEEHrCdRYkwRvBKOz2fzYdb5LS+kXvm+C90eunPpAX5CzSqXywqFMi+YLxNipdjTeiTnh704xk+YnD6ZjyT90PY5fGsTRZypO+LOYb+6TPsfHD52Gw8q9XZ/ibPj1yIKjxb75jz7jlNM/nNzV1VUdHBwEaIQevXXrVqDH6HZsI1RL5hI96oe17OzsRLDIASs4vjh6OO3YA5x0ZANdjbPs+wz8nRmXfr8f+z784KvpdBpZSkeiGV/kB5DN/ZD9/X39zd/8jQ4ODkJ2FgELnoG7Sfs6nFf8i5TSU4QYE6S9aX34sqwfsumULgc8oJXetH0jEekPP/wwFCn8Z46Mdb6jO04pCsVnnjr1a9LmERfO/Gw2Cz4fhhgniFQrKB+RU61WyxkbFrDvJuZ+KCSO+eW94IZRxur4+Dii5DT16KiPO46OwtMc0XWkhL9BI/ENeJJyYyzNd+XDA+ZdK5VKnAbF930uPH3Ju/qcOUKTNp7hG+4wPJQUTBHH1OA6klWEGDBHZ2dnQeFZW1uL0nHdbjfmw9F5SUFFWl9f1+PHj8Px9wL/IMGgyvANnSYEHxmEuNlsBl3o8vKqJF6j0dD29vYLyn55eTlXTpH+4+gwH8w1m8AwcgRXIECgT/Tl97//vX7605++sGa+CiL9VRzwRfdxx2c2m0WmxDMuBBgE3KlD9Sbbond0LicpY1BdfuLQnZ+f56oBoVNIZ7M2QG7Sd0pR1Jc11y9F1AkQ/hTxJ03vh2L5ZjpHV9GjrAmCSih83W5Xd+7cyZUUy7JMt2/f1v7+fmw0RlbRaR5Eu6PAe6FnfIwc8V20xyKdyzSoc+oJc4l+pmoJf3dd55xPBw98/FNetjSvH8za9zlhrNJADT3AZz5W9Id+MG+j0SiywxcXF7lydJRcRLfRL89q4pDVarUoc+fBjb+nI/rob8aIuQTgwRazjkCTPZCGU48uI9hx6guUEpd1H2Pu5wg4zx2NRqrX63r8+LFarVbwv2/arvNJrmtFMnkTXerfmc1muRM2qW6S7ouALpNSgr4OlNrlj7XoVVe85KWkb8vfLWr1ej376KOPcukmjpsGffEC7qlC9ObICRNTNPluaFIU0/uBYsKJhn+GkHnzjRpcj6PGs1BGOLB+AAOIIRvE2u12RMDu8LujyngsaqnjkxpargHdcDoNhhsqAY2xLZfLsYPZnXpayvPm+WnK3WkbboDTTWLj8VhbW1uRxsPp8B3nbmAJUECBUL5QUkajkba2tqICC4at2Wzq/PxcJycnsfnPkXAa5clwRDc3N3VychLXUdLOaRjIF311zifIB841lTaazaaOjo709OnTOHUQA4ljzv2J2KncQfqS94bTXSqVotwkhuji4iJO/Xr8+LEuL682G4KsISupHH4drUhurtOLzu0joGEN40D797kGR+wvQe9wnYPxwmlG7n0NOF/fHSpknJ9Oq3Aa1XV64VXnz8eIsXPn07NWTqlwB9/7xzXcB5oTfYLmx3v6pkoccqeYuUNK4zPnJUsv7qVwCkrqTKQIMXKIrmADr++RoG/O/fUsSAomFDn9jDn9dgDEwRSu4zOudaeEPjjVjZ+sEZ6Jbbu4uFC73dbz589VKpXUaDQ0Go1iPNCLKQ2IcaEwAPtqfFM6Y+DZSv75Zz5ODpC43G1tbQUljXmGrgF90m2DH57j8ojdLZXm1aZw5jwLjnMNnzw9xv4vpUscpLquebCYgnDoFtc3r3r/N93oh2eZybpJV+P/61//+tvNhkWNRQPCsrS0FFUL2NnrvGdpMQrmqQB3OD0K9+scyXWFI+XLrqyvr8chFaky4L6kV3GmsiyLNCMbzDY3N4OWAeqE0SfCxsiw0avZbMYxqP7e9NsVuy8Y/9zfHacSBAHl7ZF/pVLJcS9xbh3lzLIs0paeMnbl70GPjzOOuqdzvNydNKdlQE8AGeYdsizLneaGEaOPOMyk+d2B5Z04hAQ+MfXBXYngXPIPtIzDFlDYvV4vlDSUi3K5rM3NzTgmFyoOwQdHfmPAbt++HQqf6jRkLt55551wetkUxIYv3ml/f1+PHz+WdOXoYzBx1HknKoNQuePi4kL9fl8nJydRE5e5QRHjDDnSS3udNGCRY4xTQ3O6lH/H1zPOKfKGI5Om+Lme9+A9U1SQwOt1m9OjvLmTg2y4rFOVwoPc9D5sOuR+vnnYaVyLnOh0DIrmgPHA6Kbvw3M9GMDYuXPv90L2fM1TjWllZUWdTieCZdcr0jzwdL0MuJG+p48fNsBRtXR80RkuJzyTtc14uR5F/xwfH4dOoo84kMyTlD9V0mXLuc7Mo6Pn6ECnDjjn2B2l1dXVXNk3R1YdLEIfI+dkV5eX54eZSFebDKFBON3t8vJSR0dH8UzvK/Ps2Qg2Srv9TvsDVYO+AIAgM+wl4Yhv5uD8/FxPnjzJocorKyuq1+uSFHoSmfJjw72yCv2BWsp3+/2+yuVylAHtdrtRK5ysIXLE3L0KOn2T5nacxji73qIV+UY+H8i0U7s8gHTwKW2voxu974vGBhlIAx8ytSnV6ibtG4lI//CHP4xJJf3siJ0jjYvaTVGWlyG5KGEmF+SEFCTf9YjfnRWUEYoAh5lFhnPc7XbVarWC58WOcJwXaoM2Go1wvimH5vwxT+stSsN4IIIBLEJJMGxubOgLn/N+7rzCJfbFXuQEeRbAjZ0rC+7PmBfV9nRHALkhqMGRctTLESLn/YE8ePqVI9pRLuXyVY3TXq8Xp8p5mhNUAgqGO2aMc71ej1PaRqNRjkrhwcHa2pq++93vSpKePXsmSTo6OgrKCJtXZ7OZNjY21O12tbOzE8/0VLPToTAWUJHW1tY0Go2CGoCcPX36VB9//LEk6aOPPorNk18n+uzN09g0n1P/LF2/vh5cflLHJaVAcd1NkO/Xben4eXAJ2uIlFaV5/XznP5NGdk4sa+RV5igdP9edRdQO3sH1CX1G17mhwwHCKQK9cyqIU20o+zeZTNRqtaImOjS7lCrizp30YvbKAwbXj74+pHkGI9Wbbm8cUU+f47qTv6fIH1QWd2z9WYvoiilqy/0d/EHPeaUOSUHV8/dK55V5cLvm8+kUCNflHixBsQMA4z19jtm06Ki1y6HvGYJSAEgCuEb2k83dw+EwNiBmWRYUEpx4gAjGjvlBVtCLIOYrKysaDAZBK0Um/bTldruto6MjdbvdcMTdnvlYvywjdJN2XebiZW2RL5TKm5Q/XZP58OcjD4vud12/ijIui673deRBND4Jvta31I4FjTrSDBRCDQLJAnXu26sIqqMPjkykSLcbYgQKxBJDhrLn+ThxLEr4YwgdSturM0wmkygGD5KLAsOxo2oCvDtOgKrVapHql+bF02mOeHg6CgNC35wOwXv5RgPGmFSW1y3l3lA/uM5RfnfS/XOPoFH2LFyei0MM4osx8v5SR5rSRq7MitJSqSNGcOBOpzR3VKh1i3IFUXHjDorsSD6BEBVfcACo/kEfUE5wr+EjlsvlqEPrtJVaraZOpxOoPWjMYDAIVJ5x9ECENpvNYlc9YwQNBBT9888/13A41AcffJCrZ/5VDcKrNOSGsXM0EqcsDRhxdhz1xAizNj21zXdQzjgM1wXYr2MYUzkk4wUanq55DLM79Sn/1VPbyF0RV/amzZ0jvs94pffxtYwji8NEQ185vWM2m4WuSNcx9/EAn7+vrKzo4OAgskXoY9YSKDh6YDq9qu5AJiINjJCL9PCZ67KbPu7OceZz7uV0Ct7ZUX1Hpz2j4zQ0d5p8X1CaLUFecTqRKeyYp+s9a4ns+PjjuKBneK7bR6e9EGT4yYm+v2YRNY/3JlXvpy1iQxylxvkGRXbUHFtL4AA/H6rk+fl5BKfMs9s7p1Hhb6BbUxqPZ/6Gw6F2d3f/ItQN70Pqv3hwR2NcFq399HrPrKR/57h7snVpEPs6LX2+g5BSHkDB7gEQsNb53scff/ytI13U6vV69uGHHwZqgaMCLzqF/Ivaqxo6N6hF90pTJ9wbZHQ6ncbxzb5YKdjujgxRPUoYRAWF4afNPX/+XOvr61Hb1d8bxxoKiHObQLekfHk63gelKCmHtDi6AHqAkLNBjnFKU48eTOD0evToaFCKrjAHIMkYD8YRRAADhGzQT9/k4gqYhrNJfyWFswIaARrGuID6s5O7VqsFV9MNCHOUZVlUxMDZz7KrQv2gJtBC1tbWolZzr9fT6upqnIa4vb2twWAQu8pJKZ+dnUXNVegns9lVPV0Ofblz546Wl6+OrGVMXQ4Yz7Ozs9isSD1X0J1Op6ONjQ39+c9/1ubmpra3t3MOwV/SkU6bZymkebm6NLvB2iricntz58JpTSl6/VXQaf8eBhznBP0BbYfGe7CmmXPvtwftRZm6Rf0tchZTA+3j5c66NDdyLgvpc7gf696NL+9GkOpABej6aDRSs9kMvY+TCJJJ7V6eRdDqiPXKyopGo1FsAnaEOB2Pon0aRe/rCLY7m/SD5hQW3o13xiFBn7vOZky9jx4opk4UY4mzA6iDLBUhgDjavJs7lf78dH7R38yjZ0PIlPgYu25EZn1zNA40tohAw1HoSqWSc7IWBTmMxXA4DGcaxx6AolqtvmADaNg6tw0AEuPxOMCL4+NjbW9vq9fr5ezOX8JHK0K53ZYDjDFmnlnzLILrCF+fHuCkmRRkJOV8+7y8bAyKrnE9433jM/rjVBP6xVz+5je/+bb83aLm6BkIBQqJneqLuIeSXlBG3orSqk4l8GsQXpQPiK8LMegJTovz0OA1+2coGUlqNps5npY0T1VKV6fb1ev1GI/z83M9f/48Nh2isDncBUfbURJpTinAcZfmx4M7h875jCBkCDlIPGPFQsSZZ35ApnDuPTVThPIxNiwQUG/GGecYykS5XA6eFIYMPqY74Lyfo7OOUqNkl5auSlKBRqBAqbJRqVTigJz19fV438vLSz158iTHI2+1WjFPPJud3M1mMwzJZDLRZ599pocPHwavudFo6Pj4WA8fPoyNOO12O2SUElH9fl9PnjzRo0eP4qCCra2tkBVkqFarBbWkXC6rWq1GynVp6eoEzf39/Rw//ujoKDbE/vM//7Pu37+fW0d/SSfa+XOO8nu6mlPGMAbSnBLD2nRjwvd4F5S3I32+mcV1A8+hpcig/z9t9O3s7CwoWjgk7AHB4fBggD0ZBHxuLOlfmmlxp4jmvzsymo6vrx+uxaFBDnDg6SeOvj/Ls4ncH54x/fO9JcwTOtb3G6B/cGbgxCIPBIZZlgUIMZ1Oo9IEiJbfy406OrHIlrhD4hkBp0n5ODnay1wyZxwugr730l3uLNIPD+gvLuZlDj27R6CNU0oAgcyhp3hGytl1W4H+TAMel28c1qWlpVz1C1B/t2FeVck3knIPgiKegb6Eh43+JVtGhhS7kGVZbADkYBZkmAwh/WFvjB+Uwzogi4JNYT2iA6jhTzWqjz/+WI1GI4K567IYb6oVARj4HTQPPFjP/HQ77NklX2PePAOGffa9RJJyPot/f5FPlj6D9cv9vG/utzgYgq5xnXDT9o1DpGu1Wvazn/0sOHSkfHB+XAES0S6Kdl6W2vC0Gd9Jr0EReCqPv9NAjKBs8PfRaKRarRY8ZjYmsEkCp5OUnC8ASVGLE2dgeXk5omv6UqnMT7sbDAY5J5q+oiSdl4Zh5ndfPM7pc4PvBoUFwzyRUqXyAyXHnE/tc+ObaIoQsfX19UDsoDxQc3RzczPGdzweq91uR/8c0ZCUUyIgrzhPs9ksFOLp6Wmkg0EIobhcXl7q+PhYDx480JdffpnbfOROAOPk74TCBs3CUWcjIyddnp6ehgLngJRyeb5BEo4fju/BwUEomlarpUajoaOjI2VZFujd2tpa8A1RWk4P6ff7Gg6HWl1d1Z07d9TpdFSpVNTtdnVwcKAPP/wwF0z5/LyJlq43/93lGKMuzQ08wYuXsMPJY80w13A3fZOTOzy+xn0ji9c5dqfiVXSyZ26KAkmcLf7OM5BjaV5FAKOPLJC6dt4wsoljdV1fi3iyRelaDHmKDjF2Pmd+2AiZt9lsFoge8sf7kRWR5lWQPPPHOzHfZKJcNkBFqUXMuiiVSkGLcgpH0fsyTjwzRemQrSIb4dd4VsMNPvflkCfQTqd5QGFi3NwGpVkSl10pX1YQR/3k5CQXzNCQYacEOSpPcIJzS4WOer2ui4uLXH82Nze1v7+ve/fuRcbY140/220378j7+juRwt/Y2MhtdOY0W+4NklwuX1HgsizT1tZWrHOokgBXp6enajQacaAR+2OQKyh+nA3A2LJ5nPnFLlGHP6U+vW72qqgV0U0XXedZqkWZqRSVTjPTbrccYPBA0eXeHfeb9FOac+HTQNRb0WdOx6Lff/jDH76ldhS1er2e/eIXvwhHy3lcDB4LTCo+tamopUowTaOlf8MwpVw9GoqLY5z5HgaiVqvp4OAgHCFJwcNtt9uxSLm3lweS5oXrNzc3o34xp+o5KkUU7WXgUkPjyI+Pk3/maC3fIbWKcvZo0cfDDWa1WlW/39f6+nqOvoJSc4ed9/QAhXvjUOIEgfLiAOIEY7iQE0/Ho3CdB4e8oAjZlMK4+emGg8EgEBFKPNXrdZVKJQ0Gg3CCkAfmhJrnOOf001Nqzj90A3n//n2dnJyEggdl6/V6gWx3Oh3t7OxEKT142NRMRZbgq/qGLZ69trYWxomNivfu3dPDhw9Dxijj58r1L4HAvKy504LsEJTWarVAr6S5jEM5kuZzxboDVfOAuYgCtYjasmhsXLewTqH8OMfT1xTIJdciw0WOXNpStPq6zNzrNpwaR6Rcf3hmC2deUlTamc1mURoSh8pr7zqK5s9kDHjP6XQap9gxt5yc50aeOUZOimxA2lJbkjrcqfPMvaS5XkyDEne46K+n2x2ddbqRU0u4Bt3mNCf2zpDNYpwcLPHNjYALRfLCUdzIanpQkwevk8lEW1tbEQyhY1IQB1Ta97Ew1ykXOQWBcKwpReqb/dGpbDg8Pz/X1tZWOMs4/ehCdANo/fb2dmxS9HHBx1hfX9f+/r62t7fDvuFU/2+0Ij/HgUF3fqW5n8J7keGQ8vXdnQqSUmp8zfvceXM5vU5Hue4uAtGcqsa96DtgpQeHH3/88bfl74oai5OUPY3FSPToykLSC86Yt6LPPWWFoeNz0kCeVuMZqYF2BMQd0y+//FKSckeY47wMh8OgZpAyoe7veDyO9wNlxpEEycTBOj4+VrfbjU1mbFBjHD16pH84xChhFkZK+UCI6R/35Bo3VjiikgJ14oQ16sHW6/VAqUn9gXrgXDJGcJGXlpZyB95k2RUPmVJDx8fHORoJSCSBlY8HjguGDKXOfMHDpjHW1E52hU7Qsr6+HsHO+fl5zIlTc5rNpsrlcjjHx8fHwZsulUra2trSnTt3VKvVJElPnjzR06dP1ev1wjHe3NzUgwcPtLGxEbSF8XgcgRVjASe0VquF41YqlbS3txf0AE+hHh8fq9FohOPz/PlzlctlHR0dqd1u5zaVovC+Cr3D75WuyZuuXU9VOm+vUqmE0kdeeC/nDcKdPT8/j4NmmEunavEsD5D83RchUL7ukDfmAiOOrOKoEAR6BofnEVgjy56aZ83QV/j79MlR8Ju01MniM58v9K+PEdcBFPDOGEECYPi7JycnESzgVDI2nNDqGQmyMIwvFCyCTRwFqG0nJycRNCHzZJ5wRPmbzyfOldMHJBU6enzuqLM3R5qRPd4FZxcZRI4dwPHNsJJyG2C97z5PLg84RKwTZJt7IteO/jMGAB/MrZcyhN6IPYJO5k4R9nI2m8W6wq4XjSHNM6DuVCGPUHjSA3qg5yEb2AgqfNDflCZarVbV7XZj3unXyspK6HiyzfTh888/z8mLz8VXARiKKJBF7WWBsesInwsH0Tz482AY/wrdIc1Rf/SpZzFojlojtx7QenNwwt/H9Quy7LJKsM368ED+Ju0biUj/9V//daBMTiNwZcVkv6ph9+jNI18WGAvT0w4sRlBQlK2nMzDI7ColvXpxcVWlwZUMBp0NMhgmUmi3bt0KZBvkxlGMbrcrSbp9+3aOtkBfcZaL3p13csPP4gORY2w9VYmyQSHzvowVi5J3RPlgcFFik8lEtVotUCKvekFanY2FlHZjUfk1/EQ2/ATKNLXoyIUrXylfV9wRSd7r5OQkDmqB6tFoNGKc2CDqRh2Z9bGi0gxGX1JwQnEA3JEDbV5dXQ2lztzBr+Sak5OT2EyztrYWaDnGxZEI3g9UGq7jnTt31O/3c6lOT/f5uvuqOgmnwe99k3u64fJzRjfgAAAgAElEQVQ0NHPBhmR3/pzzyxhDD3C0GRTeZUpSlCZMmwepjImntV2PgLoyrrwDwSrOnjQ3NGQxzs/PI8Bzxy1F8hZ9fpOWIupO/ZLye0b8Gf7+6UZH34jEeqKmPvst0Gc8gyC4Wq0GhxYdkmVZbHjGuDOPPA+uf7/fV7VaDflmHooQ4iKKmetE75/TKLjGM0vIGPcj48CYeoDnqDJjyBp3JNrH06uMOGLr1/nGaWg/1Jv3II3mz6G5zUvlnHnFXkFRRN6hoTFG0vwwKu6dyos3vuvfR5961pGgjEwSQTF0L5zoUqkUHHKcMWwyNa3X19dzNp95BNCr1WrKsixOMXT7uiir8VUa85hSRm7yrFRf+3zxfp4JQG/6ngKag4vu/KZrn3tKxRt1JUWJXp9z7GG6Nr35c4vk9KYHsnwjHemf/vSnwYeVFOghA8lCkl4UHBdA/5tTFjCoIAP8I12Upuu4Lw4tn7vyBP3yVCyLGSF1p5nmKAQpNVeop6en2t3d1enpaVAmSDGRTkOhObUk5RXSz3Ss/HO4taRIUfTr6+tBgUjHk8UwmUwiHcgC9F3QbMSTFMaNnxgJX0xO7SD1znyjxDG0KDr6V3Q4gzfmmL6jZEBt6TOGBwOxsbGhg4ODqPhBv2q1WhwNj/ONMcSoQZOB1gPvm3kDXcfp4v440bwraAzjidGZTqc6PDwMNI8qMh5YYBwZe2l+xK+kCOwGg0Hw0L2la+2mLXW+XQm/LBhOFbaUP6SC9YxjhCPsToyvN3eGCNBATaV8tkWal99ypFJSOCZQSaR5NRlvcC2pBACi5n1yCpvrFOdrsz9kPB7nKngwRtKLaVMfe//sOmc7daxSDqXrUdaMGzvPFOA8pg4hfGmC3/Pz89gr4BkGvoO8Oo3KxwKnhzlEz0pXB4lsbW3F3GA/cO4ceWa8HJFmnkqlUs4hRJbScfFxQMd4eUOXvY2NDfV6vagqUiqVggfs2THsAwGxo8Y4jtATcIa2t7djY6sHdcyBZww8Je80Ghzq9DTNdD4YB98gSOlD1kWRw+9yRN8d7VxeXg5n2dFOAAM+B8DADjptJe1LqVQK+hS2jbl2/QZlM8uy2KtEtgOd8yZaGoynjc9f5kQXrfnUqU3pYf67f0ear3fslq97wAjWaRpoe6DkVC8vD+l7FgAO0gDSmwdnvpfipuXvvpHUDkdpWLQ4oJ6idgXBbmi+w0aWzc1Nra2taXNzMyp+OALr3CBJkc4G+QOtwrGR5ptCUB6ObjLZ1DRdWlqK9BZUBhw4F6qlpSXdunVLS0tLGgwGIYCNRkP9fj8O5IAzzMbCy8ur4vDr6+tqt9t677334sSzjY2NcJw8uHAHhL5LChQIJQOC6Vw85ginjFav12Mh+IIul8vhbPD31dVVDYfDSFtzKAgKEmfDnXnGCySK8nSNRiPkgAXu/UQZ0Jz37ii0dLVY2cAoKSpuSAoKydtvv62dnZ0IxEi5P336NAwXc+SGnwzF0dFROMcXFxfBwyZdjczwN+YCvl6z2Yw5GgwGGo1GGg6H4TS78+LZEuTz8vJSg8FAlcrVwQcEUHt7eznD4XNLe93UZaoUXZFfZxxSvh1z6bxO3gmHNeUyeyaCv/MZ6BwooWeOyBJk2RVnlI1sksKR9ZQv40XmgedPJpMI2Mfjce7gkJQmRn8J1pEnslHOpXdUx8fTdVFR+h+9506TU9NwGtClrLuLi4tYM/4sMhr8Q+7cCcZAM/7Hx8fa3NyMQAY95fW+Ce5ns1kYUZ7HWkQf8FzWMiUrLy4uQi/hdEnzo8WdtudjiB5nfwjf8+yZj780z5Y6+IJjzHjzHZwRZOH09DQXIHtQwKFPjuiB3NM3dJ47hc+ePdPx8XGMsetmnGQCd9cTDmh41tURc3fKmGdKvWJ7kEvsKwGIB62MEdfSB2QFecPpxqbzbIJPxsvfz51EbM/a2lqAHFmWRXbZs0H0qdFoqF6vazabaTgcajwehxy9SQTa5c6zlTRk5rpnMl4EpXzGT3eW+cmYpM9x3SrNwQHWolO5+EfmI81aEMywphyBdh2EPfa+0G/mFP8LG8Vzb9q+cY40SsxT+p6mBq2DY0zpnUajEQbOHXAKuJMCX19f1/b2tlZWVrSzsxNIo3Q1gScnJ2o0GmEAmEwUcak03wmOwcUZQanjFLnQYNhwvklv8ndQSwKGi4urHd7D4VDtdlutVkvr6+tqtVoql69O16NucalUCnpBp9MJwcYYOmXAEXhJcR2NxeyoLdc4MsI4e+qSoMFT1ZQzIohhnNvtdvQTB9hrJxNgcD3vCcq/vLwc5QVxetzA0C/kB2SGoAaknsVIRIzjPBgM1Ov1QkljtP3ELPrHprAnT55IknZ2drS6uhrvsbGxoZWVleDLM94g2TjC0hVdp9lsSrpSavfu3YtAkMAHpQJyxbhhxFZXV184spbv4zCirDqdjsrlsr7//e/r5OQkNvWguN9kRow14E7eouukfGqRfvhpaRhaN6ruXKcoj3MwaYwpKBXPQ/8QRJMpAsWsVqvhvME590BmeXk5ZAr5QyYk5ZwLp5M4h9ODIAIxGoaHDBDZD0f70GGMi2fbGAcMGaXZPB1+eTk/ehqDyPrgOu7nlDLPIDAW6GZHhD0I4ZRWxhtdSMbFHTIyd+5EYg+q1aqazWbwtQEw0NvIgTuQqdzhaKKX0HvMixt9nBFk1Z1E5NWRPECC8XgcFBVAHoItdzLgRtfr9Rg7gCAHGpAP+r28vBwy6yezOr0MnYaNZA5THitjn76bZ2nRJ04d4/2XlpbCqUfv+nihz51S1Gw2g5LB/LIOJEXmFDmGEsS4sefE5+js7CyCNsbD9QN6A33+6NGjnOweHh6+QA/y9rpAA415e53vAR56bXIPdlLQEJvmwYZUXGsfBNhtK2vXwTgHrXw+PQhD/hzRdh3F9+g7vgt6zYsDvMpYfSOpHX//938f6flerxdO53A4DGHx8knOx5OuJgsFCJrHAsYY4oCwMQshQUmBEmGgQJVQ1jhx8M9IM1LSyCfZhbTb7UY6FIUBx+zs7EyNRiOU//Hxse7evRsb2bivo1AHBwdqNBqS5nQIR5E9ne9cS64FzXP+lBtd3p0Se1K+Li6bfkiTYRxwSqE6MMYco+2RKgp2eXk53tM/532IRikX5xUlnLZChQCUepr295QezhIbHB3JJaDAGMxmV7XBQTGOj4+DquFBhadx3QFA+ZAe3N7eDgoJ5RGZx+Xl5UCMcbKReUcGLi8vtbu7K0mxXiRF+rzVagVVg9JOWZZpMBgEreSzzz7TD3/4Qz18+FC3bt3Kpa9xjNBDXwcnMG1FzhjvV0R9oFyhK+tFRi1FxFxGvOwWhhpePI4fp5A6GuL3AzH1IMCzKHA1CZxZS5769vSqU4TQGaxZ9BQbRxfd153qFDHCEYJu4s4ic+6OR1G62B1iTst0R5YyoMwV2SeQZdC/zz//PBx3f384r6wJKjKwpkCYCRSh47Dx2Y+ldjSVeU9T64yRo+oYet4b54QgQ1IuG+TZEUePS6VS7khrrj05OdHt27eVZVmuAgbj4EGFp8CdbsS9eEdQXGSCQAJnindGR6Vrj++4U418oDsps+frEd3j5euwQ/SHZ6QILMEuYEeWZSHbOPo8lzVOAEhmiWdiv6DoETBS/YGfd+7c0ePHj3OHcCFb0rz8nYMjzo//32gud+4jOhLPdciR88RTJ9Q/Y52kn6EjnPKIPXC7kNoMKX9Ik/sb/i4cMudINfowpYexFn75y19+W7WjqGVZFs4KBpJ6uO+8845ms5kajUYOhYR76Fwq/rnCAykG9cRx6/f7oQSInFFQ8JSr1apqtZoqlUqgffBiUeAYNoyE90e6EuSdnZ1ADp2LDKqOcsRR7HQ68a7wMkejkQaDQRxlioDWajX1er1wBB0VKJVKQXMhnYpT6SidZwB4fxxNT1/6SWKbm5u5TRgYVNLajmR3Oh21Wi2NRqPgnD179ky9Xi+caJwQHFIvdXh5eRnoDe/FQsZR9uOuUa6SopC+o2qMk6e0z87OdHR0FMaLIM6Vc6VSUbvdznHwVldXVavVQuHj8IBo8ByyJxyQ0mq19ODBA2XZVRknePWHh4c5ufUaqrzngwcPguLhlRBQNvv7+0EnqdVqcR8MRqlU0vvvvy/p6oAgxsDT164Qb2o4vgo645kLf64jhjgzZCRwCN0xWtQIuviOjxmyKilQUeYYhGwwGMS9nOvK5mJJucCNDU2k5jHQyBLv6Y6TNA8I070NrAOc5P39fTUaDXW73UBxPIuEPPJdd5D9J2ODgQQFYp3xrqD97mQh5+fn5+p0OpKk4XAYfSD4pW8AEQT+jx49CqoXY4BxZgMsGSnG0SlU6DaAE8o9lkpXpSrJaPr440wzlpJy4+qpcHdQsB30g7WCE42Txn24luso07axsaFWqxXBEIjuzs6OWq2Wtre3Y+7cafZMQOpEswb84CjmF5sqzRFe7Cbjkq4bssKeyQT4oU/n5+e5cqDYROykB3w0p9ogzzipyCwI+87OTg7Ugv5ycXER+xR8vhij1dXV3H4E6FlOLTg7O9OzZ8+CxlMul2MzOYecLS8va3d3N2SNefzfcqIJZrD7HuB5n1xOlpeX1Wg0cp+lze/DdzyocsAAPcL8e3aWZ2CrPUBFPnmOAwg42MiCgwcpdQeq203bNxKRpmoHimN5eTkQIqIVRxmZCJQrn6cHKoAC4EAgkB7tgtw6qkCkJF2hhdTNBOVjUYH0SnPFxiYaUtCXl5ex8xynbXV1Ve12Oyp0YJAGg0EcSQqCigM1Go3i+fQbg9Vut0MwT09PNR6Pw3mVlCP+S4prHYl37iB9x8AyttPpNN5lMBio3W6r2WxqOr06JU9SLHQM4927d/XLX/5S9+7di9JJkqI2Jwg3J/1VKlflApvNpkqlkg4PD1UqleKUM4ItEEMMvKMd9B3l22q1gurBQgWtYO7oOwEZDUULukuK6vT0VDs7O6GokZXUOQNVQ+FcXl4GouMpN1Ky9M856AQ1KBgOX8FxZyOX0xWcp35+fq5ms6nRaKTJZKI7d+5EOnRzc1P9fl/9fj+HQl/nnLqT4Wk65CdFTBxhdjSw6P6ObrhDkaafGTu/L83RkpSzyRwwPwQYPv8YUJd/6va6s+1l6xxFlvKHu/i4enaHZzgPE13Gu6FP3PlGRgnmnHfIOPEcno8x4idrxoNq1qPTn3DAUlSLsSJbR7DKPdPMoaPmfg9k1jdyss6lK6rYYDAIpNnRZxwx3pdglnZ5eRk2gL6TbUv74QgYn6UOiFMRCOiRbdYMcws9AweTd/fs3GQy0e7urr744gttbW1JUlRUyLIsdKMDGP1+P0d3BCVF36LjXO5TNBB0j2onadaJNeHcf5djGsEBwQ7BL+OGLeEeaRYmDV78Htwfp56/Q/UjmF5bW9NwOMwFXjh9TplhPTKe0OWYGzKprn+2t7f1/PnznGzc1D9zylVRK9J/iz5Dvxah0kXX05wGlH7H0V5p7kTzOUGw2zJvyBB+DesSPw3QA93o2SH0atFYck8PUtFVWXbzOtLfOEe6VqtlH330kTY3NyPdLs0XnZ9MRyrWnV5pTk9A4Bh0Vxpp6p2/o3SIRDc2NiJqReFClciyLJAmR3ecTkCjH/DRKFdGGokjoCXpgw8+CBQRxAJFcH5+rnq9rv39fUkKJJh7lMvliOz4nvOM2DTh6Tz+hqAj9I5epQvUU4opFQPn4v9j7816Y7uua/9RLZti9axid3h4pKPWsuFGAezASh7zGfJNguRJFwksJV8gnyFvAfIeA4ETBLDkyErsA/WnYV8sVpFFFrtq/g+8v1ljb/HI8sX/5V6dDQiHIqvZe6255hxzzLHmYnNHq9XS8fFxQh5BJxIcLYDu7OwswAvHzHqGTMKAw3OdI2W7NJMJ0EBfBaNN4uA2xRi4hs/7ei8sLIRNMj/IM3iPl6h4ZgA30gxPtLx8jSPi3jc3N3V2dqZOpxM2Iyn6izsYAUyxWRBnNjc3F5KPm5tkO0ae9/z8XK1WS1dXVwHs73L6zwO8jNXzHCLvvcuW/tDlAcBt966yIsHX79X/dWdOqZZESFJ0O4F9S7OBfDZJO/5kYWFBg8Eg5pykjvUHsAFUkSh5cHcgxu+dfXcQQbLPGiSxItnCf3pwBABw4et4JuQnDngBaDCEPn/+3Px/GlzcVUbGVhzQIdfjnpC3uY0/ffpU9+/f12AwSLDLADiSQSphnly65AVfh59JnwKZZjaRBLo8wxlml744AQSglWaaeBL+NBgbjUYBAJeXl+NzJ5NJSBvw/8yZz613hHLGmHtibr3KdJcm2u2N97tsjXEB4KRj3c3NTUgG8/l8yBI53IlqjtsEn5Xu7oGPZEz9pFn8HGPqdkVi69VAKqCsQcgMnpF4w3MQiyFN+Hlvby9xNsQfutL+548B39/0mZ6o+VwynndJZu4iNdyW07It7I0xYn54HzbFZ6XlGF7l4x5Yh89L8H3MeAaPvS7ZzWazL4D0865qtTr96U9/qsPDwxjker0ewaHf78cCBUhJyZIlwYqNbgQASnwOvGFnJ5PbY2w57pRSFfIKGAIWMdpmD4BeRnX22AEh/7JgOfgFAFAsFuO7FxYW1O12oywjKTJwN27YVY7oBnSwwYx7pHzo+kcHzM4UudPxg01cZ43+EdaIoM6x09PpNHocN5tNTSaTyPKdsYNpIfjD2sCsSwoGhme7vr7W6emppJl0RZoxYOj0ADxp5wyAdt0tIC1d2vWEgzGu1+sJ1mx1dVU7OzsJoMnn8lpswh0EbQz95DcATLFY1JMnT5TNZqPM6MkZiRNsqEuOmCfGhmDMZkvAj2sbO51OHO8O4Ej7n7uANP9PgPdy4//pBWj0ioCzbM9jXpx98zIi8w0gQEbkej3mhwTZ+xR7azvWLM8Mc8sYcygPts1ne6KZLsVLSvS3RvbBhTzEq1aAdNd7OnhyJtvXx2AwSIAB1oHrrNNs7MbGRrRXJOl3Vt9ZVRJVGG/GwcFY2t+w9rgAulzuq0kG8WNIrfB9rAk+F//sMjpAOn9jzr0SlwYHvh48MeN70u9x8I0PIilhzfFsy8vLIX9BglGv10MGwzg2m011u90EK+djBnBk/afZv0wmE+ATm+R+0mV8X2OevAKkeU5nWpl/6Zbk6Xa7QUZRNSLe+OZIYpSTXw7c0blzeZUiffEMrC3sgc/B/7pdOoj05MjBH5/lz/48P3eX7/Tk65vIhDTwTl/4OI8zXumRFNVo9+P+OrdT5hvpIU0A0lUkYpfPGWNA5YrnY64h1Fyb7h2WGBdsyG3KZUvuLzyhfQGkn3OVy+XpG2+8oXK5rMXFRfX7/ch+2PCGIcAQHx8fx6ZBHJY0C644SIwMJtvbV2EoADaMdTgcanNzU4eHhwnQncnc6owdqPM5GJn3HWVjCewUG3BY4DhwnhMJCC3WvOSEDAFgiLyCchTsBY7EN6ix4QkQS5YJk4PeicSC8hdlU54VFpdNH7CwaBozmYxqtVoEhcXFRZ2cnMSRspxsyOcwfoBk2GccF4C/3+9LmpW8GU8WHgwv40SfZ2kmtQCQMveMPVINWG+YZLTpdFuh9OwsJOCTo7phugAeADnvyQpbBqBjbLGV8/Nzra6u6ubmJtoFMge0w4NNRfrj5VSyeBgLL4/7ZrperxeJy2Qy0dHRUXQOcbv2ywGRX+4IpW+vqU5/tn+nJ1NUihz0flNQApxNp7POHlwk267v5LPSWj+6q0iz5BWGD1DJfg4Sdp6fBJKg7Wwsx877QRTe93s6vW2l2W634xnwC84iehkae/CDFi4uLkLOA5hA0uGBj0SAy8fEdcRLS0vxDEgoWP/8/9LSUvglZzghQsbjcQRXwHg2e3vCpvedZy4YI+5/Op0m+ulLs77dACHmyQEi8igkEdgI9+lgzkEGQAuW9C4gxbx5NQJZxNLSkrrdbnSK4hl45tHoduMwFUaqTl71TOtC8SOAC3y9rwniJ6DKS/OFQiHsGX/qch/3U9i5A1yqAqwVtxOeTZpVLbHZNJvpa8KBHr/nnALu333nyclJwv/x2cSiuw7rcqlO+rt9ffvGz2KxqNPT069VPdPzz+d5Uvw8n5aW0XybK/05VLS4T2zFfd9dwN8/I/13xteZbfeNLq8jrpFAUZUgtjIexGxnwakue29o7NftjmfxqkWxWNS///u/v9hseNcFgPOM2ZmubDYbm6akWacKb50mKdqAXVxcqNvtBpN9cXGROIVOUmzwwmmNRqMAgQsLCzo8PExktJVKJYI5OmeudMkKVhfQ4ho1HDqlZAAQ99rr9WJR8/2VSiXKY2xEYjEWi8XQubI4KPfD9ALa+Q/Dhr1Fj8fhKjc3NxGc2HQJgGNhXV5eJnoPFwoF1Wo1PXv2LPoko7mdn5/X9vZ2AFOkHnw38p30GDJnOMJcLhfsKZ9LSzLP1gF1nU4ndvsz9oBfHD+LHXABS0Lwnkwm4VgBsJubm6pWq7HhBf39wcFBHJFOCRKAXiqVtLS0FBWTTqejzz77TOfn59H2KZvNamNjQ0dHR+p2u+GYuDfYLUlaW1tTLpdTpVKJjTkAdoKX63hh87PZrDqdTnzWycmJhsNhBB1nMaXkaX5pHTQOUJoBDf6f9/4xPsDtlEBLYKbvrjN60gy0U7HB9r0CwHjwHc7M850EWVgW2GmYTGkG2KTbki/+CrvCtgAegGz3Y8ViMTZ40u0Cn0CVgjkeDodxounh4aGGw6FOTk5CiuPAAxAN6wqrmQZXsJoEffeN+MPRaKYfB6zBBjJWlMFZ/0g++B3JLnPg8jmCKDaSyWTiVEIkYiQAkABcAGXs0vcBkOBjp4BanusugOo+AxvBNlj/khLP5kxdmtUlPrDJCzDIZjm+++bmRu12WysrK2GPl5eXWl9fD7BNfHM21Zlh/CF/c0CEPWP/jB3jMRgMEi3yAFVenbu8vAxf62yxzzsVWn7nEjoqyqxj/JAnMYwjtszmfq+ocjWbzZBGepcoPhuwDRvOHLrelueAkSZRx3fS9x37B4dQibjrch+ELfmFP2MNfhOI/ia226ulbre8L50wsVZIenidr+27GOf0hX9hbmmQAKkEA02iDmnJfHjy7QmApISv4R4uLy+jqw8d2yDfPIH+Q9d3jpFeWlqa/vjHP/7aRgWcoZTcnUo7tXK5HBv/0BGfnJwknAOTSGCEmURTBoBzjRus88XFRQScubm5RKePtE6V+6Y8jQOF6YOB8ZZosKc8q5RkPtC5Pnz4MHbps9GE10qK4I+TZEwI5GhtvUcn5U0SBQAFnwHoILBJir9JyZ3jgB5KsDwPTPny8nIcIsJ98NmtViuYkMlkom63G8/E7xzMIidhjBuNhg4ODiKI4hApp8JA+gYVxsCDJg7Ts2wYd+5VUrDIVBFcqw4YgVXC3qgeoB/DmToYJZnDxs7OzgIsd7vdSMZwfsPhMMaVxMClLcwvn391dRUl4uvra62srOirr77SxsZGJE4A77Sjd/byLq29BxuYsG9ijP1vBChfPzh7X08w0dgpbAZ+gfu+S+PP88NSelDyddhut9XtdhN7KJhvqkM8H6AbAE8lg8+F5U2ztoCV0WgULdEIZvT3pdf50tJSIglnHbJ+sK+0TAXf2Gg0oi+uJ4r4D5ds3VUJwIfwHtYpjCC/J4Bjd1714rO80uSyFDbISrdVGVjUxcVF7e3tqVarqVAoxGmA/nnD4VArKyuJY6sZA/wgyb4Hb5IDNsk5C+bAjfiBXePz+fy0jbpmFRvxzafSbEP6ycmJrq+vtbm5Kem2pSlJAftharVaJF1ejXDA5BIZT3hdRuf+OV1l9E3QzL+vKSeJAO/4B2zF1xuVPIAP4wrhwdz5Jm+XNbichHXuVy6X0/HxcQA7ngO5FUkKWMA3a2I7/mxeRRiPx3HKpB8g5GD1Lv/oiUFaUuFj902yEPexPh7Pu9JyRNcgu52Be7xSkL68CiDN/AHPfn5+rkql8jWQja1R6UlXfIl3kHDYHTbo0jfGgHu5urpKSHnwsZL0wQcf6Ozs7IW0I32Vy+Xp97///Rhw129x/Kg392dCYanpD82kUOr313s257IHl0J4ufHm5rYtXqvVCr2z76zHgNlwhlFh4JTSAWKckMeGQcAdR2LTa5okgTIVwI978F3bzspLigMLfDc3DLuz6/zNAW0+nw9ZDYCB53SnxrjBlPActHfyMeJEqdXV1WCsOK2x1WqFnAG2gE4lLhnBCaCJZHHC2IzH45CoSLMFB8sP0HBphydldzFkSE2YS99lz/2S7QOkcERzc3OhF5dmJURARD6fT2y+QT8IC4q9wj65ZpiMv1qtxkYZNNL0NodtQmuJPVxcXGg4HGpjY0MHBwe6vLzU1taWJpNJHNCSDlpczi4CPNwpe1nby3TPu0gmWDcutUEzmQ5YHlgYn3SbJeaPtejgG5vAGVOi5n7wMYAWP0wIHSG9ub1U7c+ZzWZ1enoaQcWBqjOa/I3qA0kPa9ylApSoXb/pWlAfE38e6ZY1R1vrZWBszIGIkw+ubfaEzJks7BCW1eeAZ3RA64CbOXK2sFarhXyKfRH43263q9PTU62urn7tWalAIPEikWAuAe5ItNhUi//ycwlcky0pAfy8qpUGLPgiOrrwNxJorrR0iP7l2WxWtVpN/X4/xpX5waZ9nOnUwr2hR8Vv8R0kXiSQMK8wht7fmbHkeVyuxVoB7Pn4O3B0GRvjLs1ODi6VSqEJT4M6T3pJSIhnbFz0tnbYPSCWeee7eMY0QUBs9aQU4oKqLvbtlWGvxnHh51y24CQZl4PqbyvrSANxl3bwXQ6OnZFOS7Mcl3g1g+SB+XRiiXt1cO3yROwBoIwEK40biOVUQP2ZuD/slVjV6/VC+kbMx2ay2RebDZ97VSqV6c9+9rPImJkMHCBlJtd7TadTVSqVRLswnCGGTdmAk5xLvp0AACAASURBVAG73W5km7DZOCUp2RjegxeBmO/BCGEPMpmM+v3+1xhOZ4BICqRZuVlKbojiPbDWvAbwO5ncHgwDA3t1daVGo6HDw8NopQdAdoB5dnamRqOR0EmzWNDNOpjh+3K5nMrlcmT5u7u7KpfLAWAGg4Ha7bby+XycUsYhA5eXlzo6OtJ4PFalUlG73db+/n4wYy4JKJfLqlQqOj4+DieGw8MZ1+t1HR8fh8SGZ2GBNpvN2PiHppbPd6eSZnAIemmdHc6GIAawckaGYFytVnV8fBxVBN8QiINLM2K+GxlQga4cMNbr9SIY1Go1NZvNYE1coz8ajaI0DluTzWZDsrGwsJBIBAjY+Xw+Epv79+8nNn654+Z50gwLds5aSFdmHOS6T3Ngy999owljJykR2Pl/Z+M8gACeCOYOqKWv9072OXHwDnBw9op5429UqwqFQkJadH19HWNLkuTgFYYMFtwPI8CmOYQKOQBjS0JDQuiXjwNkAKDQWUHuzeeXtQEg84OYALtpAiEdOL1k7GsE23D/Asjw7gBIxbh3fAFBmzHn8hNteU6AK37fAzzPyDhCWLBvxjdJsl58w7hrpqfTaTBmNze3+vXBYBDJ2MLCgvr9fnwWY0Glin0JJL3sJUGuQBKPLZTL5agG0isbW3AdqgP+y8vLAOftdlv9fj9RNWJNuqzHtc++Zp3NBjxCPhEnADmsl8FgECV5ANt4PA6bdyDI87IOHIQSC3lOKkHEQ5JexhM/4ms/rTHH17KemVt8MlXUo6Mj9Xq9xJ6Cu0CwJ6np6y6mP10142eeIZ2spT+XteQAmff4mvFnv8tvpMkPfy2x0tn1tMTHx8R/ZnxRCpDI8f1UjiUF6ck6Yj5Ho1FiTxD+aTQafWsg/Z3TSEszQInjBizzN9fJ0N3AF+ZgMNDZ2Vm0SULfm8vl1Ol0og8pJTdKSxwNLs1KHB4IyEhdAwmoGI9v26sBXmCinGEE6BWLRa2urobuh6AKc0BnBQwHhp1SWT6fj40rMClkbevr66HJhqGg64kkNRoNSQrDxuHl87edQXq9XuLZea0k9fv90EFtbW1JmrFalFf5GS3gkydPlMnc9n3+4Q9/qLm5OX366acqFApxVDvzB5N0eHioer0eiUS73VY2e3ssOnMIa/306VNNp1MdHBzo6OhIR0dHOjs70+bmZnRoYT4ZV8bWAR2ZsGs5+RmQAIvvTCJaVoLk3t6eyuWyzs7O4tCJXC6nUqkUG2hhkdvttmq1WqKiMBwO9fTp05gTB2+tViuYmfPzc/X7/YTGnu+ZTqfa3t4OBwRzDIOayWTU6/WCAWPzZy6X08OHD8O5e7mQ+/WOHgBJd9RIenz8AB2sXwfpaVBOAGGe/O84Ud7n2k9PyACmOH2CBPfI/DkY4DkIMtxLGmCjc4Z1pPLAgR88Pz+7LIlj5weDgYbDYRygw/omAZUUVZOVlZWvVcDQ2xNEuUeYSsbGk0gSMw/+BDxYO9YbwY37Zi4A8shNnKGCcWKtMaYEd5IG1hnPQTcH5sJBLGX/Wq2mcrkcn0mQrlar0RLSpUbz87e9hOkoBBPpbK6DFpJUkl9vm8c6p0uTJzAkK8Qi7MK77zA+zCnPubKyotFopKOjIz169ChkXCcnJ3GfbJRG5lWv12OvC+CRz+a8gOl0Gn6Ve+RecrlctNiDhcUO5ubmoq8/IDQNOiF0sBvGj9fjK1g7+J16vR7nApAksk7xM85CAjKxFeZ4Op0d1oZtDIfDINBInFnrrA/GnDnlHhygIolkHgH15+fn2tvb097e3tc2dHtlxu2az/Xf+XqD6eY7mCNPaNMgnTWYvng+ACw+CqDKuLpP9UoJ88ozOCvMPfu/JFgA7LQdsGeC+8G3gdtYq/gK8A4Vfe4fohFMQaJIwsABad9U7fQr9+67736rF/6/cr333nvvrq6uJqQWBG+0jc7Qnp+fa3l5OZywpGg1RmBncxIsLjvlYUekW4NEJkGwJ5MCEPjGtnRGh6EWCrcHiHipmnKEB2tKlAAcFhIlUhzZwcFBHEtM4PVx4DlYkPxL5w6kLoAe79PMZgDkJiw4NKcYP/INlygsLi5GJwOMPZvNxilR6DoXFhaiQwnvp60dnQ5g3X7wgx/o8PBQz549C3mCb5JjoZE0MC4wsMViUe12O3qXOtvA81BeJgnDjphLJA1eqnMnl8vlEm2/mA8YEdirWq0WYA22B3CFhv/8/DzeR9Xg7OxM3/ve93R6ehrMUTZ7q9VfWloK8IzNkZjBnvf7/UggqELgGHE6HEhxcHCg7e1tDQYDnZ6e6sGDB5JmB2Pw/ABLL8UyNzh8npX7dcaTAORB1tkMd4bPc4zpz3cHDqudlph40HfwBEDg2dC+OoDgu7j4u99DWtNH8PeyKgkm31mtVmOfBMGKEyoHg0FiTmFBkRulNfWAC+4TSRUyEDYO+yml+Db0zb7RCvvClzlThq9wFg0pGD6Oe6HKBqtIlYHg6+AGAMPYV6vVBPOFb4JscLabe+JkScA+FTp8G98Pa4rkj+SH7kT5fD6qPg6YmDuXqThopyWhb+bCTjj0qFwu6+DgIF7HeDNu+MK0n0N24eSJb6qjXRmMfqFQ0O7ubswl4BhWGKbPN/sx/2n2ElLkLhmBJ8QuPXMQjFTx5uYmDkpjLfN6kjakgrDuMPqsdZKMRqORqEQzv8wd+2OwMZ7DuxelW+dChOXz+RgXqh7lcllHR0fRftb9obO3nnRjN/yO9cL4eftB1rWTC4wpfuabLvej+CF+5+915hg/5lU/3gcLzneDkUgOPMmAXfbvyOVyweb7visul4SRwLvcER/G99IBiTHyisXS0pKePn2qv/mbv/lf3zhI+o5KO37605/GIvEyjTQLqPPz8zo6OlImc9shodlsBuhFbwxwbDab4axPTk6ilEfZ1/Wo3noqk8no7OwsmIBMJhOGz0KHpeEzCBQ4UwIzzp3PwuksLS2p0+kEoEbPBViVFAGVsiHaOYKuNAM/OCicQZpR4uL7CWScSEaS4ePBRjacEoFgMpmdFgkgrFar0Tsaicnl5aXOz891enoajfnpdMB8sDN/NBqp0+moUqloY2Mj3t9oNPTs2TONRqM4WRIZCSwCxyQTaDwLR7N4c3MT8gzAkDs5dxbOaHjw5wKUA1w5nh3n4TIDHCoOPJPJ6OjoKErYBEYyemnWjs+ZcsBAPp+P6gEdVqhOwGIR6KXb5NJ1ugCV4+NjZTIZtdttSYpqBsEfFkiaHSohzRIP5hqmAg0sgIDvYi3z/dJMxgGYZVwcwHm5mqSE708HmnQg83nis3zDHoGDufVTSQmoMKn+OmcvsQHXjZN84gOQKjlDSJACTDLOtPH0bgH5/O3JlnR0SGtX05uLOFTGWeGLi4tIQB2oOktHSRVmz78L33p9fa16va5isai9vb1E20aXI5CQAuxdXpLWGTP29Xo9QCn3J90C5kqlEsDd5/zk5CQqcvhe5pbn4zt8vJ4nC8JfAri9DZ0njoAJAj9gj365vAYZBHaczWYTB0dROdjb29N0OtXa2lqiekm1CwYTEIzv+vzzz/Xmm2/q4uJCh4eHeuWVV+LwMGyMuAO4IY4hk6DjAmPwTRKqdPUonRBji9JMwoC2H//izChVEhIGxt/tDztyEMhreP3p6amWl5cToNRbPfb7/fg7awI/TbLmUgh8kkvu+Nllo/6cPm7z8/NBzIFXfP3yGT6Grml3P8h3EJMcp/g88b675iotyfDffZMcBVxCssZ7C4XZScC0ckzvv2Dtsjbcv3OPxDxIB++8RvwAU3j1nxj44Ycf6vT09IW0464LraY0y4JhSpF7nJychDSCcrdnwgQkDkeoVquJEiRyAwIkgVlKlqqk2SEsMCMYxvX17Yla6BfJMLny+Xy0vUO2ARtKiytASrFYjEMipNmu4L29vUQWuLCwEAwsjhbpCk4FVolnofzvGzC9jEYQh90lsOOw+GwCjWf0BJz19XVVq1UVi7d9ic/Pz/Xhhx9qNJqdNra1taXV1VW99NJLOj091f7+vlZWVnRycqKdnR31ej31ej1Vq1WVSiU9evRIjUZD8/Pz2tnZUTabDZkH940TQivXaDQScpe5uTkdHx8HYGSsp9NplI+k2SYznBGf77aA4wKQS0qUpQBWtLvyagY2RjcCNj9y78w/DouAUK1WIwnzRGgyuW0T+eabbyqbzUZygnyDBI7WQ85GYnOcOkmV5urq9tRN2HMkCJIiIKRBKgGN+4NhotWgywGoLAGI/HMkRdmPIIf9+gZPfALskQcFdJN8lgNtZz+8JO5sEmBlPB6HzpVkCmkFyQnzmj6wiPfDVJFE4l/wQQQODxoktZJindKdgj7iBFPGx1k51isgmgBI7/XBYJDoi0vCng6uAAwCL2CUdYBsSZqxwrwO38gaWVhYiG4QJA3MlSeQJA++RwVmi8QZgAQA4186nODfGAfmkwtAx5hDVHBvEBaANS6en8/iGekpzzO4L8G2eC1r6OzsLE7Loz94p9NRrVZTvV4PBnl3dzeRrO3u7urg4CCqq+ztWV5ejnXqXTdgcGH5O51O2Dl6cJIntPB8n8sPALyMqVd4iLfYIv8yr/hmbMcrpZ4oAZ5IkgCwLhkgznM/3gwAQgdSBB8GuSYp1hF2jv/B37IesU18LffPz54EOqvvFRzAHsSYS0u5f6/geA947sEZbv7Frhhrl3Uxll4Z98uBP/9il8xzuhqIn0UugzQJG3L/CiDnOfB9fLevd+yAe0gnA8QHvo8YBGbyTZTflmj+zjHS1Wp1+qd/+qdRpiFzzufzwfLRX1lSomyK06JsDqjzk95gBzybo1zPBMLoSQqtYKFQCLkAi0dSBAwPptJsNzXfxeTDKvvJfdlsVr1eT+12O8A/CwHGku4O3tYMlkNSBBMkD/SNnU5nG+R4fmwKB0n7qkql8rXDPWBnYMrRPtPD9urqKt63urqqXC6ng4ODAHp7e3uxSx5wheOjy4eDde4nm80GyPYNopK0vLwcAGY8Hmt3dzcWvTTrJOAaaYCqax4dzHmnDpIDWFTfeJFe9Cx4Z5zchvgMZDYkLc4q+X3Tcg+mZGdnRzc3t51fOJQDnSSAhftmkxWgEZaj1+upVqtFkEVvymYld2o4Z3fEvnmJIOHlXRIbZ6d8c7CXeymzVioV9Xq9ROWAIIiTdvkU4whbzn3AZqYDB2NCsHP2GdmES3QcTBIAstlsrGsOggLUA3qZe+bfy73ValUnJychI+IzYb69EgKLf3Jyokwmk+jywOcxnvg2Eg6SDe4/n7/dhHV+fq5ms6l8Pq9ut6vhcPi1Xr5elcDfAErz+dv9I0tLSxoOhyE18GoLAc2lHIyDvwYwil36+AHuARrY6OHhYbDrkChs7HTZGWNJtw9slvsCQDNmzj5KCj/iYAb/gv9nLbNmvS0m8wB7Nx6P1Wq1ogsLtkuLPZLN0WgUlR+IGU5sXFi4PdWWtmsk5axNxo25Z+0g2SHmeDtOBzl8H3aFjyKRYx6wC5IoxpEYwrM5G+pjy9hh5/gL7terAwAubEWasaauscduYdupDPuBbcQU/ITfC69Fa5tui+jyJCQf6UqZ/+yx1GUQ/J0k4i6gyhrwdez37GuJe6Oyhh2nxz3NLPv9+t+dveby9zJH2DC2xHrBFty/Ygs+Pp5sMS6VSiWqT/we2ZFfjCedWhgTYvSvf/3rF5sN77omk0kcYevZN6fi0aXg+PhY0kyU32g0VKlUYqEOBoNYZOyq9lJVr9dTqVRSpVIJKcN0Oo2sHl2XpGB+AdwORmFc0honnDd9qMkInS31gLq0tKTd3d3YbIJzgVH3AM3GRC9LAVYKhYL29vYS2SHOWFJIWgju6OwajYYKhYIajUYwpKurq9rb24vS8PLycmLDVDZ7ezjOycmJWq2WHj9+rMXFRW1tbenhw4caDAba2NhQqVTSgwcP1Gq1oq2fdFt6u7i4iLlFekMC5aU+HPa9e/diDHGYb775ZjgI3sOGIy8lMtZo3AnG0+k0GCJAnDN+2JkDav88QImXrofDoXq9Xmy4YfNrLpeLQ1cA1wBgAmM2e9s6bTKZ6OWXX9bW1paWl5e1v78fFQ3mEF324uJinEZ4cXGh7e3tSKpeffXVsD9s6tNPP42ATYDG4ZMguDMHoJPIwgbhUAEijAnMIyU/AgXXZ599puFwGOM+GAzihEXXLHM/rD3ukX8BAOmSv5SUhkizzirD4TCkPryG6komk1G9Xo8NfWhHsQc+6/z8PAGuqRbhMyj5OzvJXBNoYPixdxLepaWlkNgAUOkKgU9zBhz7o+8xwYiSt7dFZF0AyDyQS7ONggRwehs3m83wGe5HGRPfeOjEBsC5UCgkNK+w5M7AMwcXFxfq9/sxniTxMOrpg6joMEKXFF+jdALADzpAw5fzO17nMjl/TvZ54Bt9DPk+ADVaX/xyv99Xr9fT9fXtATPZ7O0mX3wBLB3VoPF4HGAjzbKzNuiSQQJO9YpEg/fwfNizVw1h/r3sT3LI8+CTsA3WFj+TkJLYMt+MM7EI+4DowLc7mw+gRQ4nKYAuNoTfkxT3enZ2FuV/JGbETWfBIU9Y9+wxIgHBzzAHzwOl+CV/Lul2Qz52JM1aawLO/YJscMkQpzf696VZdBhu1ha+xO+JseN9/pke29ym8Pv855U/iBPkW4wh64NnZMy9os96SlcRvVooKTbCcvG5VDYhMJ3o+rbXd46RrlQq07feekvSbJEwkLBquVwuAQ5hQQimZ2dn4Vwoh/Izrx+Pk8dpS7dgHBmEOwnYa7Iub6lFwEHjx45V19Te3Nz2H8YhlEollUoldTodSbMjm2FQAaksBoKYb34EEDsrBXNBZwEcByy2pADgjIEHQcqVGLSXkCWF4wOAHx8fxyLhu1l0lGVLpZK63a5OTk70+uuvR99i2JulpaUICrA2kgJ0IkOh3A5gvri4UKPRiM0gr7zyis7PzzUej0Or7Mer+0YbaXayG59HkgJ4SzMr0izY4+yxAcaef33DBd9PsPG2XTBoOEgC/enpqabTafR/5mhqtMhS8uADSbGJkRIoeltn+gkWx8fH8TtJCbBJYuAMrbMKDpIIeJTDOWTH26HBpg8GgwhazHc2mw0gz/jxHCRvXnZk3hkL5hVGGHsiiUaXSOLE69CfSreg8+HDh9rZ2Ylk25kynD1afi/7+ngxd0iGaMcJq53WCvL7s7Oz0B1jJ5TtYU8ZR+aEeWPtMX9+GEI6yDBuJPXYSrFYTHQ4wea9eoAkiSDvr+dfr3qltccAP98o5DIXfDJ2XK/XI6lFv0sVy0EKum8YeuyedYzvhpBBAugsmDO2jKPHXNhOB5kudXH2n9fQ/x5JgncrIT4AYIkdDx8+1NOnT2P8+Ox8Ph/xgWpMv98PMoKxR/I4Pz+vg4ODkOiRkBBXJpNJ9O1Pa1qd8ZNmSRpVOt/0hU9Is7TEIv8bvo2KpI85toLsxW0qrTlmfGlTyH1R7WGd4Ec4sItnwJ8A3EkqAI7lclnHx8cRk7h4FhInj7fO9Ht10eMq30XvcoC6X+nXM27MgdusM9/MGaCa8QAT4cuwZfdtJIAkJx7rcrnb7lhUL/25wDNgAa9SOYsvKeSvjMHV1ZWWl5eDNGPcwA0+DvgawDe6bO5nMpnoN7/5zYs+0ndd5XJ5+qMf/UjSLMtz4wUkHhwcBOsjKVFmxWDYqAHD5Qs7/bk3NzcRSDEwjNazc/RXlHe9zJgueTtrjeG4xgojQqqAMXum6D1cMSpA8eLiYsgE2NHM87ARgzEC7JCtI7dwxhtmyrN5aSb653n9QAmAe7fbDcc1Ho9j0xKO11tp4ShpAQbgX11dVbfbDccLcG61WrHIAcLtdjs2IjabzWiZB8CCAaSDireeon0hgYVFTHD0rJjFDQBkLGB70BUDSvgMgjinkBEwKdvDsromEOZqbW0tSl3ImEgmXKvJewBtbH5CWoN2vdPpaHNzU1988YWkW7Z0ZWVFBwcHsR4IFjhu1gA256CQpA4wQOeCYrEYDt1lNK4thnFDNoB9Ajzy+Xy0laMHL/foa4sxRorkwW4wGGhlZSUcvpcmva/26emp3n77bf3+97+P9QLIZ305k0QwZu1iOwD88XgcSSu6XhILxpN1gSQAsAVYZY1hhwQuT+bxIQ5m8ZfpcjE+ZnFxMYB7urzLfEgzBhGWiq5HjUYjxob176/1z+Lz3D/gp71073IdfAXExvHxcbQjxbYymUwcNsL38LkASfe3gEV8KKwY7DVkDPdPFcWlEE7SIH87OzvT3NyclpaW4vRc1ifVSfxUuVyOg624OFyGNq20vyShwq9cX1+r3W5rd3c3KhHc79zcnLrdbuz9mZubi5Z/9Jrv9/uR4LEpE8aaJBP7AdRSHWVDLTZEIoRNQiZhB2kJCZfbpsc8Z/zdJng/PgcZ1uLioo6Pj9VoNGKe2diMr+Pz8KkkT+jA2fzOM9+7d0+9Xk+SopVeoVCIjavOyjpQxr59TUoKuc3NzU1CJumMsJM5XsHzKijxYHFxUZVKJfY8kVAwf/hSZ5uZG/7ujDrxi0Q1nQhwH8ViUQcHB3rppZe0s7MTvpMNzy7PuSuZYu1zoBIVEJKfXC4Xe6GkmSyGiwSauLm0tBRnM0iKSkyxWPzW0o7vXPu7X/ziF+82m80wiOl01juSAIhjBCxx+hOOWZotYAYdNthLggA4siqcievBPDDhLCVFRsfCIhMmwHnW6VIEvhunDYPebDZDU1coFAKUjka3m/W63a6azWYEiHK5HHIC7sGB6vz8fAABFi4ZP4wVzBJ9OmFS2PCFY6xWq9Hqzo/CpmMH/88cALBchsBGOteow/6TzR4cHES/ZUlRZnPd23g81traWgQwmMvXXntNjx490nA41ObmZmLzDRou5sE1xgRgAiZB0ysczCFMIvfizB3ODMYMJ8LfsVHfpISdkaVzFYu3LQGZC5hotOOTySQADSwKMhsYYAIsUiEO6snnbzej0VaRch737o6VOZBmel6eeXl5OTHnkoJhwMl6GXo6nSaOLMe2ADXYIMmCM0nOclC+dTadhIX7pIrBGOELXM9HZefZs2cB/tlwxdrxhBcmhCDiySH9xAFECwsLoQEGJBLQCFTY3Hg8DqlFq9VKtDHj2VutVvgOT8TxYa4tdeCPH/KKk2ti8Y/5fD6hsUYuwIat09PTAHq8Ftt15tSBp/9MMoUvzeVm3Wt8jwF+lESYbjQwbCSXBHaAJxd/Y9xcuwsgBHwBPh0EUAnE59zc3ATo8H7X6PIdhKe1tJ6Ae3WS+cRvo6On+w33iQyI+SIOAj68FM9eA+ICPn8yuW0nR8s44ph3h+D7nG31DYseL7Eb7JD7wK64H2dz0zbLHLsMht/7Wud+2CtFMgjR5aC5VCqFX5BmJ/i5lheZkDPSfDfJGRUXxoSE0ceO/ydGeFUFgg2ZFhgBPbqTfoyJV2sYSyqz0+lU3W43sZcDYsBxCHPlHXIAp+AOxoTKBLbs/t+rm1RBIIiY47Q8BdvxNQ+Bga3io/FXkDGQosQBfA8257GFtUmShR86ODj4Vu3vvnNA+v3333/39ddfj3JpJpMJNgTjgLVFHkCQIwPt9/vBwPoCBlggoXBD5nXoJ6+vr4NdYuIA7gAuFj1BnYWM5tVb9gAwTk5OYqHCwiwtLenw8DDajQHgWfg4yrOzs8jkeFZnDTBmADTyDxwKjp6sEkaHjiSXl5f6n//5HzWbzQTwHQwGevr0qXq9nlZWVuJ+Op1OgCMyYMYPqQZs2traWvTP3d/fj/J1s9mMcl16YcNIUZrlfjl2GxaQsV1bW1OpVNL29nbo330sCYrMlztyd3qMDXPsLCC/9+qGl4RhtGAV5ufnw2EwrrQuxGEUi0X1+/3YgOotGPP5fLCySBe430wmEwwL9+06Ru6R6gmbRDmwwRlunovXOwgmMSIJYMxgKGjVBhNIoovjZN0AxrBNWGUCFIkTvXfpOrGwsKBqtRrtE7lPryy5DINkE9YCHSoOnfuHTeX+3A4ZF4IQoJn7BVzPz8/HITgE1rm5OR0dHSWCPociTadTnZ6exuFCbHxFu1yv1+OwHKpEsGNeasffcS8wQMiJJIWkhGcl+JN0wDDPzc0lEjJPhBh/gh8JJj7GqyOeMDhpAONOgM/lctE7HlALcMcGeG4YST/GWpqV5aVZAojmF8KAcXAw53p+l1kBLK+urjQcDvXSSy/FPpzJZKJarRYbn6kIAvwWFxe1t7cXjKdLoAD2SOYcJCBDW1pa0quvvhrPv7Ozkxj77e1tTSYTbW5uqt/vJ5g/YqCTOV5B9apErVbT0dFRlOSZr3TLPv9s1qUnTy4zwOe4v/AE1G1CUgIwIbGiUjMcDhMt7EimptNpJFcOHIkV+Dnu3Tdbcp+euOHXsSkkaujasU2XWnjl2sko4okDfe6b9/AsECBsYGYdTyazXsvEMr9PYhPvY9yJscRCSYmNixB/4CbmxTfPArz5TD6DMQVHsebSCTsxDptm3eGfMpnbRgkXFxchmcFnkfwBrr0KwTN469hKpRKxn6Rhf3//BZC+6/rFL37xbrvdDpYFZ+DMSyaTiUMrnJ1ptVrhuKTZxjIP3CxMXpfugUhZle/mtQQNgKPrtgBzLGKMPF0ycXbCG7KzGPhe38SEYaJ5o4MFjoFOFjgU+kDTnsqZBxgYSqVffvllOO7j4+NgdA4PD1WpVPS73/0u5BfT6TSOAIfZ+eijj7S1taVSqRSaXBasOyW04+h9Acho3QaDQWwWZeMhm+8I0Oj80hIN5s1btuGMj46OgrkneJJ8kJG7pIUA7PPpjAw/u4bLKwI4eGnWBUS6BTR0OSGAE7RxLJVKJVE9kGYt5xyAoqW/vr5Wo9GIci269vF4rGazGUkGUom9vb2vaU4zmdmBK0g4PBGQlLhPqgsEBE+UkKsAohkHGE/fOIqdO4sP0XErkgAAIABJREFUKHY2iRL6ycmJCoVC2AgMUnrs+Y8KCWvemV++D9aEe2VNpSUTSA/QdCMVorpBRYkqymQySWzGxBZubm6iogBIIvjVarVggSg1A1qKxWIwkYAenhMJDP6OUrCzpHw3zyUpkVRgB6w5ZDLOOvpnOYPL2vS14YwlAdgreT5P6LO9kugtAB0UkqRxvy5/8FMMeS0MJOvAkzJsBnYLn0/iLUmffvqpXnrppdhTwP6CJ0+eqF6vB+CGmFhfX4910Gg09PTp00jm6fsPIALw39zcRJWIzX/j8Virq6vKZrM6OjqKag0SIWd+vfKZzc4kXp704x8XFxejCoXvJS5SreUi5kGQFAqFkEk6e0lMIya4xMDtgs/ELl2rC1Di751OJwHqkXwBuJl7bBTwRRUBQIz/RQqBLVNRxe9xL05E+bkJToI5qORvxBH8DL6OcQJDkDhUKpWEjMztnM/kd1KyD7snDBwWA86YTCbhG70iIM1IIicj0+sx7YfxF6w51jOYhPXnem1P9pGf0KSB8Wcu+a75+fmwbS7/HGIMEiWv7JBkvgDSd1x/+7d/++7y8rIqlYoODg4S+kfKta5LzmQysaELbRDBulQqRUBE38bhIRgojG2/308wOWS1ZFcAZynZuxWHgz6URcJ9eakVh4oDh0WQZouJ56X90dzcnEqlkg4PD8OgKeHhgCRFh4pms6l/+7d/08rKSjzfb3/72zj4pdlsanFxUf1+Xw8ePND8/LxarZZWV1c1nU61srKiZrMpSdrc3FS9Xler1YoDER4/fiykN1tbW3ry5IkeP36sTz75RDs7O6rX6/qv//ovbW9vq9Vq6fPPP48NUGzihHVC/kFJ7fj4WKVSKdGmCIZbmm2Uch20dMtyUP4GEGEnAARsxHfTYxuAIxylO02XOzjDgD162drBOf+xsRJnSskO50Vy2O/3owoDoJcUsgWcbLPZjIDhXV/Qh0uKsjSgC3ALAOcY8na7HWwWZThsjBaIBGPuF7kEAQndGxfj8eTJk2Bbea+XwieTSegXcfQuh/HNdQ7ej4+PtbGxEfeIo3bpAKw8IBh9HYkzQIOAwt4IXsPfPaj5LnnmH9DHmNKPO5/Px4Ya2BrsCCkTz+os7eXlpTY3N+88kCefv21hx/dz2ANzCrgA2MPYsmmRShqBCDv11mHOhHnAI3EgwOHPeB2JC7/DXwJy0muCueWzvPTsQZsEiGrIzc1txxkSfuZ3PB5reXlZzWYztMAwf5wyenBwoFarpW63G0lBs9lUv9/XwcFB+PBqtart7W3VarV45nq9Hmt9Y2MjvrdUKkXyQqJcqVTU6XSi53GtVtPh4WF8Zq/X03g81vr6ura3t4NNxG8ByPANkBOAZAAX+2Oc/QVUkXgha4QUIn65dAX7pNoHsHX5Cr4XH+ispDOa+EDsAN+EXboPdf0/6ymbzYbECzLJNwB7JyC+m7FAg8u94mt847NX7Fi/zszCTJ+dnSWkZ9gnPo/PSVcv8dGAVp8bfB6fyxoExOMfXPKStn1PbJ0FRnrhB2D5a12W4pIr1gnyRtYpZ3R4NxFPoPndwsJCrCFn0D0eYjccEc8Bd35aK2OBT+S7vNoP5vHuaaPRSLu7uy+A9F3XP/zDP7y7tbUVhnt9fa3d3V01Go0EUB4MBiEl4CqVSgn2zjfpsLmCRSzNTuSBRR4Oh1pZWQlJBZICHAUbAPgMAA0snm9OwmABUWTSBGQCOA6FYOgdJzj5joMTyuVy9L989uyZPv74Y1UqlehP+vHHH+uNN95QrVbT/v6+hsOhrq+v9corr8RhKXQU4J7ZOMaz8V0wfh5EJaler0eSMJncbmZsNBra2tpSpVLRhx9+qM3NTa2vr+vm5iY6e/zud7/T4eGhNjY2InhXKpUob7KYYd5hDdD9AjTY4MN7i8WilpeXA2RMp7ettWAUNjY2wjHC8AHeYUUIHAR6r0x4mQlw4s4XhpxA4IGQ7B5wzudjn/wOeyPwsVGFRItEwB0IlRbK8Tc3s0N5XMvnMgvARalUCqkB39vv96NXOaVW31yEDX//+98PMAj7AaDlNYVCQffv34+KjZcJPQgRCHg2TrvksCESZTY/eTAmANE7FhuFgXJ2fW1tLQA26xHgxDwTzAhMBDuCtncNcPkDoI8AWCgUVCqV9OzZs9gwy5zgIxgjgp+XzY+OjnR2dqZKpRKVH1h5Z/xIYCAbALMEUmQd5+fnOjw8THQnYp1gpySuMMyUZEn4kUuQgNKez6swrgVlnhkfwAzrx+3Ay/EEf54Txh/ZChKZ6+vr6DGNP+O+6XOP32k2m5qfn9cnn3yiWq0W4IG1gw3QEWppaUnlcjmYStaEM7Gj0Si6aLDfQVJ074DsIObgo3Z2drS+vh6Ew/LycthBp9OJJI/17fIWADhJ5/X1dRzewtrmBLhWqxXVHNdn45N4P4k3Nk9li2TfgSPPnmaa75IieDXDkyfex7xjM87awkxSvfIKF/GI78aPsHbwG7lcLnTTxF0+k9gGUQI4w4dgd5BoEBlUSUhIfAMhAJxWsGygZp277MmlCqwfvpdxwo8w1swP/wImnT0H1Ptrqco4JuL+kX02m82oarlkhGdLA3N+xl9CajIPvN4JCWzPMcby8nJCEggpxn34xn33r5AhyN0ODw/113/91y+OCE9f5XJ5+s4772g8HseGMTad0K6O3cYwlL7Y6fQAO+F9cnEgGKOkYB4of/t3UW7HKCmnnJycJMC3/026zaScVXQpxsXFRZxUh7ESsCRFyfCTTz4JLZ6kyOj+7M/+TL/97W/V7/f19ttvq1ar6cmTJ1paWoqjiNfW1qIXN2CcBULywIXTpqMELD5sB+wFAQ22gKAMiJqfn48WYTwTQASnvbKyon/6p3/SO++8o9PT0+hOQenRD9rBkXDQC6d0kZ3jAPneSqUSGmy6o2AP5XJZL7/8sjqdTgDOWq0WjtZL04yDA2lptrMY5+YlZiQPtJtjXJxZ4D1IFNCGUTZFcuPlTy//SbPuKej3pVlrqcXFRR0eHkYXEzp3tNvt2OyJM6caAhjDzqgGXFxc6JVXXlGv10v0ewUkMTacHNbv9xO7+AmagA+Cn/syyn8kIWk5he/W93VCoAYYshYZW9afpEhcJcWGXhInmENYYgAX900HDWdkSGJIBF2vy/3D3iPDIZgQJLFtAi1JIz4CJs33NFCVgQiAdaaS45ub6MiD7e7v7weD660JGR9JkbAAbNARs/aXl5cj2aVDD0wTlT+ApUvKXDJHxQdw5GV9SSHl4fU8pzOKmUxGzWZTX375pYrFoh4+fKj9/X3t7e1pOBzqxz/+sTqdTrQVbbVakTg2Gg199NFHATy4Z+7JGUtnhJmrtA4XgMA88czMsZQ8PAtAw/MTc7766ivNz8/rpZde0hdffBGAAYCD/KPT6QSw9SoFPoj7w3+xPoiHsLUw1mzU/PLLL0Oed319nYil3DOXyxnSQMuTKlhfkjGqWA6KvGrkcYXkCfLLASy2zdzwzCQc2Av+jXVIoozfRPIDKect6TxZdRaWef3kk0/01ltvhf243MB9BWuIiol/BjGD5+ByRl9KHuHNXFM18HUMkOX+WcfIK0hG+AwnENCmI19jrnzzMSSRpJAF+YZlJJNpTMPY+Hgi0SCZ5T69Wunjgc3gS1wCUiqV9Ktf/UpnZ2cv2t+lr0qlMv35z38e/S/ZGIfuzY+KJVgBiur1ur766iutrKzEjlNpthAoX56engZgkJRg8dgt7Ud7j0a3LbXW1tZih733hARowuxSNmQTCpt19vf3A8j872cNDVA2mw2ZCa3kHNyx6N3xnZ+fq9PpxG7/hYWFYFYkBdsMEIIBg3ED/LAg0ppIvp8NBbCXLABKtAAAZx34XBbBaDTbFLO/v69XX31V//Iv/6K33npL9+7di/IQTpCjb/k+7hlAy/x6NlwqlYKNp71UNpsNlgBwdn5+HowfAeTq6irxXYAkBxeU4hwkwxjXajXt7u4GCwAYwE75DJwFrOH5+Xl0HiiVStrd3Y2S8PHxcYBd5pcqDPa7vLwcSSfMHSwXzAvAgKoOz88zsbGUwzeOj49Df4o0g+9tt9vBDHh5zllGHCM2RdkfIMyYeOBwaQVjNx6Pg6GmSsMmHpgs7yTA8/D5lFJ5Du6XJJo1juwBx53epAaj5CVg7r9YnLWj9LaQBE8/QIK1wbycnJzEs1HypBvNaDRStVrV2dmZptNpAACXYJCk8loCLiVS1jdj5xUISuYE/WazqclkEuSDX7Bk1WpVvV4vQBzgmJMzAXnMCUE8n88n2iZiyzc3N7p3756q1ao+/fRTSQod+erqatgzwPHBgwdROQH4UIUol8vq9Xphz8yhn2JIouMAxZNh/Au2CtDzEj1JAWsb28c+WHvYNODN74PvgdnE5sbjsQ4PD/X666/r0aNHqtVqqtVqkcQhVSNOkdjt7++rXC5HazuY6ouLiziopN1ux3q8vLyMlpjYFKAZMoN1enl5GQfRYMMAKypW7ucd4ALqPIED1LlcDqLL9cZeAeD3nuBg/zwTlUtYX1oOkux5XEO7iw/1qhIJqVe3qC5kMhn1+301Go2IsSQtnKAszXpyI20Af+Cb0gSJPyd24zbL5ePK6/mXxJT799enL3+v9zvnmWCDAdl8Hs9AvHVNN5eTdP68vnZ4n1d5GUN/XvxMv98PGaAnTZPJRB999NGL9nd3Xe+999679Xo9FpSXgnxCCoWCDg4OEpkS7dko73E6HNpUadb7FMYGhwsThk5LmjFNc3NziZIaTpyyOowypYtMJhNlMhYy2q9CoaDHjx9rfX09NoBks1l9+umnUcLmvgiA6+vrkTX+5je/0UsvvRS6qHq9Hu2NAAIAOYIy4+ZyAtd5e8nOdXCwEzwbQRGnJ80coicIlPPZKEfAxRm22231ej298847evToUYxns9lUpVJRtVpVv98PJ4y2ulKpqFAoxHx40KLc9dFHHyVaAzqbRNmPUrqXp7GBtE7RGVieg7IegdhL7zADOHVeS0UChwfb4i2amItMJpM4gMEdyPn5uR48eBAAi5PrAGiALhgvHCHPzfNRVYBRwxa3t7eVy+V0fHys5eVlZTIZHR0dRTIGMAMYeGWCIA9Iw0H75TaIE8c2WZfYI2PGXGMLMPf8R4VKUgKUkOQwt8wz1SS3fWmWNMFqcS+SIpHzZ8SmsEfshnWDnfFe1jaHMW1ubkbp36UQxWIx5htdqzQLgMw3AZqDfQAuyG6KxWL8nrZo+CKXYMBAMceeKFDJIKHj9/hm7Idnp7VWv98PqU4mk4lNx9JsAxggj4Sx2+1GUoE85t69e7q4uFCv19Onn36aCNxsAux0Ojo9PdWvfvUrbW5uJsBvtVqN+QXIUUnEN3rZ29k37Il178/vVQR8CACExBdbhxzg89MgyO+32WwGOeItHel8wJrb29uLTarYlEudXDff7/f18OHD0IIPBgOVSqWERtjZTObTKwds4HP2meeivE/88MTCQaVX+lijDsxZb6xNfDvP4aw6c+KsMvIW4jTJdVqC4aRIeu27T8Smc7lcJANUZ/w0UuIwPp84gs3wfHy/S8buuoi3PDdj534Scgaf6SdaOlB323I/4hfrUVJsYPbPgmwgfrt/YP69muP4CSzBfLK5lSos/hisUi6XY/37nPAZJBc8/97e3gtpx11XqVSa/vmf/7kKhYI6nU5CvgHry+TCckizTVuUJ1ioMG8sXowDAM3mIIIPu6zJ1H2zjKTIPNGwod30tmpkXVdXVzo8PFS/39fi4qJef/31YEgJXrlcLv7/q6++0r1797SxsZHoSEIw7vf7unfvXgTzTGbWAqvb7Ya0AdaNk798YxoXQPd5V3rxSslDMZzR9jKTOytn7WADcbSMj3S7Q35ra0sffvih3nnnndAHA55wWK4zOz4+Du0aiRebv5At7O7uhqNFTuMMiksJ6Ixyfn6eaH8EsBkMBlERoTewyzycGeVzeX+aafVd3dgXWliAh9vS5eVlSIKk22Nol5eXExUaXwce6C4uLhIOnNIcz893UMrrdDpaX18PMM36I7gwNrCaXq72ygCdNTz5IliyngABPm68h7HlM6vVqrrdbowLzKLrUHkWEihJARp4D99DMHP5Tdo2uC8vW/P5bIRlc3CxWAyGOV3hAYwgj+F7CLwAH16D5hb7oOJxcHCgubk5NRoNHR0dBchmb4Efm4wEg/dLM6bMJSSAQuYIn8qJpPV6Xc+ePZMkbW1taTweR0WPi7Hxw0Xoze/xiy49jAfzTzWq1WrFISJ7e3t64403Qop1fHyc6ICBtAY2HjtiPWADgBKkBZSXfT/AXWDj21yMJz+nf+/r3sfcmUZsAjt3VpFk85VXXtHe3l48E9KaarUax4hTUWMz+/X1dejaJ5Pb9qPn5+fq9Xqx2YtkBjkfiS2+2mMUPgJ7h2S6i+Hnmb1ay7rzRCXNwOKfJEWFljVQLpdjbbiPw/6RgkAitdvtsB1nSbmc/HJ/6/JLnodKLtVDJFPEJhJmSYnOJoA/4h3rChLimy6XRfB5XsGAZEgf+sQGZr7fZXvMNX6CbjPe5URSNCMAU3n1g+f0dZNOPpk7TyoYZ+bNdeYks2xw9DjIM7J+2TzM2vj44491cnLygpFOX3//93//LgdqsPN9Op0Gewhri6HD5CC5gJ3FcGEGEKjDVA+Hw2AxyV7TTnZ3dzeAEE350Vnu7u6Gvov34hBYeJ9//nnIDdbX1yOIXl1dBTAYj8f68ssvVa/X9corr+jg4CAyf8+aycjPz8/jXgDHDmKcfXKZAsGF/3Bid+neuHyR4BBhA9wRZbPZ2OhEZorTpBzpJT/GG83l4uKiFhcX9eMf/1i//OUv9eDBA83NzemDDz7Q/Py8Hj9+rLm5ObXb7QC6fvgFgLvX60VQ6PV6ajQa4djcsVP6hOn+4Q9/GNrKer2e6NcJG+SAg3FgbHhmaebUYZUpj1G6v76+DpavUCiE9hQmjqSHuaQlFu2/fMMWbDUXzD5AimdwUMpGS2lWnfH5RkbUbrcjANKBYHFxMX4P440cxsuYOFxsRZq1cyK5co0kwYb7IXg56+mJIA4YYEEbRMq7JM3n5+d6++23Q7sPSCAQoW33e3fdK+vaq1Y8D6AC24e944I5JqFnnQD0CCz8nqTHT167vLyM1pHIFSixk8zQSQQJDBtr9/b2Qh88Ht9umvMNgc4A8n0EWcauWq2GHA0G0Pt7M8fYCfNwcnISPlaa9VonmavVapHg3NzcJAgO/BybmA8PD1UoFLS2tiZJARqQG+BjmFfAC/bs8iCARJp59koQ94vvu8svcrEvwhlGTxBh5BxQuPzBK2bcNwCE30+nU+3u7qpUKumzzz6L+6Rry9OnT2Ou+H7mlM9stVo6PT3V4eGhlpeXdXR0lNAje8IxGt2e+EfF9d69exqNRtHjHpKDtQx7yfrAr/kcSEnZIMkj4wIAxN/iAyCQ/KAaaXaiIeNVKMw2Dmcyt5uTOVUQm/ck3lspsvYZc75zNBpFXJUUbQr/+7//W+VyOaSXjDdtD6lGAmaZC8aXuX6evIN/WQ+MJ8m5E1vSjDjBZ5Fk+nuy2WwkGVR5z8/P9fLLL+v09DTe6wxy+v2+XoiBVN6wB+7VK3nYIX6bftFsasU3cIIjrVuJtz4fnMo4nU6jOvDFF198q64d3zlGulKpTF9//fVEeRjD46QtFjadH3yg0fKhE2SzBSzT0dGRlpaWVK1WIysCfJycnAR71+12ox/xzs5OAOJsNhtBzTM1FuhkMtGjR4+UyWT02muvha6ThXt5eamzszPt7Ozo6OhIr7/+eugB2aBYrVbDObGY2PzIvcKkA+Jg3dDpArYc7LqUQ/r65ob0xetwtJ4skGX7+wEGZPiMjwMMQAMATFKw6rzn7OxMp6en+ou/+At98MEHMad8H9o2QDT9qr/44gutrq6qVqtFYvW/bSqYL4IZTArJEZpkwJIfDkEnFQI+8yIpMSb1ej0OAxqNRnHMMWANAAJogoG9uLiIkiROGPv1nrPMP8AMho7SJsF7NBpFVw7fnOJyHZwajBpODbDJXBLI/BAPnC3g0zfcclKbNNMyEtDToMRLui4ZYHxx0pQuKTG7k+50OsFQeLXEpShIvpz54/UAcYCzb7byjc0AceRaBGMAHM89NzcX7/EqGcGev7E2eFbaUFEtQGJGQKHiAvtOxYZ5dOkAY0hiBEjh54uLC21ubsamPJIzbF6aMfscgoAfoQxLwsqYeEXI/QWbD4vFYpAHsF/42kajERtWAQaPHz8OQAf49cOyuCg7uz0RnFlHMF1IXdDJcg8kO3/ocvt1NhRb9N8Dgpkn5pwLH+SbRAEHAErACuVyEiJJ+t73vqfPP/9cl5eXWllZiXGDaIFAqNVqGo/H2t/fV61Wi+9nLw6VOObNJY/X19fhv/BNfmF/+GTslGoBY8zf3OZ94yBg1uefe6TSSycJr6IyH+5jsHnWJ1VbqjLETcaclpVIMhlvGG2SVd8LQXxIVxckxRwTX/xnElTsBcCcTuo8pviV/hs/j8e3G7/Z/Mh3AkidUOO7J5NZKz42+oJpkHown/6dkB3IB9NrwCWR0kz6NhqNwscgZZNmSTYyRu6RMeN7GSskclSBv61G+jsHpJeWlqZvv/12AEFvPcPCo/QwNzcXpWhJIQdBv+SlLSYYDeN4PA6N2fX1dWRCnoURdAGiGJvrQm9ubiL4cfoahr2/v6/19fUwCHoY7+7uqt1ua25uLprkS7NSF9kjn5/JZKJrB44ap8ux4owRpRh04bDg6evbMC7cE4vAgQdOxgGY6zzTcpe0Zpjv5nMBVDjPcrmsX//619GJhE4bP/vZz4L94yAXxi296YsOKA44JYVjXFxc1BdffBFJ28rKSiRhnU4n4ZwJ0IwJbDKbrNj4d3x8HA4Tu2m1WgFeXZOYz+ejhM7n+twDftj9z9xyv5PJJCotgAFAom/0IKihJ/ZkgaSG0qkz1jisZ8+eaX19PTpfMIbOyFE1ymazOjg40NLSUqL8f9fl0iVsx5PndFmc3wOKkFiwkdCTLJhNZ6QIsnw3G44AopS2cdgAi2azGdIi5o01x2tdMuH3xj0QnCaTSfQZxh95YsdmQklRyvZNz87i++YqQJSXTJFa5HK3rQWROm1tbWkwGMTx8dw/64b7GI1G6vV6Wl1djQSCOSPpJVFD8uTAajKZhL3RVpT301UIkOwSHJJRkl5en8lkoqqD3yABwU6QmAAAuVj/aIhZG8+rxv2hiznDx/l8uL/AbqniACBgAbHF6+vrOHWUz+ezpJneNC0bogIwnU61uroan8XhQ5wfMJ1OValUIhEBXN+7dy9RGSGe3b9/X9vb28Ew4jNdC+v372CWeWOt8B6XrECM4SMAe65rdpbYN7vjk33tkZTQppITjJ0lxac42y0pqjzEEQixhYUF7e/vS1J0AcP28/l8VExIPAaDQWyYY7yoQmF7aSD9PHz3PECd/n/Gnv0UJNRUoryCxsUahVygAksi7YQG98Bz++9IhLFHXudJIHNL/GONetKF32QvDH9PVwf4bGJ3v9/Xxx9/rNPT0xfSjvT1/vvvv/vw4cNgPmCXYFJ8xy3aQMqoyAW8xMMiYlKYVGm2aaFSqejx48fhZOmjiXOBkcMZeckZh5l23DAsBGlplgighaSJPBt+vCTEhqjxeBxdFTBu+vcSUPk9i4B75ru/CTB7OfN58g4WCYCA1+E0+X600LCJsEIweCQ0vpmSz2KspVkpKZfLaX5+Xqurq3rllVdUKpWChVldXdV//Md/aGVlJYJqtVrVSy+9pE8//TQ2mqEfhEFjE8fKyoqOjo4CPKHZHI/HEWxgbIvF4tccFuUynh22nPEn0KKlv7y8TMhLpFmrKjqtMKbo/LwEiQSG6gVBpVgsxmE6LtM5OTmJloEcPe8bZVkDhUIhdPcEPUqtV1dX6vV6+qu/+ittb2/H/ADQAKOnp6fhqAENME/PAyhePgfsuwYZZw3ghIHwYEj5meDkAVNSSDpIsLAx9IW8HraVQMe9u/Ycv4AWEXkKjGgmk4kxcVaF5MSDAc/DvALMXT/u+nKCh8sg6MVKtcQ78LjOlWekWsDGPZJtZwJZGyQfNzc3evvtt/XBBx/EPEgz8E+SB7hzHb40C6itVis2PXoCzXgAwrhPkkJ+h1QJm+f3VBw82UpfjAnVOV8nrK10if3bXLwX0ATJwnwxvnwP/gWpEMCYNU8HmTTYJv4xVyQ+Xv6en5+PvTDb29t69dVXtbu7q3q9rk6nE/YJ8YJvajabkQyORiMdHR2pUCgkzkNA0uW2m8nMToPlHphvAK5LtIidgEcSSl8vxGzkltgC2liSdP9+vyevsDnIPj09jRao3B/EBfePlI77o1MMenIH+3z/1dWV/vVf/1Wbm5vBkuLrOOUVMoUYjz3+MUkbvpAxc6YXm8e3wKoTy70iRPzG1zhLTdLjGn6SWsgXqhasS5eM8nt8Gj4Ef+2g2m0DPAbJwXMRh/GJbL52UhCf8WKz4XOuarU6ffvtt4OJgc1gRzcOHkcGc+IZLguYxQszyyIbjUaxAZCyjvfQRZvI5AEy2K3LxDurxyLlewEbGMPV1VWwDd5NwzfBACjvYuP89ZRAXBslzUptdIRwxvLbsM9+fdNrAT7oHmGmeF5nJHg9oIPLgwXjLM0ycd+c4veTzWb18ssv63e/+51ubm7U6/VC88zphsPhUC+//LJ+//vf68GDB+p2u5F00VYRx0zLIgI9pyRiD+fn59FZJX1yoG9Q4RCHnZ2dAJKA5oODAzWbTWUymbA7Z1YJmGTosNskJf43ytQ+TzCSZPHYJE62VCpFFwVsAVvCdgFikqIEzkU/Z5w3Tg4gjxNHAwj7Qg/d5/kwfk+A4r5YX9j8ycmJms1mrCXWP2NSKpUCBDCmc3NzOjoibcgZAAAgAElEQVQ6Cm0jgTabzUaXCC9XOoPPs5AQETB8ExFjC1uM7bp0iTHl4A8CGQk+yTdrxXXlAA0AK32B/RADlwcw7s4W+vjyDJ7AsHkK1gwgiFafeWB+qLwUCoWopOCDXQ9OMpCuhvFZ2BHjDsifm7s9jtvbbmHX2LN/HkkKlx/UwFhQxYHhdm3sH5K2uQ9MM4HPIx3w2+hMqWi6vMo1qaw/7pN7BOCkS+ueYPrm6V6vp52dHS0sLOj+/fuxXp2tLxQKsbF9e3s7qgRUpK6vrwPsS7eJkevh0dcCrlgLxAHmCjtzn41P8SokPpnKpve8xtZJ0gCgp6en8Xd8he8X8OozBBBgtNfrhcSEvTCVSiXkVr5B1uVjLlcAALKu6FIDS41tM/8w/K7dZ06+yf64hzQGAGNIiqooc8Xaxi+AQag2ITOjHSP3A9DFZryqOR7PTgfm2Yk/4AASWnyYy5vwG9wX4wAYx594zKHKxtpGRur+hHH59a9//aL93V3X3/3d371br9ejLIN22fViZJe+ixUAyeTyWtgZNvmwyYLAgn4W0OTOHmCFUbHpQVKUGWGHMZ67FiALHp0fzp7fpzV7GKRvHoOF5zMBMTADMMUENWdRAdF/iHlxpjl9MZbSDPgQ3Ci1pLWw3oECtoB7BDQAlpyt5VnS5XOO8v7qq6/01ltvhUOr1+sxHtvb22o2m9rb24vjdZG/MM7o5NiwSvCWFKwkTLUHYt+ohYMCPMDKpjdioc918I2N8XkAUHSIbMZCxwZggCVxnTMyD2dskKaw+5xWV2x+fPbsmVqtVjhznhV9OjbmHQ9IVgFAVFvYRU0XD5xso9FIbER63kWQAzA40GHO0IfCbtDVgyBOkIHtw75YB2gH0wlbpVJRr9cL0FYoFEIL7pu+3Ka9KkFFAv/CGmauYPTo8Ts/Px8dZlymgf0ThBmTtB6fzwWUAfS5z3TC7aAG9keaMfPYLoDM2yheXV1FYHPtJV0BKMHj69gHwimrfC9Bn2fFZiETvJzv5V7AJfPm1R98FRIoxsglAe5beHZ8GLHBN8DddbkfTPvOtL/nZ/8PsAiIICZAELn/hNHje4gDnoD5s7PmXALRbrf17Nkzvfzyy5pOp+p2u1pZWdFwOFSz2dSjR48ScpvXXnstJDlXV1eq1Wo6OzsLIMi6J4YAYI+PjyUpKkhpMJiWUCC3oeMHaxsfhk9mPXtSgR3xH/3/JcUawH/SNxvb9gNsiDvFYlHlcjk2SnsMvXfvXiTZaaIEnS/rgwQZCQdz51UhNqlTleSzPJn9Q7bn2MHXL8QhGMHJCAAvNkNMYk0hYSVx9moWfgkfms3ODn/ie/1ZsW0+i+Tn+np2CjTrMc1Cu3/wfSReccWn+OFpxIc/hpH+zgHp9957790HDx4Es0wWy4Dmcrko1XhQpHzGppaTk5PEhhd2HNOyBi0qBkSQ8vZ3Xj4C4EkzSYgzhkgLPMB4OQdmG/APqwCDw3sAoOy+hSX3lk8YJ58Pq4TjQhcJS/Q8cJy+7goOXB5InJ3xMq4z0ARbEhsYa8bTF76kcKgkRg6kcLo41d/85jcRSAFVsI1vvfVW6N3r9bq63W50+CBzJuHyyga2MxgMAryhLeTzpRmDDoOXy+UCkPAsmUwm0VUGx8ScMSaUY+kUc3NzE4GCZ+PYXxIr7LXb7camWA7rANDf3NyoWq1qeXk5nNp0etvxptVq6d69e6EBZwzSdoItMY84N+YPRgH9MAEXhwdQSDOhd9kcARRH7vIsbIPPRCtLIk0XAS/9w/IyB9lsVv1+X6enp6H7lm6Z9k6nE4GCwEiwPD4+TmgNAS7uh1h3MEJ+3zxbulQJs+LdbPgbDK8zUl4t8CRMUmJjF5tuCaKMJwlNWloEy8S6YO1i6w7w+v2+2u12VOwIejCazvDCUNKRhnXOvbOGuC9ew98Bl/gJ2GQp2UIPAAM7xdhRZncWECDPxlieGR/1bfxj+nVpIIStOfvGXAEa8HvM32QyiYqnfz7vSxMg6XVI3OBo87/8y7/UP//zP4cv5bWfffaZDg8PtbGxEZVDWrnSg5g9RSQddKhyid7u7q5WVlZi3jz+SbMNgi5jJFFnHSGFgbX1pIb1AnCt1WoJAqzRaCSqNM54F4tFVSqVqGbDxLq8kgSBzk+53O35E8fHxzo8PFS73Q6yw9egJ0g3Nzc6PT0NYs0lWIBN2jgSX9JVIubueckctuBgHjIDwsClFNjIeDyOQ3W8WkNS5P7DOwpx7yQJ+FLiE/EHjISfJz7u7OyEDyFhQhpI8g1pxPO4Bp6kkr+BfSAwAehp7ffOzs636trxnQPS77///rvtdjuxyUCaAVmCKq2WKFfhrAgWAHCyYXosHx4eBqBhMbGbnPeS8RNEyIx9wxEBHAfIPZK9e8mHclUul9P5+XkcdOGZ183NTeyip40X5S4OXPBgzXOxyaHf7ydYWNdN31WG/LbBg8s/w7NqLge6Xl7m95JCrwvYwCmRqRKIcAwEQ1ilyWSiVqulr776Sq+99pparVacZra2tqbLy0udnJxoZ2dHJycn2traClmCl4kIvDi27e1tVSoVVSqV6OpyeXmpVqsVh2gsLCxEVwY2WiIrckYYZ0Uwx4EVCoXo+Qn7uLi4qG63G8AExwzIYCMcY+0Snnv37iXY6vF4HMwSJ2aOx7cbamET6YaCtIkyJ/eOTZOMFovF6MiAw+Y+mBfKojj9YrEYO7ABcd7txC9nXj05cwDvQdrZRU8QWKcAXWnmzBn/tbU1VavVODKdcdrY2IiTymi3yfuq1WqwsnRvIZDDODMeJP2NRiPBdDn7BjvFfMK4Im+QpOXl5Rg7QDJj7QyQlOwM4Ox2JpMJNgydostFWK8kZAB3wBmJGRUXKjDYCQCaeXEQjj/EN2IXzCf3z1y6TtMlNvhiWMhOpxNglHXrGzuZNzYlE7RpC0e7OLSfXob+Y/xgmoFO23N6HLBxT6DxyfyeeFIqlRJJJ+Pk1SsHn37vbFr/5JNP9MYbb0SsIWFfXV3V2tqalpeXdXFxofv374cPoBMOvo2q72g00tOnTzU3NxcdrKjCAsIA654oQgBcX1/r/Pxcw+FQ1Wo1/D29oL3Mf3p6GuAZQMVzMg6TySSON3ewy0UnL6ptxBYSY+YGRh6bXlpais3RSL/w5QBvxwIuyePZmR8qSrzHqyq+Zhnr51WJnWgi9kJeUDEikcCu8Iv4GI+9yIroNsJaubm5iQp/q9UKsOzdNZgvB96cNAioh5lnjrFjTmc9ODiIjcWMBfdINYxDbbzKlsvdnmcAWUJnM2LG/v7+CyB91/WLX/zi3YcPHwbDN5lM1Gg0VKlUEsGIst7vf/97bWxsxEKhywfs4sLCgn7yk5/o8ePHmkwmWl5e1vz87XGUS0tL2t/fD0AOQ+NdHzxw+2YJWJ/RaBS9XintY4BcGEU+n49+iZTsYM4wFGnGOqBnw2HBKnKdnZ0FOM1kbjet0SUgk8lEmRongOPFCfsGASnZDs+B811AnIXLAqfk7uVX16gRFNmE40ycB2i/nOHxbHljYyNkIxwKMhgMtLu7q+l0qqOjI62vr8chBr5gGQcALdUJJECcJLm2tqbBYKBWqxXlQUnBdFQqFZ2dnWllZSWkIgR0GFY2yPLssO6j0SgqJoyvb3xzYOjzg03QTxubo0wpKQKSlz8Bs9gz1ZBC4bZlI4lDLpdLlNA5mhX9I0kOzhQQQFAEPOGgXVvsZWDAFYEEwMe6BYAzdzha1gXMPMESKRDaOpJr1gGHUQCuKPvW63Xt7++HHrjf7+vi4iKqU86UwVrDHhKcqZShW/bWW5Snx+NxAAnvFQ7IIgDV6/UIED4f+D3uB/u6uLiIQ0wofzJ+CwsL0f2C9/NMsPdnZ2f60Y9+pMlkosPDQy0tLWl5eTnIBtYwHZII6l7mxi96Es17kf30+/1IfHgefBD2z/r37jrMlXdecYDjF0AUgA2zjo3Akh8eHibkIH9I7ubXHwO4JSXAV7pEj0baEwo/PdDBM4kDSYT7cvw1a/add97RP/7jP8YJsfPz81Fl6/V6UaF1coHPhfllTCALAKOHh4fRqSeXy0VnDB9D1gG+g+cAZMNYU711m3Q/4HPE2Ds7z9oBJwAukYQiFVpcXEwQIJ7YkbBTwULG4L6SuIvNOTFAswDGH3/Oa7l3j58kvk6MfVMl2JMlfG86JmAbjBe/IxF2MA/5Q0VgaWkpSETGYTgcanV1Vb1eLypw4A6wiFdSPGHw6jH3zveMx+OwF69U5/O3HVCIBY61wAyONZA95fN57e7uvugjfddVLpenP//5z8PQAF7SDLzlcrdHctLejICMAeM4fUOG7+gl4x2Nbk/Fwsg6nY6ur6/VarUiWJINS7NTj1yKgUGRwbOYKIGwQQcwgvNiAZNl8nk4rrOzs0RGPZlMoq8s+lmYImm2yAaDQUgZWHAkJH9M0PhDF59NxkobOL4DjZkHNYANwLder0fpxzV0zuQ4C07Jr1gsqlaraX9/P055gzkcDod6/fXX9Z//+Z9RxpxMJlGigpGdTqexq52ji9GFoik+PT0NlhItLPdCwNjb29PGxkZsUgH8cCqnpAQ7ISmAH5UInLsHSJ5XutUbc5qZa9oAGoBEgBhrxVkf7INNd/gVEggSUxwVZTRsmXXHLnDAOnpYng2w5LYAuIJR8A1j2JKzc64H5Vl8M4s7YZgpLtYswW5hYSGSa5g2359AMGdepNmBD8hE1tbWlM/no0UbtkbSwQEQAB+kEcwvyRFBg3XBv4BpkmnYXi/d8joAPO8FKDHOVCAI2FKy1WU2mw1GyceXI7zz+XwkLdnsbUvPo6Oj2JTFcyPn8M+ApfJKoicgvNf7HHv1gWSBIIq/AOSlbQobPDo6ikSFYI5P5V6cjABUc/8O/u+6/k98J4ke7TdJHHzTmPs37MeBJG38qG7xmawF7AZQu7CwoF/+8pf6kz/5k0TrN6qaAJnPP/88zjgAdCJVqtfrMSedTkfz8/PRGWs8HkfJ3ZlObExSMLaug3c5ERVU7AMG1eMifsU3SnpVymMM+wUYE58ngC8ED4QVwJ05YX2NRqOIRaxTX0tpmYb7JOYGGwfge7KDr8fP8W/6Gf3/eb+DVCl5KiQJJv4DwsBJEX89MRaixze08mz4F6QqxBlaVkqzpgnMH3jH5VeQDRCb2D4VfpIg1h97dLyHvstMiMVcH3zwwYvNhndd77///ru+IYeF4gzk3NycDg8P48SvwWAQ2maYYo5BxfmywGmFBuDo9XoRrHDOAAsmmA1g3IczjRgdZTkE8mRRtPPheWCvMEDe78yOs68ECF+oHijI4lnMvtMWh+bsD9fzpB13sc93/Y3FQMbqGleycZ4J0AcLAluLhhvwwWf7+wkYgE9eD7B98uSJ7t+/HyUvnE2tVgvwyO+5t3v37qnb7er4+Fg/+MEP4h7n5uZik1y1WlWpVNKzZ8+C/YMtImHivglGvJcEg00m9B5Pl/1wxHQIkRSsAADk/Pxck8kkxm5hYSHGwp0qsoqbm9sDhLCpp0+fajgcRps0WJrt7e1IMrB1SngEMkrDlN5Zg/1+P+YfsA6bxdwB2LBp149jD7AMDmIYS+QubHTDtgC+6CwbjUYAawcn3AufQ7LrIJzxrlQqkcCyGYn5rlQqkUBTFgVI+A53ABMAgM1/br9s+gHM810kzfQRpnRO2ynmxysYbD4GdLO+JAWjjZ4cUEbljLUHCcD9Mtc3NzfhI0levasHiRwMMu2+XNvq+1ewX1+/rHVshDXF8wAMnAnHXngfm8lYR6w7bM+TEO6D+OCJSTppT/s///9v8o9p/8r3ORjCXwDAuFeSTPyDd8RB1sbzSLMTQr2Dz/z8vH70ox+p3W7r8vJSnU4nwA1xEM0w62A6ncZeAkkhO9ze3g55F4QB3WwymUxI9KTZ6XU8SzabjYODAFmuZ8YvkzRjX7Txww8BbCEaiLnYJ+Dce+MTO70FXaFQiHUMiQKxRlLvzDg2SJKCzRJ3mUvinsdmT/a9+gA4l2ZtcH194CMB6/5+r/o68Ib04P6oxrB3hu9mbCAH+ZlGCV7hYV1ns7Me/YwF8Ww0GsVc4PupIhKLXE3Q6XQSm599TbEOqQp7e1bf0M96oGrJCbDflpH+/49C/L/kwlHhJNhYyKaD4+PjYLUqlYpWVlYChKDhYYc8myeYiN3d3WgBhkGxcFhIOAHad6F73tvbC0YmvdmR18JCS0o4EAwdA4QNgrFikXqmhbMH6OOkCMCUS+hYgf6Jz/FyFwyZX3cxLF5Get68+M/O7JOYeLD3oAobjz6VhcAFeyDNynnoM3k22NR2ux3vRbuHXALA1m63VS6XwzF//vnn6vV6Go1G+uCDDzQa3Z5ehZ46k8lod3dXo9FI29vbwU6vr6+rWq1qaWkpDkXBRrCji4sLDQaDRNmfkj8AejgcRu9Xki1AC0DXKxvz8/NxghxACQdHh5nT01P1er3YJNfpdHRzc6P79+9rZWVF5XJZb775pl599VW98cYbCW3c0dGRxuOxOp1OBHs0ciSBa2trX0tQstmsHj58GKcsAlhZG7AVbOjCaQNuAcLNZjPBnktKMI7orHHsngwBDmCC3QFLijXWbDa1tLSkXC6XAK/dbleLi4uam5uLDVVIANhMh+NGU1koFNRsNiMJIAHAR8DkXl9fx16HxcXFOJHR5SqUmofDYeKo7FqtpqOjI+Xz+TjYQZppRR0Uch/YF8kZ61G6rWQwZ7Tam5ub08rKSoKZRSZUKpW0sLAQB0SRmDkw5jMAsM5cIRdjcxH+jzXCJi+AMSAA30MCi390v85mYHxjs9mMfShOSgCu+B2gw5lHl+/dBZ6/qQr8bSvExBIHGNg6wJB1wRhCFMESun/0DZku28I+YK9/8pOf6NGjR8rn83r55ZdjTTGntEQ7PDxUrVbT0tJS7AORpEePHklSVGphtfP5vLa2tgJ87u/vx8Z9fBn+g9dTRfCqAkm5AzzAH/fF36hsXV5eBjCkwoCuG0kU44PWmTgznU5j4yttUFk7zAfkHL9Hnkm8Ysz4XGyZBLFQKMT3U/nEBtzfQ4BQOeHyefZDatJxG6BMXPd446TMaDQKggEcgB0SR/DLJDJpiSkMMAkAflFSosqPf2CdS7ONhEglSdR5BuIG/of7g7whuaFhAL6YCpzb0LeVW33nGOn33nvv3a2trWAUGo2Gnjx5okqlEgJ7nyScIpmO75DPZrPRxYBNBUw4CwxDc71atVoNBpAASznX++lKs7PuM5lMglVARgLrx8TjVPluGFOyWIyOAAljAxvIQgGYSMmslu9kLGAVv6l0+W0uN1h35gAsAqOkWFwsEJ4L1imXy/1/7Z15lGVZVea/HfFiyIiM4UW8iMiIHIuEorIALQoSiuqyWlG6cewlKLY2KLbIkqFY0q52LRGkmG1bBgWHBrFVVJbYitDd2Di01VBqURQ1U1YVVZVTDBnzi3mO03/c+zux380XmRlJRkYRefdauV7Ge+fdd+8+Z+/97eHsEw+2Qdll68/g6/z8fIywvf/979cNN9yg4eFhDQ8P69SpU5FHUnI8OhmDQqGgRx55RMvLy7rvvvvU1tamRx99VCEEHThwQOvr6xocHIzRW+a3tjY5EZIOCFLSn9pHLIgWnj17VpOTk7HNnE/dAT5qamo0ODhYUZZklmwGI2WOclxbW6too4aSwxGkPRUbAAEvHAcOEKJeluj5+nrSrWBkZCTW1HP6Jw4RytHXe584cUItLS0xmgrw55o+0kKEBGPj03pE1QAypOp8uQsGGf74iKRPkyMfAGyfkampSeqc29vbYzQVHuDMNjc3R6AG//g3Pz+v7u5uTU1NxQgW1+ZwKGoh2czc3d0dwT2GFSeKNeUjeMg14BsjgeOAzCBTvkQLwNHQkPRb7unp0ejoaKyR9+lteM1vEZWnFAv5JLOzZ88eFYtFhRCizvAdWjCmzDOgxkfTWJOAN3QlunhmZibWyJImBmhgzEnxs9Z8Gh9djD6jHAI9XygU4oZddCS6Gb3r149Pu0PZiDOAuJoerKYjfaod/cj8eUDDWO8gs67Y88L9ke1BhyOz6NL+/n7t2bNHR48e1Te+8Y0oK2ywP3r0qE6dOqX29nZ1dHRoZSXZYHjgwAE9/vjjOnbsmO644w7t3btXz3jGM6I98U4AgQr6spslB5uwhgA3PC96nAguc+CfwZdZscG2UCjE8x2IrFOi5aPH8AaHFF4gMzhZ0sZGO1+uRnSUumh//+hySmyIYmMDOAhJUoXNhmd+Ey2/yf36kki/n4nf8JlFHDE/38gjOtLPFRkidCxyy3rzziTrzkeJAbYEluAF9gqnh+AOwJpSEr8XA8fKR6OzGy29PSBD7jemLy8vx7aq2YwTOvJiu3ZcdTXSra2t4cYbb4xpLT95KOXp6enY/5lyjZaWFo2Pj8fJZNMYgBaB87uJaVHDrn1KMfDE8MwQnrNnz8aDWjicBeWI8IyOjqqtrU3SRhsXaaMOsbu7O/ZrbWpqikX/Hjhg6DhREc+UFCDKampqKh6PjPH0vT8xGL5OEMoaDJ96r0beKEkbEXNfboJAMgcYYkAX6USuB0BEyEjNMa9ecdbU1Ki/v1/79++PQsX8lEqlGI0tFou68847Y5odoPeyl71MMzMzuvPOOyVJL37xiyNA6+rqiuUwpC8bGhpULpd1/Phx3XvvvXrmM5+pmpoaPf7441paWlK5XI6HrJAxOHPmjFpaWmIrKubBpyExQJ2dnWpvb9fExESco9XVpGafTR6UNgGmKK8gIoNRwMh6o02qv7GxMdZ2kxmQFKOYCwsLUZ5wWJaXl9XR0RE37UmKAAXwk+0YAQBCCfoUqbRhuHCYiBj6E0n9qXbMMV1X/OlkrENqP33JBQCXSCtR0Obm5rhpBsMJQKF2j2fzxoe119nZqaeeeioeFQzwAZASPfEgGOApbUSJWV8849TUVEX7Ssp6SJtiPIg6SopOOJEdX77l92NIioYIYIqz39bWVuHILC8vxzKyiYmJivVIzSPOCrxhc5ek2OoOuUM+WK9EjpeXlytS/T6QgR6i3pLnA3yhG30Zgd+TQpSMUizmEgeYecDZ9dlB5HOrBPjzf/tyL37fPyOyw5rwoJ61DQjCfnm9zHXIHrGZkIwJ3YxmZ2ejvZmbm9PNN9+sz33uc7ruuutiBytJ6unp0a233qr7778/7u1gHaKPuE/4TWbw3nvv1ZEjRyru0WcKmCeAGc8FMAUUSYpy9sADD6impkYHDhyIvGOdkdmDN4BU+OfT/t5RwqmsdtAHOokxpVIp6pvh4WG1trZGxw25kBQzjdhgAj/8nV2zYAVsMfLEfWJTCQb50hm/dtCr7OeRNpwr5HRubi6Wu/I9npvSId8qEvsLYPayyRxIGy0xIbrk0DUGpwU+oYvQTUT74bcH1L6xAsEoZBg+8B62Lj+QZRN6z3veczvRSiaPmmiUJIqosbExtm/ywAFQSoTTKzSEpa2tLaZ8SUubWdykwedmpo6Ojng6XW1tbUVNK+DAzOKua4wAgovxIT3p38MT9TVvGEafjsGDhS8+usLvkDr33jXKmUi2tPnmmc1ANAbdfxdh8lFNgBoKisiM96AlRQDFfGLUOGWQyC6bERoaGrRv374IQkl7r66uqq+vLx48sLCQHH/82te+NjoZR48e1ZEjR6KHf+2116pYLGpiYkJdXV1qamrS6OioampqNDY2psXFRZ09e1alUkltbW26//77o7J6+OGHFULQoUOHKg7xoBSCw08wENQ34+SNj49raWlJnZ2dGhkZ0SOPPKKDBw9GgARQZM2TMmxvb69I5QEu4RV9jX0LItJ2RMOJfgA4fVSMqBf13MwfESWAIiVMRLyIcmLYKLPw0Qx/yJGXFe8YEK1C7qUNI0WGgPIRHOL29vaKZ+WapPHhI5EqHDa6eSAjyDxE6QWRNOrMicrNzMyoqakpbt7iOjgHOPFkKeCVdxwoN5ueno6tuojqkHViTnwtJH97ecWRQNaJAhPdxJABOnkOxvO76+vrsVyIwxc4RZPPvREFSCNXAGjWz6FDhyQprg2AKo4jc8zccH1pI9VdU1NTETHjuXyWC8PL+35jLKU5ROoIeJDy3rNnj4aHh6OO24zOVxeNTvNlEFyf9cA/7ov1x73gePlyPIIwAEYAJzqVCN7y8rL2798f1+SZM2dUKpU0MDAQN2QDaO+66y694hWv0JNPPhk3KLOOBwYG1NPTo6eeeioe3NTR0RE3U9fXJz2cl5aW9NznPjcC+HK5HKPcw8PD6unpiTIPYMbx8SU+IYTYh521gI4rlUqx5ALbwimaRKfJLNKiEpuBjvMlWdg9sAB85nd9DX1LS0vkAeNXVlZiWR8ZZ+YDRxFsQVkWwBS8wZ4LvkuZBrLNmoFYR1wXcMq6pVXp+nrSHhK5RUeCEdAZZLuYC2ljnxQOrscsfu8Cv41+QmdTXkUmji5B1FPjEMJfyizZJ4JeWF1djftSfOaGSgN0FnPHPEvS0NBQHpGuRsViMbzgBS+IxpWFTH9Wf5Tz3r17dd1112loaCim+YgyFItFnT59OqaPPDAn7cthEixwSRWne6GgiYaj4PDuED7fTcLX8fgyE+ogaf1DXZqv9wI8A3opLaGOk9S0b2mEELEoif74zXrUOyG0njAQeLw+JVmNANQ+hYexxChIGxFuxhMhxEjiPBCtRji8UaEvL6B6dHRUBw8ejA7S2NhYRWSLa0xMTOjaa6/VzMxMRYcAX4YzPz+vBx54QLfeeqump6fV29ur2dnZWD8MWJ6YmND6+nrMHDzvec9TuVyOPEDhoKQAGs3NzXr44YfV3t4eG/0PDw/r5ptv1tDQUEWakXskBU/XDyKE8ILnoDsCaVEUJ8DTR3Pn5+d18OBBDQ0NxZpG5GRxcbGi+w0AldKYtrY2jY6Oxsgv0TFe8o0AACAASURBVGNJ0cj5ch6uR6SDTiakquEVByagsH1kBvnFkCITOMrMI4qUdU45CwbLl5WwvmpqamL3E+QEowzvAZekRqemptTW1qaZmZm4v0KqPDiCv30a1mdokEFquVn3OKT8TrFYjGCUbJwvoUAnoce4F0kVkXyyCM961rNivTb3u7q6WnEqHkCWNUtpBvWpPtII8FpdXY1AA/3j6xaljcis55fnE5sceR70vc/SeOehrq4utiwleDA3Nxf7RGePo6d0gJIcH/3FuUGXe8crW+5RrfxjM8pGlfkt+MHve/I8w4GFZ5uVn/Bby8vLsffuyZMndeTIkfg7fu8AOmV9fV0PPvignv3sZ8fyIF8iVigkNf+lUil2AcEh8OVrlEl5ADkxMaH9+/fH7A73gV5jPI4WgHRhYUE9PT06deqU9u/fr/7+fhWLxWgv0GeSYnkb9y0p1mMjY2ZWIR9Z/gLQpqamtLS0FKPePmOITCCHs7OzMbrLtSlbQJcgWyEkZ1D4/S3+hFDKBrkurQSxG4BG7zAjj9PT09Hp5z6ReQArfPalJMgZQTbALg4yehi95WurwThcj3tjDdDVh7nw2WX2ojCHvpyEQGQ2S+6j8DxnNrPjS7Puu+8+lcvlPCKdpfe97323U5JBBITogqQYdUGAOP7ZTzRRFCYFZZytIaK1D8BCSibOe2R4oygDnwryv0utIUKJsQBkERUgIkdv1rW1tbjxCaDe3t5eUYAfQqhIddI3dm1tTeVyOXqo3ANGjjSqrynKRlYQEjzlbBoxS0Qy4QMRIN4DaPm6OB8lQjABCT7t6xWVmamtrS1G4VdXV7Vv3z5JG2UC9HOmET9zWSqV1N3dHSPXKBrADKCf66+urmp4eFh9fX0Vh5aYmYaHhyNArK2t1enTp2O0t1BIjn+mFAiDjqOHMsD5QamgyChZoGOJTwm3tbVVnFJHa0DmAIBJlBSeecVEnW9jY2NUckT4KasBgJKBoW0VypQDaiRFJ5C1R1TfRxH27duniYkJmVmsH+aQhMnJyQgUiGCSLUEOWCvcN5E7InSAM4AB36P2G1kkekTtLcCUaDCghd9j3SKvOMh01vBAC0DhQQ/fQZbQD7422W8g84CLWkxkCyNG5Aojggz51mA+SsmaxcFh/QAukAOenUgw65guRxgv5ob/w1uuz8Yg/7kH5hhODyZJI3MtypbgPVkJ5McDBpwPomZ0VyI76Tu1EBkkkELWgLQ4OgAdXy0iDW8vpBMhz3u/piRV1E0TgSRDw3cBPuhJ+OodMjOLkWyyMzU1NRFQ43Aiq6xvABbPjdMN33FIe3t7VVtbGw9ewd5cc801cY0NDAyotbVVvb29mpycjBsZ2UjKNXlmMhbUvHp+kAXDaaa0B8BHh6yampoIrimdhAD58Bad76PdONdSUsbDPTc3N2tsbCzKIU4buom1S2MDSjgIfvjgD7rK4w8CfGQImNOWlhbV19fr5MmTFSeG4qigf5Bz/0ysRXS0D1LgqDPvPIsPUAFyyYz7Y+EBz5R/+NI0OqHgANFxiLVOSSQ17+gcMmHeoQFYoy+Ze66PTPjAgY9uoxv6+/vziHQ1am9vD8ePH1e5XI4bdLzCQ8Bg6Hd/93fri1/8YozmEJkjAks0E0XCxhwE2pctSIrCm+0ZzAYz38bFL3qUKNFiX9fI4q+trY3pXK4vKW5UQnCI/KFEfCpE2qg5BkT5FCELzANdX+aCB1vNMJwv+uKFEJDA/7MgGr4hIChqBA4DMj09HY+k5fmJxvNdX/pB+UWhkGwkzNKRI0d08uTJGCW75ZZb4kYFjHi5XI6dAQYGBnTPPfdIkl71qlfp7rvv1smTJ+P98zwvf/nL1draqi996Ut6znOeE7MURGEBfeVyWaVSSUNDQ2pubtbJkyejU0RHDj/vlCJJqtiw4jeOsUZJe7G5rL29PUbSic6SZiNyShQPR4znoQQIhcV9kbXJyhv3DsicmZmJG/+IeBApwEitra3FCCLlKKRh2TBH5NSXYCGfXsaImhCpxwADJNls1NnZqaGhIfX09FQ4dPCV1CLA0keGAUA4NDjW1FxKivXuvuzDR3EAf6x9auMxEj6NSv0xWS9kCjnkNz1g5v84FOhCDDTR18bGxtilY2RkJDokBB6IGPlUM/fFM+HcAwp8lJToNvMKSOJ9np3rMQesF56TwMDi4qLa2tpi+ZCPtOOw+k1J3rh6wMic4LDAe5wwfh+ZotQjq/Oq6cHzlXdkv+e/n9V/2fFc27+HvHtQ4dP7OC/oekkaHR1VqVRSV1eXHnzwQV1//fWan59Xb2+vTp48qTNnzmhlZUU333yzHn300ehMY7caGho0Pj4ewfahQ4f0pS99SUtLS7rllluiY0pKf3BwUA8//LCuueYaHTp0KHYKwe5Vy8h0dnZqbm5OxWIxbnzu7OzU+Ph4BMd+wy1yQB9ywJ4PiLEOsA1sjqYElPJAZBD9BgjO9quura2tCB6wTwldhExiWwHUEHMEv9iTQJYPWcGOsR+KLhvYfZ6dNco+MOw3mWu+j9zAc58Z986OX5usVb8O4Sn4StoIEmCj+H2Cf4B1MongBOy3L3f0GURsWrbumtpvAgzYQ+7f66KL7SN91QHplpaWcP3118dz6impIAVClBbQODIyora2tgqByh5JiuH1UQ4WO83hUQIsBL6HAQMkE93AqyyXyxWpZqIsPq2M54YHhqeGoEkbKSqElrINFjsen1ce0oaSwjBjvKllAqRIG+lF/93s3wAKn4L0ABny9V8YUYQEUMRzIIA4JWQXiLZSa4liIbI8Pj5ecTpaS0uLvvKVr0iSbrrppugozc7O6vTp01pYWND+/ft17NixeHQ4v+Pr42kxRSqQOmk2oo2NjenAgQMVdaV41vQiJmo8OzurqampCDQpB5FUceocaxnD3tHRocHBQbW2tkbww7pbWto4YpeTMDmNjDZvHDW/sLCgjo6O2GEEoChtHJxBrR2RBrrdsObr6+tjutSX6KD4UHjNzc0Vm+P4h0NElNpvtJQ2jusm2sjmPxxQn7JD+QJkMQgAd56L9H9dXV0EkpKirgBUsa4xzoBmr4zRC0TzMNK0j5uenq7IZKAX+D7yS7cLItbIHI4XqU7mB2PrS48gv1HYH2uNDoF82YcHDmYWazXRX/X19TH65FOmXva5ZwA7BjirI5BtMl30POfesxGt7Hd9Gp4IV7ZuFQANr8hAMAbdx5pgTohsEaHm+/CUIAQG39dh+tKUbBkG5J0vD0q8s+RrXqvpU9aQLzfjmclgwB+egWdlX8/6+npsI0npwRe+8AXdcsstFdHKEydOaN++faqpqdHhw4c1MDAQZcOXQYQQYruxEIL6+/ujIwxY5F7Gx8ejE+/LkCgDwX5PTk5WBLmmpqYq9mwQacZhLxaLampqim3wKAWAj5wm6zeaggeYB4Cl5zW2k3lgffrvID99fX06ffq0pARIj42NRRn2GQ/v9BB8g584uGQ4wQrFYlFDQ0MxsEF2gIwnetrjB95H/3EQSltbW8RH3slC30uKABvcgjOJzvA2DpxBpgM5hLdLS0sxSEVlgA8AsN5x2llXyARZY/QLc7pv375YHgLvfDSa+eEZkeHl5WXde++9+WbDavSBD3zg9qNHj8bUM6A0C2wxKqTNWRzUkBIZQdmR9qIeEWWHofEgk/pNNgkBIpaXl2N7ItK6TDSgAKVArSa1TaTzMHh4oSwI0s0+QsTvk2JG8aBcPAjxmwQAT6R2SDUDJLzRRBl4xYth8WMQbl694EmKniU8AfChxOARwJ77JhKFUpQUHZz19fWoePr6+jQ4OKj19XUdPHhQ3d3dFUJ65MgRdXV1qVQqRUeC58VwIvSAD7IJ1ME2NTXFnqREVjo6OmLUExAO8F9eXtbAwIBKpZIee+wxLS0txWt5o85c1NfXRychhBBPiWKTBuucPsPU8gEE4Qm/TdqeqCGKF6BEmZN3BgC4pELJ4NDFQVLMhPB9KYmeAwSRDeRQUoy6EKFA+fqaVjJDbELknqiZ9HX0RJ0OHjwY5Zz1jFNJ15TsJiJkhwNNWIdkDegb6zNcXIc1w+9kIy0eHPpSBvjR1NRUoXv8P18eIqnCaHqHFHnyTg2lFBgR5M7Lqy8n43l8Bw8vy6xL9JZfC/DeO0usZ5+K5bdZg0R9uR7pdB/A8DLrdafPqDEn6AvmlXn0EWYCIr6uE6eX3wMse76hF9BlPn3Oc2XJ14p6Z8aXzXE9nFDPW5/KJrjh5wYdih7wZUj+cB0cFjYTrq2tqaOjQyEEdXV1xVMoCXa0t7fHeaGMwesb9APOBrzEIaX8jc5UPnPqN3/6DZ9NTU06ceKEDh8+XHHqLPwDoOMs8fvDw8OamZmJe2PouuR5293drbW1tagbWY8AOn4fQIgcZ+fEyxtriH0A6Oy1tTWVSiU1NDREHeXlmEAPZU4e7HlMwnz7jDq2r6+vL/Ldr3tfmuFLNMwsOjxgJM8HrwfRRTwnesnLPutkeno69sH2OpDv1dbWxjmnKQMbqsl6wxvWgy8N8dkf5F3SOWsQefI61GMPPl9dXdXZs2cvqrTjqgTSpVJJy8sb3Ss8MMBwNTQ0RA8SY4nC9MYC0MMmK18LBKjAQALmfDqIsgqUDk3Liaitrq5GYI2SJ0JAWoe6JUlxVzNlAUQXSCGzIHlWjBrAD2FG8FhQvrYY7y/rzSGkHiBzvz5aJ52bykT4UGbUJPrIJild6rRRlERWvOEySzaWTU1NxdpZgNzQ0JC6urpiKr2uri6mAUul0jkdK3xrRNYBxLx5QAOhZKjTm5qaqkhpAbzY5NHW1hZTkvPz87G7B4AfIO4NIZv0cDKo0aSMZXp6OraaowPG/v3749HpOCENDQ3q7e2NgLCnp0dTU1OxnhBFWl9fHw8eYq5Z46TjaLvooypECDlwgLUL2A8hqKenJzol1ONRRkX3CNZoXV2dnvWsZ+n06dNxHpeWlmI0g2gHipEoNsoZpxGgxXeIQCMrPpovbUS/iVwRJSYLhaN39uzZ6JRjSIiw4MQD9vi+72MvbWx0RL5YdzwrDoQvA4LnGBbWPM+IHKGHWEvcF6AVHYYzgrHG8UGX+WxSFsijW/z+E4j+5tRGoiugurq66OB7gwtwLRQKFTXaPnIOCOf3CoVCzHSQRQPUUnfqU798F523vr4es0xEIgHY3BtrCRADCAe0+Gwka9JHjn35TxZkwxecdb9muF9KW/xa9LXSPqABLS8vxw3QAFvf9QRZwREl6+nLw5hbH1TIghXPb+94EGiqr6+PQNT37qZfMwEGsmKsTzoxeF2NrV1fX684QZR1TomHL4dDnmdnZ9XZ2anR0dFog1hD/n4pe2IdEHSjrAJ96jMGbLb28wifvWyjK4eGhipqjFtbW+N+LZ+d5Zqzs7OxpI4uUz5ghm6m5SDzBSBl7fGK4+7t1cmTJ9Xb2xvXeRaYmlksVaH8DufBd36ifaHnodfX6AV0mi8F8aWBPqCFnmJPBLoYR5EsDPKEbHjA7eUPOc1PNtyEYBCCxKQRPUSxEpXr7e3V1NRUjJh4jwvQIW3U9iEggAFS9b7OTtrYdU7kamRkJCoagCKGkr60TDxEfTTRwuXlZfX398dygpaWlgg4STOxgHwnBsABURiuicLmPV9P54G1pCgw8MhHqXEMOI0O/nng6T1OryAAIdSyAhBxLjj+mMNheI6xsbHYr5YNgyjoY8eOxY1BbKYhIl9bWxtLJSgVgBf+8A5AEMrbbwyDHx7gAvB8j1EUX7FY1Nrams6ePav6+nr19/dH4020AwL0YNABepJULpcrUm708lxdXY0Amx6mRKPh/fLycuygMTc3p7Nnz8ad35yot7KSHBzU3d0d1yrPWigUVCwWoxz5fQBra2ux+wGK0fcenpqa0tDQkIaHhzU2NhafkZpcZIL129bWpkKhEA/Cue666ypS4ERvBgcHK+aEDMz4+HjsCCElgLKjoyPKWblcjo4rp5YhA8ggpTYcwkTKuVgsqlAoqLe3V42NjRHkEt327ZmkjRILSfGa/A5AFtmRFB0RHzVhMyhOvE//s+azpSM8H+Cgubk56iLkns2B3iHiWSkFwvjAexwr9JsvZQCc4uTiFFKa5Tca+s3g8My3vGJtsw55FkkR7KBf1tbWVCwWY/eP2traGBUDCKLXvXGnbaQH2gBmdJWX56x98fPonQQfMee7HvRD3vHgM7950o/BnvkoG78BOOEa/Ab85ryDyclJdXZ2RmcEgMF6IxIfQtI5wvMLcOLn2QMUgjsEFQDI6G544MvlcJBXVpITeHt7e6PtQuf5AAb3UiqVol4iI+wzU9lyqZWVFe3fv199fX3R3uHYegcLIIqd4FRg3hsfH4+/z/qDN/6e2acBr7xzQf30vn37ojNJJtI7asgY4JQo9/z8vA4cOKD5+XkNDg5WtDZ87LHH1N3dHcf5sibmgKAZ0X/Wzvz8vI4cORKB/ODgYHR8/Obe4eHheN4GGIONpawlbDpRdA7v8sEKdKHfiA24Rh/BX19OhU0jW++DeKwX7HehUKgYgwPsf88Hxs5HFwWkzexaM3u3md1lZqNmNmNm95vZL5tZc5XxzzazvzKzSTObM7Mvm9lLN7l2m5l91MwGzGzRzL5uZm+wKk9gZjVm9lYzezQde8bMPljtHjYjJoH/E6lk8wXeHpt+JiYmIkDwaQqiV3hhLO7l5eUIzkhl8RmGEfIpdboMkL4l6kbqht8j8kfnDJ4HpcnvLS4uxkgs0T1+E68doDs5OVmRhvILD++VWikzOyfChCEDBHhPmwXLb/myBmkjpeOj3hh+jADXAWBhSKiF416I8JPaYyMezf0B++VyOY7xqWV+j4guLYvwhplfeDg3NxcVRE1Njbq6uuJ4SoAkRWUO6AVAEoWBaJfY19cXjQBgjnWAAmadUou9vr6uUqkUMyMYAZwPQBVjUdx+vnxKmHrX1tbWWLsMUJ+YmNCTTz6p9fX12KqP9DDrbXZ2Vn19ffFaOFk9PT1xnjDYzc3NEXgSOfayyOmhnIjlwdPo6KjGx8djerKhITmW++TJkzp06FB0OIjKjI6OxoM8vDPMLnFKmCiJYrMPfPdZpvn5+RjR85viRkdH1djYqGKxqNnZ2SivvrzL96BFNrLH3WJgvcFD1pFB+OgjtT7bA1jCgPhSBvrOr6+vVzjuPsOG8+MjQNwDvXfRGcgImSNKijxAwnEA+HR3d+vMmTOxLMcDSh/h946+78FLlqKhoSEaXzZQM0/8rj8Jks4vPCMgh2chBe2fqVAoVJxQCrDFiNOy1JdJsVaZUw+ePfkSINaZnzcfcEDXIbPcI8TvISuAQ+qE/ca6xsZG7du3L9o8D1Yop2GtsXZwsLkXr7/JDAK+ob1790b7RdbTO4PYL56DTK8P/ExMTET9xPxis7zNkRTtAs8Df8lCs7YobyGI4A958sEjQC+HYQ0PD8fTOjmZlpMdZ2Zm4lr2mRY2NFMSJilGwp944gl97Wtf04033hjlUJKOHTumgwcPxuCR38tByQXy29raqq6urigrw8PDFZFaHBEi8T7j4k9G9RnmmpqaCjnGplCSiJz6ckJOb8V+skbI7PsuTz7izbqTFB12Lwcc6sU1/UZps2SPmecJcoucgyG8c88zwwscj63SRW02NLNflfQmSZ+XdJekFUnfJelVkh6UdFMIYSEde1TS3ZJWJX1E0pSkn5X0XEnfG0L4O3fdekl3Snq+pI9K+hdJ3yvphyW9K4Rwe+Y+fkPSWyR9VtJfSzom6TZJX5b0PSGEc3etZailpSUcP348/g1TScOnvxOFaGUlORGHHccodcAyETi/+EklnzlzRocPH9bw8HBF5IW6ayJ9pJIxqJKiYkNZ1NRsHC0KEBoeHo61RBgo0kHSRh9iBIl6VjZo8FtZrxslBlFmwe5mapjK5XKMtiMQ/shweOiNEZFoBBBC6fgULZEz79nz/JLiAR6k0bIlF7W1yUYuUtJEm6lr8xE67hEAhxIA0NObmHvAoPu6XZQ00X++j1B7/jJ/nOxFVJo2U97JI9PheUDki+ek53BNTdLLmENh4DUb7Xp6euKpWkQhAE1Eck+dOqWOjo6Kk6RqajY2p/CsRGDYRMka9+UE0kZEi3aQRPI6OjpULpdjhHJkZES9vb1xHwBGFpksFArx4CLW5eLiYpwbnJAnnngiGjQOJuHAB1K3zC+toZhj77gCNOnOsLKSnGzZ39+vgwcPxo4l9GH3js6ePXtimpNrkhmibAseeTlAH/njfb2h8cAS2aWXLoYNXrOmAVTw0a9Nv6Y8AYz8HPgULn/jhPgNRegs7t0bL8AL3W0KhaTTB8aPXuQAT+SA5/L6wv+fjBxlQGNjY3HnPs7I0tKSisViBe/Qv5SRjI+PR5DjM2fwA3Dno5roA2Sf77MJzNe0+xI9Px/wDn2ULZEDEGH4PQ88oAVk+6AN1/XrjHlDt7MO/HqD/Bx6PmSzi8zv3r17Y2tAnAnWit/oyBrywAa9z0Z5sm/02ccp8PqYa5jZOXYY+w0P19fXY69o9Bbf5/4IYHmnqFAoqKOjIx56xbMR7OAgKcolccDr6+s1NTUV965IigfFdHR06NSpU1G3sW7Rk9gRAhn+QDGejzluaWmJ3y0UCrF0imYHZNrHx8d1zTXXaHp6Opbb+U2mOH7csy/BgF8+C08ZLOuePV6UEcIDshALC8lpwO3t7THIhqPOQWBgKq/PfCCS02T9PPNZVmZZF96hxhnL6hFfMsNaeeCBBzQ9PX15unaY2QslfSOEMJV5/72SflnSbSGEj6XvfUbSKyW9IIRwf/reXklfl7Qo6bqQ/qiZvVHSb0l6Swjho+66fyHpByU9K4RwKn3vOZIekvTZEMIr3djbJP2mpP8QQvjTCz0LQNrXWko6RwGhtEmvoGCodQW0egMJgAYEoJgAcQAYlLGkaFSJeOAlIVx+AwCKBMDqN9tQ98m4bFTP12yTBiTaTHnC3NxcVFKtra2xeT335o0bUQ8AM9dnAXrjTlTVR8V8KpQaPd/rVlIUUBS5r49CmXBNoiYoPfhKJA3+79u3Lx6RjScKMEXgMHiSznk2avV4LgzU2tpaRUSM9DjGjXslTUn6it/hemQPeB/FDtgBFLDm/JHSfn1wz6xJMhSFQkEHDhzQQw89JDPTgQMHtLi4qHK5HP+P0YO4DlkajCGRcqIkZC1ov7iyshJ3YRONJ5LFCXyFQiGeEjkxMaHu7u54EAHPQAkSO8/n5+djayZkiWjE4OCgDh8+HE+hBNS0tLSou7tbp06divJIWm90dFStra3RSBBBZaONd3SorW5tbY3OB6C4ri5pB+hPL2VvwtTUVDS6zKF3gHw0GBBPyQbXRuaRQW8gAHMeuPgxlFoge9k9Dn7NIZesOQ+gsoCc5wDwEOmHf0QoMZY4Geiq+vr66Oz6SBDgnFaBPpODruCaPhsBKGS9oT+pPyeqmtXxrHNKnhiL00KZAYc4nT59OqbTeV74wW9TOujn0Gdi4Asg3DsL2b04WYcE8s/v+czz+LXi69tJraOjWOuex4Bsn03wIJrnwBEG/KGf/fU8f3yJCM+MnvKlMjgdzBn6uLGxMR4A5Z0Sr2NXV1ej7LO+C4WCRkdHY903mWg2P+/Zs0fd3d2qra3Vo48+GveBIA9sgsa2+Qyu5zXvtbS0aGRkpKI7VqlU0uzsbNyjAn/AFgTTfPS+q6srbsSGhzwrtmFxcTF26iCT5jfmNjY2xk3rPC+fk40DzLI3pVQqxWi0z8x5h4OSK+QAPcA98dzIIuV1lLrMzc3F34QHBGxWVlaiMwzNzs6qWCxWyAQn+9Klyzun6Gh/lLiPVBNsxEHj93Eg7r///ovq2nFRMewQwj1ZEJ3Sn6Wvz00ntlnSD0m6AxCdfn9W0u9JulbScff9n5A0L+kTmet+RFKdpB9z7/24JEs/8/SJ9BqvvphngcnekAA+fGQGAQXcAByo0UXx+wgSNa11dXUqlUoxDcjEsGFFUqx79IoM44WilxQNt7TRYkna6BFMhBtBp7aJAzBoKQMgJZVLzerc3JwGBwfjxgKM9dzcXDyghKjR2tpa3PDh07+k0TzYJlrNMxGpRgnDZ8AX0WGIkgW8fAgBwDunForUTbFYjLWvpKPwQGlrhgICGGUjn75mzdd+AxjYoEEtGYbBOy08H5tZAFm1tbVqa2uLEQ12JRPdoFQAoNHe3h6v6zfhIPSAaHgMf1g71Dj7/tL0QyVdyimYQ0NDmpiYUH19fTz9q7e3N0agJUVQzFzPzs5qeHg4ykhra2tFBGZ6eloLCwsaHR2tUKxs8vStzKhjbWhoiDKB40m9OpmbwcHBqLA5uXNlJdlMdPr06XhaIiD1xIkTeuihh2IJBXWHHF0MiK6rq4sgGeVL2RUZHT7HgaMekANqWFvcG84qY3H0vEPJ2mPjj++MwzoHRGTLtIjkkknyjqEH+WRz2DAmbWxC9CDal2n46Hc2DetrYAlM8P1slBKQR3YCnYuc+M4vyC66kK4lEA6wj0J5xxWeDQ0NaXV1Y3+Aj5IBUml7isPL4RscyjUxMRFBJRmbmZmZmIVgTuE5ZX6UVAGqORzJR7QZx7OZWQxqeOAJAUB8ZN4D8GxHFX4bPtMRh/nw+1RwfPx8EKkkqwlQoWYcm8K9+X04/nd90ATdQYcNH5H2a4aSMYJYzC9z1NPTE0Ek1yHYwfWIuq6uJrWz1M9yrxy+Am/I1g4MDFREhJG50dFRzc3NxdINrkOUE12PfHpnDjt25swZTU5OStoolcFho+wGGVhcXIzrhk3v8FHaaD0nKWZDa2pqYsDEnyQqSf39/VFPY+9xeHw9P8B2bGws/oZZsiGTSLGXPX+EOuvOrwUp6UPOSYvoOZ7dn4jrA0tgMvhYKCQt+XA8PYagxAr+wKOlpaWKPtzYbRxV1jVzhg7ldy+WvtnNm35RNQAAEbBJREFUhgfS1+H09dskNUj65ypj70pfj0tJvbOkGyXdF0JYzIy9W9K6KkH38fS9u/3A9Lv3Z8ZuSp7JkiJIIqqIYUK5kjrF+6YkAkDFPyYGgwo48fVffmLYBEjat6mpSWNjY/HapEEAC3hzeEwYRCKHeNco96GhIc3MzESQgAFfX1+P/TlxBIi04J2x0DBAy8vLKpVKWl1NejKSBqU0xR/tDEghckjKlWdg46aPcrGh038fRUzkwEdCFhYWYrSOHsSkobzyxrgNDyfLEyUubQABDBOC6csqcDp4XknRkWAtoeykjT6s9H+uq6uLXS8mJydjyo+SlLW1tZhuBnQ2NzfHiCbGkXSbpLhe4AnRACKSOBZsqiFqUyqVzqlBbmxsVHt7e9zh3d3draamJu3bt08LCwsaHx+PB5Swvul9jGxMTk6qp6dHZ86ciSB1bGwsgrXm5maVSiW1t7drcnJS5XI5OpjICM4OYHV1dTU6YnQOeeqpp6JBXFxc1NGjRzU6Ohrr30MIGhkZ0fz8vA4fPqxisahyuRw3T1KjOTo6Gp+F5xoaGlJnZ2c0Gqwx5re2tla9vb0R4LOxNduKj2gJzgEGBh1BOdjq6mqskSaKg6OSLbMCRBBVYXc+QBsDhjPqaxazTnlNTU1F7bO0UeubJaJIfB/Z8Zk735uZmsja2tro5PqoLxmNrq6uilpunB8fHUav8Tx9fX0VB8iEEOLOf7+hk3slIMLaQi4AujMzM1FWefVZJe5dUpQXgKN3XnB44AHzgD6lFM8DPAAYMkhvfoIi3Degiugfss+x1vAUwMEc4dyxhlm/rCXvHK2srERHl+id14/oPHi3srISx2LPuOe6uroK3YLT4mthcSg9SOHUXGTBZ0gIElEOwHqtra2NZVXsE+HeWUd79+6NPfTRKXV1dfF62GRKUBYXF2N5BrXhZHcBmOhLNloicwRDcJSo6R4ZGYn6wTtO2F1whT9JkfvEafe8GhgY0OpqcqIo2QKyQASFZmZmoj6cmZmJoB3eATiJYLPO2e/i7QoBEL+2vPOLg0VQhExuuVyOAUMPgsnqoc/QgTii2RI3ssk4T+hKdAFrEJ4iZ6w177DynNhHn4H25W++tMnjxAvRJR/IYma1SuqbXyjpuSGEx8zslZL+h6Q3hhB+JzP+eiXlHR8IIbzNzDoljUn6TAjhxzKXl5mNSHoihHBz+vdDkrpDCD1Vxn5G0o9KagghLFf5/PWSXp/++VxJD1/SQ+d0ISopmdOcLj/lvN0+ynm7fZTzdvso5+32Uc7b7aNvJd4eDiF0XWhQ9aOVLo4+IukmSW8LITyWvteUvi5VGb+YGXO+sYxvcn83XWAsY84B0iGEj0v6uCSZ2T0hhBducp2cvgnKebt9lPN2+yjn7fZRztvto5y320c5b7ePdiNvL6m0w8zeI+nNkj4eQviA+4hCtoZzv6XGzJjzjWX8vPt7/gJj/TVzyimnnHLKKaeccsppW2nLQNrMbpf0dkn/XdLPZT4eTF/3V/kq7w2kr5OSFqqNNbMGSZ1uLNcupZ9Vu/ZYtbKOnHLKKaeccsopp5xy2g7aEpA2s3dKeqekP5L0unBugfVDSsovXlLl6zelr/dIUkh6Pt8r6flVwPGL0nu7x7331fS9F2XuqVHSDZmx56OPX+S4nLZOOW+3j3Lebh/lvN0+ynm7fZTzdvso5+320a7j7UVvNjSzX5H0LkmfkvTasMnhJ2b255JeIenGEMID6Xv0kV6S9GwAuJm9SdLHVL2P9A9JujaEcCJ973mSHtDmfaRfE0L44y08e0455ZRTTjnllFNOOV0yXeyBLADe05LeoaQNnafhEMLfpmOfqaRF3YqkD0uaVnKy4fMkfX8I4YvuuvWS/knStysBw/8i6fuUnGz43hDCOzL38VEltdmflfQFJScbvkXSP0p66WbgPqeccsopp5xyyimnnC43XSyQ/gNJP3WeIf8vhPCdbvwxSb8q6V9LqldSwnF7cMeDu7Htkt6rJIrdKelJSb8t6beypSNpy72fV9LK7oiSFip/JulX0kNfcsopp5xyyimnnHLK6YrQJfeRzimnnHLKKaeccsopp6uZvtmTDb8lyMxqzOytZvaomS2a2Rkz+2B6pHlOKZnZtWb2bjO7y8xGzWzGzO43s1+uxisze7aZ/ZWZTZrZnJl92cxeusm128zso2Y2kM7B183sDcYxQlchmVmTmZ0ws2BmH6vyec7fLZCZdZjZr5vZEykPRs3sH8zsOzLjXmxmf5eu72kz+z9mdsMm1+wzsz9Kr7VgZveY2Y9emSd6epCZ7TWzt5nZQynPxszsn8zstdn1lfO2OpnZL5nZn5vZU6m8n7zA+G3ho5k1pDr+hJktmdmTZvZ2M7v485CfZnSxvDWzRjP7WTP7nJmdTHn1lJl9Os2iV/vOlvhlZj9pZvel1x42s98zswse6PF0pa2u28x3fy39TtVqgV3FW4483c3/JP2GpCDpL5XUa39ISQ33/5VUs9P393T5p6QcZ0bSn0i6TUl7wz9LefeApD1u7FFJ40qOh/8lSW+UdF/K1+/JXLdeG3XzH0rn4C/T696+08+9g/z+9ZTfQdLHMp/l/N0aLw9LOiFpNF3H/1HSW5W06fz3btxNSg5wejL9/K3p/2ckPS9zzQ5JT0malfRuJSVld6R8/emdfuYrxNcaSV+WtCbp91Me/Lykr6R8+C85by+KjyGV57+VNCHp5HnGbhsfJf1V+tknJb0ufQ2S/mCnebTdvJV0XTr2y0r2ev2MpPel31mS9F3fDL/SeQop/1+fzseskkYLzTvNp+1et5nv3aDEHs1Imt1kzK7h7Y5P1BVYCM9RsjnyLzLv35ZOzE/s9D0+Xf4pOe69rcr770159Wb33meUGNcb3Ht7JZ2S9JjSsqH0/Tem378tc92/UHIS5eGdfvYd4PWNklYl/SdVB9I5f7fGzy9LOiOp9wLj7layAXq/e29/+t7fZMb+WsrXH3Tv1abXGJe0d6ef+wrw9SUpDz6ceb9eCYAr57y9KD4+w/3/YZ0fSG8LH5Vs5A+SPpi5xgfT92/eaT5tJ2+V7MG6ocr71ysB0vdk3r9ofik59nou5Xute/8H07Fv22k+bSdvM9+pVdKu+PNKgO85QHq38XbHJ+oKLARA4Hdk3m9MJ+cLO32PT/d/SjquBEm/m/7drCRi8vdVxr4jHfsi996dKa8bM2O/Ix37izv9jFeYn7WSvibpfynZNFsBpHP+bpmft8o5EpLqJDVVGffMdNwnq3z2SSUO9z73Xr+kJ6qMfU16nVft9LNfAd7+2/RZ/3OVz+6WNJDzdss8PR/Y2zY+Svrj9L2DmbEH0/d/e6d5s528vcD3viZpMfPeRfNLSUQ1KGnDm732k5Ie2WneXCneKokezynJEt6h6kB6V/H2aqiRPq5E+dzt3wwhLEq6P/08p/PTgfR1OH39NiXHtf9zlbF3pa/HpaQ+XUn09b6U557uVjI3V9scvFVJmvHNm3ye83dr9H3p62kz+59KTkydM7PHzezVbhx82IyvJukFkmRmvUqigHdtMtZfbzfT3ZLKkn7RzH7UzA5ZUrv/ASW8uj0dl/P28tB28vG4EsfnjB+Y/j2oq5TnqQ7t1YZ9g7bCrwvN23WWnKexq8nMDkt6j6R3hRBOnWforuLt1QCk+5QcH75U5bMBJceO11/he/qWIUtaDv6KkjKEP03f7ktfB6p8hfc4+r0oaU+1semcjKv6kfK7kszsGiUHG707hHByk2E5f7dGz05fP6GkZvSnlNQ/Lkv6lJn9dPr5Vvi6lbG7lkIIk0oOx5pQUm50StKjkt4k6ZUhhE+kQ3PeXh7aTj72bTKW8Vcrz9+gBEj/Yeb9rfDrQnNhbsxupt9RslflQxcYt6t4W9jJH79C1KSk/qkaLboxy1fmdr7l6CNKNr+8LYTwWPpeU/paja+LmTHnG8v4pk0+2410MYom5+/WqCV9nVGyYWhZkszss0rqeN9vZn+oy8fX7NjdTrNK0rqfV3KAVocSIP2nZvbvQnIYV87by0PbyccL2cKrjudmdrOSutwHJb0/8/FW+HXVr2kz+3FJL5d0Swhh9QLDdxVvrwYgPS+pe5PPGt2YnDJkZu9RUn7w8RDCB9xH8KuhyteyPD3fWMZfFfxPywz+jaRbQwgr5xma83drtJC+fhoQLSXRVDP7vKSfVBK1vlx8vWr0hpk9Twl4fmsI4Xfd+59WAq4/YWZHlfP2ctF28nF+k7GMv6p4bmYvkPS/lZQSfF+V0rit8MvPxUKVsX7MriMz61ASdPtkCOGfLuIru4q3V0Npx6CS8o1qk7ZfSdlHHo3OkJndLuntStqH/Vzm48H0tVoqkPdIw0wqWfznjE3npFObp3h2DaXP+iElR9ufNbNnmtkzlWzIkKS29L125fzdKvWnr2erfDaUvha1Nb5uZexuprcqMVZ/7t8MIcwrASGHlWyYzXl7eWg7+Ti4yVjGXzU8N7MblbR0m1KSxar27Fvh14XmIrgxu5HeqWST/Cewbal92yPJ0r8PuvG7irdXA5D+qpLnfJF/08walfQ6vGcnburpTGb2TiWC8UeSXhfS7bGOHlKSZnlJla/flL7eI0khhHUlR8Q/v4oz8yIlc3M1zMEeSV2Svl/SN9y/O9LPX53+/Trl/N0qsZH4QJXPeG9EiS6QNudrULJ7XyGEISXK/KZNxkq7n6/ShvGqrfJZwb3mvL08tJ18/Kqk/RlAo/TvPl0lPDez5ysB0ZSCbbYpbiv8Ot+8vVjSYyGEqgeT7BI6rARIf0WV9u1FSsouviHpr9343cXbnW4bst3/lLRuO18f6Vfv9D0+nf4p2VgYlIDoTQ+rURKhWpP07e49+hw/rso+x2/S5n2OVyRds9PPfQX4WifpR6r8e0PKm79O/7425++WeVtU0mO3X5V9c3uV1Pc+7t77ajq2z73Xl773d5nr/ldt3qN3UlLLTj/7FeDth1WlhaIkMicTkgo5b7fE0wv1kd4WPipx4oM27917y07z5grw9vlKNmCfluuRvMnYi+aXkiDJvBIgWa3X8dt3mjfbyVslILeaffu6kozpj0h62W7lraU3tKvJzD6qpNb3s0pS68ckvUXSP0p6aUiielc9mdmbJH1MiZJ5hxIHxNNwSDYWKU3bcJreh5Uo+Z9V4rh8fwjhi+669UrqLL9d0m9K+hclLct+WNJ7Qwjv2MbHelqTmR1Rsvnwt0IIb3bv5/zdApnZ6yX9NyWK+/eVHBjCbvwfCCH8TTruZkn/oAR0fzT9+m2SeiT9qxDCA+6anUqif51KynIGJP24pO9Ukqn55LY/2A5T2s7qXiXOyp8o0ZkdStbiEUlvCiH8djo25+0mZGav0UYZ121K1ucH079PhRA+5cZuGx/T9pA/oKQn9T8rAUA/I+mPQwivuUyPe0XpYnmbruWvKVm/71LSgzhLnw0hzLlrXzS/zOwXlJxWe4ekTyvJ5vyCkoOijoedjppeAm1l3W7y/TskvTCEcE57ul3F251G8lfinxIP/ReUnAi3pETZfEi77PSsy8CnP1Di4W32747M+GOSPqekz+y8koNBvmeTa7crAemD6Rw8osS5se1+rqfzP1U5kCXn7yXz8hVK+orOKUnb/o0S4JEd9xJJf68kWj0j6YuSbtzkmvslfUrSmJId4vdK+rGdftYrzNejSlqD9Stx7KYlfUnSK3LeXjQP77hYvbqdfFRS7/5eSSdTPfGUkqBJ3U7zaLt5q8S5OJ99C5KOfDP8kvRaSQ+k8zCixKnv3mkeXal1u8n3NzsifNfw9qqISOeUU0455ZRTTjnllNPlpqths2FOOeWUU0455ZRTTjlddsqBdE455ZRTTjnllFNOOV0C5UA6p5xyyimnnHLKKaecLoFyIJ1TTjnllFNOOeWUU06XQDmQzimnnHLKKaeccsopp0ugHEjnlFNOOeWUU0455ZTTJVAOpHPKKaeccsopp5xyyukSKAfSOeWUU0455ZRTTjnldAmUA+mccsopp5xyyimnnHK6BPr/Jl2GusD5+hIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Wavelet decomposition (2 level)\n",
    "n = 2\n",
    "w = 'db1'\n",
    "coeffs = pywt.wavedec2(B,wavelet=w,level=n)\n",
    "\n",
    "# normalize each coefficient array\n",
    "coeffs[0] /= np.abs(coeffs[0]).max()\n",
    "for detail_level in range(n):\n",
    "    coeffs[detail_level + 1] = [d/np.abs(d).max() for d in coeffs[detail_level + 1]]\n",
    "\n",
    "arr, coeff_slices = pywt.coeffs_to_array(coeffs)\n",
    "\n",
    "\n",
    "\n",
    "plt.imshow(arr,cmap='gray',vmin=-0.25,vmax=0.75)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH02/CH02_SEC06_5_WaveletCompress.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the PyWavelets module, available at \n",
    "# https://pywavelets.readthedocs.io/en/latest/install.html\n",
    "\n",
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pywt\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','dog.jpg'))\n",
    "B = np.mean(A, -1); # Convert RGB to grayscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Wavelet Compression\n",
    "n = 4\n",
    "w = 'db1'\n",
    "coeffs = pywt.wavedec2(B,wavelet=w,level=n)\n",
    "\n",
    "coeff_arr, coeff_slices = pywt.coeffs_to_array(coeffs)\n",
    "\n",
    "Csort = np.sort(np.abs(coeff_arr.reshape(-1)))\n",
    "\n",
    "for keep in (0.1, 0.05, 0.01, 0.005):\n",
    "    thresh = Csort[int(np.floor((1-keep)*len(Csort)))]\n",
    "    ind = np.abs(coeff_arr) > thresh\n",
    "    Cfilt = coeff_arr * ind # Threshold small indices\n",
    "    \n",
    "    coeffs_filt = pywt.array_to_coeffs(Cfilt,coeff_slices,output_format='wavedec2')\n",
    "    \n",
    "    # Plot reconstruction\n",
    "    Arecon = pywt.waverec2(coeffs_filt,wavelet=w)\n",
    "    plt.figure()\n",
    "    plt.imshow(Arecon.astype('uint8'),cmap='gray')\n",
    "    plt.axis('off')\n",
    "    plt.title('keep = ' + str(keep))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC01_Compress.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.image import imread\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "A = imread(os.path.join('..','DATA','jelly.jpg'))\n",
    "Abw = np.mean(A, -1); # Convert RGB to grayscale\n",
    "\n",
    "plt.imshow(Abw,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Compute FFT of image using fft2\n",
    "At = np.fft.fft2(Abw)\n",
    "F = np.log(np.abs(np.fft.fftshift(At))+1) # Put FFT on log scale\n",
    "plt.imshow(F,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Zero out all small coefficients and inverse transform\n",
    "Bt = np.sort(np.abs(np.reshape(At,-1)))\n",
    "keep = 0.05\n",
    "thresh = Bt[int(np.floor((1-keep)*len(Bt)))]\n",
    "ind = np.abs(At) > thresh\n",
    "Atlow = At * ind\n",
    "Flow = np.log(np.abs(np.fft.fftshift(Atlow))+1) # Put FFT on log scale\n",
    "\n",
    "plt.imshow(Flow,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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bTbTb7RwrDhEOD/d7Pjy/5PF4PnJjGSSSMJx6PB7TMLfb7Qr0aojIyt4QGd8bvrSBM78CexoStrMCXaABEGgJg/Os0qH9e+1FRRiErcPhMCKePP1+v5+CH1EtTXVoDhOYsQ03ORGLUNpQ0IcyHLWnzkTb8/KEGsbh+jJKodn7iohKn/x9p9OJ09PTmM/nlXwHVT8nJycp1Ag6/UKYXKXiKI33drvd6Pf7sVwuK14i/bEyckWV8WVHJIzLCq2M1Hg339nTd56KZ0BnR3qmJbASuRzzCc+HRigfvGvDnNvtNubzeaxWqxgOhzEcDqNer+c6lV6vF2/evImzs7NU+vxsNpvYbDZxf38f0+k0VqtVJQLabDbR7Xaj1+tFv9/PubXnigF1xFbmEmxkIyKrvcjBmEdwOoCcWHNCX/D0O51OGg1Hd8gIis2RN9cy5yAE9Bk4EJ70IkQ3xkmEXkY5JQ3MX4447UCWsI9lzQq+5F07bjSi39+K4H0/n7koxJBiCYOzcNDzWUZJX9teVITBQj0rIZix3+9naSO4pUNNCOsKGJoZsEwA28stcXErcHufeFjkMQiNYQIUEP1xKO4oxgJQ1rPDfHiL/X4/5vN5LgxzEr8Mi4mm+D8ivvBSHB3QB8pMHUlZqCxI0AR6k3OyUjeUZQPP/JCYds6H55OE510orIiolEliUPD+8FjdRxt7C2+9Xk9FinAzn/P5PDabTbx9+zbOz89ju93GarWKiMh1FWdnZ6lgUYp4n2DdGGD4iXwcpbL0geqo5yp9MPiGW3gevzebTc4PFXSGkfgep2yz2cR6vU7snoizjBKtQL3Gxrxq2TA8Zl4xGmDnzlFKKct2JpAdR+326EuDQTNPcV1piOEhw0+GE81z3Oco186OaWA4yRGD+384HDKX5GrLPwpF0V6Uwfj2229zlTOQDxgvUcZ8Pv8iFwEzwTSurILwDu09KTAB11BB4gkz/MU1KO3FYlFJsuNRodBRDHhjKDVjsMbSMRClsh4Oh3Fzc5OKGXgOZXN7exv9fj89XrxWmBSFaO/GUAK/Z7NZRhxsC4FhwLiWGDowBjDFcrmswFkW7Iio0Bj6RlTXBvgzw2NunlfGAp1RzHjEp6enabwjIpXm3d1dTCaTSh6i9Jjb7XZu0dHpdCqVT1YyzPnZ2VnU648VfvP5PN/FNiPk4+r1eozH41zzgcLA6JSRUGnoUFoYA7xU4B0b6tVqFb1eL5P6d3d3ySedTicNliM5jAk8D83h3VqtlnkbDAHrHuARFGcJRVk5UkbMmI3fIxco1hKi8py6Esm5EreS78oowb8dQUU8Gg14nGijLOqwE1pG3zRXeB4Oh8xv2egYHXguF/pb7UVBUjDUfD6PxWIREU84JFhqxKOAGLqJqCafuQ8lz2TgbZUwFPdHPBkhJs9Rhz2/9XpdgZ54Jw0G8qIwsGzuBTemnzCSmR4GxAsBdoh4KrslUUpfXQ2FAcKLLOvbaa7oQOGYdtAACAcBNobLbysDPGOaIxD+d4LT4yjvt7IhOkKoUWKUpbIwzkUIhgwwqChQG/derxcXFxcxGo0yYiQKabfbuarbEaUVEZ/DH1Yu7B+F506Jb6lc4FHeQ/95LjQgsQ0v8Juxldh8s9lMQ0nERNUPP+YJ5qXkc/OhaQHPEy35Ouc1kBHm1YbXECj9sKcOjzNnnt8yCvL8e0xE4SW859XwjghwevibObTMW2ZKGJxrS5TDEQr3Mv9GIb62vSiDAUOtVqusS3dCr9ls5qpWe/3cW1Zo+G+uLS22LT9GwkqSPsE4eOruG8rWuD4JV9ep7/f7mM/nMZvNYrlcJpMaQrKyQNj5nxWkVkgooX6/n14ayXKEASOBV1iGyvaum81mKlCMa2k0oJVpRiTCeJzAxVCXeRxHO6W357ko8WaavT+UlWELEtGUtZpParXHEmSclEajkf93u934/vvv4+rqKiIe8wPkjxibFSMevtd5rFarrDqiJJr5JW9xPB7j7u4uI00XIdDXcp2DiwI2m03M5/MshoBuOBc4KZTQ2qEgH2OaMB/wmucdRUuUAy/YwYqolqxbfrjXJfKGNe0YGDriWn5KiLWEwqys/b+j6zJCpp+OEpyvQ6nb8Lli7LlWRkjPGRfoDx1BG6yTrMO+pr0oSGo6nVYYnYkmxD0ej5nLsFIlRGw0GrFcLjOJxGdWfsb+rQzNoCgoPHsMBUk/PHY8toin7Q5IREc8MQoeKQomImI+nyfMwWZ4MLK9JHuI3W43ZrNZMhdrRPC0ut1ujmk0GqUX6oVceJV4uvaAqMkHInGUExEVb9gGiLEixN7aoVarZVUKyou+WwDJoXg+UYJsn8HftVotE/SGRVgcB70jHvNizDFwJoam0+nExcVFZbHjZrOJZrOZO9He39+nkWe+DRdQ7mzFwjoOIjpyNezpxPoTFDd9LWE+aIFSJe/jfBGRN/cyRw8PDzGdTjP/1+/3c34oHul2uznP8LEVHX30tidWrFauVmy1Wq2CyUMzX2dnCLnh/cyzvXFoieOw3++Th4FOS9jV3rvhPCMMhjS531EWjip6wxELNGc8njMrfcOKZa4EHQVdLFMnJye5W+/XthdlMGaz2RdVGgiiMX8w5cFgkESOiGTs0iojcN7qwJ+jNO3NMqHguMAKJcaO8aCvx+PT7qa+FiWLYobR7+7u4v7+Phd00ezFOfnNd94yGdgLDxkP04oAr5dx89vRBjSMeISler1e0sOQFc3RXSlkQCL27CPiC+Z3XgmBRpEYdvTfCBkCeHJyksaC/bVcbYKQey0PRpaqquPxGNPpNMtdMfQYEeefHh4eYrVa5Yp76GX+wWPGSO73j2sxTA+P2x437ygxdRt4nk+FHN/DW3d3d+lkOP9Tq9XS6cHBwDEydAuNvbAUHmAMruTxWOxJO2JiHmiGprxy+3j8ckEeURDPvL+/Tz4ngrOB5R4jC/QB/WJD4couO6COiP285yBx7i0dTxtGPwtdB3/beSNi/iPRRcQLg6TW63XM5/MvFg9ZSNja2wrQyU7DIRFflrWWStKYY4khu9mAuQElwISureZ7MwICPhgMsjaerSFKvLPMiQCf4BUav93tdrnnFJ4XCpv9jKxgoScCYFpTLVXCI3hJ/G/hY6z01V6WjaeT/IYvgHKYh9I4WVCBeVAOtVotBoNBrrQm2qJklH6Q+KYP8IT3mGJVveeaSIYzLBxFoBQw2s4FGCYlGY3TQoQF7Q3bQDPDdMwVzyZqdBWe4SSMAOdvOGLf7/e5TqUsRYUvcJDYAwunAMfF0KEh3tKpIrLmO2PyxutxDM3vlgXzHBGUK8HIAblKEnqV0JbznUYp/HkpF+V9z+kneM2yWxoLz6sdNWS4hLL4/Gvbi4owvP+TiekEGN5Yv9+Pu7u7iHiCg6jQsCdW4sAWDJ5p5sHbIAFaq9Wyrr70joAiIp62LY54Ygx7Y1RRofBqtVpui71arWI6nUbEI4Ryfn5eSbIxFhKu6/U6lT+eEIqEPrBICoZFQTkvEFH13PFsT09P82CmiKddRX3gFPNCQ/HYsPK/y0MxCnhPrBHgWhSVk+h+BxCJczh47hjLw+GQEdh6vc53EDHs9/tMFh8Oh/j8+XM6G/SBeXx4eIjb29vodrsxGo2yyAB6u/LLiypdsYPB4TpHzCXuXvKoeR7IxCW8wH32isltwEutVivm83llJfp4PE5DBLTmyiyMIE4KfQDK8zvNS1bizOV2u811VDg7hqQcjTr6JwcFP/j5QL9ARjgcFDOQ1/E98C7GFB50/s38XjqVLlgoowE7TfC3cyU2BjhEZVUcclDmV/5I4vtFGQyIVYa2TmhGRMIFbBONJ4mSLatD/Ax7yL8VHhuTJnfBITu8w1i+4QWflsV7Sm/CeC2LpSIe8xqTySR6vV4liYlg0a/nqifwGiOevNfdbpf9oWrI3j40o/FOV5O5WTmg2LjeXjL9LiuoPK/c4zLocsNAh/go9O12m/DddDrNZxJ9drvdVISeZ3t63lNpt9vlIj3WuDCmWq2W1XpEhS4NLXkHZVJ6lYaXmEeUqeGmMuGPQuY5jqjIhZRrJ7bbbcxms9hut3F5eZnPK6uooA20pwLMW91Tsk1/LGOWU8uR8wOMC1nxuh+udRQK7fgbHkKZQwvvE8c4HFFEVPeLsvw5p2GeNtxkufBcYmy4pnwXUavfV8LhNEdl6BDT19HNH2kvzmBYMZZEZqJgJs7McN1zRKRXY68f6MEe3G+FfkxexFP5HtfgrdhbQMG57JNmAePZ/g5DOBqNolarxc3NTdze3sZ4PK4cHgVTGev1GEisITwIGiWyjKUsY4WuFhCwYbx55oRnl4bWYbgNY2lwoAOesmkF1GEDUdKRfoPLH4/HhI9I9uLNGtYslQlJcRyOzWYTi8UilSIQVbPZjOVyGe12O87OzuLs7CwrrjxmlH2ZMIYvvELY8KppZCUEbMjaDPMxRpajReFH+H29XufaoNFolEqa3FZEJBRqY0HEQ0RG4YLhpFLpYnys7GysnSN0RO6xWLHTDD1BQ3h9v98nkoDR9zv5zb3wnN9lhcw1ODCew5JvcUycV7Qzw5jM94zFOsY8EvGEbBhyLQsJvra9KINhmKFMsloZIfycZkb1CclFMxgCzfO515sc2ktyTgABgqHA9/G+nJwy5mpjAiMQijukNb7darVSIb1//z5Wq1V8//33FWbjnWDtKACYlVJkEvUoXaAs1hI4JH6OkZvNx20i5vN5jEajVF5g4wiooYKIqtJzwpvxIeh4xXidCK/hBXuNEZFKlET8eDyOiMhtxq30oP1qtaooXo6kNSTF1uXMP+dbnJ6exn7/uPngcDiMt2/fxtnZWaUIguNWMSBe9Q59bm9v8/lAZR6z4RkiQ/4nEQ3vAhNBYy8iI1dFsns8HqeyJjGM8XKVG4l8cmQcWoahMaxiZcoBQcBT8A90d1m1jTZ8icFGHqAdfFTyFJDi8XjMAg94xMYKXuF+OyaucHLb7/e5SNiK29Ar/TOcS9+IVJFFn4hZGhWiOgwyfTNSYfjNY/ia9qKS3oaFIKYniP+5xh4MAgHR7Z34PiaRz+2BGFKwsvL9zisYJii9CpS4+/9cDsHYNrjscDiMzWaTeYQSRgOTx1Nn6xC2e3AFTa32tGUGK8GJPmBIPBqgCKIVbzdhAcTgGDoqIRWH+KYhglDOqaMKDJmjFxwI5tuwH9fxLrByJ4rt7a/X61wngXDjQHDQEJVQtdrjtt4kiT0PzKMrsZhnYEwME/0pDULJc4zXnnLpaZLAPhwO+WzW0FAUAmTrOfVutMC6wKJs2GgnzX0y9h7xpJQxYKVSI/pgHl0IwJxZJuAbK2fo5UIWDK0jX+a2pCXvsSyb/xlPSWP41p+5wtLzbhm2zmIsjB1om+b+IGOMu4xUywKQv9delMEoy/Y86fY6EAIYAWzbsIrLWD05JUaJAmOSSvy1VOyl54sHYS/LBsXjchWFoSnX8G+32zxb4e7uLtcF0B88bVfckOylEmq/3ycmTfUPZ0+7lt2KG5rhzaGYy2SeDbAFw2MrI7qILw9AcjTjPvA85o559vVOzpqG9Bllj8du+A7abDabrHSKiIo3v9/v4+7uLqbTae5Wi8HwfNsDdGSFsXDVF4ab+YLeKB7658SvI1DLRglTErkAQdJXYFKiGCfqm81mRsulx43DYNpbiWMkIp5yAJZJR13MjSNkfw697WTY0eB6Q0w4SZZz+MXGwjBxCXlZtxhm5hl2AGwQ0Sd858S1lXz5mR0ow1m81/JopxYH42vbi4KkUOKeILzfiMfJ8vm+eI6UDa7X6xiPx7maFC/aoaUVFElgQmLDLDZS4OI8w3CWmYJSP4SDfpeeB4xAg0G5r9VqxZs3b6JWq8W7d+/iT3/6U+WasjIIY4lXCZO52oaE7fF4zGSxlSW0ga7saGqoiueVERbzBC0wyECENHv6EV+enwEtmF8LE1EknjDzjVJoNptZUYNHB3xBToZ+EmFQws3hQsfj4+K+drsd7969i//6r/+KRqMRb9++rShh55IM/XGQFSXSQGAk4q0EzRcodOjghGq5sr9er+dhUHxOhdDt7W3ONQrIVUVAbTgYtdrTYUAfP36MwWCQ8jUej7P+OEEvAAAgAElEQVSIoISXXP1kBU3/TRPDScgX4yMKJg9hI2Q5xaDU6/VM6PNc7ilLckvF7H5asaOgWZtSevP0t4Rj4WvnQczLjlxwFpyjc0OXOA8FvUvn8vfai4owIp6YsoSAzATGGSMeJ55Epys8aDYCtJLh7N3wXn671NPevo0FHq6Z0Uq1DFO5hh/DMDAju6RScusIyucHRERWtPCbCil7RsBZZXmsvRrgLsZKDgcjxHPwehF0FJpbqSCddDSMV/42fT1uBJX+N5vNFESUI+9BYIGHOBMDGGc2m+UqbXunGJTPnz/H9fV17Pf7ykp809H5KowQ25x7ZTB0crRT5rCgV0kbKzDu51oimNPT01gulzGbzaLX61UW6iE/jB/jxXzxnpubmxwvChSj4/wCdDaMUnrBjuA9f45u+dxeveEv86UVNLAOPAeUy1jtxZvGvsfR8XNRDbJhHeTPPT5HIryzHDdOpo0iz/E7fb158hWS+o2GJX8OCop4WlRmhuKHRVmTyaQyidzH9aWh4b2l0OIB4cHi7bpKiWeioA0ZRDy/CKs0fh5LmXhutVpxcXGR8IgxY5QA91LRw7Gc0+k0k+CHwyH3DsKrc17A72fR3na7zUODWPcBHV0uC629rYcVPVEXMAewjGEMIAafkAft2Y4F+l1fX0et9lgTPxgMYjweVxbpRTwmHs/Pz9M73m63uaEl9Lm9vY3ValVJHEOf6+vrePfuXSwWiywYQNk5d+QV3OREULIoQ55vHJv3QQcrVNOZqA8+arVauZUIJbB477e3t/Hw8BCj0egL2Irxe0Wzz7bY7Xa5GSHVZ/P5PHkYWbCzA39ivC1bzL8rpOCZ59awYPANv1m2oQ/OEDrAuTTnSHC8+NuOjZV6aYycw3Cugn6V3j5ybMVvCNIGx7kTPithLGQLWTJk+bXtRRmM50I9G4wylLPCI8rg0BoTGQ+eZxg75F1cZ4NiL8n17mYcPBF7O+U1JaOZqfneSWd7MawIJ8qgj67tpg9OcLJPFX1CQZjO9na9XxBjoA8o/TK3hMBZMJkX3lOG06Z96cF5Lnk2sGGr1cpktPek8hYodjZcUYVSoXyWjQTLyAKF/v79+7i7u0ueok88Z7vd5gaNJLa9rgLnJSK+UFw2CIY+nWuzocB7L3F5rscQkfh2LoUIzDxmOWBu4RMcr5LnXVoLnzO/5doKOyDwOPO82Wye9apLHjGGD40MLfvEPCr6GJPnG1l2rgSjYfkzz2GgmBNX0NkRQvcgS8/Ju/OxZU7iOR0R8QTHGXX4I+1FGQxwTyvqEkoqvXd7ICi95XIZEU/JRRiIn9JAmGFhMu6x54+AlsxmvJL+23Pw+91gnPI50ALlMB6PM1GLUvQeWDAsJaF4uCgT+uS1KfbiTetWq1XZ1oTnOyJAWOg/irOcDwQQ4THcUsJNJezlZ2IsBoNB9Pv9SmkwyhtljQEBumo0GnnmA3AUi/FYFWwDN5vN4v3793n2BXkL6AHuT7TCOg7TEs/biVruh/72dh2hQQvnHniGF6xhEFqtVp4fA9xEdZsNC9EdUYX5w300fIgipjF33Ety30rTc0ofTTfyboaOnaMwzVDW3IOxc4mrI3tDvKVTglMAXfjMsCLvs0waacAp415XV5WyZKfL8lW25wwD8vacjP5ee1EGwxgfxPZk0eyx0PB6WAVcbt4GExlzx8vmHTAHSsRRSjn5pWdgWMEhMOOiDxhAlJ2VAl6q8wGHwyH6/X5888038enTp4yeXLWCgmw0GtHv93M/JQSbPiAQRCcILMqIkkz602q1otPpZOmpvVMEBQVtPNjVMB4n4+E7jBjrALjPn/f7/Xj79m2MRqPo9Xrx3Xff5boC+sgZI0A08IbXJ4zH4xgOh5XFi6URW61W8de//jV+/fXXGI1GcX5+nnQE2oNWs9ksJpNJrm2BLjyvXq/nrsXMkxWB8xil0nYBhuEgFtVREUXO7Pr6OhqNRkJwVj5sD3N5eZnJ8f3+cZt9YE7yHvSFuaEvQEZ8zhyz8NFnkyALRgoinmBf+HC/33+Ra7Gxgtcc3WDo6QvRE44Fz2E+7Kn7O0NcOGWMjZ0RcC4cIdAPF+VY7iOeFr5yrenpqAPdVOYMXcxjXfi17UUZDHtyz33uv2EuvHkLarvdTq/PHqzDSz7zc8uE9XOeAwbBkQ5MyTNQer4GgXLOwmGzvT5XVaE0hsNhPDw8VLZ2RwHAbBYUM7phI5iWVr4/ogolUbLM5zA+SsFYLMqgHKfvjahWBdnL43qef3Z2FhcXF3F5eZkLCPHEMRBsrAh0Ag0Zt+eBVdqOluwtz+fz+PDhQ2y327i6uqoofLbcB7byfJnOhmlQDhZ8FIh5ByPEHDWbzTTSpSH2mgSiCZwKjDPzwRy12+0Yj8dpbCIi1+u02+0vzgvhnRgyy5znjXGg1EvF5vyC1yUZhrLy5J1Oqjva8NECVtT00znCMteAQYJ/7PD5e/Oz+40T6DJaz6V5wHztvI91FH21MwttjHyYzl/TXlRZrcPB5yKKiKrxQPGU4RsJQTwECxAMZQ/YisyeA4rFoTgMW0INMJD7Z6+pjJRgPFdNlIqEsSHYrNb2HvmstmXjQAsGjbUchsycGDWNoYfnAQ+IMZvJeZYNBmPgfq41zYiI8Ki43x7gcDiMbrcbV1dXleQ3yhvIg8OjMGxOihqCbDab0ev1EmZCAXJy3XQ6jclkksUGy+UyoxEKDICgnPMpHQ+81pJ/4cESE0cZoYAajUbl0CXzPfzn65rNZp77QSTE81mD4yhwNptldMh3hn4d2WMUDXNGRKVk2goRusJfPMMQr+FIy1e9Xq/sVACvma/gdRwlF6GUhsZ/W075rIweLBN2YNx3dIjn0vNZ5ptK+bL+gZ6uwNvtnjZG5LPXKqnfaGZKh5JObjNxxrGdC4BZT05O8lQ7nuGFV1zLewnvDVMZB18sFhmyGlqwMmLrAnvevA+h9L0IVCk0QADe/uPh4SHevn0bERGfPn2qYKjL5bJiXEheHo+P6xB87gYGB1qiZFkVjlABZQB/GOu1F2SviUZ+xQaJ+y1w0A1PGs/6eHzC3MvktnMUu90uIwKiysViEc1mMxctMq7t9nFTvn6/H99//31+ttls4vb2Nj58+BC//PJLHA6H+P7773NbcGhKroRqIu71HFvQmQfKWaGdDwOjmQ8doaB4WHBp58NRSK/Xy3wDTkG9Xo+zs7O4vLyM8Xgc5+fnMRqN0pE4Pz+Pq6urlCsXXFBcwPPI2TDmiCcoBkeG+TPk4ojJ64MMvTh64n5km/F6U0znVSgjh98s684NWGlbp/CZZdXfNZvVrWuQmVrtaUNJ7iMa8c63lnHujYhnYTHLkXmjdEh+r70ogxFR3W7bOD4MSLOnwP8oZgTT1hzPxh4y9+PF8D/P4J2s8XC4zjPthdkQOZwscc6yzzAYY+UZfMd7T09Po9/vx2w2q/SbUD6iuo/R8XhMnJnkJDi/jTLvZAxEKxjZRqOR/5s2htwYI+MqK4IsOG4YHzyzer2e51lgEDmydz6fpzIlwiB/wfv53BEadJjP57Hf76Pf72eegDNYbm5uYjKZRL/fj4uLi6Src0EYW5QyeRIrIsYKTGJHB54oS6+JDKApf8Mv5G/IPXEvGyZiBMj9kHQfjUa5YBPDh8L38yIicxjQEWWMA8XfjsoYM3BgGWkwNmCj0uM379iRKOEq+Bta0mccB/ithDmRJ8u+5dCRgCFuoE3zpWXVECyGr9QzRHdl9Ik+sJ6jYejtlP2W3PxWe1EGo4SbDFOU5YAoL4jvsA1GRSnwWTlJCEhpoGBUBBvcF0a1x2KmKvMYJVZqmCSimodxboR76b9x0eFwmFGFE+woe2PyjHc+n2cdPovYSBS6NBBFgJeHJ8jGgYYTDPUZ7igNsfNGjrSgt+nFOMHViQ7wcGezWczn89wDCqXmdRFEa4yFOTaMZUEkdzGdTuPh4SHOzs4yEQlcwNwSZToSsCJzstdRBrQyhGeFBm1wSuwFw8dAMc4nsW6CQgXoAfRGlReQGrTj2cb6y61gUJwuxHAU6yIAtmEx3PicUjwcnsrFLXfwNs8zn/E+Ev48nz5DO+d1mDM7YXZovBCRe+BDnCPD1qXn737b+JR5yxJKKiMgxl3CTvTHaMXXthdlMEoLbQ+jTFibAUrGQ2mChZLgMxTD87iWd+DVWnANg5SMRF9sMCKioqj434xrnBQGjXhSog61uZ59gi4vL+Pm5iahmHq9nmsBYDLuHw6HMZ/P49dff43b29vY7/d5njjwAH334ju23YiIPLSJ72wcMADQw5AM1z8HLTqB6DGipEejUV4PNHB3d5cL7qCVhYtSUPqAIaCvbI0R8eid393dxXq9jvfv38disYjhcBjffPNNRETSB5oAqQDBeI5d3WW6mAbPecH2mA2XllDrZDJJBwLPk4V6Z2dn0el0Yjab5Xnv/AAhkcyfTqeVvBEGwJg6c4Ny9uaMyIqjL6A6qqUsk8yx7wEqhYfgAStx+Ih+4TD4hElH8ChdGxkrZ0co/O3cgXWMeZp5chSE4SiLOPgcGjjvaTgX40bZtXNdRCSOLgwbf017UQYjolo9FPG0EVrEkzV2jXrJLMbZwbyfO7ilfJ8F1QagTM5aAfg99hIMj5XejL0wrvXnFiQYp0yuUr1DmeF+v89krIW+2Wxmie1ms0koCybEUAEZgMECkWCAwKB5l3NIGELPmUN8xuj5caVJOV+UwaJAbaANibG1/WAwqBw5y7XOO+A89Hq9rCY6Ho+xWCzi9vY2ZrNZRDzmClAqGGLWgBBpsTgO58aOBE4O/aQvrpry3JdJU+cA+LtWq8VsNqscmcvKbUpe8cAPh0P0er2UjdVqFbe3t3Fzc5Or9f3cMtFtz5r1PL6G+XbOD2XmPIKdAie/zRdGAAx1wSf2rIlevOEg19NK543vrRt4r3Mbhq2NXpSRxXOJ51qtlsUQJZ8bumZchqh8LUbMhpRryorR32svymA4HIawToZZIZgpzfTGkvme55TKCeYvPRVDQCVkYmzTxsr3u9lgoIAiqqWrrtSyIHtXUMM57XY7ut1uQgFET3iDvBeBRRGSAzBN8LTs2ZyenlaqbYCkYGh7yq4Mg7YICoJt+BAvlXHbGO73+9ysz2ebME/dbjfG43FuQd7v9/MMEQwEffD6EsoxUcRALavVKiaTSUQ8VmRdXFzkmCg1xUh4x1oLOs4BdLTBQEkYXoC/HZFYkdgbjYhcbOfz6yeTSaxWqxw3C1XZLgUltVqt4tOnT3nIGNVjjt75wXt3Mpv+WGkZpnSkDr+VStyQTemcWXadKzDEGRGxWq0q/fDfJWyDs/UcTOr8AzKILNMXO26WUUeI8CPVWs5NGCYzfwCR2UhxHT+GhuGZUof8XnuRBiOimk+woHGdPQFj5a6wgPinp6dZ2YKCdyRjJc97EVwUTafTqSgimMmCQ5/wyv0eC0mZMzHWauFD8YBB+7PBYBCHwyHPNfc4YGYY/O3bt3FxcZEwDHQA4/fuu9vtNkajUYWhqchxqaeNRsRTOA3NnktGWgkgrBFPToETo3hdbBTYbDbj+++/j3/8x3+M8/Pz3H6DsxwMfVmRdbvdNKYYiXfv3sXf/va3VLw//PBD/Mu//Ev89NNPcXFxkWsWarVaQgcXFxcxHA6zAs+KhrGQL7AXD21ME+6Fj1Eq8B1K0Cvuocd2u41Pnz7F8XiM0WiUcBBnjmOka7VaTCaTjJ5sLLzan/e22+148+ZNhYccTTBu+K+EGu1EWfHTMJKMER6AX0pPHtlkzrzOxBVczts5YjU0jNx5nZIT5vV6PUvwjTDAu9YVjvQtq0RSRhnKqLqE0XGgjEQ4gjoej5VFiV/TXpTBoDEpKNmI6slZeBEOLVHmnigmGG+JnVfNAH6uvexynQJYNt4prfQU8NqdfOU6FATfW2BhVudP+N9KpkzyEznh+XGinY1Qq9WKwWAQrVYr4Q3nWBiPBYV3G+IiOrFiMHOb5jzP9LF3a5oxZt45nU7j9vY2jRTngnQ6nRiNRtHtdlMB00rjRP+Gw2Ea3O12G8vlMj58+BAfPnzIpPEPP/wQ33zzTQwGgyw3tbdtSAEjhQNRwlHQAjrBV6X37ejSvG74hNwJxsj7gWG0yC9YkfNeTgTs9Xq5/xJK3lVyRC/j8bjyfvpHJGiF6q1giKJsQCxntDKX47lyMxQKzOpFlM47llAufSyfa+UNve1oGuJmXC5OQMfwN8asLCHmd4k02FlErkp4m/65mKV8zu+1F2kwHEZCNIeVEV8ukrGy53szOxUmKL0SN/WElc9HeTcajfTouKeEElzRhVdoaMZKmWsYA9e5MgrmdqUNSgOcPaK6MyhYr6MB9mFyrgMDSFkqXhDGx4oMA0gf+I3ydwVZaQjKZrpBH8/1YrGI6XSaiVQSt67s8nugE+OGPt4eBkO/2Wzi06dP6XlfXFzE27dvE4Lq9XpxdnaWSg24Dz4h2jw7O6tEmqVBYK6toO38GPYsFRv0huZ4+160iRPEehMnZc3frISHt3CsXKAADu9IzXCMlV1Jd75D+Tmyshx7zi3btOfkuNlsptFjNb9p+Fw+gP+RV5qhY+63jJRRMfLviKd8pyvuIqonhfr60tDYsJgWNqDWR6VB/XvtRRkMGMxL/ZkYmicSZi2rcBAGn6FLmeF8Pq9Y+tIjgGHw5AlXD4fHhOJ+v4/FYvEF4/D+Em98Tmk6aUhjIzczlZkbYUHAm81mnJ+fx9nZWUYQzWYzo4eIJyO22+1iNBrlwj+gDfrtqIP7WC2PEvDiq4inaIQchj0wKyXo6kgDDwuYwMoi4mnbCvrCwUjX19fx+fPnSnko76LMljAeev7yyy8JpQFvffr0KSIirq6uEoaCV+AbokUiHq95OB6PuY4BA+KoF2VXls+itBwZGcrE6NpJYE3FbreL6XT6BYzJmhKXuXY6nej1ehlVmrcxGqUC7HQ60e/3K+sxgHHhYW9DQ5RFpAVfW/E5r8TYmR/DSZ57noMTQa6G4hU7dHaO+E1ERyuNBPzH5/QXxYxzyJzRrPSdZ0CeeKfzFvzPWHFgyudj7B0xMY7fcrp+q70og2Grb4jIsEjElx5FGdbZwzesQhkgTGEP57lkNsoSIWMvHpSDK3gcTcAQCDxMaeGhz2XehuRkKXwwOxASwkKpKJ4kfeNecgONRiPhGQTZNIVZrUDK0sFy65OIp8gCXNxMz1y5/34Xhog5tpI+OTnJKqjhcJj9oSQYr9j3e/fU7fbxIKS//OUvsVqt0hPHWPZ6vbi6uoo3b95UVpUT0fBMFBd7NmHkVqtVNBqPZbzsEmsHBt6wh4gicW7MBQ/2VMtIlb4Q7bDTLk4Njgq84QWXeOnMHdCaeZ3rqY4yTzI3hr44+dC7+bpSylCxlfRzOS0rcss3Y/XqbsNav+Vcud/mwdKYOEK2ovd10B2ZdrRlaBgZ4Rr6Rj/5zpGl9Y8LJUooryzk+XvtRe0lRehNeGjrbAgJL8eKG2Z1xQ3QBMKEt7ZcLmMwGETE08ThvZRM5sQYK5Ank0mW+9oYIZgRT7uE8m4UNQIDvAKDEnIbskLY8FrX63Xc3d1liE6/eCYMt16vMymOQt3tdrnqdzKZ5Hbh3I/grNfrNELGeTudTu6thACwHQfXWXkb20YQ9/unHUpLKI9x85xWqxWXl5cpvBx/StKeRPibN2++CNu55+7uLv7zP/8zut1uDIfD6Pf7MRgM4uzsLOr1elxcXMTV1VVGCN1uNz5//lzZQ4q9luADIid+019+wwfev8uJbCsSDKMLGhzxulINfqKfHCt7f38fjcbTuhXDIBjN4/GY/AKfWNFxD44FeRHGC/86ee8TLol4DdPYOBqicuKbyMoOoY3n3d1dOmnljrQYGCfQ6Sfv4n9gvBKtMJzp8t/yN7Jhh9K7OjOfNvA813zpKMsIBe8gii/7+ApJ/U5DeJyDiPhyAy+uLSfKmLjvd7UTuQwnJZ04NDbrhiLlfoexfm8JeZXjc1+t8BEgV37wHjwuC52VMWPFUD6Xb+BQIRQeyoExQ1tjq/v9PpOsXGejYMEy9ur/PX9ODqOk6Ds5BCp+DEtyBgUQ1GQyiclk8kX1C4o7IhJG22w2sVqt4uTkJK6uruL777+PbrebRQIl3s9hPzgn7JQLTWxUHx4e8jsKGuAFe9umrYsgjJmXRojnRzwptn6/n1Vw7g/RDgqMvnsLEIyAFTsNniCCwcgwX2Xln2Ehlw/TJ8sg77ahsmHhOnvt2+02N5Ysow8XJPCb7+w8IRvwp71/R0OlA4P8Q3f6hQNHX57LOzCHznGU0DetjK7KCOePthdlMJxoo8FkZbjmxJ1DRFtkIgoraEJ5MHuilIgqphhR3TIg4nEyURwkIA3xoKxs4J4LcWFgr5nw+0t8F+8HDNmKwgyM1x/xBBVZAI/HY57xgCdj6M/PNBxoLwvIw8resCH9KJuhRhoGi3mv1WrpPZ+fn6digL7T6bSSDJ/P5/H+/fssjyWxzdoJFCjG49dff43VahUXFxfx7bffVs4GR/jJmTBfXuBo3sL4EkXQoI8rwczHNOPa0N15G96BB087OTmJTqfzbG2+FzDiHPV6vVzMh8Jibg3N4rRYTmxw6JcVNorZVXmM2d47Y7XDZwVp3uMaIgpW7lt+SjjaNHWEa2PE+wwTGvqBD+FFR4NOZvNOV2kZvnSURD+smyz3bpYh88wfiS4iXpjBMKNZmUQ8eaUIheEWvF9Prq25N6yLiDwUiNWyjgZgApfbMcnguJeXl7FarWI2m6VwOuHpRBrjKsNRxmEBsBdS5ktYlAfG7H2TvJK91WolzGEcHVjnzZs3cXFxkRAPGLc9HzM52L2NFrQmH+Akp40uih5lYSwZWqNw2da61+vFcDjMqjavOAeS4xje3W4Xk8kkPn78GH/961/j559/js+fP+e1/X4//vmf/znG43H0+/28djAYxNu3b6Pb7Wb9vU+jo+afaI28Ced2s2oeupGURtHYcy1zRNDW/IA3at4m4iFvwzwMh8MYDofR6/WyvBgeu7+/j8lkEtfX1zkuaGmFbuNfKiTgFsMsRG6OFGw4nXPj+9LD9z5ZOAeGe+GlRqOR0SN0gOeQK/Mjf3ubc96HTBj2cnLZBsXGA951fsVjKHfHte4y0mBnzqX4NpLIWykPdgr/SHtRBsOemb16J85gMjwbh8YWzohqtQ5CyXnQYLAIiJNxTvrxuRkNwYbJIyIxXysKGxGaPVnwfP630XJYDBZN+M9vmNOJO1c0wcCmR6PRSIXo5G4p7MwHcwAt7AV7LDaOZRjuUkOeyZw4x8MhSVTEYBgYO3TH0B2PT9j8fD7PLdxRnPf39/HDDz9kuSiRxGg0SgjHOQVHTfABuSUaBzdtNpu4vr6uKALnd4yhl9GaI07DmjgBOCa1Wi3XjxAR9vv97Dv7WtkhAHrjPvjQ8sTcPJf3gZ+A5HAsHAWbr+xZW27N74bI/O4SOeB65ArlWeYESkipjB4sv8iQ4WaeWcJR8CO/bUScvOZvK3dDfYylLGhwrsK05N2Ww/+37UUZDIeX9sDsmVjQyojEgu3wlGd7Ukhmkky0wmNCmXwzG2G8K278/MPhaatxe9iMwWPibxQ3URCVOiQ9d7vHxVWGIby2o6zioP8+gY57SFh2Op3KbqTQDFoiECgw7i+xWPpgWhvLLT03zwPXIkicQUHEwbYWbJqIkkT5YAAZFzSdz+e5RxSrsykWYA0F0I53QOXHmDKVQMbp8fZvb2+/gEJtZA2xMFaudSWVK5EccW42m4SjmMNut5uQlHMdVG7ZKzbM4ijWVXKGbPCenUyn8ox9n0rj58o/83RZUYeDV+ZALDvQjoiCcza4xvNimnurdZwp09t5BusHmsdUGjj3j+eXn/mZODKGy0370rn1ODwfNmZ/xIi8qCopFCbKDM+L0lB7pBGRFToc+AKDwNwIgBUqDEY9/Ww2S0XiyiSEAcjBycpmsxlnZ2dxc3MTs9ksvvnmm3yf8VbjxWWiGsMARk1+AsEH5kKxsp/Q/f19RkTefA7mhCk5N8MCRB+Afajrpy8wMtVejhZcAQQdbdQREBQReRJvHGnhdzXLw8NDRlu1Wi2m02nU6/WE/NbrdXrf3W43K6TsYdbr9RgMBnF6epqVTii8RqMRv/zyS24cSP8wmHjweNUYeaK4brebUQVeJDyH4UapIuzQw06Hc04YSq9Y3+0etw0fjUZ5Zjh8xcmKrLdBHlDojUYjFzcCq5U5I+hNxIbhIMFNXzudTpYNA4uxxgea2BnwHl7+7jnIhkix0Wh8cTogEdV+v881IVbKrVYroVnDZBgM5AdewvDB9zbSjjy81oS/XSTAXDm/4vFZRpgvy6R1kiMieBF+gCftADla+pr2IiOM0lMtf0c8v6iGMtffqtAxhoySiXjawjniyxWXVnIRT2EmCU+XlRrDRJHgEZfYMIKG1/bcGoeIJwgEJQGOzvkGKD2EDw+z0+mkAJU0Y/PCiKfKmBJzh64Yzf1+XzFOvAujHhEVhWlc2EaFRuRiA814OCGQZwPJsViP5mSttx23Yr+7u8soq9vtRqPxdHoiCtor3w03QkMUz3Q6TTozp8/xMErGEbD7DA8YymGxIN+xeBE6HY/HyvYYViYoSxcxGDJkPN4Cxs+xM+QoECfhOfy99MCRjXKcEdWtNCx7Np4o7vV6nRtQ0r8SwqLhtPicc5S1K5lK+bTy999lzrKsVuI7b+NeGmTG7f7QDwyB+b6MgmxwDVF/bXtRBsNeQkR8gekag3QYZziC//HA+Z9JYoIN0+BRlGHmc6tk6QN5kP1+n9uM2xOBccr7EUrG6pwMQkh1izeJQ8kbguBIUrxMlAwM5zJQaIASYp0Gq6INZThp59p8w1NODJb38h4+82FOfI6CcrJ3Pp/HarXKA58s+DwHhc29zIcXkVdi9GQAACAASURBVDkvcH19nREM61CcwGbuMfLwGdERW5tDKzsWpoWhGDsZKMuyAqaE5lAQ5G+ASq2AKNZwhSBwGf0z5FMWJHjRKg15g6bwEavja7XHikLGyHzznfODjMu8b2UMDzqyoBH5sGcYUYK9ckOlvMsVgs4rlHzpqN+5Ts8Xcuq/DXfRDB3SN95VOl6Glnw9f5cGye9/rtrw99qLgqSMhwM/lWGk/3YEEFHdUG2321UUbomZ4+GxII3FbihuVzw9h71HRJydncXDw0MuhKO/FkqYmr6g1O0hGjJDaZGURyGcnJxEr9eL0WiUfaHk0zQAWirr7wndMb7n5+eV/Xl2u13CdIzfuDXzYYNu7z7i0bP3zreGWny/vb5msxlv376teJ/l8Z+12uOW60B3PBcoBAgOGl9eXmbS9/Pnz1mqy2mF5EUwxEBZ3uL7eDxmgnk+n2cZrROXxvQNHdihKaMseILflAHz/8nJScxms4S4gACpjAJ+cjR9dnYW79+/j/v7+xiPx8nz2+0255h3EjnxGTxiY0Fk9t1330Wn08nIyg6D/y+rBG1ILc+MsVar5f3I5Gq1iuVymTCrdYKh0jLB7jU48Nh+v8+Fdcj6c7Atyts5Shu8k5OTdFxciUVVWERknsVGCSeIZxu1sEPmCAa9ZF0BXf8ILPWiDAbMZUMB06EIPbm+j4b3Y6zQyTgLckTknvYoqVLwy4m2MWi329Hv9+PTp0+x2WxSiHk+AoSwAIFEPFVFOBJCWROee00B99A/jILzLvV6PRPdbJBIWSgrga08LJg2FPZ2HcI7ekBwoTfjtVftyhL6T9/X63WWhp6fn2fEUKvV8vRA7znEfNgb5jPoytyQd2i323F7ext3d3cxHo8rxgzjRiTGtimOqrzLq71X6BXx5cmPZVTpHAZ089yXsF5EVMqcrRBLxcFJdOTB4AlgRHjL8Iy9fvfXSezdbper3X3ioKvKuK6sajQ0ZsiKPqBE4S8cECKaXq/3RUIe2nv1vKE3nu/owRC08xDmf19rmMzNjh86wGMo80SWMeaYa3mXjarnAvrwu4T8vqa9KEjKjBURFQVEcrasZjGjlglnP8shopNg7McUEYmRl1ALfePHuCpY63K5rPTHdeJOrhk2wPvw0ZMoYZdFouhgaDM6eyR5sRpCyPjv7u7ykB2H4xgiYA5jqVxLghLmZy4QGp5lSBDj41yOPS0UU7vdjqurq1zZPR6P8zdbeRgSYm4s2CgJQyVUmJEkJt9zPB4zEkS5EtGYfozTJ+1xrd9HQwE4v+N8Dv2EZ+FT+mC6E0XhfBAFuHgAQ875JpyoRz9tIEpjZAVrhQrvQg+MNnNcQjd2FngWc4xRtHGyjPsZu90uoUHmAIPAGExDPwdZhtfMi/AoreQ/f146UryTQhocMyMVJRRlyIz+8Z3pb4PxnOHyGO0UfW17UREGBPO2HfbGaLbCJT4Y8eR9L5fLFDCez3OYcFdlGS4qvQMn0S0krVYrxuNxlm1eXV1V1mbwXrxgvBQMgUvvrMyn02lERCoAjArvJzznh0QcChGYodfr5clrg8EgyzLr9XqMx+NYLBbp4QF/OHdk7xrhpA8YNHIAKCPoZWGyoqWS5fz8PL755pvo9XrpITO35DLwniOicl6y+aHReNoMj4qmd+/eRUTE+fl5FjVQZnt1dZVzQjUVVUXD4bByIt9ut0tM/fb2NvedsqdJBLzf7zNiNazgPmPI4Cfmt1ar5YI15o2T8q6uruLi4qICg0REXF9fx/X1dUQ8GlJgRjsvjpxRVCXOjuI6PT2N+XyeEcV0Oo2rq6ukvZ007vX80A8UrHMdrhiyTJK3IprDSJWGxtCd4Wl4jJJdj885F+SEqNUG3BE+cBaRpmXeOoaImIiOhHZpuHBueSbfeedd09KG/Dle/732oiIMGAElYw824mnrg4inxXX2zsqkkfHK0iPkezwnQwBW4MZtuc+ew/H4ePJZu91OAY+ILI+LeJx0vF4rVp5pwwiTlesjyv7zvxcLcQ9ecbvdjna7nQfjLBaLTChvt48n67EfEs+iAaHQJ+hj2IqcCHQxXT02hAbPr9l8PMGu3+9Hr9fL+1C+ePqMk/HgQZcwkKOj4/EYb968yfkYDAYZsTi31e/3I+Jpa3cWCZoX5vN5GlTmKCIqHrWTmlaSeKgoI/ODI1gn9u/v7xPH5zuUDdV2KEbmE+jSEZMVLjkfKyBHg/SFZ8L3rVYrjSkl0lay0N58jLzxTD8beXHierlcZlRfzq2NWQkLIRMlNO2xGZ4yrf0Zvx3N+J1lNOA8qHXVcxHEc/13P5GbMjJlTiw/r5DUbzTnKLxC20lhJqkME1GWhpt8KpkNB56AFToKdj6fVzwFMxjeiBkYgf72228jIjLS4Llch+fGdg5liIxCOhwOeQIanpmhBisRGNxwgXMkKJHxeJye4vF4rJxl7dyGPXiuRYESHeGF8j10tzDzneeTOVmv19Fut+Onn36Ky8vLHAdKMiIqFWHM28nJSVY5MWbG2Ww2YzabxcePH+Pnn3+O4XAY//RP/xSHwyEuLi7in/7pn+Knn37KHV6B8lBQ2+3jPlXsScWRp7vdLreAmc/nmc+AVvakgVToj3No8JHzQDYq0GuxWGRJKavIDTMy70CbGDjmBQ/d8+cciucH2mJM8L7h9WazGdPpNAtDOEfGcBpz6iiShpG1921DS8S33W4z3wS/Ew3Zo+dd9vDL690P5+eYFxebIN/e2NBwIf9Dj4jIaM1wonUTzTnOEo7luc4/MjbrKEfnZZXW32svymBAUCdU+cyVSybic7kJJ7cwMPaMnAPxdVSUlB6gBbw0YDYavV4vhcBbn6NYS1jLybbD4ZBQkJOWML+3ZrC3CtOWobWZbrd73FICJczmeuW22tAaJWoB5FndbjcxZ/rnyMjvdRUT17Jegu05EB4nmJkT7yTL/SXshQdcr9djtVrFx48fY7FYZARDJNXr9dJTZ2M9Vn0T5YCnz2azzF8AUxIZlVGsx2cICp6F/sx1ieGbD3e7XToUs9ks4QgbIH4zB8gBVV7H4zEVG/xnZ8NKvcy12CDAH1yzWq0qyWN7yBFVZe53OD8C/Yi4D4dD5uB8j3MfXI/sGVGgQUP0RqkL3Bf40/A0c2Xe9XP5n2ucH8GZsXyW+Srfw9gcucDTfg/vL6G532svymCYGbwGwhMH0yNgEV8u7LN15nMran/vkJLJtJGwB2WYwNdz7Xg8jvv7+7i7u8sx2VBZGBmvvRoEFhyXZKcjkpJW9qYseGZ+GK/X60VE5CZ/jMWwEc3RjLdyHwwGX0BfZaUM74d29LXdbsf5+Xli7V5B74V3KET4AFpY+FEONpy73S4TwRGPZc8YP4omMMw8m1MLOZ1uvV7nNujAMoZdcA78br4zb9iIMF/G3E3rw+Gp+guagHEb9iD6JJ8Af9VqTwl6jIa9UkpMudZOkjexxPmg0AG6+VQ9R4seu40HzRWNTkyTM2N7FiMF8As/hs68v5N5DV6F5oyxvMZ9x5mxIS31DREAY8M5QVasB8oowvyAHrHDyXto3Mv4DOv+EaPx4pLeeLb2mBEoJqEURCtTBNIYIgwG01Kp5MQu9/V6vcRuUVJlGE7o7ihhv388qH48HsfNzU00Go349ttvE+LwGgQahgFGOhwOWSXDvkoeB9eBKQPLUPpoz+g53BQYYrVa5RqDxWIRnz59SiHabDZxdnaWCdPj8Wlb9ePxmHszrVarPITK9eJAgRYGhOvy8jK+++67NBgkiw+HQ+Z3gA8+ffoUHz58SJqxiO7+/j5DfXuVJKlvb2/jv//7v5OfXDbN3JFkJ5HKs2u1Wsxms4QVB4NB7n5rzx2+4KQ9FLhzNPSbajDDhvQXQ8yCROZ7sVgkHVlXgEGB7vTHxw8fj8c0unYuIqol1FaeZWUgBmM4HOYeXuTo4KsSZoQH7biVCs95N+DZ8Xhc2aGXH0psy2jIOSAjB2VEC18hc2UewLkenmejSQTEOHkGhtkQLM+2Yrf8YQR4J+gDMu38nXnIkesfaS8qwoj4ci99ExXjYMYsE43+3KGdFa6VsGEiY+klNutEV2nx/Vm/349msxmTyaSC13Kvw36eST8Oh0PmBwzFYZBKSMBMFvEkvBaQUngxmGwnPhqNMiFMAtUMC/1Qcvv94z4/GJOy3NIJPd7Je9vtdoxGoyxFpr/7/b5SRgy8MplM4vb2tnJqnH+c/wBOWq1W8Ze//CV+/vnnuL29zfkx5Ei/Ubj8YLjIIZ2ensZwOEz4xB6w97/iHTTPB/BHWRYN3zlyBY7C+3Y5LRGSoz7miijPcmJv13kMt/2+uljPvERewUbEOwLYQYPHyvdblukPxi/iSXGXMJHRAcM2hoLgLfKP/P8c9m+9gDyjL3BSGD9yxX2WdfjG+sBOGpEIz0JXYaDRLc6/2dm1zDLm0vD/XntREUZpEGAS/oZ5YRpCeG8XYeXIb55bHn+IYiwhI5e3Ofqw0rbxYHL3+31WJX3+/DnLQiOePDwLVnn/8XhM74rxlX0tox2+435jsSWzgdsTyfR6vTg9Pc2oiDkgonAeyYlxPGYLO83vtoJkTYVXxDtnQlKdaIKT1haLRdK+0WhUzhp30tD7bC2XyzxZcLPZRL/fT/qRyGZeWeBohUGZ5+FwyOeUsJTPyd7tdhXl6nF5fspcEeXPVDJR2kuyG8iGdxKRMi/OX0A7nv2csim9fe6HFvSPHBmRLGXApTK2QcBLt4J1lGloydEZ/yP3rn50FOEkPe8FIXBu6Tnet8wxRkcFp6enKXf0xSiGoSLLYWk83cwvdhjRLeU9drQMdVoHfk17UREGxLdSjnjyjF0pZSEyZmk81R4Dz3PpKJCBE93ALhGRlSGGF/CEIp68K3t/JycneUjRhw8fYjqdVgSHMZR4KzBPRCQe7VDY0FfE03YiJTTAfbyjVCSdTifG43Hs9/s8P4ItUcBzrcRsTGu1p32FoIUXlBlaMwSEgkAhAg0yHn6zN9ZisYhGoxH/8A//EBcXF7lPVMkLVLgcDo9bjfs8bn4DuWw2m/if//mf+PXXX+P9+/ep4LbbbUIvzAMRjberQIiB0pbLZVZsRUQaUnJKGA/DT3ZQoDUeJ8YQ2mJcfWIg1VvwxWazyQS+98di/qj8Y26saJE3QybwtBfssYCvVqvlegsgH6I75tlVdnYyHPHO5/NcUFlGzPTHShNj4OjI0YchXb7jGci8C0PgHZS2K7m4nv6yloZry6jCqAa8ZPjb+RY/h7EQIVqPlUbXEcnXtBdlMCK+rOcuE1z2oFDWMJ1D4jJ0dYIcAbLCpdkTcJlhmcDjc3s93iL87OwsvV4bCfrnMdF/lDRM4765cqxMTvMMjGSZ57GHhSI7PT1NZVBu7Gh4ohQWGwLv1Etf6LeTgg7BDbUZN6YPXmVMOfDbt28T3zeMaIEm90NEMRqN8qAo3jeZTNKo2JlwUp+xoLwxPJ63Wu1pi3yEnO94bqm4oA80MbzRbrezIAF4yI6K54+yWm/zDcS4XC7TMN3e3uZznKvzPmCOIOEfrkFREbWTP6JBOwxGWTXI9/SdefdW9VaSVuRGEAzrlsUmzyWULeN+N2OzJ4/y9uaYnr8yWvKY6B+6xQYPfkFWGRsGpowintMJzs38kfaiDIYFrSQUCsh4vj3pEkN2SFhGBBFPOL/zCs4z4AFzHdUxCBZCaKPG9Xjep6eneaiNw1iPF6H2UaS0Ml+C0jSswTOIAPif8VrQoCO173ipKC3uiYjE7UuICe8T+AwoyZU30D2imoMp+8Z3eMLcCy2azcdddc/OzhKiQbng9aPgiM6Ox2OMx+N4+/ZtnJ2dJaQD7UpI0ni2v2crdEdbjohIqqJEDFEYiqJZoZqnGCObBrLVOjkfKySes1gsYrVafaE4HZGywaLPNsGZcDTqyMJOCvNKMQJ5K97JM/nxuiDoZO+b/EdEJN286PS5KJq/qfJ6jpct8/CpZcY0Z/zPGQXnZywHyKHHwzWMm7FgGOxIOgFumtkhsO6xc2Id9bXtRRmMiKdFaOUSfi/MY4IcIVhgS6UcEelVE2piEJwb4f0YjHr96TAhvCHDIDyXPgAdoGAuLy+jXq+n0bDgRlRPeaOayhgnhgwl5X7C9FQV8T/jjKjmSAwvEVX0er2syKHKxsYHY4IHb8OBh8i1CJ9hP5Q8Y0e4yIWQsKzVagn1YBScn0DQT05O8ofDkJrNxxXDi8UiDodDdDqd+O677+JPf/pTnJ+fx2g0SsX4448/xk8//RTj8bhS3dPpdHKH2NlslnyEcmEenLOYzWaZRIcuXoRHFFRi0xgA+Pvk5CTG43HumuwEKX03b2y32ywQgFbkfLrdbgwGg7i4uMj8z/v37/MgJhstFJxLVTHco9EoDSLRnjcF5J3Mo/Ml8Bv5I+hMYQHbrHhPtYioKPJS6TLPzJcLCOCtZrNZOT3TBsZRBvzKNez+S7PM2IHzGg/DbMwrPMCaKec3HC3YqYP30V/QAT6CNn+kUupFGQyUN+05A2Bs3zihYSIUjq10ieV7J1aHmEwuyTCvOcALsVI0rulnoTTa7fYXe+rTH+7HQAIxRDytQLWxKI1mRFQMJx4bRqeEtfDi8PCAQThJjX6ijHheRCTsAZ2eg8ucpCyNFPSEdggjggtNUJYs4mN/JU7fg088v4aYIqKyGMzQChBXq9X6ojSaFd0kxDnh0Lizx4wxNX/awYEujMnKwvxuKITtSZg3xkAO5HA4xGKxSMXEHLLwkHs485vy6Mlkkvuq0SdH8vSJflOd5Sgb/iKvw5kdyAFzCC/YkXKeACWJTLlU1nxq6NnQZ4kscJ2RBI/Jzp3h0NKZcn+tVxxZ2BgasuUe+NHQGLKI8XL0xDvK7/y+P9peVJUUDY8zorrFRAl7ePJK/LJknjLfEFHdF4lrnRfhGM71ep3VOcYaYaASJ7UiIIlq/NeMx7PwZDEUCBZJW+4xlENfoQ8M/FxIHlHd4wlmbrfbla2+UbAkV33GBcaoXq9nRGKDxf8YJRs4PiNvUSbzDf/hBeKFz2azfHZE5NoEjAVJckMieMh3d3eZF2A9AVueA4OREzgeH7fn4DnOE+DplnNXeu7GxHmOIQVHY0Ati8Ui2u12rNfrWC6XlUiS+1F2y+Wykjgdj8e5ct/zfjwec9t4xksxhSEzOx+GTxxhWy5YgY4z9dyCSujEmgUcBKJDGxf32c4D43Yukeo607Psu+lrx4BGVMuY0CuO5G2Qy7wCjhFj5jPm1gakdICte+BTfluuS+fkjxiOF2cwYGgzcsTTGdEsqEGB4R3gDXAKHgqJiTc2GvF0+I4VmiMJcH1W/xpSgflLL6VWq1W2w8BDb7fbMZ1Oo9/vZ3WIvWVCY56JJ24Yi2thJuPQCGWpxOiXIyiH0cfjMQaDQSZIXS4LTMUutg6f6/V6vHnzJur1ekI59GW328VgMIjBYBDX19dxODyWpuKhMncnJyeZd0BQ2IIc48V6hGazmVt+NJuP56mTf7m5uYnr6+v49ttv429/+1scDo8Lv+7u7vJ79gf77rvvotvtxufPn+Nvf/tbNBqPi/Om02lWALFo09g2PMm8z+fzVPjOZTi/FVHdm4g5BCryXJGoh0ZAVRgstjgBPmk2mzGfz3OdCPyMMsZoRTwevNTtduOXX36JX3/9NXcJhn/YLgX58AK9VqsVHz9+rJzNPplMch0M76UM+3A4JC8Q6UQ8JbqJaIGjDNdBL8rkzdtGD+ALaAzNMeIuPYa3kAHDQWXRAn1BjjxfZS7BcgjflHNtqM35iTLSNDriAgwM5R+NMl4UJFXilySQCddK5oh4PpR1ROHwkmvs1Tt5zPf8zztRFhFPJ+I9hytauTvSYUU0C8ncUPbH41Pi0IxtL4xoyrCTV7PiMSEkZlB7RhbURuOpnNN0gq6G7jC4jUYjsW6EjnnhKFR7yKzBAJrY7/e5JcR+v0847v7+PuGn+XyewshCPx/fyimJQEisQDfEwfer1SoWi0X8+uuv8eHDh1gsFjGbzeL29jbfRbIZx8Bepz1xYDLoY0iS+WQOHXk4ce7PDW0wRygkVoBHPJ3JjRLFicHIGJqF533P+fl51Ov1uL29rZyNzr0uIsBZwjFx1MP4ut1u7v+FccCAUuI7nU5jNpvFbDZLubGjhFw7gqGVnryhPmSyNCb+OyIq+Qloyhj5DH72e0qkwZE87zZ07fl3CbZ1UalfLP+Otiy/NDvOv9deVITh8J6JgWmdgAKyQVE6L2HF7gmnmfHKcNEGhv44Ge4cBffQDI+hWGCmbrcbo9Eo7u7uKmG8FZLDXYfZLonEIG6321yAx5gYs8eI11kmExkbNGCLEGOyvIPnljAgxsGQBBHecDhMBVmr1aLT6VS8WBYNYjTwuJvNZtze3mZOZbfbJTTWarVyFTxztF6vY71e5/qO4/GY1U12NujfZDLJM9APh6czR4BdEFyUNUqyxLCJuMxHTpSXuTHmlj45OoZvKXxgBT4eJgp9Pp/nuDGG3Aef+N30C/yckw23221MJpOEslhPYQNR5vUWi0UMh8Nc4AZPYCCICr3/W0RkFR3bmTgRbGNQ8iSN+XvOy7aTglwYUoPuhoGcN7Bj6OeVeacyae6/jSZ4nsvcFnzh95R8Q9/4IVIqYazfay8qwoDZIRBeiScOhsAwuFojorppoTF5vAsmwVi0J5d+8JzT09OEBFDu/vG9hn9s4Ha7x8Nter1eRhn7/T5hNjwhCyNjcThtA+UchvvMu/F0iAAQKD6LqG6V0O/3E85hTBgK70NEFRbHgzI+PCTyNf1+P2lseOJweNwP6e7uLg6HQ9K3Xq/nHlPsCcU27Hd3d7nFN57rcrnM787Pz5Omw+EwcxM+4hWng3uBxD59+pQVW1yDMSISwijiAHB2Np/BR1YQQDURj7AWG/p5twF4gCT/bDZLiMsKcDabxXK5TMMLv2P87PkzF8iFN1Ts9Xrx448/RkRkJAcveA0QcwpfrdfrmEwmSdtutxuTySR5A1mp1x8PoDo7O4vz8/PodrsZjez3jwtFp9NpKlnn3qAHnrz1AAqU/tB8dLGjbCJNCifgO2QYqBqDykaPOHElPI1BLOkChGZDQ1RnVMQQp/OmLo7AkaLZeXk1GH+nQVx7hih1FCfM4UolhAglV95rj597+HGyy94ATIUCsodUrpmIiC8YBMWLtzocDmOxWFSwSYyhN1rkM+4voyQLGfc4ycwPdCL/YEH1bysuyh9RAKYZyghBnc1mqVih9Xa7jY8fP6ZQ4r3yPNp8Po+7u7s8ZwLvGZirXn9MrK/X66yQcoUPCdiIajUSQmZ4BXpCO/qCkFrRM6ebzSaVBfziBqZfwiBlopM54Tvz23MGp9FopEFGaVF4MBqNKgvlMCo4VYyp2WxmBErkBuQHPFWr1eLm5iaNNvwL3Oi5b7fbqVhrtVqe4si2LfA49IPGODHn5+cxGAzSEGOcLOOG6eylG6Lme2jJvPAueNSKmN8lHGvn1POB0XG0A++52IS+YFwioiLDNn6Mz3AWfbZz+1sQ3R/JY7wog4Gn58kxNumcAhUQeGQlHm4F4fCSBJ0/K0NE349h4H2lx0Cf3GeEvoSXCMvZHZbSRAzdYDDIXVPNvAivGawMx/Fey+S7tytwDsRKFCFFkXD+N9EGXjXYPX1Yr9dZhYSQnJyc5Bni/X6/wvyUqj48PMR0Oo2ff/45/vznP6dntV6vM+Lo9XrR7XbjcDhk2ayFfLVaxc3NTXzzzTfxww8/xPX1dRoZjL49ZrZ0x4BFVPMPrHFotVqpbKmegg70cbfbpVK3AjAEBk9CL8ZPNMD7yZ3w2Wg0yi3kmS+2W8ewYmRYlMh7PDccBgbNvN7i9PQ03r59G7VaLX755ZfKokegzHLzwcvLy7i+vs6tPbrdbh46hZwYbnHug61A2IH55uYmdwQuIU7G4rydEQfTylGI5wDjSMRuI+PcGq1WqyVCYYfL8LIRBTuKho6gu41XGS1hYK2fMGBUSPIe5PmPtBdlMEr833v1oBifS0BFPDEDDG+vnL+NGXLPc56hjQEMTXjq6iS8WHvu9hKcYEOwgVyAS1AYPBPv2InqMrqwd+VIhGs9PpQVzd5a6S2xd5GF3niuk6B+L/tLMWaiHSp/MFLsJst+Ube3t/Hhw4e4ubnJiLHVamXinLF2Op1cmEZhANVbo9EoxuNxnlsB/u95pkJnOBxWIgLX3vMZXnEJfTLPKCLPrZ0G+NfRlPmbOXQlFd+hXPnx6vvD4amKjDnlQCwrMo+HggCeDz1xsi4vL3OdC0aDLUacO6CKq9l8PIWPLeJbrVauOqeh7FGKQDYYQHJSwJn2/l1wAN3h0VLR2xEqoxXmnyjNaISNCjLm3F+pB5gz3uH5sGw5IsAhdZ/9TGQUp8ZRFjJs4/8aYfxGc1hqo0BzxIFyMjxk7yuiuiEez2eSzTART3ABzGkDhaLHS0T4XNrn99J/46EYE7B8Vlg7oWqjRp8iosKopTIywwEDmW7GQJ1j4Xm+Fk8Qr9SGBgO53+9jPp9XdrQFSzf9NptN9Hq9PLsB2IQog0Vq0+k03r9/n557q/V43jbHqXLo0sXFRVxeXsbV1VWuianX61mBBnRIKTT9bTQaufVGt9utlCx7gaAPJTK8xXXwAYbeZcbcY+XjvJsTyYZc+MzRIZFQu91OJQ3PTKfTnJPj8Zjfw49WrPA573A/HUUMBoOcByfjnWvhN+W40+k02u12ztF8Pq/kZQzzsOuvT2kk0iZitwLlf/rBc0xXO2ZW6oatPV7DRn6mdQi/fa8dCssnz0G2rKvKnKJ1QskjzEPpyNLguT/SXlSVVFmi6XOTIyKVkvFph+NMOrCOFTcwFgukXE7oyS+9AsMKnFUAVom36wSZPXaUGEy23W5jMBjEfv+4qpfKJBKi3GcDCO5LsjPiafGR4Trj5g7dERhf9ivjsAAAIABJREFU81xFTa1Wy51sP3/+XHmWMWUqijqdTtb4Pzw8xHw+j4uLi3zu58+fo9frxeXlZRoyaHA4HOLm5iY9wE+fPuUaFYwB9+x2u4wwiCg45Oj8/Dzevn2beaHvv/8++wRNgU+azcdzv4HJms1mrgtgl1wS1a7zh6+At+bzeR4w5B1bHY15U8RGo5ErtY1n22lpNB43RiSqhufJK11eXuaCOVfuYRwxtPCDD+zyBn/c7x0Mzs/PY7FYpAGHz5krG4C3b9/Gu3fv4sOHD3F+fh6dTieurq4SlsKQIquNRiN6vV5CQ0Q3w+EwjsdjfP78Ob755pvKPlQYEWhIXs1QDn3EKHIdcmxnzTJtB87XG1FABrkXSBu41cgBxriUq1LekC/nrdAZjsicp7Fcl4bk77UXFWHgETnUdLTgRXg05zzKhJjvL+8ztugQlWv9XoSLdxiTRyGU4WrZDNlwxoIFtEzilc+yZ+OIwfkbjI0Z3wYDL8n4cNnfcuUuDaEmtCcXwTbc3oQw4hHrZ+EeRpP8hEtsyy1anLCmugrsm7UfVJwNh8M8/AnDQhUP6wNITnuB2WAwiDdv3uRzLi4uvnBWuM98iedNH42v2zM1fOEIl+vsgZMnIX9j2vLs09PTpAO8UMoH88mzHd2Yf8p5B/Jrt9sxmUxyzypH2fQV2tFfjBfrbCIi79tut5UqJkfkRNo8x5EzhpZ+GrIyf3ksKH0r3ufmx4rakDbvhK6GZGnQAUXu3+Yb7nWewtCycyToLT/DMvocJP177UUZjP1+X8H0y++AAZ7zmh12mxGsHPGw+B+G8uQibFa6nmA/FyXpfhhT5f5ScVNp5K2sXUXhCgq8RwSRdxhD9zoJQnm/l2eXzFf+b0/U9AC+6PV62XdOasMAlvkQYCmvO2m1WgkLodBPT0/j7Ows+4gR5oejZBmn81qj0Si9ZXv2PBsDTwkqe0M1Go08aZD1CSTEKRPFkLnElTwMipg5QTl7DsoVwyg/6Gse9HqSiMfqM8ozoUur1cq1EEQNzpeZ98ocF1GIISvuAW7FEEyn09xNwRERcsCpgIvFIivk2HsKGmBYPVfmacOqQHFW2JY7NxuGEsIqo4Oy8WxDRjTkBKNYwks05tk6p5SrUp+UkJZluPxtSBcjC92+tr0ogwGhIDqEskeEl4FiRHE7SebN7SwYhIAObbmHZ9tDcxVHRKQAsH0E/TTDOsSFeTlO00LQ7XbTu9ztdrkFRsTTVsuGjAi7eS//U2UFI9vj9PtK+rk4AOgCCMfvPRwOaRguLi5iPB7nLrTe+sQLG3e7XQyHw/juu+9yZ1gKBoAner1eXF1dxdXVVfzDP/xDQnVsye0yUOA4+rlYLGI+nycNr6+vM9KJeIxuWCVNkp0N8yKezrFmp1ogr+PxmEaE5D2VSNCTbTJQ1BZmos3D4SnhyjvMPzSMCIUEFBxMJpOsoANygT/YOoPPmVP4C0NFpEUxAFEs0agNHHDkxcVFRER8/PixMv9eC1Wv19NBuL29Tbkzvy+Xy5w7ZNXrmGy4kPtyXtAD5D7gayAvR2pGJmiOjKiAMzRMtMm1Zb7AEYphPUdAvKOMDKAF42LsvId5N1JghIK/fSTv17YXZTAiIr07mq16mah2iOhkoJnHnnJEVBgVpnO04f9p/I93Xa76dvKbZmNXYpSlp8x1Nk6OasykjNH5EpfflR4LzyqTkY6ceKajuLJYgC0mWOCHV2ljB1yDojw7O4vLy8uk2Xa7zW04gJTG43EMBoOE6VAum80m5vN5rgtxPyKeTiVkvyh7e7vdLhPxjuJOTk4yv2F+sIPA6nU/z9EB+RsrQ2Pgxql5PtczxyV8whyY9vA0zhAL8FAi8IRx+/+HvfdabuxI1rYThgaeBE077ZEiFDtmjvb9X8iOORnNntEntbrJpoGnAQj8B4yn8KxstESd/pwVwSAJs1aZNG++mVVlEPX09FzGzT2cl3AFDsZzvX6u0GLDwtFoVNErR+o+9haHZErY0RXPQmad6zGa95YaODbKTLkM8hgvU9g2+nx2V/Rl+TZN5nmxLu6iutF//uZz9Mm5D+u3nZplx9/nc+jCLor4W9erchimWIwgMk3kCeHzXJ5Mc7q5tM5UkoXQgsN3HfH4iMxcVsv9IqoVDhYiv2cOE4dIezK9kNEUv22IMk/sNjlU5+/sJC3AjogwEovFotSZg2BBUo1Go+LEMNCcfgevDdrCYbAxIQleopd6vV5KPFkH4Q34Tk9Py0677FVE3zBOHq96vV6iEFeC4YTg3Nm3KlMdnmOouczv50V6LpN0niliuyMB/UMOvDU744/csojRuTNWkTPnNtp2EvQ3R5zcn352Op04Pj6O0WhUymVNfRHVsncUNB/35F5EezhPDLH1ycyBc1cGVna+7iMy6/nJEQZjaprTRj1TgzbomSIzYEUWDUatk7SH/vkZjoYybe6LdnrOXnK9qiqpZrNZascRHJBrNsA21C5fM1IEDYJyLCCgMSgVI3hzsT5lDKMMLcCGejgjc7QRUTEkIOKIKAi61WoVFM3Fdwij3U9HWOZSQWIodMR2h1AjISgtvk+fMPpWXvfda0fYxO7w8DAGg0FBmRzGNBgMImJ7pgKfPTo6itlsVqIRjC7jTb/IKUyn00LtMDf++/379/Hw8BCfPn0qFVM+wwG0boWlTRzigzwwH6ykHo/HFRnDcSMzUDJPT09lnlB6gISTmt4qAkdGhdavv/5a9tJar9fFwTIPtVqtLMIjZ8BBRLVaLW5vb8tYGiDRXmSVucaQ4yQjolB+RAbn5+dxf38fl5eXRW74Dqi+2WxGv9+P6+vrImubzXMVHWNpGTNAMu1sOjSiuu8S87ZLVp1LQv+ZKzsjOxJsCc4cI7/ZbEr15C4Gw5GvgSpUoRccu7zYzsN0FHk0gxY7dEdLBrMvuV5VhIEAEDZn2sdJRlMsNtBG0TkBaE9u5G5U4bZYuBFsBA5ulcvIyOFkTiJHPAsTu41GbBdYWaAy8rCBQokwTLTPnCftp02gq5wQ34WgdyEejDc7kaI87BLLQVFw915A540MWV/Aqt5MD+CAN5tNWY9hZ49zJ/dwfX1d9oZyspqkN8nYnOT0cbuMIbkYTrhzKaxRLRGMZcXPyKiQOWVu7Jh5jqMijJcLNCggwMgRwVFRZTBhWeNMChutWq1WxisiKuNGv46OjqJer1ciCOaIe1Fe7BJh5Mt6y+ebzWalhJb3d+kPeuIrU0O75nXX57ms3+6T72t74DwD80qkYNra1JptRqY9mfMMKr9lR3bp4R9dr8phgB6MKOyZ7Qz4nUNFK/jvJYxM/ZjT57s8w9UfPAN6BUXNlJOfnzlK+ujqKDapc/st0JkLzdyshRrk6OcShe3Kafhv2uYx5plwzE9Pz1tV4DBpLygVyohFXbTVm9SxeM6UAU5mtXreIwqaBgrQSXmPA1uTsEkgtBO8vgskcKA4Xn7sdNk2HaRs5Er0AMrHCdtwmeoDKGTFB/2SmLez9rYsjDHggzkCUJGLIc/h3B3tIs9knTIgcd+9F9Le3vMRvqvVqqwEpxCAfjMfFDWA9PmcZdQy7SsnsXcBPMsiY8CYu3TX+mK0jl4DIDMVa6qIezh/GPH10QVczsn4s46IrHOwB1xZ/3jNtuM/OYxvXITEJB6ZeBTMqNjKn/dLcqUSpa/ZmCNQDj+5B4gJo84EowgsDCRZmD/HZ/ntyMfh6NPTduU3godQWZD8bCNiPgN68doBDIvHDSWw47Njpp2MKUpkZGVqYblcljOfuS9bkJ+enpYdZuG72VXWURALsxjL5XJZDBTUUKPRKNuPmHbyeRisekYGHh8f4+LiomxwSBvpI9EHKN1JeRC/k9o4LZwM88i9oLWYBxwWjoexx3Ha8fpcCYAI88AiU8sHRh/Kkfe9Wt4UFJGMaVHLFgYfGWbOyWc8PDzEP//5z3IaIYs1ATF7e3tl92EWPeZokciH/9F3jLMRu4EbMuroiCjIFVpcOcqzw7Dh3eVU7BB4Hx1izvxMV2MaoJgJ4DumP62LXoDosXDO9c9cr8phMKjmNyOiYhiNJGzkbRS5FwqNASYczAlhI3a3BaeAQTa6cd7D7XM/nFyzUfZ2ABgK+FNzn4yFnaH/z0m3TCtZ2VBeK4YTs851mFLDMKAcy+WyUhXFOEGRUMrK/xgLog6oK5+KhxGx4Y6Isq23Ub3nh1XZ0CsYdUpvR6NRqZaipNdRRURUnJHPqDaHTB9wBhh9I9S8YBLD5V1vnU/JkYJzJhFbgJC/w0aNRLzOPWCMrB84bEcyrkaCTjRtYtBiR//rr78Wx+PyYf4nz8XzkSNk3Y4gU6OZTs6ghtexCQAun/bnXJEjCTsj6xS6m6PE36OyrL/Zlrg/fhbj4XY6iuD7mdriM3/melUOwyg8Vylw2ZvzHZfScdkwEi46XPfrdho4Ft/HTgiF8pYFLu11FJTbzWdBgiCRVqtVKlJyksuOiD7Rbmga+pP7vyv8dei9q+9QExhnUGGmO9brdSWXAWJfrVaF9/Z9I7aH7tD26+vr+Pz5c4kAWK+C0WYhGfOM4UfpcE4uxYaeub+/LyWfrC0hGiE64bOMPXNrGcn0A3SaoxnewzHacGPEjEC5QNiOSBgn5AIqkOq0+XxeoStw3J5TU3Hr9bo4DPpoOSNihA7kYu6azWYMBoM4OTmJ29vbsm0MnyWKoeyXcfBlcMb8GwQBan4vZ5GpNuTaQMnRNs+1rmOEM41rx+R70X/TdjbkWTY8dvSH5znv6KIEV27y2479z9BREa+sSipiG1JSkWFjD10UUd3F0saOwXZFh3MccOzck1WwEdvkpGvucy4AYSBEvb+/L3v6OHeAM7CjglIBGbHiudFoxG+//RaDwSA6nU7FaDl6ov+uT8dh0m7TDM5b8DkLvis6jOiOj4/j6uqq7L1FtY37VqvViqGlYoe6fzakOzs7K8gXRI4Bhf4ZjUaxv78ff/nLX+Lo6KicZb1YLOLw8DBms1kxSIwbdM7V1VXc3t7G8fFxoUnY6wuaq9lslhLcT58+leNZrYxXV1eVqi2MLkrsKiGcIkDC9Cd0KsUB3kbdcsQqaPalgkrEMSBjrN9wRPf58+dSYUfVFyjflBJOioWGOGMivEw/EqGhAxg7tiVh/Q17gHHoFf3q9XplE8JOp1PkzL8ZS4+bKweXy2VZNIneop+ANPpmo49+WC8M/HDiucLJUVq2OT6PhPlBHrwNOe/ZEVlvDT7pAxWcXoGPbiAHT0/b0uQ/c72qCMMhmPcucngbsTXGpqzM6Rt12MmgDEwk94moLrpBIH2fnO8A1RppZcQesd2QzE7DqIftMqAbjOT5vjlWkCPvRWyV0OOBoeZ/KxL9ym3HoWB8bDSNvDxebOUC+j46Oiqn0bFRofsNtcSzHx8f4/LysnJIEkeBQpVQTkpuYrV6XoxGZML+VJvNpjgbI01kqF5/3ln3559/LmdNk+cwtWaEzHhRPktyn/u7+ol5dqLe45vlYTabFTnGwOEc+OH/drtdHIijC+7HnAEMiFws09PptJKQp3+MKfIYsc0zOQI4OzsrpdQ+eIpNQmu1WmVzzkw5IU85yjEwczRPO8wm8Hnfw5/hsjOg/75ndjp+3XrBc51bcPVdvgf3oQ0GcXYK9NU5pRzFO3/20utVOQwcREYDDvX5nMM7GyVXszDgoOl6vV6MM58zlYBXd77C7YioCjCoywIIsgMR0pYsDCCiiCgCaKrKBp0xyBy5ldBC7XtbGRE+J+vMC/M+6xR8uBP3gtpwBIcRWK+fE6Vv3rwp5ZbL5bIkbtmd17kcJ5txPsPhsERsRDYeX57HWdHfffddyS20Wq3yGebr48eP8f/+3/+L+/v7uLi4iJ9++qmg4Zubm/j8+XNxKrsoFdAmToyxciQa8WwAiGCHw2GpFDPiRB44RApHN51OC8VXr9fL4WCMO3KCzLsiiQiDg5f8nYgoFU+ckOj1EFymZVwRlxPR7969i++//z7G43FcXV1VtthgISVj4PwY0Q4gzTkk2poRtVe+O0ntKJ920kbLsqlbnFimBE23El24oIH3LB8AU5f5O2riHuiTHZ6dtTeY9Biv1+uvzgJ66fXqHIYn1gmljEyc57BBd/hvJLjZbGvnUTYU2BUKmdPneTYiGFAQGRyyw12UxWGmBQYHwPNxiG5DxJYDzzSVE/g5KnF0lcfEztdoNZcFUi6ZnYsVt9nc7rxryqnZbJaN8iK2VTjQIs6VGAG7767EwVDSPhzawcFBnJycxMnJSXGenU6nUi1Wq9XKmdTT6bScFW6Zgury/GSOG+PiyAunwW/m7P7+Pur1eiWZbT4cGX98fCyGgYopEsfO5zgqI6olSsGIGdk7EgeAsIKd9T+mweijwU/ElmaxLG42mxgOh3F4eBjT6TSm02kZA2TIxRAAMVM3jtR5hqN501g4Zb/u5LCjACfzs6PhdWTYZb/0DZ2yrlgG0A1khnHOgNLRkh2x7+XoKtPr2cHkCOb3rlflMJyH8ECBRiOqazCs2EwKBpHvORkIX+vqqYivS2o94SiP0a3RGQLk3ID5V3OZGCjnG3AGlFS6goIoiSsjDUcurjpxNOL2mxbhNVMivkBbT09PhRLCsXFPVz7RdwwbC+swmow9xnm1ej4xzqfyWVnZMmQXtcghQ6enp/H+/fsYDAYlksERZSqDvAcryI2gvZmgnQYyYvrJiDFia5ydePc8MkcuIUW26AtODcfg3Q4w4DgRcko4OAyqz3ixPjHu5IG80pmxyrQn7UUGjdrRw8FgUEqSiTq5j2k6dC9TK/TPiN9MgelPg6OIrSGnf3YE1hPGOCeP7VxcCecr6wP39j5kfI7xtNOl/Y5Wdt3PdsUAzk47022/d70qh5HRdMR2TxcbUAsO4btRRRY0BMyleKaFmFBHJHY0roNHiR2BeFM1IygUx7X3fB4h44f3+TxltjwTA+6dQyO2exLhgFw2ihH0CnDaaDTjCAz6JWLLkUdEWU9AG3OE4ZAdSuLg4KAY94goFT7QSXt7e3FychKtVqu0kbMyoJc4ChRHzBkKrVYr3r9/H3/729+i3+/Her2O0WgU19fXZR4xlhFRQbiMOWdOc84EDsGbDzpKi9jSJqYqkCfG4enpqbSTcazVapV5mM1mBQGTrCfvwKJAHBBGGUfLtiYYSehDdom1DpBzgZZy+bbbhuPg3BEWDpq+QpdYpHdychKdTic+fvwYt7e3UavVStKftmLsWIvixLUjvF3AAH33DsGgceYW40w07DyF584UmHXD+sC8mmHI9sBMhBkF6yOvcQ9+cB5cPMcsh0GvI/uXXq/KYWSka9SD4HrAeS3ia4+cOcaILQfsUNG0V8TXyWvew5jwvlETCoJwGVn5QBraZ+FDCc2fZlTnthHm0yaQjaMGxpI+u18OgS38OBAjUMbGZ0v7WczBer0ufKwrXBx2r1arstEefcbg8Z3FYvGV07dBA11Pp9NiBNmahOew55L7zv0YV8bM22nbMBi1Ol+Q8xuMI8/m+3zPxQ6eb9pkRO1EKc6WOcChrNfrmM/nUa/XSxmsIyQ7VAw2YOLp6ank3JC/TPlGRHEc/G+5winaAHNP1rywTbzPPScqc04Ew20ZYUxNP9J264WNqOcDp5H11/pIpOIfU0R2XjnyACDY0CNLGPxmc7vA1hR7jnpMa1oPfWVq9CXXq3IY37rw5gxwntycEOPKXOIu5XVFhCkQJjxTCL4nAlGv1wslYLQDQjK6wQBw4SRZkct7JEPps3M2DtlNWxixmec1TWcH5LGKiIpBtdDzfzYq5qZdQGAqzWibQ3dMCRA9RWzPrHafHL1RmYJzsix4B1fQuvtHpEG7VqtVOco089mWF9NKbBXi9zKvzrhmx4Ihc1VM/pzngO/xwzhQnWSnzQaDjhRNbSLn7AQMdUc/doEZxtyRsfXA0RtbnV9dXVUiUreROTBgyfpox2Bqh8jNtHEec+6R+2EmwI7DiN62wQwC+s9Y8WzshJ28HZ+faeCXAYxBk+fcFHN2In90vSqHweRkVOEBNZ/nKiSUgjUREVWhBllYUEwj2flYGPmMhR9UgZBBafgMch9qBG2G48tRDatnXWVi4XfeICIqG8KZLkPJSDLny8bfikv7iCaoOHIkxel49KnVapVxIVfB4jv6T5uhS3iNfALKQunoxcVFqV7C6F1fX8dkMonZbFZQa7vdLlRMxDYKgV4EjQMk6LeRuqkO1lYYUeZCCiJJ/neOCANerz/v7MtPv9+v3Md5DCI5IkvyQDh5VsJj+HkuY+iNER0BURDgKBTZjIg4Pj4uY2z+nD4DSiaTSVkLg8OLqG45w3d7vV6cn5/HarUqW4TYYTA+zgvxfAxk3grIRjP3xVWUjBn/s0gTJ2N7geO1Htv426HwPD5jlgLdJHe0Wq0qwMmO0VGCASaX6Uw+Y6BmavIl16tyGFwO0TCG5s4d6ps/JJR1qB9RXVTjyytyI7Z12HDLRilcfi7PMJ1EO5ychNLxql8LDc7MeQVHPpnfpE8eK5TffXX/jVz4HILJ5Sgt751jxOSkJgaYpCrGZTwel32mQPHkI0Dr3tYBJ0EVE1uGzOfz4jBYuZ0ThRz8gyNBUe0E/BzWVDiHhCx4DLkPr3E52mXe+WHtiOkIzqzAyWbOmnHHcdF2xoH5MD9OXzDGlm8KDSz7GEXKlXm+DZvzeY4YuY/lJXP23W43Tk5Oysr5HBE40jUNlvXJkY/ft4y7P5lVyBQV7XZOAx3l4p7W8125hqxPyJpzDTgIAwP+xlllHTZT4PHAHrgtf3S9KofhHAZcYMR24k27WJhtNDE8Nn4uGc2cqTlonmVBAxHYYCAYmd4xF23EjUOJqEYhKIDbB11Df3nPyuMKD5Sc7/K3cxfcE6Rkuiiiuo0KTsJCaqVkHOjbeDwuZaqcZsd6h0+fPpVVyRwBSpLc84oyNZvNGI/HxWmwVxQbEUI1PT1tV3yDzs/Pz2M4HEav1yuK5n6YWmTPKx976qjMRssGPBsD8i+gWVaW+7jdWm2760Cv16vkaFjxS7tsjB0pEjWzcM9AhjnMRpT2YsxyZOvTEbncLxwecsjzLAuZkul2u9HpdMpJh17hbwqXZzFutI2xIDo3FUQf/Nvf2TUmft2gEmfPZTqa5/kn67oLQxzdfYui9HMMvDINbrBC253Pe8n1qhxGxHbxU8T2EB5ez4k4jDSX+UNyCAiHHYJD+YxOsqGNqB6olIWUtrBHDsJEdGEkvLe3VxKt6/W2YsRcMu2zMmdDYiFzm33hPGivufGI7TkJ3NeOmoocxt+Oyv3nkJ2rq6uYz+dRq9VKxdNPP/0U//u//xsfP34sCJmqKagDxrnb7cb+/n70er14fHyMm5ubmEwmJbm9Wq3i9va27CvFGNrhtNvtcj74hw8fotfrRURUqBvKXekjURGHPs1mszLvOA9HG3kjShTaRpyIknUPRFaUCbt4g4qwbBR8bjfjzkpv5s0gxDL09PRcgQU1YufB361Wq1RpMZdEHkTB5Dwwhsi5VyrbmXLv8/PzODk5idVqFT///HOZG7ZHN/1Xr9fLDrjcC5oHY2pKydSQZRZax/OCTjoSNJWUownn1XKERe6K9ww+yOcZ1FoHvVEjfff2ONgGHI0LZOj7n8ljvDqHYURvtJ5zCxHVLYq57OGNCnxlA2qvvit5aedhI+HvsObCk2zlsmExTWJnAPriM3aIFlLf09SLx8yoDmOSF+ChSPzP55385jftyAlZDJtXrT4+PpZ9om5ubuLq6iomk0nc3NwU5fOitlarVRb60S7a6jAdvhhFQ1agrxqN53Uh3333XTk9z6jYZZebzaZQhc6bZWrC0aDn1kaOcSKqhDpjXHGIbHaIUbDTJyHtqAgDi0FEP5DfiGrllWlH7p0PLMKAM3cGG0bhjDH3N2Djf8skAKnRaMTx8XH0+/348uVLXF1dlc+bbiGScYk7984LLz0fjv7cJztw+k5fmN+IbTLfEYmBVI48+O1n4qwNpHIFnueCNtpp2abQJ9sGgOafoaMiXpnDcEgHuiA8teAYWWcD5jDZ9/SEOyzke0aS/FiYcliKgWKinex2pMNzbNTtCBwCgzy9+6i5WyfbMaogLZQl00seA+5JQtlhvSO5vb29srmc22FltII7EnHyEKrp48eP8fPPP5fjVIkgUY5msxndbrey8huDDNXTarXK4jy2LOGzUCC07/j4OI6Ojsr9MBJEDSBCzx/jxdyg3LsMlMfXtChOdzqdliQ9uYFarVbabYDCXmKDwaCyMWC9/rzanXUNlMqavoAWtFOlf+RSjLDpGxSXo13uQRRkzj9TV4yBxw4HBNU3HA7j6ekpLi8v4+bmphINgd7ZJDLLdjaSNqLoKHKT2+CxYH4sr8h7ltUst4wDn6cNToTzP2PkBLXBk/NqpgcNeK2jlgHr8UuuV+Uwnp6eSjVNxNZI+XAdD7D3OeLzEdUtH1yNEbE1FnnBVVYI7m8hAqlAGTghiuEE7Wae21Sb8wh2aCyaYkGZT3VzJZD7aqRkBOOICEOBk7VByJQFY0wFEm1FERxxQTMdHx/HcDgs41qr1eL9+/dxdnYW7XY75vN5XF9flyooDCdrDUCVOAXP63K5jMlkEmdnZ9Hr9Qp6x4DSbxLE3qiw0+kUSoC2RURZ+IYxYUyhR5g3KzerpUGTGDWfmx6xNTzj8bisCeFv+sj3Op1OdLvdOD09jTdv3kS3241a7blSrdVqxfHxcaHLnp6eyj1Ysc2qcJLMtK3T6XxVLcXc8UOuAefjCjAu79LqHFrENvHvxHvE9vyPw8PD+O677yIi4u9//3uMx+PKzgfL5bJETxQFMH7013s95QSwwQt0b6ZyI6Kic5niNQtA9IfMOdrOso9dQHf4H+qOPvK3xw/9yFEfl+lpJ9Vfer0qh+H8AZPGoBmhu6beXK2NuimsiG9t3YyWAAAgAElEQVTzgHzHtIsNQo5K7Byc6IqIygI3lAnkYTTkUBQUSGRyeHhYcWRer+DowgaPy2iX/80FGzHyOYw1hs5JWSNYvmcEZePJpn/0j51NDw4OYjAYxHA4LMpHBZadncclLzrDCR8dHZU22/ETbfkHZ2tAsdlsyzedDyNCYr6+JSceN4yBFTt/br1el5Li2WwWrVarRD6cZtdqtUopM23EaSCXGH5oTWTKkaXbTv9MezCn5M28qSOXabZdemFdgLv367lAZDgcxvn5eURE/Pbbb+V+/NBnJ5GZI6N7swYZEPGdnNeznDM22Qa4oGTXPXmuS8xzZJE/n9kMy5PpKINat5nP2UHbUf/R9aocRsSWH4yoLuryZBvRmU7gMnVlg+FJtgPyvV11YkTEs3BYOWGOMNXr2zUXppMiovDoOLJc0YRCe6M7UxA4Ukc9VjQLlit6zCHvqiBxEQFGAyft7VqsuDnSw3nTn4ODg3JsaqfTiZOTk+j1etHpdCqVTNwbpEkk5nLSzWYT19fXZc0EBod+s6UJUR+RBnLCPDliyJFppmGciDZl5zGJ2K6tMEXnZ0LTeIU2Drbf75fn0X76A4jgRMFsBL3GIS8KtE5kisb0JpGKgYCrBHkeDp35xQDjfHgm1Bf/7+3txXA4jPfv38fl5WU5vtdRJRGaUbv11vw+l+eTHxekODHOfDtfZ5qJiNJzZn20vuT8yK4rf956Z+fkXIrvBxBEDv6Ms4h4hQ7DISBIFIWxo7DBphYfugiU6eSTlclJNV7LJZhMJCjAHp+JpHzSjoM2+xxnjCAO0JED+YScXAWp5i03UFye6yQ3P3YQ9Xq9GM/cP6gIc/ZG0fQPpfOeRx636XQaX758qSBTl5hyQZO44seUyGKxKIZhPp8Xvv3o6KgkzjE0tN+GDqczmUzK8a+g6UajUZzQZrMpiw1NFXoFuSNX2uExppKHY11teJg/50MwrjgXaL7pdFr2gGJrFCKk2WxWqpmYPzskkDg70OJoXASQ0bBRe7fbLZsxUn1lY+xDmbx4DPmyrBg8kGtii5Yffvgh2u12fPz4Mb58+VI+X6vVot/vVwAeoIo5MUAwkDJYQudsmDNL4YozHL4dE9EyuuW8xf39fSWnwdg7UgUAIs8+WdCsgHXCYC4Xy2Rw99Lr1TmMiKgoiKkmJsUGOuJruoALQYTCwujacPoyAoiolm3yeRtqBMF5CNqHEHgjO7h56AwjNiNBJyBzBZJpFofSjkhoDw7AyVmHuTlpiCHJlBmRlpNwRqARUcpqaT80DO2jLp++QklklMoYYzgjnlfSd7vdQpPl+cOJGA3DSVuRuR/j4koajIVlyLJgOsRO0KAkyx3js7+/X3bl5V6LxaLkYci7UEGGvPu3xxuUizPkdD9HfRhLvo+j8mcwtC4Y8DzTTxsuZCKDMfTTeYeIbcnr2dlZNBqNuLy8LO1hvAEXmet31GKdsgwj9+iLx4eLv70PFEDAumKZQg8w3B7LHLnRFlNJ1kO3w2CU+eSeBnvu++9FNPl6VQ4DoScBl4WPy6E0l8s7bQC5PElGpggpaDNHF3ZQmcLxSnHaaX4eJLvZbEoi0lUyKKKreUD0IFcrLc/FMNJ+6DNHFRhI2pA5UwszbUFBrHwo72azKVy7q7MajeeyUe7DuC6Xy3KEKvODQRmNRpWxt2PiIKB2u12oqmazGe/fvy/jB7XDmR2r1fOaAUppcUSNRqMc+Yni8577WqvVyvOMnolMUGryVkSKdgCWD+aU391ut9BzGNjVahWTyaREVs4HuGyYi2jFuQ5kkW1WkBPmZleVEH9b7ieTSaHMTFl5vYIr2zBifkZElIiEdiB3LN788ccfY7VaxadPn4qcU4acQSDtY35NFef8gAGVoxfuwXx6zu2Y0ElkK9O76IqjeRw97+WdAuxQrZc4PYMkO2RHo7ThzxzV+qocBobHxpFBY4CtEFkoIrbonM/wOkYObjhzg7tQJc/flTy1MJuXxMiAUAhj7bBMOXHxDByUaTXTVTn0NqeN8NNPxsp0HEaB93Pinis7WEd6jJORoCMFjOzT01PZDwlDg7GEPjJlQ3UQP+zIisFxxGne3TLD4kDWNbx586ayNcuuOXdUhWFwXxlPOx5HoyBaI3jGCPoNeaGKyHNAKSrlrsgM8+A1EZY9aI9ms1nZI8nzZQTuPvN8Fhh65bef7bHhf/rPXHPlQgDmFnkeDodxenoaNzc3ZQwiouSgsm5Yd3jf0YUpwBxRWC/RfcCcZdHgDRlyu3NkbUfrsmUDsqxHu/42aMsJdOurneVLrlflMIxQGFwLgiMAUymZQjEC4nUbPCuS37OyW1D4O1MlEdXN5/isqyoQKnh634fPGj0RhjrKcsTkvpP7cLTBODnMzuGz6RVfRmemp5wsjKgumISv5jlOkkc8L7bjLGn622xuV5PbyWDwiQLYG4qtR/JlowV3DjLHcb99+zbOz8+j3W6XebPs0Dd+HGU4MRmxPTzHCm3kaMPBvLVarUqe5f7+PiaTSRkfomJoMSIkjN5msyll1hhHy+h6vS5GP9OxOQLYhZxJPOcNL+mHIxnmnHnzvfkMF3NiI7y/vx9HR0ex2WxiMplUnG7WP8+NdZl+OUI3+DLVmu9rYGnQ4fkxs4DsOzrh8jzRd0ecppysi/yd9TbrpOkt1su85HpVDoPQFBRqjw4a3mXkMRQR1VJVhDxiSxFkL89lnjIjLBTNqNP39TYOcOwotxeYEcLWarWySMtUAkYaSorLBiiiGnW5lDRi63S9SM3GlHGlvxhnxsOGguSpdxKFPnGb2PfJCkml093dXVxcXMR6vS7rGPb396PdblfQL5SYE+1ELqPRKEajUXmfOYLzR5nJk+BIV6tV9Hq9+O///u/461//WsYCw2BUiaFw0tNHjUY875Xlw7qMAJljl2+CstfrdSWHMx6PCxXF3DMHyA5lr41Gozhky7j/Pj09Lc8mZ4IDzvkuO1kMI9SeaUMciZ0Az/WWIzby3rAyR/xQfIeHh3F2dha3t7cVig1als8CsKzTUIlui6NpnmdEbtBmygnHh+ww7sgiP+ioowz6zv1z+bmT5owf7bT+5TnnfsgnP/9Zh/GNi0V7uzz6tyijiCqKcChqVIbQ2OhHVPeWwhAY0URsQ1q/xsV3svI4WZW3Gs/78fA9o5Lctoy+IqKsHcj3idhuiZATc/ze1RcbX38Oo2ll20UNcEEHrdfrkoshz4DB73a7JQpwVOi1HcjDw8NDjEaj4kyZZydG87jlDSjZ+JA28zyoEdrLGJgyMA0BcMEo4ZgySjw4OCiL4+bzeVlYaENiCsvUDuMMRWUZYBNC+kuOxPJpeWa87GT8rPV6XdZ8sH084+z++B5+D1m2E2X8dlFTm80m+v1+cVDk+JyszvpvGbYDxIGYWqKtORoH6bvtAEHPp/M/FE54USNzbTqXNrKyP1PizvfYkdreuDDDES/vvfR6VQ6DAY/YUhRGrY4s8jqIiCr/HBEVFJCT5zZ6NizmiP3ZHDJbAUGovG6jZ8QOonfbch8wTBHb6pSs6HaAPJ/2YCwd5bgKyEbA1VoOm3mmE+ROoGaHkR1KrVaLXq9XWVHN8zj3gyjDNExOWLNKerVaxc3NTUyn00rBwa7oDyNCkna9fj7b4f7+viSeHVVgbByBIgPkCNx+o+uI7bohy1e9/pyUpzJquVyWBXzMgaMalxMbiTKnRvnQdpvNptApGF3a5TnCgNmpG0ljTA8ODkp5bqZQTEd6rHJpO58jMvH48szlchntdjv29vZiMplUNu+zPtqIGgxmfc0G1dRUjnKQdSIxvu+cFBGJ9d2UsfXeFJ8LVxw5UyVmtoMr2yNHbbQVGvel16tyGE6yRuw+ycrJay4MpieNCwGxd2fyoH2M4JzwtFHnM6Z/HNGA0nJfLDzmqvk+33F1lXMl2Zn5oj9Gc24D/eZvX/QJJbfxtVKhSF6sBsqkPbTVhme1el6ZPRwOCwKmnh2EbAcDUu71euUAonq9Xs7C+Pz5c/zyyy8xm80qiUlX0jlhyjqL8Xgcv/76a/zjH/8oCLpWq5WdWL21B4bLFAuOkwOBFotFJZpYr9eVVe7QHhg7VnIzVmyDAap9eHiIL1++FEODnGSkynw7GjGFSL/8HRyVaRB0yMh5s9mUHWWhzmhvNuRuAzrX6XSi3W6XfkM9gp6RG2QrIuLNmzdlB2LmwLSuDW/OzdhpmxLM+sr3qG4zJcRY5VwlUQiOGUDDsw0OHNFERHQ6nXLcL32HCrMOYi9c5guVZ1CcbcRLrlflMDB6RkuZ4nGIZ2H5FmUTUQ3RuXZRTxHV2n7eRwAtWHx213Nplw0QwmjjhABb+NzOXfd1O/kxZ2wHm9GwaYGMaLKxdLLSaI7+OzqxQ4Zm+vLlSzw+Pka32412ux2bzabsI4WDwhgZATpacjRBHgNn5HkAbWPc2ffp4OAgLi4u4vr6Oi4vL2MymRRjiCHD0RlMcE/65qiNhYsut8UY2cFDuURsE6SONu1gWDxnA26DbZTLuPG59Xpdchy0i2cYmPB5o2DkhfGr1Z7Xy0DT2Tl5jBgnKuNMK/LbAMWRAbQelWP0PUdSjKdX0ufIx8DOkQjvc2UganrItBEXjsGUV34/39tgxXLIOGXHm50ATICrwxy1vfR6VQ7DqBeBMN/v8Dbi62X4GCI+mw19xDYqAA3zmo00zzbNZGOdS2z5HpNsBEzbjDC5Ry6fs2GPqG5fwufcD9rGZz1WVgba5vGys+L//LdpGkcVGKasCNx/b28v5vN5yTt4Y8HZbFaS8DzflKENAc9crVYxnU5LAtII2P3J1S71er1sScGaB+aC93eNmWk4c9tsLonhpb3cg8+C7L1jLWuMjPChzihpNXdtB+r5t5wwhpxeaHnIYGMXoja6jXheic+Kc8BWrjh07obE/GKxqJRzW1c8dhhFDCuHbeXP2/BavlyKS39MI/NdO9yIr0vzd/1th0Cbcx7F/3sMTbcBGhy5eyt/Luut54jfADRA2UuvV+UwXJUCQmLwTNdweZIZXIyPBYr/I7acu6keX+aWHelYUSK2Amck5SQq90b4jRQtrI5k+PFaDju9b4WmoDMnZDMH7mjCgpsXguEIIuKrDQW5t8fNjsaIOyJiMpnE58+f4+rqKvb29qLf7xdjalBglIZxx4hCZWFshsPhV8YwU458frVaxZcvXyrrUxxBgOa8ToTKGWRmtVoVWgmnh2F0dR73pIz2/v6+nB7IQVCz2azSFs5wZ56obkLWoLdw3oAMJ5qp5KnX68VBc3kH1hzN2uAT3fR6vViv13F9fV05G5t5Nb3Ed/v9foxGo7i+vi7bgRDJMa93d3eVggN03Ft6MP82kEbb9CHTTRms8Pcueph7WG5+z1HgkL2FvCMvxtF2iu81m81CvTJ/dmo5siGaMDNg5/7S61U5jJycM9qL2G4mlkNPJtMoOPOwEdXDcKxAmVqyUDpxmPlkftv5EBVh4FwamIUAo+6Le4HIdkU2uyIOUH+OInKkZcfB9xhbz0FEfNUGKxD7/Rhtm5Lh7/v7+7i+vo7pdFqhARlTO7jlcll4dPaS4jMoZqfTKfXvmV5jTQgOp9lslt/ZaFg+TDHlnQKQKegJj112vhHPDrjf7xcuG2qKPa7YL4qIyH2z42VMXdbp4oVMr/T7/RJpmO5EzozGGVOj99Vqex753d1dhUK1HmLE+Q6Jd4wqgIDvbTbP1UPkpNAhAKGrjfL6JkcOzJsjd3Jn1hv/b3n2XPN6/t8VUvlyZLqL9uJe1m3vzGwbhJO3E9pFc/9ZOirilTkMlIik2S4UypWjg0xlGG07ouA5OXR34tTtwWB4Qi3M+T5OqBu9+dneGtrJMVc+oRQWoF3Ow4beDtGX8xSODPK9eJ7XMphy4SL6cQIxIioheS4dxgmArnE+GBg2NnR0wD329vbKtuD8n6Myxuvu7q6sC+FkOSskkYVlBrSLg8GIg3jdFxxl5rSNvnu9XvR6vQqXz5jM5/OvQIudvefRc2w58f2QiX6/X6hAy2YufPA9/H3exxlzj1zkUa/Xywp8xrLf71fOaqcPOXLgQh9J/vuIVdNwpqaQU55rfXP7DYR25UJNDWFfzCrQXkc1li/niAxWuR/yaXtjWfNKfkdbtJnnmF79M1FG848/8v+fC/R4dHQUT09P8eXLl7LKFSFylJHRR8Q2eWT6h2jBK31dsmv0beeCUORQ0pEHCsjnPdHmYaEyQFoYGDsdr/pG+XF+EdsIi3vST0cy9M/3ou05cel7I8wR23UiIE5eI6z2+OM8EHpvl02yl6onDiiq1+txdHRUnARbY+zv75cN+d69exeLxSJWq+f1G2zxMZlMShTp6q6I54V1VCGZGnLy2giVcWcevCiQhYVUMtXr9ZK8v7q6KnQDY4c8cRZ6s9ks+RpkqtfrlfbQX+/+y9xxQBeGzLSNDSllusxTr9eLi4uLuLm5icFgUHGMj4+PlSSu5cU8PDLN51lH0263K+2cz+dFX2knq9hpU0SU6jKMq1kATnX0nOJ8PT/Iu/cOQ+cODg4qCfxWq1Xmw4Un9DmDB/SbPIujKu7jy5GtwRrvMW7IVUT1XPmILe1Nv+yc/BzPzUuvVxVhsB3EYDCIv/zlL3F+fl5qzE0/+PLkO+TlPX5AV5m2MZrxREZUKbFM9ZhecUmj24fhMBqO2CboUSKjehuEjFzMd6I4CHSOtuzostBlusLcNgoLOrZD5Lve28hoib+pgmm323F8fFzWPzD2PvPaht8GslarlblfLpfFKJr6YNw2m02hUdrtdhwdHZUN/4gyIrbbrLhajDEw6rWzNVLebDZfnbFth8s8M7ZsUcJ3WZvBeGOgmEOXbwJAMpXIs/gfZ8fzfQBXLnTI1GrOTzAWfMbRhUs+vQ28wQN5Eesgq9l9T3QONoHydqN3t9kG3PLsaJ82ukoJnSFaQ3Z5PVNKvE5f+J+8keWcebCDoW12JI480Wnmn3YZoHIfxtm695LrVTmM5XJZDM3Z2Vn8+OOP8eHDh6IcGBwnx+zp7akR8EzDoCQR1cPbQZ5OZGEUuXKOxVyxaSZzxhY2Ox8MZDZcmcOkXxllIEgIVqareM3CTF9Mk2QUZ2PnJCyL2BgHHABGn/vS1l6vF8fHx/Hu3bt49+5dJe+AEeZvnweOUd1sNiXxOp/P4/LyMkajUTFA0Du+QO5HR0fRarWiVquVY2Khktj2goiD56K89/f35VhXKzr0Cbv1cv6KFRyZ5IwLynuZA6i1w8PDEklxf6hKR70YWMsaY8b8Ojfw9PQUR0dH0el0KrKFbDoy8/MYT2Sz1WqVKreIr3ehZTv1iIjpdBoPDw8xmUzKNumMCTkh5t3GDzljl+C7u7tC5bjiKwMtG3xHLtyT57vIxLQq7UAXTQdZ1wxEczUj92D8bAdcVGGAYkqL97AJvAdF6PbR5pder8phOPzDMPh4SoeIDKZRQv7bwpYV20JlgYzYGu6MDpzH4Fk4JxtsPpPRQhZOBM1IHiW3IXbEg7OxEGW+NFNou5QoI5esnLSTMBsnbcogI3EoAJSg3W5XDkviuxgbKkmoySd/kI8PfXx8jOvr6xiNRuXUNkc2GGOSiczhZDKJdrsdw+GwoHnTWIyHKS2vxsbgMScYqV3nViAve3t7pVqIXVhxVnyeFe7cx5swMk+ubLM8My+mZnL+g7FgFboddUarBiUYa/owGo1K1OB5NaWKo5jP5yXZnfUgR6uWZd7zynzLLv/jTEz/MhaMvZ2f70FEmg26Ub0pP4w634eO/b3cg6ND6yYRFX+bzTCd6ssgzv16yfWqHAZnQK9Wzxu0IYw21BhVqAijAYfICJLrorlHxNfbhdijGyVxD0ccFhbTYDae3IfPudrFK9JzmI1imvJCYEx7ZZrJkZC/4745YZg/kxPjdmp2PI7mGFejPTaYazS2q63r9XpxEnDeJI5brVbZV4qxxkB7rcZ8Pi8n0+XV1Ov1uqwWBtlvNpsYj8dFrkiag/gNFpAZG2kbgUajUcpEoXxwbl4zw5iy/5XRslGw1wAhixRGOMrz/FneHBXxfcbC3Lg/n/fWMpDwfANsNptNzGazrxa/eisS1mywmNJRc44oMs3L/1B1NrREe+5Ddgx2JrlYJEfO1hVTbwao2XhnZ5MNt8fT7+eKKNrERVl1LgLALtBGXvtPldTvXCcnJyVZd3t7G58+fYqbm5tilBAa0LfLOrkwUDnxZO4W5drlMIw4HI6CXNmd1giIZCKGJWJbSQTvHVE1KlBVvpcpNStcRpe+HP5nvjorTf6+X0fwuRwNEDkY8YLmGSeMLJQi0QPj12q1yhYSnU4nJpNJjMfjQtt4Y0JXYRmxcj+QeaPRKPtV0S52yD04OIh+vx93d3dRr9fjv/7rv+Ls7CyGw2E5kAYnY4NDX+k/84XhOD4+LtVcBhVOepMoZ7zYPsNFBERegAp4fEd0eZ6Njg08jNQzBYLszOfzslsyr1Oh5IiVdp+dnVW278aRm9b1mhJkj+S4HZIXeOa8ChEldJ/7ZYqOeXDUTeSOrjNPgA9eYzwcvTPWBqPOV9jp8By3w06WSj/PmR2aQZUpcNpgkOJnoges5H/J9aocBsgCYZzNZmWwGHQbPoykqYlMqTCxFhQj4xylcB+ECQ44onqAihXO1ScRUeFZI7brIfxst9OvOZFJexwC52Rd7reTsEaStMOfzSjNa1xQGiujfxvVZkeCo8Up8zoL4A4PD0vtfua9MyXX7/djOBxGq9WKo6OjsmcR44ACgnJR+Hq9HsfHx8XhdTqdODs7q5xPkefFc2cqyGNKvoU9pZA/KsHsvPh+xDYBbiTsKAODatRrR+YTJfk++R9Hxzmf5MOJsgHzONJ30HK/34/j4+NKmS7tYZsU7gn1xf/QcERapi5dqcc4sauv5dHRhdvOlWUYGXLOBD1Glhw1IGfWDYNPy2Om8qwzpun4vHdIcBsjomIn/AzkJoPWXTTi712vymFYSEBrJDbzoGcF5DJPGPH1ak7CPUJ6G1/QiP+PqBrhjARs3E0TmI5CoGwMEGY/D+NjQbLQ54jAFygzUwAoAgg1c6Y2bnaG9BWD5I0TUTRKZxlvnCjj6604WLCGkWQnV87NcHsdXRwfH8cPP/wQR0dHMRgMotfrVUo5+Q4GCocBsifaaTQacXJyUg5lou92gHDUljNHihFbwz+ZTCoOmHniXjnyNeVlOtWlzDk68DwztjmCpY1OZltmADXMHfOErFvmXcZ8eHhYHAZG344B+WZscVo23tCHtNWRGHMWsU18exwd5VvmGSMbbeY7V6x5/Lif75MBZqaIAV3O29BuAwoDzkwf5ucxd7yP3rqtrobL8vBH16tyGGxnvV6vS6WHDRyIlIGMqO4pY1T1LR7YAm8FQ7kcNtrI8lmMGQiPcBsDC+JikzWvm6jVapUwHycCWvfCNIxX7mMujURZjZS4B8prlOKIAErGkZPHFuQMb8/40BaMQc7JEFmMx+NCG7LSebPZlEokuPDZbFbh9hkHKp7+9re/xffff192skVB+RwGzov+TL9gsPisc0zOZXByHZ9l/QXGkn4Oh8PinJARqLD1+vmgKOaM+XeJpGkc6DHWqDB3boc5fVd5QX1hvHkeDpV1Esypq/gcCSLv5H/YxoPFeCw2REZarVZxLv1+PyK23DyfcaS1ywE6R+HSWsBKXhnucfwWrWqqCX3gvtbVfFkfHYHky84VHUTeMs2WIxL6YCdoihGdN13FZaD5R9erchibzfOOpuPxOO7u7irURkbiTKzRH5NidO+EtBPGVgAjIwRyV37DYTzPc9vNz+7t7VVyAvD9pn4yNWU0Qb9xOjnpZsS0qz02hKaHMuXj++V7ZKTkPW7cvnxBa6xWq5JvwNj6TGuPBQvEbNyg+vb29kruwegZRarXt4vuvIcRc0qbRqNRSULncbOR8FjkZCiK7kjTVGGObG3sQPp2yhhsKLXsvHmm32O7dD8TOXHCvtfrRb/fLw4sR0EGOsinAc5ms4lOp1OhaQENAAiXFztqQhegzRhPIizPIQsV7ag9RrQ3I3GjfsZyl16Z3uF7uxwN84aNcMRtR+hTKrmfI8GsS7simayzOUrJuv7S61U5DFD1eDyOq6ur4jRM7bie3J4dY28UYOrByJz3MHh2JBgUr9C1kqEQNtiZCybKyHx2RjcZEdE2FJljXHmG0RmXnRrtsKHM3LGrsOg792EMLKCmOBgXI2EbLO7pA4FwGhgGLwbDKbDegvs4Knp4eIi7u7uipMwvP3weo2R+nX6TWyDxS3/puyMwDJov0w/Mi7cHQblxgo7svL2JcwmeL1aNc9CTqU36QGUW4+B5t+P2wkYq1Vj9bPkxPYbD4Ll2GMwN847Dz9QWUQ/3r9Vqhcrino7STdOQpPaRqUROGGpXHkE38t6uyMyOexdqN3WUK6awOZkKsl7Y+Zhmy59Bp8wKoHemnhhvPu927op2vnW9KocBeloul3FxcVHZNhnhycgbBxJR3a8lYhtx7Nop0glq0zmupmCCUYxcuYNgMfG7km0oo4WZe5hyQnH5PJRHRFRKM70ACYPJuOV2WdDMyZpyy4aXy87Mdf1cbguRAX8vFouYTCZxe3sbi8Wi7NLqle/uR7vdjpOTk7LYjmc+Pj7GxcVF/Pbbb2WbcKIJ1mpAcUVsHZgpPJA2cmD0mCMLKA/GO1MBzNlgMNiJYiOq9BGfxyju7+/H4+NjiRDW63XZlLHb7cZsNovZbFaMpZ0u1V7NZrPs5WTnSTSG3C4WixiNRmWV/HQ6LdTfer0uEdnd3V052Mql3xjiRuN5Pc3NzU0xarPZrIwtss8Jix5PKuCQJVNg6B3G2rIM7enFp+hBpm3MJtTr9ULxISfMuSkzg8WM/IlkkCOcI2OVdZi59w/zjyxAs+76juUqH+X8e/TYt65X5TCM2EkMogA2BJvOc34AACAASURBVM4puJwUYUHoEUrnBxxy5rxGxNZIIGxG4Aiyf1yh4n6Y8kEIHTLnpCjtdBINlOqw2Giev3NVjjleh/F2brxmdGwhxuFsNptK+Snjw1zwOfcFRHx7exu3t7clyiASYKGe+25O1315eHiI2WxW4YuRkYgt1QfqBNHiDBnr1WoVZ2dnFXS+C5Fm8IBht0MgD7KLxrNDzpEK40+Oywv7MCyObGkLmyl2Op1KlMhzjHCR5/V6XRYPUnXoe/PDHAIKPKeOmjnfw7y782yWjfW6epql9Y0xhLK1cyESNUvA/HBf7sWcOV/pYgLLkOfWoMpyayrLERZGe5eDyVST6SWDXPrMZTo8A0yP2a5n/NH16hwGih6xHdiI+Goi+XzElj7K0YFpK1deRGx5RD/DEYMRKe/lRHueaPPWEVsBRdj8XlZIlBTEaOeE4eIZDnONKmkn7/EcxsC0D+95bB15ZN4+J+DdZmglEuRQIBQxYPAwCBQ0gCztCJhPeGw/DyPtraGhcDDOlM1Ckzw9PZUdbN++fVs2FaRf2fB/iwLAcOwaN76Xk7HengZ54NxsogzPBUlm1njYYEHv2CmY5vF8WLZoYy7yYONHJ8lph427oxxW2WdHnOku+sCFrhmUIJdO4LNIdxcAo23Z4CMvtNVOKEf/zEGmRQ0GuI+ZBfTM88vnc/WX22tHZ8fqcTUY3JXX+I/D+J3LBpbB96I4fwZ0Q0i7Xq8rq29B54SCCDBKQ5I1opoHYPdUU1U54WYFzJwjz/RWFEy6Nxg0f0o/jUZs8DL6sQDxWe7vnAIOyCE0Aup70Bc7XO5HW38PTR0cHMTx8XF899138ebNmzg/P6/Qgr/88kvJScHD03f6TdUNY0Z1Va/Xi06nU5A9Y88JfBg4kDq8PeWze3t7ZceA77//Ps7PzyvjgQKj8I46THd4DPgs29fkpDdRz/7+fhweHpb2r1arsn7DBtS7zfb7/XJsKVt0sEKd8WTM6LOjbj7DehFXFyEv7MN1f38f3W63QjXSVtoGldjtduP+/r70GVoJIEAJ7Xq9LtRUxHYhrZ0fYI7kN3NLztJyme0Dc4ONgJqkTbsiaF7DSTvZj8xB/SBfXrzH3O2KgLMT5PtZjgzCnOdy3sgsAs81WHvJ9aocRsQ2eU35qekKog8PbsTWaJqeYXIz3WSOHENp5OUoAy7byMKUj9EHbTfdgeBZUExXWcH5McWSDXh2NKYPQH12uigG9AXtsMHOyfE8F46WEF4iAyO5RqNRDF632y0rm+F+MdpEG/DD3M97LtlYs62HK8iccyGpi5HjfSec4Z6hw0DUjhR433JgB+2oL+I5kiEScFEEMki/LJ8GP5nOZE5YKc1qdYwPCxYzvck9DLLQDcYQo4nsE5FlGgkH7uQ9jmYwGEREFGrR8+EqK96jHT49EhqLuUeOHh+fz343j+/ybXTNgAUdQdeQQzuIXRuQMgb87/aiY6aMHH3SDn5bR63DBhV+jbHfRccCIrLj+bPXq3IYCM9sNouI6jbcCIiRWcTXW13wnoUUJeMHZfXfUAi87rDb+QLa4tcxIjgIT7R5bK/KdcjLPTPqwfg4qkGZnaS2U3UeBN7axpSxMSJm7COqiyetODlvQgKbcXC+iCQuBo/3J5NJOXXO44MDgNNnj6LHx8fK5oEACCNNEuAYUcaDMX14eChHpC4Wi2JEHNEx1vTPtKcdto0rx7Xy/RwRMx+uQPJeVrSTElX6A9om90O0kAEDbUMWnLswjZcdPu+5WITxwohvNpvKIj125200GiWaYDwABTbm/E+f/YyIqLTZhQB2UDbsjvK4P30z2GNuTaP5fJJdNLSjbv/vqCu331RTvhxt5NdMlXv8dzkJIsE/e70qhxHxLBSUP1o5cvhohO4Elas9HJ56daaRTN5lEqTnahSUA4eSldLIyiEoimFFN++ZyyNzxAB1ZnTvcBzl8E6oLjekrxFbfp7kIoY6OwzaBQVCdQ/9xBBA8TGmo9EoPn36FNPptNAu3J99osbjcdzc3JTqHdNWLOLjf84D5wAeGya+i0PKXL7Xesxms/jy5Uvs7e3FTz/9FF++fKnQlzjUnBy1PJGk5nCo1WpVKo9yhU+r1YqTk5NyAt7Dw0NZV8RCRCKeh4eHykZ+m83zivjBYBCTySR++eWXWK/X0e12Yz6fl3HFiDp/4Eo1AA10E/rB95rNZrTb7eKImEf6sFo9r/Zut9uFWjUIgTpifQzRhx0eBp+x4W8qBpEjnB7jC82IfEZsHYSLCZgXCixsD3JhhtfemK2wnvg56K7tB4yBo08DBY+9Kx55RgZXzJ31DrlDBk1bvfR6VQ6D08corc2JYi4G2onYiK8TYUwWhssUjB2KESb/Z+rIIWlOCBuN0r6IalmmkY8PoPH7KJWRlCMdbzZHvy3AEVV0vasyy2PBhRC7j7VarYIkGUsjPicbHx4eYjQaFeoJI+box+PDXNE+ktUY3VarFXd3dzGbzWIymVSSwzgQViR7nlBUkuEsiNvb2yt5FMbQCkr04gjNRiij6P39/bJthqmqzWZTCgAwaM4PmXNnPAxMHN2MRqNivCOq2+43m82yCSJGiiQ2P4yj5deyidNhrqHq6D9jzOaAbOuCw8apOLfkqN6AyRQN1CN9itiWROckOu8baGXkbSqZ/z1ORC4eA9pl0MSVqVjroiksj+cuetwJeDsOnm+GIOukx8D25o+uV3VE63Q6jdVqVXY1tUdG4ByegiAynQKyAxl7OwUmkVAYdIKiIGjm2COi8jpUglGTqTAm+/DwsNS+R0Q5khOhN+oAndlpuY85p4HgZmNlrtR7Pbl9u5AV22CA4EBHKDZKypjSLsYCJDcejysok3bYUPV6vQoluFwuo9/vly3I9/f3o9PplON5OcKT0/MODg4KMuc3ZZqmwJrNZlxeXpbxuby8LIvkTN8wFhhCxhoDRUQK+saYsteZUeJsNit8/Hq9Lms2+DyyaIqDeb6/vy+G0wv9iHaRvVqtVg55gpZjfA8ODooR53VkyotJceQPDw9xcHAQd3d3Jepwbm84HJYiA8bk/v6+OEQibxeYoDfQbzlP9vT0fI5Gt9utJP7b7XalQgyd9vdc1cR6Feae9xyFMn5+PrriCMBUsSmren1bMGCdcdFNdgoGAHZ8Bh12OtbDrNuM+UuvVxVhGHH7hDbTA+b6jFid2yCpzXvOWRhd2kn4sxkRR1Qn04jENJJRjnlKnmdOdhdqcFjKj8fGKMn3xHnRFwum++DvYaz57T2uMOJUGmGAvZgQes6oku/yGkaE50ZUK6OcE4Gm6XQ6JQ9wfn5eFt1RjeP+U6bLfHNPGwEoJ9ZzWMYYV5QZQ52NlR2659a0BX1+fHwshzAROZHPoTKJ7xE9YLyIEKAWe71ecXBelBixTQobuWPEqRIjckCmqYDi88iYDRtjQvTiaIXjkzGI5AjY/80RL/mJiK/LT3flUZrNZnS73eKY3U/ru2ljdIb7uA8ZFPlZ/G/9zxEkY+LxRabtWKwzlvGcB+E7jrhy9Gl7xv2zHfqj61U5DHhpLgwayuyBy0m9bLAQMhs2hNR0CQLMdzGOEbFzsrJBd3iJ4NkJRVS3/vDCsohtTTvPNz9qp4HQ+vkOa/M9aAcGzYYSZEZ/jbShKLifxyDX1ptvdXRD4QIK5vwMY4+Dp2+sOGbeQKBsac59jNjyNhooGOCA57C5nZOiNgBe8+GxMDhwJML/eTM75of8iJ15vV4vRjhiu9aEyIG8AJEweQbWtOD0HC1gmHxIlSNpTsIjAuYERG9tw9xYlpER5MTf7/f70e/3i5Mnt2JenspARwPWVQCZ9QDnSnSS0bhlxTmIHEXwmZz/8Hvcl7GyjtmBOtJBzhnzrFdmFpx3yM74W+9nOjrL3kuvV0VJtVqtkviKiIpRdyWHaSk7DoyQS05tPL25XcTWuHq/nIjnyVosFqU+3ok2Cxht5H1HEAgVCAKF73Q6pR30LX+X/kAhmE7yugFHPEaOGFG/j2KhQN6J1UpEBOB28T3oFrfVCcZWqxWDwSDW6+ctLzwWpntubm6iXn8+9ztiu7PuYrEoY/vly5dYrVZxfn4ex8fHxUADIqBbmBcbPozwxcVFrNfPW6RfX1+X8lQDCuQAaoZxiahWtbmMlXnv9Xpxe3tbqric/6A0fLFYxGKxKOW8IPPZbFYceqfTKcaZ3A3rN5AjO0Aci9cSQeP2er14fHyMm5ub4rxoF+eQEBlAla3X6+K8XG7rJC8RJ7mbiOe9rzCgrnSL2JYy85qjgryWg7ElV3N/f1/Z9BBnwlod64SjPKN/HC26j1yxtoVcEvoNtQf4MbXJc+iPE+DIdkT1rA/oPsadz6IrtgvOtzrKMB320utVRRhG/jlisMffhd6dy+BeFhgEzLtyohQouT/rvIERf8SWf9yVQ+F/Iw+EDxQRsc0JOKIwMorYoiZHV36mUTp99j3z/4yBk+cZ/biYwOMNrUAfHXnwf6/XK2swms1mOcubz0Rs+WsSujbyJGjb7XbZWwkDvuvYVxLlOKUcvWBgABFw+3a+OMg8p95gL48v8+fEN2NB3ghln81mcXNzE5PJpKyEJxmPwWR+cSKMp6NtgxwMHcbMURZzRLt82flnGcSoY3S9/xGRixPV9A9gxed9Hnuml5A/SqbdJ8Zuf3+/OBtH/vQ766uBTub6DSgNLE0Lu/DFiH4XTYV+oks5+reemsrins6hWM/QLSfzM4Py0utVOYzFYlEE3SE9E8trXB7UTM2Yo3cYb8djfppqFxt2ow07kuyw7AjcDoTG4THlgN+ik/hcpgsQRMJ+f8eUHcrg+zsi8GugVt/LeQXawncRaBtoxn9/fz/a7XZJSEN/9Hq9rxT07u4uLi8vYzwel3lFQZ+ens/gePPmTUG/dqJU53A/oiGPG/OFgcOoUs3DhXG0jGA0QbL0kfG0zBGtZEOKnEFBTSaTmE6nJTLgOzg7jPV8Pi8lx46CMoVDUQFzQd9Xq1VMJpOCbOmPjbipI3PqGPf9/f3yncPDwxINtNvtSpEIz6SyEXkiWjfgYn6YR55lPeZ/nmPZMwVEny17ppW5vOsB88/r2eD7Xm5LpqydfM8AMuuNaSY/z4DAYGxXXik/5yXXq3IYl5eXcX19XXhXrszroWi7uEEEwruZRmyFEqRqFAEfy2egO7LzwcHQFi4jpIhtspSQ0zXZKBFI0wLBmgs4TpTb1BDfcd6A7zhMBumaG82KgUODcuByaAwVVKvViiO3ou3v70ev14vBYFDWHjhh2+12K5EI4z2dTuO3336L2WxWqZZarVYxGo1if38/3rx5UxwO44uzgHJgvr1epV6vF16dM+JJ4LrUEVBg+tArnXFGyJG34YjYbqPhfA0ltbTJBwFRbkx1FfkVZKLdbsc///nPQvkwz46CWIRIstyUx+PjY0yn01gun88e7/f7ZXU7eRLTWI40bEjPzs7i6Ogoer1ePD09xWg0Kg6Ldjcajeh2u+U+yOkuA2uQxWtHR0cV8ML49/v9ss8Vso0O0YZM/XguG41GpSwfnfHFHNBnU40R1egAsIPOIP85+kQ+HZUTJdrO4Bzoj1mOzC5kpuAl16tyGMvlsoSrEdVQD0GxsDtUzR4c42SvjeBgVMxLm4N1gjMjgIhtxQoXRicjb7/vEk0Loi8Lm0NwlxbuunJE5DZnXtRO1M+3Ud9Fc6Gk5r9xwIPBoLK9OpEUNJMNghUUBO5cCPz+zc1NWdAVsa1qcT6JtQhGzvSLHW7ZqiRHXdmYeUxMa+WkKHNMH8lT4IBxaHy21WpFv98vVUueR9MXq9UqTk9PYz6fx+3tbSkX9ncODg5Kot9UDGNHvoKEuQ9Pqte3555juJxXQHa8Er5Wq5XNGl0hZAqRZ+OwcBzoiGWZz9CXTOcit6aODYh8meLku7v0iddoOw4t064YdOs1cut7WQbyfTynniPrPLpknQb40C/bNJfNv+R6VQ7DwmEDZt4W72x+3ly+E3AWICbfRtv5CZe55RO/cmTh54EC7VR4344jV1UYqVjYzPdambxlAmPlPIkjiRx90G47Ud+LaxetloU9Ypvo73a7ZXGYF5LZiEFxMI/MrxdqURnj/AGro40aieBY+EUfoSpNC4zH43h6eoput1soFjsr2sL42jk4J2A6w0lt5HF/f78YSHIqjggajUbZQDEfz2uHsdlsYjAYxP7+flxcXBRHi7HgnvxNxGo5Rm+IjEhS0xccBnObuXfGbzqdln2/fKa7KV6eg/FjXjabTVlPQvsZWyeILeeWP4AgUZuZAMsmr2N4XXxCOxw5mYajXbnyjj4YQDhS8TgZpDpKZWwy5WwHl9tjWcuOMevoH12vymFEbL0voVpe1cnqXuczjIIjqiugEUA+h1AhaEaPdlQ+OIXPm4e38tgJoSDZGJje8t42Oc/gPrhP7qfHikiJ71A26Uosl5Nm7jbTB3ncaSNnNTQajej3+3F8fBxv3rwpCyytmFag5XIZw+GwlGJiaE5PT0sOgMN+fCLe3t5ejEaj4ii73W5lLGezWVm1bToI6mwymZT546xqkuWm4bJC5gjLDtMFC8jB0dFRrNfPC/ROT09LpRGyR0UOTsO7zkKv0p5erxfv37+PyWQS19fXFVqVuXIlEM6QaIEkuQ0PlBTVQY6sKfElT4Hjn81mcXFxEbe3tzEej6NWq5U8DOtITG9RLYVMek8qAAx6xNYnRs3oEqDt8PAwptNpzOfzynosogn0ld/WNwAI/1OqjZPNO0gYZJkhMKDIkYmdvfvAZ+v1etm2BvDBvX1fO1Rvv4PsmP596fWqHMYuXs8hoakCRxmZ6uFvO5RdA2+kbYNPOS2vWViMEBxS+z2jCdeHR2yNDbwzbc48vx0TApaTujkC4G+eDYrKTtG5FT7rtoGkjcCazWZJena73ej1epUzHaDyTHUwL51Op5TQRkSppmJR3tPTU4lOiCq63W4ZA5QcI2fUT58wNpSu2hhPJpP48uVLRSmZL8Zis9mUaifTe67mMZqHNiEnttls924yTeM5YXy8qJT3kG0qxH799deYz+eFFzfy9Gd5NvkdR+Cmb71ynHYYEHHZKTIvtJM5Yr6ZKxYqupgDQGSaFceNY7ORdXvZ2NHrfkw583naz2/nBO3gDShtB3K0g+wbmGXq2qDIURIRH07CCwPtGPyTL3TOcsFrL71elcOw8WPAbLR8cI4HkUlEaBGqjAJyeBtRLZVzXgT6y8d/OnKhrJHLyBSDlNGQ2+poJdM9/mzEdu8prwtgvKDQeC47vppaseM0usEomg7KSkQUw+dXq1VpB0bWSNL0HgYWlMucsT9R3mV2vV6XFd3e2ZUk8XK5LL+zQ6Nv7HtEfgXjfHNzU9rt9QymYnbRmDYiuXpnvV4Xym00GlWS80QzOKSIavLVdf3MMfc/OTmJm5ub+PXXXyughPa6sIPx4Z5O0htcIFvm+w1S7ExztAuq5nvksZAvtqb3me3Mg5+NQ3aUawPOHJDvgd4kYrCcIouWXy4XM1hnvRsA+rErN5iposwiEIFnIMqYO+eDTbETsJ3ITtD5Rsb+Pw7jd66cNCbkZvLYXtnUDigAAXCuI2LrdCKquQGEgknDOEJHGW3RFqpTQEkIrRXQRp02ONnIPUni52SsF/IZrTM+RsG8x/2yAzGdwWs8x07Z7cYQuE2stl6vn0/Su7m5iY8fP1ZWEqOMPvv47u6u9AfjzfG3PBNDRx0/iJioZL1elzUZjjicK6E/e3t7pfIKw00CGdom8+DMvXc/ZVy8pgKHzHjiDE9PT+PXX3+NyWRSjCXbgeTV1557L0h10cVwOIy3b9/Gzz//HP/6178qEejh4WH5HH1dLBYF7eMo0SOiBHQHg44OITusnwH94rDRCcby6OioyP7+/n7ZKmQ0GhVj6XPLI54dKFEIVWumgPgMunh4eBhnZ2dFdkznIsOmahkf5A8gYooZ2SDv5CieH57hiNzRBPdj3lzJ5RyanSrtQM5wNMgsP4ABRxZZT19yvaqV3rvQvw0lBisiKgJntMjgG4mg3K7EiKiieQSCv7mXD9WJ2EYarpV3AsxcJX3CcBu9G7Xtug+G3qWEORmfFQfEm3l402eZhvLlsJm2YeypisHoYLxdNpjpLKIw03X8MD4oF/31pnbZ8ToZ7fH0egookrzo0U4KI+jx4L6034prg2V55N7tdjs+f/4ck8kkjo+PKxVqnjPTNMyXjQzt2d/fj++++y5Wq+dV8aenp2VPKRdn7O3txWKxiPv7+7J+wf32s5hzEvQ4QNrBgsiIqCz4815gOWpDJweDQVxcXBQKDUeeZdBUWKaHnNRer59X549Go5hOp2X7dCNt5o+5Z8NRdNM0EjSlGQbnw5yctmPnNS7ajvN0bsa5RKL6XQl+t8FghTHJJcCMyUuvVxdhmPf0/xHb6MBbLGDQPAl8Z1c4aI7Tn7WR9iTyTKN3h9kWNj/H7fWqaBuLHIIakdF3GwA/09QWBoq2kIPZJZxWYjtn9x3n5eiL6IrqFRA+m/rNZrMYjUYxm80KbRSxPceasXTYTnThSikqonD8KCdIn8t0HPODgeZYU9ApSJ/nMjeZRzb/7rH2yYvZsGG4l8tljMfjrww2h0GRcF4ul5XtbYhi7Mjr9eeNAn/44YdotVpxdXVV5JxIiNwKq6295Qe/+TGF6/m13DkicAROVIYDJPJgkebe3l7J3SwWiyIz3J85IXLgvo7ukD2PAWt4rq+vK3PEHNAHdCtTtdCSGHKAFE4T8IED9ryamrbcZt0BPFoectGK8yp8zw4iX44omKs/c70qh5GNK5crliKqHLITteYmbQCNIpgsBMqlfL4vQg4NwfdXq1VRDPO0XtSFwmJQ2Goa9IKgc1ngjTCgHVar5xW8rEL2KlZ+m+6IqIa0GNTM01upMUYgfi+cBKF3Op2CaJ2rYGwWi0Xc3NzEzc1NpR8cFHR+fh5HR0cREaWqiaiFvZSgTObzeaGhaKdzJ6YqkA02GdxsNtHpdMouqqenp/H9998XkAGlk8fGTpX/O51OWfTnCIVnOsd1dXVVWeXNZ7l4vtdDsF5ivV5XTgRcLp/3qvrxxx9L1RTtPTw8rKxnYPt3cgnL5bKcJeKNFQeDQVlsyLixSM4lyzbcPI+V/AC2wWBQKJt6vV62dDcNhF4uFotYr9eF1mTezBiYDajVnivdTk5Oyq4AGdi5cMDyyr0ZS/QXcMnnF4tFaa+djcEBzok2o+vMo8Ene3thQ4jkcJKMJ2101G+QmSOvP3u9Kodho21ag/egcrLzML1h9GHU/i1PnekPP8P/ozxWLCcZ7YTcn4itofN9I7YhttGQjb+/hzHw/V3rbooLZGxkk0v0MPR8FsPpsDlzuRhuFBDKDMeLA7CScM9GoxHD4TCGw2GZJ8o9MRwYOxzIZrOp7IZqBWZsoFFQRvIDLi1ut9vxX//1X5XtNHC0gBE7uJxXYs5t6GwU2biQw6MitqWYh4eH0e/3vzrsiWcTYTBHlmkoP07pwxna4Pd6vWIAAQSWd3SlVquVM9fh+Pm8k8e8hgySg2GdiWVjvV6X6JEcBCdlIrcuYzX6Nsjjsk4TXXe73bIXl3M5zIPb6zmBMmJuibaQSdODjLtpbbeHNvNd5M36nAGsAWouPOFZptWd/7QeIo8vvV6Vw2ACmURXRNm7E87ZYDF5Gb1zIQxGBRHVE7WsNEycEVPEdqsMG3ZvOMdncgRBlZD7Ykdj44SxhwrgczgOIg0LGoaUcbOhYGwjohKa02ejSofh3ANeHeTEd6BXMJqNRiOOjo7izZs3BV11Op0YDAaxt7cXnU4njo+Po9VqVejEs7OzaDQacX19Xba+YG5Xq1VMp9NCNUU8KyGVVkbw8/k8bm5uotfrlcQk6PPNmzdlzQRjb8PsqMvlqNA9LEw0VcZ8bTab6Pf7MRqN4h//+EdB7NA5g8Egjo6OKtSHc1KMO0bSKPPh4SHev39fIhjmlyiDrVdubm7Kd0iAHx4elpzDYDCI4XBYchWs8aACiTmEDuOiBJpEPjtK4xyhKIk8WGGPnDGfLl5xvtAXc4DOr9frePv2bSyXy/j3v/9dKDKiFuu2aSNHv7xvOpJoFFkHMKG3djbMQUb9zlPtyn/lPKn1zfYBR2Ng6vf/TP4i4pU5DBtHG9KcqEXB8xYdfI8J8I93H/XnMHr+TkR1RXVEVITLtA6fwWDzeaMdh9oIco6GfN+c1CYk9usR1Z1wHWlxoSjuEwKKEuN4QLyMs7+L8TYNkJ/D9+xc6/XtMZ8kbVFWdj9dLpdlhTN8fE5KcoEkPcc8D2M1n88rBu/u7i7G43EsFosyP9wTw4IsmV/mnlx2TI6w+E673Y56vR6fPn0q+YrDw8OK4cqJ7ZwA5zkYPctAq9UqxjhiWy3FOGXunWjEjo2oy/LOHHgvrmZzexYHUSwgCVmBmmQsoGVslNFdxoF7MxZ8Nuu7Zb3b7cbJyUnc39/HaDQqnweweOw8ns5VRWxLjhlTVyvxWnY2ngPu5aomXnOOMOeKkFvLsIsCPGfcl2fkooWXXK/KYdjYZqPI5Y0B7dE9sEbwEVtjj0AywRbUXcgT5OH7OmynrRYWRyn0if9B4/6xQckVEq4CQvkRQjh4C68pMdMujJMjMY8vRipHaFZoXsdwOAGLQfN4W/FdlcQzvW1Fs7k9o5s58c7CjAFjbYrIhpbV3awgj3jmsq+uruLy8rKS3+FeXJmyZHxoRy67NIhZr5/Pcuj1ejGZTMo8m+6EDnEVkeeBywaV6+npqWwEyN5bea8mKFKeUavVSh7FVW1Eaj6vwjkADHmz2SynH5LgtTHjfgZ0OAxHbuwCTbTo8bfsYsAzom42m3F6ehqdTid+++23UspKtGudoV3oGveyveD5PI95J9p1fxx9ICO7qGXTl46g0BNeZ3yd7+Q5tiHkOu3EXnq9OoeBUrtKzz9xUAAAIABJREFUicvGx47CEwyKQRiZPCe4iVBAkEYCLt3kPYwjPxisiKgYawsowgbyenp6KjuJQse4WgYUj4EBQdEHr6T2+3yXNjgx7DaiIBizZrNZ8iJ2IowhW4Gg3C6ThBaJ2B6tCXUBsva2FhyGA20B2mULdAzbhw8fotvtlrGABqHAgKoc1muYlry7u4vr6+uSRKZgoFarxe3tbVxcXMR4PC7zaeeH8tpxs9Efc4AhyqiU1xqNRnz48CEiomK8kTG4fsbRiwiRK8aBNnoO2+12nJ+fxy+//FLRi/V6XY42Jdrc398vSWhOxZtOp4U+or04bbakJxKwQyB/RGUUTtD6xXoJnAJOhyhntVqVyi7ua2eJM8I5oUu1Wi3m83kcHBzEjz/+GJeXl/HTTz8VmhCdtUFnXgycjNidmMfxeksVZMnO2PfxVi6MAzKRaTE7EUdou9pk++QcDtH4S69X5TB8OWmX6R9XLRhxRmxDeCMYUweZP4yo1uDb0Gd6IKPQnLDL6AgUC4relbwyBWeqxe+7ssuRSW4Pz8r0VFZQV2v4t40QiuAoZ9d8MG52lrVarRh3FIiKMoy/24LzI9fjtrDTK/QZEabHul5/PnwITt9oFgfjCidTD44+Td0RaWK4MvXpaIr3jo+Py4l33mgQgODv0x/PByubeX6OVAeDQdzd3cXt7W0xiqa3/HkMDwAF4wSAwbH2er2yzxUHX9Gv9Xodo9EoxuNxTKfT4sR9iBVUomUI3YQyM8BzQYbzZI5wGS9k4+HhIdrtdgyHw7i5uYnPnz+XPpo6NUVpejnTmoy3ozwvJGW80SUDskxH+15mLnJONMur59j3oc+m0//M9WodhvlSGwkPrD07gpITyhlpo2jZEVjRMLDZmNvI+TUbG5CBlcBttOHIPKbRLm3BAYJGbRh2caQOtWmTt1ZgbN0fU3H8xrhkJwaiM29P22azWdlvyBGJF1JFRIk+IqLw4Iyd+2MnAp/O+84hbDabEj2QUKefGAPQcUSUkJ954Z6m6fw+xpcf5sqIkhXep6enJSHLVhl2BO6Xk+CMhS/TikRMnU6nFAe4rJtcBJErc84zbIBIhrMYk4jQSBsnT+KfhXkGQM630Q+iZIogvDuCx2sXaHElXy5dXa/X8eHDh2i323FxcRF3d3dFLwyITBETWXueeRag8Olpe6xsbk9E9SgD5pnLz7T+0jdHEs4PZlkCcPGTo9j/VEl947LRR6mIKGzM+JzDNy7QoieN+2BMnUOwwjKZ3mnSRiyvTcjIheegmEaBVBCh2FybzXbRFEaLEJ4EKTSAS2DtiCy4Gc1aOWlfdpj58/D0RvW0FaPVarUKosboQHHBXUdsS4NB3fQJxwpVFxFl1fh8Po/NZlOhMJhb6IKIKG27v7+Pq6urGAwGBeFzzWazr6i99Xq7kZ7RJciOv6kawnni9Bgfzz/01V/+8pe4uLiIy8vLiNjuEeVcldF5RJRKpsfHxxJhmf6g781mMz58+BB7e3vx73//u4x7rVaL8XhcKCdKkfv9fhwdHZXoAadJxGYAxrYgOCfowA8fPsRwOIyHh4f46aef4uPHj2W+kFdTqbVaLY6OjsrhUUSapjXzLrysweHy/fjeZvNcifa3v/0tDg4O4qeffqqcG49uu+yVebQhd9EJnzNFjJxERGUNkOcwg1DnJVzybIeAPSNCMRDNNLLtm/NLL7lelcNAUDJCtvGP+HpfJXPLfo3/MbC8Zq9t48u9EXCHl05acV//78onG37ug7DagDunQLuMXhEsV3j4mXyHyytPHUX4bOhd9+A+VjJHHe12u9yv3+/HcDgs5zs418CKX5CvuXJfOUlYr9eLg4F7f3h4KFQLu9ii1K4eAQGv189rElzyzL2n02lZxOcIzP8zL4yzqb1cLOEI1vM2n89L2SkomHvZULVarajX66WEGhQO+rdRsi40Gs+L6M7Pz2O1el7MSaTA+RUYP+SGVf8uQ+YHEAQoAa1DG0ZszzPpdrsxHo/j06dPcXt7W3Hi/GZe8tbejhz4LPpEEYCjWNNBODaudrsdHz58iMlkEp8/fy45DusZRpofdArZy3bERt62xvpI/zwXWQ95zcYfIGewxuu7GAV+5/F46fWqHEbEVkGceLaBjdhy8qYlHCnYuBox5OdAE1go/GN059Ce15hwGw63xYKOMJq/58oIwgLiEmKE3X21IiCwriIyAswIiPabS8+OlYiC7/T7/Tg9PY3hcFgMEEZwOBxWav8ZK4wgfSWK41nelpsoYb1eF7S9XC7Lylz6wdhgODmDOmJ7pgoGh5JMGzmMCf8bgUZsV7c7QvW4mOKhn5zRcXBwENfX16W8lmiRecgLAWu1WnG+rIZ2gUamOnq9XhwdHcWnT5/i6empRAeMEfLEKm6S+IAjR9juM2tHmD+S3ovFImq159zfbDYrfXPeAflxBEw06Oi5VquVEl7GmXvnsnHfC7lZrZ7PIOl2u3F7exuXl5cVA04bvE7Jsm/akc+yZsT6zbwAGrATPkjqWwY+2yNei9ieN8P97aSy4+J152j/6HpVDsNKacNgR2GDbUeSQ3eXhtqpMLH8jUJFbCfeCJaIxwjT7eS7oF8MQ0QV/ZO/IMoAfbmMMjs6hBhH4YNhfNEu6BbGwUrm7xlNegU1fac9jBvllbVaLY6Pj+Pk5KQc3kNuYX9/P969e1eOQ4WqcsIeY1ar1cqupT6UCUT84cOHsguqq1JqtVpljUXE8znwX758idPT0+j1el8dmMPBP3d3dxUjgtLjFNxf5orLlWuZ0sDh4ph+++236PV6ZUdfqsIcEdVqtbI9CAaNzwwGg7JPk40Sxgp5ePv2bUyn0/i///u/2Gw28fbt24ohXq2ej7odj8clekOuiSqQBXYFxpGzkd9isYiPHz/Gp0+fYjwelwhytVqVCIoCA4yur0ajUfYVA4xgtF1Ugexn7p/POY+AE/rhhx+i0+nE58+f4+LiohLBWxcAadbnnIvimbTZv/mO9Yz7msJE5njdzs+gDt2M2NK1RGCMDYDZ2+m/9Hp1DmOXUc6cP0bERtafz8g+osrfR1SrGriM6vgOnyXEdt4jl9/mZztMjvg6Oe8EmCu0cJYYI9Cwy2iNbnA8jho8XvCgRi3OB3lls53Ger09i4KV2946mhwDDpqV3RhgDKEpOudYUK71el32qqrVng8G6nQ6pW8YaFMZtHc0GpUqGqI3xgEDfnV1Vb5LPohCCj+D99xmU4QZDdIfgAx5Juil29vbr6JB7ulEuBO0johztIsBZe6Ojo7i+vo6bm5u4uzsLOr1eik42FUYAbWHXDhXELGt0vJeVGxfTy6JCqvVarsCnzY5f7BcLqPf71fyWaY5DfAsq7SZe+YqPXSHMuPDw8P4/Plz2fgRXUA+GVsMs4tmkFMbchc/ROy2PXzWDoPfmV7jct7C/+OAc2I7R78vvV6Vw4ioDpCFJ6IqNBHVM7AteCAMPuP3XdWxqzTVz4vYRjU5L5JDUEcLCIaNeHZMOAD66v2EQG12UCRFfS/aYOG0I/EWzG6XnYKREEYzolrqeX19HY1Go2wN4fG5uroqqB6Fctmzx4i+LBaLmEwmMZ/Py2I7kqGmbtw3IzjLyGw2KzQcxh4ntFwu4+rqKj5//vzVGRf9fr+yKWSz2SzREpy45clOw7wzY0lVEOO+t7cXNzc3FT7bTsj0nw0Gi+pcLUNkQa6Hv09OTmJvby8+f/5cVmZPJpNKm00NbjbP1WSmWPwDpeZzR+r17Yp1qrgABsvl8/GsRtX0FSfuslvrAO3hwoB7XO2k+W3AcHJyEm/evIn5fB6fPn0qoAAd5h4ZQFKYke2HHTK/GQfGKFe2+bt5TC33u3TU97NMG0j6Xi+5XpXDwCi4ogCO28bdApARvUNNG2wbeSN187dOhBNR8Axz2r74DAbSz0cYms1mRWlAYyRy+Q73MTXCZ0C0tAtDY0QdsUUujmZsxECaRA7eGsIGwaH7eDyOp6eneP/+fZycnBTH0u124+HhoSSUvVq4Xq+XrT7g0OHqn56e4uPHj3F7extfvnwplUweb6IiUwUu16zVasXAgTT5PqjYFUMe3729vTg+Po7T09Oygyv/O4ewK2qFXqHM1RVOHudutxuj0ahQT4yxI+S9vedzthm39fr5oChWi+dyT2QYmel0OvHXv/617Ow7GAxKpZSRK/I7HA6jXq/H1dVV0S3O6SbCiXguPGi323FychKnp6fx9u3bEsEgUycnJ3F8fBz39/eVNnNRtEBeyavsuZhbIgJHUdmZOZlP3xqN58WSb968iZubm/jXv/4Vs9msyLxzKzzH+ukEeKaEfA9HKXzPNK8dCuDRkbMpbs+nGQV0k3HhO27jS65Xd4CSUTqXJy6jd5fURsRXyGHXfRFIXl8ul4Wi4Hl8zquBHXZaqHzfiG0kxDNIeiJQ+X3uSX+8/w+lqrQDTpZn8h23h35ZgRk/oyeMuqOa+/v76HQ6RdExbk9PTyU/AWpsNBpxfHxcWTGf0ZfpGtrRbDZLHb2jKRSP8WYs7HwZX4xrRMRwOCyVWDhBnuuKIZwK7cRQsR6BPBFKTFlljhAtJ/QJQ8G8soBwMplEp9OpRCFsw27wYjTLPbjMzZMroE2DwSDOz8/j8vKyODsoG2QDeeEku48fP8Z6/XxIEY5itVqV4gSOSIUaJOph8R47x7Zarej1enF5eVn26rJMo4d5jynrkv/GidHfXSjdOssuwaenp/Hw8BCfPn2K5XIZ7969qxRVuBISMGh9yNG/k+2eX7fROUgDHd8DutcgzjSn8zaWK3JIXH8mh/GqHAYT5Xp3T4gpFecgSIrZeRCKe9IjtgbMk4aBsfHnueaPc/KYtQWmLLh4jbwBRmi93p7FjDGkxttKEvGMXDgvAlR9f38fvV6vEiXlkDWjEgQXfhvDxtbY8/k8Ip4N02KxiOvr6+j1enF2dhatVqtQNNBSrHWYz+dxfn5eWRRnR+5EpA0vC8yazWa8f/++cpYCY+Z1OIwFfcNhjcfjODk5ieFwWOTB+SbKfXFW3W63OF+et9lsSukozpmIhIgS3p/+OZJkzUJElPFtNp/3P7q6uorRaFQ2CsSo4qiJTjCoRBWcnse88jzkzXP88PAQHz58iL///e+lrHc2m1UKBtrtdhnzfr8f8/k8Li8vYzqdlrwEFVrsiYUOUCZcr9fj3bt3pZ84PKgwH1caUS1Xb7VaheoCODG/LrKwjmUqM8uQne3h4WH88MMP8fT0FL/88ktMp9P4n//5n9jb2ysVXgaBRPiZqSCvg/Pm8vexBzhuR360C2dCpJHtwq5cjZ2Y13RkGu6PrldFSfnyZEZ8HXF48nLkgVKCboy++XEuw8KN4XMkkBEm98hhpu/tv/P3I6pni7t8jpXKGHnuAU9PJYzv50SieXZXirl6xvkbymZJZmL8OUUPvh/0DUWIwkA7uJKEizYQYfGaz2rudrsxGAwqW5Wb4yf64TXGi+212S7dC7c8h0dHR/H27ds4PDysRCp2aDzXim3wYllh7JC9nIwlQul2uzEcDssYkivJOwI7+jJ1Yfk2cv//2Huz57ay6/p/YeAIYgYnDS1aUrfdSdlOnDzlJX93nvOQSpx87birY7u6rZbEQRxAzARIggB+D6zPxrpHVFv9e6VvlUokeHHvGfbZw9rr7ONRon+n0WjExj+MOQYnl8uF0bq+vlalUlG9Xtdsdr9pEhnwnA6yNBwO1el0dHl5mYnwaPd8Po/cFjReInPa6XkFKZvQRYm7kXAoyvvOvT42PCefz+vZs2fa2dlRv9/X6elpRFpO6vCNfJ6/8AgiVdAOUaPIGQP6+lD7fR3we5oD8SjKITnPCaW68MeuR2cwWDAPCYmkjxZpqpBdiPg7z0Nx4QmgOFLMEmFwwU6ZU553cAHg2a5UpKUH5W1zxcW9zvRJMVVPJvvlxsuFlne594R3TfsZFwwt7JNqtRo5DT9fAo/N6zvxPs8TMZYezjP+5E1YCGwu853NvoB8HoEj2FextbUlaXlSHJEbin5jYyMw+JTM4MwUDBN1p9LzGxz/TuEKx+Ld8Wi1WhqNRlosFkEzpi8oIcfsGUf3Vl15Sx+f30LE02g0or9StgQ7ytFpzNCjXR7ZUDibLY8ivrq6Uq/Xi4iEHAnPY37L5bJWV1c1Ho9jJzhGGmjRmX7u2CHPKWvLCRsoa9pLzgiPHiP98uVLVatV/fDDDzo9Pc04CCnc5WslhYpTeNV1AP32NZ3CVkSfqYy4E+KRE44hY+uw+d8Mxicu95QR3BTqkbL1nvDCoUri5YHHuyfGO3zygSHcs0M4gU3S/IB79xgc31zjbCYXVBLrVD5FQFhEvsAfao/3W1JGwfri8n0WfkhPLrcsy+D9dmUFhLG/v6/19XWNx+OAJKjg2m63A3YB7+YdwDcYE/pHngjF6VEDbXRP22E6jCnjPBgM1Ov1YpNfp9PRaDSKNrB5sFKpBF2XZD3zyr4ZxpfkNJCbb1j03dcsZBQ2MkYuhPFFgY1GI11cXGh9fV1bW1txRC1QJuQHh6KALVGyKBUMEjLPVSwW42Q8oCLGlEjDjSlKq9Vq6dWrV9rc3NTFxYWGw2HILYqfqBfWV7fbjbFyiGllZUWNRkOSdHx8rF6vF9Arm/woX4/TQT8hQtAvh4DA8vnc2+8UV9ZdqVTS69evtbGxoe+//17ffPNN5FvcUXMIjMuNC46BK2/WFc4Oa85LqSO/yJnnCz1KTyPGFI7DuDPfn3s9KoPheQn3qlxpp9Rajz48OuF/z394GQhX+mmYSBLWDYszrniewz+usD1kduPn2CkKMe2De5tpf9Ld3v5Ob3uafHQv1duFgPp7UDaz2SwU2Pn5uTqdTiy8Xq8XCWeUPxEAY0dfGUfHhSuViiqVSozFQwXi8M5SL3Q2m6nb7Wo6ncZGMgwA96C4UfpuzFmcrqAYf97pBQz9eanc8DswhisNT+CzVwRoiIv7kRcUFDWiUMbuDadOC2OLgmOTItEh+ylo03w+D5g2n79nTrFf4uTkRJ1OJ2Qzn7+n1DabTe3s7ITCo1/uQSOf5XJZhUIh5oj8okfjtAPFmj6P/j2UR+R6iEiC7ObzeR0cHKjZbOri4kJHR0cfwWS+rtKonLHyvJpHey4b3i6P/lwWvP/oJH+GO2/OGEth7M+5HpXBSENAFKpDQ/yf1oj3SWBiHXuWlnTN9F1AEKnydQFyXNONly8Ah6C8vbRnOp1mSjQg6C74Dr2kAu0eledX3FA5O8iNC+G+98GNCt9ngZDEnM/vqZfv379Xu90OyINNXQ650e6HWCHuka+traler0c117Soo7fHYUneMRgMgs3j0SHQBLBSPp+PiMHhEH+Xwz+SIol9e3ub2Y3tsIKPH/PlSVB3TvL5+82FeP7eN2ALT6IXi0XV6/VMsj6FTf0QMZQT+SSiCsbi7u4uTqqTlNkvQlQO22k0Gun09FSnp6fhMKyurqpSqWhnZydqRLnsutwAidVqNS0W93s+CoVChtmFjKceu0PH0rKirzttLg98znsxtny/VqvpxYsXajabOjw81OHhoa6urgIm8zanawHnhnek1PcUEsaYcJ9vCmUd83x3OjDaDzkhOBA/5SwM6ZEZDK/s6V63e49MoON+XB7WSVmF7hGLC286WdJyHwLsIPdQfZFwjwsAYbY/25WaQ2jz+bKOkvfBvRje4/CYQ168x6MpFDPRBpcrSMYuXYRg1+55LxYLnZyc6A9/+EOcmS0pzkrgXbQVaLBQKGQMJJ77ZDKJ8w1IsHPQD54Zc4DnSZsosb23t6dyuRzKkTHikCqgrnw+r0qlkoED6RcRm8N2HHSEnI3HY11dXWWq5LqC92Q2i53k7/X1tZrNZuyToKKvExcwzsz1dDpVuVxWtVqNcydwhjxiQ0aQWQgeGNFisRgKEuOHUmOfist9tVrVF198odXVVZ2cnOjNmzcxt5IyVXSZZydt4CUDaVYqFb17907dbjeT23FoJk0uY0CIAH0tA0MRucH6QwmjE9zQbG1t6Re/+IV2d3f19u1b/fa3v1Wv1wsZRbZ934RHCTDIaLOf7c29GC3ejdFn3fnnvlHX9QNGxlEDd1L+VkvqRy6Ung+SRwYIX8oUcsWesjBSi+5WHINCeOzepmOPDyWe/Ln8z/fdI0GB+V4K7qU/qaFw4fLvsNgYF38nwurhfdpWf9dDLDC8Ncphl8tlVSoV5fP3O7Q5V9qVrZ9GRxjvzC/yGQ7JUFJkc3Mzxh3lxAJ0jxyjc3l5qdXV1TgHnDl1mIkSGH7KnTsMtNVxZB8bjjFFnsgxpLRqLt7NfDAHsLjy+bwGg0F4m37+B7ALjC1XQERJ9A8Zd6/b9204to8nTZTl0TpGxxOri8U9Y213dzc25B0fH+vo6Ejdbjc2e+IEeAVkj6CZW/bF+EmHtIf1hIGk/aw5vGvWVBrFkkTn3XzmOVBfyy9fvtTe3p6m06m+++47tdvtiHAcmfiUvkhhcF83/E+0wty4M5Y+x6Msz63SD97B+DjS8deuR7UPgwuBcPzQF4+HdT65vls7teDcy2Qh4P6dFJ7x7xI2+z1paMr3PLT1zz2Zh1fjAs/7XIFwuefiigtFwjv4O0KLUPpicujO28fz19bWVC6XQ8GvrKzo3bt34b2Nx+PYJMbz3RPDm+JCeXCwEPTgQqEQHjALxCE6FDHzf319rW63q1KppK2trfh7sViMTVwsMowGC9iNus9H+k6UOfWzYHUxb15kzxlNLhtERzc3N6pUKtrY2NDl5WX00Rk2Dlmsr6+H8wKsRrTKvYwHY+YkCJQgRkJSlCZnrwttp88YOTz0jY0N7e7uSrpX/O12W7VaTTs7OwEDMi5Ei7QdmQPW29jY0NXVlc7OzsLpoI1UAGBuHPrzdepr2Q1+CkH5WnDjRBT44sULzWYzffjwISKTvb29jC4BWmKs/W8+5z537hyyBojwPtUPLmTRyS6+yZG/pQbrx65HF2EgiK4IKbcgLc+t5nKYwD16X0hpLoOf02S3h85Sdlcn70BBOL7MzygWICP3KsDFnZ5JO1xwpGw+wA1gsVgMPr3nKoBX0ja5Z1Yo3O9PqNVqmfo+vJ8oYHt7WwcHB3r27Jlev36t169f68WLF1FwDiVB0jmfz4e3idEm3L+7uy+PzRGfg8FAh4eHOj09jYU1m81i4xzFByVldthLiuji+vo6k/+gFhUn9zE27jmy+9upnLPZLFMzivdcXV2FHHiZCU9Wp5EK44/RYKzZY0Lylc1rKHNpycACJnH4q1AoRNVehyZcubq3e319rUajocXi/gyU/f19tVot1Wq12JQHSYG5ghiQy+VCkZbLZe3v70etqsPDQ33zzTcqlUp6+vSptre3w2gTyWA819fXw9hWKhUdHBzo+vo6SBM4aShGXyNuLP1K158rXs+pkA9DrlmP4/FYq6ur+vLLL/Xzn/9chUJB3377rf7yl79EbinNGXpOy9/L8/1wpXQdMx8Yd4/inCjh38MJcKcuNTifcz2qCKNYXJazSMNDh6FcYLDwKePClfpDlzOE3KuRPvYEpOzO1YdgCdqQehMoJ2cNSfrRRC/vS5/v3jQeN9/xnbNe1wivkEiBY1U5ThXl6Eq72WzG7xzOA4wAXZId50AgDy04DDs76W9ubnR5ealer5c59c3DcJQGz2Mcbm9v1e12I7FKn2kb4+AeNP/PZrNQYswLuQwiJIf8uAeKMMYPCIO/I2NOqwQOJOJBec9mszBujPnd3V3sqgYKJA9DBIChSCPb1dXVj5L4s9ks5qTX6+n169cRpZCTcUaX5yN8/mhLoXBfq6lQKOj9+/caDofa3d2NsUc+nK4M1o+81Ot1NRoNXVxcBPsrpQUzf8w1c5Du9vco3NeiM8iQNwy8l4TP5XLa3d3V6uqq3r17p/fv32s6nWpvb0+NRiPWDnLrip338w7gT8/X+br2CMjl29e4/+x6jJ/T8fmc61EZDLwNFAULWfr4LAwEHSWaYn0O37gx8MvxRZRNqjRolz9X0oP3uLfkk4xn4ewoD235WzoW0sf5GL7Lgk49GxQDioLkcqlUymwayufzmTOkqUBK/SDqWC0Wi8DwqXFD8nhjYyOgKRQBRhuvbXV1NSISjDNJ2FQZYPR9kTLOFMnj5Di/3zHvFOrBm/b6UrTBcy+0w4v2uYKg/w9Bod4P2uNnk9Cmbrcb51vzt7W1tYgoaMdoNProHA3oqe51etuZg83NTVWrVXW73TCQjNPNzU3sVXBKdxqR0q+7uzs1m02VSiVdX1/r9PRUOzs7URsrlXfWDuOM8mw0GrGH49mzZ58818WZZr6+PAr0vUcYcb+P6JmoD3iIOSsUCmq1WioWi/rTn/4UENXW1lagAI4auAPozK5Ub3j0wPcclvL1K2XZhG70gPMcOv0pOYxHBUmhRJxaKumjRSNlDxxy7DRlBTlu64LlE8LfUl6+wyGpovCQ0t+HEPhmPLxZX5QobRY7bXLlk/4NjNO9FtrsC4d3lUol7e3t6eDgQM+fP9fOzk7cx+5qrq2trSitAFRxfX2tw8NDvX37VqPRKL4Ds4uFT5QBLENuYj6fB0sKKGRnZ0evXr2KvzOOju+zYIhS8vm8Li4ulM/nY+MbHqOfj43soMyIaBhvDBVKkiqrvV4v2FBXV1eR4PVxddZVSvPmZ4cgFotFnIBH6QzO+YZtw3hixJCbbrerbrerwWCgy8vL8N6dq586JCsrK9re3latVtMvfvELra+v6+TkJHbFwx6jpLxHYjhmKFg2QfKvVqvp66+/1u3trb799lsdHx9rMBgEOy5NiHtuCFZSs9nU5eVlJgFOlOO5KmTa1z+fQTN1uBn58TykIxU8A2NLlFWtVvXLX/5SBwcH6na7+v3vf6/j4+Nom8s28kPUgL7BuUAenMmIU8czUpjJjQvOD05umgB/iHDzqetRGYwWm8p1AAAgAElEQVR044srdvfC3cNiAj28dqXveKR7Jv67//ypaIQLKCH1TD1UdW/CPRBPZnlb8E7SNvm76BdKhs99t3YaJbG7uFwuq1wuB+VyOBwGPZWFRoQBjMVz+v1+sEqgbRJZ+EZCN8pEFj4eRDZbW1va3t4OaIw5dUPDdz3SvL6+jlpX9J1F68l6nArgHXYmu+JAmYB58z+GxGnQ3jbgHC73Kt1LRBmiYCqViprNZiaiQy4ZL+Z1Pp8HJZe8DO8CinKWHwoXQ87Jh/v7+zo5OYkT7yg0SGTpu+sxSPSNYpQONRUK96ciEmlghLx90nLXObAp41qv11UsFnV+fp5Rwsg4P3uVVp6XRnPpevT54DN0ANGOr1eM7/r6up4/f66DgwMNBgO9fftWp6enmf1OKWMyfSdtdNnn3SlkmOoKp3MD47le+/9zPSqD4R44VtfxTce0uYeLxZtGHu65e2joiljKQgtO7aM9qaCmip32PyTcHik9JPCOf6d4brpj1DeleRLXFQiKFA8ZYfcS4CR3uReox8fWFTfK2nMdTol11gjtdzgEo+LMH/fgmUvO5nYM+KEy5tKy1IlHpMA4lPeGXuvwHwsZY+YRA31wCjTPpm9OG/a5xrNMPdT19XXt7Ox8hGW7F7q6uhp9wWj5SXU811k5jEGxWIyqwvP5/X6XZrOpwWCgbrcbMBcRuMNfPkYoLZ8Lfmd/SKlU0s3NjXq9XpRkQY7oW6lUyuRKFouFSqWSarVanJuB3HpeD2PuMKAramd1uffvTpLDtGl0ka5ZIoL9/X09efJE8/lc7969i5IojK9fyHn6XuTAnQan6/KsH9MbKYHHmaGfez2qHIa0XExectyxak8YSlkqHd4TSjCFDNzrl7IGxyfX+em8D4/Vk1O800NknoFHLi33lDh27QKM4Pr+Bjxnz+HM5/NQpk5ldYPBs1qtVizc8Xis6XQam69cAdRqNeXz+dgNzYLD+2k2mxGpkEykNDc4OwfwgI0j7OQB8ELZOb22tpYpqc4YoEDxSmENscOcjX68T1IYLSAXFhmF9MDSU7nw8XeDxbg7I4l7yZUhD7PZLGBULuYGA4PhazQaAQmREE4T5eVyOQNT3t7eBh0WeUOJYtTy+XsGV71eVy63PCscZ+L9+/c6ODgIo1Gr1WL9QB6AtQaEiAfuTgCOCm28ubmJSFVSGDyYeJR1x6AUi0Xt7e1pMpno6OhIBwcHIcNEkOwXQYaur6+DUYUMeW0p/kce3KgjC762fe0jR4zrl19+qclkojdv3uh3v/udvvjiCzUaDVWr1Y/WF0QFxpHcHnLk6xcSAOiAOw3u8GGc09xZqqf+2vWoIgxpuUBZaAyce1nSMqR3645ydyqqpIzS9c1VKOQ0yeq4JFeaiOP5KRTl7+Wd0rL2jaSMwUqTjVKWkUXyzMeANqSGinbkcrmAosgdECL7d3K5nGq1mvb392NsHeJZLO6rrD579kwHBwd68uRJHP4DlOPsEN+Rz+de8wdvFoWEF+2QG0XvxuNxKLnxeBzsH/fqGD8fI3BuFiDvhffv10Pz6QvWFYVj5g6xcQFDODxGNESEJt0bTT/9EOfClR4KBnl2B4m+EoltbGxEXa6NjY04m+Lm5kblclmTyUSXl5eqVCoZRpiPBeXQJ5NJFJvkdxSiY/PFYlG1Wk3lcjmS9pASmDfgNwwsztaTJ090dXUVZ3CnNFqKWQKpumFMc5G+NvmbR14p9p+uFXQM36tUKvrZz34WrLDDw8NgEiJ3KbTskQG/ezUHj1AeihToi8Psn5K9z7keVYThUNKn4B2HXNKBdAzQlZnjzChFV8q8g1AZvFzKVsKEJknYzKJPw0wm36mGLHQXNvcc/RkeaeCx8rsvmofC1bW1NTUajWDMlMvlYObkcrkoN0Gp6m63q0qlEt4yisWhHzZdUfL85OQkMGpgDPrmEB+LHkybRDPthJHC3BeLxVDss9l9kcGzs7NYzHxOJASMMp/Pg6JbLBYjP8KRpcw/UZDTdpEJfvYd3e7FIhfMbUq/dHhhbW1NlUpF1Wo1mEmwcAaDgZ4+fapKpRLet0eaGxsb6vf7mY15yISkiPZQ3BwSxfhSMPLm5katVkvT6f255js7O6rX68F4m0wmEa2y6Y6Nlb6Xhb0Wnni/vr7W+vq6arWaqtWq/vznP2co2NPpVJeXlxqNRur3+xqPxxHNQAD4/vvv9Y//+I9hXJA/2s88ex7H5wVFznz4BSTpkZ7nMRhrHCnPHa2trek3v/mN3r9/r6OjI93e3urFixdxSJc7akTjvhXAqeIeLfq7HZlg7t04eMT7U69HZTAIid1b9+vHLLQv+tRrlLIJ9RRC4Ptp/oA2SR8n1NI2pF4P30mhD//ck2sp5ip9vMfEIxT6iqKFAkthPzw1SRmjtbGxoXq9Hpg2Sb7t7e2o5YVHyelsPgbValWDwSDDTkGBLxYLbWxsZLxwDjdyuivGhr6QZ+FCgZGw9tIWtIP+AHmh/ICy2HMCnAUEwdixiH3xes6MfALvfQjLRm6A3/y7HvEQtXBeBHAlkaxDYGkeCbnxvS4k9tnX4FAjkB+KlJLjR0dH+uqrr1QoFDQajZTP5wOrJ4ciZTerOvTkh17x+d3dnUqlkiqVSpAh8PaRh5WVlUi8Iy+UYT89PVW1Wg0mIe9hHjwZzhgwTsipRyfIJIb9ISfRnVHGl7lB/jlXY7FYxF6NX//61yFHHrkwbl6O32UbnQbs6LoDufONrsgjSMHfchg/cnmi0JXvQ9Y6DQu9vIQPsucM0j0N7hEzQb6hyS0+1L+Hyog89LsLFc90lgrQCQrsoUjDvV/GZj5fHmHq/fHPisViFAh0OEBSlPWo1Wq6uLgImmO9Xpe0PGYUTH02m4WCgVkCr565cbiQn4Ek8MxpA/s1UPiMg4f1RI/QP8HNGRNX7IwdmLV7laurq+r3+3E+xmg0CopzylhzBcPZFLQFz5r3uUz55kn+xxiQbEeBYbQosujPRU6Qcb9QjPTPk8Hz+TwgLClbtwz66Pr6uv7whz9oc3NT29vbGo/HH+0vcM+WSNYjUa+nhcIHUnQvn/lkDiqVSvQRxQnj6uTkRPP5PGSi3+/H2JC/8sicUwFZixAK+P2hqIQowKndyB5y6GuX+aKcyGAw0Pn5uY6Pj/X8+fNYs558T1lYrB/GFgfFc2++odDzsZ40/ymGgutRGQy31kyMpI8MQJojIAxksaL4/V6svi8UQlqHUzx/kcJiD0Uj3IfB8mQb78e7xiiwC9VzNP4ulIMLpYevftId70EQr66u1O12o5YPwkh7KR5IAhlqJBAOixDlKin2EvCuer0e/aEPMJZIYNIXOP0kfH0snctO/4kUBoNB4PC1Wi2iBzw4zxcwJ/wdjxWIazabqVQqRXkKvHWgBX8/Sr3Van0knz7mHhGiqIgUiKpcqbLRUVJAML5XB9iENjmbbHt7O5TtxcVFKDqU5M3NjarVaqatQECchDccDvXDDz/ELvvZbFlhloOiJpNJjDWGYzgcZpL7aTTstHYcCtbVdDrV9vZ25L2oNsDn3333nQaDQVC+PaJKqczkjDy/4U4iih6FjZzzPAxVq9UKCNU3R5JrWV9fj+KTm5ub+qd/+ie9efNGb9680Wg00pdffqnNzc2oU0ab6DP6g7XqbMHUEWBtuwPF5+mGxM+9HpXBcPgoxYXdg/PP8Y4QLkkZbDnFgfEGHMrxCWFSHyrdgTHwpLp7u35/Gtmk+H6a9HTcEgNDxOAekBsh+sR3WFw3Nzex0c7JAeD74/E4vGiw9Hw+HwsXBUHyjr0Z9B3IAU+QC+WB143nl5YIQWH7GLrnDhwFTk79LIeAeJ8vWsZtMploMBgEI8kXsH/PIQvejRJmIdMe2usRLI6N1w5zuUSZ888VhO/45h8KwxlKGCDYS8x9LpeLo1CBccnrAAX5vpH9/X31ej0dHx/HKXu0Bc8WcoEb/lTuGA+PvIlqmHOMHQlw8lVexXZlZUVPnz7V8fGxptOp6vV6yIEbDDYEsnalZRSDEU5ZRThc9I2o7Pb2Vu12O+QF6JY5I1J1HbC2tqbnz5+r0+no6OhIKysr+vrrr2NcmWee4c4blzuLvMcRCNddqYw9RGz5setRGQyuNJp4KDfA4nGr7Dgg97kyJzx0hZFOOM96KE/htW3SdrnCcxwS5eoYvhsTKZuU92d53sQTtOnfnC0Gpo136++ez+fhTUoKBYEXurm5qa2tLXU6nfDWUFYeSfAsFjEKGaXuEBj4PZRLPFEiSDeofAeOf7PZDLovfXXYCxoif0eJTCYTdbtdXV5eZtg2tNkjRebdFZK0ZNSBxbscOOsOJeAOBm3DUNJO9rCMRiPt7OyEsUHxksTmnUQVyJETHorFYpwFQk4BJekQFWtlfX1dz549U7/f12g00vb2tiRFKRjmBSVJPoT3ObHBIbwUiplO7w8Jo5wISh14EDiWqGgwGGgwGGhvby/2ziBTRMk+hmmEgxwVi/f7P1hvOBnSsoAgcCCRFZRrjg5mjc/n8wx5YG1tTV988YWGw6HevXunp0+fZiBfnyPkwi8MV3rxPoyj6wTXMynb68euR2cwEBgmAiWQJqJZ5CgrPoM1gwJwTJdF5Fxzt+5Ycz8xS1omdvEUfHG4Qkmf496bK8gUd/ZEP4uVBSopwmS/eCfjMpvNtLGxob29vThciM9ZvNzPQry+vg5uPkwoakVxOXvGP0PYiWT8oB/CchTiYDDQyspKMGSAiVAcjivP53O1223d3NxEVVrm00kB/O5RmedF7u7udHV1FWc3oEgmk4k2NjYyHiLf97H1XBOwmaSPWDBejoZ2An0RSQJ70Pfz83Pt7++rUqlEe6R7w1WtVjWbzQLCmUwm6vf7mQKQHm05c0u6dwI6nY42Nja0tbUV+Y6VlRU9efJEpVJJ//Vf/6WLi4uoRkti/OLiItYaBtAdH5//lZWVKM7IGvD1UqlU4qRBoiT2w5Abm8/v9/mcnJzo8vJS1Wo1+kSk4uMO205a7ox2xwlYiLULmcIp1p1OR/P5PPaQDAaDiPZ842RKO97b21M+n9c333yjP/7xj/r666/VbDbDwORyywOWiEhxDt2BQjd4tOSRYBrx+hr/nOvRGQyHpVKoR8qWIOBK4R9+9k1aHubxfafEurHxkFtaQi0edeAV8ndnc/AM/sb9KCxPbHmyjs8QNKcFpzRiN5Lz+Twgpr29Pe3s7MR5FuR4GFPfDVyr1TIGAjoj0Bv5BPB45/GjgBkzh6H4Rz5JWtbUcg8atg8XsAi0ZvrA5WPKeLs3zrhw5Ci5BC8t74rAE5i+YLnSXJbDLkRcGC+PWkjWwsxBVjEIR0dH4fWzEYz25HK5oAMD5+HpIgPMARDOeDzOKHaUvieiUZpbW1tR14nyLpzb0Ww2NRwOYzwdenUDQrTkazFNHrOxk/HJ5/PhuOAYsRG0Xq9He1w+PA9JJODRjaMDLkOsI18nvBNnYX19XZeXlwG99no9lcvlYOS5Y8jzdnZ29Pz5c719+1adTifo6ETOHiU7AuFO3Y8xMBnLFIb6KTmMR7VxL51koA/H6x1mco/Gv+vP4373ygi9/XKBd+YCQpPCElKWoYMge7gsZfeW+Lu4+L73KzWUaf9QlGkUtFjc71eoVCqhMFmA5CFIanNqHXWdYPVQnA9KbKVSiYV/c3MTxfqg1k6n09jw1e/3g4UEZox3lc/nM8ewEhm6l4gHCLsHQ+fYuWPc/M0huXw+H9TinZ2dKO3OuOIdM4ZEiunYpvPlMKlHlEB+/M2VOUaDNk4mk4gmb29vI8rj2Z6vIDrm+xRFpM2ebL69vY3NjkQUUG4p6QIslM/n9erVK0mKcuu9Xk+TyUSNRiMIFVQ4ZjwcNk3XZYq3u6x6tM168ISxpNjf0+/3Y8xZr+kackjqodyh54WIFHBoGE/2rpRKpTAg/X4/cyQtF21kPp88eaJisahOpxPj7eQUkvPIgyt+Hyv+7jkT77NHTukzfux6VBGGe+jOGnEF7crYuc94Gx7q4el6TkFa7ktA4XukwPM9kUd468lPVzxECRgmr/XkiUHe4d4b78ST590oVGeCSNl6W65I09Cb56LsXAmS6KvVahFp4fm5cZHuhRjWFAqKHAceIdGZKyswY9rP87jHT+gDxx+NRjo/P4+jQn0sPLHNmDPG7lwwTtVqVa9evdJoNAplydnaKysr4bUDHUgKbxsIi/e7YeY+NxypDNdqNa2srKherwe8c3d3p+Pj4yj10ev1glrqkBwG3eEbWEaz2UxPnjzJ7HmgjQ59ra+va3t7W+VyOT4H1uz1enr58qXG47H+9Kc/aWdnR1dXV1osFvryyy/jmXt7exoMBur3+xnmH7KGI5Xm/RgrItu7uzsNh0M1Go1Y1+ztqdfrIR+1Wk3tdjtyCShuJ1Uwv8iLOxSOMrjXT3uQf6/2DKOLzaKUl9ne3tbq6mpAhfSHPUF7e3s6Pj5Wu92O/Uu+Lhknd4TcqeGZ6A2ifozcQ/nTz70eVYTBhTC6Z4dC9hARJeEKyZWpM2f8czxoj2T4G4vAC++5wnDB5Dufwh89Mki9B7+P96UJLoe9/Hvp+xaLRRS4w5t2bxz4CCMEVEIiml26/Oz/00agIhKreGRuzPFO8Zp4Dm1hP4TnjZySiIfJsabuZXl7eR/f9/Fw795Pl6M9njBPyQWeF2LsMGguW8jGQ4lKSSqXy2o2mwGrUaaF8cB48V2w9sViWUkXZhURhLPlMNSMJ5FEpVKJndm+oY22MR5ra2t6+fKlGo1G5CGAtRqNRjCl/OwRrjSyQPl6MpzPGXfewZpOD87CyBYKhQy7DxlxSNnXjhsolDoyweXOAPdQ1t5puKw/qgdg5F1O6SuUa0q300Zf/ynU+hAUBSEjhcxdnlznfc71qAyGb2DxwXNoyaGjlF2UDm4aTrvCRdGncIYLf5rodvjE34HBYoL9WelO6LSfUhZqQ9mmSTFnd6UJSDbbUSjQPT9pGVHhaaJEnW6K0vHoAsWDF+/hOrWGXEmjvBgH6imBzcPgSr0/FPBwONT6+roqlUrAgG6ovR5XCvV5VOpGCK/N2WppiI+n5zAlyVVXPj4XPv+Ot/MdP/sagwxMxO5mlwHaQVlzCAWTySSiopWV+7OwUfpAWIx5sVgM1hsQIpGKH/t6d3enRqOh169f6+LiIt7f7/ejHhXtwwFJlZrLFtBKSh2fz5elMhy2oTAkezwkBVNpOByG7PBeaVnvivf5euZ9jgj4nDE2tKXb7arT6WgymUQBQmRqPp8HZAbjzGVrPp8Hm9CP8HWDxXudiPEpB9WjCzcq7iz/lOtRGQxJHw2cJ9Yc/nGlyOcoBz5D8ZPcTA2MpIwgOO7Jc4AUnGLpXgBce+51RY2ywbt1A5TP5zO4Lt6kRz8P8f/TiIWSChTp4+hVvFanS+bz+fAe2XwEV15aJl3x8Chjzv9g6ZVKRa1WK56FIsUIbW1tZSCwWq0WdF4MB8aRhX5xcaHxeKydnZ1MdOGLEaVENMM7PBlNQhNvdDabBf7PPWlSkflJGS9c7q2jiGmbw6AYThL8DmuyQS6Xy2l/fz/6BNsIai4F/G5vb0OxdbvdqHPE+eiMY7PZVKPRyMhGtVqNZDjGAnhpPp9H9eKvvvpKi8VCJycnWltbi4ORisVi7GNB2XpEwIWzgmPh/UcmMGjAPvP5PKoaU2Yf2alUKprP73MqnBDpm0DfvXun09NTDYdDra6uxvjyXDcg/I+MODnj7OxMvV4v5sWp3xsbG3F4FcY7JccQvfJs5IfLI1GHjVnLqTF4KJJIjcvnXo/KYKR7FB7y6p3yyeWwiHtCPMc9TDccqZfn3oor9jTp7crQvViHk1yQvE3+LOARDESaREyjJ2+zh/a09fT0VOfn52E0WAiz2SySonhcwEcscO6l1hELIw2lJ5OJVlZW1Gq1Yre4Jw89Ke2UXN6FYaQ/uVwuchf5fD4MizNOfO5Z+A5J+Tzw3ZubG3W7XUnL85d9HFM8GajOL2cZuXy48XZDiVeJocJI4QjwfHbNs5s4Zc4RldBfktpECZTpwGuGOuzyjUFCxvCYMXh4x0+ePMmQHchPoUjJUXlyH2eFNSUtN8sxntxHX7x+GPJAzTD6QmFFmFqeI0TGUyfH15u/150Ij4Bms2W5f+BR1gSO1GKxCGKHO32sZ9rhsOZDl8+pG1yXVd+M+VCfUufmr12PymCkeQLH4Pn7Q+wBh578wutxuADBeshgeBu8LSh6Kcv3l5YhLx4zlwsHniiwiv+evjPlXPMunuNeKwoC2KjT6eji4kJXV1dRbtpDesqA0DYwbU9Is2+C+1ho0Gr5t7W1FcqOPRbOPeeZREDsvYAA4Iug0+lEzSc/4tMhO4cnUYZ8joJGQQ4GA11cXOjk5CQTcXLxDI84fb7cIXCZcojMn5lCIMCU3MMYEmUCyUDlZKe4wxhEWRjO29tb9fv9jEx77gYHwD1Tl02UFm26ubnReDzWs2fPVK1Wg9Z6fX0dihL4BdIAsst4S8sz0N0Lp/9OTHC2HIUyiTS8jPrW1lZ49kSKyLyfv+KJ+DRn4vqDNekkDpd/jC3jx16h6XQah08xJ7yP+SQiR+58jHkX7eB3RwiQu9QRcQdY+tt5GJ+8HIN0D5NJ4W8ppIRAISwIDh6AC3ga4rGgPG/i3mu6OICo3Ot0YXKvnb+7QcG7djYTi8L3CiBcTvnk+TwTuMUVdbvd1vHxcZxTTTkOMHqgKyialOH2Kqnj8Tg8rPPzc/X7/aDRViqVTMmRs7OzKEToG5doNzubOc8Zpch83dzc6PT0VJK0s7MToXmxWAx82ZUN8+LzP5vNgrLLUZu///3v9f333+v6+jrDFKOdKavF5a9UKmk0GmV29ntU4tEfilFaLmw2lXEkLgwcFCMVgweDQVBrUToYf4r2gaeXSqUw+ECfvgOfXANRnteu8r66w0SJ81/+8pexTigVQ1ugX5NMd+Pq0THQrEcEnlReLBYZ2ixrBqjz5OREnU4nDNBgMIh+8Xu9Xo+jbnkWhs2jF6IGYD6P9DE6xWIxSAkbGxvK5XKRH9rd3VWj0Yh547q6ulKn01Gn09HW1laUPGdM3BGlH8BzyL07Ehh0dzQxHg5j/y3C+JErZTRJ2dAuhW48ae1GwXFNlAX3e24DxZwqJBQ8P3vi7iFYTMoefISgpCGle2Per9QosoC9X9zn3HBCffd+2u12KCiMg7SMuBgf3kUiHAaPF+cj6coCLBaLUcIcTxHYBAjFMXzaxqLyfA949XQ6Va1WCwXLvNFWPMU0gmSuHcseDodqt9t6//69er1eZhyBb1B0zuLinUCJeOGfSjymToXLrkNnKAYUNAag0WjEmKJknC6KAUdeSJoTQXqilv0eKCWXY9rmtFjWA15xvV7X3t6eTk9PIx+Bw0Z7SOLzbG8fMunr02FAxppckhMpCoVCJOkHg4GGw6Hy+XxAZBhlDH+lUtHKyop6vV7IknvoDk3hALrBZA+G50aJFMhbUMNsa2srSolcX19HJHx9fa1qtRobLlkrvI/+u5zQHi5nCrrseBTCHD4k95+6HpXBcBaLJ6I9YkhDOv45FslkpIwZaUmvm8/nGfpeKmTpTlZpWZDQQ3yUD7/TXo84/LjZVKD4bpr0ciHxBUHCFwWUz+djMUuKZOf79+/17t07vXnzRmdnZwEdOezj1FnGjWeR0MZLe/r0adT7oU8UCHT6Lf+zQQ0D40UEwcb7/b7evn2rcrms/f39oL2yf4M5dWKBpDBGDq2gnDjS9fj4WFdXV5HMRrHBwILq6gcEuQGXFHtP3Oi4vHGf14wCciHR7GXBMeC9Xk/NZlPNZjPmgGgG7xQly36OYvF+M12/39ef/vSngNuQZ9+ZD3uKy0kCRA4OZxUKBX311VfqdDo6PDyM0h1uaCk1UqvV1Gg0YsNnCn+xVn2d5fP3ZAvfMOuyvrGxof39/Yi2isWi+v2+er1eyDfFDNfW1qKQIiVYHP7CkOIEpNDy6uqqWq1WlGmhfzDXTk9Po0gi0dbp6akODw9jU2mtVtP29rZqtVom2nI9hGw4EoEzQdSFfksjidThTWHqH7se5cY9FC8Kh0FzWmPKiEgH9iHeM5PFxjmEzKvb+nc8QQ1jwymvKbzlRcZoqxdB8wQaisjbL2XpgdLH+CXJU+AllIQvDrw1IBBOmVtdXdXW1lYm0nLmlhstfqaeEQppZWVF/X4/PHqHw9xD9xP7UGiu9KfTqTqdjq6urnRwcBBRiytth8kcMvTcgWP0GJDhcKibmxs1m81QXg6DLRaLgCE8n5JCVbDjHEJ02WAO3aN3NgwQHXCMyyz4OYaKQ6CI2pAh8kXAO5T1OD091fPnz8PIsiGSyxWSy3YahdBOiAwnJydqtVofRceeGJaUOU3Qad/u4fP+xWIRkFlaqwxywNramsrlclBnh8Ohzs/Pw/BtbGxEVEGxxF6vF7k0V7bMBW0AGkKmS6WSbm5uItrh+RTeHAwGEf1RvWBjYyMKNTpVHHl0GfT1kBJZvF0PQU0p8++nXo8qwnAlysAy0Z6EdCWaCop/xuWQDgKdQkB+r0MJHoF4GOlJdhYWC5wFgTLxHIf3lfv5x6Kk/bQxDW/53AvXOUQhLXnrMJA+fPgQRexIGjoPnY1iREy0B0/L8ViUl8MgXPQfeAW2jS+cQqGgy8tLtdttFYtF1ev1UCgYIF9cnteAdUOJBzaYkUiGmUXCFm+bvzN3vkGRf2kSOc05uaPgyVDGHvngWY7tc74IsoFDBPOJvRawnWiblweZz+fa3t5WqVTS5eVl0GuJOGmX4+mMI+w0vHHewX0cRTqbzXR0dJRxooAbvV3AZp64pR2sWV+T9M1JF4ylP5/NgrlcTu12OxLgRF2UUmHPRq/XCyXt7KhPwTjILU4jY5bP358Hk8vl1O1240TK0WikdrstSVGkk1ckQE8AACAASURBVFyOU+CRLYfRXLegV5yYkJI53FkjEvyphuNRGQxXoFDsPPcgfXzIO5PNwHuSm4QpXiTKDXxZWrJY/HLB412eWON3VwoORTmLw5W/4+0IhEMmLuwoIuo+0S6UGnkJPHnawWKkD7wL5hAJbEL6TqeTSZD7hjW8VkqIkFSGn88mPAy9M67a7Xa858OHDxoOh+G1zWYzvX37VqPRSK1WKxQPC8dzSMAuMLpQWL4/pFqtqlKpBOsGJU8dKeAn2D7AjcypzyUKslKphHJzuIXx5B1EGh6NMI9AerSRz5ivxWKhdrut+XwerDbeJSkS3xhZjMP29rYKhUKQG9wx4bt3d/fVeoFDp9NpUKahhKKEiXS2t7f185//XMfHx0H5ZV3SN3IptAu4yvckeB4IOZ9Op3FsMMllh/cYEwgBBwcHkqSzs7OQQ6r7Xl9f6+nTp9rY2NDJyUlmT4WkiLqcmUg/MWwUQsTYIffkWs7Pz2PPx93dXRRtdMeE77oOYg06c4q2eV6LNYo+cCKNQ+mFQuEj/fRj16MyGJ5vwEvBymIw8A4fgoU8z+E0Op7tlv+hnIKzllLMOn2ORyWpJ5xijh7xICQsJu53pZV6KE4VRJiAEXiXQ2Vpu1jQ1E+iQic/sygcVmKMyCc4/xzPKi3V4YqURegMJhQXyrFUKkWNIYd3XCkz5z4GjAv/o9BgF7lh8DkoFAphgCEDuBFn/HFYfK4wvmk05dEqv1OkkatQKMRhPbCCJAXnnzlON/qljBocKpKyg8Eg8iwuq5TzYAMgCsfZeygzV/zSPVOt0Wjo6OgoExUy1ylRYGXl/iAkWEUOUSLv9Bfj4uXy2dzmOY1CoaDt7W01Go0oWYLhJWotlUrBqut0OjFejFEaEeIYEFX4DnScI8ayWCxGMU03gtPpNKJr5gqnhvHwOePd9MmRgnx+yWxzeXKZRkf9lCjjUeUwUhyfReyD7149lye7SDp6MtDxfRckTzw7K4S/ebgqLUts8DshMs+VlHkO9+MlY1AQNmdouUeEwHAvY+Ah7HQ6jQ1gCDXj4xRN5/ajvH0seCcLyBcAynQ8HofHT10g+os3R4SEAiJZLmXPHxmPx2q321osFsGMwmCQn6Gv7nG5IfMF6+ywxWKharWq3d3dqAwL3DabzcLjz+fzGeaYn61AhMLCpwAg8+MJco+InLBxc3OjTqeTiZyA91zWUaDIq0fIyK60LJniyrdcLuvi4kKj0Ui7u7uhkJyRRsSCrCKLHrF6kT/a+eLFC/3P//yPdnd3o4Q35U24HI5ptVqhZNPogvnis42NDXU6nRhzryRMdEf+igOWaL9DhcjPYDBQp9NRvV5XvV4PD98dCsq9s7McowcSwMFLyCsoAUUZJanb7Ubuwo+TZRxYd7yT/5Gb1MF0CI93ENFi+D1i+tzrURkMTwh5GOaD52wEFiufO87Kd9Ldp9zr4R7K3ENjaZkXSPMeTDiK0TFbFONDbfCF5AaJv6VREc/2JO98Po8DibzQIG1ypg59wjNaXb0/25n2ePlqN4rSfelrfh4Oh6EQUEo81xU7i3WxWJ4WN5lMVK1WYxFyWE6j0YgDczyawJNjjvmHEcO79cXMfELP/eUvf5nJi2DoCoVCKGicDmAJ5sajNiIRjG+aLEZWU0hoNrvfH3N2dqanT58qn89rPB6HsUFOZ7P7fS2np6cxXny+tbWlm5sbbW1tqdfrBflga2srw6I6PDyMyrRSFo7xdZFGsDgA0hLehP1GuZH/9//+n/71X/81jCFMInJnm5ubKhTui0JipN++fZtZy57XmM/nATMjAxgIj7ppW7lcjlIpOBbMab/fV61W07Nnz9TtdoNt55GKX4PBQKenpzEP6+vrOjs7C0+fUv6LxSIS4ox/qVTS+fm5hsNh5MuA2YAJkUHyK7VaLbNPhnvRGzgy7mywfojmuT7Vp4euR2cwUvYAA+5RgVtsh4Nc4Fh4hKiu2DyS4XtStjQy93nyDoHwHEkKT7FQXbFi3Hg+kYZfacIbI+AXQgqc41x2+kOU4c/H8+d0MbBklI6PB2M5Go1iUyCYsxMPuB/vzaEdN1yeCIYqOZ/P41hYIge8UCINdwR88dBGxtJ38vK93d1dbWxsRL7Fi+nhyTsRgWemmy/xQr2/Pke0A3njc5wW5tz3tXhb+B15Go/HUQeKiGBtbS0SvRj7lZX7+lOlUkndblfff/+9/u7v/i4DwQG/QW/2iNwjNc8h0MfZbKbXr1/rv//7v3VxcaHd3d3wwNkRTS7GNyc2Gg2dn58Hy4hoyRPdkBHSPS5OHECuMbDAUrx/bW0tmHCrq6va2dmJfTfU1eJd/E+CnKhmPp8HTXZ9fV1PnjzR1tZWrC8ICtVqVbVaLZwLDIpTeTnkKt2ftLW1FczENOLySNLhbowHf3On8nOuR2UwnLOcDhwXA41CdWwQJZ0aCL7H4k4hKv53z5y/e15Dyios9/ylbNLNPWQExENucjEInhsn+kR0Qn89QgHP5VkOR0nLaMYV/Ww2iyqdhPWcz8BY8T8lQlA4JH+JsoBMPCKgb+DnsJQwAmzSK5VKsZh8LOkn/XkoZ+HwlV+ee6LgHZGF70nwOcFo4DjgDXvSmgQ/MuNtQhYZe486Uao82zfDFYvLQ4Tc2x+NRpnnY3go+Y13v7W1pbu7O5XLZU0mE71//17NZlNPnz4NGQPy8v4xflyMu+8FQYZarZaeP3+uo6Oj8JaBMwuF+5MWyUvNZrOgeBM1sBbYe0LfMX6eo8MD988wtMCHKeuoUCjEGO7s7Oji4kJnZ2eZku9EkldXV+p2u+r1enGoFka83W5H0UHf3Igso/BzuVw4O5LC4NFPYNvFYhEED07BdOIKkbIbaodx3VCkhu9zrkdlMFhAnqtwnjwLmXvc+8R4sEcBYXHFj0HBE3VFSkgI9JAmrfz9aWLc/84/ogv64DAXhgBPh3ejKHmHpIzxmM1mUarAFQ0H1vM9DJB7NAgs1UuHw6EuLy+DQZTL5eLwmtXVVXU6HV1eXmpnZyf6h9eLl8WGKo8SgBfa7bZKpZJqtZqm02kwrMrlsvb29oK4wILzyBEjR3iOUZ3Pl5VWfWHRJv5nTAn5U6iJccbDhzYsKRRzoXC/AxlKJePoyW3GGwXgkScJeIcriCZWVlaiThHnWmBQ+S5yT44FmKPb7Wp7ezvaWavVYjMflFTIDC5DKYbuERHRFM4S0eLLly/17//+7/q///s//fM//3NEnmtra+p0Ojo9PVWxWIzigo1GQ/V6PTYnFotFHR0d6fr6Wk+ePMkYP7xxaQmj4eRA70apDgaDTH4AY8keiefPn+vVq1f6j//4D02nUz179izO4C4W7yvvUol3e3s7+txqtXR6eqoPHz7o9vY2coLImCvwer2uUqkUusWrCGDoaTcRCGMwm83i2GDXX+6I4Mjw95+S6Pbr0RmM9GcEhMlLISK8D1e2TIR7qWmiW1pGDyjr6XSaqf/P/e6RppPpMBgLHQPBs1KYC0Pmie+0PVI24kIZAe9w/0Pj5klyjIdTglEIJEZpMztr8YCHw6EqlUoGQnMjyTt83Fn4HunxrFwuF8XdSBambWdcUMy0OaUpogCBxJzMgDeLIveIhJ89GnNYCCV+d3cX80c9IqfsukLjog0YNMaW+ceZQXbz+eX548ViMc6HcIOBw4CSbLfboYDYmFkul9XtdjN1j/xyaNPlKzV0bnjxmHd3d/X+/XudnJzo5cuXcVre1dVVRJFclGl3WcYwUjmANYQBx7HjwsFiHFZW7suAkMDHIcFQUSizXC6rUCjow4cP2tzcVL1eD1iQ4pdEOLCfmGsMHG3xvJYTBfjH34ErHTJlrmAXIq8w22q1WuSCHqLze7T9UFT7165HZTDSZB2QCovHISjHhh1Wcg/QIYNUkFEkPC81NjzP2S8eDuMNIyAOL/F3fnaWA31yw+QGkf46XOKKH7ZNmo9Jr4fwYcfi3bv0cxIYF0lR4sJD9fQd8Px9DjBQW1tbWltbiwXfbDYzUFpqvFHAPmd+L2NBFOiGz0kDHqFC2yRi8U2EPuZ8BoTlewU8sk0T3xg99xZ99zV1uByGweiTOIbfD72ZqARDhfHhVLrFYhGb4FDSJMVhgvlOZB8XN6ooTVfcvs6m06m++OILnZ+f64cfftDBwUEmysPg4RTAoGNPA2sYVhLQIO+gbw/lVBhzWFGTySRKlvD9zc3N2JzabDa1s7OjN2/e6PT0VPv7+yqXy2EwcABub2/VbrczsBNGlDHAqGNQkA/mlguj7ZEBeQ4o7LPZTOfn5xHpUPAxTWyjR9whpg2fWuMPXY/KYLi1pkol7B7+7vfiXRISO/uERevQEcLhz0hzHXgwUra4IQk3Z0ylbcrn8+F1eXSB0fCzITxJS7vc+/P2SMszxklkOv4sLQ0HAp0mwz0C4j0UHUSpYbAZcxYo96WwnldO5f3M2WAwyGzUWl9f1+7ubsZL913PLGjvB2NImO/QhZduB7JD0blCZ/+A38tiZTxQ5A4LMI54tZ6LQmHTV49ogRvJCcCscTiPfkMDbTab2t3d1cnJSVBoHSKlLAYGg2qpGAYM0Hg8jk2WjFNqJJC3NGK+ubkJaMwdjM3NTf3617/Wf/7nf+rt27dqNpsBv9RqtWBHceATZfQ3NjY0n89VqVT04sWLWK+ed7u7u4txxCmgRArj7Uw35gtjuL6+rlarpXfv3qlQKOj169e6u7vTmzdv9P79e+3u7iqfz0ckRrv7/X4GnUAmGSOMFjKJ0cARcTgQ+i33s8fIo1pyGuPxWJ1OJ6jQHKTlaADPSTf9fu71KDfusWidKcOFh8Ei97BP+pg++9BzHNpweMuhnDTp7orIIxe+6/kSnu1KOG274+9ptOB5FASPZ3qk5JRbns8YOCbM8z36csPiCwZYrlQqqV6vB4RE4s6NA8nVNFkp3XuZvV4vQn3yIyRl6ZMvLOaFZ3rkR1sxfsyTR0pEGyhB34/jY5fCityLIXMHAsVPNEs7aAvRbwqhOryAcnYmEMqQMcR4jEYjzWazgG9492w2iwOwqOrquRmw9KurqygvQq0nHx/fA+TMvBQKYSzG47HK5bJarZa+++67cHqcXOHHujKOtKtcLuvp06dhjNxjxjh59EWbKN/hBpxKtX5mCmwtjpd98eKFarWazs/PdXFxEXt+GEsiYtYFZAeHf339+oXRdwVO3sgPY+LiPd6/29tbnZ6e6t27d1FCH31AP9PrbxHGj1wMLB6glA2lffBQ0iwkNzY+eb7hjv9ZxI4VPpQkRMhTJhEL2b02vCNXSBgW8GyHoH7scq+QYyzL5XJ44fTVPVqPDhgfF24iAt8bMh6PMxv8JEXyslwuZwSY+1xpYHBI9HFfqVRSv99Xv98PVpTDMz6PLERqBgFdkLTGs6RPDme5Z+8QByUk/Axx9lTQZjem7kxwhsfq6qqazaZ6vZ6q1Wq0Ay+Q8XX5hE3E3x1ORVZcbhhHood+v6/xeByePBHHysqKBoNBlMfo9Xp68uRJwEmLxUJXV1f685//HBENY1YsFkORAyWhFN2gwTqCYcbaubu70xdffKF/+7d/C6Xsm8yor+R5GXbbM/dUomVdsXbJTWDY+e7Kyn3F5OPjYxUKBVWrVT179ixICOzDub291e7urs7OzlStVrW3t6df/epX+u1vf6ujo6NMlVvGmneBYrApETnu9XoRtXnOCzmFUAALio187oQAh7Lm+BmI7fLyUt9++622t7d1cHAQkYxDkp7r/NzrUUUYDyU1XZH5wkRRYBjcELhXz7O4V1omJx2ychaGewkeOaRt5Fl8ntYeQohoF7xxfx/f9XfjBdI2sFDweM9FSMp4jNIy6vLEMWPpBsDZVHhaq6urajQaarVaUcrCsXfemxpcwnCMJ21dLBZxPjPj49GZjwH9ZHy41/MPeIhp1OmYOJRP5IRxBT7w8709mvR8EXx/SlijWJkXjEGaO2FePfqkHenluRSiN1hsjDPYv+coSLySJ/JSOb1eTycnJ3HAEMbN5c3hGQwazDRnGGIQyKWUy+U4D5u8wuXlZSTCgWtQrnjWQMf+GfejhJkH4FxYYYxDWkusUqlETqxSqSifzwdlHFotRxU7fAndmaiA6ILnsjHSx4r/HUImWnMmHvLPfLArHNqyy8p8fn/Y2eHhoc7PzzO5EEc3+P1zr0cVYThT5SEP/CGDgcfA5QqJifTEpDOQWPAOT3lymwUjZXdbekjNRbvAWH1DHAvi7u4uFDDGyr+fPhdKpYf4kjKL2Q2eY+c856H8TRqtgQez87tSqcQhMyhSFIpvZHM8HINJBMJOcbxMh5uYIxQACgzv3ecvTdC7ofJxw0DhEXs0wbN8Axn5FR8XxhTDnioCh5qQJTBwvHyPLHkPnip9vru73+XLHheMHXAYChi2FaW/+/1+GLJerxeQj5MSUER3d/cb6Rh795Khfzrdm35g/Ckw6BF/s9nU8fGxLi8v1Ww2Y5Mbhiyfv6/4SjFAjILTyOmv78dgTFDifkY5kSseOrJNeXho5dS/wkASYVH7jPWAYUa2eJfrHJ8vjxRZt1QtAO7zJL2vazeQnsx3GLPX6+ndu3dxXK6jBb4p9XOvR2UwUA7OFnDlwO/8w5vnQimzgFxQ0qQlkQkepWPdYMgkxVxhOoMEZc3zeAaeKIZDWnoqbtx4jie83evM5/NxNGqj0chEFigo8FwvVeA5lTSPg7fJ4sB7ffbsWTCYKJHguDvPc4NaLBbDk4f/D0f9hx9+UC6Xi8SoQ4KLxSK8aArwcQ0GgxhPqJJOX/SIz9vkCp4Ig3lw+mJKUsBTnM/nUWeIuUlzTSnM4CcEIje+0XKxWASdlLIqfI73y1kXKEXgDTbF0e9qtRr7DiqVShyK5R75+vq6Tk9Pw6vudDqaz+eZCqu+G99lkE15MMRYFx4Z7e7uqt1uq9vt6sWLF0FH9hpSpVIp7scYY/zK5XKmKqxDo6wd5h7mFSXwkQOcFn4H5nz9+rWOjo70l7/8JaJMJ1a4Z4/8AN1iINAxsM6o3uzsOvImGF7flEhkgG7h+VCPGXvXTbe3tzo/P1e73daHDx90cHCgp0+fxry4fH3O9agMhpQNx1wBpknq1FtGMaDAYU45fOLFxaRs0UKPJjBaPN/x6ofgKP+75z8cXvM8CW0k78G9zkDyjXYOk3kS3iMIsPMUrvK28hmLaH19Paq71mq1gI6KxWIodN7nkZlHAJLCW0YRQidlgXQ6ncDoiTpQ1t4/8lHz+TzKNHhynzDfE7bIBt4+7BKcCcaYRKobU+YnVfruuPi8O/w5nU4z+zfSaNGdEYcCvT/MPc4H3iURC7LKs7e2tjQYDLS7u6tyuazRaBRt9QhxMpmo1WqFokM+OGqUvJWXKif/BUPLIV+8YRK8GAe+S1Vc5NXXVgoF018iEl+LOE0YL1hH7F9BNljrnE8PdLq7u6uLi4swkh4dSdn8KO8nwqEd6UFURFCsMxwur3SMwfCKAiTnPbeHTJKHdPgcui+wXqvVCln+KTmMR2UwYH1wuVFASFNszxcqUQB0OO5xKMST4c5g8EjBjQ+wEAoS5YDieciQ8Q4MHsk175NHM1wezno4TN6Dz1GejIfj617eAuWeQmu0YWtrS/v7+5mCap5w431ubJ1x5UwTYBY3WuDs0ArdILlR9X9+4pznYYgc3Wg71OiK0RWctEyeswB97B3bJ0pJvUBJwbjCA2UMpCWzjPYQMXrexinNDpNyoTwLhUIGDqIf7ESGLrq9vR07oJFdPGNnWgHRABVeX1/HLmXOCmGsMZwkZhlj4MbNzU1tbGxEfoQx5R3AP0Rf3jccIHIkbhwxCBjO6XQaeRMKALKxlGfAyqKfxWJR+/v7Ojw81NnZmV6/fh3GLHUGPX9CO9AlRC7MFSVyYLRBP6aKrpMXkAuP8h0BcT1DNOXnYNzc3Ojs7CzknHNPfsr1qAwGHhlKjYGTlpEHwukwAcLtZSS8JpRPKErDsW0mGK/BjRDC5Ul4FicQEgLnyVTeh1LyxCnPQZARLjxXWDHD4TASr2nimQujlSbK8RZRWu6J49XMZvc7hpvNZhhJV1R4k3iqHkVJS0XJoqKKbqPRiPaxSCiYCFzg+Rjaz9Gv0nI/B5gzc+fGg7FlDsHfgVQozcHixhPnZ2SA90sKZQ1xAE+cwoBs7ENeMLL0BSYMMoUiXV9fj/7k8/mAszyyIDlbKpU0Go1Ur9djwx5R3nw+1+XlpZ4+fapvvvlGHz58UK1WC6P47NkznZ6eajqdZggLvV5P7XY76KmTyURnZ2ehmJBljEu6a5vxqtVqury8DAeBJPHd3Z0Gg0Hsz/Ay8Cl+784Gc0BEAaw1Ho/14cMHzefzgGMxkESpePQw654+fapf/OIXarfbevXqlTY3N/X9999ncirOkkIGWSeQPjxPypG/rBlKm7DZFSeTuWbt4mw6rEj05jlELxgp3W8cfffunQaDgX71q19pe3s7E7n8tetRGYzV1dUI/3xDmsMgeHAoaJQYyhf6nNMuJQWc4QaGaMUjD4QXpel4P96pe/ssBFfoaQ4DReAJOWnpndBXPqcteKLuBSG4Hq7SHoyaJ4sxop4n4Z7hcBhhcKlUimRkWh7F6cBcjBkJ5sFgEAlzDLYvQhQ/3/VIkrZ6ZOQKzNtPpMOYOzxGkhRln/absfKozKE6lL3DUsBjvunSvVQ+I2FPf5xRxlgA+5BTQHYxGhw0lcvd73+o1+taW1sLim+xeH9Weq/XU6vVCmYQMr+6uqpWqxXjurm5GfLKWdl+AqEknZ+fa3V1NUrNOwON79IXjBDGIvWWc7mcrq6uokYaY4PjRFSDTLKenW7rUTVjUalUYs6hB19fXwc7irlYXV3V/v5+RCT7+/uxqTAt7Mjcs9484iHShR5Nf2kzkZSvD9dXDlUzBnxO1Af0xlpzPYbx/eGHHzSbzbS3t6fPvR4VrRZPG4UORuhhPpCFwwqfyj3w/VShsgCc+eTv8JwDHo0nzNPLk5zuuTorxrFc3seVQlt4vM7553KYjj56lMT73XPxfvnP0+lU5+fnev/+fexWRbm4MWIRM56MKUan1+uF5w1UQLQFJgvUhQL6FCzD/LjS9j0EzvBxOIYIi/ahtBlDh9KITDzCYK59HmlLqVTKbApkTNzweOTImDsUypjyfsfPXUlzuBCJa44SJWLe2NjI7FaGJoyh3NraUqvVipwUeyogDhC1r62taX9/X4VCQefn5xH9OLUTp4X5cqiX/KCTIihZ45GfQ1bkfShtz2dOl/acARUCPpU05p2OKDQaDW1vb+v09FSrq6v64osvYtOoE0GAwFy+cc7W1ta0ubkZcB3z4esZxAOZAq4aj8exB8jb6+wsr2IAzZe9ILDqJOnDhw/64YcfdHFx8ZHO+dT1qCIMFF2apwDzRIDxOgnznXKKsvCoBIHwhc2CdmYTn/MclDBKDg8AL9TxdJSTs6pcMKWPd3HiTUtZr5vE5dXVVXiCbtAci3dMHvzeyyvQXoeVHE4bjUaxa/irr77KQDiuXL1EA325vb3V8fGxbm/vz8ButVrK5XKx+D1vAh7tCWHmg/bAFnL4ju+58uLvzBfGj2f4edQkhoEHGEv3aBl7ck0+z4yrGzrPN3iS1w0d7eJMEY9gB4OB6vV6zCU7tJnrwWCg1dXVqEzrY1IulzUcDjUcDpXP35+RMZlMVK/XwzhWKpVQTmyYk6RqtRpKnXtfvnypw8NDvX37Vl9//XUk8vk+hggSCbTX6+trbW5uxqZZIocnT55kogb6zp4PSs5gBJ2JiOx2u12Nx2NdXFxoe3s79mMwTz5/rHUiwM3NTf3sZz/Tb3/7W9XrdT179iyj/CmwCZrBOnd2l+dfKEzI84lGPG/nRwAgYxh8SVHpAJ1GvoujBVgjab5iPB4HvPi516OKMDwnwCJxfjMKlr9Jy6iE70tZfBq6omPw/j7HwHmPe9f8DQXgCVmgDsfQMTL+DhYnQkGERBu5eB+C6N5xysTxJLt7uR5teX98fNJ+TKdTXVxcBCXTw2ba6FEFShxveH19XfV6PaPYgP98Phx+kZTx8BzfdviNdjqk5P11TJx+egVjvFZPTvqYo6QYS5clng3k5JTUlLUmKfMZ7yAiwiPFcKEEiF6R7XK5rOl0GvkSvGxnHZFboq8UiCSvkypUDB71pxymK5VKUXr88vIy44mnc4ezhgyQwAYCBL5zsgHK1qM4h21T2YRu2263ozYW8gp9mPpgrBWX4+n0/tRFWEcYB3acu15w5xC6L1AndPNqtRqHWjmBgX8YEP+dZxJpDAYDXV5eqtvtqt/vx+duUP3d7mhJ98fDfu71qAxGCvd4eCwtFYwrJgTZF62H0FIWenIrjsFAEaK8UqwTgU0NDs+QlnCK4+nc60bFjZP/3Y0gSWISZwgV7Ur7K+kjpelKkEXqrCKHtIjijo+PdXFxEV4bY5jP5zMMmOvra7XbbV1eXkYSdXNzM7xGkuwpJuwMKceP3XC7wXBl7vkbxiiFlVDUyIiPsUMnHt24EXZPDuUGdg0s4Yub5+P1SvoIekshqnw+r1KplMkLpFj47e1t3DMajcIY0HbP5VDsj88haCDXPJ/ijUS+blAqlYr29vbUbrfD40bOUMxuTF3eUdQ4OJLC4ZhMJjo+Ptb5+XlmrU4mk7if5/qmytlsFntOarVayClnl1C6HDnw9T6ZTILscH5+Hud01Go11ev1iBrd6DOOPi60a2NjIyiuRLLIF/LsjCh+3tjYyKz1q6srDYdD9ft9dToddbvdKM3uOVDXHRg710d/7XpUkBSRgLN1UKSu9KWlAnmIbeS4P/8DI5FQxwg4TMQilJZ1k4hM8Ii4XBmgvFBg3OdJUdorLZWH/wx9F+VMeW0iDIQ1NTbOJPL+uoKkXwif51RIoG9uboYnDYyWGlTpXqm9fftWnU5Hq6urHdk2LAAAIABJREFU2t3djR28VOrsdDqxKc2vm5ubwOC56Nfd3V3czwZCjCb9p12uoJ3k4LAXCV8SsPQBGWDOgDbdAKEkUdC8A2Xkipi2QRhwiJNowKNlWGQoCu6lbfl8XhcXF/r6669jR3ez2Yy+Evmw8Y/ENwy1ra2tjxLIk8lEo9EoTutj3DFg0+lUjUZDb9680eXlpfb29sJYIzMekRJdkK/K5/MBzQDDEEWdnZ1pPp/rX/7lX2I82ZyZOmZUNZhOp+p2u5Frob1EFiS10RHMDXNYKpX04sUL/e///q+Ojo70+vVrDQYDjcfjgP/csQI6LJVKKpfLEZX6GfZOC/b6a+id9AJGm8/vj6TF4WKM6CsyCmxMWRNk39fy51yPKsKQlhaWn/mdxe1MFB9QVwgoWcJOT4TjISC8fvl3/PJkWfq5t5sF6M91mApPyRcf3+X9LBzKU0gf16+indKy/IfDLT5OGEjfIMWY+QW9FkqsR3Eo49nsfhNep9NRLne/i5ud2ijAm5sbDQaDEHjPOTmERBucwspOZzws+uLJfFewKRToyXaPphwu8MiAZ+JM0Gf6wli7x41x8GeRcHWaqOe8MLzMF0qXProzkM/nY9MjG/EcCoRCSh7A5YWfPYmO0aIN19fXoajoC/NSKBSipAsRHw4Tc+Hzl3q+jCFlvFGAbAIlusG5QhZR/ChmHCaMPu8jR4cSd6+cMScq5KTIk5OTIAJwjG2j0QiYDzmkzhjna5C8Bj7icmKOw3WsSfITflQs+Qr/R2kTaQkrOuTl/fspEcajMhjAGR6WudFwCAcj4uE8iktSZmHzbBaewwAoNFckfuHxuFL2cNapsAhP2qeU5eRGg+eiRNx7xQDSjrR9hKxpXsWVLArJDa1/HxZTtVpVpVJRtVoNGixjjiLtdrsBLzQajbjXx5/Es0cxKAgnEDjM6Iljxof5wfhjVNyZYPwcHwc2QjZ4t0NZ7oQ4VOIK3vF1j+Z4hpefoW0+tqnB8Pl2phk5Ds9PkAzG63Q4T1qe3sbGNKI7V/6eG8HI+KZO2uuHHbHpDzqpOwKMD44A7Ct/FlDkdHpfjRWl7ySRdN+BOwCbm5uq1WoajUa6ubmJfSQoZiI/oC9nv/l1fX2tRqOhra0tnZ+fh9FbW1sLeIpTDpFzWFn9fl+Xl5fqdDpBLoAUwlpKKf8OPcGwcvYT6xFiAPkRP23RDTpr5SEI/K9djwqScqzdk2Du2XvSES/Pec6E0g41AWGw0FEyCAoThFB7iAlzBm/J72dROQMLZQv1Li1KhwAQCvvvQGXOrEEoGQNgMpSabxpz75rPfMxcyTqM1Wq19Pz5c0nLzXjAR7z3/PxcR0dHmkwm2t/fD76/e4soK8JwNzp4zChYmCgoU68thRJDCdFXLjf8GF9gMei9VP+EreIbqlKYEyWa7s9xRV8ul0M5440DHQBNME883+FDj3g8csMwAKng/Y5GI7VarWCxbW1txXvAyMvlckR7h4eHKhaLajQaEWnwzl6vp0ajod3d3YANUVD0me+i6CuVShhMxu/6+v54U5Q7cugOSbfbDW+ZRPtoNJK0hPQwaA4tSssI4vj4WBsbGzo4OIiEPWvc2XJAPOR9iITIffz85z/X//zP/6jX6wXUhINEJE0Ukcvd730hskjrSPneGc8nMide1t7/7noLSI2+p0w24C5k2AkGn3s9qgjDPQasLYo+TUY7fVH6OKJwOMSTWdzLMzyv4O9hsUnLUJr7EBKHHvxZnhjFm+Z7DqO5l80zSQryXp4NXJHmUojK/L3O/0aJoyDcayZnAqXUGTx8/+7uLnYJz2azoM9iYP25zoIhHGdOPVpKleZ8Ple/31ev18sksfnn0SGwl0dizBsOhDOsnL7pnrMzp9IkuM+nGwiPOlxOUrjSo1fmBGfC5c9zWcw5x7ZOJpNwIKDO0maex45qIo0PHz5EhM64kTPAy/byKhh6xpL5Z4zSZCxj6Hkh7+/q6qr6/X7shqb2FJATzoKvU8YcOWFfT71ej82JGGeXM+QaZe9JfJyHJ0+eaHNzU51OJxhk9IUS6U6n9Xn1/AQwM39j7wt5Dii3Lv/IHesJI46sej6SCsQ4mzg+D0Wuf+16VBGGQyAsBARbup9MvFaiCA9p/RnunUJ98+iAyw0B73YFlSoVaVmV1KmFPIN2uvdKeOqYtQujs3OofSMtjylFmTkslrI2aBOfucL3xC19YgylewbH2dlZ1CyiJAlJS8Lz7e1tbW9vxx4MFgjjjRGC0cImqHK5HO8lT+FQIx7ZYDCIvRwodZSmJ6ExdMwFyW765LCVK3Iowx4dQgtmbh3Xl7LlXVyecrlcvIuIAHliXFHIKAj2sjhER9/7/X4cxkO9prW1Ne3u7gYbzfF8SWo2m8HVL5fLcYDSs2fPQlYYd+BEZGE8Hme8V2TC2+9Rcz6fV7/fV6FQUK1Wy+D3RLbT6VRXV1e6vV0eaoSRIjpg74NHnjgY0+lU79+/Vz6f18HBQUQ5Pjf8Trs9QsKJJOJotVr68ssv9e233+rp06exAbNer2s+X1adZQ3jmE2n05gH5hTYLy0thMFyyNUv7mOuKTOCIXRDVywWg+FF3a/UUf5r16MyGHg6jhEzoJ6EddqlKw4UinsHDyW2Uzydd4MTewlmlEd6r3srqRFyL57FwOKFOkmbMWZ4eHhgvomPPoIRewKZfjjMhjJz2O2hpD3vZaMeJQhY9KPRSOfn57q7u1O5XFa9XlepVIoTAGkX44YH6Z4pmK176owNY0BpCmoFuTzQBzwyhyBxABzWgznknzvO7RGKRzq0CU+ciIJ7gCe4PLfjbKIUOsPhIXL0xC90WcaaHdCFQiHgr3q9rvPzcw0Gg2CPYYgYW+ShVCrp7OxMxeJ9CZEUfqUPEAtcrh0rxwA47DKbzTLn1bsSYxxgP5HUnc/nAWfBXmMOcXB4D88/OztTpVLRzs5OxrNmPllvGF930jzyl+51x87OTrClXr58GRsPMVS5XC6gZmQL4+wOx+rqauyWdyeOeWbdQDBwtITfHXHwCN2f8RBr09mbf+16dAaDSXRYgYFPJwDlKi1zAFx4P64sXGAfYrvwbMcpPRpwI8Fi8/Z5FCJlz/T16MD/jlGiHXjKRCRAIw614Wn5+/EMMSgOJRDJSNm9Bix0SpLn8/k4n2E4HMYJZvV6Xc1mMzY+0SeHyuiPK1VCbJScR1kOE+bzeTUajQzkhtF0WI53g2vzTnIyfqiN3+/z72MAdOGMHRS8s9AcFnNZpY1QSt0JAVrgXhS2R35471T5pZTHxsaG2u12KFtglWq1qlqtlmE6QQW9vr5WuVwOCApDQSE/5oE1UqlUIipyeqrnwhw6Gw6Hoajps0fMUHdXVlbUbDYzDlKxWMw8E0PmzLDZ7J6Bd3x8rC+++CJDS0UupCW5BPllLN0xcwULJfno6EhPnjzJwIJsiCOHhOxigB2WdOPm+UXOLyG6dh2QyjhylkKzyBtjhUHxNfy516MyGAiQW1+Mg5StbMpgOsTDxDqkAIvIJ9EZToSL/nz3ZFj8CDm/I/Aod1cmqWLi/bTPPVr3hghxgQ38RDbHVaWlsUH50h9X2Gnug/d4foPr5uYmNjrNZjNdXl4ql8vp6dOn2tnZCfYOu4r5Pu2idg7jC5OHkhVsRmMM3avFMJCYZMGTA2E+PDfwUNI0pdR6WRYULIqe+cNgpBEiCt1hUSCodN5QUm4c3QARVSJPnqeD5DAajdRsNrVYLNRqtfTNN9+Eot/Z2dHV1ZXOz89jn8VsNosDn7a3t/Xdd99pOBzq4OBA8/k8jM5isVC73Q4vmjaWSqUoA4PhZMwZLyJQWE9s0KS8N2u13++Hs1Kr1WJeyBUsFvf1ycjNSMsDt3AACoWCjo6OdHJyon/4h3+I8fHjXRlvxtjnzKND2j+fz2NT4uHhoZ49e6avv/46s9dIUkCA7vBAH6adGEzWErAq5VzoE/mL8Xgch4t55QrGw/ciIe/oP3QFMvNTDMajSno7i8fhBCy9f+aKgL9hnR3rRYGxyFgYHi14tOEKmSvFEN3beai9PMtzCa6oXXHwPQwUC88T+v4OV1ZpBAVNkPtTCM0hMPpB6AwHnsji+vpazWZTT548UaVSiejA80UOIc7n89g/ICkKEXp044lST7wSHXlE4LRXTy6jgPGy+Tt5At6VRgO8J8W8mZuHEtceTfnFs6TlORkOE3oE6nPE9/zZ0n3eCiYOUQV9BJ5tNpsB+zgjiLEuFosaDAbK5/PBUINayrsnk0l836m65E4ewtVxHq6urqJGlbN8aNNsNgvcH1iQeS0UCqE8GVuiMyIaFK10H/1QzI8x9jl12XkoEc49/Pz06VNNp1MdHh7G+HsbWeveZmciprLr642NhFtbW6pUKmo0Gmq1WgHfoovIR3gEjMyzpp2s4L//lKT3ozIY7qFJWeXrOQr3NqWH6ypxIVipl4Jn6ZcrUN7vkYwn391I4LHQNj53BeJhbJq4o/2wUFzJ0i83Ftzv/fYow42N5wr4n2e4QaLezmx2X45iY2NDz58/V7VajYUNLdBzJozH3d1dMEZms/saRbBuuM9Ddk8uoxxSw+wK1o0O/eB5/PMKqk75BNbyNvvlTgLe3UNRGHDKQ22kP55jQYZwSvjM50BS5IQ4i4N7rq6u4tnseWm320HBxYjn83nV63VJ97RWpzYzfzgSk8lEvV5Pl5eXcU6EtDQ6KXFgOBwGdMVmN8+doQjZW+Ae/srKirrdrlZWlmdgI/s4L15KH3IIkWgaqbkseNTsl68DPPknT56oXC7r5ORE3W43jvBlvij9zrzzjpReXygUMiQM3rW2thYO0ubmpsrlclTNrdfrGWq+bwp1nZLqNXfKfsr1qAwGFtsnw4WGxclicUMiLRW3Y5h4LiSsUhjKlQhJUyYUL+ohAfXwFfYHsIxfrpydmuksD55DKMvxkYyJw2keOaDgULjT6bKIGsqNyIX++Kax9FlXV1dRPuLVq1dx4hdtXllZCZzcvZ+7u7vY4ITBoxghBhvYBqqhbwijIipjh1Lme0QvfJf3+kY6FBv94HkpLo0TgCy598/9nmMhGZuyVZBRz3UAUXIv4+u5OX4GihmPx+p2u7Ej2I9Pvbi4yJR1aTabGgwGwVqjL7lcTru7u6rX63r37p1OT0+j1PbV1VXsS6hUKlHaZDgc6uzsTKPRKMpmMB4Y/n6/r9PT09ijQb9yuZwmk0nUQ6pUKgFF+R6o58+fh2wwRsg8+0EkheF79eqV9vb2wpDB2gPydQfNHSrmlnvQCSjq3d1d/f3f/73G47F+97vfxXnokAAoF8IOc8bby72vra0FVZzz05E95NoNc6lUUq1W087Ojvb29tRsNrW5uRnyjlzyu1PEcVp9LX/u9agMBorMF6H0cXVRLrw2Btg9OL6XevZS9mCT1NtzKAuPg7/zHm8fntRDVE7HWd24pN4978P7IrHo0QEJfvpEexzycK+bZz40djzH2wRGfnt7q2azGQcheVkExiz9mdwGCgWcO4WH3PCzMQpFS8SHYfK+ey4hzVvwPWor4VW6MeNzHw+H1hziYm7cU3bjkr6bOXhIVl3mPHJA7kgme90tjA7UVcaXzY7r6+vxHXdEKAI5nd5XHqb8OYXu+C5nf5Ngx3hD46T97XZb5+fnWiwWqlQq0T7GsN/vBzUX+qk7IpJiR3W3243zHjwS80TzfD5Xq9XSq1ev9O7dOx0dHX0Ey36KXPKQIfc1vlgstL+/r1qtpsPDQ52cnETE4w6ek0mYT97raARzTrSd1oZyKBMmW6VSyRgad354pxMr+OxTUfGnrkdlMHyiPSfgXjpClHqIHs75YifxxsYdn3gPO8GKEQRpWUkUhYXxSXMHLhwu5M6u4B0PsXd4l3uTXrKA7+LtA0953/FsUjiMfvEM+sCCALPG08zn81EhlKjJ8WI3qNLy8Bg/+IYNWyhYIAgiNR835txzEShzzwu40fY5hJ0DJddp08w5kYNHPDCGnJnli9OhDebHz4nncgeBs1yQLU/u+3d8zsn7kMwmv8V+F9qMt9lqtWLDmiu7QqEQ5z5Mp/cHY+Xz+ciPuHxQbBIar48DUShVVb3UBWNLrSXpfge8w5QOmxYKBTWbzYjwaQOOF/PiMNfBwYEmk4n++Mc/6ujoKOSIy2EjlyOfCwwS43Nzc6Nyuaznz59rMBhE6XSUNPOcHtaEXPBenu05LNriMCZrCr0AMYbTDr1gZhq5YjR8Y9/fDMYnLvfG3RhIS2HwEs1AFu4p+73SMi/hnrF7Km6AmFTa4t6iexy0g4n3JKLf5xAFvztO7v1m0xO/A5Hc3t4GXIHguGF0pYEHSRsZS2+PjwMGEqVVrVbjwJ75PLuj9aHn4b1TBbTT6Wg2m6larQY91OfUE4d4xY7vO0zmGxJhjLi3iRI9OTmJKqvsQmaR0keMFDg7MuJGxauyemKdseTAIM+/uDPjBsZhLt6F0UYeoHJeXFwol8upWq3GvXjbRFMOue7s7Gh7eztgDaA9GFN7e3uqVCrq9/txNjRjQq7EE66bm5taW1sLBhRJazaR1ev1gEeYYzbkIW8YDM+p5PP3darq9bq2t7f15z//OSISmE9O22VvRL1e129+8xvlcjn99re/jWNKc7lc5EswcPwjQnWdwLpEPm9ubvTll19qfX1dZ2dnIRsuy5LCueQZfuSv79TGsHtynntZm+kFO813saPr/H9fc57z+JzrURkM6eMkrf/siTD32lDEnrB25eSspNRDxeN045DSez1xyv3eVkkxsann4cqL95HDeAhDh38NbMPlORT3PPBS3Gh6ZEXb/P3cx7tRhvV6PUMT5PnO5vB8jnvRXjQNBeLjw/fcE2NMKe/80Ji6wYf5QgKy3++r3W6r1+uF8nSGGvWUMFq0DQPMZ97GFI74/9h7z+62siP7eyMxIYNRpGJLsjtMt71sT/CsmW8+89ITHGam7bbdrZaaCpRIggmBABgA4nnB9Svse8R2yy//D33X0pJEAveee06FXbvq1HHjQHSJQ2GdGTc0gzsS5MmRKsYSLp+2EMgFBhQZ8LJunAkll6wlz6tUKkE/7ezs6PDwMMo9aTfheuMyyvOurq7bjnA+Nogdrn86nYYTGo1GYUx5Nwdr5D/6/b7evn0b8wo157Qy8725uanPP/9czWZT33zzjba3t6M3mDsa1oxnpTQy74jcLC4uamNjI2S1UqkEgDg9PQ1aU5odb+CXO2ju7/LglW0eNbvOS4pIhjnk836ypNNRf3MY33N5ctYXX3r/xDUXHE94eYUTxgdj7FcaPjsdwu/9bzcsPDO9n5Q9tc2V0UtZGZ/TS865gnDc6Dsy99xLGq67o3Rky7x6dAIKxAhBJWG8GIM3YkOgHcmxVpVKJbpvpkrDu/PvtAKFTVe8o9+XNXQKQVJ0FWUtfb5Be7ync+VOjSFLzBdjgBIkL8T8ec7CwYDv3mf+iYY99+HKj+HCePgY3Nk7YKEiqVqtxp6GfH52YE+hUIiKnX6/r6Ojo6A4JL3XxQDZ55zw09NTFYvFOBechDOGkhwINBVo2PNYOFiuxcVFVSoVvXz5Ur1eL3IeXtHH55mn+/fv69NPP5UkffPNN3r16lU4e/888pKCSGQC4MdnHjx4EAUFAJVC4XofEVQbxt+BjbchcoCW6q9HO9gsL2DhOyTI2RFPZOG66XbtQ69b5TD81C6EYjweB/3D5DlVMJ1OQ7k8cnAUKc0S3OxzcEeEkXeuGzTsz3FjjOKBejCwqaNygwT6ciPPmN1ZOedJSWIaFTEeOGgqVEDZ4/E4eG66zroTuLq6ikqYyWSira2t6GNDMhRedzweRyUNKDUtQywUClpfX9fdu3cD4Xsi3P/4+zKfjhpBaWlxgVN8RDVQLkRnIHNfE+SIU89oV42hTBPeXOQ5GA+H39wETFhXqJU0v0A+izYpV1dXcQgVdBRry3uyHu400A1oJ7rVlkqlKEclSc0asLcGmaaMVFLs2n779q3evXunUqmkRqOROUyIUt1Go6HNzU2tra3FuBuNRiZ3xMZTIg/m5Sc/+YnOzs7029/+NhPlpaBCUlR33blzR//6r/8aGxOfP38eGyQxsOw4R1cp/fbcgZcA37t3T5999pna7baePXsW7dydLj49PdXR0ZEODw9DVnF6Xq5LsUCaG8WhsJYpSAP80GfNwQabILmP0+sfct2qnd5cKIyURfhprsKNIMk6aWZg3PMjQNPprIcQgn7Td0AeLC7hNn/7Bpy0RNcNT4qccICOpp3qAg15ZZejJcbiyVW/uF9Ks/l7cR+QIdwzSuw0DobKk/+gJs/HkEj1nchpEYKP1X/vTsd/7vsSfO65T6VSCWdJO3YMLK2yefdisRgODFlwx+6FAawX85WOD3lkAxvRlKSM3HBv1tTpNBB5uVwOJ+LyMplMoufTTUle1ufg4CDaX+DISqVS7BJnrSmPxaGxHhcXF+p0OpF/arVaEaFVKpUoP61UKmo0GioWixGV4gB5LglbnDWoP5/Pa319XVtbW/rTn/6kvb093b17V9KMyiWCkhTlxjipTz/9VLlcTt98840mk4keP34csoH+p2vH+oLUoYtwxJVKRS9evFC5XA4nBzCFdgOAXV1dZdoQMfeus6ks3UQj8Qx0BrnEYeCsiDpvikp/6LpVEYYrsaRozpbSGGnlAp4Yw4tyOrpngZzu4kqrWLziQ5rlQBzJpPwmXKRzjqkx92SuJ9UxsBgzfub3woGkYe7V1VVm74jTKgijh8+eTMaw0k0WyoXdqx5KY3yc907XrlKpvGd4GaPnPXh3xuwVYsyDO1rnu5kjEBrUCH+gc3AKnoPCULK+RErMrRseaBzGmVa/+WfSSNSNAfKDw2aHMZVdtVotIiS+z3iKxWJmlzN/WE+MHWd6e5cAdow3m03lcjm1223t7+/HhjUAwO7urg4PD3VxcX3kKvsHjo+PA+lzH04AREZwGrVaLQoK/EhV5oA/d+/e1fLysr7++uuI1FxGnG526rPZbOrjjz9WsVjUs2fP9PXXX0fCnjV2mfLqK3cY5FFOT0+jPHl/f1/dbjdkmFbj0Hqsca/XC+eJLqW6y9qwlum6sfZuP3gmm/4ANsPh8L2o/EOuWxVheNdWTzy7QXR0z/+lWZ27h4YgUn7uPLArP6jVHY8bdje4TkEg3B7FSMooPj18eBdXEhKlHqZWq9X4GWPFCGCcPAmMkhAtudPkvXy+/F6lUkn37t3TxsaGGo1GxiC3Wq04XAbEKc12a1MdAm1FItTnw+cOx+Y0Aa2hWQeUz9fDqUHWkc1r3W43oorJZBKHzviGKwcbjmRR7DS35LKDsfDk+eLiYiS3nS6Ym5vLGArWgnfxQgdJ6nQ66nQ6+slPfhIcOjkkxgul5N9jfsfjsVZXVzUYDOLcamSGqKHZbAZ1dXBwoL29PfX7fT19+jSaEn777bcqFotaX19XtVrV1dWVqtWqfv/73+v09FTT6TSONeUsbOhSWnVXKpX3cjPMiTv6Vqulf/iHf9C//du/6csvv9TPf/7z96go1htaCQfQbDb1L//yL/rjH/+oP/7xjzo+PtYnn3wSm0uxAWnlEzTPcDhUv9/Xt99+G/pCDyn0FDmqVCqhv9BrUGx0LyCyRa6urq7iM0RyznwAHjzvxBj5N/3XkAdsghe//NB1qyKM9HJvnaJ+LhYiRfzSrGzOk5rcL00W8zdRjSNgR55p/oGoA6oLJO6ceJrUxpD6fg+chLdKcN7a8xtS1jlhhHmWFwjwHL6HMEvXPXs2Nzd1586dQJDVajVThsq5FiT+eA48PXOwtLSUqWn3MTtK8rnwogNfTy+dTvNB0vWmsjdv3kQrb/JbvimKOWBMuVwuEvq+fn5vz1URJRQKBZ2enoby5/OzHfSMl3n3HFXq4JElDAjJZZK4GAbP6/jFO7lMLCwsxPkhnNJIjobNgJTKEjGORqPYzHdwcKCrq6tYZz9Ktd/vq91uRx4FeeJ9Sdoiw4CAQqEQvan4mZfBNptNra+v6/Xr1xoMBpnIE1kB/LHe5OeazaY+/fRT3bt3T9vb2/qf//kffffdd+GYPGJknIPBICi3Xq+nwWAQmxRB9kQVXlLPWlPRRKsbj85T2hsD7yDO7ZYDxpvWGKDHmG4qIPih61ZFGPCRzpNTE45QuUdOw1Hn77kf1/cljzCqztPzeThQN758B95cylY1gOyhbjziAZ27kUwjJEkZp4OBwTBTv4/T4fvOm/I737iXy+Vity78+NOnT3Xnzp1QfpxZehod9+TfCwsLwfMyHyBbKp5A5ek6cJ80+nNaiLXyKMqd9dHRkV69eqXBYKCVlZXoKOr5AZwwZaQAAeSLtcVB8P00b5TP5yOxzjGlzLdvrnLqyCOCVG6KxaIODg50cnISexwkxf4HugEzbsaIjICimcNWq6VisaiXL18qn89HghvkPzc3F9HjaDTSYDCIvQ3FYlF37tyJ42dxYBcXF+p2u2o0GqrX67q6ulK/38+cg0ErDLoYS9fH63oRCfoxmVz3FuP/X3zxhX71q1/pq6++0s9+9rOMoR6Px5F/4bhejPdgMFClUtE//uM/Kp/Pa3t7W//+7/+u8XisR48eZehQ2vT0+/0oDqC9DHKOHqCHTmUS4WHo2VvU6/VCXnjWZDLbJ+TySnTEnAAqkR3Wnv0dOAk+473RPvS6VREGxlTKlr06FeQJX5Qm9cIuEPzh8/zeP+sI0Y0MTiDtb+Xlm56HkGZo1dE1z/EcBA4Kg+5z4I7KaTJP+PJc77vk88flSJgKIlqNc4SlC7Ybdy8fdJrIjaknFN0Zpt1nUTye5aAg5bJ9TT3KAK2CwIgqUESntLhcbnzeMBB+8Ts+75Vz7Gj2d0yr3pg/xs+YeRfWikoY2q84BYODYD4BRTh0yptJxDIHo9FI7XY7Q2M51cEO48lkEo0H2QGOkaZuT0yOAAAgAElEQVTnE+sORYXxhe6E5vT3dKdBFISOsAY4mLW1tWgB0m6340wQ9AgEDwBzSgZw8fnnn+vv/u7vtLi4qN/97nf6+uuvI6clKWjLk5OT6I2VUrPIARE3dBLFH7wHkZMfo0pEiHy47qVA0fXTGRPPRzrFjW4xX24ffui6VQ5DyvbnkWbVTZIyBjPltT0MTBfLjWiatMaQ4eFZOJQDg+1cekpnpQmwFBV4RHGTgeR90wOG0rGnCTNXyrSsj8+hGDQ0ZHy0wMZQYYSYPxd+d6qO0DGshPjpeFNqJw3XU3owdew4N0f9k8lEKysrWl9fj4S9OwynhMg5eLGEV++QWGVuiQo9KuBntVotPs8a+bg9yuXyf7tMYZjpMMu4iCBZB+8L5uvt80i11XR63VAQvhzDifx6TuTy8jJDf1ItR/NI2n5g/FlTjGKaiHWddCfMOsDJo9uLi4v6+OOPNZ1O9ezZs6hSIinMPOFI/d/8rtFo6OOPP9ZPfvITDYdD/d///V8cQUuS+uDgQIeHh+r1eplDwngn9NBtAdEoOu8ULutDvgPA5MUprkfuOFw2KAdGznjn79v7cRPd/n3XraKk0nJOV0jPKbhRoowyReZSNtGNMDsa8MXBCPJMFAMF5uI+aSQkzSqZpJkj8EQkVUkgfXILGKnFxcUQThLEXm0CMmeOXLF4vr8D44JuIYHdarVUrVbV6XRUr9fjcx5lQJ8wRs+zePTW7/czPahwBp5PcNrGd3T7zmy+5zua+Z6XF1Jq+eTJk9gFDf21uLiYUS6PDFNaAGfkFVycnIfDxHhS5sh6M5eMCTlz1OpzTxQ5nV4fJLS3txcb4zxC5N8k1fm3lxd7NVihcL3bnQT3+fm5dnZ2dP/+fa2srMT4+v2+Op2Odnd3dXZ2pjt37oRhpElhLpeLViscxUqljoMSB1KsMWiYPTpEVcgKETtoXLruifWzn/1Mv/71r/Xf//3f+tnPfhaRqkdHXunImlJ+Oj8/r88++0yNRkO///3v9R//8R/RZPDo6EgHBwfh/NgvAXBCJ1gj1pakttOYLq9+BAN2xRsJ8t4UYAAmkAnOfweIQOMSSTlb4hH8h163ymE4b+2G0H8v6T2j6ErudJPf0xNPGChHo86be9LYjRaLDhrg+dJsvwJUE2jKq3Uc3TrlhiHEwPn3eAcPWz155nPkhhaFA4Gi1Gtra2o0GmEQfYe1d6ZNk+oohjsAdsd6pJAmeJkzHCCXU34pYvVoBifMfLLOi4uLajabKpVK6na7QRek4Tv39qjOoxxfX48OGQ/JZDeCrCHvSd7MaUcMGzQna+bRBXsiPEL0ho++49/3GWF4/PnLy8tx0BHzg6EGbZ+dnanRaGhjYyMiCtqpS9dRKA5oYWEheoR5LsrzdchZKvvSLMolcmNPh+vV1taWNjY2tLOzo8ePH6tarWYAEfLNMy4vL2N/zXQ6jVzHgwcPNJ1O9Zvf/EbPnz9XvV7XdDqNVh++idejTNbHZcsjdd/t7xSmFz4A+KDukG3kFgfg1LLLucue651/JrVpf+m6VZQUE+hJUF9An2wmEQPi3J9z3q7YkjIGDSTjiudGCkPgvD1XmisAheEECPv98xh0F540z4Jz8MSbJ2GZExTTk2f+HEmBYHAaxeJ1X596vZ45QY/IBR777Owsjg1lV7BTEYyJz5Fk9qjLQ3Xn+t2ZccEtO0XE2KRsboA1yefzqlarsfuaai6UGv6XdU6VzhXRn8nziLao2Sc6Tek/1t6/75SRJ64vLy/V6XRUq9Xi3GunNDHijjKZhzSHxdqTkOXwK1qCEHX7KXuVSkV3797VysqKlpeXo2+YV7x1Op3Yq+FnZRA9+LnpLmc4OI/u+ePJY2SA/Mnjx49VLBb14sWL92hRnuN0JM9iLpC9Wq2m1dVVjcdj7e3t6fj4OObx6uoq8hu+fjfRr2zudKDkf+fz+dinQQTuG0Z5JhVvyDvRE/f3nCjydhOwkRStVD7kulURBgoE0gfVSVl6CYXkc4SxGFhpRhWx2M6lSzNqCSqCSIXfYUy4T4ro3TjgeDCmXnHlSIv7pvdyQwvCZXwph43AexWSNKvaQYnG41nrBHoVsd+CMktpdtytH2KE8YcTp1KFcN3boniJKUrulWIYAa+ygqYYj8cRHUIVjEajCPs9p+HggZ+zYQxOm4oez6ekOSXf40IpMHOJwYBuury81MnJiRqNRiD6FJk6kPAIwMeKYWGT3N27d2O/DSXBGGdJYfxvyk8xTxhuWnns7e2p1+vpiy++0N7enl6+fKlaraa9vT2dnZ1pfX1drVZLm5ubUVK6tLSkvb29MKonJyc6OjpSuVyWpChBpUgCTp25PT09zRxD6iDO0TfrimP2Nb9//76urq70n//5n+HQmM9+v69arZYxojdF/2/evNHx8XE4xW63q8FgEMAImYO2RD7S1jmsHXPuR+R6HnUymUSxBcwAESVOqNvtRgKdeeB3OFffX4bu+K5vf+aHXrfKYWConKrxUjlXVHcAKZJ39O7/90jBOVm+lxqk9PLELffw7pUoh4/lJgfjTsudEe/neRavpCKa8PfDqbiBBR2D4jY2NjQ3NxfHRZLI8wiHozFRIuaLRCnv686xVCqp1WqFc8TQ++58j4Z4Z6fcUhTuaC+NMD1KI7ELqGCXudN+zLs7VkdxTlOyLnQtXVpa0nh83X9qbW0tvusJ0xSB+j3doPF8ood6vR7gplgsxv4ANu8BDJzLZ63dEEsznvvo6EiXl5fa2NhQoVDQy5cvo7U3p/VVKpUANRhBz81whkaz2Yz5wMgxHn9fUDTGE7mComKc6A2ABpABhbixsaGlpSXt7OyoUqmo2WxGdMy7cx+XTeTh4OAgTiGEMmXesB84DHd4UEXIKaDRARDyyLs7GEjzjeVyOTY3Aj6Qm9SO8XdqA7y6ELn528a977k8ecv/3UB7lRCT7lSH9P6JfPzfQ+E0V+Hcu6Pa9PKKE2mGRlLh4/uMmXEyfv/cTZwlP3cDKs2EHGWUsm2YMQZe112v13X37l3dvXs3zjxAqUGMKDKH6jgn7RGECzbf59B7WlxABeEEeA9HoCkn7IlunwNf+zSER7lBboTtOC431ozV/y/N2uJ7JY7vbifa8saX7giRBZdLZMKjWeRuMBhkTp7D2XU6HY1Go8jDIJ8Ohnwu+TfI9vz8XJ1OJzagtVot5XI57e3taWlpSevr61pcXIxkL7JNhOIbSJvNptbW1pTL5aLzMJ91qo0Lqoq5A737XKXz4XmEQqGger2ux48fazgcamdnJ5wDDgXdRL6xC6PRSN1uV+12W71eL0NdIhfMF/Pua8amPOwEOpzS4B7VpPlFd+LeWp49KxyVC+WE7KcOH9CWAqw0v/dD162KMJg8jEuhUAjv7eGuG0yfTCbbBQyBG4/H0XnUeWP3+NyPncY8yxG8OxvG5afSIXRORXBfQlkE0hOp/v6e4HR6h/+jaG5AvfEbLSEWFha0tram5eVllcvliAB4dwT3/Pw8DuAplWadRHO5XJwB7Qab8VJl4uuHIUTQnX/1CM6jJk80O9UjZU9RwxGiwMViMc6shl6E5gGpSdkcic8Za1IsXu9vIH/D+kIRQWM4sHCjQoTCv3kWyerRaKTDw8OIVtxx0q5jcXExDD1RATLl6+3OjjU6ODjQeHy9ec2jjV6vp7t37+rx48cZtIvhhwI5OzuLklTOcu92u2q1WpkIFid5dnaW6TtGxRQ0DkbW9W84HGa6Jnsrn0KhoJ/+9Kcaj8d69eqVvvvuO21tbWlxcTGaSuKAptNpOKXhcKh2ux10FM0vmVunbcfjcWxydDlmLZFXoiaclVexsb44ddYGPSiVShGxIQNUPnnrcroKe/Ld5YnoAjvyfYzHTdetchiOZAnBnYLxz/iF0IHoU6MjvX8okie1PB8izWgLN6w4mZS6Qmk9AkIZUmqE+3pZJIYeZUwdIEqJMXS6jmdRvw4v3Wq1dOfOHUlSq9XS0tJSJlIANaMMc3Nz6nQ6kcxjjDSTIypzwwvC9QStoy8UkAiG6yZk5ciTqIfDZKQZzePJaD7HUZvcm/sxpxh6jxwd+XJ/znUoFGYtynu9XkRMRCM3nWjo8sHlqLrX66ndbqtYvD7FjhzOyclJzLtz9Ski53mAHow3hvjo6EjVajX6Pb19+1ZnZ2daW1uLpnnOh7vcM4f9fj/uwfosLS2FLLDWHmF6ZMfPMHQYa3QFOhX9dFBHPunx48dxUuDc3Jzu3r0bRhxdQm44RY9W9eTuMNrkeXjn8Xgcjhk99aIK1z3WGJvhVZg4T3c86BGyQ9TKveicwH4ZonfsR5qnxRE5Rf+h162ipKRsItjr/p1n5vcsoBtQhBLFSkNop66c28aIE66mlSpcaY7CE52+r8DHkIaUTtc4t8nvMA4YBc+N3FTVQdns8vKyWq2W1tbWdO/ePS0vL4cxYpevh/Ue9TB+773kPLRTRozdDZoj63TMvgaunPycf+MMWTfu59fFxUVUZpFj4H4opEd57B9hHLyzrwXKzJ4HyjuHw2Hm3AZP4vs7+zjdqUFFdbtddbtdVavVOD+Cw40kqdFoqNlshvPn3siiyxzvjbyenJzo5OQkgMHe3p4ODg5UKpX0ySefaDweR78lEDXjx1Gy67vZbAaqB1C4kacKLQVxzA/G32khnzNfE9bYo62VlRU9evRIh4eHevv2rbrdblA7nrO4uLhQr9eLjYbokUfilUol5J5eWawz40zfCZDjtLNTVMgkFJxffD7tM0YVFTSwgxOn19LL6bS/Jul9qxyGL5onmCVljGhKV3jlkVfq8H8pW1PtKN0RPzSJ/94NgDsrLmgSUI+X0/rfznm704J68HdyJIch5z4YQ5wVlRxLS0v6/PPPtbW1FQnsSqUSaIcNbrwL/G+329V4fN0Ggtp7EpnSzEB7fynQnCeBqaxxuojLozgAgFNo5Aq4l0eDvDeGezKZRKuH8/Nz9Xq9iD5oucFmOzdWftgOVBEIjtJRSXGaHC2vOWuCd2fuHcDgaJyWQn7fvHmjvb09zc3N6f79+1pcXNTx8bH29vY0Go3UaDS0srKixcVFDYdDdTqdoHyQETdO4/FYp6en8W/Op15fX9dwONSLFy9ULBa1tbWlJ0+e6OnTp3r79m0cBQvVhkzt7u7q4OBAi4uL2trainnk+FJPTnNOOxskfeNemlfkogoN4ASX705VmkUgH330kTY3N/Xu3Tt99dVXGg6HGRAyHA51fHysdrutvb09dTqd0DMquXBWNF6kOqparWYS+V45RTRdLBZDvpDVNDqCtnJ59Sjaddznws+Lgapi34yDAqcisR0fet0qh4GhIRxD8ZzH88oCFp/POTp3quf7Etk4hRQdpglOR2UeMTg68JDVUSiGFUVyx8Dv/PN81vM2XinDPR3REWaT0O52u1ExgsI6bQcapyII1OVJZOaYeWS+pBmiHAwGmYQgnC8KkOYipCwSxwjftC5ObznnjPFinBg+SoJxbL77n8971ONoks2HGBecyNzcXEQbLhf88WjY6TAqbc7OzsIx1Ot1LS4uajQaxQl29Xpdy8vLYYS8zBJDgdPziJN/s3YcbNRut3V+fq719XWtrKzo/Pxca2trarVaev36dUTsINyzszMdHx+rUChEnos9O75p0BPsvgb0t2JdMZSOil1fnK/3iNKdxtXVlT7++GNVKhUdHh5qZ2cnWpDjsHHw3mKD+4DqcUienygUCrHGHiEh0zgOAAbfSQtTnOLkmQ4wPcJgzNJsbxClttgNj8wcEN9UJPND161yGExUuv/AL+8n4wlMV2Z+5sjHnY4vdloVgZJKWTrEIxJ3AG48nCqC8nKE4cgK50Y9vTuMlGNP0Yo3oCPXcHV1XUdPO+d2u63BYKDBYBB16dx3PB7H8aynp6fq9/saDAaZyIZQn3d0Qw3yoWwTxZVmeRtXAIyJJ7WZZ6IJvsdapLwtm8ek7PG77KLGsJLTcAotNWbu2HO5XHQgpaSVNQFRO/3pjvym9ae6h0160CrLy8uRkGZvTKvVisiMXdc0t/P7I7MYVElx//H4ukx3Mplod3dXxWJRq6urmQ609+/f1/7+vvb29kLGmKvx+PqAotXVVUkKp8U8uWHz/AVz4KAGsIC88HsMH/OP88WBpBTQnTt39PDhQ+Xzeb19+1Z7e3sRAVJ1RJSFjnlu0gGWF6J4hOxG3g2898LCTnjEQP4Mu4I8pNQz8+AHSnnhglNUXHzf86GeB/2Q69YlvTEA3vrAHUNaZufJUCnr/UFDfs5AanzhmT0piNFiQV24HW3we5QFRXNO1ccESkKAeRZoxjlLd5gYP6IqIjH+5HI5jUYjffnll1GVc35+rjt37oRzofILRE30weasXC4XbbDr9XrGIVFWWiwWo0U2c8k+DQ/fPRfBmnkExlqRyKccF2PtlA5jYAeypEBoIEn6KEmKKimnNE9PTzPcO+vO509OTrS6uhqR2uHhoSaTiRqNRkRdVN+AqjFEbhBZu06nEwa6Uqno4cOHqlQq0WJ7dXU1WoOA6E9OTqLdiaRIGru8oh+lUkmnp6fa3d1VoVBQtVqN8yuePHmS6WMkSWtra6rVanr27FlU6UDntVotPX36VJVKRZ1OR8PhMDrzevFGuqmMv5FB/g0gQl/4He+AzkC5oGtElKzBp59+qsXFRX399dd6/fq1rq6udP/+fR0eHur09DQiC44y9dbzzjYwbw4WGTPv4FEEzs7zL274/X7uhLwogH5ROAX0xzth47Bw3qwXY3Eq8m85jB+4HPGnRptIgYlNjVOK9EEQ/OGzKCJhttMK3o/II5nU27sBSlGUOwlpxu3zPByAPysN572CIq3CwSG5MNH3/+LiQoeHhzo+Po5Kkl6vp8PDQx0cHKjb7arX6+n8/Dx2eEPhENKjII6YoaeIXNKoiFDem+f5Gjpa9cS5KwyRScqH+zyicMwxG8dwcrwL8wMy9zUCTULN4AjgyKm24bm+f4J3xnCwjuQz9vb21G63dXZ2ptXVVdXr9ZjrYvG6PQvVNL1eTycnJzo/P9fy8rKWlpZCFpEvz/0gF9CK7JuB5mq1WsGRu3G+f/++ptPrs73L5bIuLy91eHgYToAGhf1+P9qgOEjBAPPurB8GNEXETvmlssx7uDx7O3NyQg8fPtTq6qomk4n29/cjwU8FnUeQDs4Yh4MqZCfNg2I32AOD/HN/KE6XO0+CoxcAJZ6DnKcRhFPYOCfsgetyapM+9LpVEYY0EyZKHBFIjIxHBggmwpvy4Swo93Uu0x2Pc6nO1zt15ZGHlG1Wh0Fyx4UQ8HMPV104KIl1g+ChNeNwrpgdwZ5nIZJy2urdu3dRlQNi4ln9fj+MKZuNarWaKpVKnN3sx1JSgQSdcHp6GolBUBJz5ZU+vA+5Jv+8o30MG06CsbKmlPv2+/1wuuQqPBnN/IzH4+gBxTNSdFkqlSJpTEKUMxoePnyoWq2WqVSDKmVd3dkTaZ2cnOj169ean5/XxsaGWq1WGOP19fWQvZOTk6jaocyZFurkT5Cd8Xgc/2fOKPm9d++eyuWynj17FvQUTtPlYnl5WY8ePdLz58+1trYWe0Oq1Wq0/87n85EXIYKj7xXyxjjQO6f2GJ/PNRsL3al4t2dpltvg3dCtSqWizz77TN999512d3f18uVLdTodnZ6eqlKphKPAYMNMuC1xQ44Ngc5CvvguUS6fJa8EA8Hn/P4OUMlF8TvmxefD5cVzO16diaxx+Vz90HWrHAbK6HSE/1+aOYrUwPB5BNSpI0cTLpjcA4eAAEGLIGDkTW7KUzg9JilTJcXncE6OGvg3JaIetvMcR/A4rMlkEqgYVOShMUrE59mQh/F36ogeUZVKJUo7vS8OTsLfkTlJIwP4az9TRMqewe6GhhD96uoqnAFXsTg7KMjXjJJPfuYtE7yHldOMThlBkbBOJI4xNJSYFgrXmx8ZB5SCrynvJl0bl6OjI/V6PXW73aD3lpeXY1NkPp9XpVLR5eWljo6OwoGCZsvlcoaecTTq8i4p9l6ws9jpRowYxsdldmNjQ51OR2/evAl5Ibo8PDzU0tJS5EZYq/n5efV6PTWbTS0vLwfFwjo4bZUmZz1vhPx4VOI67glr15lKpaKNjQ1J1z2jcA7ME7KI7FMJ5uXqaZSDPUmLMpAX5tMpI3c8/rfTxw6MuBzIeH6F+UqpbiJWn8u/hpK6VQ5DmvHAPunpAqV0hRvxm3h03yvBvXyhMcipZ3cD7Bc/l2YL7NymOyinzXi+3xOk4cluxo3wOa3G5Vw/ysX/Hc1hEBBAj3pQyEajEdQJyguqZecupbAINwiUxKk7En++U3bMC4rrKCtdYz9fmvmj9QVolkaF9H1ivv3cE89d8cdLailhzeWuk9/j8TiSxj5XLje+LpPJ9Y5i6BK+T/XTycmJcrlc9I86Pj4OBE/FDBw5a0R5s9MqLg8k0z/66KOQb3b2g74pEXXjU6lU9OjRI/3Xf/1XZl1rtVrkkqD3oCrZSd9ut7W1taVWq6XV1dUMPeOGzyN+j7o9KYzuQnW6I+HnyO3c3JwqlYq2tra0v78f56u7zjtwIvqkpNwvcnDkzNxpII/Igusd7VTcJiELLrvuYPxKaXDXAexOSksxd057f8h16xyGG2M3tEQPHlE4cuR3jrQ9me2JbBwKC+VUlp8JwaKWSqXg7/mOUx0gWncadM4E6YDmMPBugFJkxb2dMkMp3YC4g0KBPOHPuDjzgLFj5JeXl7W6uqrNzc2oU4e3PT8/z+ytmJ+fj/0YJEFxGo6ieCcvWODnKX3k643xzufzYcRBbBhVN/zj8ThahddqtdjA5zw/a8Y84iiYb8ZULBbV7XajM+2TJ080Pz8fxoUIyB0Oxn84HEZOh7zH48eP1e/3tbe3F1U/q6urOj4+1qtXr7S6uqpGoxFVWS5HgAkoRDfAzOfx8bEmk4mWl5c1mVzvS9nY2NDx8bH+93//NxyWG1Jorlarpa2tLf3ud78Lp3znzh2Vy2VVq1U1m81MAzzoKnZgb29vx/G+a2trcQCXI2f+7WdSe/KX6JA1QZfpjozx9hzV3NycyuWyjo+PM+W8FAF4ew5PxEMrOnLHQXtBBp/xSAIZIUK/KR+Dg/F9Je58kH23WV6qzju64+X+voHyQ69b5TA8VCRa8GoKhN+Vl9/xfy/vTJPVLCIGhNAdw+sox3MIvrs2pZjcoPs9vITPnRVC5SG6pIwRk7K0RzonrpzuUKkycgWWsmdmYIgmk4nq9bqazWbs33BnzdyhUCRSvYwVSgsl82iHC2TGHKAIfM4rUVg7OH3mkYjDlezq6ioqery0M52vlP/FwWL4GdPp6amm02l09J1OZ91XKa11ucFheRXa8vJy1Pl3Oh11Op0wxpJ0eHios7MzVSqVcEJpJQxGyTdagsRxqnTTBQTkcteVOZubm/rTn/6kdrut0WgUkYbvI6HPGC3UkR3pOo9Dop91pzfSxcWFXrx4EZVUr1690tHRkVqtljY2NmIdkE8KDwAHvAeyLinkB/2hXJbNpORLFhYWIlGfUj6uv96igyvNOXB6octSylS4zDkd6oUhfB4Z9Zyc5564l9/f85KAHNcPtwv+/Q+5bpXDcC7wphxEWnXgiemb8gsouOdB3InAUxKNeGjJHy8L9A1BKYJGKd1YIsheIeVhryNI51A9J8P/PXLxZCN1++QbfA5SQ+P8fbFYVLlcjkQrpage+XgLEZ7Je7JJjqaGvC9z4g7Eox+qhRgHUQUJQ+aTZ6J0nBLIczjMh53YXqDg8+9zAjXpUQ9yMp1en1JXq9Xi/xynKykDFnCW7A2Ym5uLklhQ8NHRkabTaeziJk8wNzenRqMR75uCCsaLwwTZMib2zFAC7V1kG42G7t27p9PT06DsMMQY452dnWh3T+sT5sHnw+cU2kpSGPSdnZ3YcY1jbDQacagVuur3IpfFvDrS7vf7sRfFczwAQXbCcz/fv+MGHNm9qegEfWbu/f1S2sfprbQ6ynOW/J/xOgvh78/l8+uglmopSuyJ1NLv/9B1qxyGV/FIs2ZcXjPthtf5crjDarUa+wJQNHcIaXLY21A4N8rzoLsQEj6L0fHeS34/p8jc+YEYPOrJ52cdLz0kdWPmOQ8S+3ToBBE65+/Ul4fJtHReXV2N+nx3JPC7OCB+Lik4cvZxSLO9MXyOSMnnknegBNEdIfsQaGLn7w6C5p39ObTuwJDd1BWXnzGOwWAQeQPmA+RbrVZVqVTCMcClU3XF3g8MJnNVrVbj+xiL7e1tnZ6e6s6dO3HPk5MTTadTra6uxnulFJsXZLCezDNrxElyq6urGeqIxPrdu3dVKBSCoptOr48y7fV6KhQKOj4+1osXL6Kqq9frqdfrxfqwhlSalUqlOCkOh3r37l1tbGzo5OREe3t70f6kUqno3r174SQdgDjSJ/ohcru4uNDBwUFUaDEXgAVyKM7zA5wAS8yZgy3Po/F+kjLAjIjI8xjkPzDWrAXyRKTjtsKptZT68uc7QOQzLgsUdqRVUx963SqH4crqEyvN+HxXMi53GtKsbA/F9DyCG+GUikKInPJxNOAL58LolJM0q9FnDKnhlGYo1yMJlARDxf15V5wpiVfu4831Um7U54gEIZUntKvg2d4QDUeXJurcoDMODIMrGM9MywvdKPI3CVeewbsw3yBpDAS0DMheUig584O8+HN8zZxGJJ8AfYPDd/kAlVJqWShcn+NQrVaDEiLHw9kUdH7FyTSbTa2srGSq4ogkfO2QDYAFO8MlRVQHRePN7hyVk8CWFJHkysqKer1e9JaSpP39/cgTII/ePoN5w3DjRGhUSJfd4+NjHR4eBlW4vr4ezpR3o4SbczM88YxzcABHpAkF6mvp+kA+jU186FFaMegGGP13eUEP8vlZJ2Zfm7QYh5ycRy2uxzyDi+fy3oBep1C96Mbt4T6GK1sAACAASURBVIdet85hYLBSb+11+Y64pRm6d+GR3t905xy7OyCPBJzS8efxGUcxXiHl7Q4QBDhgr8byhLc34OOdr66uMiWifI8Lo+nlhaDCm1C9X/l8XrVaTWtra7Gz2ds5OJfPfHsS1qtcWC+aH3qOAWfmXHgaDTLG9P24r1eauNMl1+E9lFBCfu/nnjAvRELMkSeVOVgKSkDKtrgGJZKUxTjRoI9cA2t/cXGR2YTHLmyMqPcQQ2Z5b6cCSeZy3CfrwjG7VFIhy06ZeBIV5Lq0tKRms6lqtarj42N1u129fv069o3QRmZ9fT2qvBgLxsujskKhoEajoc8++0zv3r3T9vZ2ps/T+vp6yAFnr3sBhKSgmVJDnuYh2L1OdOjyCBABjKDfRDnMUQr6/HIg6iXZPo/IDXbDKc4UnHneIqUbWSMfP0UavBsgijn/0OtWOQwEBwF1A+R8pvOFTol4uSQL5RUM/NyTU17Z42HwTQk0vuP8qKT3HAbJPE+G8T037DS9o8smyND5WeaDaMm/PxgM1Gq1MhGZo2t3aLzLxsaGNjc3VS6X451B7/y71+tlqo2IYngf3nNubi7KHDEozCnz7YllR32+h8IrQdIyUt6FPxjg+fl5raysxD08GUrCElnxOeFng8Eg+m1RrsszcRpuZDqdjo6Pj1WtVlWv12PNpNmRuJ7U3dzcDC6fRo+1Wk27u7vRQ4qSVeYNo8Gckz+hC3Kn01Eul4uyVhw+SFfKtkbxJoLMTz6f1+bmpjY3N9XpdNRqtfTb3/5Wl5eXevfund69e6e1tTXdvXtXq6urcagTf5ApjD8gBCDy8uVLvX37Vjs7O9rf39f6+rqWlpb05MkTSYq8DWv2+vXrzIFErs/olkf/JK2JdjzX4HlFL3vGNiAbniPj88wPAAAbxP4cohkvNEkrM33M/B660NkLB8TYHLoIpLr4N4fxFy4chhtLJp/FG41GMeHp31ye8Oa+LACCz0KntIVHJDgbN54pKnZB92Q7wuXogsvDcKdduFxhuK+/I4gNZHtTJOLz6EY87anE9zBKnreApppOZ3X56Xt4pZjnjHzuPaGNIvr3mFvGgsHHGXF5EpwyYC9soFSSsQMgcNQYYxLCnKWd5kl8Hufm5tTv9yNvQYsQjJxvJJQUCg+FxH0bjYZyuZz29/d1dnamra2tABW+Dr5WVOVAP9GfCKPmIAp5o5CAHljuyLwijfLT5eVlNRoNnZ+fq1ar6eDgILre0pSx2WzGM9wYIi/sh6nVanr48KHm5+d1eHioly9fhjFcWFhQvV5XrVaL8dCKnmjDKSDG5xQpc+TRpNPAzgqg4+gijg55QQadhfC8gwMaB69+OSjz/6MbDhKRUY9kvKDGqWWXV97zQ69b5TCk98M5kFf6GRcW567ThXUe1g0u9+dvp4T8eR6VpAbYDb9HIs55OgeaUjpS9kxuPuN7MlyoXXBQ7uFwqHq9HvRBmuNIDS7REIrBBcXFu/B/nASIzseEUqX5JN5Lep+GcwUlQY7hcWMNOEhzWlQm1Wq1DN3FM3O5XIAKd7xOW0iKvSgp0kORkcNisRh7ESgY4OcYM5c9nBLPk65zCBsbG/GznZ0dDYdDPXz48L0mmz6XIEzftQzNguN0wOGOAUeRIl8Qr8sD0dVHH32kRqOh7777Ls4Zl2bHm9IY0GlU1nc0GkU1VT6fV6PRiP0p/X5f29vbWllZ0dbWVlBVOGrn9V0+3LExfjfq6Cq6y74Fj2Ac6TubwPsDigAbDlCJOlLK+Cbn4aASkIncsy4OgD2n50l3PuvRTMpy/KXrVjkMPCsL6QklKJybvsPEuyD45ULAQkmzcjpXfH7uyW4pe6g9l9NYXF4/78gbAUCAqQYB1YKapVnJIJfnUaRrRVteXtZwONTbt28DwYJuyS24MYNmocxyNBrF/gtoGG/hkdJQOA+vOvNzNny9fBMV4T3GizXynbnOO1cqlUy+iPlgLZjrZrMZc0qJKHNE5QxdeLk/MnJ5OTt+tVarRXLW5xq543jVarWqlZWVzA50R5AYCvJPnmujiur8/FzNZlOTyUTb29tqt9v6+7//ey0uLmaMFUCE8RKhTSaTMMg4krOzs6g28q7CgChPGPM30fb8/LwODg40mUxUrVajb1Sr1dJ3332n4+NjPX/+XO12WysrK3rw4EHkT1gjjBryMplMIgr65S9/qf39fbXbbe3s7ITs5fN5raysRKWWywDRCuNFlpyKgg4DAGDIkdXUBpBL4z5QWKw3tF5anitl28p7TtVtS2oTPLp3eiwt6HB9TnMszAeA5kOvW+UwPMmGYfKKJa+2YdIxrL5A/N9DRU8AYswRbpCUc5oejXh5qkclPi7Qtid0PZnFvdzBeS7m7OwsOo8yVp8XBBVjgpLv7OxEXyGe75VfGGmQnIf3TjOhjB5F+Vy6Q01DZHfIvCOOys+gpvrEAUHqkDGQPudcOGJAhY9pMpmEA6N5Yr/fD6PJZ6RZsUGpVIqKI8bom/YuLy91fHwsSbEJjrnEiKRolt+Px+NAwVyM4/79+7q6utKrV6/09ddf68GDB9FSHEfh3HyxWAyAwRpzX0fAzJGkoLBcjmi14VEtTSgpC55Op5EbajQaevnypU5PT6PMdmNjQysrK1pZWYl3J7JFH9AvSrapIAP07e3tRZEBRt7XCKTNz1lv5IHIyuecqM8rsLw02cGoy7Qnq7ncbjDfPiZ3Ek5lpxQj7wStyxihEz034Y7BGYz0eT903SqH4cbB6SXPCUgKVOze2BG8c7deQYSCsxD8DiOX8u6eRKZVhjsejBpVO4uLixHiUm4Juidkh9YBmSNUngdxbj9NwHvSkS6z7969U7VaVavVyqA+Pg89k8/no7oI9A+1hANm3pzaYkxwrp7QlxT9nNxo0L4BZUa5QejcnzkHTXoo7pFevV6PbrAbGxtB5VBJwpywfm4cQIfQDkdHRzFmjChI0rudttttHRwcRKsNLxF2qpLvlkolVatVnZ2dqdfraW1tLWTU8wqlUklffPGFVlZW9Otf/1rv3r3T/fv39cknn0R+Ip+/3puDc8PolEqlzBGtOCgKKCiNvry8jPzA1dVsEyeUTaVSUS6XU6fTiaNMqS4rFotaWVlRo9FQvV7X3t6e9vf3tbOzo3a7rVarpc8//1yVSiWMKPPusoGR3tjYUKlUUrvdVrvd1u7urubn5+PsDvaW0LHXI31ybkRQrAHvhhPx1uQ4TfSG96L5I2DIaWWqsAANPo+MhXs7JYu8OJ3JuyC7REPMEeNlHNgzt19O20LDfsh1qxyGCx418dKMu3QD4OjAcxme3HKOFKeCM0CRPNGUJs8974Bi8nw+j1EDDaWOCITDH6cu4GIdBTsS9xp2KZvkY0y1Wk0nJyc6ODjQ2tpazInTPRgKBB6BBg1665M0WUf7bUeRHn1h+H1cjhidskiTiz7PbqxT+s3fyeeWOcGhwWnDZ7tsQFVJ163B2ZHs5arSrFkjm8UoY+V93IB4bga5xVEdHx/HPgwu+ifRo2p1dVUPHjzQy5cv9fLlS5VKJX300UeZWnxkFIcE3eaVRZwFziZIKEaPcEHJnOVOH6tutxsOhZP73JiyozyXy+nNmzcajUYRIXD8K0DJdZJnocvz8/Oq1+s6PT2Nc1kePXoUDp+5oQ0Il+fzAFLMMbLneRR0BJl1UOKgzCMNfu+5S9+wmOasPNLAaY/Hs+OCkQXPI2JHvICFf3v+BmfE7wC7H3rdKofhqDg1jp53kLJHgUoz3v2mJJEnmrgXn0sNV/p/nuUOIx2TpPeQtEc9jI3f4cg8qgHBcCFIRDBOLzkCazQaOjg4iE6rXr4HIuWz1LATNThd4lQP74MBhj+H78UJsxZEBp4I5fm8e7qWHo1AO/A7jzoYi/exYp5dFjxJyfrieBmXUwxQeMiRv48knZycqN/vq9FoqFKp3Fj5xpVGsLVaLRLlNAgEpHAPDOSTJ09UKpX06tUr/fnPf9Z0OtWDBw9Uq9Uy9Ce7zUHJyBV5APaI0C6fcu1qtRoG+OrqKlpvDAaDyAt0u92Y22q1GlVN3H9ubk6rq6uxT2M4HGp3dzf2Wzx8+DBjlHlHB0vITLlc1uHhobrdbhh4AAzz6Ge4IM+eF4A2dBoIg+4yivx4foB1IgJIqTTXAdqXoIvOaKCvPJsiDddB1g69c+Dk+8pYmxR08f206OcvXbfOYXj47J4ZA093Si+PI+EGSnWDyeLi8b2CwY/bBH24twfVIWwsaKr4JO6gfBjzYDCIvITzopQT8h6cbwGqQFCpzHH6g4vxLiws6M6dO3r9+rX29/e1sbGRoU34jCdPaRNB7saTcewDYb4QWOZzaWkps0/D749x5vmeN/E8CPfzZKNHVJIyiWzpmtLhNLhSqaTBYJBpoCdlOwcjFz5OEqYXFxexJwJU6K0disWidnd3NZ1Oo1cVxgdDCrJMk5OFwvVel+fPn+vZs2f653/+5/ciYbrvUujw4x//WKurq/rVr36l3/72t3r58qV+/vOfRw5gOr3ee0I5L+1vqGRCftnXUSgUolNtPp+PRoWM+eHDh5KuCwdA/CcnJ/r973+vcrmsVqulO3fuBO3HvpeNjY0w+KPRKFq1S9LW1pby+XymXQ05p9FopIODg4ysDQYDPX/+PAowGCuyAFjyTY3kQorFYvQw4/m5XC42SoLMvW8Z9yyXy6HfnvthHb0CDeqIijou76yA/SA6cr3xPAmA02krT9hL2T1eAC+Plj/kulUOw0sEHRU4d+xJKk9E+6YpV1CvVAJVe1jr1IejXEf/UpajZFwoIaG3vwfC6NVSnqDFGfFu0AYgbDhO8gyOYD2shTY4OTmJU92YEwypH7cqXZeUMl+gLefuMbqO1H1DoTcqhPri/2lHUinb9M8RXRpq+yYzr0byeV1YWIgqME8O+r1RYAyQI8nhcBhy0Ov13kt6srY4e843d/TnAAJk6xFgvV5Xq9XSu3fvdHJyokqlEgCEeSGC43vkBb7++mu122394Q9/0IMHD7S5uRmf9w2q/X5fx8fHyuVymVJbdnTTlNL1hH+3Wq3It7Dzu1gs6t27d5m+UtVqNXaUX1xcH5tKtAVVdnZ2pnfv3mlhYUErKyshY4A4WuWjI/y+UChEKxFJQYuC/JEzHACbK9ETL0DwPFsqU05L8z3sSFoMwb+dzmbOWCeiFz7rVDL67E4OcOFUN2DJq//4bEpLeS73Q65b5TC40gkCibNo6UR6WOgOIBUgFBrDBr3gdJdTD270MEpe3eORjOc6+L6Pm9+BdIlmvDKGz7jx8/yFh9xuoMrlsi4uLrS9vR1UhNM5IB+SiPDezWYzIrpCoRCb90jUe/mhzy0Own/n1Bfzyc98v4Y7DP52x4TDSGkf1hTF4t0cIHhE6WvuFCERzfn5eURwfBdDhSMpl8vBz3OvVJbSi3ne2trS8fGxtre39eTJE1Wr1Vg/L+H0d7l//77m5+f19ddf6+3bt2Go2W1N+e/V1VXsHocyOzg4UD6fV6vVCgfg0RCRoHS9hwWDCxigWIO1InrhUC2eSy8yp7L6/b52d3dVLBa1vr6uyWQS+y8Gg0FQUykt57QTuTWS0sylAz5kGRnN5/NBq5HwR598nZDBXG52mqY0sxu+vsiBOwx3gk7jcg8+41VsniPxAh1kns94cYBT3s5I/I2S+p4LxMCisUA+4Y7QPLFEtYtXGEjZ3vTQMo7sPO+BoGE4UmQpzfrVU8FC9RPjoooCw+UJMa9e8cSiK4A023jllA3KxH1zuVxw1EtLSyqXy/r66691eHiou3fvhmPl+/yhUmc4HGp5eTm4ct7XE/s3UVYIMmOlHBThLxaLWlpaioolLyoACUszCiDNRbDOHuGgTDhroi532Dg8qmFYR4wU8zEcDjNHkd69ezfmu1C47kb77t07FYtF1ev1uD9GxHMlbqA8YppOr7vSfvrpp/r1r3+tbrerH//4x1pbWwsahc8Oh8Nw5JKi2+s333yjnZ0dffXVV3FcLHs4yCU0Go1ouHdwcKBcLqetra1oHojMQyvhHMgXMP+Li4tqtVo6OTkJ57C/vx9Htfpeoaurq9hlXyhc71OB5nz27JkajYYkaXd3V4PBILoeU9VHxRIRg+sUFWE4FUmZaiMHTBhc8gNQW+RcJIVzkWYnVJLERgYAO0QBTkk57c04KSbggjLyTbDOJDiz4TYJat1zYtiptPjGc5s/dN0qhyHNkr0YU3cYCAsTjCFB+D0KcUOfJtNTlODIFbTjCVzfqZkmnUFG5ENQMDeMaRWUGygUxKOlm0Jm3r1Ump0u1mq1om0D3P7R0VH8DmcEHeBoSrquwWf3rjTjeX1PiSf8eBcvSsBYOi1FBOSUnJcHc/lcMkdsyuJ3TsMxRvI8oHUoSSpbMOjcw4HB+fl57KlgDE43cm5EpVJRuVyOZ3uuy/NqKdiATszlcmo2m7p//752dnb0/PlzFYtFra6uRi4COU43as7Nzenp06eq1+va3t7Wzs5OIPuFhQV1Oh2Nx2M9fPgw8hvQPn7yH3QN0YZTc17Rg/xSEkzLFUpLJUUJKbThdDqNEyXb7bam02lUa9EnC2fhrT+ILhxU5fP5ADLkPTw6Tykj/kbHWEv0isujOBw/gNSrGgGRTi26rqMHTu35+qMHyIJT5YA+xnp+fp6pgnP5c6rZbdhN0fb3XbfKYXhU4SGdL7h/1p2KIyZPRoJEMXpuMN2IObrl/tKsVTkL6xGKKx+9g7gnwpQ6GbhaFy5XqJQXhcfN5XJxXCg8/trampaXlzUajTQajVStVuNAm3v37mWMO7uepZliHR4eRpjPmL1KBMVJqTpXdE+wk3fwChEQGk7YFTKfn+3SJgJKKQjWhKgCpwaKprvu0tJSjMlpB97DK3bc4WMAuajeWVtby9TYUxqKTLmMOi3J3GBonz59qul0qt3dXb148SIoJjoCgIIxktx7YWFB9+7d0+LiYuSn3r59q/F4HK3diTgmk4lWVlb06tUrPX/+XBsbG5GEdrqF9UO+eQfkgbNFSqWSWq2Wzs/PdXh4qPF4tjEV+pKorVKpRJ+t8Xisg4ODiKhTetcjXmQG+WKsZ2dnGg6HqlQq8Rwu5MrthAPJxcXF2KOCjhJVeIk5fyMjVCzhJD2XiQyixzgZxoP8exWlJ7yxLyl9TTGDgw2e4/rnLMqHXLfKYTh3iTB7fsEpE89VcJGodk9NLsNL71JB8eS6IwkW1ReZcfkig7Ax+FBjqfGUFFU6CIM0Qx0YTdoXDIdDra2tqdFoxPPZcLWwsKBGo6E7d+6Egn788cdx7vIvfvGLmDeqVhzRnp2daTAYBEVDPoMSTI86UAD2ckAtOM/KWqE4lME61+99ctiFzNx5DsRpJvoecSgWz/PNjCRXiQaZj2KxGN8vFq/P4GYDXbfbzexVYH729vY0HA7VaDTCWbtMQutB5XgBA0YZlJzLXZeIfvHFF6rVavr222/V6XS0vLysJ0+exO+r1Wo4PgwpctpsNvVP//RP+vLLL7W/vx9REKW4tFn/xS9+oZWVFX355Zfa29vTy5cv9fDhw0zi3vXBqRbWkQ68l5eXEc00Gg3t7e1FtDAej+MoWozr2tqahsOhTk5OtL+/r36/n+nwyvy7riIXns8hYdxutzUeXx8SRTkxOkprf4+WkAU/SsCNLI7DL6JFIoA0Z8hnADfIgN/TE9TIN/MMmPLNpDg3dyjYLL7j0Qrf+1vS+3sur2oBIThVI2UXyicZz+ylcWnlEoLjFSNeFeEGgmf7Z0DQPB8agJAaFIYBBT2k7+AJSH6Gk5ibm1OlUlGj0dBoNApagzJFHJN3TF1aWlK1WtWnn36qX/3qVzo6Ogol8jYJw+EwSi+h0kajUdA6zq16lZEje5yWo6CbQn+fQ0fj6XrzO5wzz2LOmSMiL3IYOBa+hwHAmXhScTKZxElmkqITLiXQKDzoXVKGk8ZpevIexed7OEXPeRABlctlra+v6/LyUoeHhxEplEolPXjwQGtraxmDxruDeFdWVvT48eOIqsrlss7OzrS9va2FhQVtbGxoY2NDjx8/1vHxcRwRe3l5qZWVFW1ubgZi9wQ0f1grByv8fH19XdPpVG/fvg1ZpquBAwFA0sHBQeSbyJV40tyBBk7Wiz5wCL1eT4uLi+GcUwYBfScaYy1SMOgRjOfLkBkA6HA4zES3Lr/oNJEJdgFZRfb8OXzPI8e0sMMT63zemQj04W8O43sujKw04+0J65xn5rPSDKmwAJ6ocsrgJmrJlSXlkL16Kl0wp1VAUgiQo20cDDt7WXx4bk/obWxsRBljpVJRq9UKp8JhPP1+P7hi0D4ob35+Xj/60Y+0vr6u3d3dMO7kEGj9QE8fp76urq7iBLbJZBKtIpaWlkJJqOuHhkDh3KmgKMwzc0EZL3PKRkQq1Tz09zVjblwOoLdINDq9wXt5BZA7cagJmufxvhgs+hDRcsVzNaniprkP5AL5Y28KYy2VSrp3756Wl5d1cXGhbrcbJ/T1ej2Vy+VIboM4vdvB2tqams1m5BXOzs7UbrejN1OhcH2Y0Y9//GMdHBxob29P7XY78hqPHj2KBpU4XPI+ztlj1AFI0rXTYL+GNAM5Lh9Enik1w1oyhxh4jK0zB16OenZ2pm63G00KPfJClpAfdza+F8j1O+3rRWTI80ajUYCENGflDs6dg9sf1t6paiImdIR5czvndDRj9aqpm3Kuf+m6VQ4jRaJu1KWsx+f/0ozfBm16ZRAG2tG9J9PSKgwEkefjiFAiDC2VGYScjKNUKkXbDXcgGFsqT9hNS2uGp0+fanl5OVPJcu/evXgvnAJVWFA5oNiLiwutrKzo008/1fb2tgaDgVZXV6M6qdlsqtlsZow8Bt6jKefiob4wzBhrp4N8vbz4wJXMnYdTCcyLJ0NBXRgXHD8KjUL5xi5KK30tuTzyPD09jTnzahfGDSpvNpvR0wkDmOZ1+L9v7kR+4NSRH0+Or66u6pe//KWOj4/15s2baJMxmUy0vr4eZbJezDCdXrc1X1lZCVnP5/NBBY1Go9g9Xa/X44yLjY0NHR4e6vz8XM+fP9fa2lomn1WpVFSr1aJL8mg0irwKDp38UrPZjFLb6XSqVqul1dVVjcdj7e/vR3kteunVQb7n5+LiImhPIh5kkfVfWlrS6empjo+PM0UeqR0ArJFj8eiI6qlCofDe+eREC9DDnlwmisEROENA1SCGHGfp9osuwJ6/8Xwrn/P8KzIPwEG+/5oNe6GDf/U3/h+/0iSXV0W54Xf077QChk2a9Z/n82myEuOCY0kpEK/qccSLkLKJyBEmBgnjDgricoMizRLQtVpNm5ubmaoM6brpHpxtingYO5VQbJ6am5vT3t5e5CWgMorFYtT0VyqVMBDMHc/2xDoKiFI7nYfjYS5B246kmBMPr5kjn8+bKpowPNzH+V9vXQEX7tVkzmGTCD8/P4+mkNwfQwXVAi0jzQ7rYY0dvGAE3Ak62gVo+FpNJtclsQsLC7p7925QiScnJzo6Ooomf0tLS9rc3IxIj2Q042SneKvVCvngYCb2RuTz+WhZfnV1pXfv3gX9yO5wNumRn+LnOF9JGScArUeEwxwRRZGHYZ2RIT6H83cg6HKFvEkK/en3+8rlcvFsKCrXZ0+a+309uc16OWL39aciznMWvm6sqefYvg/94wS9osspTK+Icn33QgDk5q+JLqRb6jCc22RxUloI4fHFx7tDOTjNkhoohMu/71UMOI00l+LOhjwAnVrhgT2k9PMRfJcqEQv3KBaL0UV2MBiE4rqwe8TEz0Hjk8lEw+FQ1WpV1WpVb9680aNHjyJfggLNz8+r2WyqUqlk8hnSzCFDp3hjRBQZxOX5iZTW8LVLE4N8DxrL6TGvvuHyShnyE+lGQKeXJMW4madisRiG1DcjMh7kCWPOZj3G7hES849skCR28CFlW5D7/hmcO2W79+/f19ramo6Pj7W/v6/j42MNBgPt7OxIuqZ9iBTZb+OoHfpta2tLo9FI7XZb/X4/WoesrKxodXVV6+vrGgwGOj4+Dlqq1+tlEt4gaOaNaIR5gAa9urrS6empOp1OIH2KHHCcoH8cgjtdnLrn8vgs3yWaHA6HES2w5n65DDogcYqN9XKaynXLaSCM9k3JZtbTq/08Knfg4/fwaIJ/e04M/WV+PH/nNupDrlvnMJhgaVZmlhoE+GhHfISe/MwRMDw/CutC5twh3/NqH4w1/8bQgdSgaBir7yFx3pY8gVNJJFnpAPqjH/0o2kggiN5LH2c4Hl+f+dDtdiNJyzvRC+i7777T559/HtVXhOA4LIxqpVKJXjlETrRx57vMjSslXLKja37uCUhH/nyGne6+dp6DcMfIuqNU/J41pTyV++dyuTinG8qrWLw+Ne/i4iJjfJg3IrKDg4NM+wtkkLlFfpwycKPiUQfvJSnmAGN2eXkZ+xTK5bJqtZrq9boePHigTqejwWCgk5MTDYdDnZ+f682bN3FPSnJLpetDs6CsaA3ebDa1vLyswWCgL7/8Ul999ZUajYaWl5dDJjnPHaMP3UdFXbVaVb/fD8fge18YP6fo5fP5TCUaf/yQI0mRN3En7klnjK0DEdrP01iTHercD+dPpR965vSz045uR9w55PP5AHPIELYAvU9pK37vsuTrj3x6bhMdA0TiSB2EIJMpGPvQ69Y5DEeozrNL2Z4u7tn5DsrjB9R75QJ5hBQl+4I4IrgpjOVnoHvG5s7FqRUunANGn/eBZtrZ2dGbN29CKakqcafozqZSqUSDQqfLqtWqlpeXtbOzE3w07+AGmbmWFPXrzJcXFvBdnGEulwse2w26pPc2KWEcuDyvMRgM4v40x3NH6RGKIyw/g4D1Z6xER47QmBucCk6O75PLAHWXy+UwSo4UGTv/TvNtKbWAIfENjV7KiQxD6RApNJvNOPuaooqjo6PMOKBDtbjO2gAAIABJREFU0534zWZTKysrkQM5Pz/Xs2fP1G63NRgMArV7XgAHTjUXRQ/uZD2pXCwWIweStv0g6U0OwXNVLsessXdP9sIJn1N3GhQs+NrjlKAm+Z3rH/d3KtJzUl6BhUNMqVfWO833pToF2GRdoJjcCXhXCsCQyz32yWXuQ69b5TDcwOJ5WWwW2Z0JxgQjTR02qNwrDaRsJQIenmoQD13dGBCFYKgQahwESgQdhkF31MCYQLjsNEbh5+fndXJyot/85jcajUb64osvMtQDAg0y99zA/Px8JnnXbDb19OlTPXv2LJQIdEduhUolEs7wt6BnjJnvLXDD50iwUCgEbeHrNBgMIiHs88CYXKlI9HNQDPs4iFz84h4YWPheks5pDgsF7ff7gUhJlEuK40M5eQ7ax/lsNtehxMXi9f4O3gFnJWVRJ/IFkPCDmubn59/bH+PvTFVboVDQyspKhkdHPzqdTkQI3W5X29vbyuWu93asrq6q0Wjok08+UbFY1Nu3b4NyGwwGqtVqkSMhoqFKLJfLaXNzM2NwvceT6523rvGENrLFenguD93GMSF3dKJlXh2lS9ebKtF19sAw/4zPqWcHfdgBN76upzgKXzvu4TJ4U0Tg9ovcJ1WQUM4emaRzCVWGvCJPbuc+9LpVDiNNBpGXQIjckHvUIWU5Y59gFySvfsAg+D0kZYQrTW55EhMaB6SGoCDgHoKDwsghOM+LsiwsLKjf7+vFixfa2tqKkkXObGacnkz18j6Mc7FYjBbnl5fXjQipaacHEG2+XWG8RQg/83bjbvA93wCC99Dfw3d3wtKsxJL1QCH4DGiRKPGmdiJefeRRZ/pMZKHX62V28KZ0xnfffZepHnOjAy3Av1Ok7Elu3t9BiBtXLo94vHDAnTFzTe7AE8m86+LiYtCHpVJJh4eH2t3d1dHRkd69exdOAwrLdzmDcovF67YhtVotdmx3u13VarWMs0PG0Bsva2Z+fD29Aoo194gRMOiXgzSiP+4xPz+vXq+nbrebKcjwqI09R24ffM7Tnztb4Yl3r9hyOpV/p8lu7sM9+JtIwfMh3poEZwT4QnaZB/ZipO/yl65b5TBAtxh4p56k7OHpqed3w+aJ0DQxyoUicD+8unOd0qyqKZ/PR5SRy+WilJWd1zzLUSyOSVIga5SM5Od4PA40OZ1OdXJyomfPngU9gXIvLS1lELOH2U4Z5fP52Bl+cXERCfDRaKSNjQ3V6/XIAUHRIfAeXZDr4N5Ebb47HsXyRB/vgdIzb6yR7+j2uXWaEKcBHZLSD6BXd9hOkUmzli44XSJAT8ADDt6+fZsp2XWDwL9TCoLv+79dbngv/u25NadaHVRA4bnB4t8+bsY0NzcXhRLQUPPz89Ee5uzsTIeHh5k258gNFAwGeXFxMSLeyWSibrebqZhKowMuZETKnhPDWrnD4PueBHY9JMpkvpAd5mU6ncYY2Tjoso+eObPgEZwDLN7BaSzyNJ7P8znziMVlwm0Kcu9j5XsOap09Yf7czjFnqXP6oetWOQyvOpFmh6awaJ5sYnH4txsxFpcFQEEQIBYOdOeKSGTARYTDOb+M09tK8H2E1g0EURJhNLTVZHLdQbRYLMZBOVx/+MMftLOzo0ePHmltbS12CmPkSfDT/A3hBInS3vrNmzeSpKOjo0CUq6urUTYLrYOj8gZzHh4TTRCtuQFIIxFp5oyJeHg3jNNNnKxHfI7YeF4awheLxSjxdOfFeqDMoGsOTUpLpYvFYjhuv3D6OELn2JmTlOtmPjwyZe78e8iNU4wYBxwh9/DkPnODIeW9JMX52+vr6+r3+zo8PIzGhbwz7+R7RHxfAvOF3NPFAMeM8YLaAuUDhpx2Ys0p0vDoAgPvXD3PcB1mfYjOidrovcVzqIp0WsllzKkrSRldxmB75O4y4EDB8wwOJKRsyS33GwwGGXbDx0TuynMkyJF3V0b2PvS6VQ5DmpV2eiIJb8wkOoLB4DltlN6Hz/N/Tyah4BhUFNWrGpy3lGZhJYbXK2AcsSPsJIlRCHdmOBGPlnK5nI6OjjSZzE6zY+zj8TgcQ4p6SdzOz89HZEHzODZC0VoaIeZ5qeFDcZ0mYh7SsNvXBWWmMoh7OrXhobiUPWmMufWKGiIn7nd2dhaVPqxHGtq7wrHW/p5SttsxjoPPpqg4fU+n5Hg2lAJG0elHp6b4HPLtVCsOw404ERrjuslYuQGk5f1kMtHx8XEG1UJJMS/p+RReLMIa8EzGwPwy94whdZqsPc6VcfhmV8bs88fGN9aXSAfHRyk4a+BHoDrViSy6TDuI5Gdcab4spTuZw/Tivl5eju0gSibCSPXAI2uPkPm9z+uHXO834Pn/8cUEuoBiKH3h4LEdyXl46GjRf85iphSXXy7oac4ESoado0QL0kyZPVHMs7100Ns4FwoFVSqV9zjzSqUSx01eXV3FDlbOIMjlchFF9Pv9TEgOf05t/97eXpyoR5sIxu7VGxgw59UxfCBh5h0FT5GPc9MgPdaPuWQtnaLhnXieR2z0KXKU7ArJWNJcAu9FFAJqYz2gDN04ugPD6PDOPMOdiNMJOEXmAKOcz+czZz8gg/w+zW34z/g+lJVTKz4HrCWFGEQKRJO8H3ri9yKfgozyO6J9ohuPFj3n4qDC8xP+DswXuksRiK+Zj4k+ad7ihechn+ig2wf+n+p7euGY/PJCDC63Af4eLiseffB/d1TIPM7C5zcFuW6rfJ7/mutWRRje9gCj6glDECyhp4dyLBQIA0FBmfgcv3ceMkWGGAiPZFhcqCSEZDKZxA5hFxqEms1xtAJhx+rp6Wkk8/zEuslkEk6kVqtpa2srNl9R/np2dqZmsylJ2t7ejuoUNgQWCgV98skn+vbbb7W3t6ef/vSnsfmLiINEujsbaAfnfhF4px9whswlc+t8M5QUv/O1ckdPGwrm3RWc6Ip1YAzOBzMW5AKqxqMRqq+k60obKoKIGgAqRIT8nPu4w2D8vpkQg8bc40xB7258mVvPfWBk3SmTg4LK9P0fHv0xL8w9c0vORspSuLwnDot8kNMjRKtQLER0yAtRgEdFrHW/34+d6USMXjnoe5Yo6HAUzbzncrk4P977R/ncQh+jf9gAB3n+tzQrc06T4Mi9y58zAbyj38udic+p5xg9KvcI2PXAgQj3dcrdu1/80HWrHIZTCL4wbmykbCISAXdayEN9KbvYGBhHu254UFoXHBYQofS8BuMslWYtuhkbzoQEJfwwpXYkWguF6x5Dl5eXcWzowsJC9ASizDOfn5UOU1LLeQTpSWrr6+sqFos6OTnRyspKvA/HZnIRGWF8vHxWyu6lQGGdynLkxe+YZ+dunYv2/IfnNxzhOeXI/Dtl4tECiogTSakEOPZ8Ph9nYafGH4PR6/XU6/Vi/rzCBWfglVpOfzEnnjz1OWG8Dkic3vNIx6kspzi5PBp0p+brwnOdGnT9wUmkDgIDmFKFKZ3qCV7GMhqNosLP9RWD73PoZ2Nwr5u+x7j83b2CCHn0XGVKHfkcOQhiTKkDuYmKcjrWbZUDRY+UnMp0FuT7KCbPD3oUdBMN9n3XrXIYbkzc+EqzBWTR+eOePQ0hEYw0onCagc/5M6RsogyhJLnr9BP34t+OoFBKpz0IxwuFQiTrcrnrune6mFarVZXL5Uh4k9wk6edjpCIKNI4hazQaWlxcjN5EGG4iHpBrWqHDe/gagHB7vV4mKkO4mWciEOieVNBTvhgjzlzyfIw/Bs/pAv7va4+cpDkqjwqQjbOzs2gZA70Aki8Uro8cff36tZaWljJI2T+bnjznEQeG1nMQnn8BPDAHyDxRn1NbtPr2BK8nT3k/N5KeY0nzLv4dz/+k80ZE5C1NmAMHGLwX+1RyuVwc5kW7HN7PgR3GE/0AbHnUxTgWFxcz51+wDvwbZ+d2An11Kis11A6KkP80Ue40ngMon2enz31euXzuHYimkSZjd0eWOsQPuW6Vw2AREQ7O/3Uj6UaCyXU+HLTmRkNSRoBYGDa9cRGh8BwU12kLymkpJwQFgfBvii7IdRBeYhxI7pXLZW1sbCiXy6nb7caeiQcPHqhcLodD9OZuRArj8TjoAi4UqNFoqN1uR3tx5g3O2nfjkh9xgQftUqkDb4zy+34Gd+hUkOGYPCfg9AcOEIe+uLgYZb/kijBoODg/k8QpL1dk7+3ktBDdTx0BYhC9VPfly5fa39/XRx99pFqtFq0yHFGWy+UYjztCaBKPPjxacKPFe8DV+8+YT953PB5He3aXZQw1Bhfjh+Nng6jTVby/t3pB97xKkL99bwPAwKu2KpWKzs7O4rAjdvE7pUsLFxyP512gxhyQMR+FQkG1Wi3OQccAc8Iljhq9cmfkl0dX/syUTfBIDgfgzsadDxt5WR9knEgrdZQeIfKeHrHxcynLqrhT+aHrVjkMchTSLHnpSJZJdu+cIhZXSK+Y4MKpuFCymDgR33THuOCUh8Nh7ItwBQKhezIRZU5DdspjUaRmsxk9jCgTxIgtLCxE+E21DPPUbreVy+UiUnFkPhgMIl/SbrfVarUyfak8EgDZ887MaZoYdcMBAvV3TJOwrkCe3GMdpOwmS5yG70Bnzvk9FBzvyXwgA6D1FLlJs02cTkG6gwe9jsdj7e7u6urqSvV6Xa1WKzh3DCs79peWlqK1Scqdu6ymSXU+h7P0IgPeBRrIowGnWZlXP1fEnTOlr26QHFVzb5dPj4Q9SkRu3EGjY0R7yGy/38+06sCouv6RAxmPx5GP8PGkUVJaGAK48d3ZbguctkRGGDd2w4Gn2wzyQThTj1I9QiN/4kUIyB7AhXEz3ynl7vkrX5+U7vrQ61Y5DGmWVPOJdJ7b0VA6makhSKt5nDeGT+bnfMcpKl88kDMCwoaxy8vL2A+BMDLuVIDn5uaiW+hwOFQ+f90IbmVlJQwQ4Tk0Dd+/uLjINHnL5XJxD6+oYp4wuNPp9Wlp0Bse/qMYvKvfo1AoxFGgGEufN5yLI3rQXqlUCoSFcjlt44jYL5wo96b9w2g00osXLyTNuqp6UzhfL5wN7+ERCdz66elpRj4cdfvzOWqUtiGpAQcVc1QuzfG8WAODhsw69+1r5Qj2+5wpTsQdnYMa5hnZW1hYUL1eV7vdzhggz0WkepRWJjkC52ee//HcIDrhR9d6ZIkue56EsXrU6RGrjxsjnYIddzbMZ1r55r/nSteB5/j7YSP8/f1zPC91Qv4M9Mrti8+FV9SloCPN3/zQdascxk0cqSej3fi7svAd7sHCODXBgTh8L0XFXN48zz0/9BVHOSKoksLAkFxHcDCsGELCdnYe93q9MDqE2OVyOfpIoWi02+Z53Hd+fj7G65ysdK20Dx8+1IsXL/TNN99obW0txkhLCeaL1tR+lUol9Xq9G6MD5gRD4gaX1tTkfFhTlBdDBx2CwvC+JDnJy0yn0+jASzTlFTF+5Gd6OYqbTCaq1+tRHUa1GN/1hOx0Oo1zsC8uLjIluY6aecbOzo729va0sbGh+/fvq1wuB1ofDocZ5wxy536OnF0O+R2GxOXUcz981ikOnlMsFnX//v04XAk58WiK715eXkZ7GCgtfwYGsVQq6fT0NNOfzGlMaCnpesNor9dTpVJRpVLJHJHLfb37LA6GjXXIFWvkoMyBjjeUZD4wwilNnF7pzxw4OB09nU4ze4v8mGPp/TYeyDjPgH4mIkxBLeuFrKbv+KHXrdqH4YvniInLI4E0NHZUgJPxChZHnX5/HIgncD1s9GSfK5orPN/hc17X7lQD7Rrgo7vdro6Pj9XpdDKon7E5sndOF4Ti52p4aI5hWFtb09raWnQrdcVG+RxtgpaIgEByIGuoKxQhRZ+sFY7TUbWjbMYPx+5riLHyeZOUOTeBdUBmPFJMaQuPQnCK9Xo9WrqkyM6NkkcpXpUkzZA642m329re3tarV68i8oNKoSABg+6gBfkhJ8A7uTPmsyRCuVg/n1cMG5FfvV7XxsZGfM7liDkmyvBInrlAht1hkutgfsgnceHciDTJaXjFkwM/fwfWmFwXY/FnS8qUkKdUqtsF/xmX03ouxziolPZjfjwRfXFxEcDPk+43OfLUjjGnHl26bvp4fb0/5LpVDsO9s/9xpU8pH77ndBMLUCgUMi3NpRlSckTtYavTATwXKgBUBSoicebU1Xg8DirD24AMh8Oo//dcyNHRkV6/fh37Ajhjg3HiNNxA8v5XV7MqksFgELvKGfvS0pLW1tZ0dHSkfr+fofeYT1c2nuH3uUl4vTcRFwbHkZNfvnkxn89nzpJgY5gbRAw8844BBOU5WkZpfQez5ypAwtwrl8tFp1bfEOhcfJqHwFHynkRDXlXW6XT09u3bcNDez8jnxg1fiiLdCDvt5gZFmu1+Ts8W8bFTnIHD8EjcwReOO5X/dEx8h/0ujM9zRkSO5Pny+esutIPB4MbcAvf1cSGLKWXkjtTXlT8eJfL7v5QI9woxdxj+Pu4knL70OfHzTvyd3Ea5PDr163SU2xyczE269JeuW+UwUEomyJNSKKojIkeu0+mswsmNDvcEuXoInp545QaQ54CqLy8v4wCkpaWlQN2UWDJu8hzT6TTKVofDoY6Pj3V0dBT9ZXA2FxcX2tnZ0c7OTiCWo6OjcChw7jz78vIyDtahrThojN/xvVKppDt37qjX6+nw8DDDDXvClKR5Pp+PvSE4F0J+NvUR8bih9YOW3AGlBsoVFoOXJmj5OYlQqqUuLi50cnISZ6LjuBkXRsl7LzEeP5Ocf3POeaVSic+BIhkTc8N6YbRBtzyfVuXQeNvb23r58qV6vZ4KhUKgUT+bhAsH6n3KpFnBhqRwCv4eIFTkmGfkcrnYKc3c37lzRxsbG5n3IJrF+ZLvgiL1iNWj9mKxGJ1smXOnFefn5zMddOv1upaWlnR0dBTAh9xOCkhwat4lIL3SKMuLQ5A9/kYnnWaiao7/45i5N/PviW/oZfSCsaNP2J907HwGmZZmSX8vt08pRY+6eJ8PvW5VDgOv6gjEkZ4n+FJ6yZOG7C5N8xP83rlqT5SBjpxuYAyO/KRs7xx/hjcl5P/D4TBKYHkmCclSqaRyuRwtxwuFQuaozLm5uaiscuErlUpRPeS9lhzp5XLXLUTG47FOTk7CYfKuzAf7PHhnDBPoCWeShs1O36EIrBXKiHFj7hxpueK6QULZ3GBgeB25k4+5vLwMJ83zPanuyJaSUO8xBL+Pwvt6u7Iyx/5/p6hA3L1eT9J1HqnRaMTYkT3kwOfCZQuKxw2dAxocHA7fI28AFGNi38i9e/d0dnamTqcT301pFOYPKsnHRoTmyJ68HM0zMXoULHA/Wuwjt8gX+ukMArqdzslNF8aVd/UmhBh7xs16I5suE+hymgfx6MCdie/9IZ+IzXJH4vfCUfq6O2h0IMyaIMt/DS11qxwGi8kEeiWOC7eUbQ/MhKaIBIoHweCezrn6YviiIcQ8B+QKmsrlcqpUKhlDw6H1CNBgMNBwOFSn08kkqguFgqrVqjY2NtRoNPTRRx+pWq3GO1I771VVZ2dnEdl4gvLk5ESVSiWMIEYLJ7K0tKS5uTm9evVKo9FIjUYjM78YaercQWzSrIzT0RK15zgYL6F1CoPozqtWcHYeWfDOzDtOkd8jE+VyOQoNfB1ZJ5Kb7jg9Ues5EDaa+ZqC4HHW+Xw+5oQmk6A9HCjnL3guYTq9Ln/e39/XZHK9sZJNlNCgTq14hOzVfB6tcdGR2NfD8yHoCr9nrGdnZ9rc3FSxWNSf//xntdvtWBsHTeiW5xjcEfhmWs+54bh5F0738/PqKbIAFOE0GG+aI+JyJO4bCZ028qS9yyGlvRQfpE03ea7PG6gep+7gBDDBM5w+4zs+PtZamuXGfIOn2xxnSNzW+QmTH3LdKkrK8ww3JRmd1wRdpBykG3p3NigeC+kIk0VGgZxnRPk4zIUqHWmWFOR+oN/RaBRRBc0Bc7mcarWaVldXtb6+rnq9HuWYH330kRqNRhgvQmkcnleMOD9NwtuTb87z85mFhQV1/j/2zqQ5jmM726cHYmyAGEjq8oq05YUXtv//2lv/gruxIxy0rqQrccDABhpDD98C8WQ/9aIggcsvWhmBANBdlZV58ozvOZl1fl5nZ2fNIDBne6OpyOxxOTcE/fF6jccjoHjy0ChPds2cRFU3j5CJc7/GleewvigUvG0E046GMW5gGww4kCM8xTwxJCg+ckZOgmPcXDIMr15cXNQvv/zSjsBImAc6mvedW6DZmPAMxgNfmH40G7HlclnfffddvXv3ro3ZxQZEBjg/SWvmDF/CO4YW6ZPquBy3nQHkFJ63w2D+o0AEfrNTiHxCOxc/GCZi/fv0BuuGkeZvjwNo1LSGf60D6Jvf8EjKEH37XufI0nAfHR3Vc9tGGQx7+E768JkTTrbImew0wR2aWqAcYlY9PmeH+4ku/AwrKD4nUUykcX193YGSwMwxGIeHhzUcDuvg4KBevXpVBwcHnd2ujNUeCs/HY+Lz+/uHM6jA8J0DwEO+vb2ts7OzJtAYJehqBVm19tpspOxRGR5xog7IwfX8Hrs9SPqyIuD5mZdyngQFQ18kbO3p25DQvIbOw2BAneBEWTL2m5ubFt1AP7+S15g8hvH+/r7+8Y9/1OXlZZujIyrGamVmuMPGFVrYI7Xyo2+vRebkxuNxvXv3rkU7Xlcbmtw8a/nhengV2MvHeLvKzR47Y0RGDNF6PVk/xgVcayfO0I5zBdDZyW5HMDiFNrbAhczVjivRdPKn6ZSFC/BCwlJ2SBIxMc9bF6Efnts2CpIysWAAFIQVKJ+Nx+POMdUwdtV6IxqMDl4KDgvzoHC5xxVD/I2XD1Qzm81qMpm0N4QhMFyHsMAMk8mkjo6O6i9/+UudnJy05PjFxUWdn583hvVmQObCRjQqU8Ckq9ZHgPhEVoe3zPXo6KjOzs7q6uqqJpNJzefzBhnYKPFsrwd0JlmPUNpAI2SUORJKO6nocNzPY8w+UZa1gubOn1B9A28QzVB84Fp+2mQyqcvLy/r8+XOdn5/XmzdvOlUwy+WyQVrMCaWCMcIZmE6nDQK0Y2Jv1UndX3/9tcbjcf3bv/1be5c7CiNzN34+a+6KIY6otwK08mMsLg7x5+z+/+GHH+pvf/tbmztG0LJHEt4K1nkH6A5tgJ1QrK66omLv7u6ubeqjf4wFsmXFDh1ZJyIbYC0+wzmBDhgNDD5lzvBR6hXrEOZs2rAuNgAofhsbjJ5zHdZddkjQSY7y4Rn6oiT6WwzGRkUYENxeLr+BP/BY/L1xSJoTlz5HiWYGS6+C5lI+h9coaTx5SlpRGMPhsEFBJLVfv37ddnJTFVT1UIp5cXHRCbsNF/l4B/B/EusoAaqoHH0hXHj4VQ/vIT86OqrDw8PWr+nFnO1lO2ntz6GNI8BMXCIALr/0JkEb1arHxoprDKMRsTEWe5QoCNYchUZVFDRg3Rzd5BrDZ44CUC4oO+ZpeAd+NC//9ttv9csvvzziW3jepZU+o8lKy7zB9yi/hLfsfdM81jdv3nSS0kQb9nAtZ84TGkZy9EjFleEe7mOMhiihuSMjngX9kQOaowLmZygVY+V5EWn4ehtG1tiRdD4nIzYMMQaRZ9uB4G87no5uHdEwXxuovb29ev36dZ2cnDTefU7bKIORYTELlx6ZE3EJjbhCp+rxrmQzCde7+sqYOjkBKzJ7PCg/ylwZq8stSZgeHR09KlckgenyXm/4q1q/Y4HQ2TjqYDBo79Zwcp97dnZ2am9vr3nPX79+rePj4zo9PW2loTzHHpj/tydrQbNwVa2rssz0wA7pdRl28RrRUEiGQYgiSEQzTjB3Gw0bXOjBngDGxD2G1+An5pZKE0E31OjErfkOWlL19unTp8anfrYNHzxh+NSKhnVHAUFDlBLzoG9X3zjiODk5qZOTk2aMzXfcb0NONGG+4Aea4Mh4PgmJJT6Pkkbp8jnNTo8jKWQcI+S8CPRirjhX9u6hIWMyPRkXY/Z9mdsygmEH1fkLz9tztNHgXviJk6pfv37dysaf2zYKkqpavzEuE3kwtxnMW+9pDvPBc/Fo7Qkmxsvien9GVbUENoaFuvP0xqqqU9ZHxcZkMmlGI70gmPf+/r4ODg6qqto5R6vVquVByEcAdyGgRCqMDS+cV3SOx+Pa29urk5OT2traqrOzs3bYYdX6GBQLCLCdc0n2qIHGoKEjO2iCQrb3PZ/PO+Ws9sBQPmyIxDigCKlcwmBg5ICBgFQYAzRxpc/+/n6Dpq6vrzsKpao6xtzeH2tMmSuFBmdnZzUYPCTjR6NR55Ra1gmazefz+vTpU52dndXr16/bmqN4oLNP93VCFP604rIxITpgrgmnMA945+DgoP7lX/6lHRIItEJBBwrZnjORZjoAyNFqtWovBbMydgEHa4b8uIpttVq1wgjWDiOGPJuffBAnPGfDAw2Br1wFdnt723KFhvOgkWFf6xDoYGPtCjU7c4yNOUIz86UdVvjh1atXdXJyUt9//32rinSk+Edt4wxGVfdsKId/LGaf0rV3bEXnShuuc2K1qjoCRv8wD8lOh5V4NuQdgCzYrW2Pk8QokJU9MKCRjx8/1mKxaDARXjiVVxYU7qdOfjQatV3LhK47OzvtPKr5fN6iDDb2semMGnArROYMHaELAgTTu8qMvhFAFC90t+B7kyPeNn8zP+jZ50VndZureFhrv+O5qlo11OHhYV1eXra9A45M7DWibDBkfG9lvlwuW5TBZjWiTBQSxgAj+/nz5zo+Pu5UGpk2RJF8hzLp81ShgTF5lC8KNnMsjp5OTk7q9evX9eOPP7Z77OUiY45+4QFHMsidYUcbFNbWMJmjE3jAR93jdNnYMQ8a/SGvLpPnO+clMvqyYTEdrVvQQ/zAjzYQjios24bWGD85Nju1zAs+ojAG5/NbjEXVhhkM455Va+8h4RAUm1tigmm5zaRV3fp3mO76+rrDNDBHVgw8AAAgAElEQVStIYHRaNQgJ7wpvEy8XDYp2TCxKxthQgnc3d3V//7v/9ZPP/1Ub9++7eDyeNAwPl4RSthKcXd3tx1gyB4NjABjY47QjsQkxjHzOPZQeXeGBRKaEI1Q3suOXp88ChSEkTUu7LX1OBwdMi/DD8yRpKcxb5Qen43H4zo+Pq5Pnz7VbDZrob6VB8obBUY/QFlOMsMblFJPJpMGw0E7GyyiDE61TSiE+Sbsslqt2iGTKBV71zZqrA0/poHhD46qf/v2bTvGne9QvqwP/XIicuarkFmuQzYN9UFnGnLHuH2PfxiTZY8ownKeUQKGn3W14od2IBDMBZo52W+DyLzRK3Yg+pAKO5f87+ox1o/1p4qSnIUdrW9pG2UwWGB7V95JCdPAABlKGrOkesIYsBOTVO1wfPV8Pq/Ly8vGjCRQYQ6UDolsv3CIU1WJMvjfsAdzYwMTnmdV1c8//1z/+Z//Wf/+7/9e79+/7xg674rlPjxToDJ71OwTuL29bUdWwHh3d3dtIyC4PkaPl+xAT5RhVRePt4Ibj8ft1E4UL9VEboyHdWDjnPFg1tceqT3+qmp7Vebz9Ymm4OustRvKAOVMtdqXL1/amwjJU8F/CLR3jh8eHra5szZcu1g8vFSL/1kfe8fw0tevX+u3336rw8PDpkRQJPbufZ8jXpQgvMX8WX/LgKsDUXZEuEBA3333Xb1//77+/ve/d04agKeq1sdpQGcrx+3t7Qbv7e3t1c3NTU2n007kSZ+GqFwFyLz9zpOq9dEcdg6dwzHs57Vx/oXPWMfML2EU4GOvPwba68T/NqrOmSA7fVENvMn8DWkfHR3V8fFxvXnzphP50tefOYwnmq1vVRdmMvyUSVhXVbFYMCneGQvvhrHgYD7K74zl+zm85AhDAsOi7Ehgw7TeJ8J8EF4nuobDYX348KHR4O3bt51n8rnxUZ7ryiAn/Ln24OCgPWuxWHTKflEqeMYIDHCY32kB1ASMRj8YDBS8hRSFhbIw9m5hY70Yn2mK0seAQofJZFJV3aMjWA8bJ/MNcx6Px/X58+cmyAlrmueANYHweI7LWzEifskU/UF35uP3qRumMaZPs3J1kt/RyWKx6Jwca6iKZzvnRo6Qa9+/f1/X19f1j3/8ozkSyJBp6GPLDfnYqUPWiIoptjCv87cVe0YVzqsxZ4wx44d3+d9RsQ2RFTl90w8N2bXRtaEylAYsbijXPGTDkvk9xgtfA8++evWqXr161U6OcJm/ocXntI0yGAgIC+BIIkN3K/Kqx+ftsDhWKP7b0QVC7NA18dWqaklkoJGqx8nrPLkSZYdHUrWObuxh3tzc1IcPH1pl1cHBQfNWGVdWWTn6cQ7ATItCs1GFYV2eS8UXc2YuVd0NSd6gyN8oCNbOexq4z4aY6/mOMB54EPrf3d0175uxQCsUFAbJrxY1/EWbz+ctEuBzK1rmmTxUVS0CpVgARcC9Lvk1jxq2Q7EATfI81tCKzd6oo6ScE/fi2LC2ztkZx7fnixE5Ojqqf/qnf2oHZDoyQcaANu2hW15MNyfvgf1ssO28efe/mx0KNytlDsm0955wtOEiGxAMEtf7PgwB/Oh1tINHlFBVzYgYgoMe6AKjJER5+/v7dXh4WKenp03ebUi99s9tG2Uw0gg42cj3LJqVMtcimAjzYLB+r7RzAbe3t3VxcVFnZ2d1cXHRFDrf2zNz+FlVLfy+urrqeLJmpqpqMFSWIxqjxnCQI5hOp/W3v/2t7u7u6q9//Ws7h4h+8JwoX0SYrQCc0xiPx52KqcHgYTMQNOA91RgljIA9LuP7GBOS+2lUHFF505mrXxgnAmY4CI+K9eMdHqbX4eFhff36tRkF7kOpM8abm5uOkbq9va0vX7482lzJWpN09Vk/5GHu7u5qOp1WVTVI0udt4Y1OJpPOPJkXtCOHxJlQViTOOWB8UUrQBU8ehcXfXn+Up6MzokbnB5njYDBoEe1//dd/tfWG9zHMKFO/v8QQjiFT6Mj6YdhdUFG1PieK+1zhRe7GYyF3BOzLdzhLjgqsnNEbXIfcOkHPmnlMpqGT8kQPHAyKYfR6ZYGG79vZ2amTk5N6+/ZtHR8f1/7+fid/6GjSSMVz2sYZjKrHlR/2QMwcKIOqx8mv+XzeqVThmuHwYbPb+fl5ff36tbP46XFUPT6fh/ERodgDGQweav5dj85rTukrIyWEHPjs/v6+Pnz4UJeXl/Xq1at6+/ZtK9M1HWxY8ViYN8prb2+vDg4OmmKoqvbioMVi0TxiFwAgaHzuJCpCbejPCgsFS0Th/AOQFlAemDXj5Zkk9mlZqXJwcFA//fRTMzjsy7i6umqGbLVatbk5OuLolOl02gwwBgGP1M9ibvv7+22j5nK5bAc6otBQ7uSceCbKyxU8t7e3dXV11d5XbifIOTbuSQjTSVo7RtxLvoh7DItklGI6n56e1uvXr+vTp08NWrOjZegJXjA/MiZH57PZrNGZZLOjSP7HweB/K3vmBA/xGeMCroIW0NxwmqNBDEXKumXeXj6yYb433aCR5cH0Zj7wMQjF8fFxHR8ft0KVjIbcUv/8Xtsog2HlbmZwMtwVMlVdz4Q+7FlWPRCc2vybm5v67bffOsctcxLqYLB+37PhIzwLDiCESThR1kximIBx+ZgOriWiwSPBC62q9u6Mn376qX788ccWupLEfvPmTacaCIWB0ri7u6vDw8N69+5d88Ts8fC6Whid400MBVZ1z/bC07m/v++89pLroRE5FYTOeScrAR/j4b65drlctndRMN77+/va29ur8/Pz+vTpU71+/bqur6/r5uamlcuSeCdR6+SmoxnGivJH6TB+igDIefg91SRy9/f3m/PAM6uqGSEgNdaKPMfZ2Vm9evWqA51gUJ0Y9rs4oBnrbdojMxyb4hyH72fu8I0Tu+PxuP7jP/6j/vu//7s+fPjQ1pkcCfKAMcI48j3NEasT9hhcnguvOp/AulAlhDMwnz+UhrtyiaIO5zp8HA3G3MofGpkmyGJWP+GEIROOZlkzoiAcFXSBYVX4jNcif//99+2kBY5SMZTF2hs9MNT5R22jDAYeqsMyN3tSXONw3vmEjErwNFAuficxlUjc53sNV4DRE8LS8M6tbDF2VuTz+byVsibuClP6udPptBaLRZ2fn9f5+Xnt7e21gwpfvnzZSnvtodrgEl0Y7rF3iGDg+TIOQ0X0hYDgtXI/isFr4DA/YUWeUVUdbNz3IqiOWgw93N7etndFs+ua941g2NM4YDA4sgVj5XlaecJvVmjg8ovFom3gJPnOmuEgoCSdC8AQYqCZW67/aDRq746HxnYuLA82HMyXsTAfR4C+z45R1UMV2g8//FDT6bQ5TnbI7PRkXpH1tsdu5wpF7kMEcazcnyMOQzusofmMPtN4wEfMOceUsLeNl5vlxA6S+2RdjIhYjohieVnX6elpe188Y/K6Ymw9hj8jjCeaEzwO5fw/BK5aC4Uxfq63MeEznyJrr5ySQb8LoWoNl9hbsEGw4s9kpBNyhoRQesAYroyBoRGKqvXxJMvlsuGlNzc3dXx83MaViU3+z8oawwhOOjvZ56Q19ximSkgNpc88rRytaL0m9ON8FIoaqAcDZW+LflC6FxcXbbcyZbCpBHkWP8a5E8dmLFxjA8u4cR5ubm7q6uqq4dfsj6AfjB6Rm/Njju6gC8UP8BJjcaKXZzty5jd8ZQgxZculzMnfXP/69ev653/+5/qf//mf5lSh+JAb5gvtsgiAv+1Yca2PejefIcfQCEPuqj1DSfAGz7DMOa/iSMI5Pq+3edowuCE/3w9v2olCVm2Igbo5ioVTHxgffG9dhTxb16Qh+722UQaDBUGACPdhSJ92ahjKYbajExiMz6bTaZ2dnT1Srigr4A3nRbiOEJcwG8YlEsDoUIK5u7vb3m7ml6CQcMVjMxPbANnIIDw3Nzf18ePHevXqVb1+/boxmRNyNhRAICT2SbTCmFQcDQaDlghEEJ38NLRgoUc4SP4hYBhi6IrSzBczeY3x5Djzibl4D0vVGkKYzWb15cuXmk6ndXt720qAaSgj1gU6YTyJLnm2S5+tvFEerCN9TiaTur9/eG0vJbe7u7ttZz783Bf5kng/ODho641XjeHxycWMfzAYtDJfaGGjzjiteI3vZ6SDvFAOu1gs6uDgoH744YdarVb1f//3fy3S8F4Xy537ozlSNNQGj7JvxHOBPihPn/xrQ8sY0uMnQiaKr1rDZ5y0YP7HsBBdW9YwGvAK8oBT6nJb4EkbMKopySG+e/euFURUVYtO7cAxH/rwONMB+r22UQajag01pdcM8WCYrC6pepwcSoiHxKerSRAmh7x8nqE8VR7X19edZ/mQt6r1eUYOZxEuQ1opJPY8bAwc3pKDOT09bQccMv+qNf4PTDObzZoXzotYbm5ummE0xOQztxBE/oeRHSEwN8OHmVR0fwnDmV5eb2jK7/Qwt7e36+rqqkU+0B+FmeviqIv/B4NBK4eFB1Aq5JcYs3kNCIUNknlKMceAsKaONuxkOIHqSNjRFrQxD0Lj9Drt/VoROVrJsnVHh/SJYvz+++9rsVjUhw8fmtHGiLnyy+OwonN+BmfBPO/yaDtKnp9hKuZieNm8a37CEYM3+6ID5mHapv5wNMd8Mr/nfKrL709OTurw8LDlLqA14+OAUMbD+lj2PObnto0yGMY9na+oWpc5WgG7ssdhvYWRhmIxVm9DwbEWKGbGY2OFJz2dTlsCj77wohziouwNcxgycB6mqlq5pg0dc0fAF4tFffnypX755Zc6OTlp74w2tLBarerr16/15cuXzj4T3r2MIckKGq8Bc3bEwRxdUWQ4wsJliMLwosN5K3jWHBgHo8YxI94QiaftdbXisqPhzwzv8AY/PH74zvg58zPEZ28djxOjgfeJU4K3j8EhikmnwPTH0/fYuQ6ed5KU36yZlUsq0vTOLTeME/l4+fJlvXv3ru7v7+vjx49NVlB0GAwXdpjHrZgNHbNmCU0S7XidkGVkxW/yc9RmxwM6mXaGqcyrjNs0Mx8ZErJOICrhXu7xS9BOTk7q+Pi45d/m83k7Y8xrRp84l4ZqkZs/I4wnmr1WBMpMD8MAY7Bgaf19D0w1m83q4uKieVSDwaCdfurn7+7utlpz4AqYEE/3y5cvVbU2Ok6wEmYvl8uWb8DjcQLUzd69lQsCw+coqPl8Xj/99FODmVzhg2BfXV3Vjz/+WD///HNLmL97966NAwXHmBF+EtjQDMa294bnXtV9E6CFAKFFmbOuzJ+1JG9B31dXV+39IFQkQXeMBEbMSVKwYSpqnKtAMUAvH0q5Wq1ayfJ4PG7OAIbC89vd3W1Gkwhtf3+/tra22qZA1gFYycei2AnKaBYIzZ42PGBoNWletS5DR35ceWd54Pt0upwT8fpNJpP613/91zo9Pa3ZbFZ///vfO3k3onb407kaeAEcn+tRnjZ2Ni7Ql+gP4wQsZkjMEW4aD0p6Mx9g2NTXQx/DrDwrYV7odX9/3yqeRqNRvXnzpk5OTurFixcNWnVlJz9U5WXBhfNDhru+pW2Uwaha167j1SZGCkTg6MIepUNYQxCcOlvV9diMf6KQUfh4SzyXe2BGhNKb1+zduKwzQ24zoaGf0WjUMFjPKfMCg8GgHb3O2VW56ejs7Kx+/fXXur9/OD799PS0CQHzxqN3qWNGRczfG/Ogqz0insucMLbp6eOpmiZV1ZLBs9mslT270sjv1mZt7dlj8NxQGNCb9YVvEGqUVu7dsbEztMU4WDOXVO7s7LRDCXMzo/mSezFojJdxAblgoD0/wzZ9fMW4Hc0Zi+d6505Qhna+tra26s2bN20dLi8vm5PFmsCvhozIHTgKgf6WUdPeEa/Hjg7w2psGnr+vNw/Aw1znZ9AwJKy/4Swbiqpq1XGnp6etUOP4+LhevnzZ7k0nic/8zHQeGTsRrCP157SNMxhWMH0YqZkLJeeQ1Niihd45CoQHbwYlh5fqihBju8Ygq9ZQEYljxgVD2DNl/IyHcfOZowMOKGR8GB4aG/mqHhJoL1686Oy3GAwGbYPY58+fq6rarnHj+hcXF01BYxwMG3i83lmcuQKut0Clx8d9GT0tFuvzo6bTaSs5ZfwYQbw0PFzmafimD882nOBIjGvzlankIKxUgAkZtw2W31Hi73AkXBzgEmfj9gnTJQzB91a87s8eOrSHz6G3lZejG8Zj58UJf/htPB7Xd999VwcHBzWfz9sGP/pzZMp9Vr526hgHPOGog3ss6440DA16volMZGm0HS8cOBs35s51dvz4jDUejx9OUODFaD5VARiafJhlA76z7nGUaScgnbXnto0zGH6PM6FhVkwQZSTTsCAZogMbIShcayUHtMBi4YkBPRCloIxtFByms3PTHnnVeqOaFSlJbLwu5uRNf36t5XC4PmYb5uUE2q2trfrrX//aPj8/P68vX77Up0+f6uTkpN6/f1/7+/v19evXVvX08ePHlpNxspT3fsOoRCFVjxPWDqsz2Z2Cac/VR3ucn5/XYvHwUiKMyHK5bDuzUdjcS0WU8WEMgavLiBZ8Oi4wI9eR5N7Z2Wm0BG9GEbikdzKZtLwKc4RudgTYdAfP+FwlnBLTw7TKfAs87LUH2vC1KJg8cgOaopDstfp/OxvOSbDGnPY7mUzql19+qU+fPtXl5WUz7MwBOnCYIXMmArNsm18M1+XeHjt6+f51GxTmiCzh7DnPxw/XI0esIXLtnBAGYn9/v/b392tvb68ODw/bGnCv4cPMazJuR9nIu+UP/fItkQVt4wyGcdSqLqxUtd6xzHc0M5B/wwD2GBzF2KOj+oYxOPoAU6UvxsH3hqxgEiCOLJ/lnsRxq9aVWODqbPRD8NkFa0/NyTzmNJvN6vz8vGazWb18+bJhq2x043uS4tCUN91VrY0Big+l7deIem2Wy2U78Rc626Bwjauerq+v6/z8vFarVTvbyh6jPWqMqp+HsDsag66uNMI5IKJAOdq7Zv7Ol7BuKC/DBHZkEsJiHVC67FaHfjyTeTpqsWdOI/fCM+yJQxd4JPMUKSMoT/M53+OQ8eM8EGPe39+v9+/f18HBQX38+LGm02nbae93ddg425O2YuYzFCbNOQZ43EltyxPXsf7kOuBB7mHtMCoJ6UFXDDprhaE4PDxsR3twQkRGLvC3E/Y23i4ccRRrY8u1lq3nto0zGFYGNAuBmSqJyT1mAkJBf1bVhUrsQRqSqep6eGYCvs9jEXyOD16EE8sYIRsPY6wea5YOG392/oDkrMN6ymlvb2/r7du3LTzmHK3Ly8v6/PlzO96d+Uwmk051CGPBU14ul3V4eNipy/fcOaSPuaGos4oH+lxcXNTl5WWbH1VCVszGvDHCeNz2Sr1WFjzzj6vJgBds4MCjWS/WBeXpSJCXUbE+5gNaH+/ZYLB+Vtau9HNE3VfYkVBUwp7+34rXSot5k5t7SkkZJtre3q7vvvuu7Rs5Ozury8vLluPAcOYeDOhpfne0hozbyEBHZBU5oh8csqruC69wFJxbcW4OejiJnlGn91QcHR01A2LeSCc3+cDVdQmT9+U3zNN/5jB+p83n84bNeyOZPQIUbFZLVK3Pws/PEAIv8nK5bILLngk2gcHs9M91KD/DXG4wH4yYJ5oyLit+MHwSsVXVTpelP36Dr2MEqx4MwMHBQQ2Hw/ry5Uur/Lq+vm6VOoeHhy2i+PXXX9tRIx8+fGib3qoemPju7q5zMGC+KbDq4fWe4LdW7p8+fWoR2mw2a+/KcP0+4/a5T7xrAeiLNafMOHMUGBErGhLCePJWFum5AT+5sgrFTIT19evX9v5wzjHiWhQGzoBzFShh+MTnYHGPzxFDaVatFQyQJPOEZ1ypwzU4C1zrSh/oZqNmw+fcRhZgDAaDTgkoRgY6o3SPjo7qxYsX9ebNm5pOp3V3d9ccEF7Wxbp670/i95Y3yy4y7TyH4WigL2SIdaSPjHJsXJxXYNMtUShRxunpaStqAGbkPvgXZwy5d6luwlWGqU1v+oSXjHykw/F7beMMBgviUN24okN2vusL6WlmHnurKDruB7u1YLKIlMHxPmxXenicNB9CBx6OwPFsxoRngqEDdsocgg0HoS0CbUWCsSF5jJcE7PTly5eWG/jy5UvHyDFn8ioWfsaPguTARtMLCGw4HNbXr1/b3parq6tGC+aJofCz7RywJtxnvJvrTBsXPHC/q4VQpN5nAe2McdMnHrfLY81fzKUPSqrqvveZz/HMeb69SQxHRhkurcWIwgskVp2fMC+k8mR9DUExVvjKNHaVE58lNGxjROUQvzlcb7F4OA0BfkAO89h7R00ej42mx214KeeZSIQNFIaBPSWMGdh5d3e35Zx4TwWGlvyVDRnP8H6gjHQTOcHw0Ww8HUUmqvJHbaMMRlU98gJsgd0QGhPdi+cQ38JjxWhYyMbEMIb3P9ijxXgZGqrqnqgLw3uTk48wcJIYyKdqrcS4j/5QsChz50bs2ZOo5PRSPCE2YbGRjwPurHTxhhkDz4TWGJibm5t27De0YEPgYDBoypZrUfgodEp58e4NMVjAuZ71cl4lMWj4h2aYwolYK3tDiihsaJGwkT3tqrWi9ZvojK+jYLymRB3eF4ITgdHyyQHM206OeZzPMXKMi2c66nCUYaULhGP62ZHwPgroZ2Xrc7EwIChlDB75Kc78Ao7EuaAhMzhZzk1ZXg0tek1wpLg+FbNhyJ2dnRbZHhwcNNru7OzU3t7eI8fTDtz9/X1zJNwyNwEtMUbwL1GNHTEba+uiPw3GEw0C+gx+h+z2HFkM1487uWTlg8KyB2Yvs6r7vmCeC1ORKCUsXa1WbeMg98KUW1tbdX193VFKhhwsqGZCopLd3d0GA/llM8Ba8/m8hcwIOe/tBuP1M7a2turnn39ux4NcXFy0PAOC4+SmxwRNXD5s+Ofnn39uho3rCcmp/LASdkksSiMTswigsWcrUQsWwgQP2OPPpDGRIjzBfIGmSJRiLA8ODppCRjE5f2FespI1vGJvEaO1u7vbnud9EX4WiXzGTf/AW9AEBWTjBk14Ln27WIR1QH4y6jWm7ujWfOEEMXwKzTFIQGaj0cOb/RxBjMcPmySHw2HnGHNXM2Kg7GTk+ua6EP26ucDBxpoNdsvlsskQ8yaiBJ614+eKR3jDzpAry3ByWIPb29va29trOoR1JXI3L9iJfW7bKIPhhXVL+AZPy3XZXGeF5zAdIWUhXKdtPNTGqKpalVLVeiNe1TpfgvcHw3KQm59vITY27XkaJsCrd722PSwr+Pv7+1Z9g/fopB47pT99+tQ8f5gbnBYh9IY8Qw40mBzhuby8rKq1wYS5Mc5WqswNmmCEF4tF2weCIh+Pxw3aYl5pbL3u5hk7DuYpQyvmqzwGBMx9f3+/VZP5ehQU99gIDQbrdzxDT88dg0GpacIxnoONKuMHqvTmxD7Iw5CX6dAHkZg+2afPnuJ/GyPuMeznxDbev6N2Y/lU/JE/gK8M7Th6MW/7WVVrSHc2m9XBwUHnRGr0xXD4cAYYvO0cBs9zBGaY2TA5hoc1Zm6GzI1yVFXHGPEMnuOEeUa5Nj7PaRtlMIzRp4KAsAi1T/NE2SBg2fAKwH9TOFl0e54kv6gGAstmMWEg95elt4yTvqlLxxj4fu/W3t7ebjkAoAzelJfVI+wVQTDxkqEFAn9+ft4UHGWePgsJhr+5uWl7SXgWkQ0R1dXVVXv/BHODvsydsWKQUaR85vJXkuNEb337K2wIEEYbAAu3oyXWBUgPzD8VGXyUTokVtPFsxmPlRUIbw+ux8j3l0obCrIAZk2E6ZMG87WgOTxiHBkVlB8MQhyMAaGR68D0GgqIElJijQDtBdrz4bWVYtT4Q0tGzITk7dYZtbHyq1gUaPJOxIisc32OHyBGOX6tqQwCtPO7MR7D+dgKh2Wg0avIIbEUf3GfDB8TH8wxFes2e2zbKYBiXzdyFDQb/+zvu5X9XGlipIwhVj/djcC/Mxxkx9nx5PgrUysd9oGi5F0HuU3IO+zFORAZgrPa0YTyUqwW9ao2XE9qj3MfjcadkEO/O3rDnSD4GWjFWJ2oZh711mpOl5ILoxwqKt5bRGBeGzMrIY3IzDWkYZ9aU6CHzH4Y3cC54tqOVxWLRIJxUyKwvvIHRcOS1v7/fjrlmTlTY8H8mwQ3LPpXPs3cL/Yzv058NnXkQ48h60I/3O9mAwzPmufTGqx5HJCkDKEXP34rZ8/PcM3LKdXQE7vHThx05Oz3QCx5xfsQGxXPsK5JxjshjzSiM/vmcuRiZ4P/ntm/btfH/eTOOagtvBrKh8PdW/IZ3HHqjbMxgCCn19yh46q1dKcL/GBKUIM+1MeH5frZ/SBr6HqAoqkn8XOPWVsR4S3zmZCDKAC8KDxd4Do/YipzPEDK8PJ6NsvTzrLAwlIaiHO7bSPG/D1A0xGfIwPkBG2EbOM6iomUJo0uZ7cUb+jF+bz5zbshwXubBSObzY3hpe3u7VZcZhrLhTeXqBKrzIW72zsHxHWng7XpHsSsEnaPIHJbhHD/PBiIhFWTK3jLzSKfC18DT9APdbMCcy2PMwDYYZnggx+0x+1nc69yUeZ9rrbihJcUn8IXHzn19Bt6wWH5veuaY/6htlMEAGjCmaIwPqMKL6hwBzYrBnh6QB4zF95QEuv56d3e37epEwChZxVDY20Z5ELrDRIYbnHDf3t5uL1oCzweS8iGJL168aDtMUVSE6cBcMLo9ZwvhYrFo88FQGBai2oO/d3Z2Oie4cg90wYiNRqOaTCaNFigYvFDWczgcdjbCQS/wZHvenCNlpTYajTpwIPdDx/F43JKXVIClhwkPcB//E3EhmEAIVdXe9w1kyTra02aPDglaDD30dV4uIy6/j4MGHY2/wwsoNhdYON/gHArNkJ538Vu5EWHaODm3kdCp702j7CjYRoq5udAincPMsXg8liWNcJAAACAASURBVB90AsrWRqaqHukQ7mHtcfxwOBx94OzYYNj7h9YYCyMZNsyOQDw2j8Vz5jmWYdb7WyCpjTIYMJKZyQvJNRYkFjGhCy8wnhqLW9XdwU2+gr8RbgwUChXPwYKfXp9xebw3xpYLj3eNEDpZhnJjzj4RlHk48W0hTcgGuIgjl62gmJNzGhamjBTsXaP0GZuThaZ9X2iNUqxavweE660kvfYu5czx8x4CaM46O58BbRwt0QdK0YLM2O2JOyLp6wtDwnESKLWdnZ2aTCa1XK7fDe8I19EK2Lb5OB0AR2M81xGNIwbj/I4Is1/DYnzOvBOKSSfN8mjjxtpZCbKm5q+UDTt75mlDU6xPX1IYKJBrmVPmr/je8/I6P+XtW077xu516VsLR8sev6N15zGe2zbOYFgh9BHeBsTKAQIbGjFzpYdnD8WeGkxAfqCqOh41CtUerENQP8/hPp8bBoGJUYSMEaWDB24vAyHjJ0N5e4o07sEQcD1GkVeMAm0RTfA5c3QCEjrwY08ahcp9jMH/5/jsqSI09mBJDho+NM0YbyZ9vf8jIUInOWk2tobHzHvMkzHRDJHYoFc9bGI7Ojpq9LSB9/Mw7jZQNCtxP6/qcSTr3AU8aDr0YezZT37G33xnmiamb2VnWuSYnSA3D1g5G46kWZZ5fho1Ox4JbToaNoTmaIrr6JO5WHf4WXzvyIx7cw6mqSvRoKlp/C1towxGVT0idlU3hMPzyhp+KwOExAtmpoVRWHx7iM4J2PO1QeF/RwAer4WGvrnPB/cZ0rCXX/XgDR4cHLQkq/uuWh+tQXMproUaY2fhZuzkMw4PD+v4+LhOT0/r5cuXndwNhgTapmfuSo40+Bg+aGSj57xMVbVIxdVi4/G4nSI8n8/b0ROsDQYVuIp1QzHai7VRMa+NRusXW41Go1bia+OaGDP3DQaDljdJZwZjAh+ykziPOoEf3YdLSa3s4Vsfbmfl4pzIYrF+Qx3r4HyWoxQa68l4rKysQBkj10I7vwTKEXGf0mMM8LBfVuZr4BcihlyTPq8fg2sl7dylHUxDqY4oElKGjx31EkmyDkREPmPN0TrPdt4yoTkblz7e+6O2cQbDGLEXJ5Wy4SXuS3zWSt7Km5ZQiT2zVHT2RL2YRCPc7/HQUEr2SB32MxYUnqEve4L2WJfLbmki/boOnsYziD6AwohudnZ26vj4uA4ODurg4KDjvfmdIxni90ULXgMnk2kIKMKZeLjfRsb3RD2MKaM2b04DzuFenoVS61vHhBX8vZUP0RXr6XyC1xWl6co3DnVEqdihMZ+Ag+e4uM/jz7ydYdjkAf7v4yOvqSMQKzN41cotk72r1fo4Ef52uav7ToVvhZvNUC1j6ItAkla+drlc7+o3j7rvzCf5WjuUyCWG25E+NEMfea0Mp/c5oMBr6VD00eSptnEGw+Fs1WMcO6Ef5w76oJ+q7imbLmkzExsCcXhshraiQri9SYrfacw8B/BYmJXvUQ4YDio8YFS8KzytjMAYTzJ2VddDM4RTtU7AHxwc1GQyaVU8qURNd9PckJQ/5/6EEjFCeN+Gsoz32wurqmZIrJCJPB3NEQ359ZbGo7MgAbqyjqwL12K8DFsAR7HzfTgctmNQ4D9Dcbw/gWeaJ83LaYRZB+bntbUxMO+4KMAG3vCLn2n+NF+lQrcTlpVOjJmohAjE83HSOvtOZ7AvouvLE/Q1DG5GwYyBex0ZZeK+al1hlXkjdIWNao47oT/TnDXye0HoMw1hH3z1R22j9mGwQcihNDkGf+/FQxjs9aXRcTiJ90OYOh6vj9Xmb5fjeXOQPRYEGJiDPtmhzPEEw+GwKa/hcL15z/AOim44HNbV1VWrzmLM3hCHsjCT22Px2TY8g0owe/BAOZTRUhU1n8/b31UPb8H7+vXro2ohwzhWbAlReIMiobqVtj1b2nA4bGf5+HkcjeFkqSEt5rpardoBihhfOxxUsrCHxYdD+pl2SNK5gGf8/g+ebZpwWrAjVgydeZRGdORIA2OIwarqJk3hMT7P/J3vYy42DClP0IkNpFZ+hnXgaZdRY3Scm4FfkRHGAy+Tl2JsVdUgNMbnXKb522tqT9/XIXMYOqLXPCmCxtr4rDacBt7RDq04xofGxs2MOkyLvmjJ0S7j/5Yd3rSNijCMaVZ135HtRLOJ7gSaBTDxWaABKw8vDobEdfzu04kuKw3X71etDxW0h+IEm72cTGhyP2OzUGOgsmoCD8lJZUcQfob7XC4fzs/x5kRvyHI/6TF7jZgbSsWeLlEDeRvGxzUWEubAPB01MB5XUmXOxElvPnPdft+aulImI1pHL1kFxvEV8AJGzOXcRCTQOOFQngFNPAba/f1928BpaM8KLpPY0MTQBmMxvfogmIR4zdfQy7ARhslVVPz2nHA0DKv5uV4LvvfYDO/53kxy2wBZVh0ZJgLgfmlOjjs6sbH2GhoOzrH5OsOJjiYyioGH+T4POPy9tlEGI3e9wqx4+Sw0iiSxPn/G/ywUCVz2Yvg+ruVzJ9T7EnZcT7PiwSi49DTxSpr3GRiigjnt6XoeCB/NHj7j9+s7vfHOSgr4B8WQ1Uru33AXxsSepBW34RDGbzpQlWZIBINgCMF0yvWyp+v1sKJwohP+oR9HQ1n15nE735MKzBGIK8cMce7t7XU2hHqd+xRnQiQoGUeXHlsfJILh9zx9TcK6rIUT8jybdTY/Qk+ugf6+1wYqN9BZ1uxAea2eMq405wgcGSWEZufD8/B6P6Xc+U0ERe7CfZnurE+O1dd4zm7p6NhB7csVPtU2ymCkQSCUrFqH6gi+PR17PAhRekHOD9hrMq5KyIlnB04Nw9mzTM+exvVWqpx468b9NhpVa2Vq7wYIh3dIMH8buKpqiq2qOqdyWukhQLxEyFCHoznoiqG1UUTxET1VrY2zq69yBzpztZK3h8oOdLx21s/KkTWzV41Ac49P87Wj4bG7osyYPAaPDYp+9zjvQuA58CTQm/MyGEC/k73PGLvownBeRl/mdSfFnUeBtk76QjfGnobPz1ws1u8JT2WZDpsr4yyz5hvG6Q2D5Lvs5I1GD+cv+Sh4J5S9oRZZtJFwvslKPGEdy5UVOGPm2egPxmb5Yq4+dNKRDA3awt+G4oyceE1t9FjX5XLZTsx9Ttsog+Hw0N4MStRJa663sKQHmCV6hjXozxginr69HVeCJG5vpq+qDtyVO4hhLMNbVd3QHVjFJXjg8YwJBkzlW7VWPmZs7rP3aW8fz9gbDd0v3iEKwx61lZoNCvNy6WtWf5nWKG9DUzTDMKaZ8zP53WAw6Ly1kPVgTXM3NHTOZggU7zH3XtgbhCfJXQD38Sxj5/C5jZ//dgTlcdjjz7wBY87oKqNh922P3PsBGK+9Z64z77gRrdmTZ20dHSX/2wjxmeGdzN8w9owcGIOjAz/TUHZV99TjvN4wHodX0jKyYN09tmypB9LY9lX+MZdvyWVslMGoenzufOKz9p7yu6p65KG5DO7FixetvNFVTTzTVThumXdIaMRwCIzg4wdoCAIMQERjw4PCNLTD+Oh7tVp1FBIJc8aIUcx8h6EyJyxTcVg4cnc1ytZCb4Ppih3utwGy0TFERBuPx51nOgLke+jsqCD7pjLJjgE0sNGvWued+A7HxGf9oPyIKlg/7rcB3NraqsPDw/ZSHiuDp3DuLIdmzFY+9nrN+3wHf7IGdhboJ6MP84a/T9lKucjciemREUnyFk6CHR87MankLS8enw3T1tZWi5hZQ8NVzk/a2GKQcXq874VrnTtLo2WIKmlgo+DvvKZ2pIyMOJ/4FCze1zbKYCAMeMZV6/JXNlRVVSvZQyknjkmzsMNYR0dHHcUAY2X/nH3kDU+uVmJseIlU21RVg5rwFMwUXGcM15iq4aDEY6uq7b7G88Gb3d7ebl511eMXEeHxJ7QEzIZRdcLN9PQ+CH4nvYFy8ogRxosC8fk8zA+FsVqtOu+M8Pz7cHY+N8SHsFJpBi/lngD6RQmxnsAjvJ52OBy2Ci+fj4THnwZvMpnUy5cvm/FLJeKcgZVzn5cLNOuqKviaF4NlgplncS5XGij65f+7u7tW3YcSdPTtSIPxWRbgdZ5vZ8L5C+co+Y1zaGXKfOmfdUHx25Asl+uNjqyV0QY7EwlPAZvd3983pyudENPN/MZ6OTrOSq+Ezmxs7IS6BDkNluGv57SNMhgocBQATGEjkscHoITN4FVrK859MFEeY2H4y6edpmJ36SCM4kZIj5Hhs6quonDCj+cYakBxo8jTu0Dh+iBGnuWdp4ZtGIOPnMDIGue1YNK3DZqFqC/KsnJAgLg3cz59SWY/yzkfr7nnk30wX3uMViyMMRsKnDVk1/xisegoXPgwk7P2BG24MwmK4skchaMA06fPgNBPereOAuxopHJ283dWVNAqvWMbEzsMXO9+fW3CbjTmajTgj5pzIEQxNDsShqzstZvmPNP5UO7Jo2q8fvTv51vvuOijL8IwvYgCU59kn89tG2UwqrolpPzGW0Qh+ETRvgoHmN3C43B9d3e3GQ/CYyuCvv0GMJmZGoZJGIFkr0+iBT7KBDP9pBFx+I1X7EiFqMIet6MH3qzn56FkYVBeJWvP2R404/B5Ulb+lLEydoyeIxQEyPs/iCK41tVoNjBOmieGvlgsOrAcvIPAE+HgeUI/ckskUy300CU39xnusTF1rqnqYS/I6elpZ7e8+6Bfe6cYZfjI0RI0twcPv7oZruQe4/vOaTFPxuTkPDIDzyf8QrMhYi2cmHX0CO2q1kUCyBrXOKJIyPcpJ5Dfvt7OoGlAc784ovCa91vxvf/3eIwwOHKnsMB5K48/6ch6GkJ8ygA+t22cwchEtSsvhsNh5ywcrjduae+B753UwnvAo0JQnUB3aG+Pz2Px+Mz8VlpUyBjPzE14GIRUIk500mBwQ0tWgIY7nKex92gv2ZUcHgO05tlW0owJb92M7khjNFrvBWBMTqg78Zq0ZF280cprCn0wDFaWKAtwbf/PtVZOzOf+/r5FlKwlDgA0ds4lI8XR6OGYdm96ZFz2dG1k4El7t44qDGegAG2goZWVshVVypBLrVOJ2fu2QwZPwkPpNHk9DfGx9nba3DI35c/c8nvzKPO1A+bxJf3s6TvCzsikai2fNiQ2hLSUH+e4+J3OId+ZhzKflHuHnts2ymAY06zqRhv2fFDuZhJjiZnsoi8YZDxe7+423OXF5nsLQlW3vtvKqM8byPDWUIsTeWYcJ1Bt/Po8MAxkes1WmOyMd4htJY4SMFzTJ+A009y0qOpCLn3eXe7i9bVWmhhue/5eAyfuTROe5+Nd+NyeujF/1p2y2ayGYRxEMzwPTJxrSLJzhDx0RnHawNnrZ85WXE6MV1XbvMfYGT/Gw14vc+pLqLv/lC0bAedF+pR+H3xiOiNPhuwSjnrKUGRuzE6ax5FOIWPimVbkXGNHz0bFczM8hxHAUNgQpjPLWOnXSWz3kYYqdQvj/9NgPKPZ832KYF5gfiMA/owFwcgAiaxWD6/KxDN2hDKbzerq6qoDTbHvIT0AezXGm7PaA4gKQUfZTafTliRPrwWD5ijKUIuVK94/GxIxSMyZz5fL9U53aOY9D4ZbDOHYo3W47zWy1054jzG2oUuYxftGUK7Mh/WjsIG9HdAvK8FS+KC3YSmO8ri5uanb29u6uLio+Xxel5eXzZN00pb5u1SaufA8Ttg9Pj5um/SYjxP3fAZvJs1QqlaW8JK9fHJk5gHnzJwshn8MbfIMnun+UYo+7aBqfY5XjjWNnK+HR1wUAg1Qmuxx4RrvdUmvnlwDvGyZyaiVOTkqZl0Zs3WHDYmdSvMAeUNXWg2Hw86rfCm6MP/RFzLcl2/l2f4xv/RFXk+1jTIYKItsEBYohmutJFAkZnbj8ISAo9Gojo6OmrfopJOZ0gLQl4xLWMJQQFaDWHGRz8BA+Tl5PAZK24leQ3NP0Sv3GfhZZmRHa5lYzcPjoB3zyAS4oRaMhgsKuI7xYDAycZ3JVOhMtAA9UEiOuLjPMA+Q3NXVVd3e3tZsNmv5ndls1oyb76EvRzFWflVrgzuZTFoJLco09xBk9Al0kc0QoD1p88V8Pn906qrnDp3TOGXews2KCnolnGKl6nnwPO+h4rrMR7jZEHvu2be9c+5L1IC/7cD4t//ui1K4Fxo4/+Px4QR4je1koINMl6cgJ+ZjpIHGWvP5c4oBaBtlMBwmJs5atbbaZjQLJJYcq+4qI8LJxWJRh4eH9fLly/ZMvGWEhesRaitUe4JpNAwReNG5z8lcnmXvGIXoPrwb3H2ZkWxIYMbBYF2OiYLyqat4XzaU3uzFvP1M6M24nD9wToPfhiS4znkEfgwlMT6vKevE2lgJeQOjYZE0/tfX13V1dVU3Nzc1m82ad4uHCN8Z3mLc0N5wXFW1d3Szq71PyTjPYEUM/GVcHlpZ0XC99/QQDcG7rA/PM9xnJYhSxNi6f69RH7yakJA/z/usxJlLwjfM1VGOFbI/Mw/aKTDchEwkDdJ56IOD0sh7TegX2JI50Xwcf8JciYQYIuO5fG4+4btvNRZVG2Ywsn6ZHxTJ3d1dJ+Q3BsuC+i159gpod3d3tbOzU+/fv6+9vb2OUNNv7seYzWad40JcQeHKBowA3r8VM0aM0leetVgsOslxYAxfh8AZl02vnnwFQuFXzrLLOXFq+rZS5pqsPnKIT5Tk/AlVJxgeV1Bh6DEUjJU5MO48c8ivxYW2CK3plTkNihqA/SiT/fLlSweSYm5V3ZJcG0PDDVVr4d/f369Xr161zXlVaycD2hgi4tgL6AN/YtAMkTAeeGo0GjXeS7gC5eiIC+PUp/jTYPiZdozsCPi3oVj65wifvugD3sgiDnv0OTbmbCjWStfG1Pe76myxWHQi/YQGcV5wqNAlHp9paNm+vb3tjJ1qxdls1vp3XtVGtQ8ZMUzVV2DQhyI81TbKYGRYTbMHkaGxK5vw4PBaEyc07r23t9eJMmg2VMvlsgkqC+hIBUODYsCLS+UME6NEuN7CnaWrNoipRFAQxq5RauQ/qqoDHxnmQAlbSWaY7lI/PC7oY6Vl2MH4uQWK9eFvRyaGvejPCsEwGs/gPkcnhtTYeMfR04lXI5TcZ9pAHwQVr9XQDDkjjIUhPtOJvz1m08SeLevAemeCmEouGy8rcdMXOvadt8ackz8Zv2nhOTlCcITv+WSlITRIL9+euBUkczRclxGvlanX3c10MQxqOqQTBI9lvhR5NhyaBp4525D2QZEehyMK92mdZTj9uW2jDIYbys5W18rQWKtDbwuqoQQLUtWDEB8fH3deK1nVfVGKPSofQgeUgbKxAkfo7BWkoQCWsldhT8bHaYxGo5ZYRSHf3983j87K01BPVTfxizCYBqZdVuYw3j7DbejHhQN+tuEc6GgDwz2MEaNl44Xi8Tz7dgsvl8vOUeCOIrye9On7UcLGlfmfObuSamdnpyaTSVsPK0yiE3guE8HQyLyII2Ej7ufipHjc0NT5HidfUZR2XGwMPC7/7fVH1swDpmFCXx73UzCS6c99vt7wsRPh3ljqKkLPizH7OX3nwFne7MU7n8HYHMXBv2kEbCjz86q1HvM6ZOI7nduE4r7FYGzUC5TMsCw2hCOsRYkAf6DsESLCarwUW36YhgXY3d2tv/zlL/XTTz+1BOhqtd7hjdfv3b68QGU+n7f3TaOwMAQu60x8F6Z+8eJF3d3ddRQMx0/A7EAujiw8DntQrsTY2dnpvL6VPIhD9qq1UGSuxhAV8+V/xpSRB30Z1nlqh7bXlXmMx+N2PEVixeRjSOZnhZmra7z+KFuUZO7ZAMqkkgz4xAZmtVrX4o/H43r16lXbkJm86/0LqQA8Z/jYTkkaR9YK3gLKsxHxMSDc43OPUFTpQPmZnqPp7fUyNOKXYNnTdyRio0Z/o9GoUznHsSamnxP79MfYfNoyLaMBz4fnsS7QizXmWvgCHhkMBo9kx3nTdDxp6CPWZ3t7u/UD36YjaX3n9fH/lrHntI0yGDQ81778QMJMqZRgHHtOVf0VKFVVh4eHNZvN6uPHjx1YwyEiDAzDwhhZS5+YatXj3anL5bJBR2CeMCwKL70we6Pp8ft/J5btldOPIzUUZNX6bXZm2DR09jTTC/MY7S3xuQWUtSAac4SBYkJ5gN1XrZPE9/f3reLLkIKhQvIDTzUrJ3JGhoVSQJfLh93uk8mkDg4Oand3t5OXSoiENTTvel70ae8a4wUf2YsmcnOugud5l7fPprJyGg4fzp3yGV7wMeOZzWYdh8ynHeT7aFB+ztExFhsBP8uOGnxnmUJZM16cBEfbmehmjln9l8aY5oISGxjW3VCg84aWseQN5Mn9z+fzdo4ZfTmasVxmRJhj9rOf0zYSkkpL7LyEvbGq7u7VbEl838P129vbdXJyUi9fvnwUIlatMUcgKBRFHqNBc3jrvEom7xx9GEOuemBKXlFqb98wlXFll94ydvq3sqpaw3M2Lqa5/6c/f5cwmI0F1xMV8SwbBhuw9Gi5j2csFuuDANlDQVnsbDar6XRa0+m0QVAUJEDzPijKc3JUwLoZ1kBBjcfjlrNgzvk+BOc7ct8D62qYytVpNhooVkOkCUFB60zEOzrhfxtOK21yHOkxG+JyAphnEG2b9zI/wH2ZRIY+TvqbJx1B02xkPX/nFpBHX2NY2TA2tEyH0vJuJ4h+nsoveJymc57b5etMT+iXuSPGm/mmP2obF2EYIvGeBBTRbDbr5CZMfCfLuBcce3d3twmBvZMXL160k0Wrqs7OzjpeA14TcIAN1nQ6ra2trdre3m4QCR4wFURs/AOiQalVVac6yOO5v7+vvb295tkiZNvb248MEN46yhdBcoKfiAaFhKLE40RAnOOgP8oFKR10VDEYDOrw8LDzoin62d7ebp9XrTf0sTZ4YtDTDkHVOqL4+vVrMwLT6bTdZ6XKvG1oqtb5DejFHKhAQ2FaedtBqHpwLqiGSkjUzQYiIyboRr9bW1s1nz/s47i5uWn3GTqs6h5MaVgtq5JwCtKjN20MrSRuTr/2dk3DLOnl3owMgI0yz2DlCBwFTxLpQgNHR4YnGadzdzacqaCNCjyVX+HZGHkbIOZ8c3PTomRDZuY5+oKubPDjM6MgrB90hCc9Lvrl2qeMT1/bKINh78CLV/V4C39Vd/MPGKKttSMVJ3GNNdL29/fr9PS0lstlff78uYPT4uXABK4G6gtRb29vHx18l5AM/WSyjeiAxrPt/Ru2cn4DhQ0dM3rAg4eR+RshTBjHRQb2gre2tpogQVNHIl4rFAoeLc/k6G365t0V9EtewqfHepOT/zbM0wdDmJYoT8MZ5hkLOpEEu8z7PGAiAPrlmYaBbBAYB+tiZehSZgx+KhOeye/FYtEUlNfQxisNiA0Da8S4fVwORiENpI2N30DpvAc0sfx5DMi3YSbWz/kPK1/zIX3aSNpoJ+yEYXA05siIeTIWzxl5xWDlxtjkO5w898VvjGbC64b56JP7cv1/r22UwUij0KeM7U1VPX6BkRfPno2FAiXhZ25tbdXLly9rMBjU5eVlB6PmOi+wIbOsNMGzdijN0engzC7rhDlgYk7TNZxBdGGs9f7+vkUKDrstDEQ3jkSYh5Os3IvwOYoBw+7LUVCTzjyNrfM/XpJPJfUrOX2cwmw2q52dnZrP1+9Ayd2wqQwQPmiQBgMYibFivLJPj92GwvAh1xoC4TM/j4ZBdpWOn+lqHCsIR3/ck+eBQVdj906ues2c82HehpUMGbEW9r7Nq+YX+vK90MAH9+HcwYesW19uzs+w4SLSSgVqpyYru1x9x9ryue+1Q2a+Yt52KAxHGuJl7M7V9I01YVzT0n9Db3/3R22jDAZK0AksGt4Um/gceWS1Dv/f3Ny0jWWz2awWi0VTsDSUMgt/cHBQp6en9fnz56aQq7rhp70PK1mEzklCh9w3Nze1u7vblCf3ArPBlOPxw2Y2vCuSaLPZrIXyCLLfOU5UZEWNIKCgJ5NJe9b19XU7nDCrnOxVOSoYDAb19evXurq6qv39/RYRkGOwgoPZiRSAg4BpqDYbDod1cXFROzs7rd/hcNjZke3jt6u6eD3KxMbP+LWhAkeLGFoUJrDfcDisw8PDOjw8bPQxj1pBZ77NvMrziexQVk6006hsg8Y+2HA+n3cq6ni+YUOaT4nFA4c2s9msVXcxrsyrZL+OqLMoxOvAmlo+U8HneHCqrOQTqiRKYxzcYxm0bHpcjnI9JsZiRAJYKx1J05uKQb+wyToIGXT1GtE4/GB6sFZA5tAhHZM/I4xnNLyvqi5hrSjsSVQ99q5p9r7sBTvywMDg4U8mk4adV9Ujj8VeAAJgL8W4uMfJOUbGMCkxxHihhDEaeOIO88nNuLx0sVh08FHu8cZDKrPw4vl+b2+vQy8ncZmLE//O2WAwEGoEDAXDezeIFpw7QJjZN8H/W1tbHfqnsTDO62u8BqwD9N7f328l04zTkQaCv7Oz096/ghLr409HtuZPaEQuow9ONRyVkbCVkdcBBe9EKfyRhQ8oRzsDGKm+SI3fznelN+414LcrnpBZ5zYMsdCHacj/eO7OMzzlWcOfNrrZr6/lNzS1w+j1qFqX71d1YSJ41vnTPppkMUCfsk/YjOv65v0U/z3VNspgGJbBW+ljGkNAJjrX0w/HUxC1sEmPSg8iDzP2zc1N7e/v187OTk2n07q4uKiqqr29vUc4J4LB32C3MIT3b+CpE5ZnGJ+5GMaEZ81nGAr+x+AgoK7QQTGen583OOrs7Kyurq5auGyBh14YGCCh+fzhRNflctlelONE9M7OTnvNp3esM1cMHh4jBshHvvCd381sB8BepGnqw+BQ1jyL5uIJ5pqlt8AoOzs7tb+/X5PJpLNWPK8vgkHJ9FXDwY8ocHjj/v6+nb5rfiaiwSB4zBhm+vGc7YUzf3u8bDR0OSfOAOdgXV9fN75ApngOc/Hc1awibgAAIABJREFUGJf527CVjYr5n2iPcTjS8T3wd0Ydrrjznolcezt5mU8wDRwJYVh4jtd+Npt1IgmPz2sGf9AnTqgNnHO0OG0JvUETO0B/1DbKYFgYIT5EdPKMa0kuW5Gnd+V++Z7Q0xUIrmSiegnogpAyhduMicddtRZuRy+GaHieBZEdyru7u+3/29vb5mEA6/hIaDxiqm0QWIfvVGYxXowBzPjixYsmsCgOvqMqyUrfITfXedOc145ozjSDPsbeEQp7gTQrR+aQOSOUoz12hMzRX/KY81ooqP39/XaKrjFse+ipNKEFc4N3TBM/mz7tfPCZoSRDTzl/Qz/QGSOE8jEdnJuwwwIt8O5ZX+9Md/RlmqdS5Dt+UwGUm3BNF4/LCtWFHczRdMTwJl95DK78q6rG5zzX64GRAJq6v79vmxSZu9ciDYNl2zCnx9PX0BU4yH0RyZ8Rxu80e+8oP6IBl/tBWIjpEJXF90IZ9+c+ShphAA7Fw+ve29urk5OTOjs7awnTFBCiCpfuwVhOiFrorOBcCowStXJD4aK0jTdzz2KxfkUmjEquhO9d2sm95DX29vbq9va2rq6uGq0pD67qnvlD/qVqLdT5VjIzuCE8e0uOBqy8EWiqkmxM+oyDecHJW5pzDihAlA20Zt2JMPqEtg8GQSn6fzsrjBe6wB+OcDwH5msv1nPwxj4r4b6qPefDDC/lWFgXojrWwsor6WHehQf6YJa+KjueafjO6+prbdT8bOTbzqQLGbiXuXpcPqrD6wbfAoUaVnNugXkTISEXyJYjOMPffedj4TQkhOq5fkt0UbVhBoOk9Hg87njsVd1yTtdKV3V3PGepKkII802n0/YazeVy2fY74NGhrOn79evXNR4/vPDo8+fPTcFUVTuywN6FvVDDTbn4JDGdCJ3P5w1jJ+Jw7brxffIcMDCePoYC2AfjsVqtajqd1mQyadfbA8SgONGPgqI/jAUvmeoLne0hM1bWLz3KrNKyMTZujBCR5/E9rLONsa/DQBBR4jnjjfsFTQgvifqqdcWUk4+ODFAkrgoyZMF4vH5AaRgBTtxlDo4uaLk72nOH9x1N8kwiEWiUhgy6A7dk3pBrvQeHaJTnGRrDSDl6o+VnXleeb9n1bnO/vMgRvBW1jWgaGvQA3zvRbXo4t8h9Nqz5vLwW55E+s0jHETeG1eXWhqqg+Z+Q1O80h2bpaRvPtWcGNEWz90gI6dDYTImQGLulMQZOJfVGNBbeWCzNSqqqazAQLBQnnlkmyBwFWDGDd6J8YHyUgQ1FtmRW09JREXmdxFxpQHAYHLeMCBKWM20dcdhT9/WG/VhL5m0ecSLYAuYztLh+MBi0V65yhAP32Ghh+HKzmOEM51dYx745Mj/6TePI+jNOl6gmBOfPHUWY7vAD83Lim2bnyhGo+3b0YC8bmhqayTGi4JmfISOeBS1ddWjD6aomxpAG060vKqL6jrF7rhmt+jNkic8MT5mOOHs0eCQhMr6DJoY6oUXVuhwXR+xb2kYdDWLl7gQjLb0G45EwJN4jxDeujtJxFOGFt8DjeeBFTCaTev36dR0fHzcPwB4bwoRHkDkXJ/XMSCQiMSLG/+kb7zQT5BgIQ1WMyUrPOR7Tlc+TVre3t20N/FyUDgow1y6hBAQxYaIUBitBf2+DYU+e/6Fz3+d8B33x9Ilg9/b2mmdvo2NlyFishL2mjN1zSQjDfEqzRwnPZN7L/ff973wdP1boRKk05y3SeHnt7CT0Pd9edsLDXq+U3XQcbAzs/Dn3mGvAvKzgoT/GybyXY3HVm+XL0alp60KWqq5T4nVKmvnZlh+uZSxVa4eGPuzUWXaf2zYqwshQ2XXSToK7ea8FL8upqg60s1gs2jVAAfZyaCyOqzlgrt3d3dra2qqTk5N68eJFe9cCHqix1PTGq9YhNsrDR6G7oWycm0mFlV6i6YTyAmKBBsvlw0uVsmwwIQtXYRkeYSzMZXd3t+WAnJRNOIi/HU3gkSFYPNueMtEbm8cQKiBBFC3jQ7CBAaAlNGKuQJCHh4cdKM1RIIoCmMkCjVBb4Xqe8B7lqYZWXUUFHf2ecK5ZLpeNRijWPk/YtKU//w294TXG4vOzgEbNZ3jTKFfW2PsQHFkzXnIaVszQF/rb2RqPxw0uzQibNbBRdPToefJOehsbR0fmAxdbZBQN/V2h6eexDnb6LNd2onyvoyv/b6PP+BgDfae++6O2URGGdxQ7OZVVAoR8NiQQH0VeVY8Ermqt0Kq6+GqfYTLkYU+SU0snk0ljPpSaF9kGJENpFFx6n8nACXFUrZNlZlqak9MuGkAJOIne5zHjQWI8HWVkiM71HrdhlfQcky5skrNChNZEBigqwyeGLMHSqW5j/wQlwjzP7xSxMvVclstlJ/mLYrBhT9obg3YOIPv2b3uQhu28FgkHpTI3H/le1heHiDlAz/RYWV9Duu4zPWfGY+wfGjliMMziqNZwTkbcfXTI1qdAmVu+9c9Rh9fLfZvezhvZ8DBfZMa5qD4ZspOInup7JnMmyu27Lj/7o7ZREQaGwASsevxGPFck4T3ZE7y9ve28cAhlQvmnoZI0RjQLDddzyKDPIprNZnV1ddWBbRy6Ghqqqs47L6zQkyly7o46jKEzh/TE2ISIImAczBuvGu8xDZMjBwtPFgcwHhSJx8492fJZNgZ46z5CBTiJvig0WK1W7UVUrDM5nqr1+5bNA8aMWS9DHqwvOSsnMs0LuSb2Jl0ubOcj82x4p8zPMI0jHq+Bx8XznOdgrPCBvXmiNX7sEHk9oEt6yMzbJbAJZRH1GYKyV29e5zs/l7+fksunIDIbWOjkneRc6yiZBk1ZO4/DBsT08HjyPtM0vwNd8PfWQyTTncf4lrZRBoPTLhEiwnW8ImOPKLPBYNAw96p1KLhardops1VrxUTlCIwNQ1ix+plWnOPxuNXoA1NNJpNOFZPDYyclPV52WTsRac+dHx+1ADxCszeJ8XLYnIfRWdirurXiVAxlvoK5syY8y4KHAfR13GfDVvV47wkQifMP0AZsl/7Y5OZzneAXxgKNmQvHoEBr514yWsLouq+E4kyXqurARnZEeIarfJhTVvKgTFFamRsiAjBE5hyCnSZXcjm6Gw6Hj6qgPLcsXmDdUG585/0daZh4JuvHD89n7Q2XOg/hcUMXDB78nMre0JkjYJS7IVjLsOdryNZnjZmG8CxRTB+UnGsGvaCxHURgLza8OndpXmF8fU7XU22jDEZGD/bkEneEwHgGMAOK3MxlCMueIv3w0/dsrq3qvizFcBdVVKvVqr5+/dqByxg/XqSVlOdHLsQKy8o3vWIUZSYPbXD8MhsrqvSKXXfO//P5+g2AjvjI39iYYCjw9lEUCc8QPUCrxHUzt4QBQQnjTYNVJzyB0mC8efaSlVgmLW1YUFCOdrznwMJPX5nXsFfNMzJ5aW/T60k00hexwVemr+91S5gwoVickr5okb8dIRtb91xpaazgkYxkcq35Hnon32Asc81Shuyg4dSQO6lavyjMsCk84wgIA8SzMcoZBfVFmqYz48y58BzTmj7tjLkq67lto3IYKVR9GHJV97gF74i2AkPBsDAuU6Rv/s9FduVT1eN3FnMNjaqb/f39Ojw8bFEIx1XDaK7IISlqJjSjZLIZAUFhojD8k7kanpeG0N4Y1yQ8x3Xc57VJQ4VhQrAcAbx48aLRw0aGaMF5BRszw0yUwEIzkuEZxkPjrN7Bg6+qtmOeeXCv18HYfzYbDHvJpttqtT4PjM/MW3yGomJshiqg8Wq16rxnog+ygjccHfMsJ2Sdu2GNuM5/Oy9lIwsP9OUR7FUnTOOIAFmz02L4K42a8yP058ik6vHrnEnqw2OmjenDeAzNmoY2AvAEsHbmOqCBKw4tj9Yp6XTweZ8DaNo8p21UhIEAGWJxhYMFwbuNrSxZIIe0mSS0oBuvd4KOvAjhK88BRsFzc+VF1cPucFcecdig4QfmA87qBL8TafYsfK6WPWznOninxO3tbVPiVt7AGdB5Op02Re48hL0cQ0iO5LiPMVA1hXLjxVKE1+SWXEFDROXqIUcSxt75jVI19AE2nzAa47fA8Xd6s+nNO6pEsKGdq4q4NmGVzBf5WfZO+d/wI+sJL9obRrkk1Oi1hjccGdGnoyvG6E155jnTytCPaZVGMY1vRiX87stFeM8M8rxYLDp8A5+aR9nMu7293eiGQYcH4RlkmbGzrsixnURDRdYr/px1NW2c66M5eiFyJs84n6/3cyUPQJvnto0yGMYf3dKaw+QwuKEe47v22FBE3j1sZUWDmYy5GmJwLsIwjnMsLLoZw9gvCttJWZ9zg2AbLjPW7EjFzMp1DqlRVtwPHZgHBQLOQST0536ruu/3NpwH04MfQ39X6GAEEE7mSqNvjERVPYomiIYM17lUFOUHtMTn0MAtNx7yWRYuGGa0h+oCBhsNKnZ4puEFwx2GtBKmg7/7jrxwLsqRoqEODLCVdEYPPAceZg38Oc81zVPhO5rra64WGo/HLV/g8ZjGhmP5Pp9Fg3ehl50uG29yBhjxvjOu3J8dD79Yyk6ax+LoD/2BPnD/CW1aPtyQx4Qaf69tlMFgkWxRwcw518hCjDc7Ho/buyKq1q8DxWvjMzw2+mXhvSg2CFtbW+0Ez6pqno4VD9/bs7I3UlWdWnueRXLcYS/XmdmdeDNMVtXdSMTxFRhK8hLQwp69vdZUIowFA8TnMDn0wSO0gqDPhFhchGAPynNNyBHoyZ43a4TBRbGT/zHNHHkmjIICwfHgmWDcnK/lcfZ5i/4ZDB4q0zBceb2LF1CW9pZtwPG0rSyJfieTSTsFGQeAKDWLD3A6Evp0pG5IkvVD4Rljt0cNzeykQFN4DP7guTgmrJ+NWBpVJ9qRU2hATinhu8xxpAF1tAZfGGb14Z2JaoAUwNtUtDGnNAx9sgWtgQn7kvHIrGUYhOK5baMMRlX3UDrjnD7GmPzAU562oSm8LDMmihRPCSFJrxyBZGHZ1GZF6NCYz6q6yUMW30aKMWeSy4cG+l7o4g1FNoYoc4SYsQFNGGKx4Bge4V4zPjR08tQQhSEkPqP8GLqhAO/u7ppCRrHZWzdNHAkkVMLYiDwMK2WOyTBG5sLom/E7b2K4CYOUMGZ6hERFKAkrC/dpujMme8jG0uFbFHHmXba3t5uj4XHYGPn5li+vJ2NlrRh3ztt06otAaFaQ8IGfDR0yivVzbPgd3dkBMM5vx8d9ZdWR6YRxdfSTMg3d0kHyswy92nhyL/KPfNlRwUihcxgjBT19OaOn2sYZDAuRK58SUjCOmxBG7nxOJrAytyJMjw4mgmmNU9o7q1ozuRkNxnB46qigqrt50MqeOaRHyj3uCw/S9xqOMR0dZTE/PDHuSeVqpuUZzNVGCwFMPNwnezJ+w3Pul7xGKiOUhiFLe+leN9/n9eDehAZpjj6BIM1D9JlJ18xlsAaM2/CnW8I4Hi/9pFGxE4Vi8hzBw22AMqLz/44q7+/va39/v0PP9G69ZuZdeMsROIrQEKEhT7/N8Pb2tvb29jrQ7Wi0ft+FkYdcY3/naCkVsNeAt0/SH8bLcJSfAZrB9YbHuc8RsHUO1xjWTmg083FEIn0w6u+1jTMYmczjtZXD4foNdBZ4FmIymXSEB4jHG+3m83knCYb3ZSVuRclioYD5HwZ1WAmT2UvPBCKlp4wjFYixeUcSKFySdlYgVtqEy9CRU3nJoWQJpcdGAtxwGowKnEQj+YySYCOdvWifZlrV9U4xQBYcQ1amn5Of0De9PCJQ1iCFOCOB5XLZOdrEyU+aDXZuuKuqjiJeLB5OWb6+vm5/MwaXdGb/OR+ex9+Oev1uBnvvhizpJ42+YSJHL9zH56vVutDDUaP/ZmyO4vGWoYnXFdlANp3n4VrGYVjXDqJhVNbS8PBq9VBQYaXu5vW7v1+/54I14H9e4JXNqALRMc38nHyW0CnGkDXPd+hAEwoV0AEe/x+1jTIYVqhWpok7wlRpxWG49PS9GBZQMyECYKw1PZSqrgfnReU5KDczEmO1d0hfCavYgwc3NRMbWjK2W9UVDCpkrMRRlI40CJV5aRT9MB5ozKmu4PymB+NKmIVnOtLJJGbmPPw9RsUG3JEZzwYrZt1RfqYz95uOKBhHqlXrSIT//bnH4vXge8bDfd7jYgNhXjFEREOx+rc9fmAZOw8eF5GEcxSOst23aevnODHr+cF3OU/T24qO9WGsyJ1zFuYnw2eMidwFZbt20uwAMraMdrJh3Jg3c+CzrPZK2jsnyPfuu+rxRlWeyTgNyfEsyr6R+zRCf9Q2ah+GmxNYu7u7bTOeK0rw/syoXkQLMIxqRmDR+TvhJe6FcRMu4D6aGdCMbuVoIaaZKex5Zzkp3lBWdfAcv5XPYa0ZH88fSIDnUwbrvQ4oTf9m45Nx5L65mNYuKjDEwX07Ozu1t7fXnpFKzwbVgs646POp0D3HZ+gNZZXKmu+ewo+NrRu25P4sEGAcNqgoPiv+PgXhMdCv+4AuaTQMYfp+562yfzdDQ/TrfAGyyHeOjFGwzhH25QZQ0szB37FeVd0ohjF7bI6cnqKj+ch0TLgb2nkMzNU5JusFR3SGh80jNi7IhucxGAxakns8HjeH5lsijI0zGA7twMXZ/JUhPUxkI1LVfY0oYTaQFv3a66KPqnXC0GOxwjOsQpjJs/AmnbykGatfrVatssUJSpjNz6IPmIe+gZtQVoPBw/6Ly8vL9ptzrq6urur6+rrm83mDYRgLcA6Rxni8fhGQ8xOcBIwgAb9AD14di7HCk3LCmf6IzMDomSs0rFpj0Ww8Yy3om/W3QbFggZ8bknKESXkl1XTpuVvZOQKhTx/TktU5HifXOypjTDwLJeu5+VmGdGyoLQtWrKYp62IasPbMk6N1nHfgepKxPBfeMczFelkRYlRms1lbb/pKA2GIzT82qIvFovEw87DX78jFxgtZu7m56eyhQg7tXGHYPK7UFYbp/GyiR0fM9At/JgTF/O7v7+vm5qZms1lnA2o6nM9pG2UwYCh7+iQg7WHYm0qGsaHAa7AnZgjIStqLYiXT9xx+s+iJ4Wbzoru/hDyM93ItitAekD/nh6jAisHCRcUFOSEzMM90UtHwA435ZsKvj25WooaoWAPGy/paSRnHd17FSoHnu8IFxcmPlZydEPfN3/b+uI9xMTdHdoY+nONinIPBoFPZZ2gyPWme4Wq4hLpQ8Cg4GooKhZbjQLHjteb6WdlZOdO3lbwVbfIGzQrY1xAhOw/CM5yrcssIx3kU+rDB4pUGzNV5R7c+HuXz5NXFYtEp3/e10D3HzFiZn2FUHIDsazabtSpCR9kYq+e2jTIYxnwhHEyLR+hrvRD+XdU90wWhQbnguTm8pCU81AchWdnDOCigxDoTHmNsGCkbSDdjmw6jM5luzxoYCQ+PufEZSpA9ICgAJ5bBkDGsjDVLglMBGCoyhIFX7DmZ5ulZGvrje5LqhutSqbLG7sMQQt94+MxHm9iDtsdpj5B+02B67JmrsWNhh8hwB9f5tyMW+nNkTLPyctUczTCqI3J4zJtNPUb3b5gp8xl+FrIGHQzXGLazU2cD4tyV1wp41jLZRxtHZUQFhoc8JzdDZlzPGI1wuB/TsaqLfHjc3ojI2B258BygYfPst7SNSnpzyqiTrEAlVk4wLwsJ1FK1PkfGljmTlg55XbngJJXvQ6j4GyVCmJ0YowXRSU4LFfsREGIzPTBRVbUoID3iqu4OVeZkQeK0ztFo1HIX9o6NnTvRj3FhXGD5/E5j7PA/k9iGjFwmiBPAOG1coZsjCpSV14H197i53wlS+jPsRUnncrns8B1CbYjOcFhi1cvl+oRW6MGaU6UHHW3MrEjpmzGh4DhqBRpScGF+8RoQDThSsMw430e0wZx5HlAkc6ZvK0/WNnM08ISjFOSNORru9SbF6XT6qNjCsKAhH8NahsLsuUNXoul07Exv09H/G5IGOqYfIx2ZmzGsxJoTPTqhb2iVI4Wgren5LW2jIoyqxyWbZjAYyvCBvZ30MKoeH+ed4aHhEGOMCY/RrPDsNRmP97UWACsJX0N7Cqs0NOLxcS+Kz7Rg7wbfM157b4zLBsKVMQiFPUuPO8t0rUTtRaeHj5CxXr62qlvbbmMILSy4jtYygmCMHjv9Gmc2bU3HhG6q1h4wz0powbyJIcaD9nH95gMbQdPS/GqFCb9xD0bGuRDLgJ0Wt77IkWfAUxkx2hniM8+fZmerz+Ei8vX4PAbWGufE0CXrbWjM0aTplobT/OZoFyWeThn09blPrIVpbIcuaeGIg/6Wy/Wrl/ueazp8i+HYKIPBAuC5VHWTzFXdsN8MDKM4h+Hr7f1kS7wdD88GyKGnPYuEsOwN8/zEc/Hs7KVkBELrS5xDK34nfOHrud9Gxx4O40JJJ+YPLMP/hqBszM3cFk4ENA2cDbv7zP6gJYLmpK6jHObGePkOiNNCZ4NoSCyhLNYJZWFYivkb+mBujlpRBgnZeN2IRhg30Rctcw1ufTkBw1zwcuYVeFYaqzQgjir43waPPvIaOys2Go78LQ/D4bBVAHrN/UzP146H4StHzzZE/HYUY/5MiNMGkzGax7w2CUs5P2pja13Gs4l0skLLRj7X/PfaRhkMmi23lSkVHy455Xsn/Mz09qwdTvqcJ4eC9OeafuPgCR/gBVFBBKOagYxfE5pm9OT/V6tVOxCQcXESp59PwtUNT8wwj42SDRC0rqo2fnvNKEcn3S0AjNHYPs1KivVxmW02KxWeyf140FxjqCgxY1/rSMBGATjERpsxVK3zQs4DGJ7gM6IdxuFnoUi8cdGG0obPcIrhIfOElSEKm7GMRqNW6cSRLMyDtbcD5CQz51KxEc7868azM/JKZWYFDVxr/vbacp3nnjkOG0A7P8nL/g5etoMFX3lznx0jnp8RbJ+hcaEJBsfQm6MOHAYbBEPolKonkpFR7XPbxhkMC23VmnBmgIQxsPh9yaaqLg5vReLKKQQITJXFZ8HNZAkPOSrqg8cYA59j1LIhPCT1nFPJpKW9Ov7uizpSMGl9wg7tGXd6/p4Ditkenb1Ne6/2pLnf78jgfkcG9tISsza94IushPHaVHUrrzxfRx6OInwd+R94gWfaSKbAZ5SVCtiG14bfSp4Gj8P3XlvzQUbBT40LA++Izx48vOHPHDXA66nQzYM2tPbouT9RA753BOFIzY4D/ZsHUe6MldydZb6qn++zMR+vo6PFhGaTzqaJIxPW2fojS5ndDzTtQ0WeahtlMBKW+b1wzIlAK3R7gSk8LIjL7hJWsaHKZJ6hLzN7HwYJE/fh/PTj/ABjgDn6EmmG46zM0wPB6zcdjfum8uozHO7DYbRr2S3MCSH4XntZhqdQJijfvsjLwpKKxQbOhsHeWUIoCHGWcRpC4u/Ejp07MKzi/pJ/udYJ9ZxbOkSJ6adRsPdt+tnTtfKGrp5r9mEPOZW+aQMN0gjm+hOxpKK3AvaYoJGdPh/SxzNMkyxQ6Zuv8zFVj/dvMb509rx2vs//m3401sAQovUIhQV9Bt30JNrJ6OSP2kYZDIdgfaGu37fgZFZfVGLi0xelufwQTfg1r/aUDD3AUCy2Q2Q+J6npRDf/8/eLFy9avfh4PG6QgMfOM1F0hNL2Qo1Bc52rMlBIKFALL8LuIgK8aOZvJkUB5+YzKx57vxaSDPkZU3rV/B4MBh2jhPAZErBi5HPDQ4YUcy0Zk71P1jYLExy5XV9fd/Jj9A8NnEcx5OP5JTxhxWYIjgjS/GBosWodZebnhp4MsbhhtP0O69xUafhlsVi0ai3uZ/zZJ58bfsR4eD7MyW9AhO+ZH9ebnhjMzO3ZWHtDrHkpHRtXzVVVk0t/ZxQCZ9RRDDRjnTOfBgRH/xkV0hyRJ0yXiMbvtY0yGImRmqhPQSs0GAKlZE8rr/PzvCiJlRqiMAP7WShZM489FRjPeKnHwTMz2YeR4jfzAftM79iwHHNwIvs5zQoMZcv9KDvyGVbezpVYyUOPPu8OZYvh5lpHXv5hLigOGxkLN30mtIVRtSJOjzY9RSvkqrUXzNrnHFH2pht9GcowrOToynyWz02vH8PgsRi+ZT5EuTzXzZEj1xuGMtRnuXHEYF6xIcxEv8fjefi73GOUxs5lweYJQ5a0HLcjopTF9OyZQ/YHn8JLjq4NdSG/aQjhX+cCud55IdYDnunL+T3VNs5g4O1XVUfZVnUZKI9mMJG9IE6GeR+Bn8lGGTNLXutkXS5gYrQIu1/KYkXmhKOFzP0Z0nJEwHNQ4lYs2QiBPbbRaNRJVgN1eV4OyW0ADPUxXu8L4DNHPYlXQwfni7jHyWM3oklePWslgtCSOIQehlc8LtMCg4GRcrRk5TKfP5zIy1yZU0aS8J0NC/Q0JJNRmJPzPNdnXSVcxbhyrI6w3DLHYwfJ8gHdrXyJgDlCBT6xt+1nosDxyFerVVuzlCuMjPnAcE5VtXU1xg8/wLeGljnRmYjYcLH51XzgPARjdYTFvNAB0D6PooGO8AiyyxE98CnPYq+ZqzKZK7LZV1L/e22jDAaMBNP1RRKJj9u4eP+Gw2B7O6lc+yIRewN4f8bc6cdeHXCQoQorLsMjnoujFP6vWldlOMzF2DhM9W8YPXMsmaRLuM7QW2L09n4Yo+9xMt6KgPE4ckpIxgrWhivxdq+ZQ36MGAoRpe88hMfPGJmXx+IxQBfWNnctE4mZFlzLd3ZiuNb8ahp7DulluzEv847HyjhsnDJi496M5vncPMLcUzY8J9bIa2Yl12fYvJYYB/iba+0A0gcVUDzf48qoFGOGPMCXhnrc8hBK50P4n/48n4QD4V+iIVfDWXfAf4Y+oRdGNY+BeU7bKIPhxTWsYGyyqv+cor29vTo4OGgekJPErqToU9hefMNB+RyUUUIX2TBc/E6IzVAC8/Y1ZnSYx9/jdSZMYIPSx6RWMGDM9r6cOPX8HNkZEmAeGV4BI7zFAAAVH0lEQVT7b+ZmL9RjYU0zn4ECdkFAHzziJKyhOQt1GlcfL8FR9anM3Qy72YABJzmXxvfprCQ/8bkVkHm17+gVw4DpdcJPjv5sxEwvw2bux8/yGBmXjbLXkjlnlEQfdjhyzDZirDMGyAaZsRDp0Fg3O2SZqHb/6IWMzBl/5t78bK9jOi6+h4bsQB+iJcuXDal/J0Ly3LZRBsNKFEazJ0V4a0Z25cbh4WFHATpU9+mo9sB8Dc1haB8OCWNacJz74F48B0cjqWz8bCsuQyFV3Xdz2LOxt8KYgHcQdNPKcAKlrfzvPEgmbI2/G3N34vv3jjFBeHx66mw2ewTXkLBkXtDEIT/z4BRi5o4ysMfGHhZ7/h6TlSyGx83wCobB+SpobBgRQ+/PoSXj8Di53vkqr2fCpanMDJ+kQodXDONwH4aTsdnZcJTBXIFkhsNh4x14uQ8K43mpmHkmsItp7hOlWQ9Dd94D4UgBrz5p4rwfvIoMWOa9k9ttNpt1eBD+4eBMv1DJJ1BPp9OazWZVtYacGLf78vxY79ls1oE1v8VobJTBwEODAZ/63hbaysKbYYz9ZsRhJZgMgoA5Kqnq7kGwd224geZKivTgbPwyOunrh88NRzjxyucomYSfrMh8/1P0Z5yMpa+s1XmBTPQZyoHG7pt7mIOPY0mjCI2sAMGBGWOWCzvSsNfLmqKws7iA9YbmpqWvM8yYCtNRAPfZ6TGkkXThc86/gjdtpDKP4b6tIPsKMKCvjbDHhINihe7/PR4bIM8hvXOPyX/bseE+xoJDkLKKIXZek/GZR+zB2ygakkqPHto4R+eG7vAzvM6WLXjFxp/8V66faeS+rDeyiuyP2kYZjMQlq7rHiMOkTuDaY59Opx0PzQ2mNyPmwmVCnD4cHqYQGns0ZkwzNGLmNwN7vAnfwMTpDdK3DUlCFqnwDVk5pEbZ9YXU0KFvXfJ/J+/4zFCSPUP+93MRPHJQhpc8B8bkXIWVAWtteBOFw/p4DfP+vqjTwk7iM58JLeERK3QMEGvSB1P63oR9zEe51oadnGw3be2geKc1fWS0m5CLjQN/Q/ssAc7m9Uvawi+Gmy3Tvsa0stNmpyiVshPTKXMel+XY/fslY08hBoyDiIgIwQ5LH5ye43NUzbzn83ldX1/30rWvbZTBMLFcJcCCZFWClTcGw4kz+qzqnk/kl7rA5GY87jPDVnX3ifDbCVz6IXTmHnt0feFl4vT+PxOINqqMEY8ZZZEhrz0UKzxeLOMyZOYC3di7wv+E4Bg10wZjYEPEmJfLZYMTreB8jMtoNOp4eTaGrDHjtvcLNGXFAfxFREG1j+ETJydZByAFY+iDwaCNneo8e954j8wbKALDZF7oe48z47Mx5bmGUC0frkTzJjLnZvoiEa7PijhHXbmehsiq1u8jpyWk6OiTNYOeVoZ95b5W3NCGMRnCoorMDcPN+LiuDy7jGTaoPryR721YOUbIEbINjGEkQ2esO3MZj8e1u7vbiVzgzYTZvvU1rRtlMAwJmBky0ey/SSrZo2YR3HwPSjRzFRaw9EC5Lr0fjx2FhwD72fZEHSobIqAfh7g811FEXyTgMeapu6Zjn5dqRUEfjAlFgkFlfQznIWxPwTmmr+nK5x6f4QhHD33jtGBbgP3czA9ZcRm+oT8rbY/RuDjjQnGkE8CzXVqK4oSG5gnWNyNsR7RcS4RkL7hq7QTZC+Y7K/uEXKyc+N/OhiMZz8+wn3+yICFzMIzHxQA2CF5XnuVxYbwS6vX4fRQ5/EtLHkLn9MHFrJXRDedWzEfoFGjGRtjMlxrhMG0zKiVSSUf5j9pGGQyHbTCGieqF7jsCvaq7I9bJu6rHZxpVdfc/uJzW1znMtXLuY2wE0vtJ+p6RsEhCG1kBZbpUrWEie4IuSzZs1dfoh0MNcx6ep713f4cAICQInquWLIgckOfn5PphUFMJW6iy9NQRgcdvB4RrHB16fVORQGMMhiMSG3QrKhuKpFU6GGnITQMac2XdvSb23PGmve59sCmfP+XM9EGTffh5Qnf0awjRZdI22ozP0WfCVJYD0wZl7b0QOS6uwwCzXnzXR2c3w9aWc6JL0890dYRp3dUXPS2Xyw7karpYf0C7hNd/r22UwUCId3d3H2G4hlcsNCh4W36IbJgJBr6/v6+tra22wccVJlXdpHffYpmZ+Z+Q13CPsWiUqQ2PBdGGwNfYQ+zzBA1HEOLn6yTN7MZCR6NRe78384UmKErjy0QnhhyqulU7QGg2GPP5utKL59poZqKe+/25w3VXa2UuwRvrxuNxOzLcfTNf08ie7u3tbYOUzBesKf3yHGhmA8gz/IpWK8WdnZ1OBDQarY+PMFTjNfD6pMIeDNYvkkI2gGwSsmLuds6cE8S44R1fX18/KqRwIpliE+83SOcJBc58r6+v2z4p5M+G3Q4ekSvOh3mEvzNiAOIDPvQ628u3LBtahTZ2MK1/qKgajUbt1arca77jOl7i5Gq72WzW+nfOg+q/+XxeOzs7nbfvPadtlMGoqo6y9489n76w0qE4/SQMhWGBabjOfYGbm+kdamcyDc8K40D+Aga0F8EYGA/989vjomXC2R6u4R5DGw6pnWfhmVYSCKMrlFIhGWO18CfUQeNNalXdPRf+2/SiMQZ7hI7EWOfM66Bs+nYce/546yg7Kwv6Np2c04Gezml4nIyFxvwMPzEunmVnhN33mTdLGM2JVHvLdnhyPfo8cUfifOb+rJT7+mD97ekjq+Z5G3bTldcEZ6GJFTr9JP1RxG7pePB81roPWqMZ4nMU0DcuV/FVPeT04PeMKoyAmLY4RDiO8ElVtbwL1zhafU7bKINh7NSeYSY+LagwRcJTeP6GTqrWOD5CmEqrqrvhxzCUPaKqNaNlxOHIAAVvI2Lj5/E6onGy0dd7Q5fniGebUI+F0m98w3hZsZEQtqF2tAQdvR/Fa8DYvcvewgPtc13TeCf9oQfzh+YuheRaQyEupSZSYn1tYL2e/P5/7Z3bbtvKEkQ7tuWLEOT/PzIvMRzbgJ3oPASLWizTO8x5VRWw4R2JHM5M9/SleoZy4MH4vOhNezjo4L7coWUZ2hhvRY+mG4Fre34WsnQG6qzX7bv/Ls4ayBF9SIPlMfBcn4/I+TPoLzrtIi/fITNAPc66ylgcgCFzvneB2plPZqlbQNbOAp0R8/ytlxVmALFV3/L1dhTIBBkkXbwHF+UwEIoNmtNkGx8vGr63Mjs6Jr3zvTzDQHgu7DrqY4HlLhBHJ6SUwAfc8t1JNi7maWmL1NZZFtwmz/fCcIbgfjGeu7u71Y+1ENU61WfcjJ0+ETnRHxScfp5Ofw4zJYfOQnZ2ADDqNuYsTjv/rDk5wqa9NPCZaRjsrLKDNIfsoqkXrA89sruMe/jeNKkjUuTs/fj80A8UBZFzOmX/9jTfeXfW6XQ+BGlKDNhR4gwcVc+c6ziujfAqbmec1qmce+aWsxQep9fv4XBY3qMEXZM1DTtA5sk1MgIn02nWKR8AdfBjZ2rdtByZa7IgA4oMeR0Oh+UX8+xQkDeHHGmfMdpeMXbkz0HTfyl2g4tzGDNnLtDRC4Jz5IYRs8JaYDZ4VhpH7plduCjHf+5fUkn8P+066p45p+lWEJ4PbOAYQy7kdARpiGgn58lG1Vx2wtQX0RMLK2kDj98OAMOcxt/Om0XlxYWBAVvFfc8H6TpteM69yD6LjvPcQDq53M7r7I4+2FA5i7MhciZhp0+/PqOdXFBn/pOuskw8RhyBg4q8hvtzfL7ewRr3O4tl3bngTmTuf2cR3Y7g5uZmtaPP/WEO2M7s8bnuCO+PI/F8I0vf76zGnzmLdpbPX69jHDzXUrPLdmc+siO052zKWROZBW3+Cx01c2EOw7BBNDLdtQNAkfOwjrnCmTP9w7Xcu2VIbfBOp/NJ3MxwvEDsxJxyApwdSm2+lKiXwt3MmrZyn2wYaGdrjpwtWAl5uVnysrnYGS9/Pb9EpUSCGXVm5mdDZWoiuXvawEAxzqwvWN7WFxtgO9oMCGjLzs36ASwD5MfnplmQfZ5pQP9eX19Xusr3/E0dNKXi+gvzSZ8IfuyEeK6DnNRDBxmmTYnioXA8Fr53VuC5SJlZbrTDPHiMDjT4LKP2NKBe35a317vnxHLM9WRdZT68QeJ0Os3j4+NK91wfNLXmzS/OKLYoWc5oeF5nZnXmZy8uymFA+bAAHakkfcT1M2vFNx0wcz4tCYiCTFu5kIgB2uKHeRZI45m8vykKgOK5HS98aAB/ngeKXGew4pu6cwQMFWQDzFzwXBYZfURpXdw1L45xcp3I88A8JqUz8/EkOv9mbriPSJ++e+Gw+NPR27h5Eb6/n3fYOTI0FeU55DMbK8ObI1x3c5Zm44sBdgABrWPjjLzdR2Sd/UO/+HcGSmkQrUNbO4hubm5Wr9zmxYzcl4Ea9+Xn0LZeV5abZWSDa0bAzgRH6XVAZnE6nZY+E2DRDoc1820IlhMUrcdn+dvpvb29zdPT08zMfPv2bfWq8pnzazzor+cEGbtdKOafP38u+p+7Dh1Y7MFFOYyZj0fznf7OrN/HNLM+GDbzMZLPiCgpKDsjRwJ+jlPdjKwQPMbHi4d2WUSpfLSXi9u0U/LvBsrvdm3ArJjMneslLGpHTBjq+/v7D3w4W3apnTjCMo2YTnorcj6dTsu5DO+rp7+k6umEHUVaZs4oXAzlWR636zt+HnO6JT8CCB9W+6xeQvs+H2J6NakJR+/w9bS7FfU60LFhheJwvz0HM+ds1g6N/vk08q9fv5Zs2nIE9P3Xr/NhQTtgggrmBB7f2ZT1Np0i+ungyo7G12+tPcsII86YHbiYykKvmFfbFrYC0/bd3d1qu3hSjw4ITJ0yZ4wF6vf6+nqpAXpcpaT+gjwQ5brDzHq3zMz6dQkzsxSdWXwvLy+LIiWHTvuO6imGmvd/f/9zRD8dDtQDhsDRNkaKPffm61MJTL/ZeGJkeJbBgnTfbfje38+/ZAfNhfKzC8NRj/tlw2YjhCy8FXcrSyPCQg52rBgQZw+WJ06CCNK7ryxjnmkDbENrJ0Xx0ty3MzTAPNEufUBGdqimuLgW/cDRJp/ujA7D7fkytz2z3gHo+5HL1dXVPDw8LJGu54VnmyLhXmTPsxzdc+AUI8k91i3m2ZF0OnI7JK9hdHqrBge2ir3eDXg4HJazMvy/t3JzPYVvTkwjX78SyFvEgbMqxgkVxQnurEteX18vxW874pS/6yA4oa9fv87xeFwyOjvAfy18X5zDcETpaCmNV0bePhFr2sFpZXKd9vTQYTMff94xIy2iHp+/sOGhvzYymQFhMFEep59ZlEwqaWbNJSddwHzwmaN/R0CZnbiA5/GbAqEPRE+fnYHIv0lZ5T53b3U0DeOMxfQa9FLOR+67Z+63KKykadw/2kzu2cbFfUzwPBsi9I+2c57saLJvWxmaM3DDc+GxOPqnP84oZtbbuV1Yzx1h1l36zjowXeQAhu+5Jmmtv2Uz6VicxW5RzzhKO1AXmL1121ketoY1wnU4C8+fHYAz8qShaMsUHIGonQxj2Qpo9uCiHIYjHU8iUZKVZqumcTqdf27VBjsXbabCRkbefl4KD0V8e3tb+FIvEm8BteL52VsKkfSIF32eG/gsCrFRzHlwQd6Feqgz0mj3z1sukUc6XUeiPkjpyJIx0J+Mwj1/pgq2tnBiaNIZ5VzSN89T3sfz/D395n7LzwY46S+yRGdtaShp11Rp1nho23M3s85CfV0aYeuNz6SkDjEWMj9k45+9RQe41rQez8NwojcOMJIStCxNlTrzoF3ucT+sN6xX94d+QHkmLcTzHUwiDwdMBCe3t7er3wDJYrz7aOqUNer1YRr8eDyuaoMZGPhtAXtwUQ5j5nxCO6NSLxJ7cCvnzDmdxIM7yp75mK7TVtY+iM4Oh8OHt5E6+rHRdEESxUc5MFYoL0pvA+xirxUPxbWCYgCyDpHR48yaAnHUZSrHER732qCbGuNZ3kXift3c3Hx4VQXXbm17zUXCr6oxPhwYBokCsY0Qz55Zv9U0+8c9tJV6ZoNjKgdn6kwKzpmImlc80GYGNbkF2TW2mY87iZCZ6yDIwBRnUiPObnwd/7Yh52zO1dXVUlMie2ONOUOjT3ZAzA/P598OztA9R/J852yRa5yhwB7QP/QVutey9bwjF9gAnut1bENuGaAf0JnH43G5N/XJ9U2vKf7aib68vMzT09NCb+GEvnw51688hq1A9b9wcQ7DXKgn3dE8sAFNQRpeuEkhwKdmsZNTnL43ayFJiSQPyiKzE+E7L0jDvHXWOxhj8tGeJxwIDozFbUqA61xUc3rtg2sYSBaGqTO+z3lPQ5mRqLezMmb+5lZNy8nt8Zk5dBtSzz9cto1NOglknYGD4ajWMmJ7siP3PBxnvbasZ9bnhVyT8fe0gVztQDwW00Q8j/l0jQedxyHnmQnXqCwP5sgZoteJ9ZeDoTne/H+QGXVmULlW/G/rO/eaZuMz1+88Du61DL1O2ImVeuMC+VYfXevCKTMmNo7QRwcrzMfW+vovXJzDII3kJxBn1hGIlcn3GJneEWnY4G9FmOZ8Z9b75/0c9+Ez3jXbYuG50Ot76M/v37/n+fl59ZsPbpPP7DRoM3eRcI8js6x3MFdsFnCU62hnK5p0/5z54aC8eM3zAqLZpFfMEzuz2orATXN4cd3f38/xeFzmisIwBiMdJpkOkS0LmDFRxH98fFxO+b6//zl78uPHj4WPJiPFSXENO2xMVz48PKwo0MPhsJzc9zbbnHPLzn/5HvqM/s/M/PjxY56fnxd9hwZ7fX2d79+/L+cinDXSd+t10qjOHLai6qx9EEmbFeB7B4lJm/KZz2rMfDxF7nb8TO6xY2Oucrur++u3F+S2ZffD99iJ+Frkc3t7uxS4+SwpLO7Lg4d/w5d/SUeKoiiKy8XFZRhFURTF/4c6jKIoimIX6jCKoiiKXajDKIqiKHahDqMoiqLYhTqMoiiKYhfqMIqiKIpdqMMoiqIodqEOoyiKotiFOoyiKIpiF+owiqIoil2owyiKoih2oQ6jKIqi2IU6jKIoimIX6jCKoiiKXajDKIqiKHahDqMoiqLYhTqMoiiKYhfqMIqiKIpdqMMoiqIodqEOoyiKotiFOoyiKIpiF+owiqIoil2owyiKoih2oQ6jKIqi2IU6jKIoimIX6jCKoiiKXajDKIqiKHahDqMoiqLYhTqMoiiKYhfqMIqiKIpd+B9++atK6Jv2dQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot Reconstruction\n",
    "Alow = np.fft.ifft2(Atlow).astype('uint8')\n",
    "\n",
    "plt.imshow(Alow,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [16, 8]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "ax2 = fig.add_subplot(1, 2, 2, projection='3d')\n",
    "\n",
    "Anew = Abw[::5,::5]\n",
    "\n",
    "y = np.arange(Anew.shape[0])\n",
    "x = np.arange(Anew.shape[1])\n",
    "\n",
    "X,Y = np.meshgrid(x,y)\n",
    "\n",
    "surf1 = ax1.plot_surface(X,Y,Anew, rstride=1, cstride=1,cmap='jet',\n",
    "                       linewidth=1, antialiased=False)\n",
    "surf2 = ax2.plot_surface(X,Y,Anew, rstride=1, cstride=1,cmap='jet',\n",
    "                       linewidth=1, antialiased=False)\n",
    "\n",
    "ax1.view_init(90, 90) \n",
    "ax1.axis('off')\n",
    "\n",
    "ax2.view_init(60, 90) \n",
    "ax2.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC03_1_Underdetermined.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from scipy.optimize import minimize\n",
    "plt.rcParams['figure.figsize'] = [12, 18]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "# Solve y = Theta * s for \"s\"\n",
    "n = 1000 # dimension of s\n",
    "p = 200  # number of measurements, dim(y)\n",
    "Theta = np.random.randn(p,n)\n",
    "y = np.random.randn(p)\n",
    "\n",
    "# L1 Minimum norm solution s_L1\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'eq', 'fun': lambda x:  Theta @ x - y})\n",
    "x0 = np.linalg.pinv(Theta) @ y # initialize with L2 solution\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s_L1 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# L2 Minimum norm solution s_L2\n",
    "s_L2 = np.linalg.pinv(Theta) @ y "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "axs[0].plot(s_L1,color='b',linewidth=1.5)\n",
    "axs[0].set_ylim(-0.2,0.2)\n",
    "axs[1].plot(s_L2,color='r',linewidth=1.5)\n",
    "axs[1].set_ylim(-0.2,0.2)\n",
    "axs[2].hist(s_L1,bins=np.arange(-0.105,0.105,0.01),rwidth=0.9)\n",
    "axs[3].hist(s_L2,bins=np.arange(-0.105,0.105,0.01),rwidth=0.9)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC03_2_AudioCS.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import sys\n",
    "from scipy.fftpack import dct, idct\n",
    "from scipy.optimize import minimize\n",
    "sys.path.append(os.path.join('..','UTILS'))\n",
    "from cosamp_fn import cosamp\n",
    "# cosamp function is available at https://github.com/avirmaux/CoSaMP\n",
    "# copy function from ipynb into cosamp_fn.py and place in UTILS folder\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Generate signal, DCT of signal\n",
    "\n",
    "n = 4096 # points in high resolution signal\n",
    "t = np.linspace(0,1,n)\n",
    "x = np.cos(2 * 97 * np.pi * t) + np.cos(2 * 777 * np.pi * t)\n",
    "xt = np.fft.fft(x) # Fourier transformed signal\n",
    "PSD = xt * np.conj(xt) / n # Power spectral density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Randomly sample signal\n",
    "p = 128 # num. random samples, p = n/32\n",
    "perm = np.floor(np.random.rand(p) * n).astype(int)\n",
    "y = x[perm]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1\r",
      "Iteration 2\r",
      "Iteration 3\r",
      "Iteration 4\r",
      "Iteration 5\r",
      "Iteration 6\r",
      "Iteration 7\r"
     ]
    }
   ],
   "source": [
    "## Solve compressed sensing problem\n",
    "Psi = dct(np.identity(n)) # Build Psi\n",
    "Theta = Psi[perm,:]       # Measure rows of Psi\n",
    "\n",
    "s = cosamp(Theta,y,10,epsilon=1.e-10,max_iter=10) # CS via matching pursuit\n",
    "xrecon = idct(s) # reconstruct full signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\core\\numeric.py:538: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot\n",
    "time_window = np.array([1024,1280])/4096\n",
    "freq = np.arange(n)\n",
    "L = int(np.floor(n/2))\n",
    "\n",
    "\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[1].plot(freq[:L],PSD[:L],color='k',linewidth=2)\n",
    "axs[1].set_xlim(0, 1024)\n",
    "axs[1].set_ylim(0, 1200)\n",
    "\n",
    "axs[0].plot(t,x,color='k',linewidth=2)\n",
    "axs[0].plot(perm/n,y,color='r',marker='x',linewidth=0,ms=12,mew=4)\n",
    "axs[0].set_xlim(time_window[0],time_window[1])\n",
    "axs[0].set_ylim(-2, 2)\n",
    "\n",
    "axs[2].plot(t,xrecon,color='r',linewidth=2)\n",
    "axs[2].set_xlim(time_window[0],time_window[1])\n",
    "axs[2].set_ylim(-2, 2)\n",
    "\n",
    "xtrecon = np.fft.fft(xrecon,n) # computes the (fast) discrete fourier transform\n",
    "PSDrecon = xtrecon * np.conj(xtrecon)/n # Power spectrum (how much power in each freq)\n",
    "\n",
    "axs[3].plot(freq[:L],PSDrecon[:L],color='r',linewidth=2)\n",
    "axs[3].set_xlim(0, 1024)\n",
    "axs[3].set_ylim(0, 1200)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1-Minimization using SciPy\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'eq', 'fun': lambda x:  Theta @ x - y})\n",
    "x0 = np.linalg.pinv(Theta) @ y \n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 4096)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Theta.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128,)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC04_Matrices.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n",
    "import os\n",
    "import scipy.io\n",
    "from scipy.fftpack import dct, idct\n",
    "from scipy.optimize import minimize\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "mat = scipy.io.loadmat(os.path.join('..','DATA','CC2.mat'))\n",
    "CC = mat['CC']\n",
    "CC_map = ListedColormap(CC)\n",
    "\n",
    "p = 14\n",
    "n = 32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot Psi\n",
    "# def padflip(X):\n",
    "#     nx,ny = X.shape\n",
    "#     X = np.flipud(X)\n",
    "#     Y = np.zeros((nx+1,ny+1))\n",
    "#     Y[:-1,:-1] = X\n",
    "#     return Y\n",
    "\n",
    "Psi = dct(np.identity(n))\n",
    "plt.pcolor(np.flipud(Psi),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot C\n",
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "fig,ax = plt.subplots(1,1)\n",
    "C = np.identity(n)\n",
    "perm = np.random.permutation(n)[:p]\n",
    "C = C[perm,:] # compressed measurement\n",
    "plt.pcolor(np.flipud(C),cmap=CC_map)\n",
    "plt.grid(True)\n",
    "plt.xticks(np.arange(n))\n",
    "plt.yticks(np.arange(len(perm)))\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot Theta\n",
    "\n",
    "Theta = C @ Psi\n",
    "plt.pcolor(np.flipud(Theta),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n",
      "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n",
      "  app.launch_new_instance()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot s, y\n",
    "s = np.zeros((n,1))\n",
    "s[2] = 1.4\n",
    "s[13] = 0.7\n",
    "s[27] = 2.2\n",
    "y = C @ Psi @ s\n",
    "\n",
    "fig,axs = plt.subplots(1,4)\n",
    "axs[0].pcolor(np.flipud(s),cmap=CC_map)\n",
    "axs[0].set_xlabel('s')\n",
    "\n",
    "sL2 = np.linalg.pinv(Theta) @ y\n",
    "axs[1].pcolor(np.flipud(sL2),cmap=CC_map)\n",
    "axs[1].set_xlabel('sL2')\n",
    "\n",
    "sbackslash = np.linalg.lstsq(Theta,y)[0]\n",
    "axs[2].pcolor(np.flipud(sbackslash),cmap=CC_map)\n",
    "axs[2].set_xlabel('sbackslash')\n",
    "\n",
    "axs[3].pcolor(np.flipud(y),cmap=CC_map)\n",
    "axs[3].set_xlabel('y')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xticklabels([])\n",
    "    ax.set_yticklabels([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1-Minimization using SciPy\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "y = y.reshape(-1)\n",
    "constr = ({'type': 'eq', 'fun': lambda x:  Theta @ x - y})\n",
    "x0 = np.linalg.pinv(Theta) @ y\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s2 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot C and Theta (2) - Gaussian Random\n",
    "plt.rcParams['figure.figsize'] = [8, 4]\n",
    "\n",
    "C = np.random.randn(p,n)\n",
    "\n",
    "plt.figure()\n",
    "plt.pcolor(np.flipud(C),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "Theta = C @ Psi\n",
    "plt.figure()\n",
    "plt.pcolor(np.flipud(Theta),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot C and Theta (3) - Bernoulli Random\n",
    "C = np.random.randn(p,n)\n",
    "C = C > 0\n",
    "\n",
    "plt.figure()\n",
    "plt.pcolor(np.flipud(C),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "Theta = C @ Psi\n",
    "plt.pcolor(np.flipud(Theta),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf8AAAEECAYAAAAmpD1kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAABZ5JREFUeJzt3ctuUzEUQFGM8v+/XCYMEC3VxU19Y++15ih+JN3yhDPe3t5+AAAdP+9eAACwlvgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0DM4+4FfKOj/+vCMcbUv/M/Ot7v9Ls7fX+zVp+Le8i6dPFe/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABDzuHsBzDFz+3lWzz3f5e7Mn//YLueyi5n9+Q19nZc/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIxd5iL/rzHG1MZOPY+vOnnmNh975Vnkf9plnbDIpR+Elz8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMQ87l7Ad5kd13n6eNCV+1t9lrOfN8vo2tdw+v6434l/W7z8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIOZx9wJezemzwU/e3+q9zc74nl3nyXdXsPr7svrzTnbimXj5A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQMzj7gW8GjOwe9z5x07f3y5Wfz93+bwZhTO5+ple/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AEGOk7192Gfm4g5P3xr/tMv7U9/M17HAPq9e44vO8/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBm7DBLedKxG6Npdm79rIP/NvCJ2e/Zyd+Xzc7k0mK9/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIEb8ASBG/AEgRvwBIOZx9wLqjGnlql3ubpfxp6vXucu58N6Jd+DlDwAx4g8AMeIPADHiDwAx4g8AMeIPADHiDwAx4g8AMeIPADHiDwAx4g8AMeIPADHiDwAx4g8AMeIPADHjxDnFvx27sdOZsw738XvY3qUL9PIHgBjxB4AY8QeAGPEHgBjxB4AY8QeAGPEHgBjxB4AY8QeAGPEHgBjxB4AY8QeAGPEHgBjxB4CYY0f6jjGmNmYsLFe58+eaPc9Z7oFDGekLALwn/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AECP+ABAj/gAQI/4AEPO4ewHfZfWs7tnPMxOeq3b5rsyuc5bfwnPtcH+7/BZemZc/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEjINHHB67MZ7LeNDXsMMoWV6D3+ynLh2Olz8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEiD8AxIg/AMSIPwDEjFPnG48xpja2+jxOnkt98t7u4Dyfa/V5nn5/O+xvhzU+waVNevkDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0DMsSN9AYCPefkDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQIz4A0CM+ANAjPgDQMwvJeoZ0p6NcZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot C and Theta (4) - Sparse Bernoulli\n",
    "C = np.random.randn(p,n)\n",
    "C = C > 1\n",
    "\n",
    "plt.figure()\n",
    "plt.pcolor(np.flipud(C),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "Theta = C @ Psi\n",
    "plt.pcolor(np.flipud(Theta),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bad C and Theta (5) - DCT Meas\n",
    "C = idct(np.identity(n))\n",
    "perm = np.arange(n-p,n)\n",
    "C = C[perm,:] # compressed measurement\n",
    "\n",
    "plt.figure()\n",
    "plt.pcolor(np.flipud(C),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "Theta = C @ Psi\n",
    "plt.pcolor(np.flipud(Theta),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "y = Theta @ s\n",
    "plt.pcolor(np.flipud(y),cmap=CC_map)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC05_1_RobustRegression.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from scipy.optimize import minimize\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [7, 7]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.sort(4*(np.random.rand(25,1)-0.5),axis=0) # Random data from [-2,2]\n",
    "b = 0.9*x + 0.1*np.random.randn(len(x),1)  # Line y = 0.9x with noise\n",
    "atrue = np.linalg.lstsq(x,b,rcond=None)[0] # Least-squares slope (no outliers)\n",
    "atrue = atrue.item(0)\n",
    "\n",
    "b[-1] = -5.5  # Introduce outlier\n",
    "acorrupt = np.linalg.lstsq(x,b,rcond=None)[0] # New slope\n",
    "acorrupt = acorrupt.item(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1 optimization to reject outlier\n",
    "def L1_norm(a):\n",
    "    return np.linalg.norm(a*x-b,ord=1)\n",
    "\n",
    "a0 = acorrupt   # initialize to L2 solution\n",
    "res = minimize(L1_norm, a0)\n",
    "aL1 = res.x[0]  # aL1 is robust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x[:-1],b[:-1],'o',color='b',ms=8) # Data\n",
    "plt.plot(x[-1],b[-1],'o',color='r',ms=8)   # Outlier\n",
    "\n",
    "xgrid = np.arange(-2,2,0.01)\n",
    "plt.plot(xgrid,atrue*xgrid,'--',color='k')    # L2 fit (no outlier)\n",
    "plt.plot(xgrid,acorrupt*xgrid,'--',color='r') # L2 fit (outlier)\n",
    "plt.plot(xgrid,aL1*xgrid,'--',color='b')      # L1 fit\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC05_2_LASSO.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import scipy.io\n",
    "from sklearn import linear_model\n",
    "from sklearn import model_selection\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [7, 7]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = np.random.randn(100,10) # Matrix of possible predictors\n",
    "x = np.array([0, 0, 1, 0, 0, 0, -1, 0, 0, 0]) #Two nonzero predictors\n",
    "b = A @ x + 2*np.random.randn(100)\n",
    "\n",
    "xL2 = np.linalg.pinv(A) @ b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = linear_model.LassoCV(cv=10).fit(A, b)\n",
    "\n",
    "lasso = linear_model.Lasso(random_state=0, max_iter=10000)\n",
    "alphas = np.logspace(-4, -0.5, 30)\n",
    "\n",
    "tuned_parameters = [{'alpha': alphas}]\n",
    "\n",
    "clf = model_selection.GridSearchCV(lasso, tuned_parameters, cv=10, refit=False)\n",
    "clf.fit(A, b)\n",
    "\n",
    "scores = clf.cv_results_['mean_test_score']\n",
    "scores_std = clf.cv_results_['std_test_score']\n",
    "plt.semilogx(alphas, scores,'r-')\n",
    "\n",
    "# plot error lines showing +/- std. errors of the scores\n",
    "std_error = scores_std / np.sqrt(10)\n",
    "\n",
    "plt.semilogx(alphas, scores + std_error, 'k--')\n",
    "plt.semilogx(alphas, scores - std_error, 'k--')\n",
    "plt.fill_between(alphas, scores + std_error, scores - std_error, alpha=0.1,color='k')\n",
    "\n",
    "plt.ylabel('CV score +/- std error')\n",
    "plt.xlabel('alpha')\n",
    "plt.axhline(np.max(scores), linestyle='--', color='.5')\n",
    "plt.xlim([alphas[-1], alphas[0]])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "XL1 = linear_model.Lasso(alpha=clf.best_params_['alpha'])\n",
    "XL1.fit(A,b)\n",
    "xL1 = XL1.coef_\n",
    "xL1DeBiased = np.linalg.pinv(A[:,np.abs(xL1)>0]) @ b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC06_SparseRepresentation.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import scipy.io\n",
    "from sklearn import linear_model\n",
    "from sklearn import model_selection\n",
    "from scipy.optimize import minimize\n",
    "from skimage.transform import resize\n",
    "from matplotlib.image import imread\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [7, 7]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "mustache = imread(os.path.join('..','DATA','mustache.jpg'))\n",
    "mustache = np.mean(mustache, -1); # Convert RGB to grayscale\n",
    "mustache = (mustache/255).astype(int)\n",
    "mustache = mustache.T\n",
    "\n",
    "mat = scipy.io.loadmat(os.path.join('..','DATA','allFaces.mat'))\n",
    "X = mat['faces']\n",
    "nfaces = mat['nfaces'].reshape(-1)\n",
    "n = mat['n']\n",
    "n = int(n)\n",
    "m = mat['m']\n",
    "m = int(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Build Training and Test sets\n",
    "nTrain = 30\n",
    "nTest = 20\n",
    "nPeople = 20\n",
    "Train = np.zeros((X.shape[0],nTrain*nPeople))\n",
    "Test = np.zeros((X.shape[0],nTest*nPeople))\n",
    "\n",
    "for k in range(nPeople):\n",
    "    baseind = 0\n",
    "    if k > 0:\n",
    "        baseind = np.sum(nfaces[:k])\n",
    "    inds = range(baseind,baseind+nfaces[k])\n",
    "    Train[:,k*nTrain:(k+1)*nTrain] = X[:,inds[:nTrain]]\n",
    "    Test[:,k*nTest:(k+1)*nTest] = X[:,inds[nTrain:(nTrain+nTest)]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Downsample Training Images (Build Theta)\n",
    "M = Train.shape[1]\n",
    "\n",
    "Theta = np.zeros((120,M))\n",
    "for k in range(M):\n",
    "    temp = np.reshape(np.copy(Train[:,k]),(m,n))\n",
    "    tempSmall = resize(temp, (10, 12), anti_aliasing=True)\n",
    "    Theta[:,k] = np.reshape(tempSmall,120,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Renormalize Columns of Theta\n",
    "normTheta = np.zeros(M)\n",
    "for k in range(M):\n",
    "    normTheta[k] = np.linalg.norm(Theta[:,k])\n",
    "    Theta[:,k] = Theta[:,k]/normTheta[k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Occlude Test Image (Test[:,125] = test image 6, person 7)\n",
    "x1 = np.copy(Test[:,125]) # Clean image\n",
    "x2 = np.copy(Test[:,125]) * mustache.reshape(n*m)\n",
    "randvec = np.random.permutation(n*m)\n",
    "first30 = randvec[:int(np.floor(0.3*len(randvec)))]\n",
    "vals30 = (255*np.random.rand(*first30.shape)).astype(int)\n",
    "x3 = np.copy(x1)\n",
    "x3[first30] = vals30 # 30% occluded\n",
    "x4 = np.copy(x1) + 50*np.random.randn(*x1.shape) # Random noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Downsample Test Images\n",
    "X = np.zeros((x1.shape[0],4))\n",
    "X[:,0] = x1\n",
    "X[:,1] = x2\n",
    "X[:,2] = x3\n",
    "X[:,3] = x4\n",
    "\n",
    "Y = np.zeros((120,4))\n",
    "for k in range(4):\n",
    "    temp = np.reshape(np.copy(X[:,k]),(m,n))\n",
    "    tempSmall = resize(temp, (10, 12), anti_aliasing=True)\n",
    "    Y[:,k] = np.reshape(tempSmall,120,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1 Search, Testclean\n",
    "y1 = np.copy(Y[:,0])\n",
    "eps = 0.01\n",
    "\n",
    "# L1 Minimum norm solution s_L1\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'ineq', 'fun': lambda x:  eps - np.linalg.norm(Theta @ x - y1,2)})\n",
    "x0 = np.linalg.pinv(Theta) @ y1 # initialize with L2 solution\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s1 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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du2mrJV3XtrodnkrAOHZvb69TOs8880yvSmd/f1+np6e6f/9+19fOzo6ee+657pqmafTqq69KulYeb3vb23R6etqtyTPPPNPlSM/OznR8fNxtakmdRb68vNSjR490eXnZeyzMj5Tt7+93bvrZ2dkKSs51pWXznri8vOy8igqp91zo8pMIwiWK6j5s2aVrpeCQSFqGM1VFU2VAqtK8x1X9SNs85pa2tJG0MRYz813MQxH4yEqSRDup3RKVpPbl9wzKCe6wX2lZTE5ta+tIZJWVP+7XubuLi4vuyQ63eXx83KUunBs0wCFdu4k+q8eusLQs+zs6OtJ8Pu+KzMfjse7cudMBO2dnZ3r66ae7M3+m02k3ZvdxcXGhp556Sufn53rppZd0cHCg27dvd67oiy++qHe+853a39/vxjObzbrnMW/fvq1bt251dbhei6eeeqobw/n5eVcgbwvKMeQ6MUbNNbe3QO+kyoUnWGcX1pbRVthtG4FnKMDQxWGX/ybYx0J3YhtVquVxtBGCaWDGsYs/q8q21j1GYxfG8RzRVTObgb6BELrJWefoRfBiEhmVliVaBGaOj4+7NvgUx8HBgUajUbcpPcarqytNp9POPbO75oV89tlnu5I3u6gEiY6OjrrNZVfy6OioE6pXX31Vzz33nG7dutXFTq45NfgjSffu3dO73/1uPfPMM3r48GEPIW/bVvfv39fR0ZGef/55nZyc6LXXXutc4VdeeUV37tzphLtprp/vfPrpp7s2KHhUsFSkzoEy/k/B84Z3btmC5/pZx57GC1K40xV1wYbHuLe31z1BkyAjywMJ/Hj87sNKerFY9GpzPQ+2VdFGCCYHzNpX/3YapAJuvNEsHMxTDtW1kiEEhiicHIMXMk9Pk9TbVLawTq5Ly5MCJHWgA1M2JycnXQrBSmM0GnVC5XE89dRTOjs766pujHpK1yCO23W8ub+/3wmd0x62sD797vz8vMtjnpycaDQa6eWXX9bOzk4n7ASg3Lf5+Oyzz3aAT9u2nSV2BdHh4WGnPO7evavFYqEHDx70UOwsnPD6OAbd39/vFIRTNFaQxg88L88zC9HTypkHjEVJuYZUHsQGaJFZgWT02IrBY2U+lr8r2gjBlPonFkj90ii7FXRtXGxtjcdHnkyZcJdWj7y0a8pNksJv7ccnS/z3ZDLpEEvmvNyW0w63b9/u5c9YrXNxcaGzs7NOCxtQ4phdPuc5TqfTDgjy+D0O5/i8Yff29vTo0SNNp1Pt7Ozo1q1bXR/eaH5oeHd3V7u7u3rttdd6/Lt165bm87nOzs56CtKCd3p62rnkk8mkS+9Y8K3MDBBluoL7gM9RXlxcdMrBa2UL5PSS18IF9rZO3hNUpOaV3U0LDedKhN2KhsJklJfKOXPT3stUzFX+e4het2A2TfMeSb8g6R2SFpJ+pm3bv900zd+Q9B2SXr659Afb64O51hIXSuqXVDnmclLc1/kQZpbcVQUAN+PtFpY5LccZLNPK/BgFjklrE4XdC+INKS0376NHj7p72ba169nZWSfo1MCOHY+OjnTr1i1dXFx0G9/jpLUlYusxOYY1HyV1bq/HcXFxoTt37nTu38XFRff0iMf81FNPdVbe+VBJ3ZMsbjNPQPBjZDs7O5rNZt0cyUcrvJ2dnU7xuPpHWipr5lZHo1HXt/uk8ORauXjC7dmtzjOR0uXlevFJmsQt3C5rnum6m9aFZNIbs5hXkr63bdvfbZrmlqSPN03zazff/VTbtj/+pA05XpD6QIxdVD/gS0CEGs33ZckcNTtTJgQX/ENryMVgTadj4Mlk0o3XC2TXx263N4vbdGrg6OioEwaP0VbQc3Oc6tMDHJM6TWGrRuHzJvCPwSb3bxfR6ZzxeKyTk5OOVxa4z372s13+0vEex2qeP/XUUxqPx3rmmWc6/t6/f7+X2vHZQNK1q2xh5HoeHR11QuHrm+b6xL67d+924zKvU+BYGWQPyuWKnn8V3jjOtmL2c6dNc13c7z3B2JNExWmD4f6MJbifHAPXa4het2C2bfs5SZ+7+ftR0zR/oOt3lryetjpGMHnr/xMdlZZuQX7O+kVex9IsxpLeqE5KE/yxe8jYYTab9Y7ksGVxH7Y2vsebnGgrE9AWILdjAeJ5Oiw/Ozk56bwI1gTbE+A5N4luej58TtMb9ezsTIvFQs8995wWi4VOTk66I1PcR9u2Ojg46HKu9+/f1+c///mODzs7Ozo7O9POzvXxJEQqk8e2wJPJpIsdzXcj0HTVTeR7xojMVVvwLUCM76w4HKdnZZbLFjNeNR9sANiPEXOOgwo/sY0vSR6zaZr3SvoqSb9989H3NE3zfzVN8+GmaZ4auOdDTdP8TtM0v7OuNGlLW/qTSG8Y/Gma5ljSL0n679q2fdg0zU9L+mFJ7c3vn5D07XlfG+8usQZkAM1Hc0z0zTOXactK95WPY9m1dXu2LNS+Wd6X9/keWjxbdbtWGdPYrXNcxrjJ2pbxjK/PedNV9yNUbmMymXQWyeOjy2xr/ejRo96Lg1h+6JiducZ0u22V7f55jE73sLyOSKT7ch/OvXKOR0dHXVhAcImAn7T0AFhGSTJiSgtqoufg63ikCR9s8NpxjLasvsbXOfaU1Evj0DLm3l5Hb0gwm6bZ1bVQ/t22bf9nSWrb9iV8/7OS/vGTtOVBe3IsJjCDOCEG3Q6uzWy6X05z2K2gW0PInYxmu1K/ZtaCR+G7ffu2Dg8Pu5K6Bw8edHGRv3fekW8Nc9tGR90/82AmA0oWDiOKHKvhedd+kldGFr1RjOAyn2cX7uTkpIvRDGJ57K7pdaxo943uvPOJLIYYj8ed8nCMS6H1GAz+MNVgspKlkprP5yv5Vq6xqXoMzC4t1928cwG815QhltfIRfsGFekuGx/xuOlyW5m8JemS5rrVvyPpD9q2/Ul8/s6b+FOSvlHSJ560zSw2lvpFwyTHXEx33PTfu84LYuvCpxn8f7ZbCae0PBHPNaMmJ+OPjo66dAHzkE5h+CkHboSLi4tOIPy5i+IdY3lcFggrHyoHItZSH/JnisY/Fn72YX7Y0p2fn3eb69atW9rb29PJyUkHQGXuznFbpbyoUNx/4gEGf1xP67icPCAxhyn1NzzxCV9rXuR9fqpFWu4TpnV4rdu0lc1H8dgXBTEVA3GIit6IxfwLkv6ypP+7aZr/8+azH5T0LU3TvF/XruxnJH3nkzSWwkdIvEKvPDG6pRlgezOyKIDgjhcx3U8CRtR8hL+dW/PCXF1d6d69e5pMJt3iSteb7fz8XHfu3OnGYgDI8+PBx8zFchx2NT1mHothj4BpGKKEuQE813SpbVntknJDMsXhQgJpuZE9nvPz8y4HS9fWYQHDBnsF+Q4W51gz9GA4YV7SEnmNOV+mujwOaXkgtQEuuuQMYfxeUStwPpVii86iCO8ThkVEs4fGlfRGUNmPSuULap/oRUJJjJck9Y7wd8rETJP6J7/xf+aM0n0wA7OW1n9Xbo3HlNC8x2Y31FrUv+0C2lrZOjke9BiNuHLxTVxYPnBsl5TXU5GlC5hzMRFdNkJqK8jHvEy3b9/uXnDrsje77LZ0jJU9duk6hXB6etopEJe9sRzO9zqt43GQaJmyaodK2t9nAYN5dnp62st3el19D8MJxtleUwun31maXhiLZTKr8LgcprQhlT8u97LVkJaWyFpzd3dXt2/f7hbFlsgbkMleplL8v9upIOs8+cB/E3ii0OZCeENZk3t80nIRnOO08GbpoYWE7jzBDsYxjIk9NsaKtOwcg4nWhpU/ViD2Kli14hSOFYtzuiaXFM5ms668j+6sK6BcXWQepjtrr4FWrALrCJRxLajM6QlRCTOOZWwo9Y+n9HtgMkTwXuO+SR6ncmRMOQRM9dZo8JsvIXkzZaGvJ8CkMAWI+Ttp6aLZOnDjVMAN3apEfzk2WieitG7Dm9nWKuMNW/HRaHnqAK26Nxc3Qb6GwM9bDtX2GsVlUYSJrrj/dzuJIGc9J3nqNeHBZP5+Op3q9u3bunv3bnf0yIMHD3oAD+Ncu5FcowTFOGb/zTUj+p7EvcT2/DeVGnnk741wu/2slXWe0+41LTNdbOZSOY+cW9JGCKbUf3uTtEzc2wX05uUhTgR9SGbQaDRaORSLm9IWwLFPomW2UozrrEDoLmWSmW3ki4SOjo56rqk1NIsMrq6uuus8D9/vDc6EeCoY/08FxEogeyLp1lfCwNfsuTi9As/atu0ekDYAxqdsvHE9NiKX7LdKEXH+XA9WZXFe/D/XtEpZVHHp0J5JxWeFSxTcqSyGOUTZzfd1KZPtg9Jb2tIG0sZYTGp7Sd27N5yHdOlcplPsmjIGZBLYFtGWtio6tmYm/C0t4wRq54zvfL//dwrH2pZAz2Kx0OnpaQ+5tftLS+vx0q2n227L4XkSsDGPGE87LmaJmNQ/LzXjZBYEeD0YDhj8IIjlPHLTNN1jX76f7jjXmaGI3fqh9fCcaIGGYlFbVltqelG0lG4nC1ccX3pctLgcJ70yuu20zJmC41iHaCMEczS6fkkNn4pwPefOzvXryc/Pz3t1qwZKRqPVKhkTXVJvqAR/6MYYKfQ1PCCZbiHHkSCMf9NttPvp7+fzee8JDyPQ3gCHh4e994oQuh9yOZ3e2N3d7e5lnEj31v05J8t1IMBVJeqpLCjojsn8uZ+UYUzNZxPzvZRuu3JNhzZxCqT5wHuJT3D8VmrJUwNgfIOb+ZrEfZfuLQ+vTqFMcLKijRBMa0Y/4CstGST1N7cFxPkvFg8TbfQ1DNopGFI/R0oghSkRb2iWByYI42uJCtNqEyzxhmcxNhPW7o+vQOC8bL0JYLiqhsUDjEFpwSlITMAbZZSW75kkmX9ei7REpouLi+5AsYyD/b1TPkZkqSyJpFdpBcaoFcbAgn1+T+/Be4ZCw33AXK7/p9VeLBbdEz4Vwk6LbAVM4U9gqqKNEEy6WqZ8SoNWKMmJci+YyQtrFy9L8nh9LiQ/k/onpqdrYqGpQJXcGBYoztUblfC9P/Pc7Xb5ukQrPUa+FoGPLGVOz3PP9IK/47pIS8HMoo4E10wMAdxWItr8m//TElfIJcdHEMdt0OVnrpJ9sBiB7vJisehCKKPIfIzLri8Nh9vhWG1sqAizvHCdcG6EYBIZtZbNRDrzbdJyY/HwJN4jLS2eN7IXgFqSyB0LCPh91kBKq4dK8/vcLJU7w7wj52eXKJFAkzceTwFgTEPLStfaloobwuihKV10uvDuO9HQKlzw91U1FflXKa2h+ZKX/JtrYkufoUXmIu1hSMv8Ki2i9yK9N4YFnKP3IPcd8+BUqDzPKpVS0kYIprS6ACxN4+FVfOaNcLs3SsLQaQn4P91TLyKfQUw3h2Mi86lALBB0w/MwpqEc2zr3zG0x/uMcuUHMD5Otg+N0jsF9GeywcKYy4RiGLDBdaX+f9a2cr4W/KoDItBXn6fEwHnZ7XH/PkWtuYXZ5I91LzqNyrz12e1/5oijuk3Vhz5PQRggmtYmJiFvmOKXVk9htLY0q+nMKiLUdF8n9s00iw7mw6U473mA7FajBOa3LzRFNzc2U+TW+Zs8HbLnvtFgG0ebz6yNZ9vf3dXBwsIL8Or6tXPsqr0c+eH60PqYsTzNlnEthYtsmejepQKWlgLEPutS+xko8gRgqHt/HumQqnLR4VNbkXSr45E1F2zzmlra0gbQRFtPuHgEeIrDMXyWI4mJqafVtXLaidC19HcmxlutZ6Z4ZOazgco+dFt/uVR49whpZalPPgxUkdskYOxG4sgvJh5zJB4JmHiNzj0wRMDSQ1KtIoiVilVTFx3S/M97K8ML3p8vs9cuYzn+TGAK4vQR8zNusBmLxupFm98HYuXJ13YYfVvAe4Tg5Js+Rc/qyiTETmfXipVuUDDOj+NvkTUz3jm4k3VMn5vNJA8LdXjDW1VpAEhZ3H86BHR4edoqF6Ygq3uU5qe5DWgqNXWwKkbSMu7hJ3I6FOmNAvlnMsRHnwfXJeDBdUsasXDv+b+XAJL2JoBnXIZVYUvbj+VOJESiz0vP3CRgy3ZQuvRWbx2recrx+YoiFJZyr+1xXZLAxgkl0lJSBvIkbyBYgY1ELIRnATZsIrRlWLb43vTc3NamfzbRwOi8pLYKN1bAAACAASURBVA9Sdo52b29PBwcHvYQ2BWuxWHQ5NMYoVlzWwLSozpUmcd4GKjg/Viz5egsflVnVJtMn5nUSP8tr6QVljMjNXxW557tD+TmBIu+dzJV6/LZ0Hp+0rHAi0k/BZIGGBTvjVVttPlJHIKyKjZM2RjAzQK8sInN7JII9/D7h/KRMQNsdJAhES+sqEJainZ2ddWfkEP1MwMcn3EnXzzW6ONzuljekq0n4LCRda+Y5udmYwhjKcxI0yeKARMUrF07qu5NDGp+eCTeh15JrOxqNeodC0/rwTWjuu3pDNb0qo6N8CW7OjSkuKkBpWe1FwaJyzxQbwSOGBf4+5/qktDGCKakneEOLaKI2okVJtJDMyzNhecI2GU3B9Dk1Pvbx4uKiO8JRun49wec///muNvTOnTudW8gxSMt3jNy7d08PHjyQJN25c6d7xKtt2y65TXfXc/dv5mWlfvLam4juGS2g+Zwxe36esZ8VAvOXtILkPS0xMQEKntsnryxUmcumcsgii6H0ktu0YiRyzpQI40tpGRZYSfteurpcF3oOrPZyP0xvJRK/8TEmY8uqEoVuJAXJi8u0iF1SkzeB3Ug/me9rGXNUKZurq6vem5b50lPp+oU/Tz/9tB4+fKhXXnlFJycn3dk/0rK42+Vbtow+S/XevXvdG7R4ViyBFiaoyR9TAi1VXO7NkQUQFCAKbhIFm7k7ktuvQCEqFv9tfvN8pOyT1UwWirOzsx6oQiFksb1jRYI/ruQxLtC2bW/drXwogHSFWeDC6zM9I/Vj8Cq9Unlxpo0QTGm5mfj8IhP2Uv8cG25QvnGLGtTv47AwECEl+TuDH3ylwcsvv6x3vetdevvb394ddMyCh3e/+926deuWXnzxRV1dXR+18dJLL3WCeffu3S4P5gUejUZdXOqT51577bUu/rSbme6X55guUcZq6ebSarE9fkbtbspKKF9nSouZYA7XiQLpdr0WFBq6vJK6Q86k68396NGj7kAwexeMDy2EDjnG43HvVe/ub29vrzvqhICbx+rxsIBEUveOGdYr+7tcl8prMl8fR2/GubKfkfRI0lzSVdu2H2ia5mlJ/1DSe3V9INc3tW17f107qcHNYGrFjJu4iFwgxpy0Hn5blp9ccSEyEcXpdNqd8dK2rX7oh35In/jEJ/R7v/d72tnZWTmnxo9s3b59W88++6x2dnb08OHDziK+/PLLOj4+7p3pw3F58/iJjMVi0b2t2UTgwbEPN6/5NQTGsHjAVs3ocG6qTEGQ3+4n4+f83nPMckV/z/nQpUsU2OTQ4969e3rllVd0eHjYPTzP4z1OT0/1hS98QYeHh3r22We7PXJwcNBZxZOTE52ennZHoZjvXk+eHGHLmWEAn9bxPHLMLFH06Q9ME1lRD9GbVWDwH7Rt+/62bT9w8//3S/r1tm2/QtKv3/y/pS1t6QnprXJlv0HS1978/fOS/ndJf23dDdYq1ly0dEwEEwiw+2X43JaBMYORPWsnu46SOivmtqzhbDFv376tD37wg/qRH/kR/cZv/IZu3brVva/R4/ShYKPRqHcciDXsdDrVgwcPNJ/Pe5bQrq4RW5fB+YzTW7dudQAXY3BrbFqjylWt0kSZR6PVpXvvtpmKcFs+0d3XVblGaYkSpyWtCixoTV0Cx1yi19PrwjUm6LJYLPTd3/3dmk6n+pVf+RXN59fvHT04OOhCpJ2dnQ55PTw87NaPB1YzTs2wwvOx1eQa5TW2uPYsmLNODzDpzRDMVtI/bZqmlfQ/tdevPnh7e3Poc9u2n2ua5rl1DXgTMUDmYlEYuUEk9TZ1pjLM5IODA83n8y7WSHjdfVjw3cdrr72mH/uxH9Nv/uZvdicqZJWHj9X0m6Ola/Q1IXi7tsfHx714Zjwedwcc7+7udq8W4BGYREvNL/PG82BxAIW3WyTEp97YzOO5j0wvZFUV+yWvGJ9mYYf5xEIQPsni3xZIr6v7MTiU7wj1fmBxx7vf/W597GMf02c/+1k9//zz3WscGEaYf37rNoE2v63bD6snKMkCdfOVcyAvbVDSZTev3uoCg7/Qtu2LN8L3a03T/D9PclPTNB+S9CFJ3ZETFTxvzU5NbTKkTeiegsd4zegcETTnDL2x/WOw4dGjR/rwhz+sy8tLveMd7+i0uGNVj/3s7Eyz2UzT6bTbfMy9eTFPTk40nU51cHDQCefBwUF3cJMfqLaySKSvSk34f/ItN00ShZGlatIwMJF5uyxysCBV6Rdf7/UhHiAtgSge1+kxWel5vfxUh4WS83348KF+9Ed/VC+88EJXYun1pQDRqh8eHnZvZHMfTNkwPeWx2rubzWa9t16bdy50yJQUhZd50oresGC2bfvize8vNE3zEUlfI+ml5uZVCU3TvFPSF4r7ei8VkvpVHMyjVVA+NwET7mQizzqdTqedAKVlmc/nPcbazWTuyi7TbDbT6elpD7yxq2lQiZaKz4tK0iuvvKIXXniha/v555/vCXLwqDcOFlrQQlmIuUkrIMj3+TpW0BBsskVKBNgW1kKZ7rL7srXkw9peLysqpmw8vtls1nk+TEMwbcQ8qufJ5yb9Bmq/0oE5Ul/DMTdNo9u3b3ef3bt3rxuH+2Uek2k7f85XSfCadNlZqfU4eqMvFTqSNGqv3495JOk/kvQ3Jf2ypG+V9Ldufv+jx7WVJVJSHz43Q8norDCxdrTmZc0pGec+zs7OdPv27d4bq52ykJanwRv9cwxopM1jdEUK3TfGPU7XSNLb3vY2HR4e6rXXXpOk7v2S73rXuzoX0womE/ZWPp4nY5ZMtOdGyA2SBQJ02SiUFO5MirNdrh3TU7Q0fnemcYHMyTq+9onuHhcF01aeytjrxbOOjo6OOgEndsF5ev9QKftROCqzrAmmt+A50DVn1ZGJbdorGvJopDduMd8u6SM3He5I+ntt2/6vTdN8TNIvNk3zQUn/StJfWteIF4Nnq3gDZpBMa2fon1aJFpO5TWnphvD1407uOxdKwfYGNiNtbXd2dnrgja2xX4pjAMPjdFz0uc99Ti+88ILe85736Pnnn5ckffrTn9bDhw/1jne8QwcHB72NmCALhbNaWG+aoYQ3hSqh+qwxzfQVQSBaV/bNODTjSOkaTLt165YePHig3//939fZ2Zm++qu/ugsdPC4r4eqBBmMFTvVMJpPewVneS3SL+ZAB18+FIunesqDBStb84GslODcCRO6DCpXXJm8rekOC2bbtH0n6yuLzVyV93RfRzsomM7MyZ5TIl4VtZ2f5khe6SHRHrRktVKenp7p//77atu1iEgug+yLYQ6vNd634s8PDw044mPR+73vfq4uLC33yk5/UnTt39IEPfEDve9/7JEl/+Id/qM985jOdS+0FJbGwwnNOTc4cpWNmWlTy2n1lHjLBHVLyXVqtm03rOx4vX5XeNI2ee+45vfOd79TJyYm+8iu/Up/61Kf06quvdvP1gWIWjAqsa9tWJycn2tvb64o06C4zf2oP5vT0tFdj6zN8yAvyx4rV/RlHcB9u1wCbeV6BOVXOt+Jf0vZB6S1taQNpY0rypFXAhxYgyZaU8H/GWda4Tg3Y0llTGWF98OBBV+LFfFPmD9kfx+E+Cd9zHJ/85Cc1n8/19re/XePxWC+++KJeeOGFbgwen7W1n+dzG46VaAFZQZOILXO8vt7an7EmtXgCMflUSfJd6uc0mepi6Z3JNa6Hh4ddtc33fd/3aTwe6yMf+Ygk6eMf/3gPM7CL6t+3b9/WxcWFptOp7t2717nPXiPGeMwz0+oeHBx0bqy9I3pJTl8xbGhRT+u2iLanp2OLTYtqvpiIWFe0EYLpDSmt5sjoxmT8RaCFuSOmSxz4M/Xihb57965Go1H3hiovQJbDORbxw85S/ykEX+dFIjwvLSF4PxPJeCTTIzxc2AtJwSOPKrJLyXuYWqDLSiVj3vJxMComrkkqUH/Ha05PT3vK5ODgQGdnZ/rt3/7trp+f/Mmf7MXjTkNYIY9GIx0fH3cuq8+sbZrrR8Kc18zHrYyOc28xPeV1s9BSeFiuaCVEN508IC8Y19vV9Xp4bLkeGy+Y0ur7Lq2ZqqctpP5jYC4w8GKywsUaj7EEN8Lu7q5OT087DcpYwRuAcanHwmJ7osfe2Iwt0nrQ6vgepkI8b8bRtJC5WYiwplLwGHIj+PoEd7wxuRa5PkxZZFzpdXCBOdfPcZmvffDgQc8aUTlz7dyHgZ6jo6PuRbpXV1cdeLS/v9/FguZLtSeY03af7iMPd6YSI3/MfwumDYe0+uRPeh3ud12MuRGC6UllzswBvDcWJ0KwhiBRVqNYuPy/1C8Kl9QVRWfezOR8FV0iLrSrRbxIFMJ8SsTj4FjSilErJxFpzgWv0FfyIa9JV32tBke1jflE5ZHgnPnDV11Q6To11TRNJ0zMO3pctq7SMg3RNE1XFGBPxH1S4SRCLC2PcGGIxHV1O4nSJviVnts6L8b9ppB/WVhMLxIXmD5+ToITNWXCm0LmjcFXD0j9c2a8oHTlbAEJybs9j9PXUpDoTlfvtqwQvCH4PNM+jCM5jyrhL9UlciyMIO98nfmSm8l9eQ6MWSvrybhvf39f0+m01zfTL7aAfsLD1td8293d7ap/vJZUYFQC5pMFkuFBrh2FOAsnzOvqHuaKiUATqU+e+e/cD0kbI5jSaqkZXcpKc9k18gZi8tft0RI7bjDDnJC2xkzgw23YGlr4OE7GOP6fG5Iupu+l9aeGT/CKm8N9J0jjNvwZXS26ZCwqZ7zJ08HpnXislRVOgE5abvyhqpzRaNTFdOb/xcVFF1dK1zlCxrhOgeUG52FXtMSpYHl4N/cVgUKPl6GKgaxKcCjE5AHDAgps3uuxVAqUtBGC6Q1lDUiy5qmqJTIuTcTU2j9jGy6kmTQErli4WfvIeNUbid/5c4+JrrQFhjEL58JNz5I7KoMKpa42Et1K5oPTjfb9e3t7vYqlIeJ9FH6CIj61gXEXHzD2hmaOljljVj/RDeWr/HwP34rGONVz5lvNuG60jFSUvG6I33TjiQt4rr6He3DIu6pom8fc0pY2kDbCYtIaZJBN14ZafDS6LpJ2KqKqmLFbyxxeggIEYpKYt7S7km4KgSe7jNmerYRdJGpgH6xMJFeqtXSOfQjs8XfpOhHet6eRrjM9gypm5rVMTblEju40QTR7Hbu7u5pOp5215JyOjo7KChuPw67wZDLpuaJ8ljKBHfKdc0mwK/mQLivXIPlvN54WkV5B1c46RFbaEMGUVlFBTsYPIieZ4UyGV9fZDc5URm5gj8NE5eD4LpFdj3mdcHtsdNlMifLajSM/uEHp4lbgF8c2hJhmHi7nM7SZzAPOJd1+xumV+00F7GIDlu15jRjnVmPw9RWI4s/Mq4z5CTxlbM/PTAyPOB4WbHBuBM/8ORU23xs6RBshmJxghf7xiQfmxRwXkQncbBkv0Fr4WhaIDwX7FSCThdzU7NygnKPHmbEdUyqp2dkvwaNqLEMpllQK9B4q4R1qg/NiTFWNNy0O0VWvW9aYmg98qVE+jsY94Vg/x0trXlmmXE8qu1RY1TpmGxX2YW+NVWQmA15fFnlMSYNaytcQcZXU2+QUoIS00zVLUMWbg26Y22H1B11jEhfVQJOJqGK1YBQO5mQTfKme6MjPLHAV7zjOfHqF1+TftM7cgHY1CXZRQCw0PLKE43Aqg4eU8U3O5g0LEAiyVMgnLa37IyiVc+OeoTKnF5FrvQ4Uo7dAC03019/zd0UbIZjSUiOnm0f0La3XkIZOrea2+RnbcLI8r6FbSeFKiD5TPInO5qbPBbfSsUDmZmF8yKdGKDTe7Gw/N1W6fkOPb7nPvL+qVqm8hLQO5iXHPh5fv1oiX2lv95aFBuY101bMy1beC60mhYKpKY8jeVTFl5neYsloutv+Lq1+Ksa8r8frwW++xGRtnIKT1rTarAzWqxgxY6m0rO5/XWzBMQ65IFnx4/F7o9ld5mFh3mh2N60kaI3SqtItNrFayEI5ZPkI2qQlMQ8rBeacLvnH+1jOZx7k4WrklcfLg7KMG/i8nSxvpOfivKcp63rNkyoWN38qUCvd+fTUuM88XgozQb7KKiaoVdHGCGZOgBaCls9/+1wVa8N1sUSii9w4pNx47pOxUbq7/p9WjBuBVtfXc0x2XQn45DOCCdCk0DE+tobmpvOYmGslCMJ2EpHk77TQ6d1U4QLdNwteWu200k3TdA8OrEvU04Lmembcl/d7nhk2JAYh1QgqlXh6Wqkgc/2GnpgibYxgEqAwebPS/fGEeIiurczQZL1ZKyCnQmTJyGpxc9PT2ib6WI2BffFFRp4r5+s+0hpkQtvkzVa5a1QQWdKYyi3dXqZWrCCT54ybLYR0Sa343N5oNFqp7Lm6Wp6En+Bd5Xpz36THxPnneqR1p3Cxn8pzkNTFwuYTK8xYAsl2U9mtc2W3BQZb2tIG0sZYTFNaFLoL65DKRGClvsuXboZUpw7SjbVlYv/UjjnOdFn9N3OtVQzDkkHPjUghkb2hYgyPzZaMhdu2xNbk7o/nG9n9s8WjG8a4KAEYE3OG1RjTzU/rxLpVu5i0ulXcV6GdHE/G4tUaMzTx/IbqWWmV6QGwjyp1ly+sqvYz6XULZtM0f0bX7ycx/SlJ/4Oku5K+Q9LLN5//YNu2v/q49jKxPRqNes/G+TMTayF9P4ERXu/NxqTzzRxWBCzm2PtdFQZkEM/qE99Dl8abmaDIkMLJOLLaZPyOcWrlqtLtct9MZxA1rEKDxWLRe008x8g4r0pNODdphcH6YybcDdr4/sqttEAn4s09MASsMDxJ/piXGXNWgOJQyGIecDwVoMS2Knrdgtm27Sclvf9mkGNJn5X0EUnfJumn2rb98S+mvYxpJK2AKlVhsSdcCZukFc3NDeeFzRQMF4noKO+vFtKWhv1ViDABJiN4VEAVlE9wJQU50WkLBzcPIX4W71dote/Jkj0LclV2SJ5k+oZ8smLgZuUYzO8hQeEzuEkEcnKNqr1TATgExnhfel5p+dlfAoPmJ6+v4mXSm+XKfp2kT7dt+y8fhzatI1bsU/sxMe/vc3Ert1VaWjRfm+4UBd+LQbeDzK40p8nt84fXjcfjshSLoBFdZrpXqeGZr0yy+5euUx68nLywQksPonLZPb4KOEsFWgmw77UQ0lVl/jdTOp7bkNBR0SQyzv6rMeffVGxJQzyqrDtDl1S4b4krG/TNkv4+/v+epmn+iqTfkfS97WNewUfNQpdPWh66nJqUuaN0Z7ho3BippdJKEDnz/YwjmHagNcoNmm4LF96biwLrzz2fajPn3FOo2Abv41w8v7ZtO5eUVpkxJB/6NTFxXglAhZ7T4mQ8Rt5K/ce23A5RaitOl/PxMTHOmQqsChWo9DxHKkEqHfN+qFqH1nJdWiVd9Dw1IenNeD/mnqT/XNIP3Hz005J+WFJ78/snJH17cV/37hK+MWnIheEzj1K/xjGLy+lOprtEotXgMfjp9lBgM37Jdv19pUVZwVKNwd+l1fW9mUbIDUd3lgJOwWUFFZ/cSWLBQtWX/6e1ywoX/p1uMb8nv6m0fHqgx89SQm7ytGwEsqp58btUbuRVFf64P44h90TulSr8SOWQ9GZYzP9Y0u+2bfvSzWBewgB/VtI/rm5q8e6S27dvt+sYRM03lBDnJsw4wFqXZVQ3Y+g0sDey4xzMoYwvqCDo0riPfCLBFqPaNP7O2r8CCahkMi7i3IYsWbrFtJ7S6pu7+Nt/p2vJ9nKuvK8ixnIm84xv+kqPJ8MZXuv+6V3knHyNeea5VwJJpcQQy3uFwj2kdCzABO7sKawDf96MPOa3CG5sc/0SIdM3SvrEm9DHlrb0J4re6EuFDiX9RUnfiY9/tGma9+valf1MfDdIRMX4fwbmQ64XrRk1Pi1kxmAVIplVInRlqTWJqjouqeZjTZkuLd0dvoHM4+E4Kq0vrUL1jBErd5JWOb2K9AKqahlbdlrZdWAfrWeCQwbZmNaxC+462LSanhdTPEn2Vhx/VryixfMc0gOiu5q8GNpDlRfkvjPGNP+G6I2+u+RM0tvis7/8eturgBQyiPEIF/Om35VYxHFPBufJ2HUb3wvNuK8qbFgHmft/HiDFF+9W10tL145oLhHZXGi70skrxuZSXaKXT0+4f3+feVGOh7wjkk5FaIXBWN4uZ5Wkz7STKZFx8sG89birJ4Y8/yxOIH8stORbuq1ea6+r39LmvowW80mkId5VtBGVP1XskrB41ktycfMpDF/DRWKheC5uFZx7XG27TIBb0xIpZHw7tBC52TlnX5uIXmpox8NVyoV9MsYirzIOs0XJFIy03MRGbjkGji9jL/6dStaf+w1gmcIiZbyX60WiNTMfGNtl3TGtI8ebxDUk7sD62Ix5OW7GsJVCW5cqkTZEME0crCdfaWSTv093hAz39xV4YsrFJuLYNE33pudqAfNa98t5MDVSgVgep+dQIZgVFJ+PInk8BhYYFmSuz89J8vN1G5bfeYzp6lo4WdRf5fxoqReL5YHNXEMq2+RFKuwKgHIfQ2vi76qcYo6VvOY+yDx7IrP2EKwsE3RcRxshmEOQd8aHfnTI/xNZTM1q8mFXZmD1kPPu7m531ig3h8eW7hLzfxx3Iskm9p+WR1oVuozlrH2ZT8u+vRm54LSiiZbS6nuMHnvy131VaCw9B7rU9FRIVI6Vt2LB9tMbRKl5PYWBfLdFttCtyy/muD0v30fllhY3kdhEoj0/Wm+3xRBpiDZCMGnZEvCQVt0K/05tRgDH5IVhuoJEN8+LbSbznFsLdSVYSWlNKBgJurBtf24hzrjGC05Nz7aotbnhuUms8Z1myAqhBLiGCsMzrZUxsseY1sXjMTE28zO24/FYR0dHg8UbtGh8s5eFuFojCpaLVehJ0SKSb+6Hwp/xdBoVKg/Gm7lebxn482aSF5uxYwXKVOga3cnxuH9UPTXgfD7vLKi0WqFihJRjYJxqLZdjq9wSMp2a2zEJ3czqWl5jSkCEoInvoRWh0KRQpKUgcSPxGm7i3Pj0JHhPeif8vOrD3kGGIx6X77V7WMWfGfuyDSo1utS0/B5bBfZZwfP1DFVhhfeMFU/O40uRx9zSlrb0JtPGWMzMFZLoLlDbMR6kBqU7J/UPdOI9aQ1sRfw9n9IwOmsrXFkb1nYSqUtENuPSKsZJl8kWlO3SLU6X23Nyv1WIkMhh5WommcdDSCNL/irwJJFYutM+lYIxefaTmAItmnlXAUwch70KIq35uni7yOm1VQAl+WkyGOh3s3INqjrkpI0RzCxFoyvHBc78ZbpDu7u73bsspGXKxG4pXQq6qkTNqtSGXWAeA2Kym5zop9tIF87Hifj/zMdlHEpFQcU0lNNNJeY5eg5Vno4xIFFuzoPCP9Qn4y4qlxQwKrh0fYk5eJ24Dl5nv2uFKREKHVNuHG8i0OyL9xFM43r7AHLzx8Ah+ef1qRB274l1ruzGCKaJWpu5Ln9HDc8UCGMzvjU4wRJuQL741MF6pgAsnH6ZjTdHxhUsFCCiyseYKg3JmIoAUyLSJsa0aSnoPVSpB8dN5kEqQlNa1Wp98h56EVyTKhXlQouK1xZ6xuWJDJtXPMHd48nHxcj/5Ls/d0osvzcPEw2vQDGOI2PcShAJWlW0MYJJQTNRIBOJlJaoHFFPbpyrq+W7Ft0O842Xl5e9V/NZs9KamYFeZL481W263Rybf1sIqvSB28rURfKCT4J4rlmt4/knn9z21dVVV/7nDc6nQ8xLPsXiMfiedP9NtPYVcOXvzUuubRJBu0ynEDSy8FMheb5N03RPLfla90+U3m8lM/HRMws5ywPZFtM3FXpsfln5JsrO1zcmbYxgZoogc1wJ3+diUFDMpMlk0m1Wv/X56uqqY4itqd2XKtfnA4kTASRlvm8+n/fecswj/z039uGXsVLj+l5TFTfTcqbLlrxxemQoDqfL5k1UIc6pAMn3RMnJFys5trNYLLoUiedkYaSHw7OLnKfM8eQ8LVSeA18vSCyDnkkSFTQFk/uQSo6UnzEsoJIYoo0QTA86LZ60fGdiugKZr7ILOJ1O15ZCSepZBFtixikcgzcxX5aaDE8LRcvIeC6LIzxGK6Wsxsk0CttPIXRb3HAUEI97b29P8/lcs9lM+/v7K24x3wWTaSGmS4Z4y9gxrb5zlCzLo4ufPPHf3MD0fvyb6S3OJUMDSd15tUyLcE3J50pgGTOnESHvPX/Pj4JtYd74AgOpn+uT+m5U0zQ9xM6f0WrwdXbUtuPxuDvVO2MuC2X2TQGi4BIUoqtGFzfBH1sBf15ZorQwjKXcZgJBJLqxjCfzGm9Cew37+/s999iWt7LYXCfTEHgxJLS+P8E2CqGVGBFj8snfV5aKZw2n98H3n1hx+v6MYz03ejvmk8ed9cgJBtqgJJL+pLQxgpkoXzJ4SCsSNSTyynZPT097Lho3BN0cSb2X2lho3a6ZnDEFx5ka2mPwppvNZppMJisI7FC8xrlWxRXmWbpKWRHD16wfHR11mtxxmJ/6cMztOXFDVvElQ4ucN3ltwMw/tHzpJtK7yGowexUeL+NeWnqOOx+5S6GpXHO3RetO3jNVY6+JyDTdeoNVVLQJKCVtCwy2tKUNpI2wmEQT09pZc/sJDybpCVJIy9ju6Oio+z/rXRmXWgM7CczCaWkZO6RbmLEugQC6gv6e+cbJZLKSg/S4DXwkkEPLM5QuYYyeOWGmcKjpM7be29vrYkxbznRXuSZu25+7HbrtJL912s+j5iNsHBPnw7n7uipJT7DGFivTQvR2fP3e3l6XLvHchgDBjHE5nlwX3s994b2e+6rHi8FvvsTEzSUNPyVO4uZmzow5KbstdDe4MHmso9R3k31vwvwmuo/cSFkcnikZzo8CZkGnYDpJnQLLtAHH5rRHpiRcGO5Nsr+/3ymVit8kumpMT/GzdGPJH8a4BEtyc1ook+/mk5FZ8RC08wAAIABJREFUCzfj78lkoul02osdySePw2AM404KnxU+a6STN9lmKmS6+hnvDu1n0sYIZpWDox9ujc/N6vukpfXj6e1MXdiakaH7+/td7MmHXivhY99MjjtGpSXPdIiJqYZMA/neCiCg9qfiyvuInFrj+1ppGT8zhcDcn6Rus2c5HAXQwEyiwElVSR3jZishj9PxnONQfud5NE3TGyPzrm7fxSDmBxWlBZv8JLiTxiH5ZCPAt5ERTMw1dduVFzMEnkkbIpiZeDUx+S1pZQHICAtevgiV1tQACF+mas1qDUx0li4f3dTUoN4wrCYhOU3hNukG8SkGAhqkoSc9yD+6e7RKnqdTJEauMwlvRccSNxKteKZuhojjpRAQwEuXjo/W+f2X+/v7kpbIqufK92p6LGnlCLp5HiwbrB7lozubcxmPr88jsgJgyoWAFcFK751MpwzlT6UnFMymaT4s6T+V9IW2bf/czWdP6/rdJe/V9aFb39S27f3mekR/W9J/IulM0n/Ttu3vPq4PJoXJCDO5iguk5SJNJpOu0ofWyNozIW9pKVQ8QNiL7TFkTOV2EqXzYvj7RJP5dyLD/s7KwZQL58WlOyqpVyhtXtH6+j6ivYxHzX+iiGm9c47pJqcFqEISW1srh8z/WUnZk3E9rPtyjto/BwcHvVwreUnENZWHXVVfd3Bw0Akh42OmbBJ9Nh9pEU20loyZyZtE9pOeFJX9OUlfH599v6Rfb9v2KyT9+s3/0vU5s19x8/MhXR8A/Vjy5LKGknA44fZ0K/3kh3/zx+22bavJZNKBHH6rlGPNBCO4qNxEFua9vb1OUOjasm+3Q4tmgfAP40crEVpSCrLnwaQ7Bc6bNnlrod/Z2dHe3l636ek2Wnh5bZYCUll4nKwrJThCAfe1ad1piT3n8/Pzbi3IByoGaVkLfXl5ufJyJK/D5eXlysntVlRWhnb7M5+ZYZSF1ffTVWZ5XYJVGcNm+xU9kWC2bfvPJN2Lj79B0s/f/P3zkv4LfP4L7TX9lqS7Tf+s2RXKuFFaIlr+8cKYKrfRm4iCYqDAjJvNZjo5OdHJyYnOz887N4lxGfu1G2QBsvAzD8YnSLhY1sre5FYSBHG4yCQKN3OBFOjZbNa5aN7kngM36s7Ojg4ODrS/v6/JZLIiaPQIaNXzGgpigj28N/9OYqhh9z3DkrZtu9BjMpl0uV8CQRY8Hw3j++gdVQCT+cMiB46NYCHbYEhB4a7ICtjxLS09+ThEbySP+fa2bT93M5nPSXru5vN3S/rXuO6Fm8+2tKUtPSG9FeBPpUJWotymeHdJggXWftSALLeza2FoW1p9CsMu6v7+fpcLtZVMtCyRW2s2ghTMB7oP32vtTqSOgETWn3Ku6/7nmNwur+ETEnbj0v3N8VZxEd1Oa/YEuthOWsi0INV62hKZR2yfQJDX8PLyUqenp5Ku0z3mvYEsxqCHh4c9NJrzZI6TeyiBGfKbv/ld5ZpyHgSXfJ0tur+vQD7SGxHMl5qmeWfbtp+7cVW/cPP5C5Leg+uel/Ri3tzi3SXHx8fdLqsGyxQAc5R2AZ23S3jdBduOBSsFwDjHrhMpy+EMn2eqgovNBWFOjvPJZLT/5gbnOJlbc8xssuAZUEngxfNjvOb+Mg72/8kH90M+JC/J00whMM5OF54xMkGZROVns1lXTnh5edmhtkTtqVy8/iTGwh5nIsPECaRVJZTgD9fPn/s+X28jwvVYR29EMH9Z0rdK+ls3v/8RPv+epmn+gaQ/L+mBXd4hqiYtLSfGiqCse6QVcjzn+Mr5JxYs50POl5eXHaIrqReDGRanRbVFpjXyHGi1Tdz4nGPOM+HzrB9NYuxEdDWrXjzuCh0ljytwInOI/s0NmU/AsD0WbTD2q/riXBlLJl8sfKyLTh77t3ONBwcHnUJ3LnexuK4T5hhJ9JAqPlGJ2CiQR1ZiTEMR2a3QYtKTpkv+vqSvlfRM0zQvSPohXQvkLzZN80FJ/0rSX7q5/Fd1nSr5lK7TJd/2JH2YyAAvtBlUuYDWeJ6oUwcmC21VNGztygIBuj20UAZ5vLFYEmahpPsytOGJ8pq8gXy9LVsKT3oTCdR4rnbxMl2yDmygVbDLma6phYAAlPnmR8iYzqHlJELOOXL8yUeukdtwEYIR5aurK02n064dA2188IBoO/dRVRlUgYr2kqS+MWCRC/OzXH+GW0N7oqInEsy2bb9l4KuvK65tJf3VJ2mXNLRxiHJmPGLhpbbyPVJ/oS3cdIfJfAonNTDRVGk1xmNfFKbKatoF5XjdDtFXkxcwSw+zXW/6yWTSvdYg82SVS53pj8py5PiYWri4uOg2rPni+N3jzZSBkVivdwqhx+714hzG43GH4rZtq9PTU+3t7XVHyUyn015FjsMcp9M4jsprIFnJ5L4bKiLx+NleplTSoq+jjaj8kVbrDf13LgxdSGsvum6pmRx0W/BYSSIt0zLMVfE7qQ8oOb4h8517I7CQgpvwPDcsNzzBhWrDMBXjzeaY1+mfw8PDnmVgrJmWqrLgacm4Rl4Dx3BcG6aQKjfNls4lklZUdAEpEOYJga2Li4uujclk0oFAXhvzzlYuvS17Pt5b5nm1LqT8POeY4JH3FPfwOqFO2ijBZFxkBnti1oIEf4jGmkmOQaTl4U6OWyoNaXfH91vDuk1vQn9O18z3c6OlUFGQKAhZYeKT11icna4PrQldNG9AW6TT01Pt7Ox0YJfdWlrYtATmM39TszsXKqlTTBTyrEZK8tyOjo66kwwtNFnTa4F3FZb5YOVqkM4VQnZlbYlHo+uTLNId5b6hsuJ6EhTyvCuykqrWiQAW98kXQxsjmCZuhiwTc5AtLTc0QRd/T/RLWi6K0Vv3MZvNeotksIdo4Hi8fIrdfaRLaUvouCYLITJVkLGbrRDjGFrfPBuG4JO0VGL7+/td+oDv3FwsFjo4OOhSIOYRPRASgR1bq8PDw87T4OFkFgpb7VQitERHR0c6OjrqxfHmKcl8zFMrMsaeTqdqmmW9L/lqJD7RZcae5iXXPN1Qk9sd4llSprfYnvfQunTJ9kHpLW1pA2ljLKatTmomx06Hh4crKQKTUyBEwqRlHGrX0tqSri7TMJnno2vl2Imusa+xtXAsSs1t15OILcEft2Vr5iIFxrV0mahteZYtLQdRU3/ftm1nNTNn53tMnsNkMukVY5D/9mZYT5oFC1zPg4MDHR8fazwe6/T0tBdymLxWjOer0rW2vS7Xu3XrliT1gB2+tc0F6ule+8TETL15XgxHWELHMSbRstMLq7IJTwICbYxgSn2YmZPxMZT8jLksbzZvHDKcIJHvyyc4vAB3797t1Z/6tzd9Cpu0RFq50Jk39DiG3EfGRQ8fPuyUR/VkA9Mh3piOyTj/dBc9PharZ5UMAY3d3d3e2UQOHSqXdYjatu2UxZ07dzSZTHoF6sy9mq8cb6a4GL7w1AEql3zKJ9/YLanLX7rvKjUlLQFIChrjSYZa+d0Q0mtinxVthGAOQfbenMzDMXdEq2MrZUa7rfF43DuuUlJvQYmYnZ2ddVpX6j/x4jiTcaLHsb+/v3LwdFU65+sTzTNSfHV1fWjWw4cPJS1TD9TmTANYIKsUxeXlpc7OziRJp6enOjs703w+78bKSiKShZZ5Yc/DmykLCaT+s5Jcs8PDw+772Wyms7OzlSdB0nLQi2EfxgTIZxaMNE3/RHU/ApgeDnOsCYINxX4JDnld1sWb7tspHvaTGYCkjRBMablARLbMUAoahdFa0RrKblAmytk+KQPzRFz9d9u2vfxZInGV1s2+EkwgwCIt64XPz8871NFnF/GYSaaT6JKb7HI6nSBdAzfT6bQbozdfjonAVqZWmHf05jZf3C+LA5ivlK6FymV0RCvTulCxsR/3UdX3JsjndlxDnCkwzyEBGWnporu9FCBmCWhNE+jKkMH7xmvO9atoYwQz/W66EZXb5HgsN1eFWPKwZl/D9qwEzCwukqSVPChjLVswxhhVyoDjJHJLi+3Y0jnPfDlS8ifdUOaCuVFYDZOpDlpjFmOYL1RePDu3ig9ZIud2PQeng/JUeis8840xq60hvRPem3XDFxcXnTJjxRcVusfvNXMcm0R3ncKfSsRtMNXnz1OJcR7uY4g2RjClVTc281AJzFS5IcZNvofFzeyHG8mLnjGNE+m02rzOG2N/f7+3qTkea91MpUj1QcE5Lx4aZbeah1RJfQDM8U8SARcXBPDFPCyxIwjivj33dMXNFwMdBNG8FhbQrE1Ni2Rrnrln087OTu99M1R4fHXeeDzunSpPD4eATAqH+Z/ldWk40uPh2mc6zPfl/tt4i8kYkpPzd7mZTRQOqX9GD4mLl+6OBdfuR246J/vPzs46ZUBL5b6cDE+ryY3HBaNV4sLTnUw3ixYsNxcT2vlaOP9NDyC9BlMWwxOYqZ44oWB7PMzrmiyo9iyo3Mhz7wHzihaVeWuOJ8sUuZf4gEJe63FXCoAK+HHKdIiYDeAeTAGtaJvH3NKWNpA2wmJK/SJnk0vNDg4OVrRNVvdI6sUNUr8WlPlMajlawURcHVu6NtOPkaWraZfKlqlC3LLqI+fOOJVPifAa/l1ZL46bc7eLS6DJ1ww9wWJrlYBWlU5wn/6MoBHRaVvBzIEyznY/5AW9HbuE5hE9GBbw+/rkZbqcHJuJa8RcOMf4OE8ivRLy6nHAj7QhgpnunIl5wXyXIBcp20q01YuRATwRSqO5bM+1mB6LXSSOx5vXUH5ujnR7hhbE1zEmzVwbkesUfrt8jEcTNPHnfnQqNxzHkTlUPq7lNAGVFFHUanwmKwm69Yy5uE4ZFjDUMOLMeabr7PUizzMEyHQJQTYqDLeROWqishl+cQ2ZLTB9WcSYQ8XE1np+0DS1nbQUGifVOWEzjE+zcyMw/bGuascHPlkAWW3iTWglkHFxbuokLiKh/Mo7YDxJS5KHGCdi63iZ4Eql6T1e90tgxf+Tx5m+qnKcyWuPIYUi43KvHQWcsaCFyPF99VJh8y3j1ORN9lH1Q6IipfU3cW5clyeljRBMafVRo8wBpYanRrZFGELc8kmBSnDZJ8+sdbvOizVN00NpF4vlG7NsTbn4dI19TSK/tDS0XJUQM1VDHhFcYYoh50trxtTSaDTqQDCnhchLbsCmWT4ozldM8AzfSnBJQ6kCurspmFnFY0VFq12BaCRasFQqHEOONcsY0yuq7qHi5PWcwxBtjGCmliWCx42VVTC+rsqt8R4vcBVjSv36UlooWsxqnHQzPQaWkjE2S4vCdvw3CwkoNOlJ7Ozs9EoGmS+rNr0/t6vtfilYWZOb45vP513VEJWQx+V4jtVZVI5ZI2wlk/Ftxny5rlx3/++5JMKdJZqVgNBtzTY9b46RY6P7ynXNeSbl9UkbI5jSqiVLqj6zwHmxhgS5EtqMPXLRpGWd7nQ67QEBVR0q/+eYufgVVF4BKrQUaRkZE/P+tBi+L8/Oze/db/WIFPlgK2Y3nhY3LSTdYKl+CW6CN9X3CdyYuFYUGqfLqkf1eK8/Z9zucVJJ+TpaPypiKtoE+BjeVC77OtoIwUwtZ6J2ykXyZ3avvOmGqlIqrZUMchUIYyyPicXyPKPHzw0yhiJVLk6lRT1vL2JeUyG0qeUT+ePTKewnvRLOI906Cr1L3OgNWEipeBJIYr85r0poiPDyehcQ8NSBVMKOnZk7rPaUhSu/TyVHD43XcL2SEqxL8mfrYs5tHnNLW9pAeqzFbOoXCv2YpP9M0oWkT0v6trZtX2ua5r2S/kDSJ29u/622bb/rSQZCVE9augypiWktqJ3H43FX8cI4wVY0C4hJQ6kXukPpQtJ9cRyTceUNr3rz8/dpranFqxRQumUEPWipaQFsaYzY8nUCrmjxEygs+DYCzjl5Hc7PzztLQheeMXTOyffT3WVMmvsgXVdaMc6LKLXJ4xxC8N0H3U2uE60dQ4mq+idDn8rD4fjS06m8uO7+wW+W9HNafaHQr0n6c23b/juS/lDSD+C7T7dt+/6bnycSSg+aAE21iStImgykUBNYcDKdwAoZasHls4ZeYD8l4evouvkanqlD9HIIVbVr7R/m54bcmwoc8yl1jrEtKC5aZx+Suucr/fjVYnH9Zi0/CmYepttMtJfPaHqujJ0fpwDJEwp1phfcJoXki005mDKGpVBm6JGKJIEo3jMUK6ai9LWp/NfFmo+1mG3b/rMbS8jP/in+/S1J/+Xj2llHTIXQZ68E0ZSaKvNjvt+blvckpM5HgyzEJtZnUtgTrfT/VZyWc0zggmP0ZmQb5ktudp5ta+uW74E0f3yNvYrkCauDiFRz/MzzmkcJwKQ3kBgBrdwQEEZhZNxMgI+xIi0QT8LwnFLoc5/RIiYItg544j5I4eWYMw6tnopKejPAn2/X9XsyTe9rmuZfSHoo6a+3bfvPq5uaeHcJF8BEjSytBtose6rg/Sq4r9xEukh86p0LyI3LwmoSUUqOh0LipzpSOQzNwfckVVaASOhQMQORRG5CVznZAmeaiLwynzhmqZ/iyfSIhSafwBjyKtalfBaL5dGZ5O2Q15GAFEOXSjjYZmU1CU55vOyfSmPIgxhKo5jekGA2TfPfS7qS9HdvPvqcpH+rbdtXm6b5akn/S9M0f7Zt24d5bxvvLskUAfroQdO4v5dDohvLTVttdjIyNTNjAtbPSuqsje91u968rDzKNA1j4soly/RCCnlezzSD58zx+RryMStjaOntonu+/s7tOS611as2P/lboZUe5xDSXvE27+d965RjoqgVWdDXCUha14zfh7wj8o6uPu8dGpf0BgSzaZpv1TUo9HXtTQ9t284kzW7+/njTNJ+W9Kcl/c7j2hvyt8ngjAfMNLqfjAmtsbwZskgg3bFkIAUy6zcJFjhGHdq07CMtlWPfrNZhH0z60wXl5hiPx71XnzuX5zHnM6qel4lnBNkiMi63UqlqPt2nUxVel0yXpDD5e1ogxtAVSFK5gIx5udmHFHQqDrr26SHluN2H70l32n2QzI80Euvi5dclmE3TfL2kvybp32/b9gyfPyvpXtu286Zp/pSu3yr9R0/Spjc4F4MCkyjY0OQzGU/mplVKt9doJBnHPquSPrpnGW/xWh4URQHLUi/zgqjrYrHoDkjOWmDyx4CT2+HTDRYc3ssX3fB6jjsRRSO8CfokYkp01PPMahrzigKcXhH7druZX04l6X6r40msPFIJV/FuNSbGjGlxE3X1OldeIHlW0ZOkS6oXCv2ApImkX7vpxGmRf0/S32ya5krSXNJ3tW2bb6Ie6qechKmKRTI+o1Zju1y81OJseyjwN2q5WCxWTg5w+4xduNkIRHAu6SFQm1qh5IPAWZWSgBE3SlpAupG+tqq6sSIbqmqhu0nrlUqUbUlLi8o41GOvQL517p77zQemyYvxeKyDg4MVj4rXcT3y+1TyGZqkxU1ieFTt3cfRk6Cy1QuF/s7Atb8k6Ze+6FFsaUtb6tFGlORJfe0qLS0RP6+0lF0XWsyMORKAqVBQa1a6sm6HBzplUtugi8fA8XBu1NBZFF0hxU3T9GJEj7NyB8kzu+SSejWtmR6xW8wzfrItAhs+Z5YpiSzWTzQ1Y0Z+XuWU6ZL7u8piMk5Md5Ro6BB49jhwiEhs4gYV2OP2aeW559Lr8DXrLOnGCCYrLqTVGKdyIRIISMEzQwkCEfAgoCFpJQVAhJV/p3D7kKsqbvR9+aA1x5jxX8ZndJPp3pIXBqDIEz6OZnCK46TS89i4HtLyETif4kDEMdMKXAePO4lKpkrC87c3uMfIXHUKuom84j2VYuD8mXfMkKgCbjzuCh1mnMuwhmu+Lr6UNkgwpX58wt+eIOF9/6bmlVbPBa02Ahea9/oekzchY0fmCTmO0WjUK+FjG9LyFIaMeSmk1LpUUixF9HUcS8aa5qOVkAsoPGbGn4xDLWhu269V93g8Dj5elYd6VYCNvycQV/E70WP2a2I8z7mbTwS/uB4p/I+LIf0ZEdj8vGrX33sfUuA5zqGUUjfPwW++hFSBNtKq5kxgodJeXOjMk7kPbiYCEu6jQm5tUQiySP3FqxBloqset6/xbwo7UxKVxUmXzL9pHdMT8Cbc29vTeDzuTnNgpZDLEf1GLh/QnKcZpCVIJfckqQCPKa+htaOl5D12n2lNySfWRdNSke8et61jFj74N5VPzpPXDs35cfNZRxshmIlikip3VRo+8aB6KDYXocpvtW278hCxr6d2pqVyv4wtrfWpIe3u0O3JzeT+pNWqGZYFVoilP8v+OQ9vDNf7jsfjXrrELut8Ptfp6WkX39LNz41HXnENU4Hyt79n/F9t2ETcSesUl3lQCXWOTep7ZPws5zqkaNKrGuIN5/MkQroRglkR3VZTtTGq1ENa1XRPMp3i37aeVXE1rW/btj1gxnGi/x86UNh1tBnbWHFkDpYamVZ9aOy8j9bMyoW8YtrF16QbmpuLcx4CQDyejK/Ynudbuf0Zz/EQthRkur5c2xS8nEdaOrfFuWdf9Jy4Nglaci7+/vXQRgjm0GYjs5KZaUXz1IAkuj/p7rKdCqHzYvBFqrY0fqWbEU5ufN/ve6qkuit0nI+zxs9xJaKXG5J8yrgs49Z1/Mk2MuZjrJ9zIu+YezVlqJLgSbWJiRl4bL4vARS67xxz/u22/EMwxnuAPKoKL6jAKyWVSrQKaXJMPd4MfrOlLW3p3xhthMVkzshak9YnrQUp3ZZE0Kz9rE15fwJKjs3SSrCtTHfkYcruizFvBRyYiNDRHU5tTzcvNXS2W/EoLVel0fP+dPmZKvH3BE3oTmecy36GADHOl9/RS0rvasit5rzp3g5Z2wpdrT5PnmXow+9Ygsnvn6QSaCMEU+rXtSbR308Xzfd40YbSHe5jHWDh2CgVAlFju7N8ExfTOV5wxioVIMPNnwu7Lr/HOVf5tsodpsvp6whY5Tr4nlQQdjuZeuJ33IDetBl3uu0qZma/bM9E5cS5Z7qIvPMcE6nNPOaQwBO4Y7tZM1uBQ8Q4OAbzolLUpo0STAoRNRur+E2Mh1KAEhE1DW0majIutIWUT4JMp9OVzZz3ZKzlfrMAgGNNcKFCBj3mKkasvq/g/KH7jUAPoYfcwASKGHMNgXDS6qHJBOWqGLNCdq3EqDwTvU2wr7KolXWk4FL46BX4+4zHKwTYSthKOQ0Cx1HRRglmmvgEdXJDVxuBwj0E5FT3DAmzv6d1TcTYgutcIIUxLVCV8+Lm4eepSFgAULl/9CoqoGXICpI/Fl6X85n4WNrQZrclpWUlj2jNeRpCWvMsJKGlGSpD5Pgrt9r/E8CjJ0ZrnnNkeENFVIGTSQQLKZBDIFzH78FvvsRkNywZRCJ8Tg2dML/JzEiGZKrCi+OFzfYSAc1YwmPlqxo45koYSU+i0TnP3PRJGduwb/KtQn7d9lB8WN3nz5qm0WQy6W26dM/TslYxONd+KC7Peflv9u0xEa/gmKoYdYivmQ2gyz305JM9qVwL78F1qZSNEUxuHGlZqpafpzX0/wRs8h7/nZuNFogC5oXP650SsTsnLTfWbDbruTVeLJfDOQfoe0ypGDheEq3dUFqBfMx4Nsvt2H/1d25aWmS3X6VHPPZUrBzLfD7vXjeR805Lsi5+q+bp/hkXslgjlWyl/LK/IVAnv+erGjJOrozGl0URex4JQddjNBp1C5namnEmtZnbIFOrGE9SVwXDpzCkpRXnIviUAGplLxbfZpyF4rRI1eJbEIZcnARSSOsEyp9RAZlHCZSlpaMLSB6TRxWCyrmnpfF6JVKa86piZQp85VWQx742Y/VUblRY5B+tdxW2sD32lTxJhSQt9/o6r2djBLNiIBeHVkxaatbKrUyhGWrT7dmiJFLGcjuexC713yy1WCwGhd730tJX8aHHlefWeh6+178rl3vof48zhST/5tMxLAMkL2gxEoTh/NLdZnxINzDn6vETuSR45k3NcVTI8ZBnwc/pnVHZeOyeM59IIq/omVUW1H+7rWpvDNG2wGBLW9pA2hiLmZT+uTVsBRAQwk73yWAMz+shwkat79PISYwd6SayDeYh0z2x68cYMFFgamj+vy79QCJ4ku0mH5Jv2eZkMulOa2cbnpvXwPemR1JZSt+fKQN7I1Vax+QQwe0zdMjHpyrQKvED8spzyoPQ0rWtnp0cAgCzT4JDlccyRBsjmIvFonssSVp9c+8QUslJm4n5WBfjEm5eC5i/N1DDvhLRIzJMSkSXn0urr4PPzZNuKu9NPiUSSMCH/EqXni5wVv9YaGazWefWDwkxY+YqbKAS4xzznnxiJUMBx/dE4qXhg7wYu7GAoIrn+UABx5ShhuugUzi51hUvzM8EyUjrBPT1vrvkb0j6Dkkv31z2g23b/urNdz8g6YO6Pozrv23b9p88rg9pFSGrQAz+nbmubkJx3qqZZDAj2yEzqRRMo9HyKEdraVqzDPjzMGhahiq/mDEZQYIKWKmsEnnma/lGspyz50ildXR01LMOOQb2t7u72wOGyGtem98TF+BcSPRscv05dvZPL4eIrPlEIeLYcg3NOyo6ou8kenM8aIzjINCUc6WHVNGTWMyfk/Q/SvqF+Pyn2rb9cX7QNM2/LembJf1ZSe+S9L81TfOn27YdHoGWiBU1ZrplUj/gHjozNFFYa35ai6qW1n/Tzaxyb9XxkQaGiAbmBrALSDeQ99NKEwgCbwcFLUEeqW99CGyZJ3t7e92pCpJ0eHjYpX18D18aNBqNNJvNdH5+vgKe+XtbBwo9hTWFo3Jh6c0kIGe+8nV8iRxz3ajAqLR8xAy9rCFXtCqd8zjScjNt4nVOFNl/p/ub9LreXbKGvkHSP2ivD37+/5qm+ZSkr5H0m+tu4kJRQxGZu7y87AkmXYTcxLnJ/Zld2YxdE60lM1Pj+aQAxiysxsnYq4rDqkehqr5NGaP470QXvZHdJ91oCzaVAK27lZKP6bSQ8owhPtfpUxDv8JpKAAAanUlEQVQYs1EI6bpzDlbAlfs9RKlIzZ/qsSvPI89o4vdW1lWolEX5KTzmg/lP9Ja89G+vBfurLHXSG4kxv6dpmr+i61PWv7dt2/uS3q3rlwyZXrj57LFEV9P/M9VQubq5mU1DeaSKEVXMx3YzXqiuYWI56005Bm5G/21BoDXNp2B4b449rxkCXmgFqlTMdDrt/q94Qdfw8vJy5QAyehSeY46PFtIb2wqX/B4ixn/c8L7fZ/5yDlYE6Yr6Gn9Pr4m8S0rX2KETPZpcA7rxyYsher2C+dOSflhSe/P7J3T9cqFqNmXk2+ClQj6kqhosFyDdoQRmbBETgUtNllRtIpIBJbrb2SaramjBbdlz7BxLAjnrUEpuvEoDV7FTHhWZAAspgQ9aOiKzyS/GY8w1c14WrGqj+vp1fGI8nuGJx2sMIGPk6kGCaj/wcz7U4PuHTrfjnsice0Xr9pv0OvOYbdu+1LbtvG3bhaSf1bW7Kl1byPfg0uclvTjQxs+0bfuBtm0/UCVwt7SlP8n0et9d8s62bT938+83SvrEzd+/LOnvNU3zk7oGf75C0v/xxbSdkHOev5PkuNRgAbWltXu6W9lO5c76fv+wZJBWJ/uTVo+iILJLl5VjSbS1ssocK+eTn6elscXPs4gWi0XvlYNZw8tT8jh+A0McG2uBCZZkaSL5Z+vPaqpc5yrOI4pNokuaMWReZwufe4EpLf9PINJVQly/tMpEat1G0pD3Znq97y752qZp3q9rN/Uzkr7zprPfa5rmFyX9vq5fz/dXH4fImio42Z/TjaqAG7uLlQuRcUslgBm7cjMReWN/BDq8oTy+PFlPWrpAVfyZrlUix/7M1zNeJC/cdubeyJ+hJx7cB+ec78b0nGezmdq2X6pWCQI3OAGTdCeJYJPf/Jz9SMNPmFSgDf/nPCrhds10/k/3lqAk92NiEG3bdu51rudQDNt9/zjJ/VLQ8fFx+1Vf9VUrD+Amk0ejUU8zU8sT4GB8N4SYSauIaAWtcxMTYUzGMs7J2Ip9JXGhJfUK4Yc0flpb/s9NX6F/CaCQt4zhcuMNbXQSUfVMNRAjcByYyXcLCoGmVLiMrfMJJFtBxoVp8TwWg072Znhc53w+7ym1vD/rXtMyVoqEFpSx9kc/+tGPt237geTlxlT+SKuweKJ4tKpE3rghq4B7KM2QCF5aEbrC6b5WudDFYnnkSLZDF4kKhW6w2/F8KvDErjOVg9tmWoUWjIBFNR/zPtulkknXLY/m4DVsl8CT57dOWaUAcx58OsP85jpQsXMuFN7FYtFzR5umX3LHMTGHWxV9uD2PmfcOKXXe91alS940SuhZWs0xchP6e/5vIaraNVET+x6p72axTbaTrhrbziqban48EYAIpv9PTyCJVsPWLa2A3UsLjL9nxZLbSnQ50wZ814r/l9SlSpKYK63cZbvRecxotdHNs0xN8Jp1KD75QYXmz/nb7mb2wSNJyaccE13yKvyovJMcS0UbIZjWWhx8avUhQTTzrJXoAtJSDQE/bLNyRTL/lS4m3aYKSk9L6XvynR/u19aAWjYXcGhTcuxUVLbwFLoKKJOWpXrkp9v1+OzucU55akPlZqaQkEcce6Zo0jX0vkiLSb7QNU9PimHPkKtKgeU8+H/OufLEKiWVHk1FGyGYUl+D8be0RD65EJmzYp6K93mBhqxdNY68NheI1kfql6Xl2TBVzJcbKBcyiflHWgHyyt8P5RD9my8T4vVuczKZ9N7lYeuY4FvGf14T9k8epZLI+ZH/eR/XIxUt55oKq+IlwTj2wzwl41PzPN1ou/O53h6P92oqds5jHW2fx9zSljaQNsJiVho/6zCrelHfKy01bVXF8zho2sS41v/T/fLf1OqM52xJ2R/dbI5nnWav4HX3Rdezis+IbKb7Tg2eT4cQweX8q/Xw/aRMWVWYAK188rmaB70Mjs19Vfe57SyNZLoq40Ei+V4vusyJBKdXwuv4uUOWxDZo4YdoIwTTG6mKPyrh9OeVgDB3lmDDUN9ZcG3KYz6IDmeKIt06kgWiikN9X6Zg2Fa6d4lWDuULuRmHhCDzhv7eOcpUKHRJydvLy8vHphU4jwT1TBQuIqnJM36WiGmmv4bAG6aHsn1pVdlIq4d5eR58DrgaSyLYHF9FGyGY0mqMmcipVEPZGctlIfzQCegmwtlewIwXKlTPxHisus6Wi69dz/iQ+Tn/pkUj2EFeDBVU5FjcRqUEMiXVttdPlVQWS1Iv35foLPOW+QSH14J10YvFYkWZJX85hvQiGO95juyb/M+H5z1nPoWybgymyWTSU1BVqoR7irnaJ/XcpA0SzES/TOlOkSrLQUpr6msIvFRtV6AK768AJn+X+TUKQMLlOc4hECSVSQJk1Yaku2agJ6uPHpfiqfJsBwcHnZBlhVN12nryyZaleo4yXb6cu5VKplR4DXOXbrtyP3l/hj8JsHHPVOOhYuZcfU2VJlmXw5Q2RDDtFtEKmDms7KH2ydMIqsnmhqYF8m8uwhCzKgSQQuENVVXrDC04557fD43fNIRqsqLG/PT1qcSSXxwbN2om8Iee6E+0unITrbDW8Z0oeApuhgGVq1y5pqPRaEWpcx1yPeiFJSqcYya+kFVO2d8XQxshmKSMabhRhiB4qV9hQg1c5TQT8vffUu3qmhhv8Dq6mpU1SmHNihqOk1Yo4xMKC5UWreGQcvHmocteKQimBeiyMX7kONgf4ywLGNv1vG0xK0Vkj4TKk+ko/s60ScbpCcr4XruwnucQ+OTrM25mOyzr5F5jJdpQLLuONkYwM+bxZBzDVVqIC8WNm5o2hbPy+YdcabokdAW5OSloFQrLdtiXr+e4efAUNzXdXaJ9bjsrajg/x1i0WJmL9Zj29/d7/bMtKi8fz8HYmUeR+AiSVEppjSl45pv7NqhWuZ+0dok3kOfrkF0/7J3t5bgTO0iEl56I1yvHwd+Pc2OlDRJMqX4NuxlrZnly1UZMgWPwbRePTK6eUKgWktd4I6QScLvpXvkaAhAkWk5b5LTeHnda/CpGq8a9WCy6N19X7qv7kJb1phQyjo9CMB6PdXh42N1nQR6NRt0RLHlUqPtNEMa/zWOmXTJWHQoF7G3wp1KQnksVBw7xLz0BKs5K0acx4Pe5jhVtCwy2tKUNpI2ymEOasMp5VT47XS+pf4iV3a8hrSatHukoqdRsabWoobNtX+PfOcZ0oZxTJWqZ9b9pNWhhSIlWcgz+yQeeGRumt+Bzfy8vL3sPUbt9nn1jd9v50HykL3mU/CWtu75K/bCNKn7kfqpARIcjnE8+25pjyL7srVVjJuI7RBshmAluSDUDSOneVK5PPvpTAUju3wtC4IHt+xpvMDM8DyN+XPyQQkSBG3rywvNIVz83umtV3UfmOd0mXWSTBSlzqvm8q1+qtLe3t+IKMw53WzmGfOig2vQJTvl3uuxWAASH8juGQ+StKd1Sj9FjSJ5TuXMts5KoAp3YRo4jaSME08S4xgCFtLSE1WND1QJyw3KD58JSe1ZAhRlva+iNmghcZVGZ3+MGNsps4ucex3g87k4K9zUUNBbV+/sKuWSOlrGjv2cRtnl/dXXVPUTsE/zY7u7ubq/0kPPkEyds2/Oj8vM9yW/OyWPn3KoUhqnydBIh93e+nnvAn5n33nNVPJx9Usjy0O9qj6wzOtKGCCbdMz4BT8rjMjI9IdWTdbt0d9J9TADGxBwVGU9tmCgeH+KVlhuLzzOSLPxZKVO5u6RKiQx5BRTcTCfwflorX0dX1O0TxPF8ptOp9vb2eqisrXzyMs8WWlcHPQQEVcKZQJxp6GS7yoqmUqW7K61WDg2lQDJEqPoeGpe0IYJp4iQI7btyg24FNV1qSmo/IqVuM2NVWtjc0BWqx+uoVLi4ebyJ3wlCxeD7/VkqGVo/KpjKHa8U1eP47FfTS6unh7sfnsjA1ADjX/6m25knA1S1y7RoVTzI79k24+Rq86f3xP7ymqTKxawUYRL3BL0574dU+m/IlW3qd5f8Q0l/5uaSu5Jea9v2/U3TvFfSH0j65M13v9W27Xc9rg9JKxuWPj43Bd0zWqV0gfw3LYmklc2fFi/zUUP3ZZyR7q7Jm3N/f79TMrQ6yYMEivL7oe/8OXlHUMseB5XZED8tVHRHCXBVJ+LZxfU4FouF9vf3e2/q8hoTIKqUn6lydalIqnmnkhvypii49CgqEI3rUrVjPlZ7j/fRMxt64MH0ut5d0rbtf4UB/ISkB7j+023bvv8J2u1RIpZ5JGUKXtYoMm4Zco0w/l6/dCGTYUOVISYuSqX5PQZaJ8/P7XszWbNa0BP0IJ+4WfJ4yrQkRBrpHnJDcj62bulaV1bZY7i4uOi9D8S8JGaQ3k0KDYWJ7mIqbIYc9CzYFhVt5bJz3ROQ4/0Woqz44T6sXFr2kd+ZF+s8mzf07pLmuuVvkvQfPq6dLW1pS09ObzTG/HclvdS27f+Lz97XNM2/kPRQ0l9v2/affzENVhrVlLEZ/Xa6bWkF0sXg37QK/sxtWuNn7MBxWiPz4KaM89xehTgnyjiEBGbcUj3XmY8uMQ5M945hAO+xFf3/27uWFsuuMrq+unXrNi02Go0SfJFIO0gmTRJEEAKCaDqTVkfpiRGcCPoDEjIR5yIIMdBiSHTQmQQ1AwdKJo5EE4hJBNt0omCbkFYDCnbVrequ7eCcdWvddb9zqx+36pwUe0FTfc9jn28/vtfa++zDtmEoSs/Ejcf0XUTKnZEkbIf19WaLSE0t3Gt4lOB5t7alLtN0L+nhpsvpHtTbgH2i7envWvK5XZGN/3YOQnmIDLeqmGcBnJffbwP4ZCnl3xFxH4BfRMQ9pZT/+o0h3y7h8i2FJ+8eLuhxp+o9D1HiJ0u6fRBpx/r3OHi9M7mcYFfl47U+D6a5Ha/b2dlZ2CWQ4HQH5acBcHmUZPDB5gNSSTFtU4aj3ibA3v4/GgY7+8lFBW48lCfw/E/DxCyt0H7xvuviDIDFvVy9X5yg0rbh8zX85zm2sxsVwg2th9/O1Ge4acWMiHUAXwNwH4+V5vN70/b/L0XEGwA+g+aLYHMopZwDcA4ATpw4Udpjs/M6aDjw/QVYrj5hI2fznADmznvHkw5365tBPVbGrOpbMATzO4IkiebEnIpgfpmRHrpGVTubcimp4jIoAaO71/kgVoZVZeR599pXrlyZy7VoMKbT6YKSUSb2pXtTb2fWVdva80nPpdVzeR7KZy0jcrTPFFRQ1lPza41AnEXXtlRjyb7Ovkw+a+/OM/vjiwD+XEq5xAMRcTuAd0sp1yLiLjTfLnnzegrz+T9tQLXe3phK9LhncILCQUXX5W8ZE6qhp3c6n+tyaaio9+rkPK/TMpXlVVn45r8vK2Q9aJRU8VQGjzzW1tZw7NixhdCx651LHmN0k5FHrAPb1A0KjdKyaQJF5iF1wYYbMW8XXfmlHlNDe4+i3GA52aPtOR6P51ao+T0ci+xTNYK6XDHDTX27pJTyEzRfjj5vlz8A4HsRcRXNp96/VUp5d79nED4YlTnL2DMPMRLZF67NmMGuENdl6FLgbJC6lWfHqGdj+cCekdAwSsNoDmqGi1qGepKsDs4oKtutUxzc+oP1dEaahgFoPP94PJ4t0fN3M93r6HH3+B4GLoO3qxtE9VQcLz6HmOXVHj6rTL48VBXbvWkmp/abPveWQtlSytmO499Ijj0H4Ln9ysyQeTcdeD6t4d5TrbUey57hoY/mC1n+6USPh7EayiopoHLQOmbWk4Odg1xJGIIfZfXQlzLoYOsa3GrBs0GtSumKTnn4bHpEJ2M0vGb9WCcOYiWXPEry6Q1XYK8rj1MGlusGXsNXv8aNsjoCf4aWQbhT0GepgVUF9vzcMaiVP44uq0vQcvmmu6pIwOLCY28Qz00cOtjoRXRw6ALu/d55dILCNxjWvMqJF77EnIVblM8HUNaeSpRpHZTYoEIpOeKsMMNTnuPzM+XRaEEn86moep0TVZ5zqwdTA63G1Qe+Gxpvu2yhBa/zPtWyunJX7x838G48HPV9zIqKAWIQHlNDVZ1GUIo9I114zhPwjCDKlkCxDA0TnXXT5X6UVa2+TpcA83NcwLx38nBP79c8h56L61S5OJzEDOVU6+/lZoyjhqWsk0/PjEaj2VK6a9euze1E4OxjKXsfS3JvTDA8V9bXF/Jnuaa3M4+5N1T2XsdBxidkbUOPSPgCew3FCSXxMjDk9zA9Y7C7MAjFBOaXlQGLX/4istyBlXTl8/ki/vYwSUOwbCoEmFc47Uyn67e2tuY6Qc/TQDiZoAxh1llaT7aVEjE0XBqOKiurb0n4FIaH6Z7DUol2dnYQEZhMJlhbW5sprqYBfBb3afK+UgOkIbOWwfbaj8wjPCSkAWQZzit4n/KcG19/niu8cguOq1evYnt7e67f1TApCdeFwSimThMAe3M9y16NUS9K66oDlvBF7l2sLOXIsOx+/ZvR6yyXg1vZZR+8OtWhiqXRg08TuKdV5lPP6zuX9LzuEZyxVAO0sbGBjY0NbG5uLvSPkjrj8XjuvUueJ0OqxsGJF414fEyonNr+bhyuJ3pwGbyvNHrz6RQFjYA+k3mq38PnceprGQahmMpU+mDSCVq1bFoxJ3/UUmXW0L2ZM7JajnshXudWWhnezBLqNIcqLutGD6KDkRPQNDYcKFydo2GXDiIOFJVRlcLvoXy7u7tzL2jr4KQM+vqWvlGiizWyMNT7TAmSZe2vxymTluGhtdZtmYfV8aTG1svLCDb+7jKkvjVmVxTW5QSAgSgmkL/V4dYx6xS3as6OsRNGo9Hcm+nA4jI/3qtze5rfZqGP73ujSqrX+jI19WLacayTKp1OlKuSqtKoscnee6SVZj5NpfdFBJoza3uPx+O5zyNw0Oln+thu7DtnYJV5zphbQrdIceVaNiaytndkRno/Nt6ngdhHmpY4k8z2ZF/6c924L7RB55lDhnYsf7ODukJanXPT0MTDTm1Mf6bG+t5JbsmBfI5LQy/d04ZwQsqtuRoVHbi8h0qhuZmWoferQXPiwUP/3d3dhTyeyuRGjO3HUNpJn7W1ZstKKqDmegoOSN0TyJ+h3my/KTPtCw//tW/UqPoxNbqa9vj4YPtonSm/L2HUvtVnaTnLMBjFJDRn0TDDl3NpTgksXzHCzvCk3r0MB4x3kt7rKziAea/jVnt7e3vOIDjxk4WYakxYpi7f8lDIPbwqOWVQ46WbaHs9JpPJzMCMRqM5VjZrP/5/fX0dW1tbMwOr87O8tivvUwOSGbDM83l46Fg28F3x3ClkZfjcq8pNpewimDS64TG9P8NgFNOZRnf1rKBa18wLAPO7wnk5vjCbAxVYtG7uOXkv3wThs3TxuuakfIbmXD6572+jMOTNLLcrorJ8qpQe5jPs9AjDX9Nie4xGoxlRpUq4s7OD6XQ6I3c0EtAdD9Qb6mBVQ9AVOmrq4KGsGskuAi5TSI+Ksvuy9EOhxo+/acBotLROuucPt/3UfHzZOlmgLjCoqBgkBuMxgcXlX/qbCTQtDcOHrl31CPU2boU1CfdF3V6Gs3gZ1KI7WUD5OJfoddPwmaG7ekiNJjRM5XM1mvBQlyEic0QNHZWEUoKKddnc3ATQkEfHjx9fmDpge7Ft6DWn0+nc3F3GB2RekWAbaXv7tEpGBGlEomU4kZMtOGedfOpIPbTmztPpdNa/WcQGNG/jcCmlel3nHRyDUUzmjxpeaF7DAe/zbsyfOPBYFsEBRgJEzzEP6qLcOSiU2dVwhHJQcdSYqJyUT6d1dFBRWYH5xd86ZcS6e3jPe5RNZiis4Tbl4/3cO5bX6DaVvEfBMtkP/haGh/ueN/s0kobXiiz16ApbKZfeq+dYVqbEimV5rJbL/2v46oQlsJeWTSYTTCYTjMdjTKfThRVPyzAYxQTmE2vmPMDedxmV+eKrUDrd4HmLM5+8r6vB1ZJTHsrh+aoPSC9Pn6s5JgeBDixdxA7sDWpVPB349Hyq6DoYmSeqx/X2cTJGt/2gXN4+6nXYJlw2yIHIZzvDrZ+Cp9H1KQYaMDWmSgi5Z/Wc2w2X1kP7y6fdsut5LeXgMc0nnS/wssbj8Wx3RCUur0dBY5k7PSxExD8B/A/Av/qW5YDxYRztOh71+gGrr+OnSim3+8FBKCYARMSLpZT7+5bjIHHU63jU6wccXh0rK1tRMUBUxayoGCCGpJjn+hbgEHDU63jU6wccUh0Hk2NWVFTsYUges6KiokXvihkRD0bEhYi4GBGP9i3PqhARf4uIVyPi5Yh4sT12W0T8JiJeb/9+sG85bwQR8VREXI6I1+RYWqdo8MO2X1+JiHv7k/z60FG/70bEP9p+fDkiHpJzj7X1uxARX16lLL0qZkSMADwB4DSAuwGcjYi7+5RpxfhCKeWU0OuPAnihlHISwAvt7/cSngbwoB3rqtNpNBt+n0TzKYwnD0nGW8HTWKwfAPyg7cdTpZRfAUA7Th8GcE97z4/a8bwS9O0xPwvgYinlzVLKNoBnAZzpWaaDxBkAz7T/fwbAV3qU5YZRSvktAN/Au6tOZwD8tDT4HYAPRMQdhyPpzaGjfl04A+DZUsq0lPJXABfRjOeVoG/F/BiAv8vvS+2xo4AC4NcR8VI0H1ACgI+WUt4GgPbvR3qTbnXoqtNR6tvvtOH4U5J+HGj9+lbM7DWNo0ITf76Uci+akO7bEfFA3wIdMo5K3z4J4NMATqH5mt332+MHWr++FfMSgE/I748DeKsnWVaKUspb7d/LAH6OJsx5h+Fc+/dyfxKuDF11OhJ9W0p5p5RyrZSyC+DH2AtXD7R+fSvmHwCcjIg7I2IDTTL9fM8y3TIi4n0R8X7+H8CXALyGpm6PtJc9AuCX/Ui4UnTV6XkAX2/Z2c8B+A9D3vcSLC/+Kpp+BJr6PRwRk4i4Ew3J9fuVPVhfAu7jH4CHAPwFwBsAHu9bnhXV6S4Af2z//Yn1AvAhNMzl6+3f2/qW9QbrdR5NOLeDxmN8s6tOaEK9J9p+fRXA/X3Lf5P1+1kr/yutMt4h1z/e1u8CgNOrlKWu/KmoGCD6DmUrKioSVMWsqBggqmJWVAwQVTErKgaIqpgVFQNEVcyKigGiKmZFxQBRFbOiYoD4PzblOl/9tHmYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(s1)\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(Train @ (s1/normTheta),(m,n)).T,cmap='gray')\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(x1 - Train @ (s1/normTheta),(m,n)).T,cmap='gray')\n",
    "\n",
    "binErr = np.zeros(nPeople)\n",
    "for k in range(nPeople):\n",
    "    L = range(k*nTrain,(k+1)*nTrain)\n",
    "    binErr[k] = np.linalg.norm(x1-Train[:,L] @ (s1[L]/normTheta[L]))/np.linalg.norm(x1)\n",
    "    \n",
    "plt.figure()\n",
    "plt.bar(range(nPeople),binErr)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1 Search, Mustache\n",
    "y2 = np.copy(Y[:,1])\n",
    "eps = 500\n",
    "\n",
    "# L1 Minimum norm solution s_L1\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'ineq', 'fun': lambda x:  eps - np.linalg.norm(Theta @ x - y2,2)})\n",
    "x0 = np.linalg.pinv(Theta) @ y2 # initialize with L2 solution\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s2 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PmTn1eUNbJrComPa25BGND9vADGiVyCFl4qYiQuo0PJVi5b15je8bGYg0JK47ZXrUXukRFLO19pmSflzSvyXpQtJ7e+9/o7X23ZK+WdIfXV36nf1yY66XTZ6X9MPKpApaVNnVnBZwuVmPvVlC3WVwidekpc7zOX2Sj7JRYLO8jBs3NjamKY/sE5Ux22K0YC/H50YZ72WsKF1vtky4ag/v85xSSaFPo5XelddwtVWV/WSZOe42OPaSOcWSKMjjQX4x7PA5jkU1P161MxX0pkUFpEfxmGeSvqP3/quttXuSfqW19gtX536w9/79L6ewjCnNWHsJej+fz6mTqpxUQmmeWCLMsSejdeWKIKlOJI1iFF7Pwa+Myk3H8xyflaTRsmfMR7y4ssV9J2x3Ysd9sfBR8fgYlpWSint4eLjg8ckvHieszbGxl+IqqIo/OfediGqUtMvVVURMlisqPGXN0Lga38owjzxyJZekV6yYvfePSvro1e9PttZ+W5fvLHnZRM/GVwt4gfpVHbNBqjJhnDOMts6+05KZ2el5MwnEuCSJazRH8YoHb+SVae3ZzozJDg4OFqA5X4tAoXUdFaxi3V6zyvlFehoroSGp2+RY2fcT7jJmpHciFK7iNxqMVMaMOak0HP+RYnmsrLQjOMlx4HWULSOsjJVzvEd1LFPOxzKP2Vp7i6R/X9L/e3XoXa21X2+t/Uhr7dnBPd/SWnt/a+39uYh5TWv6N50eOfnTWrsr6acl/be99xdbaz8k6Xsl9avvH5D0jXlfx7tLnn322c7MpbT4mFLl9WgxCTm5Pcko1S3Nk0CjdDnjopFVpCetvCqPVVMaRAVHR0cLiROm9Q29c2MutsNZ7ExQ+TcTP5xnfPjw4cJibpdhqHt4eDibkzTUtbfkM5RM5NBrOZ6tssDmQ8bYHC+jgvRijMEzxue2MikvGYpwnjOf5EkZSVTAOi07mWfwtcsST4+kmK21bV0q5d/uvf8fV436GM7/sKS/f4tyFh7jIpxzx3JBMGMKd5yZxqv2TJ9R9i6znxnbMTbicf8mZKnqGimr+zmCviTOYTrRQh7xuVQmOrI+9yVDA8Z+riezsnzblt+mVU2HEKZS0a0w5A/blhnuPE9+S/PtSU25fNOKVoUnLDPDh1Gd/k1j4DIzXs57l2Vhkx4lK9sk/S1Jv917/+s4/mlX8ackfZWk37xNeRYsTpqjzIW1hTk1UnnVkackUZldBy1ZdS7jHBqPkYdOa1rFL/5PxXAbTk5OpjjSCpJxU3rsnDaSNFM2/qYH83HPW0rXiknl84PMvJ8Kml6PcXw1LtXCBJKvtdLxjWgcS36T1+RFjjOJhjbjxJQtZoB5f7Yp63pi0yWSvljSX5L0G621X7s69p2S3tlae5suoezvS/rW2xRmj5iJAK6akeqNu3ytIUeVPjcRLhvy0epSKDiAtv6Ea9J8GdkyocoEBOEbFYeLHdhn13t0dKTW2rS5l8/bk2YGkUSls4HIBQL5YVY2F0O4TXl/JquSMlQYKSaFn/c5k2recbF+GijeZ8p2peJmW1OGXEZlqN0OUk7Dja4jPUpW9v+WyhfUvuI5SyoNIUhmyEaUEM7l5a4A9spWTAozM4LVhL+9VQqsH4Oi18l+8NnSqh9Wfl/P6YCtrS2dn18+kO3/JsadVEbC/LT8Fn7GoTxGBfN5x5buvzO00vVaWPa/isvI01SgbJPvS/KUkNcLcysR6TpDTnlK5eNOfhlOEAFxHPk9ytT6Gpdr+RvlMUa0Eit/KFiZ+jYZwvB/xZiccuGeO/nkf07yZ7m99yle4reFUpqvASXM42ZYVqRMWEnX+8oSLVQGht7IsNYC6T2B6H1Gc7wV/3jM9fPjftow+GMPLl0bqIy5E/JXU0rpQV9OLEbF9Pgw3uaD8+QFjceoPrYxp15oYEaQeORcUtkrWgnFNOWAEV5Wk82ENlY+L/iW5h6R83vc/Cm9RAbr5+fns02hMhuZ8VTCWVtOf9I49H79olzO2zJxsrGxMVs0UCVm7GkJy10HIR55S4hGoTk9PZ2Uj8jAx46OjmaZWel6sy0qJuHoKAGSY05v6raTMtnDMt1295eeikkorizKuW97We4DTGNhb5wemGM+UvZRXqGilVDMZLSpypaldaInTDhMiMI3YDH5wSf2LVj0EmdnZ5Mg+v4KimRiIwWRcZLfUek2cB2qX/jjweY16X3834bCCkxld93MUHrVT5KFy1Mj9PxECvyQl76fv1l2VV813plFzUQLiV7dfCF8pBJKl0qxu7u7YEBoKGkUjHQ4FjRmuQ0MeZHlvRxaPyi9pjWtIK2ExySlxyFlJs1zn1Vm1d/0KvYCnCLgMWbafL8n1fNcxnBMImXMa4vt9ubrDmjVW2va3d1deLO1Y0tulUnolOjCyY9lfM447+LiYoKkFVwmXK+mUwjrXeay+Cs9CdEOqUquVOW6rYbbXNaZkD0fHyQvCTUzhPIxhiQOI7Iv5IU9+W1p5RTTNIICObFrYbZgEkIxJjQ8ozARju3u7uqNb3yj9vb29Nxzz0mSnn/++WkynQJJ4pyaiYmZClZzUlq6FnruGNdaW3jdH2MobuyVgsPr/TsXumdsxeQRYZ7PO4nCNlTJuGr6gNek4WU5uaLHvKz6xew5z0nS0dGRHj58OM370silzJiXTOY5F5GxqnnH+32MkJtGdhQ23EQrp5iZluYgpzCYOWZivlqOHtFLxvzb5x277e7uam9vT/v7+9MgWpH9uBPT/ZwLZbremVy3gcknT3nkvJgNSlplJrHoYTmv6nrdN8/rJZ8qi765uVm+JZrtpsdku7zQIRXbbeQY5m+Xk2OaSslrXC556fg/F+xXk/n0mJQnP72UsXLKHJ9AYlLR5aahyPPV1MsotyKtmGKmlV2W2ZLmT4VwKoGQhhDMGdZM8Ru+WKiff/55SdKLL744ndvZ2ZmUmgJkId3f35/KzDdaWcCZfGHGlBaYntN9vXv37sLyQwoP593IJ3ptIgwmsFKZnNnm0zLSouBlkiYzm5nhXmYoKmXkFBrPnZ1d7sF7cHCg4+NjPXz4cBpP9qlCABwPesNlb91KsmLyM0oG0kgytGAib1jPrVv0KaAR/OF5zj2a4VYEekZJMzhi6GcrK82V6KWXXtJzzz03eV7p+r0iBwcH2tvbm3lNCszdu3f17LPPanNzUw8fPtSDBw8mr8yMKx9uruZaiRK85M3XWFnooZjZNSyr4lhmrCUtKJQ099DmQU53LIOqrpuLDHiNUYY/nAJLpbXC8DE28tL1m0eHh4dTHeZTzqtyTNkO11d58MqjWaa84fYypeZ4VYZyGcRdKcWU6vWtTJ4wmHaygpP6TFhsbm5qb29vehNXJn/SoxqaZXy7tbU1e0I/YyVPUbg+p+QlTcJjgbKXz4UU9KJWHMbKfoUC701vRRhKT5BQ2Cl+eiSX7b5wgQTHg97axsB1XlxcTFNBFXTNfvO4++HEit+K5v6TD5/4xCcmI3x0dDSd39jY0L1797SzszM9KVPNk5rIMxo5tmUENxkCsby8JtGK21m9d4e0UoqZcRYVM+eLGD/SY0rXE+seYMONKtYiZZxlQf3EJz4xU0QOmDO3Dx48kKQpZiG03d7enowAPYXvd5vp2UYKmNDXlDFrldjhb0M6CxZfH+jkTvIrF2RkTMx1qhWNeE+BNe/u3r2r7e3tWWjizLoTck7oWZl2dnYmGbHBvCnezT5WCaqq3Qm/s4wsn7mIRDAVrecx17SmFaSV8ZiVpU3rxcRIrtm0Vd3a2pogEGMIwyxCJON8T6EkTCW8TE9aLfvb2tqatv2wRfXjWc4iVvCKaXvDTkIfe316zgqiccqCD0qbB9J8K8uM3xzn5p5BLt9tZX05Zoy9Wd/oPz3W5uam9vf3de/ePd29e3dKmjFjyvlSvnLBMvHcc89pd3d3BmVJRl+sM+Nxl13NlRKNWB5vmp+0nDGT7/h5RCujmIZpOfCEfMyoEs6YgX6CxPN/VsK9vT313idmGL4ZFjEGdF3SfKtJwj8q5u7urg4ODnRwcKC7d+/q3r17U0zqdlIxuebWdTG24tuluYbWSY2cO5Tme8JWUJMwi9lIToc4vj47O5vB2kz+UBkr4+L6Ev4x9mcZ2c/9/f0p2SZJDx48KAWfCSjGh2dnZ3r48OEMarI+JnvI94ODg0lmjo6O9Pzzz088yf5kRjmvSWibT9rkQwgVrYxijuISZ0G9AscZOC4OsLIdHBxM8Yl0mS29f/++9vb21FrT3bt3Z4PujN7h4eEsCVRl0qT5IFhYLEz85CvynGHkAvhc5G5lsMc/ODiYyrC3pCcnz8yj/GRcmUrJsqoFB5lZZVmjdD+F0sbI/eQco2N+XyddIwO3r/JuzBmM2uI4s4oriRLMD78NnONFVJJGhjyigqcBzFwAv2mcK1oJxaRAUGBtAa1A9pC+bmNjY8q6Winu3LkzJV68YGBvb2/K6O7s7Ewe88GDB3rppZemJIMFOpMu/u+MKhXTXpmKSRjpwbdi0nO4Dio/++F2EtLRM7oOQy9mY+kxmbDi92g6JJNg0lyoqBTkkRXJxOkt98PogwkRTh0ZoTDp5/NUXE7g8/ze3p5OTk704osvTs/Iktg3IiJ6c0P5nZ2dMvSwLKSyU2FJmagjH0e0EoppooXmkx9cFkdPZabaQ+W6SJfJFLxX+EjzfXQ4JUOPube3pzt37uj09HQGkaxMe3t7E4S9e/futM7VBsaK4kF2uRYmGxb3kW3ka/j4REd6Mz7q5GczMwzIzO6yOePRVAGhbAVn0xMz88jVNYy1dnd3JwOU84Kbm5s6ODiY9ePw8FDb29va3d2djImVf3d3V/v7+3rw4MG0qVlmVj3GRiY2gBkiuFyuG7ZcVhn+m+Y/K3j/qlHM9AKcJM55H8ZB0pwxZKIZabi7ubk5ewuy11Tm40WSpnsI9yx8VpqDgwPdu3dPzzzzzAQ/7Y18jxWR0IeTzb33aSGDva2Nia+xN0t4SL5ljMnzrNuUgsFyyAdfm0pJIpKgIeCDylyAUM1XenysPOaJy+i9z96f4rpy3bHHxQaS3owx5f3796fQJuvY29ub7ZU7WrLHnAPnocmXpMqoJa2MYlKYecwDxNUtUr2syzCRk+m8z8qd2TEurXLZPu/sm8swtLJiOrnEuNCD6z5YmXrvE+z1wL7wwgsTdGLCJZXXGcCElCbyI+MuL+JmdtblVvePFHA0D5nnCGs5p+x5SOcFHILYY3IVlJWHvDYPjC7cV7bbikrkQrnx+N29e3eWc+BCASI1PhQuzfc2ItExLMu2uh9u+4gex76yvy/pk5LOJZ313t/eWnu9pL8r6S263JDra3rvzy8pY4oB2TkLqDtNgeMKjRTIEUxj8sF1GDbmxL90LWCcjDeM8kAeHBxMlt6DTiHlJLdXBB0cHEzZZQsqIZyF2spNa874skoCUZloxBJqcRVVXpMKmr8rj1BB5FzqRmIih+Pnvhv+E94642pDeHFxMTNW5DN56frMy93d3alsGmbfyzjWbaFiVnFnTvtk/eSLncAyxXxcCwz+bO/9bb33t1/9f7ekX+y9v1XSL179X9Oa1nRLelJQ9h2SvvTq949J+oeS/sroYltwxiPMHDo2YQqcnpGZPMZmGYfm41IXFxdTEsBxID0c77X1TPjFGJTe1e00/OK2JYeHh9M8JzOmhMucY2QmsUIECeXSStsjM/3vOolAqgQGPWa1FI9egtMD5oN5aAR0cHAwy6Y6VCCPmUVnfOipqXv37s125ePikioTzXYYGtsTZ9zN68yP9Jh8XFBa3OyM6CETceblTR7zcShml/TzrbUu6X/rl68+eFO/2vS59/7R1toblxXALKXJSRALtf9n5/kx/KEwXLVhijed7ZXm0MlCwsGVrqdIPIjOmhr6ZAybUNvrOY+OjmZZRC4etyBKi88nuqxUiIVBCJibg85H20axYhVXjhIVOZXEcjk25pMVMJWA8fj29vYUq0vXi9fZB2dqbUA3NjZmyTwu2CA/mVfgtIsNOpN1No7mGROGnG7KLDP777oyCZdjNaLHoZhf3Hv/yJXy/UJr7Xduc1Nr7VskfYsk3b9/f+HJCWZUpcVJdROznlYYCgOV0oV1rJYAACAASURBVB6YGbbM2FG5mA32IHIwpesY0vc4UcHz9HzM4klzQRkRFc6GxP3z9yhFb6qUNadURvf62or3+Z8e1IrGa/PpHz580FrTSy+9pIuLi2lbz1yMwXjfcuNFJ17Qzr6mgXDMmN6SOYtqAQaJGfwRLzzGmcFlP56oYvbeP3L1/fHW2s9I+kJJH2tXr0porX2apI8X900vFfr0T//0bo/lDp6dXW98bOvlJWvSYlLFgsB1j1Soqzqn66X525ctpMwOp8Xmqh0mJKT5Xqw5cOxXBX+qZwR5f7Uqye33d96fK5YyA5s0yshS0arFArwuPaWTK9I1NHRfXO7Z2dnCCieXazhPHns3CSunEzmSJqXOB8FzLayzv57aooIYorJ9+ZQKF0gk78gfKievcwhRrcU1PepLhe5I2uiX78e8I+nPS/oeST8n6eslfd/V98/eUM7sbUzStffqvc9S1BTGtIq2dByEFDjWZUFwnOLdCdL6Gb6enp7qxRdf1PHx8WwZGQeYD+dKc2XmwDE+ZjvNA8Z/FH5mUyu4lsbI94+yrrymmgNlm3g/FZHjRgOZc88ZA5sv7IdhJVdZ5f1uJzcOkzRNj9i42iBZNsjvnNJIxSN/kw85JnmO7fXxhPo5RkmP6jHfJOlnrirckvR3eu//Z2vtlyX9VGvtmyT9K0l/cVkhtiwURsZqfKqAiQDGPxSchHq+r3rSgc/3eWUPLaHL29ramhmH9Fa995mQJPyikLo898MellY8rTQTChWUNdHjpgV3WylcbieTGTQiWTYVM72wEU2iH/KBHy+D5Di5DsJ+E58EyhDCfGXSKD0V+8lpkRwv/6YHz1g6d9ofhRMcO/IqUU3SIylm7/33JP17xfE/lvRlty3HsCTXbkrXjKwm4XNgkolUBsLY9EQepIyHLMx+ALf3rv39/SkJ5Gut9JnccBnVvBjhGyfYbZwqD8p4KLOJNCCMu10HPXoiBWkeK1ewlzxJL+k62Mc0AryXfUxjbJ5znOlh+aiX0Q1lIMfefOHWIuafjVzlEHyty6keZqiMX1Imn3jtsmTe+kHpNa1pBWklluTZY+YcnC0a5zIJOfi0hcuhlWYiJJMvvp4rPgylMsHCe6sUeXo0nqeX5KNd1RMTtML0TEw40Atwzo2fjF+ybfTIldUeTc2Qv47/E557njDj2YzhOGbVo2Ee+wous08cEyIo88JTUd765cGDBzNPmckuzj0aUjs7T8qxqSjjypSZZR5zpRSTMQ9jESYkmDE1HEnFNFGAK5jBKRDvcJ7TJ/5YAFLgDL0yJvM3H23KJ2J8PuuRruGqeeG+uR6uIfWCB6/55Fyu+8Fy3EcmujKTnAJbZZl5fyaxEr4xLnY8zY/HlLFuGih+O9vJeenMqHrMWKbHmrEs5S6npmgo2H7KCfnKdvIa9sP9fdLzmI9MGxsbCx6TD/uSOQy6nZnl/FZOj6S3qJR02ZwSY8gURl6T/zkI9oqc1KZi0oJaObPd9Moun1MRVkp6zYzTOCVUea7kRSpmJn04p8oECOuhMlE5mEXP8WCSrvJImW23gcqpEiMserzMVmecmLzwPdyJr5ry4rd/p9HKpF1mhkkroZiGKPSIHjjO39ECMUvKJV2VZ7wNpODg50BVmc5RPRUUzsQI52OZfGBfEpLTm2eSy7/tmZkkyn6yf+Q3t9ccjVF6iooHI3LfK+/POgxtM+TIawhFTen97E3ZL8sTF5dUmWrKDOWKdfOaCkWx3Tm/7rpGtBKKKV0vX0rsbohlBnMpXK4OqrA7mZUWP6mKQz14bkcVf1FRUlipPDnHJ2mhXCKAqg4KNqdsqnmxETR1PVyF46kehg7pMSsEUiknUU8KI/mUUJULLRI+kpfJX3owGlp6zXw6JOEqs7I0gvTsSTQSGUJlm0dyOaKVUExaGCqmNF+Lyo5RgFgOiYJYKQ/h4wjepZdI6MP4sPICLsfQ04rJNhB+uQ4qJ3+7/dkP3ud2ZJszyZEek4sjGEpkGW5Hku81AqhiZn/SqLgNFnYah+x7ehwauTzHOXDpep/fhL05hebvXIxQxdqJYNLoJCpb5ilNK6eYlYWml6Dy5XNx1aBUdVR1W4gyvqm8cQ5OlsG2cOCYnTU5QUGjwEUV7E+WkwqZA18pJpU9FZVL/+g5khe+noao8s6ZM0jFYsxJfjqmM1+WeRcme1qbzzdWHt5jlP1Lvri80Qqd7EuGSNmGbDOzyRWt5zHXtKYVpJXwmJJKj5keih7z4uJi4VGxvJ5eobJotohMX6fFZAKA3ox10jPRo7nN7OMIqrOsCpK7rEwmmQjpGauznSzLfSHEo8fM+D35b8+TWU56sEyq5PVVVpLxspNFyesKmvt8ToMkzMwpuPT45ouJT6KQz/zvflZLJXPqh3UsQwIroZijLFuVIKhoFGDnVEqVuKAgJNxj2dLiM4+8hrGitPjkBxNPnHtLpUso7X7wfgoaiUkL3l/BdwsHX9haJX44v5e85Tfrc78p+JWhqI7ZuPmehMiZFEtDyjxCKoKvz/CBxPF1prta2pl9rxJ/GUumco+m6KQVUUzpOoky6myF6f2dClfNw/Ee/h8NpFTvK1Qpps9nNo91uA8Z01QxWtaZ5fk428dETa5TzfaPPA4TP9mebGeOVfK78tq+L4/zP72MjVjVDrbX5Kw9+5/9oLHmYvcs1/XmvkSV569i+4zraTCXLV43rYRiLkvMSNcQsbJKN00T8FgqdSYdUjG5/C4HxpSZR7aV1/D+9No5TeR7cgDJo4RhlaJk33JKpvf5Bs0ppKOERgW3mYX198gwWoGSKjRQeSGWyxVLDCVy7pHtzFU+aVC4eL1a4phKzHa5DB8zZM2QYGNjY0IrFa2EYkrzLRalegCWKeYIr1ewjh4siYqXXorCzevtCakc3BPWZXigLi7mL+A17MvUOttBr05P6TJolTMuSutexTduW/J9hFgq4+e+sP2JLFhfoh3+rgzTKJRIotes+k/FyXbaaNhocWUW25hKzfbQyzs8qTz/E3vs63GRlSUtMQP4Cp5Jy5+Fq46xDMa1yWy2gYPhY9nG7AeZTshkgeOu7MsMS1IqoXS9CVUasiqplbCLK2J4fwV102veRLneN9s9GrfkR4VIKsPAtpnPCWnNgzSA6e3MQ8oH+02ZsRIT7bDtmT8Yra4irYRimtwBaTGwXhY3kfJ4xVgzLrOklfUjVbCFBsLCkMbFgsR5K7ah9z69WYp9qOAzhaia+K4UPe9xNjYTN6OYU9Ishk0e3KZew8NUqGocs/9VH0cGg8rhMohkOP5uY6ITf2eGN/teORGXye9s46tGMauAmqlnW66cIkhYkVYtB9aDRaWg1TNUZQziclyHFSmV38aD17qMFFjX4zaZMmlVxSz0OpXgepVLQsG8Jz1kjkWleCOvk/cnP3mP+1zFkZUyjJR/BKkTMRBV5HVcjZRoiDLC4+RNes2Kh9l2t6V6dydpvcBgTWtaQVoJj2lrQkvKb3pMWlfen9CSRCtaZUsrqyfVcDq9M8uoYjAmahiHcH2oy8y1qYREGaOxL7TGFxcXEyzOeTP3kTFvLpaopo+SlyNLz4xs3k9Pw3rMQ39nwi3RCa+vxomU6Cr74e9EWxUPEuFkAiphK5c2sj63a1nIJD2CYrbW/rQu309i+mxJ/52k10n6Zkl/dHX8O3vv77tFeQv/qZSMF3h9FXMS5lBhK4E2JUz0eTK0StJkvdU9mTElxJMWBzmFn3NuldKMYtNq4EfQj/dSOGlASFRAEuF+QnrOH/I5zmVZcpafRtB8pLIQmmZfXB4TYVXSh3VVkNbjMJpjTeXOvlQGL+kVK2bv/QOS3nZV0aakP5T0M5K+QdIP9t6//+WURyW8KnMhgM+5zowBk5lkPj3yyAhIi0vkaOHZVnrMjDur1Hl6THrUaoAzxkxBYxl5n6/jPCwVjXOY7Ffen0qzubm5sONglZCpYiwrsjcDy2ceSZWn9/8qP5Be398jNEPFzfGgAc0yyaNM8OSqLbaBzxXneI7ocUHZL5P0od77v7yNNagohW40QZzrQ6kg6U1SCTN5ZGLAn1abSsJBTItPY8BkQgqgkzO59I6ZUv9ner3yaNlOeyTDYyYb0sjwRbJuV8KxSjFp/CooV/GIfbSQ0qCRF1luVc+y5X5ELTQyVLzqukw8WjErJaKxZ5lpUJJPNDBpuJIel2J+raSfwP93tda+TtL7JX1HX/IKPlIqVXqpKgaRFhUr4UPCwqwvLWJ6JMYhhMS+Jj0R5+/8vkwrjMvjPjXcAoMfeqUKHlUwyQpOq0/PmK+HIH9T4fk/eVLNi/Kc700vmnOqI09Gw8e+5XiwTfSSLJNECMz/JG4vmkaU7bQHr/ridlI2aax9fkSP4/2YO5L+c0nvuTr0Q5K+V1K/+v4BSd9Y3De9u+RNb3rTLJa8Oj9jtL1dBvRkym2e4h95dBqEZBjLHs2n0iNV97v+FGgrEhMy3r2d7/QYwXCWz37S6tNj9t5nGyePlDONXsXTVO70PBnDMcbMONrXpAwso4Sh5AeNWRocoppUTBs0e/P02K7TcmBkk04lFbVKBD1pKPsVkn619/6xq0o/hk7+sKS/X93U8e6Sz/3cz+1SDSV5vPKEGUdU95uqZAiFlhbQdfg+ll8ppttJoZDmq37sBXPHdsIu15dwroLL9Cpuy+bm9SvtGRZUXiZj5ewPidezjORpKlt6m5wXzHu5tjTbVl0/gvQ0LORVXpflb2xszBTTx6hU1cP0aWgq5aRBy4x40uOYx3ynAGPb5UuETF8l6TcfQx1rWtO/UfSoLxU6kPTnJH0rDv+PrbW36RLK/n6cu6m8hd8ZS1YWf2TBaSlpHStLaQiTb2dq7fo5yyquZVurbCSTMYan6TEJ8Qhr3XY+4ZAxMtueKf2EnK6TmUKWlc+OZh2+j1nGaswSAZDXFYQdQdpRMi4h7zK4XUFVIpv0+Jub128D8396N+cPfG8mopJn7m+iID6kXtGjvrvkoaQ/Ecf+0isoZwE+Egpm3OLzFJYqA0doKC0+Me/4gAKZmV7fxyTGKEvHAUqY6YHJTY0z9rIAeFNil+EYvBLafOqf17ufhPmG7BZCtsP8yFiaEL6ahmCczfJSIW0gkvekDEn4m5lrw1Tyie3MMfM1qaisz29vo5HPpGM1/zkyDu4vFZPtH9FKrPwxcSClecyW50zMgjrhQQHMV7dTECyIVPYsOz1lxj8eKHoQWljHLO6DFZPZUabkmaanITEv+KIgbvjMvmUa3+2s+lFlTa00+X5QUhXT+5jHqopV6UHSyKXXzng+jQ3bzfFbFvOzjUwQMVHm30z+pJHOMpPf+Z/tpDEe0cooZjbWE9HSnMH0rFRKfzh43D/U5UjXz0o6Q8kyXLa/E8olUbBNKdRuZ84bStf7uSbkSk+QyYzcmza9Bfs7glZss8s7OTmZKTENBUMD86OCcNVccSZBqJiZ6fQ1lfL7utauF1AQdrLPqeCsn5SJNPKmUrpM8iSfq7nP5EUFo0kro5imap5Rms8d+VwOghXNZGUwk3rvM4GmwlYCkBaXg1bFTxYWQlV60CrecCyZRoftYexYeRIqEj1AelzGZwmncsWT70keG5VUsbTv4RjmfGQajWVUxbCMtTO+S7hqfuVilVS2VMyUtY2NjdmLiwiT0+hlHRwvIrWR0ppWQjEJ87jzXXoyaTEZkVAsrZmXf/mePO8FAP6fHqBK7zMWpKf3tXwm055me3t7mjckNNra2tLx8fHMc+ZuDhmnpWBVkJVzvincLjPT/oSgKUxcscO4fkSMAV0vX6DEtrKO3DEgiffYEKYMEIoyznO/yYN8PMz3MaYn35jMS94vS0LddCxpJRRTmu+QLc2Fzkyh0qYFHgXThHmZoc3BYOLD563MVtq0ptL16hAqRcIUChT7yd3p7NEzccQ2s72pkFSq3Fg6YZbbSH7TK1owqTT+0GOSlwlR2W4alUweEQIzVs7wxrzn9fRm5p+0+IbofCUFjRd5zjG3TFSyNQoJXHd1vLp3ROvnMde0phWklfCYmcSRruePbDlba7PHhXgvvSa9oGFNtSRNWp6Wr6hKbnBLkGrVCtvmVTmEVq6XG0BlzGs+0OukNyP0zL1QuUE0PQn7QjRyeno6rRdlJjHDCEJ9wj56TR+j1yJfMldAOGuqoDoRAL1klbipxpnxKs+Tz+xPttvnOfWTMXeFmvi9jFZCMaVr7M7/ZpJjE05D8CWyvj7jHl8/grsuP+fsqDSZOPAxXmOlqiCMM7SOLzM+8+BRGDM2JEzMmM33+kW2u7u7U3t8fnt7W/v7+9re3tbx8fHUxo2Njdl6XELI8/PzhdDCY5ShgSmNZCaXcooiw5GMhROWVvWkUmXirSLXaWNThTT+XVFC9kqRmeRLBU2jVtFKKaa9onTNvLOzs1nWkkE8Y0LP5WWCxwKRVtm/mankMWlxwTIzjlSi9NRsZ15PS+vzVcYuhcrtZhxowd3Z2dHe3p4ODg6m16wzbjL64PTCzs7O9OYx6fp9o5xKyhiUMRf7aj5nRpaU8ViVeKkymVRQ5gGqcTLv0jtWsbrH1EZ/FBOnsaWxoWdOdEDlHMWiy5JAK6GY9AbJIGYDpevBM4S05acXSAuawT4zrVSECn66nLy22hO0GoAsg57HxHPpRdweJpb46njpUjH39/e1t7en7e3tWX/NQxsy8zK96p07d3RxcaFPfvKTs34mvE+ITUU8PT0toSB5Q09DI2M+0Oi43ZQJToWwTSZvdEWklEbT/WPyJxWP3o9jldcRxrKdlIP0nGm0K1oJxTTl/I4Hj+9NrLKIvJ7TFrS6qZQmDp7hJKEMpxUSNknz3dcSJvvb86mGWUy3U8gIpytDYWSQL7/lWtpEBOQLhYdL9/z/6OhoEtTd3d2ZUHo6h22oIGbyIc8bLTDTmtMl9Pjkj3mS9WYIQGVmLMqxGcHpal6UfKAXZXxJJJEGOg19Gq2KVkYxK8jn40yde1A4iLRQVF6XN7L+VlQrc0IStodKw/bSGlIpMl7uvU/PWfLhW/bbbUiFpPDknJvLMOQnikj04TIJI2lAHIu21nR4eLgwVWHY7rqqOcHkQ05bcKE+FdREeJlGNPvk8abM3HYcaYgrh0ClotwkTE0FpUykgt5kuEgroZiZ2PAxLr7OxeyVpyRzpOv33ue1Jiqt62E7qkxkxqQucyQIFmQKIwUyBSANAMuSNHuAmnNz9nCOE71IQboWpoTskmaeIGPQNCAnJydLExZVvJ7wjfO2Ga9K1wbCC8lJ5Jlhc0J+KyeNXGbzqfwcg+yLy2Q8X8XdlYcl6qKX9fmblHMlFFNa7KRULyKokixUDFpr6TrbSYt+UxtIHohqAlrSzAsyEUKBdGb2+Ph42jmAi9jZP8aZLo/l52Nj0qUi7e/v6+7du7p//77u3r27ILRpoEbwi0KT0J9TMrzHfEreJeT0PVzIb/5JmpSR9WSSp0INlRcdGXH3i3FlVRbLqxBY/s6+OzdCnnLMK7RAWi8wWNOaVpBWzmMypvE3P7SO3NjYc27pKQhZbH1p3TinyIUHrpsWmvGk23l8fDyDfITBkmbwlXOahDppdf3f7bGnPT4+1ksvvaQHDx7MPO329vY0XXL//n29/vWv17PPPqs7d+5M5xkuMAYjLMv2cTyYgcx40f0lX0fwMO/n+mi+0Zqez23g00a+hl45Y3M/8sfwxGUmlM38Ab0cvVuGAqwvM7bmX7Wh14hHppVQTApJTouYUuE4P2mlyXm0VMSEDx7YKq6TVLYnFU9a3O4w+5bKmbHwKIvInfSOj4/1wgsv6JOf/OSUfOHa37OzMx0dHc2uf/bZZyVJzzzzzLQP0Ag+uYyTk5MZzPQ7HLn7AqEoeZvQLcvnbyv16enpVAfH8uLiQnt7e9OLY0lcYWUes+zM/JKvpITl5l3mAjKOrMKuUTxcEWViRCuhmFL98CgzjFXiwtYvj7kMJwjs8fhwsa9N5eX9tMg+lou7d3d3p2tPTk4WBLMSeF/HPvq3y2IC4fz8fIpNK8uddVmJ7c1OTk50//59HRwcTP3Pfvtexn1UGrffCuX/KbDLPCfHxUbl+PhYn/zkJyfe7u7u6s6dO7p3756eeeaZqd3S9bQQvSVlhl6eClUtOGBWlvFfJqYyw1slrChPHD8aiOR1ynrSSihmQhLpep7NncuMKZWjyoyZbF0NWcnYvD+nVQj/XGeW72OtXT+uRYjHLGTuIStptqrF5blMKiYVMqcq2G639fz8XIeHh5IuBeHo6GhKDtELMSFhT2jY7I8kHR0dTR/D94rfhJlJVOoHDx5MbfYerobjTOjRs9y7d29aw0uvWXlG8pF17O7uTv0n4jAxe10lxDjmNmaV4uX8JvsxykiTbqWYrbUfkfSfSvp47/3fvTr2el2+u+Qtutx062t678+3S878DUlfKemhpL/ce//VZeW74RZqd55Wx4JPAWZsYIHNTCKztTzme2jlMnNZrcJJK8eUPAcoB8l9HO2q0HufGY/MmLouw14aEC5S51SD6zg6Opqywqenp7p79+60dI+ewF7ZCvnw4cMFxXS8mzkB8zi9mRX48PBQh4eHOjk5mQzt3t6e9vb2Jl4yk2lDcXR0NIuld3Z2ZqEDZSDRDQ0ulx5W4Qh/07hkZpa/E77mFIl/O2YfGbOKbusxf1TS/yLpx3Hs3ZJ+sff+fa21d1/9/yu63Gf2rVefL9LlBtBfdFMFIyzP45WwpgfNOcsqJqgYQwXM+NGKl0kClkVhSo/Jey28mSySrpMVrI/ty0l8tuHi4mISXG/kxfjP9T548EAXFxfTYnd62Iwt7Tml6wQUVy8dHx8P5+t8/8OHDyVJL774oo6OjtR7n0IKr8/NuJ+/HY5Imrw+Fx9krO4VUe5zGtcq1vQ4exxtpM1roqZUeo490YfrGk2njI6ZbqWYvfd/1Fp7Sxx+h6Qvvfr9Y5L+oS4V8x2Sfrxf1vpLrbXXtdY+rff+0WV1VHDBja8SNCng9IzM6EqaKUHGk9J8r5icH/R1mVhivf5vpaRHJKwhAnDs1nufLSbP8l2/rX61QVZrbYJnvJbe2EbLwmZFS9jO2NIeS9LkLX0fPRvHz0r98OFDHR4eTvcb/tKg5vtSOGbkXfLS16WRIqTf3NycsvZED0wSErambJknuZIrE3iMyd02wtsK1ie0rehR5jHfZGW7+n7j1fHPkPQHuO7DV8fWtKY13ZKeRPKnwgoLPrvh3SWvf/3rF4JsQxHGlhcXFzPIQUt4fj5/56K/OUXAZw/9zTlSxom+n4E+YzvCYsaOPkaYUyGB3NzJddEDsTzf672DpPlDzoavhnNM8CTcJ9owVGVGk7Ems7L2mvYOtPqG7L7XKIdJJntMZiVHWVzyO8c1k13kE7OuueKH5VOeMgPusbFMMK70+SrbaqqyxlX2+JGh7IA+ZojaLl+L8PGr4x+W9Jm47s2SPpI3d7y75C1veUu3sFvoqASOvXLPH99jCNZ7n5IDpsyyMrPKmJFPfzAxw/iUQuLv3MCZA8I25DkLAhdJWLB8LeGXy2GGmYppReQD0wnF+RgVM7CSJnhKOMr9bw1xLXSV4pqciPJTQdJ8aSL7toy8cMQZVcfPhJ8McTK/QKLC+2Fvjk8V/oyUh/mPbIPLSIjvenjsSU2X/Jykr5f0fVffP4vj72qt/aQukz4v3BRfurHsoBue2Vp3knEhPWB2tkqFZxxDD5KT5qyLdZp8nMkpJie4rrPyoufn51PmcXd3d2Zwss8ZD1Eg+fAz28M2+DqiC8510mgwlvR1GUc62+s2OvFiHvFtYuyzr3V7yCtml+35nbm10aVxrTwjvbL5QyPHNlUPSlP2cjtSxqVU4swrVEnHbOMyuu10yU/oMtHzJ1trH5b03+tSIX+qtfZNkv6VpL94dfn7dDlV8kFdTpd8w03l0wKRGKRzYtn3cI4yy5M0gySmairF9aZAX/V9IanALTdYTjVH6tR+WtTMxrocvmkqoc/IwlpZ6H3pFTjNlO2l4hmiZQLIbXDSyB8ueGBI4C1B3R+2wYbBCSs+8J3Pmvq/Paa9ZcV7aZ4conei5/aYmEduYyZ/LHuZqaf8LVM61zsKaR4LlO29v3Nw6suKa7ukb79NuSQLHxWHKe/KixDuEg6aiR4QKgsZQgWhAubmTlZ+xmdkOKdDrLyMrVh2rhyygNj7WDDTC1CRck2v5xWPjo6mCXS2wcLNSXnW6b46NrRCGq5KmhSVmVlC7+yff+frBvwma85jemXPwcGB9vf3J1huSJ4Ihzx3TOw2EnKTx5QJhiWttZnipuKlAeMYZAxpooykMzFV8S9pJVb+SFpoPJUyYa1pBGH4vCLnsag4ppzvqnY4SOvLhFImKWhIpLlxoGFJGHp6eqrDw0O99NJLswUD0rWXZ+xKz0FkYK+WOxzwDVb0sISy9JSGq1yva8XMJYWjsSA/z8/PpzbYQ1kprZh37tyZtkjxOlmGD+Ylp5+Yl8iH0E3pYd02KxhlwvEh+UPFq56tZXsoN0wopvLeRCuhmPRiFeQylKU3ZMbUGcAUfmboWA+tn4nKRKVjDMlEkdtJ4c7Yz79dJxMKVXLC8WYmC5xx9X9aeredOxK4rbmLXiom+U3oaq95fHy8sDDeXjazrm4v4XxmuBl6EFl4vfH29rZ2d3cnr58JQRtno4xc3phxHrO+OSY+53aQl8wXcAzNBy6zZBzKTDvlzeWR56nISSuhmCYykJ7O5yjM6UEZu1AAGYuO4lhPQ7Ad/q48N5U7B0GqH5TmJHQmfziwvo7XMClSeSgqJjOxfDMYz6XxkzTzlEYd3C3h6OhIDx480NHR0YICuI1uM40IPQ0hfyZwXAZjVcNUIiB728qbWWmrp2hGsWAqSBq9hLKMH22gCWt9D6FwKjoNxojWD0qvaU0rSCvjMRPiVUE44yrOFUnXmU2p3h2O0NdEJJgEOAAAIABJREFUGMZkActhooaWr/KYVXaQkIrxj6+1p8oPLWrGrTl3ZthK6O5X6kmakin5li7ygtlYPifJRez0UGy/78/51eQTp284rlzuxqSJIavp7OxsgrgZB1omMsNqShTk34TabgPH28fyHveH/MgsuuUup71u4zFXRjEzseN4hd9Vdk66VrCEt/wmzM0MnCnhcg40YU0mGFgehS2FJ89X2c7c08dtIbxnRpSbclE4qsSLIWKWb8XMZzGt3Jm0cj9GcXkeN+X95I3rdtjADK95QCNnA5bTQhlTpjFKucjsMmUkFajKCnP+l9cwF+G6zcsqz0BaGcU0kaFM7LCz0nVsSMZWyZ4UQM+fVXWlomd8m/GlNF+VUyV2UpkZR0qaKUGm+1k/lTItehot84VK6mwyFYZKUykm5ymr8WH/XYbHhsLNtrKd5qmV//j4ePIwR0dH5Xiaz1WGPRWS7c2MaWbbM3PLpB3PU/FT+au8Au9h/VW+g7QSijmyHpndq6wPBY27d/O6TC5QmfxhEoMJFGZUq7b5ulF/0otyWw5JC0rJVLzJbaYnosC6HiozYTvhYbY/s432klXGsxqnhGfmodtbKQoNnDPAkqYVUDl/nUan8mrkgT0uz+XYEHkkbxIJ5Mofl8Npkkzoucwsl214VXjMqqEcWEIzX58Dn4zIJ9RtjZntNENZTqbOM96l18wJdqbxfbz3vqCAFsbDw0M9fPhwprBcyua+ZxY2BbbyFpVFppfl/3x8aZTOpzFj/FR5zjReVBjy0fw+Pj6e+FU90MypICol40MrdSKYSlHpufI8wwCjCf/PuDJlwv1LT7vMQyatjGKme69gUA50QhEzh0y2AHPROaEgV/T4GAXB7eKKEWn++nV+qviQZfgZR88PMuHDFHz21/3jfqjLaIRAaIiIFKoEB4lrVFO4JU2JJQoiz9OjE7VQMf18KKeGqni1CjHIZypLtrlqV55nKJBxMBXVY1WFLzyXRq7y0kkro5jS8sxoxpicUM95MZOZkgNmhhCicEVKKqaPMb4x2Wvwk17W93OSPufJGNOlEGU7ErYyy1nBRwoPy6eCpDATMnocuP62Sn65TI5lpQjMzvpa8oJoo4KxvId12vjRWyZlODSSGf92m3JxQI53FWMyKZRKmOhugY/DM2ta05qeGq2MxyTs8H9a9oz3fJwWNC1lwrXKk1xcXMw8Dq0yvRCJnp3Wkt6M0MdttWck3K7a5XL5m8vYRv2gR8/1wFmm+8E2MKkyqof9qSx+lewwGe563KoEFjPX6VkzLl4GZXl+FGO67Iwx7eX8P5+3zbpzCi29aNad0ysVrYxiMpuYVOF4Kxxhj2ODLFOazwO6HCeUuNwu0+Cj+CSDekKWaiEB9zDNsvwsJfuUhonPDWYZGUsxIeW6LfSpUISehFwpTD5vyJ+GlPF8BSXdz1w6WI0zYb8fIZPmj+yxH2kkOUYJGWmALQPsbwVRSS6P5ee1lbFO45DGOWllFDO9VQ4uBcP/M9YysxgH2SOOkkmZWOCg5Xyh68gybOWr1DkVr9oN3ee9AGBZRpR8SKPjsrJ9bDMTOBn7mV9p7VmePbY9HxWzQjSkak4y28l4zkm6KufAMpOXbHfltUbxZyIUjwEVVpqv+fW1lRxm3ZmUXOYtpRVTzEz/8zuD/rREZARX2dBTVBPzvffpAWNpPgHOx8YSHrN8WsdqQG0suNmws7Kuk8bDypuQLPtUTRmQRxVVUxAkCncaRhutjY2N6fnOzORW4Qa/0+Nnss08Ozk5KXnNuejqPhoKHksFZpmk7DsdAM9znEdemdezrvxf0cooZmVJaYEq60nvYeXh4GQWj9dmGa4zn8KwR0uIxnJp6TNG4VMQVE6+SIc8yHg3+ZNwiWXkPQlpSSPYW83T+fr0jhyP3CUg+c963Y9sQ0JRK+dNRAV1O1OBE75nHiENPtubyymTR1UZFf9GdVS0MoqZ0MlkYc1XCfB6KhYVmPGjz+fCdR9PofP5TDzwPv8m/GSMJGm2cKC1Nj1z6I2Q6Y2TF+n5KMjpBfKZUGlx42EKUiZKWIfvTctvgR61L8OBCi4SZqaHJbzjfG6FZirozNjNz7CmEiSUpVdk/9NRpNLRCKfXrHhHXif0rWhlFFOqIRgTIhnwp2LZs9Lj0SPkdo4Je3KjJ3og/26tzbJ0FaSpJpQ9EN4yw+t1Hz58uACZRnERhaPKitKyjyiVg8qQBicFOMeDAu//6dkrIsJJpSCq8W8+j+n688F5Ew2rr3Gd5J3rq8KEyvCkcvPazMqOjFbK6zKvuZ7HXNOaVpBu9JitfqHQ/yTpP5N0IulDkr6h9/6J1tpbJP22pA9c3f5Lvfdvu21jEtak5UwPlgH9KJbyeVMG34xhM04jZGZCgSt30uJXHpPrW52hlS6flfTjS4xd2Obsa8Zm5N3IYyW0rGIgfi+z+vQOmUwaUfKaXiPHkRuYMXZ1UszZa/Io+ZSy4OO5X1MVUy7rTzU2WXcV2lTQdhndBsr+qBZfKPQLkt7Tez9rrf0Pkt6jy/eWSNKHeu9vu0W5C8TGM1tH+FJdS6ZX8MbC4HKYVGLChfEX7/N5TifwGUJSCjyV2tMiZ2dn2t/fl3T9Tg9v2WElHg1eNTXCuLqa4iEfyL8qMVPFhnlN9rc6l4LLtrLtCad9bcaiPr67u7tglJYpZy74z/oyHvQ11TH2ORUyx5xwP2PQ24QcNypmL14o1Hv/efz9JUn/5Y01La9jtg5TWhwcX8fsYXoUejXpWilyw6iqfl/PGKVa3F5ZWZ7PVR387SQWNzG+e/fuTLhpbSuva0Pi9rlcxsc0IORbGjPH7a43PVdSGoVlnqZas0sDyTKIkrxCiijD5CwtNxbL8t0Gb7DFvZxIHM+MpZfF2nlvNV6VQo6Uf0SPI/nzjbp8T6bps1pr/1TSi5L+au/9H1c3Nby75HWve10JaRLyJDFZQOHLzGTuWkALzGcHczrG5VcQxUQlZRKggrqs08mfg4ODqc2bm5szWMt2pPWngnojZNdX7dqWiICrgaT5OyF9PBehZ+KHfEiDWM2XUiFHZEFm4ibhtqTpwW+W5bIpN8sgL8eJ59I7su7RuRzzymt+yhSztfZdks4k/e2rQx+V9Kd673/cWvsCSX+vtfb5vfcX896Od5e8+c1v7m5ozmktiylz+Z2Fi/dwasHnCKssRBQIU8ZgjBtS0T0IqViVpXXd0mWmcX9/f/IE+Qr17B9htilXQ21tbc0Uk9M1CQMJgQnFcvd238u+VjRa8keekh9JNHJZhus9PT2doaCqP4xNMzzxMfZn1EZe63M0YFRYGpL8sE/LVnaZXrFitta+XpdJoS/rVy3qvR9LOr76/SuttQ9J+hxJ77+pPCoR/+ecXcLMVGQKtYWEW3VU22vweEJAXjtSGApMCm4OFtvmb8PbjY3L3clTeUzp1RI6GTFkXOW+cZrHbTdxnpjGYwTrsqw0elXbXT6VojK46e0qL8V+ZTu4V1DvfQHOEl1QBrJ9psq7peJV5zOsYXjzRDxma+3LdZns+Y967w9x/A2Snuu9n7fWPluXb5X+vZvKIzMyaeCO+Fi1UoUKOsq+9t4X5inR7qmsrNvn03vyHL1petTRADLTaOGhQKWQp2Wm8FR79GS8LV0/4VJ5NCaoEraaN+w/91Ql77K9WT/5VUFVhibsL8vwEsqLi4vZTgc5ZlTyTPglLxPS83zO2XIcaYjpVfPe5Mcjr5Vt9QuF3iNpV9IvXHXS0yJfIul7Wmtnks4lfVvv/bmb6nBnyJQcnIwVCHno1fI+30OBy8xla9cb/FYWvxKUHKj0ABWEHQnraMvFfHQr605DkoJA5fc328J+mUdMrFxcXMx2ySP049SFdP1mrxEPXJ77nGPh80ZIuau52+j/Z2dnC9tx+hqOSYYoyef0jglTc+0z+T3672PcxYB9YR9GdJusbPVCob81uPanJf30TWWuaU1rWk4rsyQvEy+EUxVVFpeelWQLbQtWbU9JT806qkxtei3fT0jDBFPl8enFDMlYfraFEM78ctv4Mlf30TGlKadYTIxTDWUZu7k+J5Bo9ckfPnBcjVkVmlSvbLBXtzevkic5bZNeMJNkCYUzhk5vSK/P+qv+VN4yoW7Fk2XxpbRCimmqYkQmgBgPZlxZQYwqyztS3qyfkKvKsrmNqZyEkQkd3Re2a9SmzCS6HXm9jZqhnVP3ubMbFclKyBjScbjbNYrFK9jNKQrD4kykZVkpsDQGLi9X6jChkgnAjI3N55x6MlXhQcaOVW4g4XJVdhWTEtLelJldKcWsrOroGnaWSsC5LSoWhSAZ6MHN1TMZV7Fd9JjV4NHKp2LkIKXSZr+IDlhOKgi9mnec43EaA3o6Um7bmJZ/NF5sYxW783r3Lb1VxpMey0QbbhcXbmQbPM9ZKSdzEqOcAfucSKxa3JB8qRQ+ZfpVoZhVZs1UTRLzfw4oLWhawrRyuQ1/lpdK7KwhU9+s2wPAx74sHKNlYZVnzP66bBqd9PJO3vDN0j7PZYVEIgl3qfDsB8vJviQffDwRTq6Iyf67TZmZJpz29Zld9b38zwxvBV/Jz1H76X1NiW5Gib0saxn8TVoZxTTR2maHaI3JyGXTHHkPB4OwjcqfA87B87Vp/VMpCSN9bmS96aF9TVplCznbl99uEx+29nlufeLyiC74zRiTCyHSg9DwpQDzXpbr63K8SeRpxrHmWUW+j2U6e0sejaC421150oTcaTTZlxGMvanfpJVRTAseGZGeLGGrdB1rclAqi8l7skwmfqpkQkIbEtvj2K7aVc3tScGgUlMQKZA5zVAlLTKOae36/ZhWfq9Kcn2V5ff12XZSeijygfAy+eU+MlGU3qziTY55UoUwst5sf0J7jle2LcvKsU3Fq7xx1YZlyrkyilkJSmU1U4l8rIolud5Sqt/3Uc2PVhY1B6FSXsKfChpVAuRzvj+hZNYtzR87I68IvRxjmQ+SZjvxjcpOAWP5eYxEJaXnJPQmtGU7GNunkSJVC0TMM99fCbzXS2f7jRrIc27TUkFe35c8G3n+0f+b4O/6Qek1rWkFaSU8ZgU7CEvTO0qLr3OzhUvoWkHEEcypYhS2o/IgjFd77wsQjh6Z8SPbSA9Gr8IyculhWlvGvxWMNs/8VEu18TQ9RJXcYXyY1+VYZLKKCSj2MXk5QhVuv+uocgL8TzmqchNuG6fdeP2yjCm9fWbkXXYer36/KrKyhhupeIY6VfyXsC9jzGpqYVkcksJYfVcDb7LwkajUbB8FJDOlvpZTLuxLkstzbJtC6LLcRz454m9OqZD3zD5X00e5pG60zCzDjIqXFU9ZR6WAPJ4PKCxbj0rDYUib59lOE8dvNJ00Utgc85WPMWkBc+LdlIKQ56qJcQpCKi2vTUXg+ep3ZoozBc92co9YKiE9JIXd5bE9aV0ri35xMX8rVSXwOa9L4WY/2EZml1OY7HGSJ5Xx6/36iRQmiirEkgqbRAO1LFk06mcmqpZN1VUIKz8jqjznbWklFFNahCQcZAtsJhUS2iWz0jItm3tLJeZ1VJpM7GTWMKdkXI8FO5NYrJeCQoHgwKZ3ZD/5Gr9UbPOKCkgFd/v88lrXQ8Ukbypvl0qQXiQVIQU2PaWXGjKZR95ViyRSPth38vYmqHpTAs7XjRTvNoq48h7TlFk7ExmZsWV6S17DsgwRRzFYQi0S4R6toNucwklYLM03fa7gMT1mZZy4h6mVspqSoberiNMtlfHhG6WTV9n+KgZ0+0cZTPMlPVQuCHFI4LiaGVO3id4/+5d947xwzhtnX7zoIpWG14we5brJ4Od1y2hlFNODmkqWgkqFSKogSeXReO42zxHmQFiIpcvNtCpYyqmK8/Pr91/6/mXwiAooXcd/NAzkTWvzfY1GRC85SjB5cUTGknwDV8J28paeM+t2W+m9+O3pECepbHRzYr6C4C6byRv+93h4sUHmMNjOVFS2/yboynJSZvLaV0XyJ6HVSCEJMSgEmemsys9zldWvBKpaN3p8fCzpcoMon6PycHNpLrxmW1wWlYNKyIeQqxiWisktH6t+8FwVF7pu79qXc5k0Ou4rDVQalax/WSKGa103Nq53dNje3p49H8r429fTCDDGTGVNXlB506Cnglf8TO9YoSHSMiWsaGUUUxonDSorbKZSMc3I6vEx/q8YV1l5wjl/rKT2fhZkK6jXxlox8+Fktl/SdA+9JOup2pltzfgxBViax1bZF+kaJnp1UHrERA25ZI+wdxQWJHz378zkuv1bW1va3d2d9uC1knJ8+Zo+yoTbQR4lVbHpsut5bcbPFZHXWfay8qX1AoM1rWklaaU8JqkK4nMHu1zraG+ZWTwSLV2VPczj9ix8nIrx4unpqU5OTibPyTd7SXXca08saYrp6B0z01d5/eRFtj35xhCg8spMHI1gZwXV8pEr9i3vrTxMNR3h8+StpMmDOv70i4MyDnS5mSis2jLqWyV/vHf0yetfKa2EYrJDVWyZAXp1v6+zwkjXzCXEYazIdZLM/FZTCBTak5OT6f2WhqLedjLjQxOnQAhvqPyMaTJzymRHxlHekGr0SFYKKPudGUrzujJeXIHUe19oY0Lkiqcp5ElVjG9e54Pgu7u7M0X2+a2trYXFKjn9kXxhO7nII6fIbDAZgzMH4GPLEkFVqJD0St9d8t2SvlnSH11d9p299/ddnXuPpG/S5WZc/03v/R/cVIc7k0mDFI70RLTSyTx+W4huypT5mJmeUyuMA3PindfQo1bzqCS3qRLIfDuZ+8vtP6T5M6XVKicfS69Mz2sl8isIKNTum1cGceOtjGM9RjlfSKWteM72st2ZKLO357d57edRHYu6DfasHg/KTOUVq9i4UrTKwPL8CAlkfRW90neXSNIP9t6/nwdaa58n6Wslfb6kT5f0f7XWPqf3vnyvPtBIWaqAO+e/zGhOZFt4Kq9cwZVREoAet5oLJRRclh1lf/I872WSI7OS9o5VNrLyspW3MhESb29vT4Jb8SffLWqDJy2+z5IJOV/P/hG9VMpBpSbfGAL427+3tramzaDNv9wdz3JDw5MGk15wmbfzmFd8pTz4WspYJgOTXtG7S5bQOyT9ZL/c+PlftNY+KOkLJf0/N92Yi4kteIShI4F2R6sF5HwFwsijuIw8RgEjg6Xxg7U+R2+XbaKhSO/EDGvOvbktCWWr7OtolZGvr56XdFsJ55hppYetphhOT09nyIR15twiwwXygm2pssv8nQsBmDH3GOQLjw370xhQcfmpDHVlSKr/OWdsukkppUeLMd/VWvs6Xe6y/h299+clfYYuXzJk+vDVsaWUSudj0nzXgryHCpeeTZovYs+YyNdWZaZQpULSErMN+WJVaQ6H/V0t9KbRSO/n89zcmIpRrYLhU/uElYwlKTRUZu9WMCLyg7zmBlxeQcO+07DYU1JJczyyXxlfZ5/dHrfP0JsPRdNjUyYyPqziSo5FZdSTkkd5XSIC0itVzB+S9L2S+tX3D+jy5ULV5EzZ6oaXCt27d6/0JNUmvexMej5DkLTmyzZPqgYiz1OoUmh9PzOEVADOYzo2S4WjwaCnyH6aKig78p7mmdu1vb09i5V5Lb0dw4MRT9gXjx+z0lYKn3dbuBgklaJSgjRGRBTkVaIi8ighMMuvYs2cf6aSVQ6kGif3lzLme5YtuJBe4Txm7/1jvffz3vuFpB/WJVyVLj3kZ+LSN0v6yKCM9/be3957f7vfFbmmNa3pkl7pu0s+rff+0au/XyXpN69+/5ykv9Na++u6TP68VdI/uW25VUJn5C2ZePB/qd6HhlC5gogjq0fY5LZxc2WTrTfXk2bMwvgs+8J6Kw9RXUfe0EOMIB49oL89veDy8rnQhPX5qdCLw4ZcIG7PlovsRx6THrVCExmPj/hlXucUknQN99MLVjkI3s/zhOKkLPPl0it9d8mXttbepkuY+vuSvvWqMb/VWvspSf9Ml6/n+/Z+y4xsxmHuMCFtCkMFK3hsxJhU4oSTKRSMZxM+uZwM9KvBpdItW6wvzWNEKt0o+ZNTKCQmhDKGZSycCalKQTJ+J69zeqP6XyV6UgHyHBWPfaySQ7ynMlI00Kx7lMhJQ8NzLCOnTkgJz2+jsI/13SVX1/81SX/txprn95S/pXoS2MdHgb+JClfVkR4660yvlCnwqg8WcGYdsy2cdqg8PdsvXb8x2smfFDgKa6IMUk4TVNaeCIHt87nKw5mXplFGM/9nXWxX5TFtrPiKi5SDytBVcSiz/iyDPKlyDzRY+WEb8jj5MVJg0kqs/JEWoV0uVr5pmwj+TqhhGjGCAlJZPlrt9CSVEOZSN5dVwS4qVwWrfI5p/oRw6T1T2KmMWX9mmzOLzKdH0sAlD3OhxbJEievkMRpKJpDSQKURy//kTypu5V3zOBFFKmaVoKqOmUbznDfRyikmYzPGatX1mc1cBiMpJKkUjFeq6RIqjBUs2zXK6lZeyUogaQaNR0JDCEehSTTBbGXldZxRJnzLbGO+Ip6roKpXmXMKKBdEcJ6R3/ZYmdmlIa6WDVZ9I5+q2Dop+1zJivuYRoN8qgxojvNN0yXLaGUUM7F+xmsV0y2MjAGzjFzJMoKMHDC2hZ6isoxVDJmxVLY/PRcFTpo/MMz+Z8Ij+8u4MevgY3G8p4Jg3nGBsRWPmQ9EBk5+WYGrGLZa4jjKG7C/lcdLw8P+j3jG8rPeKmSqlI/3ZrtJFfxNxX1VQNnE3+kRKy9WKWp6ScYRZk4OXsLkKqinYFWJCwpCPg+a3nz03x4tY9H0qpXiSvNkyAjeLkt+WNi91pTCtLW1NT1z6rLSuxoKG3rT43J7FAp2ejDKgCkNFNub41YZYdYxkoNKaSplSvmqQpkKxt+m7Fmfh2fWtKY1PTVaCY9JKJqQQ1qEljzm3xUUpQWlFeNyugrKjby0y2Q7uVi6spCESBkz8rfXdfIav3uE5yrvkd4h28xsMuFoog7eWyXAGPe57/bq5+fn2tramiELxqXVThD8nWNwUzxWwdsqTLnN/RURxudx3k+PSf4t68eyZJFpJRRTmi99k+ZZvpugDJMyN2UeGYvy3ireGEGljY2N2ZSH7zk5OVlQXD5BwblIKvbOzs70RAThsHdNZ4Y6FbDiIRfvu//5bGlS8oq8yf7bEGbCyv22ghrekg+OYanANJQJDRNmGoouS9xkCDMi5gLSQGc8vEyJUtEIyav7boK60oooZu99el1aWp2bGJyDxBjQim6F5DXS3BNnhpDn/ZvxnRXT3mx7e3uKw05OTmaexEK8s7MzKaHb4PvSI/rZQtfhNnCeL4WJfXHdkspnQyu+sZxR/J6JLN/n+DINB5+yyY3KRjF/1l9Nh3Bc06jQg5KnFa+SZy6n2lGCv4kKqvyI61+GQpbRSiimdL0IOummKRHC4MyWVStdfI9UJxkS2iXky/9MdOzs7Mx2MnAdVsz9/X3t7e1pY+P6HZkup1o8MHoek20zpVephIsJnWWvMiCl8leZT/LO5TLLzHblc5vMFGfSKtvDsWaZ+btKzlWoy2WSl7lAxOXlw/NUymrRSTV1QsW8CUqvlGKSctDp/aT5ExMJLfMtyLyH0IgQk14oLdoIMvkYV+Z4PxoOpMvc2dnR7u7uBDVN3FmPMNEec2dnZ2GxBacq3IY0OOwHp2TMMz6W5WsIVdnOjDVdTiq/+V/FfTQsLjPrr8KMUazv7zQe1TRLFZ5UiIPtIh/ycTl+fJzXMKyoMrevGiib3s4MYfzo49J17OFvQ2Gfy/IJL3jcnraCwhTSynLzmuppff92THVxcbl/Da0+BSkVzTHmM888Myk89341ROWgUzhy9dHe3t4U/x0fH09tcTsyhqQRq2BmIgkKm89RcdPjU8nzGBWCBoeKWHk/HqcHTo85gpZUKBv+jB8TnlbekvyoyriJVkIxSYShVWxBC1s9jb4MqlQWurqOx+ipR/Fntp1lVwOWA+m3b52dnU3PdTKO3d3dnYRre3tb+/v7Oj4+1uHhoSTNFgMw6UTksLOzozt37kwe+6WXXlJrTScnJ7O2p5HIRBp5VfGA56pMNT1pPm9LA2y+O3b1PcuEmlB3BMlvyitkjJ5KNVLEiphwy7pvUs6VUExCBpM94MhqS4vTJxmDUNiqwbq4uFh49KdiWgWn0nt4wKoYmO1LA+G4zHCYcNDbNh4dHU1GqNouw4Li+NarcCgwOzs72t/fn+q5f/++tre39YlPfELStSFk7JyGplq9wzGsBG8k0FTCjLfJd7eFbRwpQhpQ8jqNKuEp28t2MobMNmVcWa1qSgRYycKI1gsM1rSmFaSV8JgmWqb0gJn8qWIyaTHVncdymxHGLYwNXC7nzaQaLmd51ZYdJt+fy8UIAV3XgwcPJF0mh/b29rS3t6eDg4OpDvdle3t78pa28oy56QHsUfzAt/dsZdbW16an8TjQSyT0Jy8z9Kg8BOHpMk/oa29DVTzMOuhV05MzrzHy/KMFEYTAXIL4SmilFFNaZIAVMBXBA7osm+v/qfAc4GVBeSZDqnYm5ctZM72/rH1WqMyEnp9fbjL98OFDPXz4cJoL3dvbk3SpuIeHhxM8s7KxTaenpzo6OtL9+/d17969KSlF5Xb9hGI0hB6T09PT6X/CNz4mlombm8KBirdVXJ+GjpRKaWPBsKYy3AnPaaAqqMvP6JpRn141yR8rS7UiJYWc9/ic4zRJs8l738OnHbKMZY+WkZZNUqdVzt9ZZ3qJm2Ii3uvX/m1ubs4SN1xNk3z0ax1aa3rhhRd0eHg4y/K67txxPoWL12dig/12/MhxoTKOMrnJt4qvGWOOxi6Vn33I66qsK40T25gLC3xdtfwwDdHou6KVUEwTmc4FA9UeqJldy9UkviahcHrPKlVvouXjOlaf831sT0JfXsM2pbBlip910PJbgSolqYRGun5ki33lu1hcBpWMGWRJs2SSPUkmmHhfleD1/PHeAAANUElEQVQgjzI5wmtGvBsJ8siI+XuUMKqgKhcYJDzNdpgPaRArxbsNrCetjGJWGVcrlWMjdibnx2jpXE7FzIyZ0hjYECQts9LL4gh6wIRYrjPh2mgaIhWawsQMYmZP04v6OBXjJg9piJvGoYKAI57Rw1SxWRLbacoxI9GA+b5UiFSObL+vSShuojfkdVzRlOOU5VdIIemVvrvk70r601eXvE7SJ3rvb2utvUXSb0v6wNW5X+q9f9st6lhQPDKt8ngVxE2BzgSRYSsZmKtdpHobkxSOikYMHynn6Dv74fZw4+K05gm/mKSgoDBBNIqvU+hcRho6KibLGsFLooWRMiYPmROoPGylpBn3cmzTS6ZiJgzN8+QvX1Rc0TKDzTIrekXvLum9/1f+3Vr7AUkv4PoP9d7fdotyJ2qtlbHhVV1TzEKiIjMRQWHiapz0lNW3PUsmGbLukXDQE6T35/EqoZF1pnBamapJ++RVeqIUSiopzzEOT2+VHjVX5WQ5yTtC3Cp2ZPtugnwjrzwyjClX6dmqGDNj/wrGJw+WURqER4ayfcm7S9ply79G0n98Y8vWtKY13ZoeNcb8DyV9rPf+uzj2Wa21fyrpRUl/tff+j2/VkK2tYTJBWrQy9qK2woZatNYjz+XzTBhl4kVa3HrS19KaMobhb3o7QmXfX7VxGeRKz7oMklWW3MfTe1RxHMuvvDHRAc9nkiqRQRV7JSVSWOYxq0RRFdeyf7yGsDSPVf2VFhNtvqeSz2zrqB8VPapivlPST+D/RyX9qd77H7fWvkDS32utfX7v/cW8scW7S/xMI+NKxjeMMyvKePSqjmnRNhnN5I7XbHLdZsauhGGmCsKNGF1Nh/Da6jGnVFJ/M87L+U//rhSgSqwlhKMyL+NzZh+rOliX76vaNoKtVVlVPFnxnOOfykslYixe9Yltzh0Ck4ejrG0aULbviShma21L0ldL+gI06FjS8dXvX2mtfUjS5+jyjWAz6r2/V9J7JelNb3pT94PBfmLCikklyQSRmU7PlkmaZcrsgeP9abFzUbXLJS3zBJXnYz8qK1+t62V5OR2SmcLKkLAvo2cxs0++j+3MJM/oqZ8qvk1PlERPe1PipJp/TsPH9lU0Qh/uv5U231qWyp19GsW9N/WJ9Cge8z+R9Du99w+jo2+Q9Fzv/by19tm6fHfJ7926MVfPM0qLWb+KEkpVSsj50Lzn4uJitiOc7/VzkBaUan618p6jNlKZUvHSixD6juDryCuyLelxM/l1G+udArvMm9Kosc9VeYkWqjGuYGzCzps80agN/J0wlP+rpXVpsLKsEVX8eySP2Yp3l/Te/5Yu3xz9E3H5l0j6ntbamS5f9f5tvffnbqrDjdzY2NDu7q6kxUHgdT6fVtq/0fZJWUceyGXxCRR67dbaTHF77+U854gqAUvhrDwI25yPYvn6SmFH/fN1/k7+Zkxa8X8ZbOR/KkSlzKlQ7LORUrZl1O5lfb2pbho5Kh6npxIlVOVXDiGNWqKim+iVvrtEvfe/XBz7aUk/fWOtBbmxFnong3Iw3MFqu/wcLMJgbs9RMdTCxOkIzxv6OAWnmoZZRssSUjclOYgGeG8FmUZCW8WTOd3B+yqlvEkxfb6aRskyMn7PMsyTVIoKLaQH4jUee5ZBL21FpIGq4shRv0f9ZH/TKy/zlKaVWfmTtLOzMzGpmsSlcpjyOcxcrWKvXD2gSyVNYUuYRuWu9rapPCTbmJnfNBBVeaMsbraxIt7D2GkEVasFFuzHKDGV11bIwGQEUEHyhKt5nvPGWa7HMhNjadB4HT38KMlT0eh41eaR4o5o/Tzmmta0grQSHjNjJklTbOfYz5atgq7LMpm2hiNvJ2kGVV0eyR7NbWS2LxM1vr6CeP0qPuW11WZXGRux/Kof5MVNPDbls5Wsu4rNMsOZkJLQs6qz8sIv1+ve1F5fUy1FrDwmlybS++YSR7aNZfN4xX+WfRv4SloJxZTGglUtd5PqJXbLYqAqNuH9hD4uj0rjhJC33KDS5IZSpBGc44Byvq2CpKkgSRVPRvxIqiB0NS3kdqZBYqyWmcukhOzZxkrIl5VbQeBMOmVSkLC1anvGmCNjw5xHZWCqz8uhlVHMymt6cYDX0ZJJowzeberI/6lY1W57aamr4H+U/asMRya7sk0sj/9zDlSaL4AwckiB4jF6ffLTZfCt1a6jqjfbkP2uBHIUF/I8yxzFm5XQp5JUiCKTPVbUKrZMHvr6VMqqr8u85TIva1oZxbQVS7iUneV1TgCxg9VUhq+pHrKtPEG14KCC2dIlc09PTyfI7fOsm/eNjldKloqcil8pOvuSlt78Sm9HsiFJ5c7lfOml8+1go8RJdSw9JPtX3U9eVYaZ9+ZCBB+v3vWZbckyR/0aec5lv2/K5q+MYkqLHio7Qoakp6KgjFZ7MLaQ6t25MxbJuUQPQiqqPXvGnOn5buozvWIFYStYP+pDZnLTY9LA+Bz5mkas8rBse6WUFUIZZVwTLYwUjuUsK4OxYqIP8pKKmU/D+Ddp2XRQtiPbX/GropVQzFQyE5lVxSYVdOS1KUzJKCYkvDkVy7WXTYbmTuO+h/v1pHdkm1xGnst+pOJlvJzJoUQb1b1EFJXl93dlGDhFtcyzVPCOHiwVsxJY8yXHr1LKhK88tyzpRMp4Or3gKL4doY7R56Z2mFZCMU3VQmDpWsEoxHzomQKaSrNMCFg2n0zJN2uxTb4/d1CoPJKk2eQ2Y8Cqn2xTVS+t/7I1oFU/2c7Km5NfNEz+Tei3rO3pFU1VAiW9ThqevJdl0yun8i2L66rF6uRBtYRvZLyqvrH+ZR70VQFl0zLmOUOu9Dy2rFK9LMqvtpPmg5qwhvCM39JixreKz6gsLjM9k4ltrs4TwuXAplJV6IHGitdWSplIhBAy0QKRQCo0+3YTfHMZlUJVCp38qFbmZB2jbVSqNrE95EPGkvweGZkctwqO+3jVDtJ6gcGa1rSCtBIek5YpYQ29KS1+NUFePQqUnrSy9susPNuVsJTnR16Q33zSpfLEpMojjbxdZmyTsj+M4arkz8XF/GWy0vWC7tPT01kZFdrwmPFxqYT+lVdL9GJPRhia8HUU+40gdXrUjEXzQQHyLMtZBlVvClFG4YZpJRRTquOd6jiJykkFHsEnf1eQ1eVx2sOUwkKiglbxH5XA/6tsa9V3Zo0T7lbJpVHbUsBGQsH4zeXyN5WS5bquEXxnXzKxVEFAHk84WUFg0rJMJ+vIeDXhKdfQJr+qrHLF01GIwmMjWlnFpECTQXkPYyNpHi9wV7lqaiRp2Tl67ZyD5KCyzT7Pb7bdx6m4lWGQNPNgzFi6DBqF9MYUGsaQ2Z40GClMfPOWFWyZAWUbK1SUlF7KlNni5GGWVyla1sPrRtcynq3ambKXfc/ybhNbTtfe5qInTa21P5L0QNK/ftptecL0J/Xa7uNrvX/S4+/jv917f0MeXAnFlKTW2vt7729/2u14kvRa7+NrvX/Sp66P66zsmta0grRWzDWtaQVplRTzvU+7AZ8Ceq338bXeP+lT1MeViTHXtKY1XdMqecw1rWlNV/TUFbO19uWttQ+01j7YWnv3027P46LW2u+31n6jtfZrrbX3Xx17fWvtF1prv3v1/ezTbufLodbaj7TWPt5a+00cK/vULul/vhrXX2+t/Zmn1/Lb0aB/391a+8Orcfy11tpX4tx7rvr3gdbaX3icbXmqitla25T0NyV9haTPk/TO1trnPc02PWb6s733tyG9/m5Jv9h7f6ukX7z6/2qiH5X05XFs1Kev0OWG32/V5aswfuhT1MZHoR/VYv8k6QevxvFtvff3SdKVnH6tpM+/uud/vZLnx0JP22N+oaQP9t5/r/d+IuknJb3jKbfpSdI7JP3Y1e8fk/RfPMW2vGzqvf8jSbmB96hP75D04/2SfknS61prn/apaekro0H/RvQOST/Zez/uvf8LSR/UpTw/FnraivkZkv4A/z98dey1QF3Sz7fWfqVdvkBJkt7Ue/+oJF19v/Gpte7x0ahPr6WxfdcVHP8RhB9PtH9PWzGrhamvlTTxF/fe/4wuId23t9a+5Gk36FNMr5Wx/SFJ/46kt+nybXY/cHX8ifbvaSvmhyV9Jv6/WdJHnlJbHiv13j9y9f1xST+jS5jzMcO5q++PP70WPjYa9ek1Mba994/13s977xeSfljXcPWJ9u9pK+YvS3pra+2zWms7ugymf+4pt+mRqbV2p7V2z78l/XlJv6nLvn391WVfL+lnn04LHyuN+vRzkr7uKjv7H0h6wZD31UQRF3+VLsdRuuzf17bWdltrn6XLJNc/eWwV5yMsn+qPpK+U9M8lfUjSdz3t9jymPn22pP/v6vNb7pekP6HLzOXvXn2//mm39WX26yd0CedOdekxvmnUJ11Cvb95Na6/IentT7v9r7B///tV+3/9Shk/Ddd/11X/PiDpKx5nW9Yrf9a0phWkpw1l17SmNRW0Vsw1rWkFaa2Ya1rTCtJaMde0phWktWKuaU0rSGvFXNOaVpDWirmmNa0grRVzTWtaQfr/AQ0gopOsBgrHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(s2)\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(Train @ (s2/normTheta),(m,n)).T,cmap='gray')\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(x2 - Train @ (s2/normTheta),(m,n)).T,cmap='gray')\n",
    "\n",
    "binErr = np.zeros(nPeople)\n",
    "for k in range(nPeople):\n",
    "    L = range(k*nTrain,(k+1)*nTrain)\n",
    "    binErr[k] = np.linalg.norm(x2-Train[:,L] @ (s2[L]/normTheta[L]))/np.linalg.norm(x2)\n",
    "    \n",
    "plt.figure()\n",
    "plt.bar(range(nPeople),binErr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1 Search, Occlusion\n",
    "y3 = np.copy(Y[:,2])\n",
    "eps = 1000\n",
    "\n",
    "# L1 Minimum norm solution s_L1\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'ineq', 'fun': lambda x:  eps - np.linalg.norm(Theta @ x - y3,2)})\n",
    "x0 = np.linalg.pinv(Theta) @ y3 # initialize with L2 solution\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s3 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lS3Ls2DEAcuXKhdPpFG2hxqhMJ13X8fLywsvLi1u3bvHBBx8QHx8v0d9Lly5RoEABEhISKFWqFDVr1qRnz54UL16clJQUANn46lntdrtsWnBpgaNHjxIUFETlypVJTk72MDPhL21kMBgwmUzs27ePmjVryvfDw8M5evSojD00NJSLFy/Ketntdk6fPi3PGh4eLiapes7ixYtz7do17HY7TqeTDz/80GOulauRJ08e7t69S7NmzYiJiZHnsNvtklt+/PgxBQsWxGAwSJT766+/ZsiQIezbt4/69esL06p8arZs2Tw0vvvzq31z5swZatWqRaNGjVi9ejWPHj0ib968Yg0uWLCAKlWq8Pz5cxYtWvRum7LKx1QRr6JFi3owIbgeXEVDly1bRqVKlXA6nfTr148OHTpQo0YNj9C7+o7aKJGRkaxatUpMFyUx3bXo35k0S5YsJCUlMWHCBLp3706uXLnw9/f38FOV1FTf1TTNw1xWPlv27Nl59uwZAGXLlgVc/oYag67rdO/enYULF0reEVwRarvdTmpqqmx89VxqzOqeuq6TkZGB0+kUIdeoUSMOHjzI/fv3KVmyJBaLhdTUVJo2bSrm1eTJk3E4HHTp0oUNGzZQtmxZbty4IT6mpmlkZGRQoUIFrl69KlpFkTKX1VhatWrF2rVrZYxly5bl0qVLHrlIcPmeKiqtIrV2u529e/dKCkoJNvX7/Pnzsg8AiU7XqlULu90uQv2DDz7gxo0bHkJMRW1tNhu6rovf784HmqZJxF/TNBo3bsy2bds8xpA9e3ZevHhBvXr1aN++PT169PAAfzidTq5cucLSpUv5/vvvKVy4ML///jvgYu7Xr1+jaRq7d+9+t03ZkBBX2rNw4cIULlxYFlQFCtQGj4uLIy4ujjZt2kiCfdy4cYwfP14cdHf66isXfj5fvnysXLnSI12hTFb3RTGbzWzatEmS6a9evWLs2LFMnjyZfPny4ePjI5pB13V2794twAP12tWrV8nMzJR0gDK3fvzxR4xGIydPnhRNqoI56enp2O12tm3bxsWLF4G/tO3GjRtJTU2VuVBWgTLhNmzY4GEdDBw4UKS5w+HgyJEj+Pj48OGHH+JwOEhKSsLhcLBhwwbu3r3L3bt3BZxw7do1kpKSePLkCcnJyYwdO5axY8fi4+ODruu0atUKu92Oyj3/O3SL0+nkt99+k3EaDAYWLFhAixYt5LNGo5GOHTvi5+cnpqxihD///JPZs2dTunRpmUO1XuDKI7rfe8OGDWzYsMEDceNwOPjtt988BK16T9M0McPdQRrqp0+fPsLA1atXZ+fOnWzdupWtW7fKGF+8eIHD4SA6OlrcBPdxOp1OypQpI+mZihUryvVfvXr1j4ggRe8MY86ePVukl3sCGFzAgq+++koYVNd1fv31V3x9fXE6neTIkYP9+/ezaNEi0YLqp0uXLly6dIn79++/dc+qVasq9IW8ZrPZaNGiBS1atGD9+vU4HA7Gjh0r/geAn5+fME2DBg0E3XHu3DmGDRtGqVKlhCmUNo2MjKRVq1asWLGCjz76iFu3bnHr1i1OnTrFvn37CAkJoWbNmjx79oyKFSuSlJQkm3rq1KnCuEoDGI1Gli9fzvLly2nbti2jR48WrVCkSBFOnz6Nn58ffn5+OJ1OCdhky5ZNnqNWrVo8ePCABw8eoOs6RYoU4cqVKxiNRkJDQ7Hb7QJSyMjIEIAFuKCGuq6LH6uCSzt37pTAh7sQ3LZtGxcuXPCAG65ZswaHw0HZsmUpW7asMNSuXbvYv3+/AD9+/vlnfv75Z0E9KYE2atQonj17Rr169ahXr55oyr8LXiXoDQYDFouF+Ph4atSowaVLlyTXq0jXdebNm8eJEyfQdV3ciVatWokfqZ6/Xr16hIeHo+s67dq1k/sq62nBggVcvnwZQMAI4Oku/RO9E4ypaRqtW7dmwoQJMpkOh4MnT57gdDoJDAxk6tSpdOzYUTa7ruvcvn1bHtJms1GrVi2MRiM5c+YkZ86cfP755xQrVoxs2bJhMBiE0ZUTfuHCBX7//Xfq168vEhj+CjDNmzcPQCSgosOHD4u2io2NlWBGzZo1Wbt2LRs3bpQNC1C6dGnWrVsngkI9s6Zp1KhRg+vXr/PgwQNOnDghTJc1a1YZx9GjR8WsU1FKTdOIjIwkMjKSrVu3snbtWnx8fLBarXz00UeEh4fLXH3wwQcS+ImNjeX58+cATJs2jePHj3P8+HHGjx+PpmlUqFABq9XKli1bqF27toxB13UiIiIoUaIEdrudlJQUfvnlF5YuXcrSpUu5e/cuTqeTTz/9lO7du/Pdd995rPHNmzd5/PixCBybzYamacyZM4eJEycyceJETCYTtWrVYvDgwR57IyoqiqioKIxGI5Uru6y+YsWKUb16dUJCQrh8+bIwgGIKlfQfMmSIIMTUGubIkYPjx49TqVIlSTupPVG5cmV0Xad9+/YULVoUh8NBkyZN5PsOh4OWLVtisVg4ePAgH330ERcvXhRQC7j8VF3XBSCh6zpDhgyhcePGNG7c+H+pLeEdYcz39J7ekye9E8GfAgUK6Pnz5+fhw4cULlxYXv97AtodCPx37KQKioALfA6uipN27drJ+4cPHyZr1qzExcUBrsS/pmm8fv2aoKAgnE4nFSpU4JNPPgFgxowZUpUSGBhIvXr12L17t0fAyGg00rt3b5YtWyZ5z2XLlknFg7+/P15eXjgcDtLS0ihatKiH72O1WklJSZH8ndKYlStXpl27doDL/27ZsqVEbuPi4hg1apRE+ebPn8+0adMwm81iwhmNRgk0Zc+eXUDb0dHR9OvXj7x582K32z2qUex2O97e3mKWuvtndrtdgkkqqpmZmSnS/6OPPuL06dNkZmbKfKvIqaKCBQvyxx9/YDKZePz4MXnz5pUxw1/5P3XdkydPUrlyZTHRDQYDzZo1Y8uWLXLNS5cuoQKHapzqegrQ7+/vL3C5IUOGULNmTT755BPx79VeAxf4/dy5c+KquFtRioYMGUJycjJdu3Zlw4YNZM+enSNHjjBgwAAAsVbc/e/IyEhWrlwpzxkXF0doaCh79ux5d6OyOXLk0EeNGsXGjRslYqpC959++in79u0TX01NoMlk4vXr12LygQt0oHwDwMPfVMxhMBgk2ql8FRVFy507N48fP5YN6e7zXr16lbCwMBo1akRsbCxjx44FEIbInz8/f/zxhzCFisoqE6lLly7Mnz8fh8PBsWPHBLv53Xff0b9/f2H20qVLCzbUnZTvYrVa5doLFy4EoE+fPmJunjlzhm+++YYdO3ZI7tVqtZI9e3aJ2jZs2JDcuXOzcuVKD6awWCx4eXlJYn3Dhg106NABQJjFarViNBp5+fKlR0BGpVtSU1PF57548SJt2rQBXLnmzMxMWUOLxcKZM2eoUaOGYIJbtmwpa2EwGOjYsSM//fQTO3bsAFwAdQUmUBvfnbn27NlDnTp1uHLlCuXKlZO5+3t1SWZmJunp6R5VK2rOS5YsKXvDPZCj0GDffvst9+7do0CBAhLgU9d1X6sVK1YQExNDvXr16N69OwaDQcAapUuXZujQodSuXZsHDx68u4xpNpv1KlWqvJUCUL/V5KtNDzB48GDCwsIoUaIEjRo14vXr1wAem8VoNJKeni6RP03T6Nmzp5QZtW3blsaNG8tmGTp0KNevX5f6uosXL2I0GrFarURHRxMfH8/ixYvRNE3gcj///DOaplGyZElhhD59+oh/ajKZuH79OuXKlUPXdTIzM3nw4AEffPAB4AJmN2jQ4K1nV0wEMGrUKCZNmkTOnDl5+fKlMIgitdncc44qagsuqNuTJ09YuHAhZrOZc+fOUbFiRQ+J/uDBAzp06MD+/fs9IHBqTFarlcTERDIzM9E0DR8fH9atWyfoI6fTybJly2jbtq1H5HPnzp0AfPrppx5g89u3b1O6dGkyMjIk3fHJJ58IaD4jI4M7d+5QrFgxGUNmZiYZGRn079+fxYsX079/fxYtWuRRszl8+HDGjBmDv7+/MK/D4RAGApf2unTpElevXpWxx8bGAi6GvHDhAmPHjsXhcJCYmEhAQIB81+l0EhMTQ86cOalQoQJffvklEydORNM02Tf+/v5UqVKFY8eO0aVLF1auXImmaRJIevnyJS1atAD4x3TJO8GYvr6+evny5TEYDAJ92rJlC8+fP2fOnDlMnToVgClTpjBy5EjAU0K55yMtFovUbFavXh2DwUDXrl1ZsWIFQ4cOZfbs2cLc48aNY/To0YwZM4acOXMyePBgwsPDOXHiBOBiqrx58/L48WMJgmzcuJEOHTp4AAzi4+OlflRJWKXZu3Tpwtq1a7FarZIWUaYiwJ07d6hQoYLAtkqVKoWPjw+bN2/2yONVrVpVIGQHDx6kUaNG7Nq1C3ChkVTdoclkEsZU1kdaWhp2ux2z2Uzt2rU5ceKEaC8Fq3v+/DmXLl2iUqVKfPfdd0yZMsUD3xoREUFMTAzZsmXDZrOxf/9+atSoIULObrcTHBwsaYSUlBQCAgI8Uhgqn5gvXz68vLy4f/8+Bw4cwMfHB3BhXUePHs2wYcOw2WwYjUYyMjIIDAwEIDU1lcTERCl0btOmDUuXLpV9oIS4Moe//fZbuZZykZxOJz169GDMmDGMHDmSAQMGcPbsWbE+tm7dKmuo6mhHjBghqbhGjRqxZ88eNE3j4MGDgjByVwirV6+mV69eBAYGCiRR7VNF06ZNY/jw4e++KVu0aFEPcLjauH/88QdFihQReFxSUhLgMk9WrlzJ1q1b3wIJuCeT3Teoyieqe4waNYoJEybw4MEDWTj3zxsMBs6ePSvoFXCZt+732r59O02aNJEOBuDaYGfOnAH+Sv5bLBacTqeYeqdPnwZcmuTZs2eEhIRgNpvx8fGRBHfv3r0BqFSpEgMGDCAhIYETJ05Qu3ZtvLy8xASMioqSfJ/ZbGbKlCkMGDBABNqHH37I8uXL2blzp2yO169fExISIukCs9nM5MmTqVmzJjVr1pQEu0qtaJrGkydPyJo1qyCUlP8NnqauzWYjKCiIhIQEiYR/+eWXkthv3rw506dPp2TJkphMJknap6amSkpI1a5mZGR4+HkqmquwzUpjqzHa7XY++eQTYmJipMDg8OHDcg93N0dpUqPRyIULFwCXOaw0rrJODAaD4GCfP39OrVq1RPgDgpNt37494Eqn3bp1i2fPnnH9+nV5Dvfyvhw5cvDw4UP279//7jKmn5+fXrlyZc6dO0fVqlUBOHfuHGFhYYBnCFyRruv4+PgQHh7Ot99+S//+/Rk+fDhNmjTxuLZi9suXL1OpUiXWrVtH165d5T1lHrsHlR48cHVFKViwIEOGDBG4nclkYv78+W+F893v4+PjQ3p6umxob29vrFYrGRkZsuGPHDkipmx8fDyaprF161ZatmyJv78/RqOR6tWrSwH0J598wrNnz3A6ndStW5eTJ09iMBikXUl8fDyzZs2ib9++gvxRG1GNLTo6msWLF5OSkoLdbmfy5Mm0bNlSglS+vr4CIjAYDKSkpHD8+HG2bt0KuAJhCo2kcqoqwKPm6sGDBxiNRnEdFOBdzQO44GoVK1Zk4cKFtGzZUhL86jlUHEClmtq1ayepCJWPbdGiBbt37+bq1asCTAGXQL5y5QpFixbFYDBQr149li5dStasWaXG9tSpUwJih7+gn0qo2u12AgICWLt2LQ0bNkTTNIoWLcqdO3dk32maJhVPgPjUipTgnzx5MiNGjGD58uV0795d9orT6eTevXsEBARw5syZd5sxFcTKHeeqJkwxzqtXrwTTOGTIEL777jsPCXj69Glq1qzpAY0DV9AgNjZWmEtpRF3XKV++PH5+fvTv35/SpUsTFhb2lvYdP368gMdTU1PJmjWrR3mayWRizJgxjB8/HrPZzIkTJyS4Y7PZqFq1Knfu3CEjIwOz2Uzfvn1Fm6m+Mb1798bX15cFCxbg7+/PsmXLGDhwIODqipCeno7JZMLf3x9d18mVKxcnT54EXJUbXl5evHnzBovFIuNVm01VSthsNtn4hQsXJiEhQTQeQFJSEkajkdOnT1OnTh1hYoCxY8cyb948PvzwQ549e8aFCxc4ffo0RYsWBU/s7OUAACAASURBVFxR2Xr16rFz505h2v79+8tzqnE7HA5puaHWQK1TtmzZJOdYpUoVDhw4gNPplPiB6gGk/wsbbLPZiIyM5NtvvwVcnSnMZjOpqakYDAYePXqEwWCgTJkyErwZO3YsmZmZ1KlTR/xpo9HI8ePHAaTsTz23yWTy6Iek9uXPP/9Mp06dRPN+8MEHwrxq3+i6TvPmzdm+fTsAt2/fBpA5y8zM5MCBA+82JO89vaf39Be9E4ypUBqq34qSuOo1m82G3W7nyy+/pGXLlrRs2ZJvvvlGcmmqyqFq1aps3brVAx0ECEzM4XDw8OFDQYqkp6dz8eJFjh07RqdOnahcuTLr16+Xcem6zp9//smECRP44YcfMJlMZM2aVcblXvWwaNEi8SVWr14tub5atWpRq1YtwIUDtlqtUnhtMplIS0tj6NChrF+/njdv3kiQSTXQ0jSNbt26YbFY8Pb2FhP57t275M+fn/z58xMYGEhCQoIEIGbOnElgYCBnzpyRMis/Pz8CAgLYtGkTRqORx48fc/v2bVJSUkQz5syZE19fX0qUKCFax2q1YrVaqVWrFhaLhUePHmGz2Th79iwtWrSgUqVKVKpUCavVSrVq1Zg2bZpEc5cvX062bNnIli0bEydOxOFwEBISgsViEd9R+a5Pnjxh5syZgpDq168fGRkZHD16VNISNpuNW7dukZaWRnx8PGlpady4cQMfHx98fHzEL1RrsnnzZnLnzk1CQgJfffUVX331lYDXDx48SHp6OufOnSMtLY2+ffvSt29fxo4dy5QpU8Ra+/zzz/H395feRSkpKdhsNtq0aSMm7Lhx47h3756sXfbs2Tl37hwAa9asEW2dN29eyRvruqtlyT/yxLtgyhYrVkx39zUADxC2ot9++02qIeAvU1WZqO6wOvjLf1DJezVxKtXx/PlzYmNjKV68OHfu3MFkMtGgQQP27t0r1zUYDFSpUkUwpPq/KhKUKXvhwgWqVatGamqqvO7t7S2RRkU+Pj7kz5+fp0+f8vr1azGVlE82depUvvnmG8m5WiwWeZaAgAAcDgcJCQn4+fmRlJQk3QYAFi1axBdffCFtIwMCAmjdurUImVevXpEzZ068vb3p2bMnhQoVYvjw4URFRTF+/HjA5VvZbDby5MmDzWYjOTmZ4OBgMXWdTifjx4+nRo0aWK1W2rZtK7WeANHR0cycOVNMTBUZVb6dzWbj1atXOBwOLl26RNmyZcnMzGTx4sXSF+j48ePs37+fsLAwUlNTWbduHc2aNRMBaLPZSElJwWw2M2PGDHr06OERDTWbzXh5eeF0OklPT8fpdLJ48WL69OkjqSMVvCtWrJgATVS6CSAuLo7KlSuLifry5UsCAgIESrlgwQKsViu3b9+mXLlymM1mNm7cyGeffSYBvTx58hASEuIhvAHWrVsHuPo6qVjA4cOH310f09/fXy9dujR2u13A5ooBlVSNjo5m4sSJEpUNDAwUxvzhhx8YNWqUSDkVFBk2bBijR4/G39+fxMREdu3aRbNmzShfvjwArVu3ZsyYMZKoVjm6GzdcDePLlCnDypUrGTx4ML///jvBwcGYzWasVqsEHV6/fi0CYeTIkSQnJ7N48WLxcxWDvnnzhty5c+N0OklMTPQQKr6+vgQEBDBs2DDmzJkjoAfFvErr2O12EhISBMWigNFt27YlOTmZyMhINm/eTLZs2ShVqpTgR7Nnz86TJ0+wWCysX7+e2rVrkyVLFknmq/FlZmbi4+MjqZWQkBDB1RoMBmbPnk1kZCTZs2eXqhXlS//2228UKlQIs9lMZmYmJpNJItHgaslRvHhxXr58idFoZOfOnRiNRi5evCgVQMnJyWRkZJCcnCxa0T0mkJaWJlHczMxMEhMTJQgILl9aBaZ69eolueRr164JxtY9Qn/9+nUR1vnz5wdc9bGxsbE4nU6+/vprxo0b5+EHKwSXv78/ISEhLF++nMGDBzNo0CCGDx8OQPPmzSVopizApk2bSk5XxTAcDgcHDx58dxnT19dXV4gLNeh58+bx559/MmXKFI+ggaIpU6Ywfvx4ibhWqVLFA94Ff2m8xMREsmTJ4pFTU7Rjxw7at2/Py5cvRTsrcyhnzpzkz5+fJ0+eCPOpusc5c+YAyMK5w7e8vLwEAHDlyhVu377N4MGDMRqNkotVEdehQ4eSlpYm2lalTAwGA3Xq1AFcUlxpgsTERBITE0WrgisZn5CQII2Os2XLhre3t+Tejh075gFA8PPzewsypxL7FosFs9nMkiVL6Nq1q7yu6lIPHz4spV/e3t6SVLfb7Tx+/JgpU6awZMkSEhMT8fHxEU3k6+tLYmIiNpuNLVu2EBERwW+//caePXvEgqlRowbbt2/H4XAQFRXFmDFjcDr/amFy+PBhqlSpwrp16wgLCxM0k9KGqampHh3+jEYju3fvJiIiQhirUKFC3Lt3T+ZCrblajz59+si8KG3sDv5Qe1R1Gfzyyy+ZPn26pLHAxdzR0dEULFiQIkWKMGnSJO7evcvixYvlGt27d+fHH3/8x+DP/23G1DQtBPgZyAU4gcW6rs/SNG0c0ANQ9TRf67oe+z9dy50xFd5wzpw5/PDDDwwZMgSLxUJYWBgRERHSRlBNkJJEFosFq9VKjhw5pPP4rVu3hDkvX76Mr68vlSpV4qOPPgJcG3rHjh3Y7XayZcvGgwcPyJIli7QZjImJoVWrVh4NuNQCq83g5eXFo0ePKPivdodhYWHExcVJ9Lhfv34sXLgQX19f0cxeXl4i5ZW5fvr0aapXr463tzezZs2iTp06stAOhwMvLy9Kly7NnTt3xCd0D78bDAaqVq1KXFycwBkV0yktsWnTJpo3b47JZJKGzUr7upvNCqEEf4X+LRYLFSpU4Pr16yQlJZGQkEChQoU8kDqtWrUiJCSE6dOnU6ZMGeLi4jzGYDab2bFjB7qus2DBAjZu3MjLly/lOdLS0rDZbBLZDgkJwWQy4evrK2uelJQkcQUF5FAmu8I4q1y02Wxm165dNGzYUJ5Pva4+s3PnTsLCwqhRo4Zc//79+/LcmZmZxMTEyLWdTicFChTg119/FRdK5anVnihfvjz58+enTZs2jBs3jjt37ngoDFUeV7p0ae7evfsfZ8zcQG5d1y9qmuYPxAHNgTZAsq7r3/2PF3Ajb29v/enTp3To0EGqvJcuXUrfvn3x8/Pz6Jbt3l9GSX33ifl7lzoFt1OLoYDogDT0/f7772Uz2u12vv/+e8Al5QcOHIiu63z33XdMmzaNpKQkGQPA0aNHOXPmDKNHj6Zu3brSLU/luFR3trFjxzJr1iwmTpzI9OnTJdnsdDpp0qQJBw4cwGKx0LRpU/bu3Yu/v7/4d3v27GHx4sVs3LiRWbNmUbFiRcLDw0WzBwcHC+JFBb18fX1FCwwfPpyJEyfy1VdfYbVaqVu3LkeOHOHly5fCgH5+fqSkpJCYmIivr68HZhVcgujNmzdkzZoVTdPIkiULFouFoKAgwGVlPHv2TGo0VdG3gp5lZmZKgy+bzcacOXP47LPP6Nu3r6Bu3rx5IzC7Z8+eYTabRciCSyO2bt2a5cuXS68lXdfp168fADNnzsTpdHLq1CmCg4MJDQ0lPT2djz/+mGrVqgEwYcIE0bKRkZGMHz+eq1evyr4bMmQIFy9epHjx4jgcDgYOHMjUqVPfqp90bzyttKo7xtpgMLBu3To6dOiA0Wj0iJXAXwLvP64x37qQpm0H5gI1+N9kTC8vL71gwYIetnmdOnWwWq0cOXKEnDlz8ttvv3l0HwcXow4YMEDA21euXPHoeKb8B+V7KkZ2r1Y4duwYYWFhsqEPHz4sGlVtTPfibSVpFbKnQYMGIikHDhzIzJkzadu2rXSTDwwMxG63k5iYSJ48eQgKCvJA1JjNZmbOnMnevXs5cuQILVu2ZNu2bR4BCeUjK//WZDLxyy+/CFA7KChIuhKkpqZSsGBB4uPjRRtmy5aNGzduUKZMGYxGIxUqVODSpUukpKR4aEaHw8HcuXMZMGCA+GpqnL6+vty9e5dixYqhaRrp6elMmDBBIJJKk1y5cgVNczUVO3bsGN988w3g0tZqPcPCwnj9+jXp6ekEBATIOJOTkzEajdSqVYt79+5x+PBhypYtK1q5e/fu1KpVi6ZNm7J06VI+//xzaQ4GiPD54YcfWLFiBU2bNpV4g/qtAPqKcSIiIihXrpzELu7cueNRE6z2hWotkpiYSFRUlIc7dO/ePdHuak2fPn3KqVOnBNbnToqpnU7nPwZ//iPpEk3TCgIVgLP/eqm/pmlXNU1bpmla0D98p6emaRc0Tbvwd2nynt7T/9/p/7HG1DTNDzgKfKPr+hZN03IC8bgOEZqIy9zt+j9dw8vLS8+XLx9ms1lA0aGhoeIvuft2o0ePBlzBH3cToUGDBuzbtw+bzSaa9dChQzRs2NCjJcXfg0jgClxcuXKFn376iRkzZgjwWAHTMzMzGTBgAHPnzvVoUQFI14Dw8HA6d+5M27ZtsdvtglbJnz8/FouFvn37smTJEiIiIqhTp450dtu9ezcFChTg1atXpKWleQQaVD3mli1bpHwtT548vH79mqpVq3L+/Hn3OeTQoUPSEsTb21vqUgcMGIDVavVokKV6FynN3qhRI9LS0rBYLERERHD48GFGjRolOTjV1vHQoUOEhYXh5+eHl5eXHODkcDhYu3atB6InLS3Nw0d1Op2kpaWRkZHB69evxd92byqt3IbLly+zZMkSLBaL4GE//PBDRo4cKbhg1bnC/XiM0NBQLly44IHcOXbsGA0aNABc6Y4BAwaINaQqapSpu2rVKlauXEnPnj2lqsnhcEhnRdWHd9iwYQQFBfHll1++lddWe1JhelV0271kUWnXEydO/OdNWU3TzMAuYK+u6z/8m/cLArt0XS/9P13HarXq2bNn96iti4mJkWia8hsVU6iHU7R//36KFClC4cKFcTqdHidVde3albNnz8pkORwO8VuePn0qvpS7uapI5RjfvHnzb30KcDFEv3792LRpE82aNWPt2rXS2lG9nyVLFskr+vj4EBERwcGDBwFXgfKdO3do0aIFRYsW5fr16xiNRoYNG8YPP7imVAWKFAa1a9eu0ttUPaevr6/0kjUajbRo0ULML/eOfQoqt2jRIux2uwjChQsXkpSUJL1wjUYj3t7e+Pv7Ay4ca9WqVTlx4gS7du2iUaNGkh8GV9OzsWPHkpqaypIlSySIp6KkrVq1IiYmhpcvX5KcnExcXBzVqlXD6XRKw+eFCxcK0F8d2ee+5goEb7fbSU5OxmKxcPToUWEqxUTqb7WG7tcoVaoUN2/eZP78+fTt2xeDwcD48eOliCEyMtKDcbJnz86DBw9kPf+OqwVXDacqIQMoXry47EH3ANGgQYMAF+5YCfdz5879x4M/GrACeKXr+mC313Pruv7kX39/AVTRdb3d/3StUqVK6ampqZhMJurWrQu4girz5s2jbNmy1KlThwMHDnDu3DnBNKr6ub59+8ppVYD0WgFXMMHhcDBr1iwBnt+6dUtypFmyZOGXX36hc+fOvH79mi5durB161YpzA0ODhaJfOXKFUJDQ/niiy9YuHChSNCuXbvy6NEjvL29yZEjB1FRUcyaNUv8InABuL28vCTHV716da5duybPuX//fp4+fUpsbCzx8fG0atWK7du3y2lX7tFKq9Uqz+DuK6tazdTUVPr27UvLli3p2LEjgJzQZTAYSEtLI2vWrCxevJioqCgJQi1YsICePXtSu3ZtqY+02+3y/ty5cxkyZAjNmzdn9erVaJrG8ePHJXJ8+vRpqWJp166dlJWpgoCcOXNiNBp59eqVHDmwdu1aOnXqJMIhNTVVrKC0tDQpXlBa12az8cMPPxAQEEChQoXkqD2lpd3PEdU0Ta7vTlarVQq0FYNlZGRIztPpdDJ06FCJoI8aNYrx48fL/nI6XQdKnTx5kjVr1vDgwQNGjBjB5MmThfF8fHxISkoiMDCQQ4cOERcXxxdffOGBA1d1wpcvX/6PM2ZN4DjwC650CcDXQHugPC5T9j7QSzHqP5Gvr6+eJ08eD5P179UkAPfv35eqDB8fH9LS0gS6B7wVqFHkdDpp3LgxtWvXZuTIkbKh7XY7rVu3JjAwkEWLFhEdHS2mMrik/ObNm9F1nfz583t0BXe/h6rpVEEPZSaCS8r37t2b9evXk5KSIol3ZQqrA3nV2KdNm8b48eM9OjNYLBaRzhaLRao4VJDq7t27GI1Gj7yku5aIj4+nfPnyHnWlfn5+pKenc+nSJcBVVd+6dWu2bNmCzWajQYMGzJo1S8zMevXqkZCQIFFVNa/qHqrO9IMPPuD06dNkzZpVEEDgsnDOnj1L4cKFBT1lsVi4d+8ehQoVAlwBv8WLFxMcHCwtROrXry/nnCoBpYAgSnsphnQXwN9//z2PHz9mxowZHuP84Ycf6Nq1K/Pnz8fPz4/Bgwdz9uxZeX/v3r1s2bJFjhJU6+U+l7/++ivVq1eXAFl0dDQTJkyQ/aAsjsDAQAFBuENEVVF11qxZuXbt2rsLMPDy8tKLFCniUfxrMpkkArl//3769+/vYS6ocdeqVYtjx45Rvnx5rl27Jgekqs+42/6aprFnzx4aNWok7zscDurWrcvu3btp3769R7czRRs3biQ+Pp4BAwZgMpmoUaOGwLkU7A9g8+bNNG/eHG9vbz788EMA/vzzT0HSXLlyhcDAQEqWLCmMO3fuXHr37o2Pjw8mk4lGjRqxefNmcuTIIb6y1Wr10AbLly+nS5cuos3MZrP4QQ0aNCAjIwOHw+FxAre70AoLC5PDcNxdAnWd9PR0li5dSqdOnTx8RG9vb5KTk6WmVDGKojp16nDkyBFOnDhBnTp1SEtLk3H7+PgIaknBDn18fNi9e7fAAvPnz8/ChQulRhLwqERRY5s3bx5eXl5ERUVJigigZ8+eLFq0yGPtypUrxy+//CLPqTSyenaVk1RzraB4MTEx4peCKxUDEB4eLt31GjVqxP79+9m6dSudO3eWfVahQgX27NkjjavLlCkjfZfUnlHprVu3br27jGk2m/V8+fJRp04dKWXSNI3AwECSk5PFHlclVoAAm+/cucOAAQNYtGgRv//+O+Hh4TKhsbGxwpx2u53Y2FiPQ2MVY5YoUYIbN254FFir3/q/6jXVZCoEkOqFU7duXfr16yf9g1q2bMnNmzc9+u1kZmbK+PV/1Tu6S09d18mSJQs2m02S6RaLRSr3VembO364cuXKclirCg5NmzaN6OhoAdOrza3rOj179mTSpEkCCjAajR5oIPU5pYnU87jPhQqEhYeHc+DAAa5fvy71nCpxn5mZycKFC+nZsydpaWmSi7VarcLQ6vO+vr54eXlJeVtUVBTdu3dn165dfPzxx+zfv1+0Evzl06mc87Rp04iMjBTX5e8oHfcuE+6W2IoVK+jcubMIqxw5ckiwLjIykurVq9OrVy/u3LlD4cKFuXz5MsWLFwf+8veNRiPbtm2jdevWHhaYum/27Nm5d+8ec+fOJTk5mREjRsjeHThwIPPnz6dr166MGDHi3WVMLy8vPSQk5K3uAeqkL4fDweHDh/n000/FBFQbVAGIP/30U3bs2CFV/ACdO3dm+fLlOBwO8cvU8QGKqlevLr1Ypk6dSkREhNTLqYV2D0B9/vnnrFmzxkMCKw1hMBj45ptvGD16tJyC/emnnzJ58mSJlP69n4+6jxIAyhe1WCyyGR49eiQVGSoieeXKFcHrRkdHExcXx71796TYOS0tjR9//BGAbt26ydyaTK6TqxV8UQVnlE9lNpvJkiWLbFTl/xmNRn788Ue+/vproqKimDhxInny5JHOb+CC1OXKlUv8cgVaByTCW6ZMGbZt28bJkydZsGABN27ckA2dnJxM6dKlOXPmjAcsTlVknD9/XjSPKgZXc6fo6dOntG7dmlOnTgHw8ccfi88MrrjBTz/9RIsWLcSsd+8soDS03W7n1atXDBgwgA0bNhAaGgogJq57MLJJkyZs3brVw72pUaOGBPjcrRJ3MhqNXL9+/d1lzCJFiugKvaMYT0lrp9NJt27dPI61A5emGTFiBEePHpXGzfny5ZMNpsjdbFm4cCFdu3b1kLyqsDZPnjzcvn1bOpcDHkenGQwGwsLC6NGjB3369JGi15IlS1K/fn0SEhK4evUqJpOJBw8eiGRVqJz4+Hg5Iat8+fICqv7111+5fv06zZs3l5Ks9PR0smTJ4lGhkpiYKOVUyi9VGtUdLK56C+XKlYs///wTQITVkCFDmD59ugicKlWqSH8jNacq+qx8IiXk+vXrJ21CMjMz2bdvH2FhYaIB7XY7BQsW5OnTp+zatYs2bdpIBBVcLThv3bqFwWBg2bJl9OzZU9ZHBdJq1Kgh/YlMJhPp6ens3r1bigpCQkJo1qyZB9OuWrVK0krgMqdHjx4t4Hr3GIR6RndBq6wKBQn18/Pj4sWLTJs2jaFDh4r2dff3lWA1GAwMGjSIWbNmkZGRwaNHjwAXiL1ixYosWbIEXdcZPny4dLMH10lg3bt3B+DOnTvvC6Xf03v6/wq9E4z58OFDj3YfShqtXr2a+/fvs2TJEnbs2IHJZGLQoEEMGjQILy8vOWJN0zQGDBhA3bp1xXl3j4KBS2v07dsXLy8vOnfuTOfOnaUZc9asWcVfzZIlC0OHDmXo0KHExcXh4+NDixYtsFgsfP/992zYsAGAEiVKUKJECQwGA5UqVeLSpUt88sknpKenkytXLjmmQeVmVdmWioS2b9+e9u3bU7FiRV69esW6deuYMGECTqdT8pGq2Fqlki5cuEB6err4mmlpaaSlpdG5c2eBeKkmWs+ePRPT9cCBA9SuXVsgeSoKvHTpUk6cOMGJEyekh64qUzIYDERFRZGamkpqaiozZ84kJCQEu93Od999R7Vq1Thx4oSYc97e3vz5558SFMnIyGD+/Pmi2Y4cOUJgYKDUhC5atIjixYuTmppKlSpVqFKlCsnJyURERNCuXTuJvh47dox+/frRr18/Vq9ezapVq6hWrZqM011bJicnc/z4cQFKqB68o0aNIiAgQH4CAwPx9/fHz89PWphUq1aNatWqcePGDfz9/ZkyZQrZsmUjS5YsBAQE4Ovri6+vLxaLhfT0dBo1akRycjI//vgj4/51JmtISAghISECVlG+7YwZM9i9e7do66FDhzJjxoy3gC7u9E6YsqVKldJVWdPfUfibNm3i0qVLTJ8+3SOKqCrrVf2cw+Hg559/9lgo1Wj5p59+Qtd1vvjiCzZs2CBolfLlyzNixAgxbfr27cuGDRsk5P71119LGsDhcPDixQvpV6rGuWLFCo4cOcLy5cuZPXs2AwcO9EhQA9IzRoX3nU4njx8/BlxNrEwmE35+fgLazp07N7///ruYqk+ePFH+CKGhoWJeVq9eHXCZw6qC/8WLFwQEBHhES93P1bTb7axcuZLu3btjNBrlZOxr166xY8cO6U/TrFkzWrVqJblQcJmSf/zxBykpKdJeU0UzX716RWZmJr1792b27NmSOlKlawcOHBDGb9iwoZxQlidPHgGQu/cDcjgcnD9/nqtXr0ou0v0YQ0XueU7lI7tXAgUFBYnfC64o+Y0bN8iWLRu5cuXyKHoHlwAvX748v/zyCw6H68DZGzduiB+qOi7kzZuXSZMmMXToUMqVK8f58+cFN5ySksK3336L0+mUz/49uhwXF8e4ceOYMWPGu+tjenl56Xfv3qVx48Ye7RI7duzI+vXrZfLcu7/16NGD1atXi0aqWrWqHKXuHklUi5SamirXVs+sEtjK33j8+DH58uXzKKdS2vf69eusWrWKr7/+moyMDAmarFu3TiooFBkMBmlCVb58efr168fdu3eFMd07tSufWB0LpzoQZGZmStX84sWL5b2yZcsycuRIypUrJ201/f39RWAYDAaBNqrnzJUrFw8fPiQiIkKOF1BRXtU5IkuWLPz6668SWHE6ndI31Z2UVlZBKBU4U1pMtaCMi4vDZrPJ99XcJycnSy7UPY4ALt/VvQFYoUKF8PHx4cqVKzKvoaGhtGvXjujoaHbu3OlxApfJZJJ8c+/evaXzvXoPXIcV9+jRA03TeP78Obdv36ZevXpSu3r16lVKlChBrly52LFjh/j06hiGa9eu4XQ6mT9/PoGBgbRv3166Jahx37x5k+LFixMZGYm/vz9ms9njuPkrV67QpUsXli5dyv37999dxixatKhusVi4f/8+w4YNA2Dbtm3s37+fNWvWsHXrVtnIaqLPnDnDnj17mDx5MqNGjaJLly7Sf1ZJN7v9rxOGHQ4HZ8+epXr16sI0I0eOxGg0EhQUxMuXL9m/fz8FChSQaKgKHISFhXH27FnpBO7eCFkJCxWQcIduKVKphk6dOrFy5Up0XZfgz+XLl9E0V2fzVq1asWPHDipXrszVq1ffapOiAmQlSpQQUAFAkyZN8PPzIyYmhqCgIB4+fEjBggVFwNjtdubOnUvfvn09oomqVYr6jNVqxeFw0KBBA7Zs2cLt27cF0KEYcdmyZYwdO5bbt29z8+ZNCY4pK+Knn36iZcuWhISEsGTJEmknqjoPpKamkpGRQdmyZbl16xZOp1O6y+XNm1d6K0VFRYkwchek7rWW7dq1Y8aMGZK7nDlzpggm9/yme99hTdO4efMmpUqVkkCXcjEAnj17Ro4cOdB1naZNmzJ69Ghq1KghRc5du3aVoJZ7cEsJVjUXGRkZbNy4kRYtWhAaGkrfvn0F8+twOGjXrh3r1q17txnT29tbL1y48Ft1lAp1sX37dsxms/S4Ue8nJSWRNWtWPv74Y0GHuJPStO5M8vdFMhqNzJ49W2rv3D+vGLNSpUqcPXuWggULcufOHTIzM/n5558BaNOmDRMnTuT48eOsXbsWp9NJuXLlpCp//vz5XL58mVy5cvH06VNWr15Nf0EbCgAAIABJREFU27Zthany5cvn4Q8GBweTkJDApUuXpAWK0WjEYrGwatUqunTp4tF7CFztTUqXLu2hjTds2CDRTgVUV53a/f39SUlJwWAwSM738OHDYkIqRNTKlSvFBMzIyKBq1ap07NiR7t27k5mZybx58yS6qCg0NJTatWszatQoDyytyWSiRIkSXLx40aOJmXtRwf3798maNat0a1BC1T0yqnLZigHdC5Tdm4W7Y1p1Xadly5aAq/xM7S1N00Sw/h09pq4xZswYTp48KXnrtm3bkp6eLthnVds5cuRIpkyZ4rFv1LXV+aHqOU+fPk2FChUwGAz/+ULp/yR5e3vrRYoU8fDNVNpgypQpREdHexwHDq4mWHPnzqVRo0Z07NiRJ0+eUKBAAbp16yZt83v06MHmzZtp3749S5cu9ajPVPdQzvicOXPQNNeZk+pogs8++0w0gdJ6SjuWKFECcDWm/uabbxg+fDhfffUV5cuXp3nz5tKpu2HDhsTHx1OsWDFu3ryJzWbDy8uL+fPnA0hyXflK4eHhHD9+3CPMX6FCBUJDQ5k/fz45cuQgNDSU8+fPy6b38/OThsre3t74+fkRHx8v+Vi1CRX+VM2z0jzgEiA9e/akT58+TJs2TcxV9+PcExISxMxVWkbBAt+8ecOVK1eEuVVXO0VKmKgO5Fu2bGHnzp3S4whcZ14eO3aMGzdu8NFHH1GtWjXi4uKktYhCULm7GlFRUdJLR62n6pm0e/dumjVrBiBaWZ2q7d6l798VQTscDnLnzk2xYsWIjY0VC8npdDJs2DBq1KhBhw4dJD0WFBTkgV1WjNi0aVPWr19PiRIluH79OoDHvf8pXfJOMKbJZNLz5s3L1KlT5cBTpdlmzpwp5q27tlMPFhYWJmaf+vn8888BPI5ry549Oy9evPCQwF5eXh5S1mKxMG/ePHr16gV4IoBGjRpFTEwMjRo1Eh8PXJ29nz9/zunTp2nUqJFENN3P9HBvqrV8+XI6d+4s+NDTp0+j67rgVN0Fk9v8yNEOCjGjWmwArF+/nu7du1O5cmWePn2KxWIhODiY1q1bA0jrFafTdfz4oEGDBAboXgurzHQl4d0ZU0WJ7XY7tWvXJjY2loMHD0prTlX29ebNGzIyMujUqRN9+/aVYxy8vLykSkOV3+m6zvTp02V9DQYDvr6+Uv6mNHy3bt0Al3+oBGuFChXYvn07EydOlNYiRqPr6MGbN2/yySefyH5xX3NN00SwKJzu0qVLBQygxut0uroC7tixg7Nnz0qZXsmSJXE6nWzYsIHmzZszYsQIcufOTZ8+fYTBHz16RHBwMI8fP+bMmTOkpqby3XffiT+uejf5+Pi8z2O+p/f0/yV6JzRm/vz5dV9fXy5fviyRRqURv/76a+nBExAQIF3Zrl27JkfJ/b1ZlnLCDx48SHh4uEjMgv86OFVpo1GjRjF16lTxhbZv307r1q1FG164cIGWLVty9+5dTp8+zfDhwyUHpQqI3aOf27Zt4/9i7zuDqsq2bsc+iSRIUhDbDKgtgooBFRPmCG0EUUFsA2AO0CbMOWDqbkwooKKCqU20OWEWBSPQjYqIKEZAJZxz9vtxek73xr73fa++e6t8Vb2qLPVw2HGtNdOYY3h7e0OlUrHr5OzszDFMcHAw1q5dyxQngCHZEBAQgCNHjnzVzZCZmQnA4H4VFBSgcuXKUKvVaN68OVJSUjim6d69O1q0aIEKFSqgYsWKjBqSxtYnT56Et7e37LO4uDguRVAGmzKmVEcs78rSZ1qtQfSWSh3k+m7duhWenp7o0aMHbt++LeuykTYUV61aFc+fP//KjfT398fOnTshiiKHMVKCNilsU6VSwcfHR9b4QMK+Ug/j78aOHTsQGBj4t/hawkjTdUvdUEoWkVchRUrR+PTpE8MipfxQUswvwQn//PPPb9eVNTExEWvXrg0vLy9+QNTvtmjRImRkZEChMDCLUcxAC5FcG+n/pSM5ORnt27cHIIfz0d86nQ49e/bE/v37cfPmTeh0Ok6N9+3bF7t27WIWO2JSA8DJpk6dOiE6Ohr9+/fnB+7o6MgLk5IVUgD+iRMnuBPe0dER06ZNQ//+/WX0mNJ4e8eOHRgyZAi8vb0xefJkHD58GIcOHeKez8jISMyYMQPGxsYwMzNDlSpV4OTkxFA2isukQHxKukizyGq1GhcvXkROTg4mTpyIe/fuITo6GoAhyUU13bKyMri6uiIvL48nLMVtf+lxoFWrVtDr9awtSa1zaWlpOHnyJDp16oRNmzZh1KhRHDKkp6ejTp06mD9/Pjp06IDVq1fj6NGjssSMWq3Gtm3bMGrUKI5baTO/fPky35808SOF3gmCgCVLliAiIoJjb+nCrFixIj58+ICVK1dixIgRzBpIc4a+V1ZWhjt37rBxkJKTT58+HXPmzOF4vF+/fvD19cWAAQMAfNnMtVrtt78wKe1OnfnBwcGIj49H165dYW9vz+l92sGNjY35s5cvX6JKlSpQKpWIjY1FYGDgV+egvr158+YxeZNOp0NERAR3ZBw4cAC9e/fmh6/T6WBpaYnAwECcOXMGd+/ehbGxsWzRdO7cGRcvXuS4skOHDjhx4gQvGmIOz8vLQ40aNXjRSTs/iEmAYp8OHTrg0qVLsslA2T+KMY2MjJgc283NDSqVCoGBgdi/fz8ePHiApk2b8s/Xrl2L4cOHQ6VSwd3dndnjnZycWEmZYnmy7jt37kTfvn154RYXF8POzg5ZWVkch1LpAzDQlyxdupQB4FqtFq6urtzvSRso5QF0Oh1CQkKwbt063jApwabRaNh7ioyMZA5fe3t73Llzh60aPTcC6xNogjYd6dwmz8DExISTg+vWrcPEiRPRtWtXVoDbu3cvTp8+LVusdG30vqSZ+yFDhuD169eyOqW0/1Kn0yErKws1a9aUdZ/Q+Kb7MatXry7a2NhAoVBwIO/n5ydLgLx+/RpEPwIYJtLkyZMBfEmUTJw4ETNmzOCiOS1GNzc3XL58GWPGjMHKlSs5aXLt2jVcvXoVwcHBf9tg/NNPP7GSlEKhYBHadu3aMd8OWTjStSTWNwIdEPhe6h6amJhwexft2jSKi4uRkpKChg0bMveQo6MjlwWITNrIyIgzsdS3SrW0vLw8WR2T/n7x4gUcHBygVquxdOlSnD59mpNtrq6uMi5Vyq7Scxk/fjyWLFkCFxcXXLlyhdnISQVNpVKhd+/evDABA7iCLCq9D2nyp3xfKbnw0sbkmzdvMkrq0aNHCAsL42dJyaryntDhw4fRq1cvhnZ++vSJPRhXV1eoVCoUFxfDwsKCXWOp66rXG4RxBUFA48aN8fDhQ2akp3BCOqjGS9fcpk0b1uSkpm66f7rOiRMnYtWqVd/2wmzUqJEoCAYpbOoKAAyLYfny5QgLC4NCYSB3JkoR6WReu3YtZsyYgaKiIowZM4a1R9atW4clS5Zg7969sLOzw7NnzzBhwgSmJ5HW1ARBwOLFizFnzhyZpSISqmbNmmHYsGEYP3487O3tuQewtLQUBQUFbGkotqNj0Iumn1MphEoZpJ8phZJ9/PhRxl+jVCoxatQofPr0CWfPnoUoijImdlqURkZGGDNmDGJjY2W7PVnoCxcuoG3btrLexPJ4YpI61Gq1SEpKYqqXjx8/ssdSXFzMTdJkMadNm4aZM2dyVprUqaUTXnpPtra2KCoqkmXGAUNG88SJE0hKSkJiYiLLOwCQIYvIWhLaCTDEp7t374YoiujWrRuys7ORkpIiK4kEBgZi3rx5cHZ2hqWlJT9v2hzI4o4cOZItNcH4AGDw4MEQBAFeXl5o1KgRtmzZgoYNG6Jdu3bc8N2iRQvWMdFqtVzeokFekomJCW7evPntLkwTExOxbt26sobVu3fvwsXFhfGVCoUCGzZs4LofDaVSiaioKIwYMQJTpkzBggULWCyVXB56ebQAqPZ26tQpbqH65ZdfMGnSJNnkUalUcHJyYt4aHx8fnDt3DhEREcwRU6lSJdSqVQtZWVnIysrC58+fZT2hBC6vV68eMjMzGfJGSSy9Xg9HR0eEh4czQwJgcL1mzZoFAMxZqtFoYGZmxtw/JFIzYsQITnZQaxi5v3QNUrQPJXkuXLjAkDmaLNu3b0dAQAB0Oh230tF1UgxJTIRPnz7lwv22bdt4kRL7fHlGQrqGK1euoE2bNtx7ShjT1NRUHDp0iGN/WoC0cMPDw7F69WoUFBSgpKSE32v5ElpOTg4qV64sa2iQ8ueam5ujVq1auHfvHvbu3YusrCzMmTMHwBerLW2qWLZsGeOn/f39MXToUPj6+uLXX3+FlZUVBg0ahPLrSNpQQM+FBn1XFEU8ePDg216Y9vb2MvA1uRI0rKysmPKQRuPGjdG1a1fExsbiwYMHuHbtGtzc3Hgy0DEzMjJgamoKCwsLaDQapv24dOkS71xk5aQwK6VSCQsLC2zcuBGhoaFsPRcuXIjly5cDMLhGtWvXhiiK8PLywurVq/Hs2TMmMSYkzsGDBzF79my0atUKtra2CA4OBmCw6mFhYSgtLcX169fh6uqKwYMHY+rUqUzLr9PpeEGZmprCxMQEM2fOxIoVKwAYuuorVarEnELkvlGDMZEzz58/H15eXrh8+TKUSiXi4uIYXeTs7IybN2+iUaNGvJmRywkYXNno6GhotQaNkk+fPsnUvhwcHPDs2TMZDLB8QwJB7ageWR46J41DyZU2MTFhlgQLCwu8fPkSjx8/RklJCVq2bInbt2/zeUpLS1GtWjUEBwfj3r172LNnD2840uyyh4cHnj59ytJ6paWlMi+CcghGRkaYMmUKM7zTOahzRZpslGJ+pZ8BwMKFC1mHpfyzSUtL++/UMQVBeCIIwl1BEO4IgnDzr8+sBUE4KQhC5l9//y3ps+QYqFixIi5duoTc3Fzk5uZCp9Nh6dKlfBMFBQVo27YtevbsiZ49e+L9+/cYNGgQZs2ahfv370Or1cLd3R1Tp07lXTI3NxeZmZk8cdetW8flhubNm0Ov16OwsBDGxsaIi4tj94hiLGtra+zduxebNm3i3fvHH3/EzJkzERQUhKCgIBQUFEChMGgi3r59G1FRUahfvz4qVaqESpUqoVevXqwqfffuXajValy4cAH16tVDvXr1EBkZCXt7e1SqVAlt27aFhYUFGjRogDlz5jAaSBqHjhgxAlqtFitWrODGcr1ej5cvXzLaRKfTwczMDGPHjsXYsWOh1Wpx79492NraomPHjiyVN3jwYL6OhIQEVKxYEUuWLEG7du34GdJ9r169Gvn5+Rg3bpzMlRwxYgRGjBgh04mhzV6j0TDA3tjYGOPGjUNiYiJvLvTupRA6ilGpdc3JyQnOzs5wdnbGtGnTWJVMo9Hg4cOH7F5Txvjx48cICwtDTEwMsrOzuXxG12FkZIS7d+9CqVTC0tIStra2cHd3Z3eXssslJSV49+4dli9fDkEQOFTQaDQYMWIEiouLceDAAYwePfqrTQgAnj17xkZkzpw5zIoIfNmspQrU5cd/CmDQQRTFRpKV/xOA06IoOgE4/df//xn/jH/G/3D8J5jYnwBoKoria8ln6QDai6L4QjCID50TRbHuvzqGqamp2KJFCxnM7Pfff4e7uztsbW1lMQRlAadMmQKtVstcOHPmzMHBgwdx/vx5jkmIQ8fKygoZGRl48+YNhg0bhps3b/K5qfyh1Woxd+5cvHjxAnPnzgVg0MfcuXMnNmzYgISEBBgZGcHc3FwWN9WpUwfu7u6oXr067t+/j9OnT+PVq1fo3LkzAAPkzsjIiLs3KBFDiRuNRoObN2+iSZMm8Pf3x/LlyxEXFwczMzP4+fkBMGSHFy5ciEqVKiEvL4/rlZRg6NixI3755RdMnDiRs7dSN0ulMjCeU0xXtWpV5ObmyoAOZWVlMm1IrVaLnTt38k4/Y8YMlJWVwc7ODo8fP8bNmzfh6OjI5Nnkumu1WhQWFsLKyuor+OOiRYswc+ZM6PV6pKeno0aNGrKOHK1Wi/j4eIwePRrPnj1D586dYWNjw5KGT58+xYMHD/Dq1SuYmppCrVbj48ePXBZydnaGn58fQkJCUKdOHY4nTU1NWYCpQoUK0Ol0DMQoKSnB+/fv+X2+f/8eJSUlXNahnARpsERFReHIkSPw9vZGy5YtMW/ePMbW5ucbBO6aN2/O+Nm3b9/ycyhfcikrK/vPEz7zAQThMYB3MPDIbhRFcZMgCO9FUbSUfOedKIr/0p01MzMTe/bsCR8fH46b9Ho9Vq5ciUmTJnG2ktwM+jm99M+fP3NPXGRkJAuhqtVqdkdDQkJgZmaG/Px85kol8PfLly+h0+lQUFDAEw8wxCLOzs64ceMGrKyskJ2djcePH+P7779nd83Kygpt2rSBg4MDv6DCwkJOr7948QIvX77kRuLevXvj5MmTnJihznjAQCSlVCrx7t076HQ6uLu7AwC76jSBqZZJi3vYsGFITEyUYWoFQWCl5qlTp8LFxQW3bt3ipAixGFAj84sXLxhgfvPmTZSVlSEjI4OTVHXq1GE3s6SkBCNGjEBSUhLzCtFmGBYWhkWLFvEGRKpnsbGxXIuVMqp7e3tzMm7q1KmwtLSESqXipJpUQuHhw4fIzMzkTU4URRQUFDBdqY2NDQICAnD37l3uSLKysoKJiQnPm6ysLJw9exYTJ07EyJEj8dtvv+Ht27cIDw8HALRr1w4NGjRAaWkpunTpgmnTpqF79+7selP5hHiJKJtbt25dRmqNHDkSDRs2hKmpKecSoqKi+N8EsPhvL0wHURRzBUGoDOAkgHEAfvu/LUxBEEYBGAUAGo3GPSwsDElJSV8FyNKWn+joaO5gJ5WvKlWqcCtWVlYWvv/+e95hTU1NWciVdj5/f39mPIuIiICrqyv8/PxQr149ODs7w8jIiKUJAHCCwtzcHM7OzigsLIRWq+XukHnz5sHd3Z274am0QlJ/EyZMQHBwMN6+fYvXr1+juLgY165d48mo0WhgY2PDgHKSnJdyqyoUCri4uCAlJQWrV6+Gu7s7unfvzotbo9Hgjz/+gKurK9RqNSwsLHDq1CnY29sDMNQTu3fvjnPnzqFWrVp4+fKlrDkZMFi8YcOGYc+ePSgoKECNGjWQnZ3NE/rChQtwd3fn+DsyMhJTpkzhzSE8PByLFi3C8OHDsX37dk72SN+fWq3G58+fERMTg169eqGsrAw7d+5kQEilSpU43rawsODYmvRKY2JiuLna3t4epaWliI2NZUSWSqXC+PHjMXnyZHz33XcwNjaGhYUFzM3NuWPo0KFDKC0tRcWKFVGtWjUIggA7OzvcvXsXgAFgEBoaiosXL3KcXbduXX6fkZGRCA0NhbW1NfLz89G+fXtoNJqvmPbev3+P+Ph4VK5cGf7+/igrK2MluwEDBnDO4L+iXfLVwQyitUUwCNf+j13ZRo0aicbGxrKCtl5voKonShHK3lF6PiEhAVqtFoMGDcK2bdsQFRWF9evX488//8SMGTMAGHapatWqcceCSqXCmzdv8Pq1weumydKqVSssXLgQc+fOxe7du3kyUoGaXFgLCwsEBwdjyJAh3MfYrFkzWFtb84KoXr060tPTObv89u1bODk54dKlS6z6XFBQwLXWHj16wNLSEufOnUOfPn1w+fJlODo6IiUlhXljpR0R0p5L2oColEIs7mSZaOFKUUOLFi3Cnj17kJGRgdLSUi6H/PnnnzK8p5ubG5KTk2UseFQqoaI+ucZ0jfT+6Lmam5vLsugjR47EggULUFBQwOdycXFhV9LW1hYVKlSAtbU1jh49Cn9/f4iiyAvz/v37XHIyMTFBWVkZ3r59yxa1pKQESqUS9erVw8OHD1GhQgXm9qFBG0tgYCBTUWq1WkYoVapUCa9fv0ZqaiocHR3h5+eH27dvc/hjZWXFSTfadMh60v9DQkIwZcoULvf9+eefMDU1RUhICACwanZeXt6/hOT9r5I/giCYCQbRWgiCYAagC4B7AH4DEPDX1wIAHPp3x/nzzz9lfjj9Ibf2r+MDAA4cOMA7z+TJkzF27FgIgoDQ0FBkZmZix44diIqKQlRUFCpWrAilUonIyEhGeajVas5EUgbz2rVr6NKlC06ePMk6I/THzMyMla3UajWqV68ODw8PfPz4ER8/fsTbt29hZGQEGxsbJCQk4NWrV0hMTJShZ9LS0mBmZoaKFSuicuXKqFSpEgICAhAQEAATExMEBwfDy8sL169fh7u7O5RKJVxdXf+2V5BEdgEgOjoa0dHR0Ov1ePz4MdcDAYN7S89x4cKFvKgjIiLQsmVLHDp0CHq9nuuvOp2Oy0F6vZ4L4sePH8fx48cZINCiRQs0bdqUXVX6o1arsW7dOiQmJsLExAT9+vWDkZER4uPjER8fD61Wi4iICAQFBaGsrAwqlQqjR4/Gx48f+T5EUWSAvK+vL1tMKl/QOyBrvGvXLlSoUIFLQcTbu2HDBhgZGckAEoMGDcKgQYP4/og2ZPTo0TA2NkaTJk3QpEkTfv+urq7QaDTYtWsXLl++zPOhpKQEsbGxaNmyJaysrLh2LB3Hjx9H/fr14evrC1EUcffuXWan+O2332Bubg6lUsmb4t+urf+NxRQEoTaAA3/9VwVglyiKiwRBsAGwF0B1ANkABoii+PZfHcfCwkKk+iNZmoSEBPTr1w+1atViaBoVuQFwHQ0A15VycnLg5OTEfKyfPn1CnTp1mNSqtLQUZmZm7LY4OzsjICAAHh4e2L17N4vMLly4kK9NoVAwOkXa9U5JD1dXVzg6OsLY2BhDhw5lFS2C8vn5+aGsrIzFdvLz8/H582fmMc3NzUVOTg7zxAYFBWH9+vUyHGqdOnW4H5A8ivIWkVzx4uJi3Lt3T0ZSlZaWxpy427dvR6NGjZCWlgadTsfeA5FqiaKIAQMGIC4ujiXzAEMnDgGzqbAfFRWFsLAwvoaDBw8yywRZcdL0CAkJQZcuXXDgwAGuuR47dgz+/v4cY1NSxNraGhUrVsS6desQHh7OcW5WVhYyMjJQWFjI70Kn0zHbO9F59O7dmxcyKaSR5S8uLkZMTAyOHz+OzMxMli9s3rw5AAP08+3btxwDUylGmvD78OEDHBwcGLBSvqQliiJycnJQq1YtjvfLb7AKhYKaAL5dgIGtra1Yv359bNu2jTORWq0WwcHBnMC4ePEiIiIiWIlrwoQJaNasGXx8fGBmZsakR1I6fKKqfPToEfz8/LB69WquTwHA3LlzmaVc6prQoGezePFimdiQiYkJc+G4uLigUaNGyMvLQ1FREQYOHIhatWqxtFxpaSmqVq0Ka2tr5OTkYNOmTRg2bBjs7OwAGBIa6enpHGtqNBrcuHEDderU4bglOzsbRkZG0Ov1OHHiBFasWIGzZ8/KGAOrVq2K9+/fo7CwEOvWrcOqVav4ORw9epT5ZpRKJat0EQUm3ZORkRHXcSMjI/Hjjz/Kkm20KNPS0uDq6oqLFy/ixIkTAAwMCGRF16xZA0dHRwwaNIgTMyNGjMAvv/yCpk2bYvbs2Vi4cCHevHmDdu3a8bX5+/tzs3R+fj4mT56MO3fuMJLr7NmzUCqVGDp0KBYsWMCWWppZ1ul0WL16NSZOnAi1Ws3yhFKX3NLSEq1atWIXmKB+gMF7q127NjIyMhAdHY1u3bqxojedg86r0WiY+d7T01OW7aesOC1Yak8EwDH4jz/+iOPHj//TKP3P+Gf8/zK+CYtZpUoV0dnZGXl5eQwOr1+/PtMWUqwk3flKSkoYAUKojg8fPqBy5coyy2diYsLZSQJtk3LTDz/8gPz8fJSUlEClUmHZsmVYsGCBLAGl1+vx8OFD1K1bl90jW1tbpgaxt7eHSmWQmKtRowaKiopQXFzM5E0///yzjHOHEgX03J2cnJCRkcE1V2NjY5SVleHdu3ecFKGEil6v591crVZzk7KbmxvUarWs20Sj0fAOffr0aXTp0oXjNQDck0lD2hys1WrRtGlTTJs2DT179gRgkC84efKkjK+GasDAF3FcKuNYWlqyAC0AljCsX78+Wx0/Pz+oVCpWWCOx15KSEtSrV48Joum6SktL8fr1a2RkZHBpSdrpQeEPcTMBhsx7jx49uPRUoUIFVKlSBba2tpxA+vz5MyeYPn78yB1JN2/eRGlpKT59+sSexZ07d3D//n34+vrCycmJm73VajWuXr0KANyIQc+bMMr0PqifVBRFHD169Nu1mEVFRWjYsCG3awHAgwcPWNtQikOkERISAqVSicWLFzNIuWPHjnj16hVnzSg4d3V15f48ai3bs2cPKlWqhD59+nAcQjLiUopKvV6PxMREuLi48AZgYmLCrUe5ubl4+vQpbGxs8Pr1a3z8+BE6nQ5btmzBli1bZFAzpVKJ7du3w8TEhBMWeXl5ePHiBS+A/v37cwb69evXHAPSSyVWOkEQOIkFGNxuaplbtWoVOnToAFdXV7i6ujLYgRJsjx8/5vulWJU68ylJdOXKFbRr144/O336NPR6Pfz8/GRsETTIVaMs9sKFC2XAbmtrawwdOhRZWVkYMGAAMjMz0a5dOyxatAhPnz7F06dPuXNFqVTi+fPnyMzMhJeXF16+fImXL1+y8lvFihVhZmaGuXPnQqvVYvPmzdi8eTM3ItO7pk21RYsWqFWrFmrVqgV7e3u0bNkSKpUKgwcPZllBKWCeCLil3ES0sBo2bIi5c+dCo9Hg+fPnUKlU3DTv6ekJT09P5qi9cOECBEFA3bp1ERAQgCVLlmDJkiUIDQ2VcRn93fgmLKaFhYXYtGlTGQpEGnATCkOqoNSjRw8mr6JEg6mpKXbt2oUxY8YAkAOSi4qKYGNjg0aNGnFzMJ2vqKgI9erVQ3JysqzBlnZksmSEqqHMIPBlsouiiNq1ayMzM1PWxqTVajlJsW3bNgQEBMjYv0l5q7S0FB8/foSVlRXKysrYkgOG7POqVatQsWJFvHnzRpapBAzW6vLLrJTRAAAgAElEQVTly+jatSsvMgcHB/59Unc+f/48evXqJUOg0L8pidK3b1+sXr2avQwC/KekpPD3qQtlzJgxsnKIUqnEzz//jIiICFy5cgVt27blGLWsrIzj5NDQUCxfvpwz19RXa2Njg+nTp6N9+/ZMXEX3A3zpXZ0yZQpmzpyJoqIiBhvQdz9//swCUfv378fAgQNhbGzMCUALCwuMGzcOUVFR0Gq1uHHjBtzc3Fgz9dChQ3jz5g03rl+9ehWurq48J0hsCDDw+Z45cwZDhw7FmzdvWFVs1apVCAsLw7Zt2xAcHAy1Wo33798zGP/p06esCL5v375v12JKd17SJnFxceEXMnfuXJSWljJ65datWzhy5AizGBw+fJgzur6+vigqKkJRURHDrkJCQlCtWjUUFhbCyMiIuwpu3bqFkpISqNVqFi8tKCiApaUlLC0t0aZNG5SVlcHS0hIfPnxAhQoVUFhYKFvwVAcbNWoUMjMzoVAo4OjoKEPqAAZQ8+jRo3lxU6aO9DO1WoOs+siRI5mtnIaPjw+USqWs+Vk6CMFDE/TVq1d4+fIla5sABghj+/btWROT2ttoccTHx6NWrVrYs2cP7OzseAGmpqYiNTWVa6n0vigp16pVK7Rq1Yrdx7Fjx+L8+fO4evUqgzP0ej3Onz/Pm+cvv/yCP//8E2vWrIGxsTF7BjNmzIBKpcKVK1cQFRUFhULB10dwQL1ej6VLl8Lc3ByVK1eGlZUVrK2tYW1tDQsLC6SmpiIvLw/m5uYIDAyEqakpN7ELgoC+ffti0aJFeP36NQoLC9GgQQOsX7+eyzoxMTFcVtLrDZorRAtDnLzUrH7q1Cno9XrEx8fj1KlTDMZPSEiAIAgYNWoUv6/WrVsjIiICERERIA7l8slG2Zr4Fiymu7u7WKlSJWi1Wu57W7RokYw+giYSTY5Xr16hatWq0Ol0nP4PCgpCfHw8lzI+ffqEV69ewdLSEnZ2digsLJTFJISFpOwvxQJSawgAW7duxcSJE2FkZITp06dj8eLFbCkoy5eXl4fhw4cjJiYGixYtwqRJkwB8IWtevXo1U5rQPQFfMollZWWYMWMGFi5ciMTERHTv3l3WmU8uJsWbCQkJTJchBRRQQT4mJoabew8cOIDWrVsjJSUFxcXFWLNmDSIiIri9CjBYzEmTJrGWp1qt5k0KAN68eYMBAwZgz549bEnq1KnDtThybxcuXIjZs2ejQoUKaNCgAeN5PTw88Pz5c36+RE3y66+/Mt0ohQ5Unnr9+jWsrKyYXHv06NFs/TUaDYqLi1FYWAhzc3N+nxQG6PV6eHt7Iz4+HqWlpQwdpAb1AQMGYNeuXV9xy0pDJ+quiYiI4CZoGuTirlmzBs2aNUOnTp1kfZZTp07FmjVr2Eug2iXNJ2LN2LNnz7dbLrG0tBRbtGghS+7QhKWHLK0RAV8IprRaLc6fP482bdrwC6tUqRIAcIvQ48ePMXbsWPzwww/YsmUL7ty5A8AA2Ttw4AB++OEHrs2pVCrk5OQAMFB60ESIjo5G37594ezsjMTERERERAAwMLdNmjSJJ2Dz5s1x/vx5FpXdv38/PDw8ZKwGZWVl7JK3atUKffr0wb59+1icRmppaUg3JloEUldWrVZj69atCAkJYSAFTYShQ4di3759CAsLw7p16+Di4oL79+9DoVAwx1JgYCC2bt2Krl27YtSoUYiJiZGJ/FL9ljYvQv5QOcTS0pLLAiQ4bGRkxPdMDdy02arVatjZ2SE7O5vP8eHDB25ZI8ADqZsBBpTVtWvXOHlGm1XdugZQ2fPnz3Hu3Dl4enpCr9czDxSJBwNArVq18Pz5c7bGtEFS+aqgoIDv4eDBgzwPpdatfA9m//79mXRa+h2FQoH+/fvj2LFjHG5Jf18URezevfvbXpitWrViThxATpRMN0l0hjTowUg7AaQTkl7e5s2bsWXLFqSkpKBfv36MBpk6dSrjUsm1kGYuKTasUaMG3r59CxsbG8yfPx/jxo1DWloaAANWNi4uTha3Va5cmUHsxGAAgIVupAuvevXqePLkCTIzM/Hdd9/h/fv3cHZ2Rrt27Thmyc/Ph15v0AUZNmyYrIcRANfU6LOgoCDk5ORwlpAWCNUZBUFga0hEVoRXTU1NRc2aNVFYWMgLjZ6FtbU1njx5AgsLC2zatAljxoyR1Yylbnb9+vXx6NEjfp+zZ89GZGQkVqxYgfPnz+Ply5eYPn26TEjq9u3bqF27tqw2KZ0Hq1atQp06dTB06FC2aH369IG3tzcAA3PCxIkTsX79eoiiyEkd4vgBvtQhjYyMkJGRgQULFmDVqlUM25Muemnyh4b02QcGBjKnEwCusZNaNc3D8lIONC9GjBiBDh06fLsx5j/jn/HPkI9vwmJWrFhRpEQLZRJ1Oh1u374NNzc33n2klkbqFmZlZaFGjRoYPnw4du3axdIIRUVF6NmzJ6pUqcJdCV26dOHd8eTJk2wVT58+jc6dO6NVq1Ysf04WdO7cuVi6dCl3jxBMC/hClKzT6WSYSarJ1atXDxMmTMDq1atllCVk7SiOoTia0vJSN1Kv1+PZs2ec1evQoQPOnj3LGdOcnBz+PXLHjYyMGDlkZ2fHdTrp9+bPn8/f+e2333Du3DlotVp8/vwZV65cQcOGDWUWk+qehw8fhqurK7uQ9KykFoI8GbpnclHVajXH5IsXL8aoUaNgZWVoPMrIyICTkxOzEqxatQqhoaF8DspwK5VKbNq0Cffu3cPGjRvZ4h4/fhybN2/Gvn37OIm0aNEiLFu2DGPHjgUA1v8ky0i8RtJy3Pjx4zFlyhTY29vzfUipRygmVSgMsoC3b9+WQfKkfFWPHj3iUpt07h44cAC9evVCfHz8t+3KtmnTBlqtliF5Bw4cwLt37ziOnDVrFpYsWYJbt24BMLQykaui0WiQmJiI0aNH48OHD4iLiwPwxT2TIv81Gg3Ltk2cOFHmanbr1u0rgmFpbEEuMwBm2mvVqpUsw1b+ee7fvx9Hjx5lLlO6HhrkvtMxdDodHBwcMH/+fBaNlSZ9pBOIjrNv3z4MHjwYKpUKvr6+mDlzJlq1asWAgxUrVmDWrFlo0qQJUlJSZHEiDSmsTapTEhkZyc9KEAT06dMHR44cQWJiIqytrblGSvdOVB7R0dF4+/Ytnj9/DgBYunQpZ6EBQ5Z43LhxqFGjBp/7+fPnsLe3x8OHD3Ho0CHMmjULZWVljGOlDXPIkCEYOHAgevToge7du+PkyZN8DbQxhYeHIyYmBi9evPiKtZCuU6/Xo2vXrrJ3XlBQwM9Np9Nh7969iImJYXZGenY2NjZ4+/YtevfujSNHjshCKDqfdFPbu3cvc9d+/vwZJiYmCAgIQKdOnb7dhWllZSX+8MMPePXqlSxLGBsby4xtoihi+vTpLAswYMAALF26FLVq1eKEwu3bt5lFHQBn/qhhVqlUcqMyYGD+JtWu8h3mgGFBmJmZoXXr1qyIDAC+vr4sbefm5sbx5t8NacZPoVDg6tWrcHd3l1mSpUuXYsaMGXj+/DlCQ0Oxf/9+GRGWTqdDRkYGli9fjvr162PChAkMlgC+JFbWrVuH7t27w83NDTExMVwfpPhTOlEEQcDYsWN5I/Tw8ICnpydOnTqFzZs3IyQkBPn5+TJ0kHTiUfKJ7iM3NxcODg64ceMGWrVqhfbt2+PKlSuMRzU2NkZpaSl69uzJyRD6Nx2DiLtnzZqFtm3bol27dhBFUbYJqtVqzJkzB7Nnz4ZWq0VQUBBvtKIookuXLjhx4gSCgoLQsWNHLFu2DA8fPpTFv9JkIj3f8t5JtWrVoNfrsX79evj6+nJyqLzFlL5b6YarUCjQuXNnnmvSLhSlUolLly7B09MTsbGx3+7CtLa2Ftu2bYsZM2YwUXKDBg1kBElSJjUa27Ztw+DBgxEXFwd/f3/cuHEDsbGxzA43ffp0TJo0Ce7u7gz/IjcLALu3CoUC9vb2ePXqFS5cuMDp+WXLlmHo0KFISkpCixYtcOPGDWzatAn9+vXjkoxCocC0adOwYsUKhmYBXwR2b9y4AQ8PDwCGiRMVFQU3Nzdmp6NjKBQK9O3bF7GxsUhPT0eDBg3QsmVLAIbESYcOHTB79mzMmzePJxZNhMaNGzMFiBQQISVSpkU1fPhwbNq0ScZIJ71eX19fnDlzBunp6bLEi7Qtb/369Zg6depXViE+Ph7+/v64desWWrZsCYXiC3Uj1TkFQcDGjRsxffp0XLhwASNHjuRrp57PuXPnykpL1IkzcuRIuLm5cS8sLQryogjhRb+3YsUKTJs27avkjSiKiIuLQ2Bg4FeIMsBQZqMOJYVCgSNHjjDQns4pCAL27NmDypUrIzs7G56ennydf1drpvdA74ie5Y4dO77dhdmgQQPRycnpK1ZtKhGMHz+exXhoSDOy48ePx4YNG2S/B3ztVioUBm5aqjFKv0t0+YIgYO3atQAM7takSZNw4cIF3LhxA97e3ti1axfWrl0roy+h63B1dUVGRgZnDIEvMR3V2ERRxL1791iJmbLJCoUCjx49Qp06dfjeaJJJW63c3d25V1LKbUT3Qw3U0q56cuXp/inekiKUdDodOnTogOPHj3PMW35hkttfXgNF+vP58+djzpw5MusBGGK73r17o1q1asjOzoZSqURYWBg2bdrEVpWOJxXQJRwznYM25u7du2Pt2rWoU6eOrO5MjeQ0tFotXFxcuBH63bt3sLS0hF6vR0lJCT8j6Vxp2bIlBgwYgGnTprGrSgv48uXL8PT05GtatmwZvLy8kJCQwP3DdH6atxR/ZmRkADBkrB8+fIjvv//+244xraysxNatW0On08l2Gz8/P1ZpbtGiBWbOnMmYUhMTExQVFWHcuHGIjo5GzZo1kZGRIXvAFBMGBwejevXqmD17NrOtA18mU2BgIHbs2CFzTaTHIGQOYWjVajW7T23atEHTpk25l1C6SOhvvV6PT58+wdjYGMePH0eHDh1k56H6a0pKCt69e4cWLVrIQAhS7OffjUuXLqF9+/ZQKBRo2LAhnjx5gt27d7PMeuPGjZGfn49OnTohOTkZgKHFKi8vj3tPmzVrJisR0MKk0ILuhZIqRBQtvQdaIMS5s2DBAl64oiji+PHj6NWrF1asWIHk5GT89ttvEARBdg6pm0nnp3c6btw4rF27ls917tw5bNy4kRMrmzZtYhefShR0flr8ZAnLNyrY2toCMJSmxL+4hCpWrCgLa+hvJycnPHnyhA2HKIowMzOTcddKk2Hla/CXLl1C27ZtoVQq/+XC/CbKJYIgIC4u7qtFER8fz7HMjRs3uDOdYGzbtm3Dixcv8MMPPzDlBAHYqW4UHR3NNVBTU1OcOHGCYVpmZmYwMTHBvn370KZNG2axoxd/7NgxWe/d06dP+SVMnjwZkydPhoeHh6xOtXDhQv4dAkFERUXB1NQUQUFB8PLyYoujUqnw+PFjJCQkIDk5GQEBAey60wKR1tFIJLb8oFhMr9fj/v378Pb2xo4dO2BrawtbW1u8ePEC3bp1Y7C1TqeDl5cXkpKS4O7uDnd3d1y+fFl2PgojMjIykJGRgR9++AF6vR41a9aEp6cnmjdvztldcsuWLVsGwJCYi4iIYDA3YGhy7t27N5RKJcLDw7F9+3b2Jug66ZlpNBr+rpQp4d69e7LYrnXr1ujXrx/CwsIQFhbGIPaFCxfKWOAVCgUsLCxgYWGBz58/w9ramvVjzMzMYGpqigoVKjA5G3FFGRkZoX///lyzDAwMxIsXL/D48WMZu4Zer2foI83nSZMmydThxL+ap3NyctCmTRuZt/a3a+JbsJiWlpYiSalR7Pbo0SNUrlwZoigiKCgIW7ZsQVRUFLthdGP0R7pjS62VUqmEiYkJNm7ciNu3b2PDhg1ISkoCYMj8RkdHy3Y0URRZK+PcuXMYMGCAbNfU6/UYPnw4duzYwdcvpdPX6XTo2LEjzp49C8AQVzRq1Ahubm7sImdmZnLSafXq1QgODmYWQBLbGTRoEO/ShHDJzMzEmjVrsGHDhq8sLt07Afbt7OxYspCaqtVqNVJSUtC4cWOoVCp2kekcAwcOREZGBtLS0ljqQVq+Iq9Ao9Fg2bJlGDx4MC/GTZs2sRtLGUrp3CL8K222dN0kUUHva8+ePfD29oZWayCplpKrFRUVyVA4QUFB+PXXX5lcjRBd0ucycOBAHDx4kD/z8vLChQsXZM+svIRC37594enpicmTJ6NmzZro168f01cOGjQIu3bt+iqBJE3GSUMXug69Xs/wxdzcXP5uQkLCt2sx/xn/jH+GfHwzFpM6FGgXotYgMzMz3lUFQWBakBs3bqBHjx64desW3N3dER4ejhUrVqBRo0bcYE0p6zNnzgDAVz4/nc/T0xMXLlxgd6M8SZIgCHBycpKpCvv6+gIw1Ck3btyI4OBgNG3aFNeuXUNkZCRbdrKCq1evxvjx41GtWjUMGjSIrSfFUNSz6evri0ePHiEtLY2bjAGD7ODbt2/h6OiIwYMHQxRF7N27F4BhF2/cuDHS0tI4AdSlSxfOVhIgvVKlSnzvpqamGDlyJIs0RUVFYf78+Ux2TIMs5qhRo9CwYUOEhobCyMgItWvXxuPHj/+2Q4Lc9Ly8PDg4OAAweBtqtZr1Rui5nj9/Hu0lwsL0x8zMjNuvqP4XGxuL+/fvs7dhbGyMgoICvqdJkyZhzZo1uH79Opo1a8ZeVfPmzRlU4u/vjzFjxuDQoUO4efMml9/onjdt2oTg4GCIoogpU6ZgwoQJiI2NZW4jwGCZo6Oj8ejRIxgZGSE4OBglJSVMSWplZcX3UR6gQPNHEAQMHToUffr0+c8mfwRBqAtgj+Sj2gAiAFjCQF+Z/9fnM0RRPPbvjmVpaSl2794dHz58YE7X8PBwtGrVCmvXroWHhwcyMzORk5PDSQdyJXr16oXff/+dY6L09HROtefm5kKr1eLhw4cyAADd8/Pnz1GzZk3k5OTAwcEBer0eCQkJGDhwIAADkqRnz56yIH/lypUYPXq0rKmbFrhCocDdu3dZNwQwTCYpEJy+T0pe8+bNQ2hoKGxtbZGQkIBr167xIqXG5379+qFPnz7c3ibNXANA165dGRRPcZm0XHLx4kV07dqVCalHjx6N69evY+PGjZxg8vT05CSXVNNRmoDS6XTYsGEDpk2bJqvl0T3pdDpYWVkhPz8f5ubmyMzMZCK1Hj16cGlKo9EwEEEQBHaH582bh+zsbFhaWvLzliplSTtAPnz4ACsrKxnzAl3niRMn0KVLF7x48QLx8fFMGl5+0LVLdVClGV16b7Vr18a2bdv4Obm5uSE1NVW2mEeNGoUaNWoAMHA0Xbp0Cdu2bcOmTZs4S0+0qosWLeIwKzEx8b+XlRUEQQngOYAWAIYDKBJFceX/9Pcpxty2bRuDqm/dugWFQoGlS5fi6dOnDEyWXq+dnR3y8/OhUqmQn58Pe3t7tG7dmgvrxAJevhgsuW7MnDmT4wca5Sf+zJkzMX/+fC4ix8fHMyqHFgw9aKKquHz5MgADWReByClDC4BLNkuWLMG5c+fQq1cvDBkyBGvWrOFOfupymT59OuLj479qfaPh4OCA/Px8TpKUpxYhCyaN5aTABxpr167F6NGjsXr1aoSEhEAURSaYcnFxQdeuXREXF4fKlStDpVKhdevWTFKVmZkJlUqFkpISPH36FG5ubigtLZWVdOi61Wo1/Pz8EBoaig4dOsDNzQ0AZFQyLVu2xKVLl/ie6bqp6aBjx444c+aMjKalfDcSfX7v3j24uLjI3indPwHcCQg/f/581vXs2LEjkpOTMXLkSDYYAwcORGJiIhQKBby9vXHgwAHeHKjWeejQIYiiiAkTJiApKQkPHz5EQEAA39/Vq1c5T/GvGqX/UwuzC4A5oii2Fv4iff5/XZjt2rWT7cBqtRqvXr2Cra0tuwLSxRUSEoKEhAS8fPmSA/lDhw7B29tb5l5JuVbKLzhp+w4F6KIocp+jm5sba21ER0djxIgRCAsLY5ia9Fi0w79//54nKJ1TKg2g1WqxZcsWppWYM2cOpk6dyufX6/VcliH9S8Cg5blx40Zs374dw4YNQ9WqVbnHUBAEDBkyBImJiXyuq1ev8oZz5swZnDhxAufOncP69evRrFkzlkyXJsyofgiAxXMJrHH69GlcuXIF/fv3Z3dZ2npGz2HNmjVwdXVFt27dIAgCPwcqaZDFpIyuIAgsaUjsgdQBYmlpiUOHDnF2Mz4+njOvVBJxdnZmak+NRsNsd4IgYNq0aVi+fDnWrFnDYA0zMzPUr18fOTk5eP/+PeOBybJXq1YNtWrV4mdLoIjyqCl/f38MGjQICxcuxLVr1wAYwBuAgQWPEnYxMTFYtmwZUlNT+dlmZWVh1qxZ2L179399YUYDSBFFccNfCzMQQAGAmwCmiKL47t/9vpWVldi+fXts3bqVOW2kZQvAAK8rn32kyUyfl29oVSgUePLkCVq2bIlXr17JsnB/XTcfiyZmWVkZU0+GhITg+++/x549exAWFgZRFDF69Ghs3ryZj9W4cWPcunULpaWlyM3NhY2NzVfsBb/++ivS0tJQpUoV7oyn5049gVqtlo9JfalSiybtT6UhnSwqlQq///47fHx80Lp1a4wcOZLdszdv3vBEVioNupg//vgjPD09uQQTGhqKxYsXY+XKlaxDWbVqVZkLt337dvj5+UGn0/GxCM0itUTkWUit8oEDB+Dn58dcOmPHjsXr16/Z+tB7WbBgAebOnctK4lK9msDAQKxatQrW1tbsrvft25drs1lZWWjatCnHsOJfIHrpMyPoIM0PAj5cv34dgGEhUv+sj48PDh48KMsE0ya/cuVKlnws78FkZ2fju+++45916tSJaT5pPHjwAP3798e8efP+a9olGgC5ABqIovhSEAQ7AK9hEBlaAKCKKIpBf/N7rF2iVCrdExISEBcXJ0vQKBQKpKenY8qUKTh69Ch//tfv4Ndff8WYMWNw9OhR9O7dG69fv+ZCMQ3alSmVX/5+afePi4vDkCFDcPHiRV6YV69eZTVncqNNTU1RXFzM7AB169aVpdvLvyianM+ePUPVqlVlTAQAWKlM2mdKnSXEHkBFb2kBW3oM6iahBUpoJAsLCwCGnXzPnj0yMD/9myzi06dP2epTPbR27docb8fGxkKn02HUqFHo1q0bevXqJVuYVatW5c0vOTmZ0TH0vpo1a4a7d+9Co9EgPT0dLi4umDlzJqtmAYZN7ubNm3wNlPCjhVVWVgYHBwfk5uZCo9Hg8OHD8PHx4eTRkSNH0KZNG1y/fh2LFi3C9OnTGSAinQ+iKKJdu3aIjY3Fp0+fUK9ePdk7E0URvXv3ZgAEEa3R7xNZ18aNG2Fvb482bdrIenDpGDqdDvfv30eDBg1k3siRI0dga2uLxo0b48iRI/+1hekNIFQUxS5/87OaAI6Ioujy745haWkpEhqG/PCmTZvCx8dHBnKmiQeAkRl6vZ5rU8XFxawCBYA76UXxi9aF1C3R6/WIiopCaGgo9u3bx7VD6YSnuMzf3x87d+5kahHpMRwcHNC+fXvs2LGDJwKxizds2JDZDSjGjI+P5xojLWrp7k4LRGp1W7Vqxdllsq60yKZOnYrevXujR48e/MxILgAwTCYPDw/cuXPnq3pv+VqcTqfDtGnTsGzZMgwcOBDbt28HYFgUK1aswPjx4/n8giAwPNDT05Pd019//RXjxo2T0UsOGjQI+/fv/4pcS5psUalU8Pb2Rk5ODmJiYtC/f3/cuXOHqUKzsrK+io/Lb4SiKGLBggWYP38+rKyskJycDGdnZ7aSlBCkJBrNKcraBgUFISUlhZvUBUFAs2bNONYWBAH79u1DcHAwa7CMHz8eq1evZkKvI0eOoEaNGixMO3XqVKxYsYItObXLiaKIw4cP/9fqmH4A4uk/gkFEiMYPMGiZ/DP+Gf+M/4fxv9UuMQXwDEBtURQ//PVZHIBGMLiyTwCMFkXxxb87jtRiShM3TZs2RVpaGuMOpbsrXbcoirC1tUV+fj68vb2xZcsWWSkDMHQLkPjMggULeDfs3LkzH0dqXWiQ21KtWjU8e/aM097S7Ko0XqQ2KGlJo1+/fti7dy/GjBmDR48e4cyZMzK3BjAkWgi0Tha7YsWK7D7RebRaLXJzc2FnZwdBMLCwAQZxobS0NDRr1gwnTpxAnz59ZBSZubm5qFmzJjw8PHDr1i0sXboUM2fOxN69e7keSy6jXm8QKKpVqxY2bNiAOnXqADAAu8+cOQNPT0/+3rp167hZu06dOnB1dWVk0I0bNzB+/Hiupb558wa7du1CeHg4FAoFcnJymBOX6sY5OTlQKBTo3bs3Dh8+jD179uCHH36QIbOSk5PRokULNGnSBHfu3JF5QEOHDkVMTAzH09JcAiXbfvnlF5lXIn1OwBcPRq/X4+TJk+jatSuLI9M1EER09uzZOHnyJIc5FKc2adIEDRo0wN27d6HX6zFs2DBs3bpVhrKizPHBgwe/XRC7paWlmJaWhvDwcL54ah0i5rfybhctVnL59Ho9TExMUFhYyMeoXLkyCgoKeFFT4ytNRjrub7/9hv79++Onn37imhqdg1w26aKRto5JoVdbt27FiBEjZIs1OzsbVapUgSiKaNKkCZKTk2UdENLkT1lZGRYtWoTw8HDZhBsyZAg2b97M7VAUT9Ixjh07Bm9vb3a9VSoV1q9fz6WnBw8e4N69ezh27Bjev3/PAHy6fum/N2zYgODgYIaerVu3DoCBaFqK4dVqtZg8eTKXEajnk9xXSsyRK7t27VqEh4ezKyv9U77G3Lt3byQlJUEQBLx//57Dgg8fPuD27dv4/PkzunTp8hXptLQ18P79+6hYsSLH0NKaJDU7UOKwf//+DNtr3rw5Ll68KAtppM9JEAQWIbKxseFaK90vDelGWz6vIJ0zv/3227e7ME1NTcUePT6N40wAACAASURBVHoAABNIpaamMsOA1KrRZNy5cycCAgJw5swZeHh4sCWTWjx7e3vMmDEDoaGhCAkJwcCBA9GxY0fGyvbo0QO7d+9GpUqVmLs1KSkJXbt2BSAvhUgJoX766SdOKIwaNQqbNm3i66TaFg2yshS/EQZVmoT57rvvkJaWxtZ2woQJiIyMlO2wWVlZqF69OmNaieyajkGLomfPnjh16pTsWdFzIUmDBw8eYMeOHVi5ciWLJVE2m5JM5RkTxo4dixUrVrC1oWdCibKdO3fyops8eTLWr1+Pq1evgjDQtIioNU4q4iSVbaCYj849bdo0RudUqFABSUlJ8PDwgCiKcHNzw8OHD2UL4u+QSKdPn2YCNiqhSBeHQqFgz4CaIejn5B1QmebEiRP48OED01NevnwZu3fvxowZM5giJSUlheumT548Qc2aNfHq1SvGgROA5MaNG8jJyfl2F6arq6u4dOlSxMbG8oPdsGEDIiMj8eTJEwiCgJ49e+L8+fPMdkaDHiJl2z58+MCIF6K8NzExwZw5c7jFiRqXCwsLsW/fPjRt2pR3+Z07d7KU3LVr17gdioaDgwPc3NyYwYAYvidNmoSwsDDmiZHWSImlYNKkSVi7di1GjhzJi17aUkbM4O7u7qwgTfcxefJkLFu2jAH2VatWZQ6gd+/eseWRWi5yIz08PDB16lRWwZaK3tLid3FxQWpqqkzXU6lU8u+Ymppi8ODBSEtLQ/369WWWE4DMWkq5h9avXw8ALAPo6+vLHThr1qxBeHg4L257e3tERUVBEAR8+vSJr5Hel6WlJYM56N1//PiRLWpycjLD4gDDgq9atSqePn2KcePGAQBfD837y5cvIygoiGXaCTifnZ2NxYsXY8OGDTh48CA3Z9+4cQMnTpzAzJkzOessfQ6AYZMLDw9Heno63NzcULduXdy9e5e/8/PPP+P8+fOIi4v7tl3ZypUriw8ePMC4ceN49/zjjz/QoUMHPH/+nF3OS5cusWALYHi4ixcvxowZM6DXGzRGfHx8+AEEBAQgJiYGpqamUKvVuHTpkowCs3Hjxqj5F1UjPWRiNQC+xAIBAQEsrAp82dmBL4V5EmOVLkjAMPG7devGQrEEIJCWAI4fP46tW7ciJiZGdg7ibD158iTat2/P9TSa9FKLSNfv7e2NP/74A9nZ2bxB+fj44OjRozh//jw6d+6MPXv2YPDgwWzBAINac35+PkxMTGS1P+n9FBcXQ6VSwdHREQ8ePIBWq+WiOtUpo6KiZOADssQLFy5EWloaGjdujI4dO+L8+fNQq9U4efIky7DT74iiiNzcXDg6OqKwsJB/fvjwYWaLIA9JqVRy9tPR0RE7duxgVBY9n4MHD7JwUXx8PARBQO3atXHy5El4eHjwc6Zn7eXlhfXr1yM0NFSmYQMYUFjEX0RzcM2aNVi2bBl+/vlnAAYZhjFjxuDOnTtcPaB5AnypU/+7rOw3sTCtrKzETp064fr167zj1axZE8+ePYMoigxE9/f3ZxTI+PHjoVAYaB/69OnDloYWMQ1yMSn+kro65FqamJgw6Nre3p5xrLSApUkCwoTSxG3WrBmuXLmCY8eOsWCqIAicLPDy8sKpU6fQv39/xMTE4Pr163B1dWVUzrRp0/D582cEBASgfv36mDZtGltQqSW4ePEiJzCkZQjgS3wnXRBSnlf6jH6nQYMGuH//vkz/BDAsPmNjY7x7905W+6OfmZiY4Pr167LaLT2Hbt264fDhw4iIiMDUqVPx3XffITk5mcm6kpKS0KNHDzg7O+OPP/7gjYVY1wHDhK1evTry8vL4+qVsEHQvOp0O2dnZqFGjhuw5bN68GUOGDOH43MLCAmvWrEFQUBAzsGdlZXFYQS1h5UMgOqcU4ieNMcktp/xAUFAQtm7dKrvXsrIy+Pn5YdeuXfj5558xbtw4GeEZ/fubtphWVlbitm3bsHfvXpkVePv2LUxMTFChQoWvYHTfffcdhg0bhhUrVmDNmjUYP348lEolpkyZwhCvgwcPwsfHRyZoK028SK0auV+5ubnM5K7T6XjS0+QgrCYhlDZu3Ii8vDxUrVqVF4Ber8euXbsAGBgO7OzsmHmOJoWUcZ5iuujoaAwfPhxarRb29vbsXnXq1AnHjx+XxZJdu3aVdc3Url0bq1atwrBhw2Ss3/QsCRxBE0un0+H9+/csHgQYao07duzAqVOn0L17d2zevJmRP0ePHuVJShOVuj4AA0Bh3759vGn4+voyexwA2YJLTk7GL7/8gm3btkGtVuP3338HYOgW6dChA0sKShNgdB8ERRRFEa9evUKVKlXQqlUrAAa3lJKB5Tdoeh9Dhw5FbGwshg0bBp3OIMLbpEkT/p5SqUTnzp1x4sQJeHl54fDhw9i9ezejqAYOHIgFCxZAqzVo5TRv3hzXr1+HQqFgqObo0aORnZ0Ne3t79q6kmzktypo1a2LlypX/9GP+M/4Z/7+Mb8ZidujQASqVihMBpJgEGFxJLy8vXLx4kf34CRMmsFW1traGVquFu7s79u7dy2xlFI+R2A/pkJRPg5MVGjx4sIyZwNjYGHq9Hjk5OahcuTJbVvo9wJDZFQQBhw8fxtOnT+Hk5ISgoCBOmtAYPHgwNm3ahLKyMuTk5LBVzsrKQpUqVeDv74+YmBhcuHABLVu2RGRkJNcpx48fj5UrV2LHjh0YPnw4QkJCsHnzZowePRoAEBMTA0EwcLYuWLAA586dw549e7jGSO1VgmCgCqlfvz7c3Nzw4MED2f1IuYWkrhzwBQI4YcIEHDp0CI8ePZL9nDpSgC9aKvPmzWMKDnKbO3XqhDNnzsjOS9ad4kuyumT1pEglacxLllvaetalSxfW8mzbti0KCwtx/fp11K5dG4CBslStVqNHjx7YuHEjnj59ivbt2/OcMDc3x8ePH6FUKrmZoHypjurVBJ3ctm0bezoAuNXMw8MDsbGxmDlzJpYtW8Y0nO7u7kzTsnbt2m/XlbW3txcFQUDlypXZRbx48SInL4Avi6xbt24ADCnw3NxcLk4T3I5eKCCPxby8vHD27FmuKwEG5u+YmBg8fPgQfn5+rAIt7Z+kWKWoqAh37txh2kmpGM3Lly9x//59lg6Mjo7mBARgKLEUFRVhypQpDBKgbC65hw0aNEBqaiq/cKngDUHgevTogbNnz7LbTZN+1qxZ+Omnn5Cbm4vY2FhYWFhw6xcAnD9/HqtXr0ZSUhJreZTXGqHFKCW9lmqUUgve1KlTsX//frx+/Rr+/v6sFbl48WJeLJScogUKgFn7VCoVrKysYGNjg8ePH39V6lAqlfDx8cHx48fZ7ZbGd7QRGBsbQ61Wy+JcOu/jx4/RtGlTrFy5En5+fqybCRgwv23atIGzszNSU1Ph6uoqq4cSNUyLFi2wcOFCDn1I6dzFxYVDiLKyMhw5coR7Td+8eQMAiIuLY2Uy2lykWNrMzExUq1YNoih+2zEmtX1JF5JSqUS7du1w8eJFWRZUWvuSZlBfvXoFOzs7LhnQdymTSLuetIuDJp1Go+FMWoUKFTBz5kwAhpd08eJFLF++HJcvX+bds0WLFszpQ0X0z58/80ZiaWnJqJ127drh+PHjKCgogKmpKe7fv4/Lly+jf//+fA4bGxvu1ifKRmmHCv1N96zRaBAfH88xnlKpRIsWLXD79m1W6pL2Y5I1TUtLw/fff8/PuUKFCsykMHbsWDg6OiI9PR02NjbIyclBaWkpexCDBw/mZ1tQUIDS0lJcunQJLVq04PuQWlp/f3/ExsbyhCbJBmNjY7Rt25YbwiMjI7mUIe32oTqsNCegUqmQnp6OevXqISUlBY0aNZIV7onIi3IJBNrQarUs/pOdnY1FixZxiYMaAKh+3rBhQ+6e0Wg0bCiioqIAgPMESqVBxoEy5T/99BMn5whQQggurVaLU6dOMaM8UWKWlpbiwIED3/bCbN++vUyGz8nJCe/fv+eif/v27WFqasoviZjwqFTx+++/o1OnTrKOB+ALe/eNGzdw+vRp+Pr6yqBupaWl6Ny5M86dO8fitDRBSktL+ZxKpZIXdcWKFfHy5UsAXxYmuclSuBUgJ3pKSUlBQkKCDOEEGNyrGjVqoLi4GO3bt8exY8c4IUTnkNYoExMTERAQwL9PyS1CBB06dAiDBw9m1EtGRgby8/Ph4uKCqVOnYuXKlTAyMoKJiQlvhFQPJokEKunQppCamgo3Nzee8DY2NgxTBAwg9jNnzvD9A3J2cmNjY1SrVg3FxcWszk3HL48+0uv1CAoKwo4dO2SbLy1Y+k5gYCCKi4tx9+5dAGCqj5iYGAwbNgwKhQJJSUlYu3YtN83v27cPO3bswB9//IHly5dj48aNsLCwYO+kqKgIKSkpLDEhCIJMhY42IPJafH19cfv2bdy8eZOVymvVqvVVJhkAzzuixRRF8dsn4xJFAzu2ubk5zM3NkZqaCgcHBwQGBqJr164sANqzZ0/07NmTYz+awFJNRLIsx44dg4+PD27evInCwkK0bt0aeXl5MuRKamoqkpKSUFJSAnNzc34R0v5Pvd7AcEYbx+vXr3ljIOublJQEhUKB3bt3Q6/XY/bs2Zg9ezaXaK5cuYLvv/8eM2fOZItFi8LR0ZGztVevXmU6/r/r/hAEAX5+fti+fTu/XGnLmEajgb+/P4yNjXH9+nVcv34ddnZ2SE9Ph5mZGaKiomBubo7du3fD3NwcLVu2RMuWLWFhYQFTU1MYGxvDxMSEVZOfP3+O58+fIyMjA7dv3+ZnQi1edI3nz58HYEDn0OcKhQIHDx7EwYMHodfr8fbtW3ZXhw8fDlNTU+zcuZMpSdVqNXx8fKDRaFi3hu6JVJ03bNiAfv364eLFi6hWrRoSExORnp6O9PR0ODg44NOnT7KJ36lTJxw7dgz+/v7w9/dHQkICFAoFateujV9++QWiKGLr1q0yy5ubm4sDBw6grKyMe2/peDRoE65fvz63qjk5OXFcX35u63Q6ptD8/vvv0a1bNxkoofz4JixmgwYNxKCgICQnJ7OfbmdnJ6OFpBdNL0tKkajX69GtWzecOXNGxq595MgR9O7dG2fPnkX79u05aCeLSq6SQqFgAdu2bdtymxFx3Q4fPhyxsbFMlSFtXSIkErk0Op1ORmhFIPa5c/8Pe18eVtP6vn+vvXdzUUohkjFTR2QeOjjGyHxyTFGdCMc8z/NMpjIThyQqZMg8ZwoRkjFRJCRJ0x7W74/leVqLc873e30/v891+eO81+VCe7f3Wu963/d5nvu5n/uZg6SkJOzcuRN6vZ4FpZKSkpCfn4+8vDzk5+eztTIYDIr7j42NVeRJ5a4qWVNjY2PUq1cPKSkpXMsISCkCc3NzbNu2DS1atEDDhg0REREBc3Nz/o5+/fphx44dnL4xNTVFZmYmu8vr16+HwWDgxrxE0aPeJ9u3b+c5IJdfFEXUrl0bgJS4r127NqysrFjP1djYmN08oFh3SB7jy8vUyIWUl37J0xTjxo2DSqVCUlIS6tSpw8BQ7969WbgsMjISXl5eEEURVapUwePHj7Fjxw6+T2NjY3z58gWVK1dGRkYG3wexkKixbWxsLNq0aYNJkyZhyZIlCoqfvMfrb7/9Bjs7O6xevfq7dMnMmTPh7u7+41rM9PR0ODk5QaVSwd7eHvb29gqqkyiKePToET8klUqFX3/9FVqtlrV+qIp94cKFbDG7desGIyMjdO3ala1bjRo1vqPxkUtiMEiixbt27cKuXbvQoUMHiKKI7du3Y+3atZxHfPLkiYK6RgXM8hiWvoN4tDNmzOBcGgAWWiZLQKhoz549FYAIIOXFqDCbhsFgwOrVq7F69WpFcpxcXDnxf//+/UhISICtrS2mT5+O169fw9raGtOmTeO5sre3Vwhef/nyBY8fP0b58uVRvnx5vHjxAoDEZQ4JCcHatWtRpUoVnisaJMVBwA2JHDs5OUGr1SI5ORkxMTHM7vHx8UGXLl3QpUsXPHr0iC2nnOA+Y8YMzJgxQ0E4oA1Migy7du2CsbExOnbsCFdXVz6UXr16hcjISJw6dQqnTp2Ct7c31GpJdDolJQVbtmxBdHQ0W8yCggIIgoD09HQ+wImIkp+fz8+2ffv2EEWRix7k8TWtKY1GA3d3d6xYseK7fCwApoj+1fghNiYAZGRkAAC6deuGbt268Y3SxqSTt2zZsihbtiyqVavGKOzr169RWFiI169fY+7cuQycELOksLCQFwrJRpCL2q5dO+h0Op50FxcXfkjHjh3jjTN8+HBecNWqVeMFLSdeA8CcOXNYld3IyAjLli3DkiVLYGJiohCmioyMRGRkJMaOHYu3b99i79692LhxI+7du4dvvZjo6GhMnjwZ0dHRCr2hXr16oVevXnj+/DmMjIzw9u1bTJs2Dffu3WNQw8TEBNu2bUNeXh6T3O3t7WFtbY3g4GCYmZnBzMwMoaGhaNKkCd8vIAEhR44cwZEjR1CtWjW+11GjRqFr164KwrepqSlmzZqloCoCEh/58+fPmD17NnQ6HZycnNCpUyeMHTsWWq0WwcHBPFeNGjXC1atX2f0XBAELFizApUuXcOnSJXTt2hX169fHx48fYWRkhMDAQBgMBiQmJiIxMZEobliyZAnHhXZ2dtBqtWjXrh2X+ZGKYcOGDREYGMgt9gDg4cOHTFCJjIzkVo80SFOIUjWiKKJhw4YYNGgQ/79Tp05YunQp00gpVqWNS57eP3mrP8zG/Hf8O/4dxeOHiDFtbGxELy8v5Obmcgs8QtUAcLykUqlYDn/YsGEIDAwEIFmg0NBQ+Pn54ePHj6xTc+PGDeY01qhRA0+ePIFKpeJ6RD8/P9y8eRN9+/ZFSkoKRFFEQUEBsrOzAUiKaRRzpKamwtnZmS0lWYS0tDT4+Pigdu3afErK0UxRFNG/f388ffoUcXFx0Ov1ePLkCcexVBHz4cMH5Obmcg/J48ePIyYmBoAk/BQXF4cFCxZgzJgxKF26tIIgvnTpUgWAcuDAAfj4+LBcBsVZJ0+ehKWlJSZMmIDdu3fj/v37cHZ25jkEJFd04sSJGD16NCwtLRl9DgkJga+vL7vuMTExGDNmjELEasCAAShXrhwWLlyITZs2KbpBi6KIyZMnw9HREcuXL4e1tTUsLS1hYmLCpWGkNvf582dORQhCsdIe5ZMJCBQEgXt5AsVKhQaDAQcPHsSIESOQkZHBaDVQrEdMlDpRlGRn6DsoHz58+HCsX78eWq0WX758YWFsInMUFRVhzJgxWLZsGQwGSQ2P6nxpfcjrMEVR5PlYs2YNh0H/Nc2f/x/D2tpa9PDwgEaj4RziwoULERERgYEDB8LY2JhdW1pAZ8+ehb+/P968eQM/Pz/s27cPR48eRZs2bRjtJD/fYDDA29sbFy9eZHAJkHJSpAU0ZMgQzJ07F9WqVVNsKgAsp6hSqbB582YEBARwVcaVK1fw4cMH+Pn5ITY2Fi9evECFChW4dKywsBBBQUGoUqUKHxJy9pGNjQ2SkpKQlZWF3NxcdsG/JeJHRkbCzc2N3WhjY2NOE1SpUgUVKlSAkZERUlNTodVq4eHhwUyT9u3bw9jYGMHBwVi2bBnMzMzg5eWFgwcPKnK6Hz9+5EX68eNH5OXlKSptKCdYWFiI58+fM+MKKG4V+Pz5c1SuXBk///wz4uLiWMGcYjETExOULFmSN2alSpVYcZ5SKPn5+di2bRv69OnDfVwAqVDawcGBY0tPT09FQ2GVSoUVK1Zg1KhRsLOzw8CBAzF06FDUqFGDK0gSEhLg4eHBxc2CIKB169bMS37x4gWvMXd3d1y7do1Lweg7CLkn0oJKpUKPHj041l63bh0XI3Tu3BmHDx/G+vXrOSdKeIJWq8XRo0d/7I3ZqlUrRVV+kyZNcOPGDUWlu1x4acyYMbh79y5u3brFv/fbb7/h6NGj/KAJraT25Gq1GjVr1kRKSgoAadNkZmaidOnSePToEQ4fPszJYkA6gR0cHPD69WtFtb4cOXzw4AFcXV1RUFAACwsLbNq0CZ06dUKFChUASCe0m5sb1q5di9DQUOzcuZPBF0BC+bKysvDp0yfWcqVYl/RSKeaj016uVABIC9rc3Bzv3r1DSEgIgoODOe0BgK2ppaUlDAYDNm3ahPHjxyuQxMLCQnTo0AGxsbEoKCjA9OnTFU1f58+fj3HjxiEhIQHVqlVDYWEhCgsLOf9Hm5Yof2q1Grt372amlr29PQoLC2FhYYGpU6di586dsLCwwOTJk7Ft2za+TzpIqaRszZo1CjE2OiAJtaa0BSC1tB87diyMjY2ZpaRSqXD79m32tDQaDT59+gRjY2MGyAjtBYCIiAguiq5UqRKeP3+OgoIC9izS0tKgVqsxZ84ceHp6wsXFBc2aNcOZM2cUhQ7yEj/Kc9NciqIIFxcXzJkzB0ZGRj8uKgsUB9MUIF+7dk1RXbBmzRpG5QiRvHr1Kk9qUVERwsLC8O7dO2zfvh3bt2+Hq6srdDodjh07BmdnZwiCgMTEROTk5CAnJwfBwcFwdHSEXq/HypUrMXXqVO6NAkiaQ+/evUNCQgKqVKkCtVqNBw8eKPJ3devWxY0bN2BpaQm9Xo+6deuiQoUKSE1NRWpqKjQaDdLS0nD8+HGEh4fDyMhIUdGRkJAAg8HAyuz79++HpaUlnjx5olAhIPc6JCSEwS36c//+fXh6eqJs2bJwdnZWNJ2lk1mr1SInJwfZ2dnw8/NDjRo1kJWVxeBMYWEhDh48iLy8PAV9kH533Lhx0Ol0OHjwIKdUCgsLOVdK71uwYAFb4aCgINja2rIEB1nEW7duoaCgAEePHsWaNWv4mb5+/RqmpqaYNGkSNBoNNm3aBLVazYgo5VlnzpzJqa+CggIFj3f27NkoKiriTalSqeDm5oadO3di586dyM/Ph7GxMTOvRLFY4BsAevbsiXLlyuH9+/d4/vw5F8TT83R3d4der8enT59Qo0YNpKWlMVjUoEEDNGgg7TELCwsFMWX69OkM+Oj1ety7d4+7p//V+F9ZTEESdO4CIFP8KkUpCEIpSL1LnCGJbnmLovhRkPyKNQA8AeQBGCyK4u1/+nxjY2Oxbdu2KF26NG8MjUaDyZMnw2Aw4O3btzh48CAiIyO5GatGo0FCQgIaN27M8Pq5c+fQunVrdiMtLS0RFhbGliU5OZmtG00ePRwLCwuGy4me1bBhQz6hd+zYAV9fXxQVFeHYsWMsP0K5UIqB9Xo93r59y5uva9euzD6ZMGECdDodGjdujMOHDwOQyAVPnjxBQkICu1eAxAUmMWYzMzN+oHL3mtTNqUyKCsJ3796NvXv3slyisbExfvrpJzx48ICRbHkMRINykEVFRejduzeTJYDi4l6tVouAgAAsXbpUwaWlfPCmTZvQsWNH1KpVS7How8LCcOPGDTRq1AhGRkYoUaIE9u3bh/Hjx3PemWhwERERXJZFiDkgHc5HjhxBTEwMSpYsia5duyIyMpKtdkFBAerVq4eEhASo1Wr8/vvv2L59u2KtkbRoUVER9u/fj549e8La2ppbPXh4eODcuXMKeRGDwcCpk6pVq+Lp06f4/PkzDAYDF97Lc9evX79GhQoV2MMrLCzEpUuXuHQsMjISAQEB2LhxI2JjY//vrqwgCB4AcgH8KduYywBkiaK4RBCEKQBsRFGcLAiCJ4CRkDZmYwBrRFFs/E+fX7JkSZGaecr5koDkThYUFGDz5s2wsLDgIJxOoz/++IPlKOgP6bc8e/YMtWrVwrNnz6BWqxEYGIjo6Gh+CGRphw8fjuDgYGg0GsXilzNYvt4z8vPzFW5kSEgI/P39OR0ir7ig+8jKyuJ6zdu3b8PJyYktYHZ2Nj5+/Ijs7GwEBgZi/PjxrDtK39urVy9cvXoV6enp6NOnD0uw0AF04sQJdOzYETY2NggJCYGrqyszdwCJDkfunDxhX1BQoKAvAlKfltmzZ/OCJNHotLQ0JtaTtSRrRddK5Au5ir68QohcR9JxLVmyJEqUKKFQc9+7dy8CAgJw/PhxdO3aFYIgcHxIB4GcKC+KxY2HdDodrl+/DgcHB9SoUYOfxZcvX7iah/ixcrpjUFAQtmzZAkAKTeTPcN68eRg3bhzH69TR/MuXLxynU/qDfufDhw+wsrLie87Pz8eWLVvYQsplXv6jjfl10pwhE28WBOERgFaiKL4RJC3Z86IougiCsOnrv8O/fd/ffXbJkiXFn3/+WZEoB5TtsqkiQl5ZT9YMkACQt2/fol27doxm0oQNGTIEkZGRClf567XB1NQUeXl5iniFPvPevXuoW7cu2rVrh/v37yuI5q2+qn/HxcVBpVIxufrEiRP45ZdfWJCrT58+TPVLSUmBnZ0dbty4weTu/Px8LFiw4Ds5jNatW3MHaFrctCgDAgLw888/o1+/fgDA6vBlypThjWFkZMSWiBQaxo8fz3lQ+eEBFANder0k+Ozr64vKlSvzfFOhd2FhIfbv388VFfJnQd9Lh6b8ULt79y7Kli0LOzs7qFRSh2cbGxvcvHkTycnJACQivZ2dHedcly9frrColJukw5S6ldEhmZ+fzzG6qakp9Ho9Ro8ejeDgYL4OOng3btyIIUOGQKPRYNKkSeyOGgwGNG/eHGfOnEGZMmVgb2+PpKQkBffZYJA6SKvVaowePRqrV69WHBAGgwGjRo1iQTWdToehQ4dy8yRfX180a9YMFy5cwIkTJ/6/x5gOtNm+/k1iro6QtGZppH392b/j3/Hv+F+O/8RiZouiaC17/aMoijaCIBwFsFgUxctff34GwCRRFG9983ncu8TU1NS9ffv2mDZtGvvh8nIfoLg/h/x6e/XqxS3PyJUkgAgoRhpPnz6N5s2bIzs7G2/fvmVXMTk5mS3CtGnTsGzZMqhUKm7T4OLigsmTJ2PdunUs+ksWV85wIbmRcuXKYdKkSQgMDGRE1NjYGAMGDMCRI0dQUFCAvLw85OXlsSv72b0TOgAAIABJREFU4cMHZGdnIzc3F4DkJUyePBlRUVF49uwZfwfNiZeXF6KiohRsFI1Gg0uXLmHevHnIz89HWloawsPD2eJGRER851qqVMVNc4BiS/Dq1SvY29tzpQnlQt+8eYOhQ4cyoLRixQoIgsBdsq5evYpTp04hMjISTZo0QWZmJt68ecP3Se0sRFHSXypZsiS76ORyU7xO90Q/k0vB/P7777hz5w7q1auHkJAQqNVqJo6fPXsWZcqUgZmZGcuEmpqaoqioiEuy5FIwgOSF0PfTdxQUFHBqjtpuyNYtioqKsGvXLvTv318R85MX0qxZM1y6dIlFzY4ePYquXbvyXFAIJQjCf8Vivv3qwuLr39RRJQ1ABdn7ykNqOqQYoihuFkWxgSiKDSg2lIstOzo6YsOGDYo8m1xzxt3dnTcluaBXr17l16nS5PLlyyhRogQePnyIV69eoaioCM+fP8fz588RExMDtVoNc3NzbNy4EdevX4coiqhTpw7q1KkDlUqF1atX4+LFi9DpdLh48SLHN/SHYhO1Wo3MzExMnjwZdnZ2THVTq9VcRAwUx40Uf0RHR8vnBAaDAbGxsXj27JmCqP11njmupJwnIZM+Pj548uQJjhw5gi9fvsDb2xs//fQTfvrpJzx9+hRFRUWceyO39M6dO/jy5Qu+fPnCMePNmzdRWFgIX19f3uRpaWnIz8+HtbU1WrdurajOcXJygpOTE/r378+9W27duoX09HQAUp7WxsYGnp6efM/05/Tp09i+fft3pHQbGxvodDrk5uZCFCVtn8zMTIiiiIiICDx+/Bhbt27l3DZVdYSFhSE2NhYWFhas1wQAN2/exObNm7F582YAEq1TEASQljEgyVLGx8fzehIEARRe6fV69OnTh/OpxsbGGDhwIA4cOMC83efPnzPtLzo6WpEaoWoouk5Cdf9p/CcWczmADzLwp5QoipMEQegM4A8Ugz9rRVFs9E+fbW1tLfbu3RtZWVnfkX3VajUr0VlYWLBW6osXLzBmzBhotVp+aBRX0SYwMzNTxFKtWrXChQsXOGYJCQnB8uXL8erVK3Tp0gVHjhyBSqWCubk5AAmYoc/t1KkT1q9fDycnJ6SmprJygr+/P4YMGYKWLVsyz1Su3Na1a1cmbWu1Wqxfvx59+vRRWMysrCy4u7sjOTkZmZmZbPmpnOvChQt86NCGkBdSh4eHo2/fvjh58iR69erFBcnyKho5txeQTnVqDAtIXGW5ILGcUACA0VpKlbi6uiIxMZEtG7U3J81augf6fLr21atXo1evXnB3d8f79+/h5ubG17ly5UqcPn0asbGxMDExQWFhIc6dO8e50KtXr6Jz585o0aIF4wiFhYVcgEx5bzlBRKVSwdLSkj2jOnXq4Pr16xAEAdHR0ejZsyfCwsI4XidmEWEPgiB1LSd0t0yZMrh69SoaNGgAnU6HO3fuMNBEc6tSqdCmTRscP35cQW6ntUiliqIo4uTJk/8RKhsOoBUAOwBvAcwGcBDAPgBOAF4C+FUUxayv6ZJgAB0hpUt8RVG8+U+f7+zsLFJgTEMO/Oj1Ut/ERYsW8c3Lc0Ryl5eI64AEJtApSewdAJxGcHd3x9WrV+Hh4QETExNcv34d7u7uvEAzMjIUbhQllnv06MFgwe7du6FSqWBiYoI5c+ZgyZIl0Gg0rPbepk0bRblPYWEh8vLy+MS0sbHBtWvX8PnzZwUZXo6eli5dGu/evcPevXvRq1cvRVsFQGr1fvz4cU4zpKWloU6dOhg2bBjfx86dO+Hk5AS1Wg0rKyt8/vwZFhYWjHjq9XrUrl0b9+/fh8Fg4IQ4XTuhsV++fEFBQQG6dOmCQ4cOsZtnbm4OS0tLmJmZoV27drhy5QoEQWB3ulmzZnxgli9fHuvWrcP06dNhYWGhAP3i4+OxevVqhIWFcWqHvoMULVatWoVx48ZxePHlyxd+xi4uLszikRPs5QAaMZvKlCnDTCy6TzqMtm3bhhUrVmDJkiXo06cPkyAGDhwIrVbLfTVpbgwGAze7rVChAru8LVu2xNmzZ+Hl5cWlZwaDAenp6ahZsyYiIiJ+XOZPyZIlRQ8PD/j7+/ME0MKkuIMkI6jt2+XLl6HT6TBt2jSo1Wq8ffuWm+3I0wTEW6RynszMTM4x0mfL4X2guF5Oq9XywiC2j3zjAMUSl/IazY4dO+LUqVMAgJ9++gmNGjXiRHphYSFiY2Ph7u4OQFJRz8zMRG5uLt69e4eyZct+h2gC4EJja2trhVtK10nehZGRERITE9G0aVNmF+n1erRp0wb37t1jhhANsiS0iO/cuYOAgAAkJSUhJyeH54IS86ampnj8+DEOHz4MOzs7rFy5EoBUKG5qaopbt25x3ejNmzfx/PlzAJL0S6VKlfDnn3/iyJEjsLa2RsmSJeHs7Mx8XMIHyNLR86d5bdu2La5fvw6VSpKM8fPzw/bt2zmfm5aWhi9fvjAeQS0gBEFAz549AUh1o4TmN2zYEI6OjkyaoHkuKirC0KFDsXXrVqhUKqSmpqJixYr8ul6vZ8ZY+/btWSOJUikHDx7E4cOHmTiSlJSkUKQApM7bw4YNw+nTp3/sjblq1SpERkbyzygJTCkPSgOQfMPFixcxfPhw1md59OgRSpUqBQcHBxb31Wg0ePfuHf7880/07t2bN6AcWDh+/Dg3qAGUDWGLiooQHR0NPz8/6PV6bNu2DX5+fkxwBiR2y6RJk7B+/XpWkl+xYgW7oUT6JuCIYjk65XNycpCZmYmsrCwA4JpIQRCY6CC3NhRT5ubmsgr66tWrERMTg65du0Kj0cDNzQ3169fHkSNHAAC1atVCSkoKZs2aBX9/f7i4uDCtjT6X0gcqlYotqU6nY8vfpEkTBZmAnglZXHt7exgZGcHc3Bw6nY5BIxqU6tm/fz/Gjx+PevXqoWPHjiwfAhQfdiSo5ufnh5CQEIWgF6VC6GeFhYW8aR4+fIjc3FxoNBp2gSdPnsxkCEAKZy5evAigWNyLOMwAMHv2bISEhCAzM5NTZ9HR0Rzbkwt8+vRpPpS0Wi0cHBw4PJk9ezbGjBnD+VLyNmj+cnJymCl25syZH3djVqlSRSSkVD42bNgAc3NzDBkyhHmttOkApVUdOnQotm/frmiRTrECoWAGgwF3795lCUy5poxcmIsWK/UaoUH0P/mCpkQ+MWkonqN5zczM5CoNKysrjBo1CvPnz2drl5ubi6ysLLx7947VFWgBykEfQRCQnJyMkSNHIjw8HLm5uYiIiAAArsgnSyO/d0CKtSn+ldMJDQYD1xeam5tDpVKhVKlSyM7OhsFgQLdu3ViMS6/XY//+/fD19WUEMisri2NtQNIWqlWrFtzd3ZGYmKiI7y9cuMBqfaVLl4alpSVbYEJ2qeKGuqnpdDqMGDGCvQt/f38YGxuzur2lpSV7D/R7+fn5uHnzJrZu3Yrdu3dzTpQUCkhGhIbBYMC1a9d4Uzk4OKBWrVp8jxEREfDw8OD7pD4mNI8U8ycmJnIjoeXLl+PFixdYtWoVYwHysCA0NBSDBw+GKIp/i8r+EBuzRIkSYvPmzXH58mVumkO9NSpXrsyFwMOHD2c3lKq/yQJeunQJbdu2hV6v5+R+qVKlIIoiunbtyqefXq/nVIYoimjdujWCgoJQv359tgK0uCmuHDduHJYvX85WpmTJkhzHODk58UIn98fY2JgX06VLl/D582eMGDEC69evZ+mQy5cv8/2XKVMGGRkZzCqi8i2SSWzXrh2OHTsGT09PTJkyBVOnTmUpEkCKQdPS0rB3716sXLkSjRo1woYNGxRCWBYWFujXrx+io6MVbBz696hRozB16lRUrFiRN4U8JTNr1iysX78etra2ePv2rQJ1pLmiz6N5lrOoAMkL6tmzJ+7du8fgFFHwAIkk4u7ujpCQEIwdOxYtWrRgLSEaRIc0NTXFhw8fcPToUSZnyMXZCGuoX78+rl69ir179wKQ5EdevXqFTZs2YdCgQWjTpg0uXLjA19mwYUNcv36dZUbt7e3Rpk0bnDlzBoDUdIjSM3SfixYtwsSJE7ni6M6dO9DpdFi9ejUWLVoECwsL3Lt3j112wjBUKtV/JV3y7/h3/Dv+S+OHsZjVq1dHYmIiW5oyZcrA29sb9evXx9ixYxXcTxp0OsfHx8PY2Bj+/v5ITEzE1atXAUjiTqampjh+/DjatGkDg0GSmiTwo3z58oxAnjx5Elu2bMHJkycVPF29Xg8TExN07NgRJ06c4J8RxE/xEFlXtVqNunXr4tChQwCAihUrKsjM+fn5KCws5K7XmZmZKCgoQGJiIqZOnYopU6ZwvSXFUfLCbLJkZ86cYYpXs2bNWNDK1NQUvr6+2LBhA/8OWQ9zc3N07doVgwYNQt++fRXcZLmL+9tvv+HgwYPccAmQXF265wkTJmDWrFkKlx4A545fvXrFiDcNMzMzlC5dGnZ2doySmpiYoF+/fqwndPPmTb6GiRMnYu3atWjbti2OHj0KQLLOhGiXKVMGFhYW0Gg07DnodDruhUL9MP39/REaGqrgxpL3FBcXBw8PD5iZmbFLT4LbcllNuRsqd8/Jg5o4cSIGDBjANZs6nY47XxPX29TUlK9TntM+fvz4j+vKWllZiU2aNEHfvn25zIZQ2LS0NJQrV06RiwOKVdLlyncmJiYKruuqVauQnZ2NxYsXM/xPnFtAmqBy5cohIyMDZmZmsLKyUhS8yskE586dQ4cOHRAfH4969eopclaDBg3Crl27GKiSL/gbN26gSpUqsLCwYOCH/gakbl9Tp07F+/fv8f79e+zYsQP9+/eHkZERx1w7duxA586dFQwgeWxFlQ0ajYY7TOl0Ol7wVERNmz0/Px9WVlYIDw9nN1BeC0uxKrlcADg3uXTpUty+fRtnz57FgwcPFIpwcoCKNi1V8Hh6eiI6OhqBgYEICwtDgwYNOD0k7zgmiiJSU1OxcuVKFjIjDiq5xsHBwZg1axZX49CmksfldNAQ6EKb5uHDh4iOjmZCuVxNApDaCRIhICIiAjdv3kRoaCjS0tL4+r4NBWgTk3LGunXrUKVKFbx//x5t2rTBsWPHcObMGc6PN2zYkCuSfugY08HBQVSpVIiIiGAZ+dTUVAQHB8PV1RVAcd6SrIj8pI+Ojoa3tzfs7e2RlZXFr9nY2ODjx49IT09HuXLlFIwdoFiyRM46odwZALYQzs7OePbsGURRZGlEepgvX76EWq1GjRo1+D1yWiAJTBUVFaFevXq4dOkSCgoKGM1UqyVF70+fPuHdu3dYunQpBg0apLhXqtxXq9XIzs7mZL48P6pWq9GsWTPEx8cjMzMTTk5OChHj/Px8CILAB9ihQ4fQu3dvnou8vDzY29sjLy8PPXv2RExMDBo1asS0QHnXM2K7kHg0IFl+2oyRkZEwNTWFt7c3p2xsbGwYTZUr4NFzAIrj1OTkZNSrV4+/l5DhUqVKwdXVFSqVig8i8oKAYuYUod8kQSKndwYFBWHnzp1MuyRE9ttD5f3797C2tubP/Ja0IFehEEURbm5uLI1C1/DtM6J/UzPdu3fvIjMz88eNMfPy8lCzZk3Mnz+fH/ypU6dQo0aN70CIN2/e4M2bNwzqAEDv3r3ZJRUEAUuWLMGSJUu4vIukKWvXrg1BEGBtbQ1ra2totVqsW7eOPz8qKgrr1q3ja0hOTobBYMDz58+hVktK57dv38bhw4fx6tUrvHr1CrVr18b+/fvx7NkzRujknFpi7ABSLpCkU8zNzZkKSGmHsLAwjB8/Hvb29ujZsyeSk5ORnJwMc3NzLhamCpuYmBgWYzY3N4eZmRk8PDxYUPjcuXMoXbo0SpcuDUdHRzg6OsLGxgZ16tRB586d0b17d5QoUYIX2U8//cQI5tGjR2FhYYEzZ84wQCPfUGTlFi5cyNxfKysrWFtbo1SpUhg6dCiGDh0KR0dHltgksMdgMKBu3boKYIg2jyiKcHR0xKJFi+Dn58e52rZt26Jt27Zwd3fHnj170Lx5cy6nk6PktAa2bNkCExMTToXQ4VdYWIhRo0YhPj4e/fv3Z+CQAD+VSoVdu3axJ0U/8/HxYWqhwWBAhw4dFAeLIAgs+kz3RCWJtLHpb4PBgJUrV3KR/d+NH8JiWllZic+fP0ffvn0Vroictyhvykqv00k4YcIErFq1Cj169OCkMiAVvY4fP54ZQjt27MDgwYOZgeHr68uFrmPGjMHs2bO5LAmQJvdbvSFK/lPaplu3bjh06BACAwMxZcoUiKKItLQ0bsNOrphOp0Pr1q0xaNAgdO3aVVFmRW0JaPPNmzcPQ4cO5Vzn0qVL0aNHD1SoUAE2NjaM2spjILksh42NjSLtQyd3QUEBdDod5ygBcCHznj17eI5JqkReq0l0R1EU0ahRI6xcuRLVqlXj7zAyMkL//v1x8uRJZGVlcZ2lXBaFwo68vDwsXLgQK1as4LYHgKSfu2nTJly/fh0tWrTArl27MHDgQP4MSkO1atUK58+fh0ajwdChQzmnXFRUhNOnT6NNmzZISEjArl270K5dO7Rv3x4TJ04EIKUyKESRp7/Iml2/fh3169eHr68v7t27h/j4eFSvXp2bGRNf1tPTE5aWlkhOTkZCQgJEUfwuz0uWmORTHzx4AACoUaMGP/sfOo9pZWUlnjt3DpMmTeKC1uzsbLRs2ZKbkdKioQVPCXmKU2gTDx8+nGl4zZo1w5UrVwBIigDU8Zdcn1GjRuHgwYN49+4d2rVrBxsbG0RGRvJCWLt2LSZOnKg4lXU6HcebANC8eXOukKDXKX4AisEGSpPQw6Pkf4cOHXhzEl1szZo1GDp0KMuNNGrUCN26dVO4T3q9nuOepk2bokyZMrhz5w53hHZ2dlaQJkgJQP5dlNsFpIPu6NGj8Pb2hoeHB+7evYstW7YoGv7k5ubC2toanp6eCAsLQ35+Pktp0HcbGxtj5MiR2LBhA9RqNcewubm5DIhRPlUURaSnp8P5q56OSqWCq6srk0gAqUETqb2XLVuWqZCJiYlYvnw5du/ezffp4+ODzZs3Q6fTYdiwYdi0aROMjIwwbNgw1mu6ffs2GjRowNaV3HMSNqtRowbq1q2LBw8esJVzdnbm77137x727t2Lu3fvKtxkubv7rfsqd7HpPurUqQMLCwsEBgb+2BvTzc0NpqamePr0KQBg69atiIqKwtOnTzneImsFSA+3XLly2LNnD9zc3GBnZwdAkp0nQIJk/eXJdznVjRbItWvXmAhNxdP0+pUrV9C2bVuWUwSAxYsXs1WOjY1ll5oWb9myZdna5eXlMfODXFyguMOxt7c33r9/D1tbW36QdnZ2SEpK4pxtXl4e0+Xc3d3x+fNnRVxE1tzIyAidO3fG9evXFX1V5HGSTqdDTk4Ol6rJUca+fftyfEgCXlQQTt255GR2eRMoEm0mK1uqVCl8+vSJD6Bu3bph5cqVmDhxIh4+fIj79+9jxIgRyM7OVlAP6d+hoaHw9/dXgEPUJqJu3bq8Mb4FBKlYum/fvhg5ciRatmyJ2bNnMxPLYDCgb9++iIiIwLx58zB9+nSuTpLPZXp6OsqUKcM/lx9yNPfkKhPRgIxKu3btsHXrVp738ePHY/HixQoEe+TIkQgKCsK5c+d+3Bjz3/Hv+Hcoxw9hMS0tLcXs7Gx4enp+F2Pm5uYiOjoa/v7+CAgI4D6HgiAgLCwMgwcPZkt65coVNGvWDLdvS9pf+fn5uHHjBsaPH68oFKbTj1xaKysrZGVlIS8vD9bW1lxS9Ouvv0IQBFhaWkIURRQWFmLq1Kn46aefWAMmNDRUIalIfzp16gRAqmTZv38/xo4di4MHD7KrS6f87NmzMXv2bI4DKTb5+PEjx8JDhgyBhYUFzp49Czc3N9y9exd5eXmMWMtzqKampnB2doaTkxPu37/P9ykIAm7duoX69eujoKAAtra2mDdvHkP85H4vX74c06dPR82aNZmoDUgizK1bt0ZsbCxbzd27d2P+/PkAJPQ0ISFBQSeUV8s0btwYN27c4Hki9FpeigZIVnvv3r0QBAF//PGHgsFkbGyM0NBQDBkyhK0PWU9A8nA6deqEEydO8DyLoiQVSeWCGo1GIZaWlJSEypUrKyqZKDQir0B+jRQCkOcGSOmo5s2bc2kYeWcUKlA6RY7skpX9O4v5Q2zMsmXLilWrVlUoZhNpnVj5w4cPx59//skTKM+BCYKApk2b4tq1awpo3MjICHZ2dvDw8EB4eLgCvAEk9yQuLg6tWrWCXq/H9u3b4efnx+6YqakpWrRogfj4eCxYsACzZs3iujtaLJaWlrCxscGbN29QUFAAtVqNV69e4Y8//gAg5SCpIn7FihUYO3YsPxRAanrj6Oio2NTfUtkoZyuPc+XwO4EYBNAQEZ6u0cjICB06dMCKFStw/fp19O7dm/O68gXu5eWFOXPmwGAw4Pz58+jduzdXboiiiB49emD37t2cGzx06BBCQ0MBSBxSuo63b9/Czc0NHz584Cqby5cvY/78+YiPj0eDBg34vWq1mmPMEydOwMXFhcMN4kFTWGBnZ8eL3sTEBN27d8ehQ4cU5IEpU6ZgyZIlPFfyuB6QNndWVhbmzp3LKgcbNmzguZRzYNPT01G6dGn88ssvTMmjz0tISOB85KNHj1ClShWuLqlXrx6CgoKQlZWFoqIiRXE4IMXbFhYWePnyJR49evTjurJy//3du3d49+4dnzC0ieiU/JZtAkiLhjRmBUHgqnoSlurdu7diU9avX5+5sZ8+feKN4OPjwydiUVERZsyYgQsXLrAA8rZt2xhap3TI58+fkZycrGCM2NnZoWrVqqhatSoyMjKg0+lw5coVjBs3DgD4BBVFERUqVMCiRYsU90MLkhZn27ZtWRmAFma3bt34OuXEAPps2uBEPg8NDUX9+vVZYuPSpUtIS0vjdEjz5s2RlJTE7f2omxV9B1WG0KYpUaIEPD09uf/l3r17+Z7Kli0LPz8/CIKADh06oEOHDpg7dy68vLx4U9Jho9frOZ1DKvgEUJEVJzUIsoIWFhbYuXMnYmJiOD6kXC7dHx3YKpUKr1694oOqbNmysLGxQXx8PNavX48rV67A29ubObYLFy5EVFQUZs6cCVtbW2g0Gpw9e1ZBGgHAoJfBYEDVqlV5HavVasyfP58LAQDgl19+gSAIiIiIQEREBCvokeLjX40fwmJaWlqKxKahRWZpacmlOlOmTMHSpUthamqKIUOGAFC6kEAxmZ0WLQAcPnyYK+7lqnHydAgNclWB4hpFOzs7RR9KStcQKwkAhg8fzvS3hw8fwtHRUVHiQ5IkaWlp6Nmz53eorYODA96+fYuPHz9i5MiRWLNmDbvOTZo0ASBV7hOtD5BqPG/fvs3XKQgCmjRpgtu3byM8PByBgYEwMTHhGsTY2Fjo9Xps3boVly5dwoYNGxRoLACcPHkSKpUKLVq0YMqhubk5FxVQGunnn3/GhQsX8OXLF1SqVAmPHz8GUMySEgSp5cCVK1eg0WhYB/jhw4d49OiRYnF/C8bJQbqOHTvizJkzMDIy4gLkihUrwsnJCS9fvoRGo0FAQADCw8PRpk0bvgcid0yYMIGlavr06cNgW1hYGPr06cPvoyJzsuy//PILRFGEg4MDoqKiULt2bZQoUYKfZ0FBARfXE+tHTt+j+6hRowaePn3KVSvyQZY8JCQEtWrV+nFdWUtLS9HU1BQ1a9ZU9B0RBAEvXrxApUqVsHLlSkyfPl2Rx6xVqxajuICU/qBUCb2Hkv4qlQrLly/nwmqgmGtL+T9ra2vY2dkxkli7dm0MHDgQFhYWiIqKQl5enqJ8CpAg+t27d0On0+HVq1fw9PTE+fPn+UGGhoaiX79+CpqawSBJUAJS4a7czaEFU1hYqKCq0QJ48uQJqlevDpVKxUjj7NmzGRVVq9XIyspC6dKlWSLzt99+Q1BQELuCALjAl4aRkREGDhyIzZs3czhgZmamKCP7/Pmzor/IxYsXufWA3C2W55zpcKFqGqItli9fHhkZGXj06BHzcTds2KDoN0nhDLGkrK2t+QAYPHgwd6OmNMzMmTNRvnx5dqvlsSwNmmtq5SAPB2ieAam+1M/PD4sWLYJOp0P9+vUBSOVrRkZGGDJkCEJDQ6HVarFp0yb8/vvvirzxp0+fYG5uDq1Wi8+fP8Pd3Z0xg7t376JRo0aoVKnSj43KGgwG1KxZEyqVCvfu3cO9e/eQnp4OvV6PSpUqQRAEzJs3T+GerVix4jtNm/Xr1+Pw4cNYtmwZ551evHjBm3zKlCnfucOiKPXe1Gg0CAsLw9OnT1G9enVUr14dvXr1wv79+7Fr1y7k5ORw5bper0ffvn3Rt29fbNu2DVFRUTAxMYGtrS0uXLiA1NRU3khbtmyBTqdDUlISdDodUlNToVKpcPbsWZw9e5YXT7169SCKIo4dO6YAhwAJkKDOZlWrVoWzszMMBgM3lZVT3ARBQIUKFWBtbY3w8HCEh4cjJiYGTk5OmDJlCgIDA1m5TR7nvX79Gjt27IBGo8HVq1eZlEELef369TA1NcX8+fOZvdOyZUuMHTsWY8eO5Wt2cHBQHIjXrl3jgm+i25UoUQIvX76ETqdDtWrV2B3esmULfx/N26NHj3hN6PV6NGzYEDt27MCaNWug1+uRm5vLbLD4+HgcOXIEpqam8PT0ROfOnTFo0CB2i+XPfd26dQDwnYtK4cP79++xaNEifPr0iUnpcXFx6NevH6ysrODs7MxxOglxyQ/YmjVrIj4+HiNHjoSFhQXCw8Ph5uYGNzc3dO/eHebm5hy//9X4ISymk5OTSBtQjtC9fPkSVatWZY2Xb3OQRKciC6bVajFgwACFEkKPHj2wb98+nnA504Qeinxhy/mNtHA1Gg3u37+PSpUqMbFbbrlpE2ZnZzMyLHdlCbC5c+cO1q5di+3btzNKePLkSezbtw916tTBxo0bUb58eeYL04Jp0aKv13JqAAAgAElEQVQFzp49i2XLlmHixInQarVo0aIFL3hiRk2dOhUeHh44evQo9uzZw+3pqLUh5VONjIyYR3vy5EkAEpNlyJAh2LhxI99/jx492HswMTFBly5dEBkZqUigf9vqntg9hGxSYyRTU1OsWrWKWxXKq1nk1DaNRoOKFSvygVqxYkWunKlbt67CCpLQtRwcomtp0qQJunTpwj1MaEOS0gDF42PHjsWqVau+wy2o6a2ZmRnS09MZBxg3bhxEUUS7du2wdu1aVK5cGQ8ePECtWrUUIJMoiujZsydu3ryJkiVLYv369Zwrr1ixIvOq/05a5IewmP+Of8e/Qzn+R4sp/HVDoeUAvAAUAXgGSQkvW5AkLh8CePT116+Johj4P10EgT9AsSWSM3wITZWzVCjWEwQBAQEB2LVrF4KCgnDgwAE+mUJCQhgppdNco9GwBASBEXRit2vXDhcuXODeJ0QNI0aLWq3GiRMn0L17d46dLly4oCApb9iwgWNKoJig7enpiQMHDrClIFGxhw8f4tixY3j58iXr1jZs2BDnz59nq7p3716sW7cOgiDgzZs3sLW1hcFgYKWGvn374s2bN6hevbqiYkbu6hsZGaGwsBAZGRnc+FYOQpF2EiD15ahcuTLS0tIYMEtPT4ejoyPy8vKQnp6OFi1a4NmzZ4qSLJpL+plGo2Hwg1oA5ubmcutzQKJKtm/fXvHMyYO5efMmGjRo8LfVQPK1AEjeCzGGMjIy8Ouvv6JZs2aYPXs2r6vXr1+jXLly0Ol0DLzJraVKpYKDgwPTHeneJk+eDABYsmQJbt68CVdXV9y7dw81a9ZkD4Ge+c8//4xz584pJCuzsrI45idr3a1bN4wcOfL/Bv4If91QqD2As6Io6gRBWPr1yyYL32jP/m+HpaWlaG5uDhcXF8XGfPfuHcqUKQOVSgUnJyccPHiQy4EWL16MuXPn8qQaGxujXLlyTDcDJJGqW7duYcuWLVCr1cjNzUXJkiX5QQ8YMAARERGKh33y5Eku35k7dy7zdGnR9u/fn1MDwPe8SKLe0XUdPXoUHTt25JQMLV55jDtq1CjuA/nw4UN069YNjx8/Zpf78OHD6NixI9MNFy9eDJ1Ox6mBP//8E2FhYdiwYQOSk5MhCAJycnIYrXz48CHOnDmDVq1aYeHChejevTsGDx6M+Ph4/o4dO3bAx8cHX758YR3d2NhYRSculUrF95eTkwNjY2OWyyhdujQMBgOOHTvG+V+6P3qegES1pG7hdNjSa3LCAYUVRNAHJF5yfHy8osABUIYVRIssUaIEzM3NkZOTo3jvtyAPHaq0abKysrBnzx7069dPkVOWH2BarRYpKSkoX768wljQZ9NhrNFoFOuDBn1uVFQUSpYs+R/pyjrjbzacIAg9APQWRbH//3Vjuri4iPb29jyxss9ma0lVHDTBw4YNw8aNGyGKkprazp07ufxpw4YNACQ+It2fHIqnxrRBQUH45ZdfsHXrVtZxIdQPkICWx48fIzAwEMHBwbC3t8eDBw/g7+/PzB86FeVoakFBAbNR6tSpo7D2+/btg7e393fXRafoqFGjEBwczIQGGvRgCaonyJ3mydjYmNFNtVqNFy9ewM3Njf9P7eVI0W3//v1o06YNb0w68akaRqvVYtq0adixYwcAacEuXrwYkydP5twmiWTT9cnBudDQUPj4+LDqhCAI6Ny5M6Kjo/m65flXoBh4oY0HAJ06deLkfrdu3XD48GGFqNjz58/ZwyEPShAEzJo1i/mpgwYNwtatW/m7DAYDWrVqhQ4dOmDw4MEoU6YMf9+hQ4e4UJrkS6lVIj1vY2NjDBkyBPb29hg4cCDMzMxgaWnJHaM3btwIg8GAFi1a4PLly/z8a9euDQAsVKbX63H+/Pn/2sY8DCBCFMXdX9/3AMBjADkAZoiieOlvPpN7lxgbG7uT+0mbwmAwYM+ePRg4cCCWLl2KmTNnKk4+mqTatWsjKSkJarWa1QJoAr5+z3fpCHnukyzX6NGjsXHjRq4UAIqh/aioKPTo0YNb0hHqCBS3OCfQiAgGpB6gUqkUKgxAcZ4UAPz8/LB582aUKFECTZs2xbFjxyAIArp27Ypjx44BkBbTjRs3cO/ePdjb26Nbt25MGaPXVSoVC1S9fPkSrVu35uu9du0a6tevr3h/gwYNkJSUxJt/wYIFePv2LZPpyerTxqK8aHh4uKJSQg6UnTp1Ch4eHmjYsCHi4uIwb948LF++HECxR0EAFAFrt27d4tADkGQy4+Pj0bBhQ3b3aZQqVQqfP39GSEgIg4GRkZGsRuDo6Iju3btj+/btsLe3VzQhlj/ntLQ0DBs2DNWqVYO/vz8j1HQfZmZmbGnlhoI+R868ovt//fo1HBwcAAALFy6Es7MzfvvtNwBSRYubmxt3Whs1ahQGDBiA7du3/3c2piAI0wE0ANBTFEVREAQTAJaiKH4QBMEdklp7bVEUc/7p8y0tLcW6detCpVKxXKKPjw8mTJiAoKAgrrkMCgriibK1tcWBAwfQtGlTBR2NdGAAqbQqMTER/v7+sLW1xfPnz5GamsrlX2TlyEpSPEsbqEmTJmjdujWWLVsGHx8fZr7IHwidwHTCUhUKvZ6Xlwdzc3MMHjwYM2fORLdu3XDnzh2FayR/v5xGFxsbC0ASkB4xYgSCg4MBSIsrJSWFm9/euHEDrq6uKFmyJLZs2YIRI0bA1NRUIfis1+sxbdo0zJs3D7a2tlxEToMOKUJX69Spg5s3b/LmKFu2LKpVq8aphyVLlmD8+PF83YIgwNvbGytXrkTbtm1x+/ZtBWf47Nmz0Ov1GDduHObNmwdAauQkV9cniRb5wblp0yYMHToUAJiyKY9nVariJlCurq5ISEhgN/rVq1eoWLGiwmMhilxERAT69u0Lg8GAkSNH8tx++0wBpRtaqVIlTJgwgfOWtH/UajUj1HToECnkr9xorVaLQYMGwcfH5//vxhQEYRCAQAC/iKKY9ze/dx7ABPF/aJFgaWkpurq6KnJ3u3btwowZM7Bv3z707NkTqampOH78OE+wt7e3IminMiUzMzPuYOXt7Y0FCxZwZ2qVSoWoqCjuU+Hl5YULFy7gw4cPAKTEb+PGxT126cET8COnDlI/jSNHjrB1kXNZ6dri4uLQtGlTRRqmcePGLFTl5eUFCwsLzJ07F02bNkVWVhbOnz/Ph8fXeURCQgL3C3Fzc4NKpcKNGzcASK0ezMzMMHr0aAQFBbGmLIEicXFxqF69OqysrDg0UKlUMDIyUsRalJej2lKtVstz2bt3b77+Dx8+8KYnK+zn54cdO3bAYDBg79692LdvH/bs2cPXSKLVOp0ODRs2xLVr1zB37lxMnz5d4aFQOZpaLfXHnDp1KsfKV65cYTf37NmzaNiwIfcelT+vxo0bo1SpUswEko+/ihetrKxYKEv+HlEUUblyZTx8+JALG7y8vHD58mWm5NHnyL0yupbGjRsjLi4OgiAgNDSUa1MLCgrg5uaGO3fu/Gck9m83piAIHQEEAfhZFMV3sveVhtRlWi8IQmUAlwC4iqKY9U+f7+rqKpYoUQKCIHC1Qs2aNdGnTx/eEJUrV0ZqaqoiwP76nXB2dkZQUBB8fHwU5G06qUJCQrBo0SKkpqZi7NixXPFOD0h+IspJ7s2bN8eNGzcUlpQWLumULl++HGfOnEFAQADWrl3L1yaf18LCQvTo0QOdOnVCYGCg4kChYl1RFLF37174+vqyRaD7mDNnDp48eYLdu3ejqKgInTt3xokTJ/g76J7JRb1//z6MjIxw86Z0HhI7hw4nURQxceJELFu2jAWiCgoK0K9fP4SFhQEA82RpyLmno0ePxuPHjxETE8P3PGzYMI7vLl26hObNm7P1BaTDIz4+ng8vb29vpsnRfLx58wbly5fH77//jk2bNiliTnqexHdNT09nHi09v3nz5rFrLkdqe/TowWrtQUFBEEURHz58wJw5c1hNXU7PbNSoEW7evKngHctdXTrA6LXVq1fj5MmTzECi+Ldly5Y4f/68AkOg+6Ww4MKFC/+3PKYgNRS6CsBFEIQ0QRD8ITUNsgJwShCEO4IgbPz6dg8AiYIg3AUQCSDwf9qUAJCSkgIAOHXqFGbOnImZM2dyyZUoSqVfL168YN7l1+viB2ViYsIubVBQED/8hQsX4ujRo/jjjz845iP00GAw4MSJE9i8eTPevXvHrQ3k7i0l6ClWA6SNdPr0aXh5ecHLywvnz59HzZo1GXBKSEiASqVC3bp1UbduXbx58wZlypRBTEwML97Ro0ejYsWKvFjev38PnU6HPn36ID8/n12dgoICFBQUYMmSJYiKikKTJk2QlJSEEydO8CajRaDT6TBp0iSuyMnNzYWLiwtcXFyQm5vLgBRJmAQHB6OgoABZWVnIyspC+/btsX37djx9+hT5+fnIy8vDlStXmK2i0+m4ciU4OBgxMTEwNjbG69ev8fr1a97IOp0OL1++5Dlct24d1q1bhzt37uD48ePsaURERGDmzJkwMjJCy5Yt0bJlSzg5OeHTp0/YsmULH4ZHjhxBpUqVUKlSJQwfPpypjxS+HDlyhGM+orzJD5VLly7hwIEDzLSizUSWmQjm9BkGg6TM3rhxY96Eer0eKSkpSElJ4XiepF0GDhyInJwcHDp0CK6urnB1dYWTkxMA4Pz58ywkRm4t/Tl27Bj+yShq/vaVr0MUxb5/8eNtf/PeKABR/9Nn/jv+Hf+Ofx4/BCXP0dFRTElJYRElAKhfvz67T0OHDsWVK1eQnJz8nR+fnp6OmJgYtG3bFiqVpBkjlzMkt1QehBM5ID4+HidPnkTHjh25OZAgCNxx+unTpwwckDWeNGkSdDod08Rat24NQLLEr1+/ZveN3EdKqwDFFECtVsuIa6dOnRTxp7zigu7VxMQExsbGEEVJI8fe3v474IEsPf2fBJEBCfD49OmTgghB1k1eNEDkdXlekQap+qnVanh5eWHnzp0oLCxEVJR0Dnt5eWHZsmWYNGkSSpQogfj4eLi4uCjoj/T3mjVrcOvWLRZilt+7HD2Xu4uARKTYt28f2rZti/fv36N79+5YunQp/w6p1x09ehT79+/Hb7/9pqD7AVJRfE5ODpYvX45x48ahRYsWuHTpEn/GwoULMWvWLNSvXx83btxgCzd69GgAUm5cDg4tW7YM3bp1Q5UqVbi/yevXUp/mxMREREVFYfr06dDr9dzygjrbbdy48W9d2R9iYxIqKwgC5s6dC0CKF+SLlB4wuZfr16+Hp6cnTp8+zfWBVPhKo3HjxozY6XQ6PHv2DNWqVWMYvXTp0tDr9XBzc8PDhw+5akGeu6PEM7FkKLdKCzovL48Bj969e+PUqVMwNTVldDk4OBi//vorwsPDOWaUx7Q0UlJSYG9vj7179+L333/neBYAo6jx8fHIz89Hs2bNFL97+fJltGrVivOQ5HISOYAWOZEDAAnB3LdvH+dvvxVdJiCGlN0oVDAYDHBwcEBSUhKDJzQ/ffr0wd69exEVFcXgnDxXSc+SNqKcZAFIKO3ChQsBAKdPn0ZKSgoCAgL4muW4AgFycu7zvn370KtXL6xcuRITJkxQEEeI6zpt2jSIosiC115eXhgwYADnY9PS0hS9berVq4dbt24prlUURZw8eZLrZNeuXYsRI0Yo5o8GpdCKiooYZe/SpQvmzJmDSZMm4fLlyz/uxrSwsBB/+uknJCYmcnnN0KFD4ezsjJkzZyqAFzkCRwAJ5fzUajVq1arFm7FBgwaYO3cuLl68iDVr1qB58+aMkgHF6RKKGb49BGhuwsLCkJ6ezhYVAIMmL1++RGBgIHbu3MkLWt5xTBRFzJw5E1OnTuXmtrNmzeKNsG7dOgQEBHDcExcXh5YtW6JKlSqMBNatWxdv375FYWEh7OzskJ6ejipVqvB1UikWWZ+1a9di1qxZbDHlqRDaFBkZGbC0tMTGjRI8MG7cOAWsT2VfNBYvXowbN25g69atLPmfm5v73fOQj+rVq3O9pkqlwoMHD9C5c2f4+vqymJk8L03XOG3aNEX5F9XJyllCarUaz549Q+3atRnosbe3x5s3bxS5cPErmZwOyqtXr6J27drcXJbeRx4QxZxy4oec3UOjoKAAxsbGSElJgaOj49/mPAmJloM/dC9arfbH3pg1a9YUaTF9S68KDw+Hj48PL0LSsSFGDREDVq9ezcx/OZMEKLYGoiiiffv27FLQzwCJrTF8+HAYGRlh8ODBAKQC4+zsbLZEOTk5MDc3V7iRgiBwQp0AgcWLF/NiolQNsUj27duHRYsW8ca+cuUKjIyMoNVq8ejRI1StWpUtgfw+6PdJb0a+EeRsmQkTJmDJkiWK9I58HkxNTdGxY0fExcVxQ14AXNxtZmYGCwsLfPnyBR8+fFCkEfz9/ZGZmYl9+/bBYDAgNTUVjo6OiudFyoJr165FZGTkX7qyz549Q7169ZCTk6MgeWRnZ8PW1hZ6vaSBa2FhwaQEABgzZgxv2BEjRuDPP//E6NGjuYQrPT0dDg4OmDdvHoKDg/H+/XsMGDAA+/btU2xCImw0adKE9XHJc3BxceFNJmc2yVHZ69evo0GDBhgxYgTWrFnDm/fbjanT6bB7927069ePLSdQnF6ZNWsW2rRp8+NuzNq1a4uWlpZwdHRUdDv+q1ItKowmOQdKFRQUFKBWrVrIyMjAtGnTAEhpBkDixLZp0wYBAQEQRZHLgz58+KDIaanVapibm3Nj048fPzLLpmzZsnjz5g10Oh1mzJjBaR2tVovdu3dj0KBBAMCbh+a1QYMGuHz5Mm8OtVoNBwcH1sWVQ+ibN2+Gr68vateuzbKdQDHpmUrMpk+fjmXLlvE1tG3bFn5+fkz1SkxMRLVq1b7bFBERETh//jxCQ0NhYWGB2NhYzulSTxZCIXNzc5GXl/eXDB+yzqIoMlHB1taW0x1qtRqtWrVCpUqVEB4ezs9TXpAgDw0oMW9qaoqAgAAWtcrOzkbJkiV5Y9JcLVq0CAsWLFA8O7o2UZR6iERHR+Pu3bssWEbz37NnTxw4cEDBAJMTEOg75DF3hQoVmLXTvXt3BAYGom/fvoxVAFIel7qhq9VqzJgxA3PmzIEoihg6dCiePXvGHhA9Tw8PD8yfP//H3Zjm5uYiFSvTYiI1OKqTlCfGgeKYJSMjA5UrV4Zer8fTp09RtWpVlCtXDgCYYA0oT3QagiCwnMeFCxfQsmVLdOrUCefOnePvIBeaWCsrVqxAxYoVWUC4Y8eOOHv2LLp37w69Xo+FCxdi5syZ/ICLiopw5coVDBkyBI8ePULPnj1x8ODB707wRYsWYcKECbwB1Wo1x9ObN29GUVER7t+/jzp16vCmJzFmShFNnToV8+fPh5OTEw4dOsSNdOQgESC5saSrSvNB7RfIxSooKFDoziYnJ6Ny5crfPTvaeP3790f//v0RERHBz9HZ2RkZGRk813Ido1u3bqFx48aoVKkSpzmaNm3KcwIU6/7euXOH52H16tWskABIByPVyKalpSksM7mklFKjn8vBJnI3SQ1iwYIFaNmyJS5evKgA1Kgf68yZM5l6WKZMGbx58wY7d+6Ej48PmjdvDkDS4CWrSFY1PT2dDUKNGjVw//59aLVaxMXF/bgb09bWVqxUqRKuXr3KLA8A37lrco0fURRRp04dJCcnw9nZGa9fv+YiZflC3LNnDx48eICFCxfizz//REBAgCL+8/LywqFDh2Bra4v3798rgB15DEpo64QJE1C1alWWuXdxcYGNjQ127NgBX19fqNVqfPz4ka1uREQEtm/fjvT0dFSsWBE1a9ZERkYGy2VQPm3evHmYNGkSDAYDHB0d8ebNG4VrRBtGjlRGR0cDkMAE4m7OmzcPAQEBKF26NPr37w9AipGrVq2Kp0+f4tGjR6hVqxbUaknV/tOnTwAkEMvCwgI6nQ5WVlbIzMyEWq1mUIMS8fJFDYDRylWrVvFh2bdvXxw4cEDRSpBieLpnec8QuaYPoGxT960uk0ajwfLlyzF58mTMmTMHM2bMUMSg8soT+rcgCAr0mZ6rnDInBw3psKTXr169ilZfha/J2skRcL1eD2dnZ7x69YqvQ6/XIzg4GH/88Qd+/vlnzj3TGDlyJJYtW/a3G/PfQul/x7/jBxw/hMUkV5ZAD0A6id6+fYvSpUtj9+7dbI3o1B0zZgxWr17NIAe99i1yS6fhkydPUKNGDYUVpvcDUBRT01Cr1VzyU758edYhkqOu5ubmGDt2LBYuXMgxoNzSyatVCHQgl4deb9q0KTZs2IBq1aphw4YNrAQoHySvqNfrERMTg06dOnExLynj6fV6tsBy8Oj48eOYMmUKEhMTFZ+p0WhQoUIF/owWLVogNDSUGw3JT/gTJ058l3NVq9VsrSIiIuDt7c0uqyAI+Pz5M7uyDRs2ZAvZq1cvDBw4EL6+vorr+dYNFQSB+4oCktpddHQ0jIyMFAAcAVharRZ9+vTBgAEDcPDgQcTFxSE5OVlxL+Qe63Q6lCpVCv+PvfeOqurq2keffc6hg0hTNIgVFRRL7BorKAJqVOxgN1YsIHawozGIvRE19i4qQdEoxg5YECFYUCkKogIqAlLPOfv+cZzTvTHf+34jv9+9wztG1hgOBA67rLXmmu2Zz6xSpQqjwoAvgRkvLy9uQT937lwMGjQIgC4HSSghGtnZ2ahdu7ZsL6nVam49n5iYiEaNGsmeoaysjOpdv11T1sTERHRycoJCocC1a9cAQAbiluJfKwMMxowZgwMHDjAYgarKAV0wobKDr9FokJaWBkDHgkemYZMmTfDw4UMZA5608kShUGDJkiVYtmwZfvrpJ65GsLOzQ1ZWFqcQ1Go1bG1tGRhPz3358mV06dIFjRs3RkZGhiyo8unTJxgbG8vC6lKcKR0GtEFHjRqFbdu2cY/Ohw8fct9LAndL0xDSOagcOaRhY2ODd+/e8cZUKBRwd3dnTiBRFHH+/Hk0bNgQixYtQvv27bF582YW7AsXLmDkyJGclgAAJycnrmOkDmXkKiiVuq5irq6uMhAGABmxmPQglXIz0bC1teX1tLS05EbFAQEBAABfX1+EhYVxNJcqhqhwfMCAARwMorkGdB3WqF+pNKcs3YN0SL18+RL16tVjwucRI0agc+fOqFatGpvNUmEmAdVoNLh+/fq3K5hGRkZi9+7d8e7dO/YFBg4ciPXr16NOnTqwsrJCcXExsrOzmdoe+NJ0dNCgQZzHFEWR81qbNm1C27ZtYWVlhUaNGnFPSfKbunfvjitXrsgicWVlZTL2MqKstLS0xPv379GuXTvEx8czWe/atWvRsWNHnD59Gm5ubggODsaAAQN48SiFQtQd06ZNw+bNm7lbGJVuSX0eEkwq6CbWcClIgP4BwO+//w5fX1/21VJTU1G/fn0GB7Ro0YI3uaWlJfLy8uDl5SXbkFT/GB0dDVdXV1klDY1Tp04hKCiIU1YWFhYoKioCABw8eBDe3t4wMjJCYWEhNBoN6tWrx0JDARiyiggEIeXoJWvn1KlTXMAQGxuLUaNGAdCBMPT09FC7dm28fv0aGRkZsLOzg6urK4AvpWXUyuLt27fYu3cvRo8ezYzxdMiampri48ePMiEDwHloOgBq1aqF9PR0noesrCzY29ujTZs2OHTokCwgRoixR48e8fVOnz6Nvn37YurUqdx5rqSkBImJid9+HlOqMclk+P333xEaGoqRI0eiZs2aTC8pbU1uYWGB9+/fyyoQKIAB6FIr165dw6BBg2BpaYmoqCj06dNHthEAeYh8//79vBHoPuTgS6PCdLJ6enoyoFur1XV22r59+1enI/AFOte8eXO2CExNTeHm5gZnZ2eYmZkhNzcXGo0GNWrUwIsXLwCAtWVWVhbMzc25JlKqCVUqFaysrDgNc+bMGe7hsnjxYtb+b968ga2tLcLDw7nXI6BDKM2cOROCIKB///7MNEgCqqenxz0zK/My0VxSUIQODbVazdHO3377DZmZmVxGZ2hoCENDQ7i6uqJz584AdCAG6fuQZpW+56dPn0BsF/RORAXToUMH1vg0/2QBkbUxdepU7Nixg6uS0tLSMHv2bEZ4ETJIpVJh+/btmDBhAueRaY9Uq1aN03p0mC5btowrW0RRRN26dVGjRg3cunWLg3XStI5areu6Fh8f/+0LJiDfCKQByZyxtLRkqsKlS5dizZo1+PTpE27evImuXbvyiSu9hlarhaWlJVauXMn9RGhITVb6XpooHjduHJM5kxlIkb46n/ttUCna2rVrMW/ePFy9ehX29vbc2Nbe3h5ZWVm4dOkSNm7ciFOnTsk2U1BQEKKiomRt+rRaLXr27Ml5r6FDh+Ls2bN48eIFCySZhoAujeDr64shQ4bg9OnTMn+b3o9MKbVajREjRmD//v1fgTFcXFwQGxvL0VApcZmHhwe2bNnC0dXK+4YixnQ/oiehHKWUC2nw4MGYMmUKatSogQ4dOsj8ekCnvf/66y9+BgIQBAQEICkpCfPmzcO5c+ewfft2LFy4EK1atQKg69E5c+ZMhIaG4smTJ3BwcMCwYcNw8uRJbjy7ePFi3lOiqOP66dixI2OXpYNcH0JWAV+0Oq2DlZUVY2PNzc0BgAnIpEwV/fr14yg6WVDl5eXfflSW/MhRo0Zh1KhRfMLUrVsXWVlZGDduHPOBiqIIT09PTm536dKFe2VIh0ajwbt371BQUICUlBSEhoZCrVajadOmvOGALxygwJcOYMAXPlbybegU3rRpE549e4Znz54hKioKenp6sLGxgYGBAXr37g0nJyd+n5ycHAiCgNOnT2Ps2LGsSVq2bImWLVvi/PnzTLtPAZ6ysjIEBwejqKgIRUVF2Lp1K1JTUwHogk3m5uYwNzdHRkYGMjIyMG/ePGRlZeH8+fMwNjaGiYkJ+vbtyy3tq1atCisrK1hYWODChQs4f/48qlevDltbW/TEVugAACAASURBVG5Zr1Kp8PjxY2zZsgVVq1aFhYUFzM3N+fc7d+6EiYkJJkyYwNxKY8eO5d4nVJhNByphdanvSJUqVRAXFwdjY2OcOnUKPXr0gKOjIwoLC1FQUICCggIUFRWhpKQE79+/R1FREQoLC/Hx40fMmDEDM2bMQHFxMRwdHZm9jwQ2Ly8PeXl5CAkJwYYNG6BQ6IjDS0tLkZaWhrKyMsTGxnJ/G41Gw5ZFVFQUfv/9dxl8bu/evYiNjYWlpSUMDQ2/SqVMnjyZD+k3b95w0Xu9evVQr1497NixA2lpaVAovnT8On36NLZt24Zt27ZBrVbj6NGjslRQ5fHNaMxmzZrJ8kmkJRs2bMjBEmnUVq1WM6by2bNnHPCR5qzIhKDTsTJ9B30NDg5GeXk5o0modYCHhwc0Gg0eP36MiooKZksHvpyG5CdR9QcFbaQBCtIcoigiNTUVXl5erDF9fHywc+dO+Pr6IiQkBN999x2ePXsm0zZkWhkZGcHQ0JBpVGhhBwwYgIiICEyZMgW7du3CDz/8gDt37nyFiKHNZ2NjA19fXyxbtoyhgdSOfP369dzJOi0tjQNMNLc2NjZITExEvXr18PPPP3MLda1Wiw8fPnCfDzJrpfNVv359JCcnM6hb2gyY1lyhUKBDhw6IjY3F8uXL8eHDB4ZQ/vDDDzh27JjMrNbT02PwAEWitVot7ty5g5YtW6K8vFwGSJDWREqj+ITaefnyJdq2bYukpCQEBgaytUTvMXHiRGzbto0Dj0uXLoWtra0MvEJ7jsxnaV6U9i4AxMfHo6io6Ns2ZZ2dnSEIAvLy8gDoom1du3bFjRs3oFQqkZKSgjNnznCi18nJCS4uLoiPj8eqVasQFBTEfU5IMKXVCLRg0lGZKlGaYgCAunXrIj09HSkpKQztGjNmDHbs2MG+8OTJk3H69Gl4eHhg1KhRvADSRZg+fTpCQkJkrOxSpnaKulLSnLSq1CR3d3eHi4sLVq5cyTy3GzZsAAAEBgZizZo18Pf3h1KpxPTp0/nUBsC8N4RkSktL42hq5fmQWh0KhYKFokePHl8dmhSMko6SkhIZqJ6Y+uLj49GyZUvExcXx7+g9K1fbmJqaoqSkRIaOovsWFhbC1tYW+vr6SExMhIuLC8Mz37x5w4dQaGgoQkJC8Pz5c2zZsoU7rQGQHQaVvx89ejSOHDnCKRUCfpDw02FJa7N69Wr4+fkhICBAxmCh1Wrx7t079OzZE23btsXGjRs5kk8a9z9FZb8ZU/bf8e/4d3wZ34zGbNq0qezEFgQdN+jKlSuxbNkyZlYjEzE1NRUNGzZE37594ejoiJCQEAiCAA8PD+a6+fDhgwzv6ODggGfPnvEJTXV9iYmJmDlzJq5duwalUsnR0AYNGsDa2hrVq1fHxo0b4enpCVNTU+Tl5bFm1dfXx/Tp07Fr1y4OJrx584ZNXX19fRQUFKCiooK1A/0f+JKMnjhxIkJDQ5GXl4fExES4u7sz4RUxhtP7V65DlJpRZMZeuHABffv25TmmtnSiKGLr1q2YOnUqtFotU6JMnjwZgYGBiI2NhbOzM3bt2vVV3jM4OBgLFixAo0aNkJycjA0bNjCL3u7du/mzT548Qf369TFs2DAmrbKzs4OXl5fMpD527Bj69+/PtZLkWyuVSmzYsIHhj8SIT+8K6MjB7t69i/z8fNZm+vr66NOnD9q2bYuVK1fCwsIC5eXlsmIFURRRrVo1JCUlwdra+ivtKQgCOnbsiClTpmDs2LFYunQpU6fSMwLAxo0b4e/vj7S0NM4ajBs3DoAuAk05aY1Gg9atW8tcC2rdKIri/xl95f/bw8TERHR3d8fChQvZv/nxxx85KknmpkKhYIA6IUpo01I09sWLFzK/iEwbW1tb3tz0zhqNBmPGjMHRo0fZLyBhBYDZs2dzVQEJQ/369fHs2TNZCJ8ilYQvJacfAHPg2NjYYNCgQdyRmXzM5s2by3wy8iWnTp2KAwcO8PtLn8/e3h7Z2dksmNISLwDMHE/POG3aNGzdulXmV1FwTVoStnbtWsyePZtNXuk1KgdAKvtN0nrP8PBwLF68GLGxscyXdODAAT7Uxo8fj8DAQOzfvx+XLl3iyv8FCxbg119/5XjC/wSIaNCgAZKSkqDV6riHSSAoAEU0l4IgoKysDAMHDmSmBbVajcLCQpibm0MURQ7OVM5nkntDmQFq41BRUYFVq1ahdevWePz4MRo3bsxuB/2tubk53r59iyNHjsDHxwf3799H06ZNv3KlUlJSkJ2d/Y/JuH4TBCFHEIRkyc+WCoLwStARcT0QBMFD8rsFgiA8FwQhRRAEt/92fRqZmZmYNm0aAgMDERgYKCvNUSqVXGLz5s0bmS9BjVVp1K1bVxZhs7Ozg1arRXZ2NjIyMmBmZgZfX19Onbi5ucnA4cCXjUcwQX19ffj4+EAQdN2oK+fvli5dysgfQRBQXl7OAaFPnz7BzMyMSaYaNmyIoqIiODo6wtHREaWlpdz7wtTUFKampjAwMMD+/fs5sqtQKLB+/Xro6enh4MGDyMnJgUqlkoEMTExMYGNjw0JHJUeiKGLHjh2yyClFTCmCa2JigqpVqyI4OBgeHh6c9O/UqRMfiPQ5+p6Iqek9jY2NOTc5fPhwPHv2DDY2Nvz78ePHY9iwYZg2bRr09fWRkJAAc3NztGzZkiPHq1atglarI5k2MTGBv78/DA0N4e7uDnd3dxgbG2PDhg2oqKjA5MmTYWxsjHHjxqF3797o3bs37O3tsX37dllDX6VSyf0yRVGEg4MDqlSpAq1WixUrViAnJwfr1q2Dp6cnI3fatm3LKZWQkBBotVrcvXuXqWjICrh48SKXhlGl05s3b5Cfnw99fX2MGjUKPj4+DPDYt28f9u3bx4c3ARL+Vu7+m8YU/r53yVIARaIorq30WScARwC0BVATQDSAhqIofl0CLhlkykqxqvPmzUNoaChP7r1797gsCACXONECkDYhMMDfDaVSiTdv3qBGjRoAwGaSo6Mja8EuXbqwNqM2gBQICA0Nxbx582S5UgAcjWzQoAFu376N4uJi3hxUPqVWq/Hbb79h7NixePDgATM1kPAVFRWhS5cujO1UKBRcKynFh9Kient7M9WktAi3QYMGWLFiBSZOnMianyLHpNWodSFpBECnbURRRHFxMc6cOcMACKInqVq1KkpKSlBYWPgVaIK+Uh3qo0ePmGGBWNaXLFmC3r17Y//+/Vz1QmtFeUBbW1sufCeTnN4P0FGaPn/+HPXr10dqaipbGrNmzQKgoymlQ5MCgFJgAKBjOcjIyICenh527NiB8ePHw9XVlQuilUolVq1ahTlz5uD169dwc3PD48ePZXtKWgqo0WhgbW2NDx8+yCpOKioqcOnSJTg6OjJDOw0pn9A/blwriuJ1AP+VgvLz+BHAUVEUy0RRTAfwHDoh/Y+DzA7KFarVaqxZswb29vZ4/fo1RFHkIl4rKytYWVmx/yhNpqekpECj0WD69OlcqyhNWwiCgLlz58La2hrW1tZ48uSJjP5Cq9Xi5s2brDGlOU2VSoWgoCDcvXuXc1tarRb6+vqwsLBARUUF7t+/z4l10ogKhY62xMzMDLNnz4a1tTV69erFzXWtrKxQtWpVuLm5YciQIRz+NzQ0REREBCIiImBgYACVSsXpgaysLFSrVo21kb6+PvehzMjIwPjx45mgmRLZxcXFKCkpQXl5OWbPno1du3ahoqKCtS79TqPRoFGjRswi8OnTJ3z69Am5ubk4cOAAz0vbtm3RqVMnJCUlISkpiX0qQRDQpEkTpKWlwdPTEwkJCUhISED//v1hYGCAEydOwNnZmeF5enp62Lp1K7Zu3YqEhATm/I2JieEeL6SlU1JScPz4caSnp0MQBDx8+JDZH4jhgRBDgYGBMmvKy8sLXl5eWLBgAR9YU6ZMwa1bt3Dp0iWeR2mR8+DBg/Ho0SMAX9wFMpMBcHPkd+/efWXq37t3D48ePcL8+fOxc+dOAOA8ZocOHb7iF/5KJv43PqbwNeHzUgBjoOtPcg/AbFEUPwiCsAW61nsHP39uN4Dzoiie/JvL8jAzMxNPnjyJ8PBwprffuXMn5/cotCwdy5Ytw6pVq7BkyRKcPHkS58+fR926ddk/kQ6tVouNGzey/0oTEhERgX79+sHKygoeHh44evQo1q9fz7k5fX19nDx5Et7e3gwlEwRdxT35RW/evIFWq0VJSQk+ffqE7OxsWFpa8jM0atQIWVlZUKvVWLx4MQIDA78CYm/ZsgWTJk2SVW1UVFTImgSpVCosXLgQYWFhyMnJwZAhQzj8vnDhQi6mpjFixAjm1aEOaVJkFD3DmM80KgcPHmQtsH79eixatAgFBQW8CanhqyAIrLEAcDF2amoqatasiezsbMyfPx8hISHswwE6lvvvv/+e/VqCMs6YMYPrGA8fPsxC2KRJEyxZsgS3bt3C1q1bAeha1peVlTGxshQFRYOwsT4+Prh06RJfmw5ZOqxoD1BxgXQQuRZV6ajVau7ofeDAAbaC4uPj0apVKxkSSLrniAamcqpOq9XiwoULuHz5Mtzc3P6vMrFXB5AHQASwAkANURTHCYKwFUBsJcGMEnV8s5WvKWsq1KZNG5nvdvz4cRQVFWHSpElQKHQseIMGDWLaCX19fRlecs6cOTA3N0diYiI7+vR3BJECgH379jENSGZmJmrVqiWD/ikUCgwfrqPSPXPmDJRKJYKCgrjKQGrGAF+Y1IuKivhn5eXlDISnSLO0Uc+cOXO42Y4Ur0vmaFZWFurWrcsLTV+7d+/OkWNp4bFarcbPP/8MX19fNGrUCA8fPoS1tTW/d1ZWFmxsbFjQyeyvHAWPjY1lvCkJkPSQI+2vVCrx/v17bN++nfODVJ1Pc2JgYIAmTZpwlcfixYuRlpYmK4tLSkpCQkICfvzxRwA63y4xMZF/Lw2w0cjKykKtWrVk8EkSTCoYqNza3dnZmRv8EHZXq9UiJCQEs2fPhiAI3BojJiaGDzCNRoNHjx7JSrbIV6U5MjAwkO0dQIcA6ty5M3bu3AlB0LFkDB06FD///DMAHSv9wYMHcf/+/X/OxP53QxTFt6IoakRR1ALYiS/mahYAaebaDkD2/3CNX0VRbC2KYmupyfjv+Hf8O/65xqwhiuLrz//3A9BOFMVhgiA0AXAYX4I/lwE4/Lfgj6Ghobhlyxbs27dPhtaJjIyEl5cXbG1tOT1CJ/iUKVMwatQoTJ06FQEBARg1apTs9AfAQRupifHs2TNmRKNx9OhRjBgxQoYEAsD+ypMnTxATE4MpU6Z85Rfcv38fo0ePRnx8PN6/f4/jx49jxowZXDFBFCNarZYLnaXIIDqBiXnt2rVr6Natm0ybLVmyhDlnSItJ6xR/++03mJmZwd3dnTVd5TQDafvc3FxYWVnB39+fkUOAzgeLjIxEu3btsGXLFjRr1gxarRbFxbp+UZRTldKFKBS6VhCArtQpMjISP/74I/r374+IiAgZsJ3eZ+7cuVixYgWSkpJQUVEhY6gjfCn9DQX1qKA6LCyMfbz79+9zAI3aLqanp6N///44deoUIiMj4eHhARsbG7x9+5b3zbRp0zBs2DDs2bMHW7duRUVFBcLDw7nudOXKlbC2tkbjxo1x9uxZdOvWDT/88ANzDUdFRcHT05OrWKSsjrQ3KioquD2k+LmSRCpn+vr6KCoqglar/eeEz4Kud0k3ANYA3gJY8vn7FtCZshkAJkkEdRGAcQDUAGaJonj+P94AOh+zRYsWUKlUXD1/48YNTJo0if2krl274vr167IXfPLkCZo3b855KMrTVbb1aeJyc3OxbNkyWcs1AwMDlJWVyUi/iLKxSpUqKCws5JIgKVuCdPPQ958+feJoIiXFd+zYgfXr13OeksL01Dq8Vq1aDGjQaDTIz8/H6NGjce7cORm+kzYkCZ0gCDJOn7Vr1yI8PBxOTk7sk1H9n56eHtq0acPXe/LkCZydnaHVapnoytHRkVuwr1ixAi4uLujQoQPjhvv27QtBENCzZ09cuHABgYGBCAkJ4T4dr1694vkbMWIEKioqUFBQwBDKBQsWICoqCm5ubrImt1WrVuX8shRrOnHiREybNg2jR4/GokWLAOh8TClbhVarRc2aNZGTk8PvKXUzKHdN7gYA7s0pxU83b96c52HevHkIDg7mtaqoqICnpydXn9A7ajQaTJw4EUePHkVBQQFyc3O5tnb06NEskKQcBEFg6OCzZ8/YrfnmmdjJiaZJbdSoEQdF5syZAz8/P0yfPp3xiMCX5P6LFy9w8uRJ+Pv7f1WnuGHDBg4w2NvbyzTJ48eP0bRpU1lC+/Xr11z8StcnwXv69Cnq16+PFi1aMLqIhJain0qlEgMHDmTmt5SUFDg4OMh8nsjISO4bqdVqkZmZiStXrsDb25tROdIDRkpcpVAo4OPjgzFjxnCDHjp86tWrh0ePHkGr1bG+ETjC19cX69atg56eHmvU27dvyxjdSdjpvpWBBYIgYM2aNZg/fz5EUdctS9qJWRRFGBsbo7i4WJaGoVFUVAQTExOkp6dj48aNmDNnDiwtLaFWqzlF5OjoiHv37nF7CUCHZKI1i46ORlpaGlq0aAGlUomxY8di586dfC9qHygNABKYnN6V6iPLysrg5eWFBw8eoF69esySDuj4hKn1BQAZlQxhjX/55Re8ePECTk5OWLduHZKSktCsWTPeC/QchBE+fvw4+7mDBw/GgQMHcOnSJahUqm9bMFu2bIlHjx7xhl6xYgX09fURHh7OLODr1q2DjY0NADBgXKVSYfDgwdxUVqvVckkPfZZGrVq1OOAD6Cr7qeuSFF1EuTtAx5cqZRwnrUz1mE+ePGFoFy0gpR2ALzm4oKAgLF++nE0g4r6tV68eWrVqhZkzZ+Ly5csICAjAL7/8gjp16jAjgUKhQM+ePZlSkfK9UssAgMxsIvQPoAsOEW0mWRdGRkYyoDhpVS8vLxa+Hj16MEM53Tc3NxfW1tasuUhwhw8fjgMHDsDd3R3nzp2DVqvF+fPn4eXlBQBsxkuDKETDQmkNqQvy9OlTNGjQ4CswB2msK1euoFu3brKcMr2vj48PVq9ejSdPnmDOnDmIj4+XgUcot9m/f3+Eh4ezEAE6Ron+/ftj48aNmDJlCgeYiL1x+fLl6NSpE5fs2draIiMjAw0aNMCSJUsAgNt1BAQEQKPRYMSIETh8+LAMcUbQzG+awUBPT08cOXIkgoODmUt179696NatG6ytrTlKJvW7aKEpOgvoCpt37tzJGFEywwB5kxp653379mHChAkAdNG+evXqceQRAG+Anj17QqFQ4MqVK3yS0meqVauG/Px83Lx5E+3bt+eIoDTaqtFoYGNjg5ycHHh7e2Pv3r0MG0xNTYWvry/09fW5DSCgqwUl34o6L0vnIDo6mtsSdu3albmSEhISuDyNcJ2mpqYAdF2hfX19MW/ePH6+/v37A9BpCUL7REdHQxAEfPjwgS0CAJw6qKiogKGhIZKSkti/IzOSDkdR1DGNE8aZBPLatWuYPn06kpKSuLqE8oqAjjvI1dUVCxcuxOvXr3HgwAHEx8cD0JmhP/zwA9q3b88gEJoT4AuMjgTY19cXycnJuHz5smy/SRnRpRxR0kEWUHJyMpydnbmaiJgdFAoF5s+fzzjf169fs/tCe4Qi7V26dMHVq1e5xO7Tp0//VTC/ieoSOzs7PHz4EAMHDuR+jT/++CNXhAO605L8AEA3Mffu3YNGo8GHDx+g0WjQpk0bNhXJ3ieBpAYw9DNB0JWYde/eHQqFAubm5lAqlUhOTuYCZEDHck6LotFoYGVlheXLl2PZsmVYtmwZ/vrrL5ibm3Owh8wVugf5vrm5uRAEAU+ePIFWq0VqaipSU1OhUqkQFhaGKVOm4OrVq1Aqldi1axeysrJYK61Zs0Z2PXt7ezYZRVHErl27oNFoMHz4cM5Z3rx5k7tsq9VqBAcH4+zZs5gzZ44sJ3z69GmcPn0aGo0Gfn5++PPPP9GuXTsUFRWhSpUq8Pf3h7+/PzQaDezs7HDx4kUMHToUgiBg8uTJ/Ax/dyBJaV/IFJ84cSL27dvHc0QHDR1IN27cwNChQ7Fq1Srs2bMH6enpXIDcq1cvCIKAW7duQavVolWrVnxPuq+XlxdbE1u3bsWVK1c4fkD++dmzZzmFRcXWNB4/fgytVgsrKysIggAnJycMHToUJ0+exMmTJ3HixAnZugC6vq5//PEHunXrhm7durE1kJiYiL179+Lq1asQBAHFxcUoLi7+Kh30d+Ob0JhUKC0FYwuCgGnTpmHnzp088fHx8TJYXnl5Ofr06YOBAwdi/Pjx/HN68cWLF2Px4sXQ19fHx48fYW5uzpsb0E1MbGws/Pz8cP/+fejp6eHy5cuMmaTPVq5TpDwi/f/EiRMYOnQoAw20Wi3z7TRr1gwrV66EkZER/Pz88O7dO5iamjKJlZmZmcw3A3Rm+qFDh3jhRFHE3Llz8csvv0AQBKSlpUGpVKJ+/foAdGCMsWPHomXLlrJKDKnZeOfOHZw4cQJr1qxBjx498OLFCzx9+lSmbfLy8rBv3z74+fkxMJuEODo6Gr1792Yz+v3796hatSr/XqFQ4Pnz53B0dGQrQU9Pj2k/7t+/D1EUcffuXbRt25Yj08uWLWMTUAqIlw7SqOS70u8JnyxdC2lwhgIsp06dYnTXwoULmbCrtLSU/4YAEzSnbm5uOHv2rMzHlu4JQdD1YAkLC8Pp06dRUlLCQTzgC9UKEWlLQQZkOn/zGvPf8e/4d8jHN6ExTU1NxdatW/MpC+hOx/nz52Ps2LFo3LgxlEolioqKOJ9mYWGBpUuXMgkVBY0UCgVzupqZmTE4m04sqfkgzQkqFAr4+/tj69atfEJLT0f6N2PGDISFhfFzEiC6T58+uH//Pho3bsw1ioCOj0iay6SuWtKhUCjw66+/YuLEiRxkUSqVHHW9dOkS+02AzhJYtmwZf19aWgoDAwMkJCTg+++/R1paGho0aICbN28C0CFNRFHklEtubi4sLS0ZFA/oaDhv3ryJzMxMBo8DX1IY9DmVSoUFCxawb0XlUKtWreK8onRQSufIkSMclSZfUBAEpqAEdNw9VGUSFBTEEWQpI4WnpyesrKywZ88eqFQqJCcns1amQZhraTSVtHGrVq1w9+5dmTk/ePBgWVkY7Ze/62N68+ZNdOrUCXU+t0TQanUtLV6+fCmjrqGUkEKhkIHW6R5arRZubm5YuHDhtxv8IcEsKytjoaBNR6bL2LFjsX//fv75woULYWlpid69e8PZ2ZlxmRSEAHQhenNzczx//hw1atTgIIg0t0kFxwqFjrbCysrqq80I6DCVrq6uTMwsNbnpWmQiaTQaptRISEjgtAvRjKxevRpdu3YFoAtAvXz5kr8nP0ihUODWrVsAdCx4hw4d4ggkRXZ37doFQBdMSE5OZrA0pXcIpyo1N6WRzcoYTsrrBQUFYfXq1XBxceFnAHTpiICAAISGhkKj0aBx48ZM6Eym2ePHj2Fvbw8zM7OvTNKEhAS0aNECV69e5QCJKOoKlwEwrhX4UnUj3Z8ajQYvXrxA/fr1ZQHByjhUSvaLooh58+ZhzZo1jK/ds2cPwsPDOYoM6MATBF+kQ4sEk/C/lSOqROOp1WoxevRozJo1i8EWFABzdnZGdHQ0LCwscPr0aQ7W0TXUajXi4uK+bcHct28f1q5dy4JJG2fnzp2YNWsWSktLYWtry8lkStyS/yfVijSkmxDQdVFOSkpiwuImTZowzpKEVErcBHwJ4qxcuRKenp5o06YNVCoVF2y/evWK2/BdvnwZWq0WnTt3li0k1WQCcipJABzplebJaMHpGjt37sTUqVO5fbkoisjJyeHAxdKlSxlcPnfuXMTFxeHq1atIT0/neZDm1shCsLe35yBXRkYG6tSpg6ysLE6HPHv2jLURYXNJ61EAjOZq7Nix2LNnDzQaDQ4fPgxvb2+8f/8eFhYWPA+UNqDDlfwwmgvy5+lwevDgAVq3bs2/z8nJga2tLQYNGoQTJ058xc5P/UsBXVDL3NwcPXr0wO3bt7n8TJorp8NLrf7S8l4QBO58ptVq4e/vj3v37skiu0OHDsWxY8e+ArJI/VA6qACgY8eOXLUEgLX5tm3b0KxZs29XMKtUqSJGR0fj3r17bJKSsFEvSdpM9LzXrl1DZmYmhg8fDqVSiTFjxuDx48fo2bMnV80TgFoqaLSx6B5KpRJ169ZFdna2DKQtHbQAwcHBWLx4saw6xMjICJ6enjh16hRCQ0Mxffp0qNVqZkF3dHREt27dOLE9fvx47NixQ5aYlx4sUnTPpUuXAIDTNRTVbNKkCWbNmsXA69u3b0MQBHTo0AH9+/dntJR0IxQVFcHIyAgbN26Er68vnJycsHPnTpkZKM1Nenl5wczMDGfOnOG5kmpzqZADQLt27XD//n1ERERwjxOp+Z2Tk8PrQhuYDlIKhJEwGBkZ8QElrTWVmt4zZ87Exo0b+To0SOiuXLkCNzc3zlvSc4wcOZLL16Sai4ojJk+ezOkN+sz69es5I7B37158/PgRVatWlSGIaO0AoLCwECYmJrJIdXZ2NtdlOjg44K+//kJFRQXu3Lnz7Qqmqamp6OrqimHDhjEHjVarYzXftGkTVCoVF05T1XdFRQWePXsGjUaDgIAAbNy4UZZDA+Q0EYIgYNGiRVi5ciVv2MTERK6mEAQB3333Hbfio7+T/j0thDR3mpOTw1pBqlEIDte2bVsolUq8e/eO/brKQ/rMle9H1yWOI+BLA1iKIKampsqatOrp6aF58+bcRMje3p5Z6akpDpnD9DyLFi3i9n9WVlbYv38/55Kl70boITKpKX8aEhKCs2fP8ialqC3NZffu3bni397eniOYUk0zdOhQFBYW4sKFC9DT04OdnR2TXAPg+3Xv3l22xvT/9PR0ViQh2wAAIABJREFU3L59G8OGDYOjoyPXqNL60v0aN26MlJQUTvP07t2bIXdnz55F3759Ocq8ZMkSbN++XUZ5+ujRI27DKHUvaH2ohpMQVzTP0qjz5MmTcePGDWzfvv3bFUxpuqQy+Nrd3R1//vknRowYgRMnTuCnn34CoOuwFBkZifDwcISFheHKlSu8wamxjZ6eHgYPHsynvLW1NXJzc2XCce7cOfTv3x8KhQJTpkxBVlYWm4Dp6el48OAB58sAnVbp2rUrCx7dp1atWkhJSUGrVq0QHx8v0wokxLQwUj9Y2msR0EH4IiIi0K5dO/bDqJv1iRMn8PjxYwwZMoRhacAX31Fazyk1s+he69atQ0JCAteuXr9+ndFFderUgVKphLW1NfLy8tC6dWskJibydYiSUhRFzJ49m8nP6J7x8fFo1qwZ+9KVEVP0ntWrV8ebN29gbm6OgQMH4tdff2UQQmZmJkpLS3HgwAF+N41Gw+0IbGxsoNFosHTpUixfvhwmJia4d++erH9IeHg4Bg8ezH9bOWeo1WpRpUoVpKSkMJOFFGQunUO1Wo3S0lKOEQDAnTt3MHXqVDx79gzLly/HqlWrkJOTIytMkKaZJkyYgLCwMNaegK5owsLCAtWrV8fHjx+/bcFMTEzEmDFjGMT+8OFD1K5dG+fOnWOImVRw9+zZg3r16qFTp04ICwuDhYUFhg8fjvfv3zMwQeq39e3bFwkJCcjOzuaC6dDQUGRmZqJu3bq4evUqN9OhxkUxMTGsoUkTRkVFsSBL76HRaDB06FC0b98e/v7+Mn+jcmRQKjSE/5We/A0aNMDLly85n5qRkcGmMQ1pYESpVGLu3LmMjQXk5l1ZWRmMjIxk5tuCBQsQEhLC5j6hjvT09HD27Fm4ubnJCpABXQT24sWL0NfXR3FxMfT09Bjw36pVKzx48IB99dLS0q8wt1qtFpcuXYKLiwujbihwB+jA37t37+Zr1KhRg/ud0DUIGK6vr4+MjAxZHSi9t9TcpkGFC5mZmXj58iVHiadNm4YtW7ZwnrN+/fpISUnBrVu34OLiAhsbG1mcggjLZsyYgS1btnCwSa1Ww8XFBYAuir5q1SosWLCA11VqkkuZEu/fv/9tC6azs/NXbdiBLzw9NjY2TAYFQKaFLCwskJ+f/xUKhD4nFQ6FQsGtD3x8fJCSkoKmTZvyZ6QY1KdPn8LBwUGGupGennT/8PBwpmbs3LkzHBwcZOgWQRAQFhbGVfBSq2DgwIE4deoURFHEggULMGnSJL5n5bmg5xdFEZs2bWL6FJVKhcTERHTq1IkjsdJ5UKlUMDc3R35+vowCRFoeJggCrl+/jl69eqGwsJCpTIi0jErECgoKYGVlBT8/P/zyyy+8YclcGzduHLp16wZvb29otVpGx9y5cwfh4eH45Zdf4Ofnh9GjR+PQoUM4d+4c8wtR4OzGjRsy1BSth4+PDwoKChAeHo4PHz7A3Nxc5ueSRidB6tq1KxNWk/Vx+fJlCIIAFxcXxgGvW7eOeYO2bNmCqVOn4uHDhxgzZgwTjktTNsXFxbh37x46d+7MB8769etZqXh6eiImJoY1trSAgX7/4sULXLt2DUlJSf8CDP4d/47/v4xvRjBJ1dvZ2bHTD+hSHHZ2djAwMICpqSlrgp9//plPpA8fPgDQaRMqIQLASXBAx0xG7ei8vb3h7e0NURTh5OQk04iUVtBqtXBwcOD7PX78GC9evGC/Ssod8/HjR/YhPD09OcIHgDlP7e3tUVpaihMnTgD4YtqtWLGCNb21tTXq1asnex5pAEgQBPj4+CA/Px9+fn4yekt3d3eUlpZi+PDhrDGkDX8/fvzIeFWyDBwcHLBo0SIsWrQIgiCge/fuKC4uxt69e9kU3Lx5MzZv3oylS5fC0NAQaWlp+PDhA0JDQ2XPRc+xd+9ezJ07lyOoq1atwqpVq5gbiDTW/v37ERcXB1dXV5lGkUaJKwfK9u/fz1SUBDSp3CmM7nPixAn8+eefEEUR27dvR3R0NKKjoyGKOjpP+p1arYavry9KSkpQUlICX19fpKenw9HRERkZGVCpVNzQlzSysbExevTowZYHuT9E8nb58mXZPiLNT/9OnTqFW7duyYAclcc3Yco2bdpUJB9SmtxXKBTo3Lkz9PX1meuGiJNu3boFhUKBM2fOIC0tDX5+frJIJqBb2MLCQhgYGMDY2Bhubm6IiYlhQSY/S5o7A+SmIyAnnG7fvj169erFjALAlzwhAO5MLQUgKBQKvH//HpaWljKTmK5tYWGBDx8+cKqiZs2aDHqn69NnRVHX2dnDw4PxuB06dMDTp0/h6OiI48ePY/To0Xj9+jX7yiUlJTAyMuK83cGDB7nPKFFgNmnSBN9//z2OHz8OLy8vrtyRYmnJfBQ/Y1alPuTkyZPh7u4OT09PZq2T+mZOTk5ISkpCWVkZWrZsyQUI5J9J55qEvTLyJigoCMHBwZwfpA1PIAiKsNN9165di1mzZuHevXss8PTsUlNZegBQLW1WVhZq167NgRzpPTdt2oSAgABZpFXq03bt2hULFixAw4YNMX36dNSoUQOhoaFITEwEADRs2BBlZWUoKyvDkydPvl0f08jISGzUqBEn+AEdIiYiIgJnz56VBVpooU+fPo2BAwdCEAQkJiYiLCxMlh8EdGFraoj77NkzNG7cWOaES4NJlMNr3bo1b/iLFy/C1dWV71ulShV8+vQJ8+fPZ03YqFEjbN68GZMmTYJSqeRUA5VTZWdnw87ODv7+/qhWrRrmz58v27BS4aPNuG7dOsyfPx9//PEHADA0jz6nUChQWlrKQS4S6GbNmuHp06cwMzOT0XqUl5fLmBIosr1jxw6+rlarZXBHaWkpwsLCMH36dH4+4rWlZ160aBGTS9HPNBoNzMzMkJ+fD6VSiQMHDjA3rqWlJVfMEP/sjBkzmMAZ0OUxKyoqsH79enTv3p1ZFmj9CXhBAiEFJwDg2s47d+6gXbt2rK0qp57Ky8s5sCXVbDSUSiWePHkCJycnaLVaJCcnc2kYpXqk6Re1Wo2TJ09yK0d6Po1Ggzt37nBUn/b22bNn0alTJxQVFeH58+fftmA2aNAA79+/Z0SNVIuR0Jw4cYJD4SqVCseOHUOXLl1Qu3ZtfP/994xRlU6yNC/Vv39/7oUI6E62wYMHY8aMGRAEAX/88Qc8PDxkGlOKjsnLy8Pw4cPx559/smCVlpbKqhsqp3x27tyJiRMnsrnj4+ODtLQ0LktTKnXtzAmZQhtJGtSoUqUKSktLMXfuXLx79w6//fYbHBwcWNCUSiVOnjyJ/v37Q6lUIj8/HzVr1mSzefDgwbK85aFDhzB48GBOXwC69nKHDx/m3pgXL17krmL0XDRvtKmJkQ/QRRqJMU4QBNSsWRNnzpzhXOKQIUNgYmKC4uJiFoQhQ4bg4MGDfF1RFBEXF4cxY8YgJSUFd+7cAaXRaM1FUeSqkBYtWuDu3bsyoaPnrCy0NFQqFdq2bYtZs2ZxgEoUv7RAuHDhAkRRxMaNGzFjxgzmfKKD+NatWxAEARcvXkSPHj3Qpk0bXLt2TeZ2iKKumicsLAzBwcGwsLCAWq3mvbtp0yYYGhqiuLgYmZmZ365gGhoaig0aNJDl3yq3FNfT00ONGjVkpFy3b99G+/bt0alTJ8TFxUEQBDg4OLDJQAB2APjuu+9gZWUlMzNNTU3RrFkz3Lp1CykpKXB0dIQgCJwoTk1NRWZmJmrUqAGtVovY2Fg0b94cVapU4TRD5VSHFIQuHXRizps3DzExMYiLiwMAZmGXgu1TU1NRp04dLmU7dOgQlEolCgoKYG5ujoCAAPTq1QseHh48FwCYW0bKXkDDzMwM06ZNg5OTE9NFSg8wW1tbbpZEmz86OpoBBFu2bEFqaioaNGjAJMsAWEucOnWKqT169OiBCxcuoG3btrhx4waAL7Qfr1694sNXFEUMGDCADxAyC0nASOtLXYzp06czmISEjwTw0KFDGDFiBGssYuuvXLhQGcYpdUWeP3+O6OhoTJo0CceOHUNAQADTfwJAbGwsHBwc+Nr9+vXDiRMnoNFo8PHjRwC6mlIPDw/s2bMHlpaW6NWrl+w5c3NzsWLFCpw/fx4nTpz4x2RcvwHoAyBH/MKSdwwANV6oCiBfFMUWgo5N7zGAlM+/ixNFcfJ/vAF0gunv748qVarg2LFjAHTh7ZiYGJkvQ1hRmmDyRaSgdKmvWK1aNbx9+5ar0GlxpWakVKh27NiBadOmcT7qypUreP/+PdauXYtly5bx/VxdXXH16lW+Z2RkJPr27QtDQ0OkpKTg1atXmDFjBgAdcJugfl5eXtyTRTK/CAoKwtKlS9mfiYuLQ0hICLcGV6lUqFWrFry9vWFiYoKDBw8iMzMTYz6TNe/btw+FhYXYunUr5s2bh0WLFnGaAgDXPNLmoB6PKpWKWwP069dPlorSarWyXOngwYNx6tQpTJgwAR06dMCECROg0WiYSCsuLg5eXl7M0r5u3Tp07txZRkINgPPMjo6O3MRWil2V5iwjIiIwefJkZGVl8c9oruLj49GuXTtoNBqeBwMDA9jb22P27NlQq9WoWrUqPn78KPNjSTClQyqY0sPK3t4eo0aNkgURDQwM8OnTJ5k2T0hIQFRUFObOnSu7BrlN5eXl8PDw4PUsLS3Ftm3bMGzYMLx///4fC+ZXvUsq/T4UwEdRFJcLlWgu/7fDwMBArFOnjozEWKVSYfbs2di8eTPc3Nxw5coVKBQKNr1Onz6Nbp85X6ZNm8a4yYcPH8oie927d8eVK1dw+fJluLi4oE2bNkxVIQgCnJ2d8ddff0EQBKblcHV1BaCLIEoLcytrRkDnrwUHB6NGjRp8Ev/www/sYxKrO2kygtMR4/zVq1d5Y2g0GhgbG8uwqICcnQ/QEVEPGjSIe7csWLCAr2tlZYWPHz/KfOmVK1di8eLFqF27NmxsbDgiKTVV09LSOH9ar149NGjQACUlJazxVqxYgW3btuHatWto3Lgxnjx5wnk+GlKgviiKqFu3LgYMGAAAWLNmDYYOHYrHjx9zxQ0l2gn2d/nyZSxYsABLliyBSqXCli1bMGXKFL6+KIqYNGkSwzap0EEqVHTvUaNGoaCggGGCROJNFUoUNaaAmhSPK/WlK6O2kpKSkJeXh06dOvEe6NevH/MpATpWeyqcHzNmDLZv347+/fvj6NGjAHTVQMXFxSgvL0d+fv7fCqaq8g8qD1EUr38WuK+GoHuyIQB6/Lfr/Dv+Hf+O//34R4TPkp93AbCOJP7z5x4CeApdX5NAURRv4L8MfX19sVatWrCwsGAM6vLlyxETE4OCggI+2aTNWsls3bVrF86ePYszZ85g7dq1mDdvHmMg3759C41GA5VKhadPn6Jhw4aysLZCoWtt4OLiwnSUwJf0hFarha2tLVJSUmBlZcV/O2HCBEyaNAmADqROp7S0hpB8YTs7OzaZSWPevXuXW7nNnj0bq1atQseOHRETE4O7d++ie/fuXOFAz6FSqWBoaCgLaEg7WknL1gCdvyltw56RkYHvvvuOTX/yg8l1GD16NJYuXYrg4GBZ8EkKI1OpVFizZg0CAgKQnZ2NNm3aMI6VfM41a9YgKCgIgiDIIsOvXr1iukt6hr8LztBcksaX+pijRo3C3r17ef38/PywceNGdlMePHiA7777DsePH8fChQsRHR2Nmzdvolu3bli6dCkAIDAwkLUiBRjt7OwYH02WijSKCoBJqWNjY2Fubg5fX19s3rwZOTk5sLKykmlaukb16tXx4sUL9O7dG2fOnGEXgvrczJ079/+sUPo/COZ2AM9FUQz9/L0BAFNRFN8JgtAKwBkATURRLPiba3LvEltb21bDhw9HcXExBxuo5pGawdavX1/WrBUAmjZtikePHmHmzJnw9PREQUEBmjVrhqZNvzzm6tWrsWfPHhQUFCAnJwfJyclMWFVRUYFff/2VmflcXV1x6dIl3gjHjh3D0KFDAeh8IysrK554yXvwVzJXHRwcuCg7OTkZL1++RLNmzXD+/Hl07twZKpWKI721atVC7969ERERwXjgJk2aYPjw4ZwOITIsa2trFBUVISoqigM4gI7pTqPR4NSpUzA2Nua8m7RztrSiZPTo0Th+/DiUSiVHVb///nvZ4efq6oqoqCjOd5qZmWHDhg0wNjbmMi2lUsnP+OHDB84RknlcXFwsYwogVyUkJIR5hQB85R5QZJVY0okCk1yJdevW4fjx4xg3bhwmTJggE4jKRQGVo+RSTl+lUomYmBhOrQDg2s0ZM2bA19cXjRs3RmFhIdd5Sg+TI0eOoFOnTqhRowZzDAHAmDFjsHv3blSvXp376ZSWlvJBWVRUhLKyMigUiv8zEPvfCaYgCCoArwC0EkUx63/4u6sAAkRRvPd3v6dhb28vksaRMhiQBsrPz0f16tWRnZ3NpU6CICAqKgqZmZn46aefZGgXWogWLVogPj4eSqUS2dnZqFmzJgIDAzlPeeHCBX4GCvQolUpmxZOmCKRBJunCjxs3Dvv37+cNQLy10hTK+PHjsXv3bowdOxZHjhyBg4MDlwYNGTIEQ4YMwYABA5CQkIAOHTqw7ySNJpKPGRkZid27d+Po0aPMf0ubePr06bh//z7i4+NlSXGqwSQNqKenh759+zImFfjCGEAppfLyclhbW8u4beleRJ0RFhbGkWOVSoVZs2ahVatW8Pb2Zl+WAi1NmjRhwRo0aBCDyBUKBQeqFi5cKNNY9JUO2r/++guArhKGmBOkFhD56fPmzcPq1atx7tw5eHp6yqLkpInJ4srLy2PQBKDzc3v16oWoqCimQaXWigCQn5+PqlWr8mFHmlKqdUnjDx8+HHv27MGePXswaNAgbsBEhGCf9/b/dcHsDWCBKIpdJT+zAfBeFEWNIAj1ANwA4CyK4n/sr6mnpydWq1ZNZooRx8+tW7cwYMAAqFQq+Pr64vTp0wDAvD406KQPCwtj4LU0OU0b0MXFhbVyq1atcP/+fVStWpWvN2TIEI6e0YK/fv0aycnJDIRWKBRfRRJpA1avXh3v3r37254WVMfp4+ODI0eOANB1gv706RNsbGxw/fp17N27l+kqpcJgaGjI7RxmzJiBJUuWsAanEiW6J21oOsFpHnr27MnBmv3792PGjBlskhP7AJmwlbtsL1y4EI8fP8aZM2dkZioJZnx8POzt7fH7778jMjISvXv3RkVFBQfl5syZw4E0rVaLLl26oGbNmvD29uYqmvHjx6Nq1aoYM2YMmjRpgvLycowYMYLL+KR5QrVajQYNGuD58+e8B6SwNy8vL07DSLXm1q1bsXLlSrx69QrdunXDxYsXOX8K6PrAEKTy+vXr6Nq1K16+fMlzTXN75MgRDB06lEvQNBoNt6b46aefULt2baSkpGDcuHHYuHEjNmzYwDzBZAkMGjTonwum8De9S0RR3C0Iwl7o0iE7JJ/1ArAcur4lms+fjfyPN4AOYKCvr489e/awyTB9+nTWElJMKNHnUxrCxcUFf/75JwRB4J6ZldMR0tTKvXv3OJkP6AR8woQJiIiI4JOuMmWFUqlERkYG598qlxQBupxoSUkJcnNzYWdnh8WLFwPQ4XXpOpSr/P777xEcHAxAV2lAAjBhwgTUrFkTRUVFnB+l5zA2NoZKpcKZM2fQp08fmRYQRZEp+P38/LB69WpZfaBWq0W3zywKw4YNQ3h4OPLy8jBp0iRcuXKF37GiogJKpRJ//fUXGjduLOPTkWKDRVHkJq/kNw0fPhzHjx9HTk4OzMzM4O3tjcOHD/P8SH1FURTh4eGByMhIiKLIUfL27dtDo9HA0tIS7969Y/Nb+h6hoaHo2rUrPnz4gO7du+PZs2d8kG7btg2pqalo0qQJ7t27h5SUFDg7O+PQoUN8EFJ6SPpO0hQbHbTSQ3HNmjWc/po8eTKioqLQr18/rF+/HikpKahZs6YstUT7qKKiAvv370dmZiYmTJgg89fJQvzH6ZL/L4ZKpRItLCxk5TUkjOfOncOAAQOgUCiYegLQ+Su//vorpk2bxtdRKpV49eoV11ASQiQoKAgrV66EIAgYOXIk90gkFnE/Pz9s2bIF/fv3Z40sHZXLiioL5ciRI+Hu7o5Ro0ZBpVKhY8eOfAKTEOfm5sLe3p61EQVNHjx4gD59+uD169ewtraGIAho1aoVgoOD2Y88duwYTExMMHjwYMycORMhISFo27Yt+7+BgYEyVoHS0lIZNJHMN0NDQ95ARkZGss5dBGAwMjLC5s2bERAQAAMDA9a6FRUV2LJlC8aPHy9D2NAICwvDpEmTmEJk+fLl6Nq1K7cWoOcgU3jnzp0IDAzEzz//zBxMISEhGDVqFCoqKnDo0CHOu0rTVfS18hoAYIoQHx8fCJ/L2Dp37vyVoAE6QEVWVhYuXrwINzc32XzV+cx9ZGlpiezsbBQWFnIq6IcffsDVq1cxefJkrvGsqKjAmTNnOO1D0ELyK4mgTSqYgiBg8ODB2LVr17cvmMAXIXjw4AHevn2LoUOHsnaQIoNIiKXJYqVSiUePHnFzF9Io169fZ/A7nVQ0AgMDsXLlStSqVQtv3rzBrl272Dzz9/dHUFAQLCwsIIoiZs2ahY0bN8pyjAR2lh4YUjO0b9++iIiIYJBB9erVkZeXx89z7NgxdOjQAU2bNsUff/wBhULXOPfEiRNchNy4cWOUlpYiPz+fD4enT5/KglyiKGLZsmUYM2YMwsLCkJ6ezq3jaHMTImjmzJl48eIFN8YBdDSTR48exYABA5jBvV27dkhLSwOgi+pSa3hDQ0MOZFDyPTAw8Kv+JNJBc6ZQ6FoLHD9+HJmZmV+1SQR0EdyTJ09iwoQJMDIy4laAdCBs2rSJ3ZXU1FRuNyH1q/X19ZnwuTKoQIrCoSHVmCQTBw8eRFBQEAYPHoyJEycCAGbNmoUdO3bA29sbkZGRbNZrNBq2khYtWsT45IcPH8q6mwHA77//Dnd39/+oMb+Zsq9/x7/j3/FlfDMa8/nz54iKisKyZcsAyKOyKpUK2dnZqFu3rqxcSk9PDwYGBujVqxeio6O5wWvl8i2pD/H5fgAADw8PJCQkcG9HlUrFVQU0pHhKrVaLt2/fYtiwYcz4FhERgdevX8POzg5PnjyBqakpvvvuOxlxNfllWVlZaNCgAVQqFZt4VM5Gz+fj44OjR48iICCAtRGZoNQ0KTw8HHv37sWrV68A6EL8JiYmskqJw4cPM9pFmrKIiYlBz549Ubt2bdbAgM6s9/LyQpcuXfDjjz+yCU7aj7QPmcyUjqG/X7VqFebPny9jEQDAPuhPP/2E3bt383NotTpqyF27drFlQGtFUc7nz5/j4cOHHKC6ceMGSkpKYGBggIYNG+Lp06c8twDw8uVL2NnZ8TOvX78ed+/ehbm5OaOFyK9MTk7mdW7Tpg3nsQVBgL+/P9asWcN+ceXIryjK28mHhobi999/Z9fCx8cHxcXFiIuLQ5cuXRiDTNcgIuqXL1/C3Nz829aYr1+/RlBQkCyyZmJiAgcHB9y9exc1a9aERqPBtm3bsG3bNjg7O8PGxgZlZWVcEbBs2TIsWrSI/76iogIxMTGcB/T29saJEyewfft2bN++HWfPnkV2tq4T/cqVKyGKIho1aoQDBw7gwIEDEAQBBw4c4JwjQQL//PNPfPjwAR8+fMD169e5xVr9+vVhYWGBiooKBAUFISgoCHFxcWw6fffdd+z4X7lyhQMvlAPr1q0bIiMjebENDQ1haGiI169fQxRF7N69G4IgYMCAAYiKisL9+/e554pGo0FsbCwfIkOGDOG53bBhA1QqFTp37gxXV1fo6ekhNzdXRqnSrFkzbl1nbm7OkLXMzEwmYiZzmHpWlpWV8VzPnz8faWlpMDAw4OizUqlks5jY7qpUqYKmTZvi0qVL2Lx5M5KTk/mZDx8+zIJgZWXFQTd6TwJpADraFykoBNDlhOl9AF2/lcOHD2Pbtm2yA3bmzJlo2rQpw/Hi4uJk+46EEtAdrFIKETLn582bB61Wi2PHjmHPnj1o1qwZRo4ciZEjR3J6pUmTJlxX6+fnBxMTE5iYmCA2NhbC52Lx/2l8ExqzZs2aIp2slWsvBw4ciLNnz7J/RL7Fjh07ZEXVpFkp/UDXePv2rQx9I/X/aAHPnTuHvn37olWrVozjBL5o1pycHPj6+qJOnTpYtWqVLA1z+/ZtdOjQATExMWjfvj37f1KtK9VY+vr60NfX53solUp07NgRt27dQv369eHi4oI9e/Zg6dKlXO9IvrJWq+ObocAN+Unjxo1DcHAwqlevjqSkJOzatQubNm2SRW0pnUJRb8LJEsAgNzcXPXr04MisSqXilgo032PHjoUgCPjpp5+wbt06AF80IgBuWUjrSBsZ0IHg9+/fLysi0Gh0ndqIjUAQBHTp0gWmpqY4f/489u3bh8jISC7mJtRVWFgYFAoFXrx4gVq1asmCQ+PGjcNvv/0GrVaLunXrIj09XTb/ZFXQfiANKLWu6DMU15g0aRJzHrVo0QIPHjxAWVkZ+vTpg5MnT0KtVsPc3JzZ9yMiIlBaWvqV9UCgk7Fjx6J58+Zo2bIlatWq9W0Hf8zMzCAIAtP+T5w4kU9dOzs73Lx5E05OTrL84JEjRzB69GheGENDw6+Knw0NDfHx40c8f/4czZs3l52os2bNwqZNm/DgwQNGA0kDTNKghDRvCYA7W8+aNYujoWlpafj555+xa9cu/lspBE2hUKCgoACWlpa8OYnKUrqAZKZLD56/y8lSjpBIuchckgLeAV2w49KlS3B3d2dQAgkmsTlUqVKFo5fJyclo1qyZjD9Xq9Vi6tSp2LdvH5tmz58/5+oSSmOVl5fj3Llz6NOnDyfh6e/VajUja9q3b49bt24hLi6OhbdTp064ePEiPD09MXXqVGzYsAFarZZN9po1a0Kr1SI/P58DclJzOyoqCr1798bcoGNkAAANa0lEQVT27dsxZ84cFBYWwsbGBm/evGEicWkxs1arxYABA3Dq1ClZxRGZqQqFAgsWLGD3CgCTidG8Uk7Sw8ODA2IlJSUceaW1vXjxIgfaDA0NMXToUIiiiIKCgm9XMK2srERpGBvQaSkSIoVCgQsXLsDPz48XKTs7G/b29rx5HBwckJubi5KSEhYeaZj872okN2zYgMOHD+PBgwcsQFLBpZzj7du3Odp69OhRDBky5KvSIRqEiqEhiiLy8vI4B0oLTn4TtRM4cOAAa5nRo0cz9yig07Jv3rxhP3jdunV4+vQp01V6enqiRYsWTC5MEWs6TOh56OCiORMEQdY0lp6PPm9sbMzPnZOTA39/f/zyyy+IjIyEp6fnV3hcqaBMmTIFW7du5bmsW7cubG1tceHCBV4LEgCp6dm9e3cYGBhwWikiIoIROFJ/ksirpT+T+nGrV6+GsbExpk6dKou0iqKI9PR0dOzYkQVFoVBw8Tc1fSK8sEajwaVLlzjvHBMTg/z8fBZgKi/Lzs5m66FJkya4f/8+/vjjD7i7u/P7SRvm0tp804KpUqlEU1NTBAUFcSkToCM6zsvLw+rVq7F582a8f/9eBtnT19fHmjVr4OPjwyFzqcDQRpaCzKVBIKl2rPO5tbpCoWBoFRFjAboQvp2dHdq3b4+4uDim5bhw4QLXWFKnY9KggG4jtGzZEklJSVAoFPjtt99kwSNpvWmPHj3Qt29fBAQEIDMzk1sk3Lx5E/v27eMNLT1w6B5HjhzBsGHD/hZxJIoibGxsuGkqdSzTaDRISEgAALRu3ZrRU87Oznj8+LEMhujk5ITk5GR2L96+fYsLFy6wn+zm5oYffviBKTBPnToFtVrNyf9+/fqhvLyc+WbJTJYeBNJkPx0sUqGqbJKmp6ejbt26Xwnm/v37ER0djc2bN8PIyIg7qdHfhYSEYNasWTK4ZeVcNaAr8SJ6EelcUkyA/qnVahgbG3NfHVEUYWZmhtzcXBgbG0MQBFy+fJmRYy4uLsz8/k0TPtevX198//49Ll68yE1MY2JisGbNGmZwo8mjOkfK+c2fPx/r1q3jTSWdZNrItGCWlpYoKCjgDe/p6SlLliuVSjg6OrJ5dv78eU4a0+eoDwj5RdbW1jh37hzat2+PPXv2cLcoaiFPncEEQZABD6RVMoaGhhAEAS1atECjRo1w7Ngx2ekv1XIkhCNGjEDHjh0B6DhbRVGEhYUFioqKuI0Avef58+exfv166Onp/T/tnX9MVFcWxz9nxgARTFldf9RlS7vGGGtDqG5WKmlaErL2lwhWSKkG1E017YqT+EeDbUo2MUZRtmssjnaltSpCE2nM1lRbSP9gMXTdcQ1aiDGgmGwt1l2jW1F+jPPu/vHevbxR2V1bdEb2fZPJzDzmzZzDvefec849P9i5cyfp6ekUFRWxceNGysvLAXsyJSYmGlXXHU8Kth0bDAZZuXIlNTU1DA4Okp+fb4LYa2trzYR1FzTWwlRUVMTevXtpamri2Wefxe/3m3A7rSoWFxezbt06E/ZXV1fHq6++agRFC/CTTz5JKBQyu61bw6muriYhIcEkT+tFeffu3YDtMdWLgdZWRMTw3dvby4IFC+jo6KCrq8sIoobWEvSio6sTuiutiwgTJkzgqaee4osvvjCmRTAYBOzEho0bN2JZVnwLpt4xp0+fboKTIdoRBNE7XHV1NcePHycnJ4fMzEwz2O5dUU8sd2Jsc3OzaXnn/j6tYiYmJkaF5Lm/S8eHWpYVpQK6f8Pn83HhwgWTeua2DcGOOT18+LAJEdO2rbs3RllZGVu2bLktoP/ll1+moaHBTEZ3H099r67589BDD5mDed0AR9+TlJQUldIF9gIzMDBAUlISdXV11NXVMXXqVGNLu8PMfD4f586dIy0tzUTE9PX1ISJGME+ePElVVZWZjEePHuXpp5+mt7eX9957j/Pnz7NlyxbT0wQw6XB6AXn99dfx+/2mTZ+OztLCpncmXVxbV/dzp4vl5OSwadMmE3TiDo4Ph8NGILXw5ebmcuTIEfN/sSzLRFvBULBGbW0t+fn5DAwMUFBQYJKg9XjoBczv95sKhdeuXQOG0vSUUly5ciW+j0s8ePAwhLgRzEAgEJUp4LYFlVJUVVVFqRRjx46ltraW1157zaygNTU1UYfsevV0Hw7r1m7uoGz9mDlzJpcvXza2Q0tLCzU1NViWxebNm1FKsWHDhignR0JCgjnoPnPmDJZldxjOyMggIyPjNvtn/fr1nDp1ikAgQCAQiPJaalXZXetWq7rl5eUcOHCAefPmkZaWZtz67vIjPp+PadOmGbsmNTXVdNzSKXW6DOXatWujynbcuHHDOECKi4s5dOgQ77zzDiUlJZSUlLBt2za6u7tNm4rGxkZTSKy3t5dJkyahlCIYDGJZFjt37iQ7O9uocfPmzaO/vx/LsrttVVVVAUT1ndSdr7XzCOwqg+3t7bS3t7NgwQLC4TCrV68mEonQ0tJCRUUFnZ2ddHZ2mvPixYsXG1uxqamJKVOmUFhYSGFhIWfPniUSiVBZWcmLL75IJBIhEAiYWrja5AF7d1yyZAmVlZXmu2/evMn27dspKCigv7+fwcFBY3q4nYfaM5+QkGCcWXpevfTSS+bacIgbVXbcuHE88sgjJv9Po6ioiAMHDqCUYu7cuSYTQWeanDhxgtbWVpYtW8bFixdJS0sznlu/309RUREHDx40RyfV1dUmTnXGjBnGg6l7QT7zzDNRDhSdC6qxa9cuSktLb1Ov/X4/PT09jB8/Pip1TH+mu7ubRx99FBHh0KFDxlbWA5mXl8fnn3+OZVmmPpEWFBEhFAqRlZVlPq87bDv/P8BO0NUVCfLy8vjss8/M3/UkcDegdavDgUCA77//3tzv8/lobm4mOzsbsD3D2jazLIv+/n727t1rzvfa2toQETZv3kx6ejqffPIJO3bsiFqYdFC3ZVm8+eabvPvuuwwODppE6K+++sp0jO7p6WHOnDm0traaIJCJEydG2ZORiN2YSJ8Za3Ni1apVBINB+vv7zXmv24Hkrsanr7mdXKdPnyYSsTtmt7W1kZuba8wfneAdDodZunSpCfqoqKgwlRQKCwuNUCYnJ5OYmEhvb685mtq6dSv19fUcO3Ys/rNLtK1yKz16Iu7Zs4cjR44Y28zv95uuWNq5Eg6HSUlJMW0SnnjiiSghc+9CYHd2Sk1NNbVJOzo6yMzMjFrJtN25aNEiGhoaTL1R7T2uqKjA5/NRVlZmdgu3baqdRnc6rtGor69n+fLlJq9S36cLPs+fPz+qbInehfTZYV9fH52dnVFhijBU7iMzM5M1a9Ywe/ZssrOzTf1XdySNtoX37dtHaWkpY8aMobW11Qjm+++/b1KXNH9KKRPkrsuLTp48ma6uLjP5dXJwZWWlCfbWv6d3IG1jrl27llAoRFJSEitWrGD//v1GiwC7tMgHH3xg7L6tW7dGOWe0YJaVlZkF4+bNm/T19ZmA/jfeeIMbN25w9epVmpubycvL4/r162YHf+utt8xRiV6E3EHvs2bNIhQKmRBFEWHx4sU0NDREzVm/309ycjIpKSk0NjaSlZVl2slfvnzZ5HfGtWCKyD+A68A/Y03LPcZPGd08jnb+YOR5TFdKTbz1YlwIJoCIHL/TyjGaMNp5HO38wf3jMW6cPx48eBiCJ5gePMQh4kkw/xhrAu4DRjuPo50/uE88xo2N6cGDhyHE047pwYMHBzEXTBF5TkTOiEiXiJTHmp6RgoicF5GvRaRNRI4718aLSJOIdDrPP4k1nXcDEflQRC6JSLvr2h15EhvbnHE9JSKzY0f5/4Zh+PudiFxwxrFNRF5w/W2dw98ZEZk/krTEVDBFxA9sB54HHgeKReTx/3zXA4UcpVSmy71eDnyplJoOfOm8f5DwEfDcLdeG4+l5YLrzWAnsuE80/hh8xO38AfzBGcdMpdRhAGeevgLMcu4JOvN5RBDrHfNX2L1PzimlBoGPgYX/5Z4HGQuBPc7rPUB+DGm5ayil/gzcWlV/OJ4WYrduVEqpvwCpIvLw/aH0h2EY/obDQuBjpdSAUqob6MKezyOCWAvmz4C/u95/41wbDVBAo4j8TewGSgCTlVI9AM7zpJhRN3IYjqfRNLarHXX8Q5f5cU/5i7Vgyh2ujRY3cbZSaja2SvdbsVsW/j9htIztDmAakAn0AL93rt9T/mItmN8AP3e9TwO+jREtIwql1LfO8yXgILaa851W55znS7GjcMQwHE+jYmyVUt8ppSJKKQvYxZC6ek/5i7VghoDpIvKYiCRgG9OfxpimHw0RSRaRcfo18GugHZu3UudjpcCfYkPhiGI4nj4FShzvbBbwL63yPki4xS4uwB5HsPl7RUQSReQxbCfXX0fsh3X6T6wewAvYHajPAm/Hmp4R4ukXwEnn0aH5AiZgey47nefxsab1Lvmqx1bnwtg7xm+G4wlb1dvujOvXwC9jTf8P5G+fQ/8pRxgfdn3+bYe/M8DzI0mLF/njwUMcItaqrAcPHu4ATzA9eIhDeILpwUMcwhNMDx7iEJ5gevAQh/AE04OHOIQnmB48xCE8wfTgIQ7xbxvItPT2GnrFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8O03vBbv7BsoOAa9Mz1XAE2d/dVwji55dTWPM+vQfS9cBnxhScwR4aZKLu0sTL+2WTVSSncAfALuq6puL1Iyy78fdV/9rOb+yyPZGeR5PwkuAL1X3jbmD1mK8lsiJyRxrk3oFeZI3eu8E+TK9V+ff1C27kd7BDvAMer/2zwP/DDxvjfr6aXq/Ot0L3N3drgVeC7y2q9kPHKP3boKjwE+tQV/P67Z3T7fts2PW31fo/XGYB4EvArNruD+/k15oP6tv2ZqPGb3/ZB4BvkXvjOl6eq/lfBZ4oPv57K52FnhP331f3R1v88Cr1qi3eXrXZ88ea2ffUfb9wOGl9v2E+/pgdwzdSy+4Lhnsq5t/yvN4kn11y9939rjqq12z8eq2sVhOTORY82sNJKlh5+PlGknSiAx5SWqYIS9JDTPkJalhhrwkNcyQl6SGGfKS1LD/A7AOBRJwzQHaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(s3)\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(Train @ (s3/normTheta),(m,n)).T,cmap='gray')\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(x3 - Train @ (s3/normTheta),(m,n)).T,cmap='gray')\n",
    "\n",
    "binErr = np.zeros(nPeople)\n",
    "for k in range(nPeople):\n",
    "    L = range(k*nTrain,(k+1)*nTrain)\n",
    "    binErr[k] = np.linalg.norm(x3-Train[:,L] @ (s3[L]/normTheta[L]))/np.linalg.norm(x3)\n",
    "    \n",
    "plt.figure()\n",
    "plt.bar(range(nPeople),binErr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "## L1 Search, Noise\n",
    "y4 = np.copy(Y[:,3])\n",
    "eps = 10\n",
    "\n",
    "# L1 Minimum norm solution s_L1\n",
    "def L1_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "constr = ({'type': 'ineq', 'fun': lambda x:  eps - np.linalg.norm(Theta @ x - y4,2)})\n",
    "x0 = np.linalg.pinv(Theta) @ y4 # initialize with L2 solution\n",
    "res = minimize(L1_norm, x0, method='SLSQP',constraints=constr)\n",
    "s4 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fGoX1tkYHtd3a2hqs7cnJycgy4e4zNhet4yk4Fq/Wir8NANllB3g6PT0drLvLG4nBeRY0dgwOzWyR6Zvn26KzDvaAWhkC8xr9eV622p7rsrYSggkTebuO3Sy3SkjcDe+3awXa1d3wM2DKeh8CC3BDc8KfBfAJcpPJZIjdfMLd2dnZqCyPsbHYpFySDC4n4wAYMgCybI4UF8DQgDHEw2yAthsIgxNH04/739nZycXFxSCQPvPn+Ph4VBsLLaGD40bHc455XUB/cXExHPyFi25BYeyOQY38WpF71wuhDULp1ApjcsiEMHkMNOd9K05ShbSVOln5dAmxg5kNK4j18IIkY9gb7YjFMeLJtbYefq6Zo6ZLsKYWLrQvArS/vz8gjcRf3uQ8m81yfHw85CZd65rM0yX8fXp6Oop7oQdoKScHwDhWJD4m8/LyMtvb26MChNlsNtDY1tnVP4zn5ORkiGmd60VIiHXtPZiWCFaSIVZN5sLv2NNADPNHQWAdDw4ObqCuWDMsvOuI+Qz+QOhaqTAUia2uc5LQ1LyBIq1FCZ4HCh+rWueJMlh5i4m7Wl0OWyJahatNyJqfswAYcDHwwn3WviagtWKSQShBPC8uLnJ4eHhDcMkLXlxcZH9/P6enp4Pbfe/evUFosMZYbYSlosez2SyHh4eDG+cjPxAYp36gCfP0vEmlVOCFvqwUsbpsrF5bW8v29vYwDuaxt7eXo6Ojod/z8/Nsb2/n+fPno7GYScmHGlU9Ojoa1uL09DRHR0fDGHGxj4+Ph0II1jmZKwG7vQYGaShplK7TPIzB/ED/zteaj7DsDi0cFlmZVKNwW/vAgtl13ZtJfibJG0mukvxE3/d/seu6P53ke5O8e33pD/fzg7mWNiZoLVTrSWsqxEzn1ImJDAPUtIOJAhMR91XtCqMj5EZXkzkjk1BPFiV4fJ/MGWYymW//2tvbG2I07scVx00lf8g1x8fHg1Xu+360LSvJULNq6N95R8fHLhJw1QzrQL/E1dVl3tjYyMHBwQ2LjbBjXXBDjZg67Dg7OxssuOPtw8PD9H0/COXV1dUI8a2e09XV1ZDS4Tu7rXgeFXWtBRZupFoIWfhhjLaG9GflDWpfixBsRKDZsvZhLOZlkj/Z9/0/6rpuP8k/7Lru566/+wt93//oy3aEK1sJhcvk+NHxCI24gkVx3GRLUgWTuAcXy24ijeMwbI1gLF/jA5uvrhY1oaenpwNg4nyn4ziX/c1ms0FobEmwTjzbKRkYpe/7gdkr8AK9LCAuQq+AEmPH8lNKx1wdn7MePBuX1DEn6+CY7ejoaJhvMldAPO/w8DCHh4cD7XjG8fHxEH87xIEO1c13XjNZFJXAT/BAtWAoDIAqWit1gtdgGvM9/GLvrhYrtNoHFsy+77+W5GvXfx90XffLmb+z5IP2d6OahFjCNbA1wPYCYFWcvyP2Mzhj4MUxhH9a48P180I/f/489+/fv7GTnr85JGs6nY7OvGEMzm06KW8tbdCH+LWCDQgKSsZWmTlRdH52djYUB1iwmJsT7AjF1tbWYEkMnFjQTk5OhrkT00Ing0IHBwd59uxZDg4Osra2Niixk5OTwYU8PDwcqpMQVtxbhN8gEHPgGRa2mttGgO2WunDFFo+wwq54zVGiKC3c9rScY/d3t7mzH0kes+u6t5L8K0n+1+uPfqDruv+z67qf6rruwZJ7vq/rul/quu6XqkDetbv2z3v70OBP13V7Sf5mkv+o7/vnXdf9eJI/m6S//v1jSb6n3tfr3SW7u7s9cQKtxje2MHx/3c+o4qe6GtaOWIPq1tm9xUrzDOcIjcbZAmCBAHLIGyYLgKnv+6GUD+uVZNjGNZ1OBwtf52rXy3N3/GYEG0SxxjiOy09PT0fXMEZogyWvO3aeP38+ilm5/ujoaLB4WF/OsmUtiDmfP3+eg4ODnJ6eDhaY+eASc1D28fHxKJ40Gss8nULDHbdXA23MFxXhrdbOAJFBMtx4P9veDuOEtsYmnO/0ftlW+1CC2XXdRuZC+Vf6vv9vr4nzWN//ZJK/+6J+XCZlZKue7u2/7YI4BnQBeXU7KvRtoYSwVRng0ljo7Rrx++TkZBgLKZNkDEgYsQRVPTk5GQrHnYR2KoOiA7umACHJorDBZWoGJqCd3VbHe/TJ2EiF+BlGGRmrc624yByI5Zyjx3x4eJj33ntvxOw8A6TVygW0nmfg6rrA3Uq1NpSk1xV+qTSCTsTnAJAVuDF6j1tfUyc0QiADmzy/Hmvi9mFQ2S7JX0ryy33f/3l9/snr+DNJ/kCSf/wSfQ07NCyY/DgJv0zLcK8J5PN1Wgle7qsxZm2G1bHQKAkDEmhCa0OYlDREktg7YAMzSXvyh1hg95GMK1RqMh/Bgl4VUa25PcfsLk5w1Y0LJRAILB+5Y+ZxcHCQ4+PjkXIgPuTZBwcHefr0afq+v5FDhclr4QDPqKCPlSrzdwxvL8poLDxlAeJv736xVwbPOJ2CwMK7Naa1l+I+KlLcah/GYv7eJH84yf/Vdd3/cf3ZDyf5rq7rPp+5K/trSb7/ZToj0LYlQqPhUlQLSoMI1nbJzcLritDZtbVlrUUM/GaxvZ8SS4RgkedDCGuSH+3ZqspZX18fDsiykiAn6BI1+kkyAihIv9j6wzwotxazYNH8+jzczmSOkqLkSIU4VXF8fJyjo6OB5iDUdjPPz8/z/vvv5+TkZBhHzbvaVaUBDiGYKFyHKsyBhhKthQUVAGy1elqFr4VG7r8qfBSEwaWaxzRK22ofBpX9n5PmC2pf+kVCNLsJLBLEx+WAGM5pWaPZYlqwsCxotJogNjpn15fxwKAUFpDa4dm43E4lgJ4mC3fZjN/3i90bWC8UTzI+UTzJ4AJDG2I4aGEF0lJAtqzEeiiCmgogbQVT0oiJT05OBqF0OoWcY81vOta2QDPmilYyDmjnRD8uqRWpBcNr6wKCWmRgeuDd1FSGkWmj/+4HAXTc6e+Yi/mJPirta1uJyp9kDC8n4+S+XYAapKO5KMdyfrH6/QaAkoziEwt0dQFRDlgxLxTn0GApEXYED6FNFoXcFiruwRp0XTcAH1ZYvAKB6yaTyXC0JCceeM7EQszHYYDzmBZeLF3r1Qi2xHYhDw4OkmT0tjLWpSbmbeWShafTshxYNltPKxzW04Jpgben42sc5wE8uULMXoXDkRr+GCBseVr+3641/bmPVlsZwaQxeHJ3MAHW0FqH/w022FK4tXJW3JPcPJU8GQs2TOZiBfrgeoAT7z5h4R0ntl4ShKXBVTWiaWTYdaBGKxFwGPL8/HywZklGY2DMRpeJmZgTAmP62D1zbJ0sBBfLWq2nhRR02sUNSQY0tlWFxXrYOgIU+XtoQAFGtYTGKlzC6fCn5jI9RhsJ/27hHxVgswIxsNZqKyGYTMrHaWxtbQ1MVoEP32cGbwkevx3MQywfimSiQrAa0Nu1pQ/cThjWoAPz4Lm4pFh4Gvdz3s7x8XEmk8lAi7W1taFKBuHwThS8BCsyMzTjxnLAFMu0tq2MGdFhBlU6rk7CFT45ORkddcJv4whGbS3c1MGihKrgtZDZ2gz4VGsMHxizcJzqkMX9WbBNDxd2VCWH0GP56dOFJMva3Ubpu3bXVrCtjMXksGAa2hT/H+1i14S0grWPNazjBqde/BzvZqnpFqwP2pkfx0kGkIx+kqesKRjOiAXtrGfEYgWIXRkH82KbGAgsc6hHYxphxVIbBa1Iok/Ws6U0OspnxLnOReLeO6fqhgWBXuQ8neuk6IEa52oNnUPEAttdZY2d3mKNDDD5h3lVMK/G2DVGZT6MyTRzzbTz2C1waFlbCcG0O2mXgbQDrq437vK/hc/90cw4yeLUOvqAwK3dBrh/MAOCCQMm43NN7fYaeLFywY3xCXi4dgBIjIc0AYnu6XQ6oJoASYyh5u8MWHh/qgXP19Q4mLkbgDJzEnpUAUdh1BiNe0Ck2UVS0x0ugq/CUHORjIG13draGoSqlUdknM6RuzKHteN6FIhjZSsYaOVce7IAwoz0ewy3pWpoKyGYycJSIHww7mQyGfY/mnGScekU1/pFOUluaFVbV2I9AwAGj2rVCoxDkj3JSGiNGNJgTiekSa0kiwIDGMrADIJJbMbeRJ8KkIyRYYS4Ah+O+UhD2TIwNyu6moc02MRvo7q2pD4YLFmcfXt6ejoUqNdUBhYGJq+Kkrmw9t6Zk8wFE4SasdnCcZ8VsoWYeQIqzWazQQHWsTBGezN13RHYWlVWrXGrrYxgOjBOFtutYHRyhEZMKzxdLQXaEZDEiFyS0eJAuBqU21LYPbFgwoyAFS0I3wvvVIatGUgsY7GW9iZqLIotKlYUZbO7uzuad6VRLdRwOGGXuJXTRYkaPLLC9GdVyfloS8ZeK3ec46tCw5q5ZNPpKFz9muOu48Bikld2Woe+Kn0YL5VPKKPZbDbsIIJWzMtC63Tci6zmSgimk7SuD3XMhzVxJQcay8lqN8cBVUsm43dyYkW4jwaiZoH19+wZNVJotLAWMNBgHCO2ydiKex7Ur/LjcjbGxrGO0+l0OI6E+9HenksNHZxO8XfJOK1DPzXH6PXhmoqoO95yWR20MmJd89jV2tVYkeNbqgKv6DN92ruhD2J1r78VSS1i2N/fH7nx0JJWc63JIhvwDZHH5FXq9d0cLo1CEJPx5OtOCF9Tk9g15cIis8/RVqJW6xiQYiFxaWD86joxjmpFqoWxAnFpYjJnFlxNx048iwocYlRic6eekowOHLNSYrwGuqpFB7RyWspCZaFFMZmW1XLZ7bdVcZrD689YqsKw9YfOy6p5TG+DZIREfMdYDHzxN+sNzxGmOB1ii2lamOdceNJqKyOYSUaT4+QCo50mcKuIIFm4Q8lYMPmxm2MBa4E4aFrcVJeEsYBYEj6DyeyG0geCVV0rroEhsYhWNMSo9FGBmouL+bGTe3t7w2+QYfq3lUUZmY6mQWUaC1mL/s4vQjdbKguirWbt04Lp3Cvjq2hqtbiu9WWtDd5wn8OaitI7LjQ/0lgHCkFaHobpVcOGyiOtdpfHvGt3bQXbylhMgx3JGJhxPGlrZkuK1eDeZJzzbO3v9L47LJ/jJIAKx47ETa5ocZBfEVFbTsbgdItzolh7EFHm4b9xv1z5A2q7t7eX+/fvZzqdNuNtxmB30gd60UzvmheGRtVqO8b0ESAVBLOVrBbRFrMeF+JxVTfVG8pxuX3Wk70t8q1ObVH+yfeMwXGh0y3whEML5si1tXa5hi817q1tZQQzGccLJr5BnppL4zrn76qbyN9c48aWLR+JaKZw4I975MXgfwhP3ouG67q2tjY6V9Y7Q0gd4M7WGkrSGCw4C4pgbm1tZTqdZnd3dzjtvbq6dgdh8L4fHx1ZGdjn4zIuo94WMqeRnEKyEqhoN/T12CrtUHTmCced5plal1v5hd8GCzmKk3jchR4uoaTZDV8mxMYz7LrXOPNj2Sj9UTesmbVfrd5IxgngCsKYCZLFkYr+vsaHACf1ICka1glUFKGqINXu7u6QR3Sek2qWq6ur4ZAso4Y1BmYhbYVNkxbKBxBRD8mu2trxutFoNwSmghYGZgzauD7UnkXdUGBlwNx83KXpDdLNDwqIkxyw3NDWKTZbcqO+9nCSjBQkawItXT3E3GsO1ykoaL0M9zDAliwMxsoLpqsxjBrWgL1qUxAxf17BAGB9M0GFwxGkmsP0s/nOxdiM0ykGIHs0MO+SdALerimMBnNg1avLx9w8Jo/VjOEiau4zuDSZLE4wcPrJTI3nYKaHTj4Rj43SpjNrUsEQACL6ZjzQEq8Cl9R/JwsPgSJ6zg2yZ4DA2eK52f1k7YzAwmfQw69DpFWhhY4WTKPUFeji/qoU3VZCMJOFaW8hVbfloqp2NpHNQFgt0jL0YY27DL7G1SQW2dnZyWuvvZYkefDgQdbW1vLs2bMcHh4OVsn5WFsX/yTjHfWkObB4LYQUFz4Zn25+cXEx7NfkZPBWEQEIrQUDWkAHrIBf7IoFNRrpfK0tJv3ZIhN72gsgLVTdZ76r3hK7WVhTzlmyW4vyxfux52A68DzGzesGXWTBodSkR1jPFipcXVX+dy7e62iPqNVWQjBxr1qQvGF3CyfEqXHh+fn5sEnZda2z2by8avyrtXIAACAASURBVG9vL/fu3UsyJ877778/Eh6DIH5JLIJVgaW9vb28+uqr+dznPpcnT57kyZMnOTw8HMVu1tAUOPO9C7cRiOpK0dDKpgfzOD+fH97MJmsqhZiHGcR0p1XtjmIwOIRwMd7qyrI2Vhx2AbFAtFpSZ8H0vGh7e3vZ39/P4eFhnjx5MmJ+GoKLQHprHw3vjI31fvvazs7OoCAN1PlsW2MF1VKalswJmlhJvaitlGDyd3ITxTOKlixKo9hY6/pGa37cqul0mtdeey1vvPHG8Iyvf/3rA5HtZsI89+7dy6c+9am8++67efr06cjtOTw8TDLX4pubm/nMZz6Tt956K8+ePcvjx4/z1a9+NUny3nvvDe5vsngzs19KhJWrTNwqP6Q00S/8AdGmgKAV7xiddHxZgRcE0uWFyeJYDywR9HJZYNctXg3hJD7Pr9YGWtiyM37mtru7m1dffTVJ8slPfjJ93+dLX/pS3n///ezs7KTrFgd+tWJKQoW604jXTBwfH+f58+cjwWNNySVbSc5ms+F7igSwnHaprSycW4WWBjdb7aM4V/bXkhwkmSW57Pv+C13XPUzy3yR5K/MDuf5Q3/dPb+mjKZheXKN/SQY3w6ee2zrSNjY2sru7m0984hN54403srm5mSdPngx9+dn088orryRJ3nrrrcGNcbIfy5FkOIBqe3s7Dx48yIMHD7K3tzdcv76+nidPnowK0okpGTPPPjs7G16M4xgNxrCr7nkyHqdqjLAazbQg2H1dBmpY+LHu/u37bEXqPB2zAezVpLwt8MbGRu7fv59Pf/rT+dSnPpVkHmN++ctfHuLara2tHB8fD0pyc3Mzb7zxRp4+fZrHjx+PlIIrmKif3t3dzb1797K3t5enT+fsaUAJr8MnTnTd4nWK29vbQ/WPG/TGS6lurnluWfuoCgz+jb7vP9/3/Reu///BJD/f9/03J/n56//v2l27ay/ZPi5X9juSfOv13z+d5B8k+VMvc2MNlB1nApEn8+MS/Wo7NDggSDJHRO/du5dHjx4NlqxW/Cc3XzyDO7a3t5cnT55kOp0O59s47ZLMNSxuKNZ1f39/0PK0p0+fDvGf73d+s+/nJ48/efIkx8fHN/Je3Is7i9XGOtaCedd6+owfrLHTU9VyVSTYlpLYzEes1Premth3UYST/C4mIB7f3t7OJz7xibz11lt59OjRANY9e/Ysz549Gw6VBqChPXz4MNPpNI8fP75R4litJxZ9Op3mlVdeGbyk9957L0+ePLmRzqG8kftt3bGaNUduFLzl2n7cBQZ9kr/fdV2f5L/u568++ER/fehz3/df67ru9Rd1Yl89Ge/Ng1EoBkgyvKvRlRggkexXvH//fh49epRXXnklu7u7Q1yGG0GM4IIEM+WzZ8/y9OnTUZrEY2WcjA2B4ZUHSfLo0aMBxv/617+e4+PjERqH20P8ReWKY2Wuwy3CnUUwcc+cY3TNMIxEGgAXs+5i8Xycq0wWu2R81o6Zkb4QemJZj6FuNABcgsHX19dz//79fOYzn8k3fdM35dGjR8N7OVlzDpQ2MMMzLi8v8xu/8RvZ3NzMa6+9lnfeeSez2aKofWBYhUYg7T46dG1tLe+9996NM4egtc+dtYtr0Au+Mh0qun5b+ygE8/f2ff/Va+H7ua7r/u+Xuanruu9L8n1JhiC+xpLOD11eXg4vbnUzJI4GBHVFgxIjIDQsAm9oRvNeXs5PfnvvvfcY4/AcrB3vGjE6S9xWFyaZW5KdnZ3s7+8POTS/u5J+LSRoZRdVuOInyQ1aVSs3my1O70sWXgHjdxKeebRSNE6n8FxXUdWjUVCWFArgffjdLuQfsTrc++jRo7z11lt588038+jRo8FK1bSQvQ48FsbWdV1ee+21PH/+fKCBwR9XajkuhvZUUe3t7Q3oLvE/Y+j7xXtoUFg1dmdNWylAxl8trNuHFsy+7796/fudruv+VpLfneRxd/2qhK7rPpnkncZ9w0uFHj582IMS1iM7nJROFlX+EAV3A0TQp6Bz/2QyP9mAjcRYs4uLi9E+xel0mtPT07z//vvDOH0EyObmZnZ3d0e1lbyMlt0ctaqDBeCZ9+/fH6Gdjx8/HlxEcozV/fECVmvtebqQILl5Pq43/xo4Mr2dtrGg8mw/z4LfKpsDXIFOJycnef/994e3Rk8mk9y7d2/ICX/605/OJz7xiTx48CD7+/uZTqcjtNMHK9ub4mzb09PT7O3tDackJONzgBin85i26Pze2NgYTkIA+TcdUBBGVmu6yBVWtb3IWiYf/qVCu0km/fz9mLtJ/s0kfybJ30nyR5P8yPXvv31bPzAh9Zo0Wwy7a8kYwYMAFXq3VkdgLZiHh4c5OjrK2tpaXnnllcF982vaeT5F4nt7e6OXqT58+HCIYf0KdIQCa0c+lL7feOONJPOUzJe//OXh2BCuR4kwD8feRmj9vfN6dtHrsSYIf80ZO59a88a1SgUPwZbSheB1f+3l5WWeP3+eZ8+e5eLiIvfv38/Dhw/z4MGD3L9/P8k8dcS1eCLwRTJXavv7+0MRwMbGRh4+fHgj3n/69OlwZAuliq4usoVjbc1LLpEk3HH9tN18n6JgD8veE65sRWY/Tov5iSR/63pA60n+at/3/33Xdb+Y5G90XffHknwlyR+8rRM0NQBIMj6bhxjMloZUCt+zMdiLgNuC0CLYWMGdnZ3hvNaNjY3s7e3l0aNHg2vk3QnA6wglzPTZz342n/3sZ/Pqq68OY3LcRPJ6MpnkzTffzObmZp49ezYw4WQyGQ6nms1mg9tt4UZYnKSuebDKGNCV5hiZeVVXFpo7xmwxU2Vc+sTFx3upr7t/8uRJLi4u8vrrr+cLX/hCHjx4kK985SujNSfk8JrRXn311bz22mt5/Phxnj59mrW1tdy7d2+g9dHRUc7PzwdryXEfe3t7I8+n7/vs7u7mlVdeyb1794bCjCTDKyIoOjEf0pxXRpHW40xqs2BCu9ss54cSzL7vv5TkX258/vUk3/Zb6avlvjFpM6SLBww8sJDs4E8y5JnMRD5pj+fium5vb+eNN94YHfNhZoFRptNpPvOZzyRJPve5z+Xhw4dJ5ozx+PHjvPPOO3n33XeTzAGkq6urvPHGG1lfX8/Xvva1/OZv/uZQnXRwcDC8eZnzaqiZdfVQtVhVYGgW6DpP5zedMKeZsYxq1sa6VFcQ+mxvb2d3dzfr64tXvSMs3/It35Ld3d288847OT8/z4MHDwZaEeujoPb390fx4YMHD/LpT38677777rAjaGNjYyhAwGOBXlamntvOzk5effXVPHz4MDs7O4O3AJ3stSC0ppPLADmqxW1ZFZvd6RcVGNxtlL5rd20F28qU5LUsWQUbKuAwm80G9wlNPZ1OB1fWh1LxjI2NjSHGBJ1MFu+sJAZLFq5wsrDgW1tbQ2kf7dd//ddzdHQ0vCkZbU6/uFdf/OIXbxQvA1j1fT+ADl3X3UCfGYfd92opsXJoce4xXA8wU7d9WcN7a5m/Zxy42rViy+kYYi8sEfe9/fbbmU6n2d/fH7yCx4/n7zoGVIOGz58/z4MHD0aHZz969Chvvvlmnj17NlhXXOa1tbXRSXV8Vtf04cOHee2117K/v5/JZDKyiKwNNKo1wXzHb/dv5LruQDH+Uc8karWVEUxDzMkCuJlMJgPitbm5OQIjQFTtpnr3CKkSmIZFhLC7u7t57bXXsrGxkefPnw9gEAAN7hR9rK2tZX9/f4DSk+Ttt98eoZgwNUQHcEJocLt9+gALTxxSS+64zsJmQeJvC2s9eIvvDEqgDOiDAg2/1bm1Vs5X0qwYDAQxHkAzngtQ88477wzPOTo6Gu5//PhxvvKVr2R3d3eI5+/fvz/Ef/fv3x929LTywk4HdV038MTrr7+e119/fRDK8/PzoViF8bp+urr0Rp+NYUBD+qiKsIJj8O6ytjKCWVGrZGEpsXZmJL6vwmyGIv9E3/wPgcgr3r9/f8i5+XzQra2tAQlkgUjMs5BobRcwGzFNxgUAMLaBkfqKOyprqnWsC193K8CUteDfBeRobqdXuJbKKlfWuEqqxXjO585ms6GGGUXpKiwAIs/POULXmCbzuPTw8HCoY0UQeM7a2uLVh9DecSoo//b29lDZw1qTBkEJ1hSK667tGdhjY6xYV4OVNaav9boGOlttZQTT1jAZMxuMRAVLkhtCiuAaNKkJfxbJZWhOoPuQ5CRDBQ+u8DJ420KIdbRldxlYMs6fmUH439vYPI8W3fjelpTv7CqhFBC2ZQgu1yE03iBgd9bz8Tht8X1EIzs6fDIB6DXXuEyRNefZ/Oa5rJW3bIFeHx8fj+gHGMU1T58+HSw+POU+8HwqTZhHFSi+9zpZyViAmd83hCubLFw17/8zXE26BGJ50Y0S1jwmu+xxURAUGu4vxJtOpyN3hbwm+bCKuNXYDMasaQgUSdd1Q72p5+kjOdDUtka2whXBNlOQs6xINu4UFqWVXkGBkPKxYFYvgPlWCwLNW7snEE6qoI6OjnJwcDDyDPBiUF5VKBAMCj7Y5ZHMQ5Orq6vs7u4OyhG64uEs82y8htDCG7lbSLcVPmOmWXhbdcPGL1ptJQSTBbBWdtIcTYxwJePAmwbo4KQ3wg4jUgKXzPOYuK24PVVwHf8RtOMWc581LBbPloux84r16iLyDL9qwfEkFqzGkdViMi4W3mOwULmgo1r79fX1YduZ3dd6f40x7b4RQ7IGyc1XxTNeezB+dbzzti6UcEke87CLiFKBjtCD8bPxoe51Na22t7dvVPY43WL6O2yo6RCubZUFtiqC3FZCMK25GDAWw6fJVT++5tmwfgYe+r6/seOcPv32Y4/FWjUZF5DXuIhyOprdWMbAb+5v5SX53C683VODYTCrmQmGTBaMUfcgUrViV6oqCCuA1jh5frW21ZXrusUJ5cniBATyyhYuu3g+dd5CyBhdi+sY0OvtHDi4APNAafoaH/XCPVhCey6sRQ1J6K8KZivP7vtua3d5zLt211awrYTFTBZ72mi2Osn4dQbJuEAddwUtbxfP2qxqLsPZrWd7xwZxCu5qLba3VbVWReOjeenPwJXfB2mPoYIfnncFduxS2dJX2oHOetw8w+P3D7SyC2vLUpsRyIqQGzjC3cT7cOzMM+pJd8TktlCmk4EYQhNKIk1DP8vusj0I1sSoLOtoq2d3tc6D5vGCNXzDpEtMAFBWGMBxAg1hNLJmNM9+fmWoZPx+SbuaDtwNvBweHt5IRbA43GdXNLl55CTf8TmpA+Ln1oJZaOwy3pZeMrMBZPAZCLhTMi5a9+9KC6dazJwt5WDmnM1mw15KSiVx+RgDAuqN495LaXcbmpnWdnPBICrvmMdQDnVtUO41Tud7Gwie3drT6XWpbv43BCoL6jqZTIbFqTEnMWZFQLkWQXaz9QIAIqZIMiyuF9QWpwIfENMENepar0tuMgtMT+wF0NJKUns+/ruOA4a1onFRtfOVKCHHRzyPuM2J9Rrzei62mKYddDcT0zd7KB1f0odPAvAujla+lvWuR4Hy/W0piSpsy0AuW1+vZ6WFn8k19G9AjL6rxW+1lRHMijTWcqd6HVqwuohu1SXjOjMs1qVabD/P1hEXx5bdVtqautUHz62C5q1BMJytka0/99AsRBYY6EaJHgXbKD+UHWMiHdVysWCmF7myXkePsaaZ2AtrS0Nz2sgKp64PdGGegEF1DhYKg4ZeGwuN3ddKb7valTdMA/OdFUCyKGxp8SxtJQTTjYn6/NHk5mvgHEdUuHuZq1eFpLq2FX6v26MoBpjNFmfAIJgIVrVm1SpVpjeD89NyfV7UajqFWNhjcMURdaBOI/hA5pou8TwQiGrVoWG1DMyzhhlc65wvz2xVJxmZ7vvFu1R4BqWTdl+5riLtVRDrHOijemKO752bfNGaVettLKTVVkIwrVla+R2IV3NpfJfkhoajOVjnPqcRHMi37rc752f5SA3HGV6cVj+23oyngixmLtOnal9b1GThNnN/3UhOfEmM2XWLDcAUPThlY8FzWNBywawUbIVN9xqjVqE2fWp6qK6F525B4TO786ZvC9zyWPx//c6turj+u37HWrVCo2VtZQSz5T7ZknXd4mwdPvPxFy4orgxrt9iMhVD6u5YbxD0uGzQCxw8VRMtAGYTBeTUW3kzJj9FIxgGtqqtoQSaG9dm1Rkpns/ErBDxG/q5r4AJ1WwczdA0Z/D3WzWcu3YbsLjvapAq1aV3pRWspe7uifk4VSrwlKwfm7+v8nAqKVU9pmUfnthKCmdw8nyZZDrbwu74jslo8o3P1fvdfYe16rWNdxumd+4bSuc/WtesWB11xra0KisW7U1qCYuH0524INGV49Vl+Rqs00Gisae/Yq1Vr67kiwI7/rLisJOraIqzEmN6FgavN+ByHc79pw7W1vLGGMl4vWzfG4THQnwWytWWRtbBxaYFYy9pdgcFdu2sr2FbCYtYYi99oUOfD6j0E6GjCGk/iqrZAjBoHVJfEY+F3q7wqWbiLjM35QaxQRQS5H3cKC+OSNPojdrP2r2CYNbxdW9MSumEpWnsZoUcdJwUBBqgc3zLfupPGa2FUsyLNPJexO79MX7b6a2trQ31si4/s+noNnbaqaSPH8g57jOT7TFu+8xxqfFpz47aey9oHFsyu6/6FzN9PQvsdSf7TJK8k+d4k715//sN93//sS/R3I5CnIL0V+8BEuJIspIXYQsv/FeVDcIHlawzKuByn2RXz+HmOARTv96uVIYzBif5W7GQUlFYXFiZ2rO18mvuAXufn5zdeSci9NcZlHAg/99T8K987peDxmc6+v87JsarnkWTk5lbE1K6mx1wVvq+3oFhh1DXge+YDb7bcft9Hiq3lDi9rH1gw+77/lSSfv57sWpLfSPK3knx3kr/Q9/2Pvmxf1e9PFm/FQssjRFUjwmQGhipSVk9cp1mLQ+iqzfifZ1ULzPO8Hcmx6Gw2G4rI0dQtUMOphNY1FWyogmOl5Hldr9XwigOOLoGe3iRgr8EpDNMbwXPsnGSUVqh98X3LY7Bl92kPZnivuedXC8ztbVR01TzhZqXr7z0u+vb3VYBrasnPZm51C93/H+DPtyX51b7vv9wCBV6mVZDHzeBFZRSEqbptyZjIdrmq+2nhdW2mrbC1fGvsTukYteR+p1UsNM5nVS3tuVoY/T/f+97qOXAPLiD3t14B4Oe2WrWatSa2MqXBmLouk8n4fZnOPVqYDH7Zq/GxKNC1KoUqBA6BKt141rKwh8+sIKxErIhc2sj/nueL5OSjEszvTPLX9P8PdF33R5L8UpI/2d/yCj5aKyaBANUCJjcPNPK1Juwy95H+ENSafvFYbBG5jwajuOrELlq1YAi5BcKW1nSocYu3QZn5TIfW95VhHe/SQGntcplmXgMLuIW/us5VuByft7wT+nc6yesFjY30GhGt29pM15qLtqttobK3wzUVdbWStntueuId0Xf1Cj2mVvso3o+5meTfTfJD1x/9eJI/m6S//v1jSb6ncd/w7hIffmymt8a5vudGrsgE4u/q40McA0O18RzHjyywn0WfVTuaKfy9azYNZFjISZXY2lThd8yFAjBdanGBgRmnaa6uroa6YQMYPv+GBgO1/sfddqsxueN1K0tf7zWx59Eqw2xhCC2LVzdC1/JG08nKgz4JKyxUfoY9HsbDc+GHeq3ro1sbBGr7KCzmv5XkH/V9//h64o/5ouu6n0zyd1s39Xp3yeuvv95beJJxETvE80tqKhPyWTLebVBdypr8ZeH4jveP0E/d3eDf9ZkwmHOIZgD/2MXxqXgWuup+0apFxw2v3oEZDpCJs3iIOynbYwxWDBYQaOTm718kMJ5PXTsLHg26uA97UbbqXgMrQX/ecm1RUKZljZNrY+0831puyPirN1dPTbgNmf0o8pjfFbmx3fwlQrQ/kOQffwTPuGt37Z+r9mFfKjRN8vuSfL8+/i+6rvt85q7sr5XvlraWS+ECcWo86/W4P9XVTBYuRa3+qZrcKZWuW9TBWhOiIetZMPRvFygZxzJYFgM4FfWk7xZIQrOWtYV2LazjWbuy3A9CjCtqpLAW1HuerpBxPtHrhRWkwscuYI1xmaeths9WYhug58x9DgNaIIoBIq8Bz7BX4FCDZ/iM3+qCe32MGzhccBWXAa3qTt/WPuy7S46TvFo++8MfpK/qNhInkDZx3JJklOPE5WmdQK5xjWIYPoMhvau8gjwWGi8ErRX71jiXhfY5OMliV0KNX+szWiAJjOCX+dS3oiUZtqlxHpKFroYBFjqDK44vDZBxXwWD+NvKwUBMi45+DusI2OTmZzlcoX8zvl1b5leFxUrbCsOlkVUZMLcaFvlv1htF3CqEWNZWovKnghfJuPDceTOjnZ6gd5GYWNRXosWrQOH7O0ivyHC1VDVmSdoxSp2jlcJtKCoWzZbOWh6GqBVKRpg9Rte22hqyTYpxoDwQBAoF+N5z5vlVAdEslDSvY40HW+OvGAI0qBVWFSBsAYKtGmWDaraIVFj59EMX+/u3aW1607cBK+hBgYSBttpWQjCThcVEQxtOb7lWVYvyPklQx2RxIhpHJNbT3O0q8t4MAw4V9DHD1N0laEea3wtJYy62aCgOM3F1yfkNw1RmYgy87YzP7OryTkkDT3bLSFEwB1s//98Cr+jLwAoMbq+DuWCNqgKxW+k18N8GUJaBMxbwZS5jLU+kuQzQG7ZrWFAtpxvK3Fa/67oRf3xDWExadYUqUVs+f7W0hq35nBPAEfZaBsZBW/U1fSyIXboW4un8os+eZcy4YwhL3y9OEagMjvAZ8bRrSyxTywLr/sP19fVBSKlftduH8rIgM1csjC2Rc5e49R6jd6cQyzKuZFwZVOM3r4VzftDRXobrXFl/0wE6c19LybEOVrKV17yDpCq5imc4tcPvGhYl49DI97XaygimtS3N7puJnSwY0QRlQU0oriHVYnfWjOBqIKcIvIiOKQyaGBBC8B1HVjfW87RCMS38mV0k98k4fcKgXb/6zkesIumc9fXxy40sWDCOXzdhy8Fa+LwdrAs0MKiWjJm6Cgzz5CS9nZ2dgeYWPGJg6nprJVe12stiTCuhqvCrMrBC83yMb7Ty44QFre9us+bJCgqmmdHasMaYMJIT5xC5uiY1z1SFqwblRkwBVmwh7OJhjfyZhcxAA9dXa+g3e3ls1qg835bRAAe0Ysz+HnDLcRZAkGtlLy8vB2Hi1EErCehfXXzPiz2eLqZnDLW8kT4cp9eY2/GhhZlx2u01ToDAtJS3+cmhklsVJls7hMon/Hv9W56AW8uFru1uP+Zdu2sr2FbeYlbgxZopuelaWEsDKKE1SRu00iW4g1gN7jdQw/X1mckCweT4ESObxGa4h65H9bYwYtGWtXLsZcto2tgKucjbpWLW3mtrixe94pKbJga0oCXuInPxKQm4ycTsjs3xPKp7a5fcIQXzaFkWrL9dVz7n+rrbxahqRVJrysWeSOtYVI+9xuY0g1xcW8OV2wCglRBMBm14ngWtaQK7dzCmGbcynoEXn0XKfW4sahWara2tAfWtsRX9kJJpzc3HMLKAPIMYzqCGYXrGRUMA/Y4WEvJ271wviitvQKIyHQUcCGctiYPZjVZaaFgvYlTALedat7e3h+fA/AgXf+O61rCDufOZFXANSWrRvptzn1ayprFzoVaArDV8UI1FFTTPpaLuFVyrbSUEM7lZwG443Uxl8IfvXTDtgmUqMBx7EJ8kc9AEQTAQYECDeI6X3RBbcI3BJRBZv+3LC5yMD9/yvJkbrwzwYjJnM7RjL4MqCC7C6nn4Hl7Q61fYJRneLXl+fp6NjY3Ra9YNvFBnyxhtrZwaYE03Nzezs7MzpKXIodZXINBMN8d3FYypu2EqHRi7eaKmgYzEM56u60YvnfKOE29sp1lZ4/XYmttqI9R1s73bSgim81ROHjsXhpay6+TSp67rBkaxFbLbg0WypTGSW8vkIKC1G7/t7jrfWl1VLyBzsKXBFeKEcr841c1IZ2sPKggr7/Hc2toahArraG9kZ2cnDx48GL2G8OzsLNPpdORRVLTaSGe1MjwHlxchTuav3zs5ORmeh4Xf2NgY7bqo4E8tDofurRf7cr2VVxU8ngOta7oFpejyRPo2HWgOUQwi8rtWGiWLyqmVd2WTBXNBZGtFa09bEYho4tn1cDIaoUXYkwUz8jxeEcdnWB2YBE3oNIOrPHCbq6Z0vMFczCyMAytU34/J+FAiVgbcz0J33fz9jjs7OyMUlhfG4tbylmWjsltbWzk/P8/Jycmov2SROjL9XWtrBNgoOGOsb8pGedjlrjtcquVDALjXsW5yc1+qBbTG2ShbrLaVHPdawKyYq/Fwqsw8Ybykuuy3CWWyQoJpxnMj7qzHgzgmhQi8jMYa0G9YtmVL5oRF8GASp0NqbJEsanSdpjk7OxulGhBQnmEXq0L/yTguq1VAydj9akH7HqPTEp7H3t5e7t27N6JRKzHPmEml1FwqQrPs6EgU38bGxmir2Gw2f6nQycnJINC8XMixMB6P3dDWM1wgYJp6Dh5zjVkB6hA6aF7dYT7z386T0peVgq02/FbBnm8Ii+mBtxDP5OYZLNUtgNFqVQ/amzccG2U1UotbzDXJIjZBEO2S1HiCMXGP+2BeCH6NeXwCupnIHoOBIejlGNPhABbCwAvjX19fz/7+fra3t0fnygLsoGAYR81V1sOPTWsjnsYFuPbi4iJHR0c5OTkZhJYziJK5u2s6VWGqv807zN0K0zzlOJX7rATdR819OoRySLSsfJFnGsNoAVH1f7eVEUwW0ottF7HGZj7vZW1tbUD7TOydnZ1sbW3l4uJiFEvZfUNwrd3NTK4xdasWrCag/T3PrKCD74epeX4LejfQVa2DLQfjYM67u7vZ29vL3t5etra2sr+/P4o5eabTNvThlEyrjNAKysIE18EizQAAIABJREFU3W21EMyjo6OR0nN6a21tbXgdfFUAVrSO6WydEAQreStdF1vYtbbLbrp7V5HHwniZs/muKlaspi2qlXur3RUY3LW7toJtJSxmsoCTHQOgQV0PaRfW39fUQDJOWBO023KRBMd98ZagZOHSuvTK+dUkN9wZEEkDEltbW0vdGFsZNL5TN1xjK9mC2V2Sx/+gso4rd3d3s7u7O9Cb+fis1vq2bPojJWIksqKVDg18GDMWZTabDQhtdfHwevCeuMc0ttXkM4N8tqI+cqWCO/6p4Y8tMD8Of2wJCWXsPRBvOicNDd3vyseYyc1dG/xfqzLs3rDNqSbTnXg+OTkZoXLVFTFgw73V/UpuvnUa18jgEi6x42H6NoNzXzLPG5IXY7FMB8aMINW+k/bLdPxM94H7Rb6Se739zG6b3TPm7dME7cq68KAWsRudPjo6yrNnz/LKK69kd3d3yKUS225vbw99W1BqThpF4VjUa10BGNOHdaq7gVwowTyqy4liYEcNz6jCW0GlljJf1lZGMJObR2k47mTizhWR3vD3MDD9GQRxPJmM0U7HrGbMmm/0GOiDmMUwfyt3trm5OYAtFhozoRG9msvkfysDxuA0AyV9Lgtk/qRl6pGLpGpAhxEyMxOldnxv8Oj09HQA2MyEjlF57vn5eQ4ODvL8+fPs7+8P11hBko/lfaR8zzxY91pIUBFY8wf3VtyipYy87u6Tz63I6w4SexPeEeT1bIFBbisjmBaoZLEvEcLD7H4bcrJgeF9rRiRHBcgwmy22Mu3s7GQ6nY4qOaw9sRJGPSsx6dclambMiubCAPV4ETNEvdb9XV0tkvZmVM8L+tkSXVxc5ODgIIeHh4NCY37J4sxWhI8EPN8jkGdnZzk+Ps7BwUGOjo5yfHw8fO8cH0zpnDLMiDvLeKg6Iq+KEuSV8AZxTM+KjtacsgXYtbL2yloAk13PKuwOF6qwuzTQxQ31PNy6vq32UoLZdd1PJfm3k7zT9/2/dP3Zw8zfXfJW5odu/aG+759281H/xSTfnuQ4yX/Q9/0/uq3/6o7QjG5ZmzJ5V4rAbLYkjntMLBhhfX09p6enw2JQK2oNDDFdgWQBsEuD5ayxMrEui+EyNGIQfhxL17QArmR1ZUEykwzlgo6diNMODg5GdbWVWZJ5IcDR0dFgIZnr8fHxIJxHR0c5ODgY0FPmUS0P8+e3YzasrZ9B3JlkFGsaMT09PR0xPevEM8/PzwcsgXk7HGItbATsBVXXtNYEG0U3D9aUSUVi7X045bKsvazF/MtJ/qskP6PPfjDJz/d9/yNd1/3g9f9/KvNzZr/5+uf3ZH4A9O+5rXMIU2MSQA+qbWqymeuYLOkNiMgODRieahHD/biRtow1WE8WYJMF1c8FYOE+KxqEGob0ojh2s1KpaSM3g0HJAigD+Krn05ydnWVnZ2ew7jCqn+f8LPHn5eXlYBEpDsCaIpTO4brap1oiwgpogEBigbmGcdK2t7dHLjkKyqGFhenq6mqwuo7latEJ91brZ94zrxkYZE72pJzqwwPzurXAvw8tmH3f/49d171VPv6OJN96/fdPJ/kHmQvmdyT5mX4+ql/ouu6Vrus+2ff91257hq0iDc2EcNqC1OuvrhaVPzWOu7i4yObm5oDC4l5RpofgV6SM2AHt7ZyWierqFcbsfgAYjEzaYta8l2MfWkVvW8XfuK4AMTD81dVVjo+PR4JJfGQPBMFEYM7Ozoa48fDwMIeHh6MT2/FCGDsxsse+LATgmRTtQ6daiulyOZdBWsitoLCGzLEVr9taJmPAELrW0yKYh7flJYuCFa+5QxOHQzS+vy3G/DB5zE8gbNe/X7/+/NNJfl3XvX392V27a3ftJdvHAf60MOAbCZuuvLukarhkgZBWtyRZxHy4NjV2S8a1rlTwuDyPfrvr8in6csziEr5kETs4ZrG1xGXje+aFxaQ53WK31hbXz61VJN565vQFtKmVTKenpyMrCerpa7CEILdGWg8PD4c4s1WK5jyngRf3zz1GS6vL5xifeNBWndQY7izb8aAR9b1YKVtW0xLrXsMC1t1xpC1mTZfRzDc8w0X5tsotj6i2DyOYj3FRu/lrEd65/vztJG/qus8k+Wq9ude7S954443eCXQmysK04PcKhcOYju9YKFxhGN4n3sFQLHBFYP03KKFP0zP0Tp8+r5VmYbMbY3DKpWReNDOqn4mAOH9oQMzorU+1J21SXT2AKITe8d/R0dEgsKwNNE4W8ThKiee1YjDP3wzq3CRK0fNM5kj6+vr6AFA5HkQRoGAt1KyXx29MoSo+r1tdA+MLCB5rwJxawu6Yv7VZwe3DCObfSfJHk/zI9e+/rc9/oOu6v5456PPsRfGlB26/26AG/7cYwgE8WjXJaJc/oIs/q8+pMDZxnReaGLWVHCYeNYjFooFCtvZaVrChxpx1rgbGuJ942RbHOcTT09NRZQ1xHQ3mJ+a2cCYLq8xnPhUiWVQXWfhqrOlx19QHz6gpFwsNNb58hsXzOuJN0O/FxcWoHhdesPBAN69XslD+tvzMhbmCPVgwWScUoY2Hx/qhBbPrur+WOdDzqOu6t5P8Z5kL5N/ouu6PJflKkj94ffnPZp4q+WLm6ZLvflH/Dp5blqZqHyZW32XC53Uz9fUcblgjgBy0spHDZHwkh8Gnq6ubZ9dieQ2oJAtXFWY2iMMzPD+7et6MjXJIbh6l4VybwTLuRwDYR2r3ukL4/G1B5Jnn5+dDEXqyCA+gidM+NbVTUVqY1mMgtcGPLSdjoO/JZDJs6nY11enp6QD+uNCkgopWxNVC+j7WluY19Fq18ptuzrei/G8Df14Wlf2uJV99W+PaPsmfeJl+3RASGu4rCJzze8niRavJTQGinZ6eZnd3d0ghsAfQz6iulC00ObPpdDpYnXo0Ba4tGrwuTkXnasI6Gb+Qx1q6urBuRgbtpp+eng7WzgdhIYhnZ2eDm2kl5ViPMdqSnJ6e5vDwcNhE7TN8WAPmXeMtN6wM1ru15vRPn6wp4yZcqXtCCTdA4eGbvu8Hl9yxt59XUy78bS+A8fO7osE1Dl2WLoHuH1owP+7m2MhQec2LVWuXLFwCGNmWBffCTO94pboajmX5Hua7vLwcFaO3LBzj9jxqn5URuLemGZL2ebeAMoeHh4Ob6ZjHQBBF7K4x9UZvx+PVM4Em0Is9lCgmvBFX9pgOWBYrKuZGrtJ4AWtp9xLlu2xDN89yoQHrydrittb41mBcjXld8cNzTCf4yviHQxQrNq91LSq5ra2EYCY3d3TXuBEmsuXEwsEUPmmcaypxOWTKnzn3aatHv1QH8Rnj4nrPgXusHHiWLTT3MX7iUvJyFcQyikmsSh/EteQdmZf3TyIIRoDruTk81/EZqOxsNt7Hyg+0qvnHWovrCpnpdHrDpeYa0PW+XxRtWFkkc8Y+OzsbHZbFGGqFDjzh8KZW+bhvKof8PTzIerouGa/CSK1jZq4HqOJZ9hRabaUE0xrbSXu+T8ZVMGi28/PzgelaYJB3RGD5aPj+TrxbI0PEKoAGZlAAvqa6PNbe3MdvP9PxYz0X1v3Ww7WwVt5tU1MhCJ9BLl/je1ygnmSwvngd3gTN504LGR1mPn3fD++RqeOjDxfYM++6u8MFBiDl0BK8oG4ssPBDR7u1bsu8FsZiwa6hCvPw3yiqig3c1u42St+1u7aCbSUsJhqllcawG2Po3K5g3/cjF8TxH+4r9YuOLQApgP1xe6xdLy4uhjjTmq5qae6paQisJe5rjUlxY7e2trK5uZmTk5MbJYVXV1ejIyF9GBiN+ArQxGAEMWdNJxk48T1od9zJZPzWbVxJu2924R1H26pubW1lOp0OYBphh8MTxoBLzh5NxjuZTIazdM7Ozka1wVhP1hgvxmAUa+UY0WV929vbI1eVeyuwU0Ero7e+pwXcvUxbCcGk2fWpgA+L7uIA/7ZL6M+q35+M4z4QwCSjxUzmzLi7uzsIKIzhJLNP72u5KI4XGV8rZbK9vZ29vb3RfkmDCTy/5t9ouK+kbHzKuvdXAp7AoFZmfh5oM4JZNwewM4d7Tk5OhvkZdPP90+k0u7u7o6M1WXevEeNyXMa4rDx5Ixhr3HXdUDjh/LVTKpUXaurCyrqi6TTH0l6T2mpqyOHYbYhsskKCycRdtoQVZOI1oWzgAcaqeUSjY7VMzIAMMRXWk35RDtxr4fS4a2NRakqGfhmDc7GXl5eZTqfD2a70fXZ2NgijSwTtPSCYWE2nIra2toYtWzU+rgzlGJbjJZMMwkRsxjgODw+TLHKQKKiu6wZhTDIcBjadTkdrbBAK5nU/tYqKWBjaeK1Jw5Bvhc6mt7eB1bQX/dsotPKNpiH84kqeut63AZvL2koIZrWUyQLi53Mf7ZGMa0dZKLR0taYmcLU0vsYgDH0bPgeQqBrWBQAO+j23CkIYUcV93NjYGBgZYUrmW65I1uPyYxWTRX7PgmlwiMICUh7QgfHx21Z0c3NzQE8ZZy0GcAEH91VvY29vL8liU7qrpipo5vQC40E4oQm0oh9cUcaEEtvZ2bnhdbAu5HKd5zRfmYdqGsseh2m37LddewNhL2orIZjJQtCqy2BmrgRkkRAqNK8Xwe6aNZ2/tytqN9WWmr/tNtHsoviHxji9bczPsKDt7e0N1grBhMl4rl1WaIFQrK+vZzqdZmdnZyREFFewGdnKgj4s2PU0d+I9M6iVA24rLi+vYfCm9GqliDFNy4p214IAKwg8mmq9SLl4/2ZVxk4noQCglfusBgK6OW7nczfzFMLpsKoaiNpWQjA9yBbDQyhrVz5Du1nLOg9pLe/FThbnBnE/6RaPxS6kq21qvswa1AvLQlIYQKzoONgF8YBQdiOn0+kobqqpCLvaWN3pdDp6zwcA2HQ6HbyLGjv52bjDtQgAJjs9Pb1RcAG4g8DWyiADYIyrpis8F+hjocFzgulr2gVaOyxBUGm1qMQpEHtAlTdNh2oFDehVAKwKoHljWVsJwYRIRhtb+aVlbqaFo1rESlSDNHY/TchaxGA0EuGp4AVKgTHZJUcoYZjqFdA/TIQicL7V7jiC5nlgMREI3EbPw7lc3ONav8n9NcbEI2H72Pb29mDtkwUww099lQRjrMqyutUIogsdbJVxVQHdqsW0onBoY8ViL8wxrfmO8IX1s3dCH1b4VnJ4KF7niuhXr6q2uzzmXbtrK9hWxmI68E8yxDo1VWHtaEthF8k1iVWb2fWpyBmfeRNzsoi/WggdY3Ez0oi1JGVRN3zbwtcXJ7nZhcea2NoBZBB71n59Mh4F3bYENfbFi7A1d3WQt18xBp5PKZ3d9OryE6OZdvY24AnPxTRbZn3xEjhYzWVx0LFV5kfzfJzuqDGmUySEQS4FdXxZyxNb7m1tKyGYjhEr49uN9DYiw+B2S9yIJ2tJl/s4OzsbxQYmIM8wQOF9hDwToQE4sItoNxbGszvtRTIC6HGYCXBza/Le4+Ueo7K4lQgjSGd9CzY0czEDfaBwrBBr6gWB8amFzNOgR91aRauou//2nOm70sFupgshau6SsMFhjMdgxWQXubV1r97vOZmvzVfmgVZbCcFk4BYgn3LNNfWeZDkCm4yPy5hMJgOzVG1pZvGG12RcWQRD+xQ3o7rENT6n1gXMLLItuOeFhamgQWVApzaYp4WkVfPbQidrygV6AY54v6VzjdTNugCAtI+F1nsUbd2hde0bQbDChfaeF+tklNi09PoZZTdf+H2pjlOtZJ2bvE15IKgtIMtr63Ei/MvaSghmcnM7FAvn4N3fO4WRLNwgC6bdpuRm6ZSPx7eWtCvszxEQI3AtbQsymCyOkWCMRnbdbDVbAJjdO1vCZHwWDgXiNZ1iwGgyme8xxTU1PQF31tbWRkdJeo8nQg99eIY9i8rQKK8WGNeao9+pYgAJDwflZkUJvxiFBcSpguV1tkWEH7zGzA1akyrytZ5L9XhqMYT3zy5rKyOYNU6rBIJ4rV3pjj9bMYPhcTcsKSji2traaLeCrY6tmDWy+4J5Z7PFJm7nu7BIZpRWnAXj1djKCsIVQIwVJBR62A01M3suVlIk7uvJB8n4rCVQUaqUmEfdMG6am/ntLdTUkhWlwwe+Jw1S4zye4fjVe1Pd+J85wyd8Z6HiWeSUKUOs6Ky9kVpkQr8VoW7hFbSVEsxW/qgyrS0q2tAuUQ3Kq+aqROdznu9T1+gTRqwlZ8nCGrFgxJS2kowX18iARWUAP7sVQ1aG9701piTVUYEiKx67YwgzwmHhxirXom7T3mkOxmjQCqXg9bAA8jyscXXZzR/Q2tbMQGCSYY+q86VOr/E//UEfK0TcZr5nPIQGFkrnQq2M61rTd3Wx3VZGML0AyYJRWNyag7SLYrcjWWh3o2X0U2tpq+XywrYSxTUBTRmYd1tUd5j7nFer8SKgC82LWHNvFcxyg1b1IGTmaq1tN5D52evwmlCD6tJE7uM39PUa1diK+1uKiLFXBWRE1eOtisuuohWhx8S86rNbyhr+8t5gQhMscksAbUm9brXd5sre5THv2l1bwfZCi9m1Xyj0Xyb5d5KcJ/nVJN/d9/37Xde9leSXk/zK9e2/0Pf9H3/ZwdjNskVpoVdoViOvuG/VHcbNW5ZWsZtSq48c1GNVjar6WEpiILZuuW/GU0EsrAdzb83V1xt+t3tGioJzV22Va+zFPfV8XCwqlpFi9mScYzUNoBVIra1htZZGZE17u9PsgKFgnXtZD3tJtGUpNPKpbAWDFi7kZzwVAa+8WHnmNmQV8AkaeC3or5ZD1vYyruxfzs0XCv1ckh/q+/6y67r/PMkPZf7ekiT51b7vP/8S/Y5aC7FLFsJQIWpvHAYl41gNM3HXdQOU30LCqntXxwHzOZntcqt6LOXl5eXorVV2zwzYVMXjGIz5Mi7HtiCpdWGJtfhsa2trVNJnpNNudj0LBxfXMR5jIPfpA4sNzDj2xDWv+UgL1LJ41fGjXWvWpwp8ddUJV1oKwkLXMgQW/GU849CkBeDU+L+GYbe5sLQXCmbfeKFQ3/d/X//+QpJ/74VPeolWETpbEe+gT8ZnjLJlCmGtMVj192ssixAAkpgRnBttaUDSH7YkVbBhLs+nVok4ZmnFZjw/uVlH7Pn5fFxX3SBIZl4DEE45WBFYaKpVd6zueZqp6Z+cqJUC/drDYZ6AexbM+jnP5RWEs9liIzXpI8ed/GZs0KKip9UrqhmDCmAZJfZ68Xf1khzHLmsfBfjzPZm/J5P2ua7r/vckz5P8J33f/0+tmzq9u2Q6nTYRWAQJS2OQx0xSEb9KGFsnC56rZPhxCZjdNTQ4oBPC70S0D6ly7rS6SZURWtUkVXlULVuT99Xd5Zpkbj0PDg5GfRq1TRZ5YyO7pjfMCt1MI76v6R3nNVECVelUC9oKQ0wXC2sVhJY1dLGD17Rab1rLStZn1fG3xuHm8IExvMhqfijB7LruP05ymeSvXH/0tSSf7fv+613X/atJ/ruu635X3/fP67293l3y6quv9vb5k/GRjRCjopl2/bi2ulM0L4gtjxffbpt/Y8moNAHx8zgQVnKZttou/6qKo+bAzNxWIIzb1tluKDRwykO0Hp5lOpvJnHbw/fwmbeD5OsaqcV8LfXYs77LC6vqZVh4D83aMaItXXUu8D1cIGR1vrQl/Vxe0prG4nhAAvjC9fR5RRbtR8MvaBxbMruv+aOag0Lf110/s+/4sydn13/+w67pfTfI7k/zSb7V/W0jnjmh2C7w4lFrxXc2zVZc4WbjF7Iqnb+cuXelhwbQ7zaI61qv7B23dmadoOpo/DUYml1hp0SnPWvOGSYYXzmKREEK/EdpeCQd6WThwhwFo7BrW9arxG9/XXKCBLMZQ768WtQJ4Vi4+58dzcsOK4gHYxa+0t+BWetfx1XjfY+SaqiBvs5ofSDC7rvv9mYM9/3rf98f6/LUkT/q+n3Vd9zsyf6v0l16mTxbIAbK11pJxjHZVUE2BtXJNq4WiumFeLFxSPkewnDyuu+6TDNbMMR5jpD/HN45Rud8xqjU/pxq0rucZjs8Yi+M5M6ALMVy2x2+XvdGvq3qM3FatX8dR40dfZwvPsyvTmhaV+VsurWN1wKplSsKur70oe1Kt9WBeKPFldKjCzDXL0Fy3l0mXtF4o9ENJtpL83PXDSYv8a0n+TNd1l0lmSf543/dPXvSMJDe0Uv3OKOX1uEaCaW1Lq76+XSL3a0DE1silbNbuRhshMsxvN8/PcL+G591cQ2vLzf/r6+uDUFVm4+Ay0jfVWhjU4cdFCLX4AkVVjw5xkbfnaaWHgvQYPZ8aMtRxIpwVuKmuLf3SiJP7fvH2M0AgP7MKqRWBlUkLeW2FInUtKzhXvSQL6LL2Mqhs64VCf2nJtX8zyd98UZ937a7dtdvbypTk1daCsG11auyJRrbriytWQSADGlzj/YVVs9ndwVVy7Op4y9cwTvdVrbpTCP4Mbe9xV+1cXbuaxuCEOs8Ly253nfux7Pw45eKiBXsAjmkNvvG34ysDbG4Vja5r7TCCfrz522HDMo/FtDTi62sqHe0FVbSY++C9CipWK1vX+GOJMT/q1nIj/Hn9OxnXcdpFtf9OYcFtAAuEZlEroulrfS5rTRazgAZpknlsRpH7sniLZlfdEP/V1dWoRrP2g1IhVuZQLATTey3ZPWOaQ0O7srjOTqnwciXXBtsta4E2LbfNIYSFm+/scpsudcsclUlVwDy3qiAtaFbq3FPDlFrkbuVfwa4XpUMs0O6z1VZCMJOxRaFBgJr7otmKOb9ljdcCkJwW4DkGTVySV9G/mt7gf5+zag3rawwAuGLGVojfzlPW/rD6rdQKu2EoOuf5MBSHbHGtwaTJZDKUNDJOH0PiQv26p9C/qxX1ellwjZr7e+ZUvQ2v1eXl5aBkvCWtoqwt4MfAU0vhvyiG9PhaQthKyZlG9HtbWwnBtNvjSZjAVbtW19AMXt0Sazj6oo/qkvrYDZ5pLW2XLVm4O1yPC8pnWClOAGf8Tnj78xZjGrhwqZzBJNpsNsvp6WmOj49HaQTQT78nxXXBKJezs7NBqN9///1BMA2C2GX1OrA+3jrmNWbcdlc9Z+bo/ipNXOoIGFVzjO6HNa6AH+N3ySTzrIJmvrPyd4qMZ3m9PKaWsK+8K5vcdFUrIlnh5/odKGMrn0T/dcuXYyXiErsvXjCnPExo8oDT6XSkzW2JqpZ2w9Kz0H6u0z01JkzasRdWvyKuPAca8B4Rn/lDYcRsNsvBwUGOj49HVtfMzVidbsH95RmtKp/qhXhdud44Qv1tBYDLW5Fhp50QIuiHR1DjSqevrBBqSsbpEdashjXLUisty7msrYRgQjy7b2ZiC5vBCseFEApi0rxYtaJnWaxVCesFpn8EEhfWlrm6UrVCx/Ejz7CSMHN6DlYKfj+lv0dB2Yra5UV4Dg4ORqcVmNanp6dDUUItJLCS9BhteTjWhB+vp1MqNUXDvL0uXMvfPrcJBeHySI/LfdQjVPi+FbfDb103zvnSF7xQ3di6Zg5/3BybLmsrIZi0lnmvbkIlerLIX/H9spzVyzRbBh8IZqDD7g7PYAEnk8lIKBhTyzX1eFnAFoBg4MalfozHB355DtWV9FgQ0Dom+vJLdj3Wl2kIHS5zsqiiQnBhdlsuN3saFhruxzvhedzjuZv5nQut4FL1rFgLaNGqDfYzqidgBL3lkjvWXtbuNkrftbu2gm1lLGZ1KfldXbsWOOQ8Z72GPnzPMkuA2+TrfTQI17buZ7xsyrV1wV2zu2orUN1vx6j8j7U0eOGT+FpufJ2fQTC7Z7Sag2XslYamZcvaYWHOz8+HdAvWk4okWx5b7UoPrxeur4vSHYe7VBBLR/hQa3qr62paOC61F1NpappUYNJzNH39u7VWA92XfvPPoNWYrwWaVAG2YPp6rnHS3DlO7mWXQ6uOse/7oW50bW3xNrG6iHaPknHxdGVogz2+v8a1PgCKv8njgZ767Waee3XRqgBWAMZ0NFppt7yl7Gp85efjzhmgAg8AuaWPFuP7rV71OWzBszuZLISUEMQ8AQ2q4jFN/AzWqgI39Mtvg4YOu1phhPmyKoPaVkIwrW08WD6vKF29zoyZjLVoMi5csPDzmTVcjUtIoTieARRgTAhWywoZvKjJeJ6BZcYKAmgYeMFq8rqFeiB2fVZtVhxGLSttnU9t5fAsgH4edOGemnZgblg8UlI8k1ZjTwNItnxGZ40pMDenVZy+aoFzdQzct6xgwMLJOKrSt+JrxZIGmVptJQQzaZeuJW1tn9zcfeIFrVaxunIVdaNfCGxLZIb1sypEDoOsra2NjsBk8WxxvIgI4NXVvKLm5OTkhkt5cXGRk5OTG0iphYJX6JmR7Tq5wL6VFGecPoXOFUy8no+T9YyUMi+sB0qEtE2yKFCYTCbDe0VwF6siTRavBOR3kpEbW4WZ9SIvTEUQtKFRgWVFUiuPzF9ORZmnmDvfWYlZKP1d7WPlXVkTqsYW1k4wT9JGNpPF69l9je8zsxm5a2k1BM3xW3XtGDfMgAtWLTo/9VV8fH5xcTHkDXkeTH1ycpLj4+Ph0OH67kmeSwldfU0gyuby8nJwgStyyxyMnlrIfbq7t8hV1Jp+Nzc3h7RLksHKG/U9Pz8fpWwYA1aOGBVagfQaWa5urvnDvFMLUmq+0sq7rhulndCS7whJHFZ5HvbEqkWGn5e1lRDMZDGZlqW0gFaQpOu6kUassVqrgMDPdP/VPbMlJsa0C5rMrRlvb8bVsvvNM82QfrcJ3/mgaK5FENnQvL6+PtTA+v2XPA9BwqqZmYhPeXEtCgp6+m/iPq8BwgJ97L5DDwum4+0kw9usqfn1KQ8++d35T5QB8+QUwMvLywFMMv5gD8Jz9lq7eorPrbiZV6308XpWb63yU+Vdmo3DbUKZrJBgJmlOMhmDOC0XxtobBm317TykmzVwFWw/wy/8YeEoccPSuBDWFaKaAAAgAElEQVSA5/pt0v5JFqVwXINVxW2lD16bTsXOzs7OSDBt5XyaOfPA2hhYqi+WrYjxsrWp4Fr9HGDD/ZteCKZfT8j9CL4Rcua5s7OTnZ2dgQa8WBfkl7HXPZRJRjyBYPkaF1BAT4TbABNKHmtJ/G+cpMWjNc9JX8vayghm1VTJggi1UoYGFO7YrzKQBa4V71G5Y+CiNgv7ZDLJ6enp6KAr3Ei+99EbLgzAlXO1CtaT64jNEJwkw6vbYUTHejyTuXIsCJ8nN3ftuFjCtLD1rOV0jpdwDS2YFciooJJrW7GCm5ubo6M+GYOVhBmat0nTf/WWeB5gHai6XW5bPFt+g3sWJqPdyeLlSr6uurK4yjW+dHFIqyJoNI+l39y1u3bX/pm1lbCY1q6OBQziVEClfmYgp/r6Fcquhe5VO1vL26Vq5bX8BmdQXjRmkgEAwVICelBra0CEGHNtbS17e3vZ399PkhESittca0yr5TDcX3OWPtmtfleBM7vy/oGOtY65po5sTequk76fv4PTrqxd8rrGrBFzh84OTbxms9n8NX3V3aaEk/UyfwD22IKaF43K8xyn00wrt5Y3tvKoLK01+Iqg0pzegCgsvBnHfSfjnKnRVmITuy24sHzGYtezcRBY5xlBI53mcGEAoEQ9h9abnKfTaZLFhm/cQNOkzo9mV7QqNd9blSJjI6yo+WWYkhDD/RpsqaGH0w9ugDm09fX1wc21ImROdc2NHTi0gW7Egha8qozpm/5YD4dBdv1dQFJdXZqViONXaP2hwZ+u/e6SP53ke5O8e33ZD/d9/7PX3/1Qkj+W+WFc/2Hf93/vRc9wfGmhgjBG3uquDAhdYxq+NwO6H55BLACKWQvfa4GBNamvmc1mOT4+HgTx6OgoSXJ0dDTKP/JMv8FqMpkMW7CIWV0AbiVg62xElDjS6LZ3VDg/aYDDApcscqZ+/WCy2NZ2eHg4ApNszUzPGs/XyiorWlvryWQyxNH1QDGP2Wtb19wxam1Ol0DXKjz0zfOrwTAA1Jqrva8WaNYad20f9N0lSfIX+r7/UX/Qdd2/mOQ7k/yuJJ9K8j90Xfc7+76/9ay+FqLVEraqaVpBd9VEXpyWe4ECAMxwrjLJ6JBnNLnHy71YycPDwzx79mwQTCxodX3u3buXJINl8I9P/kvGp4/7e8/DSso/SUYnxSEQPNdCYeQbsKJu2/KLcSudQXuxYhVZbxU4tNbMY29Zep/3Wz0c9+Hn1TSbLaR/23sCgLPQVQtrt702+KblwtbwqrYP9O6SW9p3JPnr/fzg5/+367ovJvndSf6Xl7x/JGxGWqtLYVeB+6o1q6VwlQlams0Ipq93ZU2NbQ3/Hx0djTYpk0AnreI9mcn4QGi3WmrGOO3WOT3hEj4rsno/yqEWIXC90eOrq6shFr66uhrGahTb9zpVYzQyWWzNQ6D4wTLzDCPJDjPMGxUHcIECQmTLzDp5nMzLxRKmmcdQaWneaFl+z9seBbyKm9zKANA+TIz5A13X/ZHMT1n/k33fP03y6cxfMkR7+/qzW5sZtQ6WWIbvLHwwAdYOl9PMW0ENf+bcJ/c7ZrGrZ2DCsRJ5Rypb1tfXs7+/PxI8rCzjbKUieG6F8qFPtVL1f+LCvu9HR5kwdp5jN7bux/QY6KtaVO6DsXiGY0KeRaURrQol9KgllHXdbBHt5fC/lSA4AMrRa+Z50Oy2MkZbWDwBe0hOf5hvzCsGiGoYZLouax9UMH88yZ9N0l///rHMXy7Uypg2R9CVlwpdfzYiiN0DJlMBjeruVi3OQkDQiiL6Wq6pQmPFkSxi0yQjIMfz8EIbQaxum8dDrFPH0KDdjbnX+NnzcxxuIW15D8nNN2IxD37bvbVg1hMGfeIcfXrXDM3hi5VFjRWrYONyMk97T14D3FrTgs8dk3o9/H9LkFuxZT1gzW5xFcTK37V9oDxm3/eP+76f9X1/leQnM3dXk7mFfFOXfibJV5f08RN933+h7/sveKfBXbtrd+2Dv7vkk33ff+363z+Q5B9f//13kvzVruv+fObgzzcn+d9eps8WYmX3ERerWq6aZ7Lv7tiyhZJxvX9Xy4O75BK6Ok7HnlXzohmN8iXjYmijq86xtUCvFjjU9/1QloYlcV6Tz4xo26WlX66Dzq0YkjN3cGt5jkExvjfI4lww86wHetnFx+p4vRmfY9iu60YpGlvNFm5ASSC8Zde03mdeMS0cIrQ8m8qLzONlSvFoH/TdJd/add3nM3dTfy3J919P5J90Xfc3kvzTzF/P9ydehMjSELIafNu3t9tgd6blpnG/mY1+KsPxuz6/uohV2JIFKORFqACSmb66Ro5HnPKorqYRXYTMTGum55l+gzSKwUxVAQgEent7e+Qyun/Gyv/Mk3I5u7NVGSRjsMuCbHqb1jUecwGB4zrW2/Tf3Nwcpabo1+OqfOfYupVrrDxCawE+dedJRYY/FPjT/xbeXXJ9/Z9L8ude1G+rWfBY5JrgrrFk1XZo6uTmInJ9ZUaNfbCA3G+kkWu6rhssFJaS4oFWfFiBA19TUwhG7jxH91Mb/ZHaoQiCMRITW4HYsrkPC24t/GYOfGclZxDNIJbpRnxpcK0KLmuFxa7C5zVw3/xmrvASVU61CMECW/tfX1+8vKmiuzTHqi0B9nhMO9rHicp+ZM2WhmZrBZHsqsC4XmQAlqph/RwLcgUZ7D5zr11HLJLvdbWJXW7PxUCKrY7HZCtUc4CmTwUcGD/NR3f4vSNUDFWLXj0Gj72+jsAoOIUXjIMT7KHRxcXFUHnDerE29ggM7jBXg3AVJLGlr4xtJXN+fj56daGFw0Jav690qC47Ql2F0v3Cq/7OBsOe0bK2MoKJ8PkAYpK8FSWlmXDV7fI11k5VAVgojQgmY+UAUyK0LBS5ySSj3SM0igu4F2VStayFNrlpHS28yVhjO072pl4EC4Gp7ppDBRQQxRJ1Vw/z8o4W0hJ1jNDM30FbK0UUjC2flZbv8z0VaacR09qCInT+zHhDdT+hbbXWdocZF7REwVQPh3tba/4NYTGTha9vUMSCULUL13qRWvHdsvQIjcXmHltl58Ac+1WrikXd2NgYSu+YBwl0GLlaevqgfzO2q0usjWu6wYzLWKyAmLcLEWqMaSvGOCu9sAK2jLY0FhzTxvS34LTqaZkvfbZCg6qcHRZ4PW2hWx6MhcWCCz2goUMMp2BsuS3EeE3kOauHZr5d1lZGMKu1ohkoSMaLUuM1L1IyLk7g/+rnu9+WK2utx/WV4exeWtsyLwMK1Z22xjZAgIvMd7VCxc0LX9HIJINrWS2U6VHRyJaQWChhLLt4jI+zfSpmUBmzzqki79zjAhMDfMylAoYowZZysqCenJzcUBIecyusqDtZbOWrwnCY5f+vrq5Gp2G02t1+zLt211awrYTFtMtKqyANmswa2KkSNH6reNpWq7rEaFhX6HANGr0ivd5VUfOQrgRiHrY2jLHuZqcvpwyqB2EktMZhXE8dpoGZerYOY6r0BL2EJtV7ANW1218BjqurqxFO4DXmGUZVDZqY7kZV7dKbVyqIA8/42E+vs6/p+36UFnIIBS3tFtf4vHovNTRh7AaRbDEZy7K2MoLJRG3+ax4xaU/GwXeNSUyY6g7j6lb31vGhF4cxVrTSSoGFbp1jyhiqwFUht3tJHzCkkV8zoOuEKyjk+lG77FVJsZ+S1EoFUrquGx0fWd1Oj7HS0iEJ99UYC2a2Iq4hQ52XXU+vdXXHlwEzpnty8xjTyh8eaw1H6pp6raq77RROq62EYFprVctpSH1ZPtLfL2vLUDMvBPm/ChSYwWAqC56/r4G94ybHRN4faUa3kNM8t2WW36BUTYKbSTw3M0dVAi2AyuPjebbWdWyO+Q0ImWG9HtDJ+WdAnNZcTG+a96a2UmhWsFxvRVuVgi0wY6x91RRYpanpyn0W7FZbCcFsCVVFZZ1fSsYCYFCCe9039+PqmRFwHw1oVICphaB6nBAZJnK5mXcYOJfneVXQqjZbeJjBLp7dy+ric78T7czJLjV9+6AsDnlmnLidPqzLQsgpgq0KKa+LiykcelTaer0ZQ6WL14vx2RWv7rKfw70uHTSIR/81PGqNo4ZP/ttrz/wrn9W2EoKZ3Czfqm4t8VUVulrlY6JURLUKN8+wUFuT1VRNZXj6NvReNez/1965vFiWVWn8WzfMjKySAtsnYndr2ZQNOklURBAFRVrLSamDViet4ETo/gMUHYhzERpsoUTxMSgdiI+BA8WJPRFb8Y1WV5U2dLVSpS0qVGVEVmRsB/d+9/7Od/fJqMqMjHsqOAuCG/fcc/Ze+7Fe39p7H1rkRDIlDdA5unu9SZooLdvJica6Sd694hU4i8VivTrIdXhRgBcqULFR0FMoqPQ4UcnDxYsXB+PnfmYe2G6541QqMY4Peckye8JIy80xd0xMC+r7W2uDV/FJGiyy6MWa7B+u6uK8yJi6R5MQTDeEE4GBPEEIE/dOpg8/Rr24inEKoXipH7taezKO8gD2lILvdVlcgeM6eL8HmwATXTPXl6kItsOKLOMpuml2Q9PlvXDhwjq2prIkOJauHNvBNI/r9L0JwCwWi4Gw2oIyR0gh3NvbW/czy01LzGevZ804Rr7OHK/jcgOIfKbXfuaa8x7OmUzl9GgSgikNd8hLw90b/p0xTbo/tEwkDgytkcluWdYrDd1UCgLrp7tDTZhuJgenFx97MtnFy72N7AvXO1YfUUpfYz3MlWYMyInHU9DJq/uGZ+XQ47CwpZvKcUz+yE/mMUkUhIzTOFbpTub42oXNvuVbyIjQMpwgHwwNejFzD2zy/bmaiDQJwXSHEvzJ+DI7qzcovjcPEKamyrjFZKFOAWRc5zJ7YAB5c6zlck1p5XzNf36Ga0z5rPuHE9BluY94Hg5dcgssN2IbrZWGi9ApKKzfCqO1NkBv3eZMsvs5jk/vsxcq5ETmOJnf3vP5rInzpiekOS5sC08m5LgmyJPuNedG8pxAXNK8wGCmmSZIk7GYToybMteWuSmeAUsQh+5Palrfm/C6fyeYZB78SVebfJCf3rN08ca0Od09t5svBUqAgzGl63IMeNttt225cv5tb29vfa5txoLJR66VpedhwCTf1JXpBeYq6b3Qc0kviJ7S9awKPQ7fk94OLRb7km61/2h1SfZe+Dw9FRK9HG/AYKhjSjCoR5MRzISlGWOx8xIlzMk+NvE5KRKty/ITIOiBUOkGpbD3zpuhcFJw041KZNPlsL+qarBv1GVyixfjIsad7NeckHZJ/T93k2S8mIvQ2S5PZq42oqA530iBT1Ar+5VuP8Ed1m/FmRgA3c10fzmenB+eg9eubc54cp3GJsgjlRDnRS+F9rQBf3IVRAJBPXSNk8/Ui0dIOXlyAKnlOQF4rQffX493fnryJIhlTc6JwXu4HM8T2ILJie3JnrG0v/vTaQAKPIGwzK1SwXCRQFpm8kolwNxljlP2TaKsHDuXSaWSlEo2FW0KTmIK0kYomWpz2akkbVToPblvLNRcyJAbxns0CcH0RJE22jiPqE9LkyABJ3gijQlj05qRB3/2tCgF15C+66U2zme5qTbdYLaXkyQFnYCOlREtDQ+l7ll382yr5X2j9FCIohK8cBk8qpHjk+in+zX73hPVQs2TBBLooVeUPPbcyFR+rC9PHWRoNGa1WmuDc2d7ysvl54uI2ZdU6rSYaUF7NAnBlIZJWWl4vmdqLGmYVCdxwtJNpTVJRDTzayksjG/9e64U4UTJ+MxoqevrpWfYLloZaQPhu1/8fCLYbku6jX6WmpuKz8RVSuaNyKPbagVAa1O1yb1SqNMaekFFL/zwvT302pRYA/vOFur4ePMO0Eyf8HT59MBMLpuxbioLCl+Wwblsi8l3ovKN2mN0o+8u+bKkf1zd8ixJf2qtXa6ql0j6paT7V799r7X2gZPq8GBzID34hOjTNXJH0Ur0lqpREDJmGRscUoIpHBAqgZ6QZtnJPwWewtdz0b1woLfBmPEaATHXzX7yhGEek0vsmKinQnSZVFyeXFY4PkUvUwkU6uzzHmhG93AMAEwvKl1DuvUpeAke9RRkL4RKN7Tnyqb3Y4V4qoKpzrtLWmvv8v9V9XFJf8b9D7XWLj+JctdEwczcnN1crmzx7/yfWi3dUk84f+cgcCKbetYr3d6ceNL2G7Z8r/+3UHmFizREc4+Pj9ev2fNvLoNupOvnd9dDwIJupMunR0Ihp6dx8eLFtWVLAI7usdFZ9oMnpN3UHnZAfuguM35knJZKle1NQeV3LivsuY2p/EzuJy4FpWtujyPbRVeVYQPb4jLy9L6km3p3SS177J8lvemkcmaaaaYnTzcbY75e0iOttQdw7c6q+pGkv0j6SGvtP08qxC5RL41A7cpYy9dIPdAm3VhqySeeeGKrTFoJ1585SVoCglAEbuiWki8CLObR1ojeguNS35PWg3XQEhocokbOeKi1tt5vmRbTVp+rgkx0GbNvafm5Z5NWmyBUWkuO29j3pIw1E1Rjm/PwLHpTBIHczxwrhjLpIY15Pv5O8Ieu7MHBwS1FZd8j6T58/52kv2+t/X9VvUrS16rqFa21v+SDhXeXXLhwQVevXt1KRTBGsLtKofFnIrO9pVKE2umWMgbyIPTQWt+bMZF5yvwmhTlBJ04Epxc40YlCJ28ELthOu0x0/5k345k/znPSlc1403Xw7NXFYrEOOVx+7nIh8MPJ6j5K4WRfUQASmGM/9A4K43i5Dxl7j92X48zQhuOaRoC5Y27nc39bEBlfOqb0C45viWBW1TMkvVPSq9C4Q0mHq/9/WFUPSXqZlm8EG1Br7V5J90rSpUuXWkLIBDIytnDHuAM9kVMAqM2Jomb6otO2dX0JGlArmlgnLa7UVxLmSdJozs9tNHHbWw/IctneDWFh9X2MrwnUZOqIsRDbz7b3LA2Vn5FfnzVr/gmGEDGlAjKfxBjGrGKiov6dcyLj83yGYJj73PVT0VtB9QTQfZDpEKKyR0dHOjg4kLR8mfHjjz+u69HNWMw3S/pVa+1hX6iq50n6Y2vtWlW9VMt3l/z6pIJaW746jq4VUUJaHVpKCm6CRr7HZUnbp7ingCYKl24jUcIUjh5gZB6sNGhdUyBocS18LDv7gfxxItGqUyPbWtlKurw8LyetABUOlwlKG2Ej3wTaKHS05nQXU/mxT0ypKKgAeuPq9pKnREzd31ZkXFrIPqUykTb7Zxl+eW4kqHV0dLR+PWOmS3pvPSPd0LtLWmuf0fLN0ffF7W+Q9LGqOtLyVe8faK398aQ6zOzBwcFAexK+z72A7jxOXqZNfI2uSbo2GWv0LBGFnNcZQ3LC9d5A7Dry0GNJAyHkfVQK0vBcHw+oNznTFWRsl2VI/aWOfjYVEXe52Gp4IrvttB7EBFxXWhOXPWYR2bdJbHuPB2l7XTGvm5ifTOSa887XqeSovLivloJHK5n/m5cxPk03+u4Stdbe17n2FUlfOanMHiWE7JhTGh6/wRgrY9IVD+vOopuYcL+JgAqT9C7LA0o3rkcEM+jeePLt7e2tX2zr+11eWh5aHZbvvmlteAR/r/0u17xzQlEwehaiqnTHHXcMYswrV66sFY95yZU4TtOMWUNPRnpDPSXF73StUzFmKiMtJ3/LNI+FJRUSPTNbOj7fU87pndhacjEHXehsV48ms/LH7pOXQtEl7AmhB97oIi0b3a8EiTjZey5QElE88+Ly+DutpgXRv3sCX716Vfv7+9rf3x/wZZfR8Y155WAzRjJR21uh0H1nf2USn+64y+hZeeZUmTuVtl8bQOtCoCbrPzo6GuzayHrpivesCpUprajHh64wlZC/Z2xMMg9p5RI3oEvey1NaeVEoXZataw/fWPMx+stMM820M5qMxZSGyJ/dAGs85sxMi8VisEJlsRjuY8zlX7RqJlpAI250bfO+/M57bPWlTfxny3dwcLDmi7nTPMSZZxmZbP3SjUqtT0tA4lmt7kvHmnyW7qx/owdjN5axe28rE91zegb8PDo6GhxsZR568X/GkOavF5/mPKFrnX3E1A35Y+hDjILkMhP0kZZh2OHh4Xo+0ZNy23Nubo3Z6C9nTHQhJA3WYLJjuD+QsaAnOE80SzdmzH1hPRxEuseeDNL2ombe49e/sS7C7X6PJk/Ks5Bx18JisRgc2+E6egl5IsYEyhg/cuGA1xN7HbLJysFlLRabU/TcL4ylqRyckrKw9RSZJ2MKPcmnvfcOLOshnyl0HKeMX9lGYg/pxvu+sRjefFy7Ntyp09s9QmFkyoVKqEeTEEwPFpl1Qw2Y9IQqhcUCyjhL2h6wDPY5SMxzcgCpWZkXJVy+t7e3PnY/rbKPSKQ2NtkaHh9vXufgxeDkkX1FYIXWxcSX/ppnLyywgHJisA4LDi27vRe2SdreLM02uSx+pxXMcZGGaRVb5ASQkgiq5Pzo3Ut01AKWfUGLlkJn5ck8JgXPp0TQCh8fb/LK2aYeTUIwpe2VHm6sj/X3hMqO5yJll9HLV1Lw3Mlju05MnkDpsmSe0vdSePg7J6+tup+7dOnSllV3WUSCKZC9BdkUKp484DLdDgJpmWx3H3Oi0ysxYGNLQbJCYTolQRi6h1YM5MFjxBQU+4aWsbcDh25vKsEE7ahse8gsn6eSdXn0LGwx0yL25oPL6F0f9OfoL2dIjBHpGlk4pf4qD1Naht4yMQtunqVKQc6OOgnS9jO0AhlLuRzeT4tJQaO1pwb2RGaaIfk2D3ZPc60ry7C7SAvDk+CINrIdtKKuLy3j/v7+OkXA5133mOV1vdcTthybLCMVYi/VkvFqupQ5NsmT55LHzdbRIQrr8nw2r1Se/hvLZU5CMDMWlLbh6dTCtnzUqtZSjEmYTPbEZy6RbjLXP5LoIpsXusmZD+zFPRmTESiwhaNwZy6U5bMcXvO96Ur7eQttLkzw/xYeKgRTwvv+zX1pZeD7Uqjp+lEgqMxoZdj3VHYeH4YWdJczveV5wTlh/pgXpkUlsONruUDi4OBgIJT0FNwv5J19RqU6RpMQTGkzubhUjVYz4zIKi5/tATKMHzzwdBH5fAIAaUk56OkuZwyVbhxdo0T50lX2tdTURqETebRQJ5iThzXTYmacSivsA7nSjeshye5LuvS5ud3828ISqKIAMByhgkslx+t8Pvfs0mJxjTNjQ9ZlHrJ8Lp+zu27k1UeuUHC5Ss39ynDG82fMA5QmJJiE8qXhFitvQmUHsGEpmNSwTDP03M20oAz6aak4IXqIHetJa8adFnRHpc2EpRKwkFqwzJ9fG2/eKIRcB8s4zr+Zj3RxXZ6fp5t1eHi4bouFmWcF2bU1j2wHhZx9neOR1sy8Jz6Q/dojCpeFnPGgf/M4Uznl7wwp6LH5uy2lPYBUllR6buNJIBZpXmAw00wTpElZzITeeZJab2mXn+ulP/y8tL08LeMvukKZNsjY0Jqw5w6TB5bfayvdbS7JM3/c+WErmG4R3eiMR+ma27IRwWabpeExHATjXJett60F43dSxoO+x3Ht4eHhmkfWw3Z46SLXtbK9tmg9cKq1zesb0hMy/1wM4bq5AJ3jd3y8WVonDbeJmY+ep0bkO+Nceodjx4tMRjBNGQ+6ExIe9wD2wIJeRxmwyQR9DgLPbpE2xxWmwKYrQvcs4XXzxJUuibgS1CACKw1ffuuJQtcp+4CL99lO5gezDeaHypExq2N+C6vLT1CE/2e4kePkz1w5Y5d8sVgMjoa0AsuYPeN1ClGmcLg4wAo3Fy7QxeZmZ5bpT258yHjd/DBFJW0WUVSVHnvsMfVoEoJJSJ0Lfa9cubLeZXL77bdvoY3SZuOqOytfyONOZkfl4gBpOCBZvnljmeaDG4CJFmYa4CSrzVjH/UH4nVbRQjm2h9AD7+ddv7V0Ci77kQJK5WAUcyzhn8dmWBioaFvbnMzeWx3D/vA9CYhl3JaYAQElKvaMISlEvXr4HLd0eZ7ZEvYyCZxX/N/j3zs+M6lOCkLPgqrq95Iek/SHXfNyi+m5Ot9tPO/tk06/jS9urT0vL05CMCWpqn7QWnv1rvm4lXTe23je2yedXRtnVHammSZIs2DONNMEaUqCee+uGTgDOu9tPO/tk86ojZOJMWeaaaYNTclizjTTTCvauWBW1Vur6v6qerCqPrhrfk6Lqup/qupnVfXjqvrB6tqzq+rbVfXA6vNvds3nU6Gq+mxVPVpVP8e1bptqSf++GtefVtUrd8f5k6OR9n20qv5vNY4/rqq34bcPrdp3f1W95TR52algVtWepE9KulvSyyW9p6pevkueTpne2Fq7DHj9g5K+01q7S9J3Vt+fTvQ5SW+Na2NtulvLA7/v0vJVGJ86Ix5vhj6n7fZJ0idW43i5tfZNSVrN03dLesXqmf9YzedToV1bzNdIerC19uvW2lVJX5J0z455upV0j6TPr/7/vKS375CXp0ytte9KygO8x9p0j6QvtCV9T9KzquqFZ8PpjdFI+8boHklfaq0dttZ+I+lBLefzqdCuBfNFkv4X3x9eXTsP1CR9q6p+WMsXKEnSC1prv5Ok1efzd8bd6dFYm87T2P7byh3/LMKPW9q+XQtmb7HgeYGJX9dae6WWLt2/VtUbds3QGdN5GdtPSfoHSZe1fJvdx1fXb2n7di2YD0v6O3z/W0m/3REvp0qttd+uPh+V9FUt3ZxH7M6tPh/dHYenRmNtOhdj21p7pLV2rbV2LOnT2rirt7R9uxbM/5J0V1XdWVUXtQymv7Fjnm6aquqZVXWH/5f0T5J+rmXb3ru67b2Svr4bDk+Vxtr0DUn/skJnXyvpz3Z5n04UcfE7tBxHadm+d1fVflXdqSXI9f1Tq5hnm+ziT9LbJP23pIckfXjX/JxSm14q6Serv1+4XZKeoyVy+cDq89m75vUptus+Ld25J7S0GO8fa5OWrt4nV+P6M0mv3jX/N9i+L674/+lKGF+I+z+8at/9kv87KOIAAABISURBVO4+TV7mlT8zzTRB2rUrO9NMM3VoFsyZZpogzYI500wTpFkwZ5ppgjQL5kwzTZBmwZxppgnSLJgzzTRBmgVzppkmSH8FICFoiEcGduYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(s4)\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(Train @ (s4/normTheta),(m,n)).T,cmap='gray')\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(x4 - Train @ (s4/normTheta),(m,n)).T,cmap='gray')\n",
    "\n",
    "binErr = np.zeros(nPeople)\n",
    "for k in range(nPeople):\n",
    "    L = range(k*nTrain,(k+1)*nTrain)\n",
    "    binErr[k] = np.linalg.norm(x4-Train[:,L] @ (s4[L]/normTheta[L]))/np.linalg.norm(x4)\n",
    "    \n",
    "plt.figure()\n",
    "plt.bar(range(nPeople),binErr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Cr8zAFcDjZ351XCULXl2txZgNGT6XrgE+NqbmMPDSJBd2tyZe2i2bqiQ7gN8FdlbV1xeo6XPsJ93X8Hs5v7jA/vq8jqfhJcAXqvvG3FGrMV6L5MR0zrVpvYM8zQeDvwT5IoN359/ULbuewckO8DQGv/bPAf8MPHeV+voJBr863Q3c2T2uBl4LvLar2QccY/DXBEeAH1+Fvp7b7e+ubt9nxmy4rzD4n8M8AHwemF3F4/ntDEL7GUPLVn3MGPwj8zDwDQZXTNcyeC/n08D93c9ndbWzwF8OPffV3fk2B7xqlXqbY3B/9sy5duYvyr4XOLTYsZ9yX+/vzqG7GQTXRaN9dfNPeh1Ps69u+XvOnFdDtas2Xt0+FsqJqZxrfq2BJDXsXLxdI0nqyZCXpIYZ8pLUMENekhpmyEtSwwx5SWqYIS9JDft/AZEKt1qCSLIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Least Squares Is No Good\n",
    "s4L2 = np.linalg.pinv(Train) @ x4\n",
    "plt.figure()\n",
    "plt.plot(s4L2)\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(Train @ (s4L2/normTheta),(m,n)).T,cmap='gray')\n",
    "plt.figure()\n",
    "plt.imshow(np.reshape(x4 - Train @ (s4L2/normTheta),(m,n)).T,cmap='gray')\n",
    "\n",
    "binErr = np.zeros(nPeople)\n",
    "for k in range(nPeople):\n",
    "    L = range(k*nTrain,(k+1)*nTrain)\n",
    "    binErr[k] = np.linalg.norm(x4-Train[:,L] @ (s4L2[L]/normTheta[L]))/np.linalg.norm(x4)\n",
    "    \n",
    "plt.figure()\n",
    "plt.bar(range(nPeople),binErr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH03/CH03_SEC07_RPCA.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import scipy.io\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [7, 7]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "\n",
    "mat = scipy.io.loadmat(os.path.join('..','DATA','allFaces.mat'))\n",
    "faces = mat['faces']\n",
    "nfaces = mat['nfaces'].reshape(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Function Definitions\n",
    "\n",
    "def shrink(X,tau):\n",
    "    Y = np.abs(X)-tau\n",
    "    return np.sign(X) * np.maximum(Y,np.zeros_like(Y))\n",
    "def SVT(X,tau):\n",
    "    U,S,VT = np.linalg.svd(X,full_matrices=0)\n",
    "    out = U @ np.diag(shrink(S,tau)) @ VT\n",
    "    return out\n",
    "def RPCA(X):\n",
    "    n1,n2 = X.shape\n",
    "    mu = n1*n2/(4*np.sum(np.abs(X.reshape(-1))))\n",
    "    lambd = 1/np.sqrt(np.maximum(n1,n2))\n",
    "    thresh = 10**(-7) * np.linalg.norm(X)\n",
    "    \n",
    "    S = np.zeros_like(X)\n",
    "    Y = np.zeros_like(X)\n",
    "    L = np.zeros_like(X)\n",
    "    count = 0\n",
    "    while (np.linalg.norm(X-L-S) > thresh) and (count < 1000):\n",
    "        L = SVT(X-S+(1/mu)*Y,1/mu)\n",
    "        S = shrink(X-L+(1/mu)*Y,lambd/mu)\n",
    "        Y = Y + mu*(X-L-S)\n",
    "        count += 1\n",
    "    return L,S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = faces[:,:nfaces[0]]\n",
    "L,S = RPCA(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QlLStaTqzpZ0UvnGmDxTjDJO+8B8m6nCSM0JMZW/Pz3EG7c/pjDFlmKnQ8N98PFPfQNqunwfTTS231GpIxxtK5yllyFVMOoWNvD9+fnp/j/LyZ/PfXqpQgFwo+Fq5vb0N6NS1Q2mzhmC0vk5gjv7fGZ8rHoTMYo3DUFj/9Xo9tOeDg4OAT4gsAvuGCaYWqYfGlmUZ4Zir1Urn5+eazWaaTqchTBBsCD/eRRgugguhhtU/Go2C6a7X6wg9hZEeHx9vKTdYYcBjaeRPURTh38B3AJQNHIXPgXHCCY71t16vY8zLstwSSPCadrstSSHkT05ONB6PdXBwEIIQ3nhzc6PBYBDziQOdMGVQB/rifOzZ1uquH13bczwtxyBy8AvMJacdM0h+3NvjmDt/Uz8Hk8+LkcPU3WHrws6hKMxWvybnbOa7H8tp3KlASI9xjQu+HKPmGC+PP3dOqMAMXBjktPbcOLuwyfWVuU37xzw6LOLjnRMGL9nnwPzg9AX+cZ8bFgPvkoeKlmUZTAY4CChiuVxqPp+HM5n3ywNAcJhyPn42x+77/X4c5/2F4QPtEMJKSCWCwf0VJycnms/n4ZyGQaIl0zYWwWKxiHZY8x5FyHM67AZj57yiKDQej4Mn4AzG+nCltNFoRG4CfhEstPl8Hs5tIGDgX6wsLDbgHJ6z2WxqPp9LUgSW4ORmjgeDgVar1ZZzvdvthm9pPp9rNBqp3+9HtNNsNosQYvrc7XYlKSKcnpMejVbijwl3yyANfYRSZpPTQl2r8evQUN0hxp/fK7UEHB7x+ziD4gUBU+cZUkjItd9UO8o9X86qcF9A2mfaqGKSad/92TB/03lKhYQzbr8fx9NQW39+2kjvkxsn2vKx8PPSfr1kwSBt5kPaODPRrhlz1r7nPDhjBAY5PDwMYewMHCvElTKSvTwEHMXDo+Ac/oAZOnyDYxhYg2gi4CQsEzR+tGYXMh667db6aDSK5yb3B82bsFZ+d0XGQ2w9/Be45u7uLqJ8iqLYGgcEAEIDjX82m2m1WoVVwvvCdWX5AAkx5lg8QD+czxx7iKskXV5ehrVDlJWkEAyHh4cqy1Kz2UxFUejk5CT6N5vNwvqkTVe6n4sedUgzoPxP4QlnXNI2Fp+e5w4pdyA5c+fcnODIWSzOGFNYK2XqjtezONGq0r76s7mASq0E2k2fN4XTXLilY5JSKmCqxj5lti500+tdKKeM3+ewygLi5fFjHj2Tfs9ZI7nPL43SKB9nzoyxR+Kh5cKEpG2LzYVDt9vV1dWVpE1CXToPMFwEOhCnCyOY7d3dnabTqbrdbmTjw9w9IhC4BSsHBgejxjqCQTpjBupBU0a43d/f6+zsLPyBq9VKk8lEh4eHMR7z+Tw0ZgQRkBC+m6J4CGulDRzSZVlGbgUwc6PR0OXlZUQu0b9+v6/xeBx9bzabmk6nWq/Xur6+VqfTiftxHAvAfSP0sdlsRtivO9p5Fnd+A+dJD0luJNJxHhYia+E56cnCwcMccy93yoj8c6pV5rR7zt3FVFOG5p9pN8cgcxAHDi5n7C5cUmHHXyooctZTKrBSjT4nPH183f/iz+xjnPpmvK3c2KdMPxVKOeHo9/Xn97Hmd18XOWGTjslLJYdUwJKlzdp2hu8WrL/4znA43mg0wpnpDlxJ4aSVFA5ftOE0TLMsH6KA+J258moCtVotGCVQCRo5uD2+gXq9rlevXoXlsVqtwgnL83kIOoLr+vo6GPFisQjYbTqdRjgqgoW2JGk0Gunk5ETX19fhrCXXwNcjUA7MFWsCuIfEQQSl50ThFyJ5D0EKYeEwl95XridRcDabBRQI8y+KIiwn2mJugb7wkTCuPlfPRY9GK6Fd++A4fJNqgykjdmaLxu4aZsq8YNAudf13Z0gpXOWhlCm5EHJntgsot2xSAVblTE1ho5yz3vuQUipAvP8uGNOXNRV03DNl8lUWi493eiwn1NLxyglEKD22y9p5aUQClWeze9Ib6+fg4CBKTjjk4Fm4d3d3EUpKRB9x+zBbD1mFWaVrglIbRE7RJ/fLubMTiwYtGCcuQgMBMx6PA1Ov1WphhSAcsGJIPMN6ubi42PLFwKjxbQA78fv19fXW2CGgwPv5DUZNxBDZxYw3VgsClncbXwhjNZlMwqkubcLMcW57DhShxERB3d3daTweq9frSZLevXsXfou7uzv1er24L8Kr1WrFcYQrQqssy6jV9Nz0qM/BB5djOY01p9377zBf1x5TjMw1dK7z6IyUkaV/VYwu7atrvykM4lq1P5NrcTmmlzJ016xTTTpl4mlbEP1MhaD0aXJiTnj5/T3SCAbPszwmVPx/jrG7VZFrLxV+3uZLIxLNwORhqjBGaVNiwwMjwO7JaUCjRCFhPqkb5JYh71mj0QghApwFo8SBCuwFVNFqtcL5eXNzE1AIzLTT6WzlEpVlGf0HJoEZuh/CncQIMDRmnvf9+/cBI3W73S0FczabbWnn3JsaRjj7SYZjjGDyaNzj8TgE9dnZWcBB4/E4LAMPCIHJMzdEMdH+zc1NwG9e6JOCefSVDGfadsElKSA0ypsARRZFEe2wZnBQP7eA2CkcCJPySIqccxnmwIOnWoZjm+6cygkDJtwZW2pVpLH0nMcxKNWonUnnmCMCoIoB+n/pU9jHz80x/5z148IobZ8xT/vsx1PLJhXAuXum3/150zFK78scINzdYvS2Uv9DCgnmhOFLIMaK6JWyLDUYDCJTFl+YVwcmwYlQVTTjotgkvRHDDyNhbigf4WGjvKswTSKPiIbBOnENnWJvzDdIwtXVVfSJtmGOh4eHoT2zPqjVtF6vI5II56+0SRIEPpIe1ioOXCwvhBDPjVVFRjjjiCWDYIWOjo5iHfIuXV5eBqzDs83nc52fn0coabvd1vX1dQhKylo0Go1IVGu322o2m2HxzGazcFaPRqMYP57h4OBA19fXOjo6CnhpOBzG3JJDgrV1cnISkUkISbcwn4se9Tk4/u3CwImH9HO5NmVUaDXONKo0dsghG65JBVB6zxztwumrjjkzTaN1/Pe0He9b+j1npaTkwq5KqKTtp8w4x/gfY8r+vHxGGKcOaASEZ/hWPbsL0pcqGCSFBomvgUQrisIBTUgbuMIdjl6G3rOVYTZotlgEkra0WgQHkA6MHIYLVDOZTKLctKRw2vI7jIjMZngAz1iWZcAuXgNqvV5/UsKDDGtpk5w3GAzCyuD+/O4O/W63G1nVPLvnJnhIL33u9XpROpvcBCygWq0WeQQw7tFoFNnYNzc3oaEvl0tdXl6GtYKShjAgMQ7GDgyHcnB3d6fhcBhCXHqABd+/fx+JcvAd/CBYTo1GIyKwJAUs95z0aJ4D2oqkrRwHJtotAa7x/7nQ11SrpD2INv1hGRSu9xLCufNpMxUGuzT6KmgsR1WO4iq4JHdObjJzx/z8lDk75FPFfHPj45CUt5OeI22gvRys5/1K+5SOd26OXhqNx+PIRCY88+joKDRxIAMsAzB53sOiKLYqgqJdopylwoNELhyyRVGEMMGaQNsFz2aebm9vQ8PGr+G+EnySzuzpN5ow2vbHjx+D2TksAhw1n8+38p+8igGWDHAVggjhmTpugXFarZam0+kn78zV1VVYF7Rxe3sbiWhHR0fxvFg17BNDEhpZytPpVNPpNCyQ5XIZpTq4N457+odTnxwFoqic2X/8+FHz+Vynp6dRxptCgDwP2ens3fHcUO1O4eDM1+ELSVkG5fBB2lGPrHAm7EwWzT7Vpr3gnlsbmMYOdaUQUuoghx7T8HO/pVp5rp1U0KSae+4cxiL3mwuEXXBX1f2rLD2PskqhtBRq8z74OKdWEILbs3v9njkl4qURwoFkL0kBhzAP+CXQepfLpfr9/lZQiBMOVMf+KX/R7/cDUklhGKyGWu2h1AXrgogmSRHx44l6RPogxNDuvZIoyhuYuu/jQH9YDzx/URRbkT4IEnw0hKx6/gLvOIojDF56wO0ZF4QKPhtPKgTScyUYgeAC1yOfPL+A4AAXKjwDWr9XVyaRrdVqhc9DUuz9gLUwnU6j1hpQUqfTCUhpPB5HiXFqUT0n7RQOaCBpeJ0zyJSRM8hVWirtpRqvMx3awBwuik02tPs90hwJh52coeYgmlSLzcFJVQLDGVxVSGhOAKTnpQw4155bBOk9Uibuv6fPnhJz6/NQFQ5cZc1wLUzMob10zqsgppdGRNcAWcAsgDQYG99kB38A8ATOYDR11xxhhIw9jmZPCoMxM8cwWYc/EB5kEfPe0pZbDTAz8g6AqWgTywJBk1YmrdVqockDz/R6PR0fH2uxWERZDJgsiiHQjVs6JI8hCCeTSeQEEO2DM/rw8FCz2SysKvpBwtl8Po9xZ4yBoqSHdY4PgXmQNu/n4eGhXr16pWazqcvLy/Cv0F9gMGljAdKPV69eRXtYe6enp6rX6+r1ehHBtFwuNRgMQpA861rd9aMzOhZG7qVmoeR8CVzvEQPOVJz50A4OMqSwO0CxNliQLu1d6FQ5ivnvjEvSFhNLNeQqRr/rtyrm7G2n/UqtEb/e28lZZ6lwS62Bqnv4MdpN/RW5MUrb8Gfz/u3yI71EcsUJgYp/AEZBVU9nxjA3GLtX8kUjx5lMJi3XuALgEGEaCUUUDruLUfqC/nKtM1+sBy8iCWQCw/baT0QPAY1h+RPaWZZl7E2BVo9y6pFU+B54ruVyubWfA1sFY2lhNfC92Wzq/fv3EXHExkFkH8NPyrIMa+/29narNAfE+I7HY0kPzm5qLr1//16SwhEPYf3h60BQM9ckAHqWea1WCyFxdnYW1g3hrj+o5ZBCGiwudzyzsF1bQZOEmdNpNGMm3qNdpM3iBUvL5RC4QPA2Uiaaswpy5zl5P1xIVI0N5+46p4pBu0BMrQg/P2Xi6Xe3ltL75D7n4KP0+b3IX25c0vNToZo6zt3yS/v00ghHI+GhaILOsIFGGF8yZmFkMI20BAyRPIw/70an09FwONyqqArsxH1Tn4ek0OI9xBYBAhPGSZ72xSGs29vbCEWVHuZ/Mpno6upKr169kqSte5+enm5FJEkKjX08Hqvf74eyiHAqyzJKeZDrMRqNws9Rlg97W7iTWtpAcjc3NxqNRsHPer2eRqNR3H82m22hJpIijDWNggJeAgqD2WOFoUgTscZ7Uq/Xw9lN+O9sNgsryZWC5XKpzz77TIPBIEJyU7jx+9KjwsFf/Hq9rm63uwU3pIwXAYAJl0Yspdokn1NB4gvUhYu/REyUWykpXOXPknu+Ku0/pyGn//1eKeVgq5ywqIJXckIhd64fc2vhsT5hje1i+Kll5234XKf99lR+zkvrL71Uy0HaLm3R6XR0enoaY+bMFicmDJZ5AOMG+oDxlmUZgkba3iMaJnNzc6OPHz8G4yLHAK0c5o52DkyF388rm3pSFlo52dgohyABnhmMz8EzxFkjZVnGDmvE/QNd8UzulEYYonEDM41Go7gHobGQb14EbCQp2pEU5b69zDk8xbOreW5KjFAkD7+RpJjr+/t7nZycROlvHNLMHc/DZk9cT4TbavWwBwgRbm4peC7Gc9FO4YAp40zco5d8UB3y8XwHGGJqBTjDc42Th6biJFqK+zhyGn2VAKJ/fl5KzhCrGJ6fl36uaicHv+TgnKo++fhWUVWkVu6eDue5Q5pj3l7uOZ25e5s5i8bnKOdjeKnCgYzfoigiAY7Qx0ajofF4HNm7wAl3d3fB7NDY3WkKlg/TA0IBniEu3yEdSVshtF5jDK2dfrRarQj9JDLIS2x4rSUiaxBuHgbtUU7T6TQsDEqJS9vrAnhZ2kT+YLm48EJIAtsApd3d3en9+/fBnDnWaDS2sqMlhdXiiqik0PTxbwAB8Rz0rygeqtkeHx+HIHUrinPIgWBHPa4nYktSCGx//92KAvaaTCY6OjqKPnq003PQTuHARDNJdBDG7xo7ixITTfoURvFzpY3Z65qkb25RBak4tJRG03Buqp3mIoxy2n0OBvI2+eztVkXgpN9z98udV0U5oZhq8lXjkAoDv69DW77wOceFZU5Qpt9dyLplt8uqeSnU6/WCiZEktlgsYvtHtHEYa1mWwfSpVeQwhvTA5NGAcbjmrGpwetbser3WeDzWdDpVv98PZkdeAtMqwKMAACAASURBVEyRBDeUPdYDIZw4Rr2vPEtZlmGhlGW5BVu5H5J2m82mvvnmG7158yasI4es2UCoKIoQVuD/jF1ZlgHLYQU5ROelQRASMF73ZQLhodiQp0AS33A41GAwiL7gX/H8EZL6pA0/9TLf9KFWq8W6IAiBewJD0b/pdKqrqyt9/PhRvV5Pg8FAw+HwE6X2+9JO4UDquLSdkYumkDIkdxbvIs/6TeEpqRoa4prU2c3/lNl5W2lf/X/afkoptp77rYrh7WLmj1GVhfSYAMsJx8faqBKUj91rl3DNQV7PvYB/3ajb7UaUijN0mAoaNZAL4+wlKYgkIprJQ09dOeMYbQJ14Eh2Tfni4iJ2J/O598xrciEQFlj05FLwTIR8ethoURThS8SvgrBoNBqRSLder3V4eKjJZBLHQSMcxmk0NhsQYRHRnqTIc6D8B22UZRkQG89OBJFv/CMpQlyBd46OjsLqc2u4LMvwEdDmarWKInlAdjc3NxFpBLkFQ7VVL8eBsKINnN7SBho+ODiICrPPSU/aJtSFQhpKyu/SBl6CqiAHZyCp8JG24aoq5rQLnnGm6pqwH8/BR05VAquKkfo5Ph4uDHLMOoWOdkFN/jufq4RDek1VeznhVXVelXBMx8KFs/fL7/dSrYdWqxVwCCWZCe2EsbmfjWvKsowKoF6BtSwfNtUBLgGmYivRoihCW6VtykHD2KWH9wPoiO8wWxgVPgCctvgoYKZEUsHk0fBh3iRy4YNwzV7aVga5zvMhEAwetgvMxf2kzRr0bUelTeY2YwIf86zlw8PDuFer1QqLByuP50PIS5tISYfQ2GhIeuBtONHxV1ADi5pI9IUINsYB38ZwONRsNov8iF6vp263q+l0GoLwBxUOdNQn3H0LmI3OeJ/68qcwAwud33JaPr95G9K2EKs6p8oC8e+p1pT+5rTL8oEcmqmyGPwZn2JV5ARC+jmFlXLafZVw83nJQXG5++yac+8D6yQHcb0UGo/HAXvwfqGdM1b1+qauP/PheySX5SayBb8E5Z7RzE9PT+M3YKei2Gxi40l2kkIo4LiFKZJwhWXjCggRVwgN953QD54RRokjm/cdK4DMZLRvaiu59QT0wnXUm3IfCf4L1hnCxENP3feB9QXTLooi9m8mQswz1olkSq2+drsdY3d0dBTwD/4Dym5cX19v8VXpocz44eFhlNTAX4Twpvou49dut3V4eLjlZEfwPCc9yXJwQYCvIYUMcvCH/89ptFWWAOenFkSV1rpL+03P4TeX8jkhlOuX/+4vSRWM5s6otL0cU0+Zc9rvKsuj6rfceFT1QdooA7lzq77vEp7pd48G2SUAf5MJXwIJXVgARVFsVVQlYY0XHigJJsgxtzpqtVoIHd9Qp1arBcOStMVU2P6SHAFCIxFgjufD8NHa0e59l7PlchmMzDO6EWRox6m/QdrsGdFut4M5YgGwnihZ4bA2VhCWlQsgxgNfDRv9cD0wEWG9WEWe7e1RS4eHh+EzmM1mIbwIDcbKQ5hdXV0FPO/ObH8/7u/vNR6Pt4oKkoyI4C3LMvbNlhRWznQ61fn5uY6Ojn5Yn4P7EDzUNBf9s4vx++9VzNG11fS4C4ddQiQHe6RasZ/nFlHK+HPCLRVmVffztnNaeJUQyjHM3DVVmn/u/lVMOBWI/hypoNz1jGk/n9rXlyocYKCSgrHgpKV+EBaCpIjOQft06ACmxhgTs49QAWogukVShFp+/Pgx9lYAlkHQeKIcjmlCUhFkMD8YvkfueKkJL3HDsyLUXFlgy1M0Z8ZCUsBiCKNOp6NWq6WLiwtJG2sEQmDglHaHLsyfsFAEZa/XCwuOnAf6xnMdHBxsCVafB28Dh7VfixDEgsIqcYGBcoa/hmfnNxQDzvfEQxfkz0U7hQNmqXcuZyU4pYymStvPMWA3tfwe3yYaqEqDzl3r93MmnssXqLp3Cmn5736t/17lS8lZDH5OFWPNzUdq8aQCOCc8eBaHCXOaTtW90vHPCU9egJfqmIYZgBMDK6HFAjtJ2ooQdEgOZkfCV7fbDTwdBi8pvhdFEVtbAo2cn58HTOSZ1G7p4jjmGo5BrCM0/Ol0quFwGFZQURQ6OjrayoWg7w5tMS6U30DoEe6JRg48BNyE7wThRx9RYnm/sYoYP4QW40EhPd8HG7gLaAdhxxhxDMHJmgbGwo9Am2xPitB2VMEFLvMBDIjz2gUx1h3W19XVlZbLpYbD4bOu1SfVVspFBznlGGNOG3ViQVVpwDlm5BBOleZedU2OyadRU4/BM96vx8577Pr0e8qoHxMU/E/x+yqhy7m5NlLrIRV8fszvkRuzKqsi1+ZLJCKJfPOaXq8XUUcwEZzDxMV7wTxw8FarFczIHcpAImW5KUVRFEVotEAthKoS9UMtIUIueUcRONwfBur1n8gWXi6XOjw8DIjH94zGOvEwU9+Ok2sgKseORqNg1vV6XZPJRJJCuPDMhJ82Go2I/5cUVhU0m83CuvIieTc3N2GdAUk5HMV7RLVaIquoEYVw4josIaxFLALGIvVlcF5RFJFU57WX3Err9/sh0IDxftAkuFw6dhUjyVGqET8GdeTgkV1acZVQ8t92wVB+TRUz82N+jTO5KkvJGWUKl+XaTsc1HaucgH5MQKYWy2NWWtW1uyiFkHaFMjN2LxVWkh7GwB2gjJs7VplXchPQSoGN0Ei9XARQBPCCZzbjIHWGBTOVFJE31DhC++a49CDQvLgbDmhpY2XAZMHKKYWNFUSpa8/4hjGyTSmWgvSwptjboSzLGA+sB3w2WBb+zuA49qQ/r6iKoOR8hBuWBVYT2ck8J0JgtVpFEUUqphLtNB6PwwJyp/Z6vY6wXQ+T9XcNS4t14ffGT4UgZW4Z3+ekJxXeg3JacwpVpILA20mZtzPAKsGRO38X7WK0u4RNTttN2+O7t5N+z2nYfK5imun4VAmFHLNOraJcv3LXp9elz8v/qsii9Jn9/NxxP/+xPJjfZCrLMuLpfTcwNGkycXFI4kfwZFRps++0JH348CEEBiGWXq0VRzd/hMoicNCw6YO0rUjAwHJWJsLHISJJsffB0dHRlqUgKaAw+kKUEX4WLAOgJxdIOJ6xJjw7m2fwTYJI1OM/vgiEHqG57lvBGptMJlosFgE/sbEQFoz04CDnc1EUIVyxYIgqq9frOjw8DKgMIcK74No/gQUIVgiByD4ZWD+dTmcrufC56NGd4JxShlulhefgohyDwY9R9bu3kXOCQ87Yd1k1tJFCGzmoI7UO/D45wZOjXaGgVYIzPV4Fzfm5VVZJTuj5c6TCy/udPj9CIhU4u4SuU9qXl2o5ELkCY5Q2IZXuW/D6VEAqfEbj92QqcPBf/OIXWw5KZxhpjSH/TO4FdHh4GBm7xNZ7tq5v8APDwgJA8/foKTB7zxYGqvEMaNpEmHg+AtFXRA+5s5ZihXd3d6F1TyaTiGziHWF/BOCzoijC0rq+vlaz2Qx4za0p+ui5Jswdgrnf74cVxz4azOvHjx81Go3U6XR0cnKiRqOhV69eRdvci/cECBBYDuhssVhECHGt9lD9FkvkB4WVnFImUMXIcpqvt/EYk0/vt4vx5KyJKobn36sYbw5aShdsrt20vSpGWHVdzsnvz5Yb9yrL4rG+efu5ZyvLzV7g9A2rJzcGu+YoJ/C9Ty+RqDacCnQPFQf6ARbCslgul1sWAxFMYOe/+tWvthg+uRGeDYwVAC6OT8KFD85a+kZ5DElbUTT4JHH4OsSDAPFMal8nk8kkYBi2Gk1znYhcwp9Slg/hnB5J5KGtkiLsdTQaxTadWEyr1SrqI3k+BFuMzufzeE5gLPbSZtwcvmu1WnEcywDorVarRYXV1Wql8/PzKHvxzTff6PDwMLKoidRivhg3LAvPafEifgcHB7q8vNT5+Xmlgv196FHhkHvxU60xx1RzzCtNOtv1MKmW7rBMej9nXo9p3LuETZXVkV7zlEnYNVnfhTnCQPz6nLDaZUFVWRFOuegrhDrHHBNPFYRcv6qsjZdIMEtCP4F83FGJgMDhDKP1Mtjr9VrffPNNZEOTEAbEQ1E/SaHNov3ie5AUJTVwUFO7iFIeJHchJGCaCKzpdBp7KJdlGeGhOLWZc5ynlKRACcFCcAUJGCZdU/wNh8PIDOb5gJLomxcmTN8dxrQoCn3zzTeSFIJEehCA5JS4I70sHyKFKOshKT57oACQEUIXRn93d6fXr1/r5uZGFxcXevfuXUR4ITwohIh1RDLeYrEIIYz15nuHIyyekx4VDqlV4JRjwI9puVVM4SkM2IVFlaad60PaXk6Ape3nznPm6slz/hvXO564S8B631KBmhvfXP8es4ByQiTX76p++fPk4q1zz5WzYKosr5dEaP4OsXC8LMstB7JrsZy/WCy29qGWFNnJtVpN5+fnAWVQ9I19CYith8lIm3BZzzfAarm9vdVoNAoNGeYPA4YZUeaCfSJg9EVRBOP20E2sDjK6yeVg4xsEQ6fTCaeyb5RTlg8lL9iFjWghT9hzSEra1JzifJzX0qb2FMLUw24RFF66nL4A6wBxjcdjrdcP2epeslt6EHjsAd3pdHR2dqblcqk//uM/1q9+9Sv9yZ/8iX72s5/F/hYu2L2EO2OX/uEreU76Vg7pHKWMBQ0zh3/tYg6pIKlieFVMtQrGeuxYTihVQST+V9V2rp+pxZODi3J9ewyqSYUwL1Wu7ZxATJ/pKUKMRejheFWWSzoetP+So5VwrmItwDg93Nh9D7715M9//vNPIghh1jhzpU3OAKGtaNgwTw9FBVbCf+EaKNnP6/U6LArmkdpK3i7kmd2SohwInyFyMNCWF4tFMF7WB/sqc1/KfwAtsSkPfYeJwn8Yb8YNIbFer6OKalEUkbEubeC4stxkUCO4qW9UFNt+ARzlFAScTCZR/4isaY8Eoz5SrVbT5eWlxuOx3r59q9FopC+++CLKb3teDAKZSLWbmxsNh0Pd3Nzo5ORkK7LsOWincHiMeeWOYeKkmrS36edWMSN3HqdJYzm4xBlj7jlyz/IYHJPrc+5Ylabujt00V8SvSf0wOQFTRVVWwS4nddrPVEBAuWS49B5lWW5pSI9ZRC+dHP8nyTSn8ZVlGdrtdDrVL37xi2DIjDlMx5O3Li4uAuOnqBvRSxcXF8HUwMWh8/PzgLyAqagqiuLhfgd8FDhDi6IIJ7lHWsEPINaYWwKQw2hegsMhM/qDz4AKq4wtkU7X19dxb0+QI/yV8fXaTNwbwYngcquD5LSDgwN9/PgxrLx2u61+vx9Wy3Q61fHxcQinev1hB8Dj4+OAoS4vL3VychIQ1tu3b8P6+O3f/m1Jm4x6YCwPXvAMc6KxnpO+dShrVQcY3F2Oy5Rp5aCMlJgwznPhk4ZN+v1yx117foxxpYzzKed5n3Pkfcm1lxMifp8UxkrbTseX857Sn1TAuVDOWSH0l+fFgvDxTQXuXlhsMl1dgfAsYZLBpAeN/OLiQpeXl6G5AnXAKMmQhXAkM+do1a7JTyYTDYfDwLWXy6UuLi7CiYolQ2lxd5YS1UROA0zco6f8XvSTuk2E63ppDc4DwuH+YPecu1gstnIMcMS75YI1xho7OjrSeDyOQnnT6XQrgxpNHCgNbR4r4ebmRuPxOPrAeFBRF55Xqz3st3F0dKR2ux2W0MHBQey1wI5uw+EwigwipM/PzyVJb9++1eXlpT58+KDj4+NIeCNvBOEF7IbV4yU3nou+VbRS+t2ZhmtAj2ne34U57GqzimFKn5bqTs+rasctl5zmzPm7LKOUMeeEGcdT/0TOAkmFbpWllOvLLvJ2UkFQleyXXutMzs/dZa29RELz9c++LwGb3JdlqdFopHfv3gXkgSaLpQwk5Hs4QDBl1zDR4GF0ZF9Lm3BZLF38CLSBhVKWZTBm+k6tI+a31+sFNIYjfTAYaDQaBbRCrL87illHBwcH6nQ6ISwoj4HgfPfuXYzByclJ7O88nU7DKsCaIjosRRl4Nyl2R8Ie7xq+IfINsC5wlk8mk0+iztgrA2gJJ/xisYi9Grx8CMmBJNMdHx/r7u5Ol5eXYdEgUD2cGeHEODPXDi0+Bz1ZODjTcIHg2moVdp2ala5xcszbzVF6H6/uyeA4E/V2c23nYKSUsXPP3O/+PZcnkTu3yiLI5UO48M395sIihdWeYpHlxoC5QYilkEeaZOMWRs6iS63InFXx0ojQTPYoBrNmPC4vL7VcLvXhw4dgdGijXgJiNBqFg/rw8FBnZ2cqikIfPnyQtPEPITT8HSRfQHooIQ4TGw6HoTlPp1ONx+PQkLk/O6Gxtlar1VbxurIsI4eA3AssCi/DwTNxPywHt1QQXA6jSYps6FarFfdGi+e+rEsvcrherwP68Uxu+iwpEs/q9bqOjo7UaDQ0nU4jmovrckXuGBMPOliv1zo9PQ3GPx6PQ0jO53P1+311Oh31+31dX1+r2+3q+PhYb9++laTYpe/Vq1dhgfkeFjwfpUyek54kHFLtT9qOzU8hm5TBpdr3t7EkUgbp1z/m2HyMGaXtOkNOma8ngflf+jxVjDm1tNJnSY+lmaq7IhG+K6NNBRb39cSj1KJwiM8phf/SsauCsF4asdkOmjwCmOQssHXfa1raOFa53ktLu3KCkPZonJSoxloU27uekblM9MtisdBkMvlE+SHxig1oYPpo+L4j2mw209HRUTCxer2u4+PjSOwiFBTNmogqL5lNnsF0Ot2CjBAI9A+YiNpJvV5Pk8kkoBtyChBoOLcd1kPr98gpfpMUjmzGOl3LjAUQVq/XU7/f18nJiW5ubvTu3TtJCn/QZDIJBdGr7jYaDY1GI52dnUXCJPtMME5pVFau3NH3oSeHsqbfc5r3ruuckT6VOaQQSnoMysFZuRdjVz+rrJ60z85AU60+ZaSppp/2w+EYfk+hp1R7T60VN8fT535sPNIx9fDctM9+zAVF2gbnuoBLr0vPf0nES49wgJEQIjmdTkMbRjvkHJihpMDIcVT6NpuUApe2IUvaYh9r7gMk5IlkQF3SJq8FRorAIMTUE/jKsgxB1mq1Qujg5IaBHx8fb1V8bbVaOj4+Vr1ej0gdQkyB1AaDga6urrb2jfaQT+AZfBoktbVaLZ2cnATGTyIa1gKWkEdsEQLsyX6ef+KQHRnkZISjWJFlTujwbDbT9fV1+FWurq40GAz09u3b2D4UKI8EQYg5pK8If6yZbrebdfJ/r7W668ecxcDnlEnvOtcZX44eY/5pn5zpPMWUqhJgKRNP20/DNPmOY5B2YeC5tvxeufvnyGEZb2MX/p+zkHZZS6mwyAmGtL30+XL98vvm7vUUCPE3mdCg8SvgcIXAkD0XAS1Uehg/z4IGi/YCb/gGYNrAUTCR+/t7XV1dRfswUHwXFxcXEf0EhMNawPHJLmfSJm/Bs6wRNAcHBxHWKT1ERQ2Hw5h/3wOCa+jzYDCIZ8BC8oqzRFZJineSnAyijLrdrnq9nk5PT7VYLPThwwddX19HdA/M1hUxzxnAOU1NJAjLrSgenPQwZsJaGRfG5OrqKmAjSqik+R3MDYl00mYfa4jxJ8y4VqsFNPeDwkq5lzuFIVK446kwT9U1VcxL2mYsbg7moJxcv1PzO+0LL4Br8ykWz4voixRNwwXErudInykVto8J4pT8nBTa8XNoIyekc3CRX+/XONSVQns5YfJtYMTfdGJzHZ8PGKM7SMlNkDaQko81zK8sH5ynOEglRay/hz1SR4jjOLabzWYUvkPzRsiw1mGEXt6aekCvXr3asiwo2Q2h+bMNKIIG5ynOZ3dok0zX6XRiXwQSwIDdpO11BB9ijwegpMPDQx0fHwcUtFgsNBqNQviy3wR4fuojkRQFDxHoQG6+N7ZvKco8wbQvLi7U6XTCuYwQY5xWq1XUgUIg+mZIHipOngUhzY4Y/KDbhOZglpxVUKWtOuNzZ7Ez3Sq4IW0n59zMHUuvzfV9F5NN+4NQwWJotVoh+XkZMS15wavyMvwe6X39PJ90Fhv3qaIcXJdaPbvOzTHxqrmgLz5e7pNJnz/X15dKRN9AMFX+2LTHx6jVagUzZW2S3AbEwtqDyVKdFYxa2uwLvVwudXx8HFYK0JDXWSLqxvcg6PV6wahZi+QZUKLDnw3BN51Oo3Iosf9o0H6u+yUQcFjoMEP3Jczn8/BBeAIYihpWBBDY1dWViqLQZ599JkkR7QO8RMkPAitg3vQHLZ158zlarVYaDochJA4ODsJn4IrVq1evtp7b+8k+0igI1GpqtVrhUEdQ4KD3Ok+7+MN3oUd9Dn7D3M1zDKVK688xmRxjT7VpZ9DpfdLrUkgjFUBP0WLTczDV2+12TAqaF21QAA0thP9+zlM05ioBVnVtFaNNLQm0/Nz8pGPn1+e0NIQBx2g3naNv83wvhXDcQjhFPVkKbZsKo75JD/HzkkLjBhIi1JM9D2gTHwPXw0yBPICE0FJxjPumPw5PAW15VjOQE5bF7e1tWCNAJ2RES3mI1Hd584qpbvWTo3B8fLzln5E2ZTNYY/hkLi4ugrH67m0UGER4YpWkBQtReBAMMGzGk7wTnmswGKgoHkJ68QlJCmGD892jnnq9Xjiv8c8wZigH8C+eAQc1kV0/aIa0tK21u3NL2s2wUmaYs0JSiyE9J4WCOJbCHc6kqiCOtI3091yf0QAIHQPLxIIAB2XhUdb49vZ2q0yC36/K8nI4KmdZVAmxXZYcc1eVX5FrJydc/bqqsU4Fda4v6dy+RCIkEsep9DAWaJNYjTiVvcQEcIakOB8mg4VQluXWWnXnM1AUIaQQTBGIyfeM4HyHWe/v77fKeRPeSb9gyl5Xib42m80o7411IG0sW6/gyvuEwIApY4UcHh5qsVjo48eP0cZ0Oo3Q3Pv7+8iBgG85ROMwnFtRCKDUt4hwJLTXS25A3ncsIYePTk9Pw8/hocknJych3CTFfJFXgZBhW1SEJ5Cej/Nz0XdySD+FnmJR7GLeVbBMrq0qYbSrTzkrIv0NPwPamddVPz4+VrPZDLMey4GNRGCG4MK7hOKufqb9eoxyUFAayZSObU4IpELiKYI3HV+/HqZXZb28FJpOp8FQWBswRrRUL13tSWKsQ6goimDKCJKyLCNyCViIeHisEc6nzAXziwUCvIElkkYGkcjFNfR/vV6HgMEvgYMXTZrCfvTLNwmCwSE8gFakjfAgI5q1hADEHyBt4LPpdBrnchxK8XlX+tgNzu+LsAUVILGPc/v9fghOciU8FBlN3/2VHvjCmAIzjcfjEKZlWQavIT8GGJG1AbLxnPQk4QBjSPH4nDUA5Rh62o63wf1y1oL3hc85uCMnfKquS58jhUgIWWM/XGrNHB8f6/T0VJ9//vnW9oeTyUTv3r3T5eWlrq+vNZvNtFgs9M0333wSc56DuPiMaZ5jrrln8vHLjXlKfu9djunH2siNmwsAnKF+P7dCXyrh5H3z5k2Uf8DhW5abUtgwUBjszc3NlrYvaavUBLg+5bhhuvzm5bFZ31gMvnuZV4v17GGIYn2c5795RjM4Pwx3OBzq5OQkImyKYuMcHwwG4XiWFA5jmCvCBVy91WpFGGi73dbV1ZVms1lARGwHenp6qrIs9ctf/nJrRzd8GfgasKgYAyKlcDB7xJBnlIMcME9HR0fq9/shhFjzwD/Mq1sCvDM45hmHwWAQVqMn/A0Gg9hfg2AAj3p61rW668eql3gXPJRSFd6ffq+Cq6ogjypmmd77Kf3PkddRIZTt/Pxcb9680evXr/Wzn/0stIqjo6PYvMRhqNFopMvLy9AQqygnAHJj5P1/CuUEKMfTyK1cJFdOeOy6N0wH8iz2XD9eIhHD78QaA9qRNvg5TMsZjsMR/X4/IJf1eh1ZvezN4Hs7LBaL0PSxONA2cXgCq8DYESJeMpx+uNVD7D8OdcJOETRkHRMRxBokKgdHN8yzVqtF0cDBYLDVVlEUOj8/18XFRfj/pI014EySd7Msy/Dh8I4SOZVaY/hamAd8MlhKDv9ID7BRo9HQ2dnZ1tykW3w6jyMUlTknSgorj/nGkkLwUttqOByGUoGP4rnpSRnST4EDqphYKhiqMO0Utsi1nWLW3naOke6Cjh7rCyYrGsGbN2/0k5/8RF9//bVev36tv/gX/+JWsst4PN7aJUva7LaFmV1lPXg/cpFJu/wE30ZQVAmLnLXg5/s1HPNIsbQv/lx+vCpp7iURDAz4x/MLynKTt+NMhjHDmq3VahESK21KJwA9wMDIR+DddWYFTLpeP5TjxnEMc+I3hBGhnlg2qRXjZbqZd8ptSNpy+vJMx8fHsb+B+0jwn8DEeWZglrdv38a2nHd3d/GfEFgS6RA6n3322Vb1UhzBCFF/Bi8GKG3CWD2HgCQ7GDbvt9c+SrX4nODyXBGY+3q9jognhDU+nWazqS+//DJ8T14GhVIlz0nfqiqrQ0JVjHgXjAPlrk/PyVkauUzhKuYk5Z2mVf3wZ/M4706no9PTU3355Zf6rd/6Lf3ZP/tn9fr1a/2ZP/NnAgcuyzKshOPjY83n8zBx2e0rFWy5sXXYjf7lniV1MKfMPNXU07F252JuXHJzUQUpps/w1O8v1YpAA3UNXNpkQwO1oGm2Wq3Q4qWNRcEfMIjj20Cdo9Eotq1st9vhC0MbJgyU9QATxgkKVFWWZQgvtFWIPQZYDzjF0YqlB2aKHwDnL7CNR28B3aJFo5GvVqstvwfwJP2haB4QDGOAxUM0D9aM9MCYieCSNpYZDnDGAUEL8V7TJvWkEMQwcz47MQbAcsBVHsWFT6Lb7YYzXXoIgSXvQdKWvwZrK6199n3pUcshZVhVGr4zqJzWWwUr7WJkVUzJz/f75z5XnQN56Q3XcFnQ5+fn+vLLL/XVV1/pyy+/1Ndff61Xr15tFR9jcSAMSHhBuwPLJSwvvd9jjDInAP15cow9N7Z8disw7UPV91SQ7IqASoWfw1gI+ZdqOcDUPTSRpFtTUQAAIABJREFUej7OUHnRWVeTySSYA3g3lVM9Ye7w8DCYCpFz1PuRHsafXeO8pAX39rBWZ25EPHl+j6Qt5znM36EYQkCxPu7v7zUcDmMN+DpxHB6nr6+X6+trDQaDiGLynBGc0p999llsIcp2rEVR6OjoSFdXV1tlKPwzgSUIEZ7da1cB6RTFxl8ynU61XC51enoaDB2rykOOpYc9JhAoWAWM2Xq93nJAg1hgmRB67DsGDgaDyCMhgOA56ck+hyot9CkMJj0/9znXnreVYyZVTLVKu30K9l0URQiGk5MTff311/qt3/otffHFFxGG5lEP0qYYF0KB6KXZbBa4KS/CUzXmFDJ7TNOvaiP9XGW15e6da8cjJNI++rmPwVAvlWC8WAce055aDV7EjcxfmC8wBkIC8rh/iNIM7N0AwyPZDSuZ2kFYGk44b5k/chiAoIBpIMJBu92ujo6OAjKjz1R5RfMn+gbL6OjoSLXaZu8LnOyr1Ur9fj+YsgsQKpseHR1FaW/gGTR9GKhbK5JCkCB4pY2mD7kfEuEBHIZlhXLsjmpJEaHk4+flR7AogQavrq62LAuiqFarVYwn7x1z+YOGskqfOofT4zktNcWic21J+ZINOa1zV3+ewvCrniMn8DCNB4OBvvjiC/3kJz/Rl19+qTdv3mgwGGxpTq7lnZ6e6v3797FtISYyDjE0xl2O91xfXBCkSYi7rKinCBK3lBj3xwRPCsOl98S3wtym/XiqYPtNJer3u1MTRy3QAIwEZglsAkPCCvWS1ZLCIvGMa2AlrAngEpgYcI1vAUoEEhnTzCdCicxiYC/i/Umgq9Vq4YAGPirLBx8LuQrcB0GF32UwGGzlc3h/2u12MElw/Xfv3kU/6vW6hsOh3r9/H+8fDnJJGgwG6na7sae2b9HKu+VBKPP5PKAtBBQMHYGEcJMU5TKYC+aPQABPXIPBE6WENSApBI3vRjefz2OOmAMss9PTUy2Xyx9WOLCAHBZIf5eeXhW1qu0qa4F2ckLksXvltNkqhukCjYX95s0b/fSnP9VXX32l4+Nj9fv9CCPLhYyBIQ4Gg/A53N7e6vj4WJPJJGqi5IRZalVUWUkp08+NWxXTzo1P1bFUWFdZIB6+6v3xfvDy+XU+py+NeKE96369Xms4HG7VBEKrTytzErePVgvz5Bo0X/ZMYNw5tl6vQ/sGonDmWqs97ADHZ2qYoeUjaHq93taWpfTFo6qGw+GWkxmG7pqyWwUIiqIotnI6XCsmca7ZbGoymajb7WoymUSo7nQ61XA41PX1daw1mDg5FtLD+9putyOfAIjIs8Yp2gdMVhQPJc4ZD2lTDdezldmoh7kriiKS9rrdbkRreSa2zyfXIjA8wQ1LivWBdYUF86xr9bETclpoylhS5pFaDOl5TJgzjadSzlrIOZ53CRx/llQwYAV89dVX+uqrr3R+fh6xy4eHhxF/nPaJLE6ES7/f12w202AwUL/f12g0ioqNqQWQY8Y566bKStolTB4by/Qeu9rIWTKPQXRpWy/dciAKBybDWnA4A+3Q/QrODIiycYgBoYF2SptFsQmVlLRVVsPj4/FDUIIBYQKDpo6TCyufe4ROq9VSt9sNwQBMgobM85Lhi2DzXdIQIDiXwfQplsc+0TBl9sh2CwfhxjghAEnqOzk52YKleGZPOkOxIaAEjZ1x5LmBu9gvgpBZSTE/+El4Hu4HJIdgAmLkOYisAhrD2c064plx9D8nPanw3lNf6hRaStuStrFnKBeJ4wwr57zK3dPvk36u0szdDMTJ8/u///v63d/9Xb169SqkvJfQyBEbrIzH46jpTvIPwuPv/b2/p6urq4hWeMp45vrqY5JaRblxygn1VNPPnZu2lbMQ03PSNtO185IFg/TALEajkU5PT2MnMmmzZwIvOQwTzdRhBwQJ34mZlzbj2+/3I5t4MBioLMsos9HpdCL02vdgdmuOSB/ugcDxEFb2RMZ6IASVvAQXYv1+P5gYjM+tAdrBd0cfaMPHqd/vR4TPfD7X69evdX19rbu7O3W73XhfR6NRtMkzsmkOO9oB2RRFEfkQ/m7C/Hmf8S/iT6HoIAmIRCmx/3W73Q5Bj7AEMiKb+vDwUOfn5wEn1uv12EsCKwHBT6IdSiZQpK+P56Inleze9bv0KXbNZymPk+cYSu7zU7Tlqv7lIJK0zRQiOTg4UL/fDy0F85fJ8bT9HLVaragYKT28oJPJJDQfoCZ3ovlz55ioM1u3Oqrgol1MPzcODv/48W/DzNMxTdtLz3nJBP7MWFDLn3FyiAQ4Aa3fGfP9/f2Wli9t9kTAoc21+DQkBWOWtAVX0A79wZfAWgAWkjb1fWCk+BskBTMkkQumhY+E72jCWA4wYJgo0Txo/dPpVOv1OsrWEAEI+oCl7hbH8fGxarWaxuNxRGT5Xgg8D5aHw04IFUJisSakDb/wrHaizRC2CAmeE8bNjnBYEwhA5guY0UuYMAZFUUSEFkKeece/8Zz0nTOkpWrcfFe4a3p+jnJQirdf1a4z0fT3HHNMr+t0Onr16lU4xdByWCiEsrn57+1jXhLt4RbHcDgMDYaFnXseh19SR3HuWXwuUq1/F6VzmAqE1JKrskjSsUyjmaru/VItCKAclA/XjgnzJEyTl9632gS+gSn2er1QOLwMhKSt4AmYHkyYzyg8/I4m6pE0qSLDO4C2DxOHATq0JX26Gx1WOkLQtV7yNtCw6ScCC4GEox4BRjiqV4slnwIroigKHR8fazabbQlGgkYkBfSFkKW6LD4iosuA8tyHJGlrZzxKj1C5FsYOlFcUhU5OTsIvQ8gq785gMAgkAqF+e3sblsN4PN7y8fyowiGnzUKpxZBr4ylYea4PKXN8DEJ5Spv+GYl8fn6ur7/+Wv1+f2uz86Iowipw5xvXe+o/uKzHXzujZ6/gVNo/RRC71fVY1JNfk573FC2eFzq1aGjHgwSqLI3c/aoEzUshNE7mMg1p9TyDNFoJzdqLsKW+izQENbU4XQN2a4LkM+bcLT+YJOTMrSgenK3D4XBrfxPwemAgmBfRWp68xfvFPWDICE3KXOB4ZY2tVquInEK751mLogihxQ5rVLpF4yYaiS053759G89NdBEF/WDMjLWH1qIYOkTN+84zM584qwlewdGPcMGvgkKKLwb/A+HD3AcIG8vnOelb5TnwYrs2yW9+Xnptrs0q+Ci9X3ptlbCpYjg5GCm3+Pv9vr7++mt99dVXUT/dozX47lqCM0SEC1U3WaSY2YzXq1evtjYqcaduKghyz+eWQcp8c9ek453ew89zIeaJamm7KWSUfv62AvolkdfAQRtGcxyPx5I2WcBYF7e3t1vbVPL70dFRlGhJ6/l7CLWkyLeRNiW60bgROi5AsG485JPfUZ5IzMIvQt+8kiphq2kOBFh+upYZF6Ap2uQ/6xaLB8bMM3W73UjW8zpOFPe7vr6WpBBIi8UiIhGXy2VsH4pgIlqJeaMcONYEAg3hQzgrAtxDZGkDx7aHD0MIHIQ8AhHByzzBU4CmQCmek54sHKpw9pzGKD2NcVf9ljK1VPOsuv4pAiLta1E8RHOcnZ1F2CovH6F/+B54adI09bIsY2E1m02dnp7GnrFkwhKxUZYPpYTH43Fgne5c3vWcu46jIaaUs/L8N/7nrKFdVkj6eypMcv3jP5rVSyRfW74dJZi8J03BANAcCWN0zR+Ix8e8Xq9H0ppHBAJNlWUZGcWc43DU0dFR5E+4MxjLxrOP0zwBLO7U8vRiezBmFDNJodHzzJ697QmAtJsmq+FbkBRObXamQ6g2m029fv1as9ksQnJPTk7i2U9PT8Nv4OvdBZtvQsSYSAoYiq1HvaQHBJ/wyCLfU5oxZKMlj6RqNBoaDocBaTEnjEOa0f4c9KRQ1l1Ys/9/yrXeRvp7yoC+DfxQxRx3tYNGMxgM9NVXX8XiYIG7JKaEcI6pgS/iwJI2afe83A4HvXnzRhcXFxqPx1u5D1VUhd8/Zp1xLcdygjTH9KsIuMAtL+9fbv783nz/LiHMvykEbFAURTAIIoOAEK6vr7fq9Usb5ukKCpCTQxhpeQsymCGcw5Ie1TQ7nU5EVFEGhjYODg708ePHKIVBNI9HIBGWyrpAwXKoCwHC8xLG6n5Lfwa33LFogKF85zx8Fzip3bHrMB4CD6ZNpBEM+OrqKubNfQJuLQFT4eyeTqcBd7mgbrfbkTvBbnckNBKogPWD8CXsud/vh2Ob8aH43ng8jr2nn5OenCHtjMUZwy6GnP5PfQc5CCoVFinWXiWQWGRVMFLuOHDR559/rjdv3sSiZSGi3a1WDxuve8q7kycJcZ1XugQrxNw8Pj7W69evI6yVl/UpY+j/0xDfnGDNjW0OsqsSzFXQUe57Srl+ubb5EomoGelhfGazWQQtSJs1Ry6C9Kly4/i0a6MU6cPS5Vr2MUBzJ5IGBytMx/MQKGnNZ9Yy94eZ8Ru+g36/vxWV5NnTRVFE+Q60XQSPW0No4GVZBlSDnwNBgoDFqgJmgmG649+d5d73otiEr+J7+Oabb4J5t1otff7552GRIIy9DAdMuiwftl49OjrSarWKeWVcvE4Sgh5FgHLrWFJATpJiXrz2FePIOvnss8/+vrxP3yowNmXwHHMmjHa8q7OPWRScI23jjLssjccskZyQwWr4/PPPY4LQwBx/v7291fv373VwcKCjo6OoKyNt4r8RAvP5PPIYWLBEmdBeq9XSq1evdHFxEf6HKrjInyW1AnLj6mOYG+ucFVLVXjpuKTmUVCXoU+Gy614vjYqiiPBJ1hOM7Pj4OKCD2WwWTA6m6IQ2iQKSKm9YrpJioyEEBDWXCLH0SDugLByptVotmBIEHJbCjAgKYA/WIVE5CDWieSBweiKWPDsahk2/cFbD+IfDocbj8ZZl6wX/6KNXW8WaYK1i/ZCnwPN7DSmYOHt1cz2hu5QJgYmvVitNJhNNJhN9+eWXWiwWgSwAf7kARlDib1ivHzZ7ws+BE5pyIkBtP6jPoYqRVP0mfQoZ7GJ6acgrmk16TQphcG/HOlMn+WPPhJ/hz//5P6/PPvssfl+v17q+vo7oJM4FFwQjxCT0KJHXr1/r4uIi6pyAI6JBEcZGevzv/d7vRZEtGIEv7Co/if9WNdYuoHfNWSp0+F8FFXn7TlXCiuOYwlhZL9VyIGDBX2Q0TKJn/Ph8Po/wS2nbHyA9OEjJf7i7u4uS8fgRKNHBvg6sy+FwGJFDDpewNwlM1Te6kRRbXZI1jIbfbrd1fHwc1US73W7srQAzR+P2/CHWu8NSOKNhnjBOrkFISNoSZHd3dzo/P4+wVZQ1xhJkAO2bpNai2OSU8G7jL/ASF5TrcCc/YaoQUVjubEbZXK8f9s6gb6AI9ImyJFgPCCMUUNaAZ4BTVwmL6jnpSQ7pHCPieE4zrfq9ioHswtzTPrjwIJNxl0+kCtpotVo6OzvbckBj8hGa6toH+9/6S+3M1xeyRyehVdze3mo8Hm+Z9+12W2/evImXNM0RyI1X6ifIQUTptbn2HGLysaqytHLt5M73sc7dj+ufe2OSXxdC4ZhOpxGk4KGRHHeokagbaSNcCO/0xDiUEN4R929Im/VKLgM1lBAEZVnq6uoq4Av6BQN3R7NbEGVZRpkISQEr8U55HSW0Y4675gtxX19/7qxHQLiFQR+B5RaLhWazWYwVmjWCgWdGMABnEULLvPB7t9v9BAGgsCDtcH80fRIFW61WbGnqAkPaJD0yN1g5zJczfBJsEfBluSmbwk6Uz0lP8jmkDCH9Pf3sk51j/FXC5Clwg5/vGvYuIZG2j3Zzfn4eTmYWLwuCcgCY1LwQCICU2XrUBhPK9STGYQ6SuEQkBiGJOZiGheh/KdNNGfMuYexjxTNXWRw5Si2SnJWXsza4FwzjuU3gXycC0kHLhKlICq0SZga0cXBwEIla+AKcgC88/JqN7sH/JUX5Z95PZ0bSg2UiKcprwHhRcNKKsl4ptlZ72A8a5ucb5WChUGID6wklidh/GC0+CTR12kfZwneAbwacnntPJpMIt8XByzvNWNEXTwZ0Ycsxsq7dJ1OWZVh0ZEeTXS4poDRCjbHc2IOBMWVnurOzs0AoOI6AnEwmW893d3cXSoaX2dilZH8X2ikccuGMUK4zu5h7zoqoYmK72uG6nFCBuVfd3+PHz87OdHZ29gmTWq8fUvUxIYnGmM1mury81Hq9ju0N0+s8+5lYZPdj+AuJFrFer3V2dqb5fB4buqTt7hqXKmHB56rr0MJ2CW/aSoVFzsrI9Sc9jvb5kmElIBtpE0SBQKVUAwIYxo1WmpKHT3qkHAweKopiaw+AlIBHWBNk5Dqck/aL9Q0TR+HyzG5JW1rxzc3NVqHAWq0We15L2noGoDa3dsqyDI0ea4poHbRptH6ihQgoYVMkwsl5T1FWPBOa/jkst14/VM6dz+dbkBrP5IUF8VNg1SDoSfRDUMxms7BiiF5qtVoaj8dqtVqaz+eRXIhwxH+E5eRC9rnfqZ3CIcX6qyhddCmDS5lV7nrpaSGx6blVmmtV25iCr1+/jsJbvAiOgSJIwEupBsnvZFvyQuF0ms1mWi6XWi6X4ZhGyKJNoFGRvPTll19G3kPO4srBNOk5OR9BlSW165ycfyeXEOdt7PL3cNyhO6+B/9KIzaDSPYx9jWNReKQNjlc0UzRm/FiSAsLwst4weDR+Z8QwexzCbr0gBLx8hsfhw4iZU+bVM5WBtugboZ4klGLlYAmk65l28FX43g/AvAgyX4sIBrZJxZ9CBNbt7W3kDFAXiTGG2bs/hneWiDCqLwPjAA0xhkRXrdfr2FMC38VoNJKkrehF+o3AYX6xFvv9fghcoEfuj+BAuD0nfatopafANo8lYlVh3Y/ddxdsVHU8h9u3Wi2dnJzo7OwsFi4LDqiHl4MXjZfn9vZWk8lE4/FY9Xo9QtOIIlksFrq+vtZsNtsqIYz5CuP1BKeyLHV+fq6zszNdXl5+sudDamHt+s4x/7zLJ/AUSC83hrssk6r5ZEwRiKnl9VIIBsTzo8EShQJODbPxnQRTC9Erk6LYLBaLgFHQsGH6wJxc22w2Q3vlGEXh0J5RnhAWQK65hDTmfbVahQIA5OIwraQQKkVRRCguSgbQLQEdRPfASDkXgYmGzjuMU5nvELAYggjhQ16EZ6wz3mQrI7DLchOVxFx2Op2wGphHSnKgFDKGo9EoSmcAp7kVD7RF4ULGHR7jTnlv16HJ56InCYcq5p0yBf+cYtu5855635xQeaxv6Tks6uPjY33++efq9/vxG+YjjiQWAw4oJD4aBJgtzqubm5uoxsi+vWh4SHWfOMLwGJd2u60vvvhCl5eXW2WcnVwQpBZCeh59Thl1TkBwPCeAqyLPckKKNtJz+MM6wwH5bdbBbxq5hu2RLB5RAxPnHBhJr9fTfD4PTRRmmivXTBvg7ZJCi0aLh7F4JjHx/Kwjh4hgoBBCKU0aZR04nOq+Do9e8zXjyoPzDS+bTZgoFgvnodWjmLXbbc3n8yi8h1Lm4aFg+QgVD2N3HyIoAmHs+ARIbMNyQmBgBTC2PCeFAHkPvIaWtFFUScRzQc3YwIe8LHrq1H8O+lZJcP6dY84Q0mueSlVwBP+f0n5OOKXndbtdvX79OkLuCH+TNvgtE+xwEAlt4Jy8iGgZCAcWpTuxPU7cFxnMkucZDAYBL11dXW1FYu0a+/R4zqnt0A798zGr8uNUMXC3BHP9yc2HL+IU+ntJ5OPPesMyhQGgsAB7EAFHxc92ux2hkB7nT5swQO7HePueCe4IB67yZDEsCVdqUl8Ra5SwS5id+yVgvm4J4adAGMLYuBbG6UKT3yXFFqBo9vgdSBTDB3F/f6+TkxNdXFzEeiR6id8YC6w13lmOozQSrQSfADqCYdMPj+AqyzIipoC/8F8gdBlDSZE4h5AiHJjnZF0AiSG4iFaSFErvc9CTYaXcy5wylCqmnYOfpE8d3unvtJkyu8eYVk4wSA+11E9PT8PcxTcgbaI4YGIkFvGyYdpJ2xuNS5tCZt4PtBEiT8iEdpMV05tjr169ij0f3Dm967ld668aj9z4oVXmfstZKbl7elupsPBwRDd9pZddPgNGImkragbC0kx3YKPGEWsSJs/6JGrIE8qk7dwhII70ng7p8BuaL3ONNYzAQPiQEc2GN55YJm2ULn4HK6cdz5BGkHluEEqUbwDE5kUodh7qWxRFCE8E3BdffKGiKALuhYkzfggk7su7yhigAFIvyTV6Z9wEpBBYAFzGfNJPNgaif+zdgICmb/iLpE01B/rg/gUE/A9qOaSRMjkm5N89tNT/7zo/1TbTB3RHVU7IpL+lAgemdXR0pN/5nd9Rs9nU27dvNZvNtkLhMA/b7bbevXu3JRykTXljZ56YoBBWBUIBzYH7MPmSIvTt6OhIJycnEcb205/+VIvFQn/37/7daCNnOVSNqc9TTvtnUTNXztirznULI71XaoVwPoKBYy4QnjtZ59eJrq6uggkVxUOoY1owzXNAqDWEQxlNEkbPOX4+BSBZv5TP8MQx1tJoNNryJWCNeMY2GjJaNeucfsMYWVPg5V5UEkbMcTR1YKL1eh3ZwvhYUNLoG5ZIrVaLd4NQUfdPUKQOBrxarXR8fBzXEOGFwuJW/Ww2C6TAs7S9v/QVwdBut6NsCf4I2kTwef7TarWK6xmz8/PzrWgmhIDndtBX1g1RacxtVRme70pPypCu0kz9HP/+GLnlwPcqDTiFRtJjj/1n4D777DM1Go0IUx2Px5pOp1tJMaS9k6XoSXGYyWgaLDCP6MBMRgjc3d3FZh28ZB65ROQESXaY02dnZ3r//n3AAOlY74LhpG2hm4OKUmtg1/zm5sP7QFtVVqC34fOe86u8BIIxzudzDQaDOI7GDEadWhMwEk9YYx+FsixDQFxdXYXz1pURJ941ol7KcrM1plsnHorNfHHOcDiMaCgYnDuAvSKpwx+SwmnrkUBEI/GueUTOYDAIC8otcoeA8XnAlIkEYizduQ5U5TWQgHrpC9g/Yb4IBZgz6x0GzZ4RvNdYe/iDgKUQXm5FM76p0ubjXxRF5FogvLHUeJYfVDg8hemnUEJ6LBUuqYYJudXh2myVJZBCG26SpoxyMBhoOBxG2Nr19bXG43HECnPeYrHQfD6Pmu1eTZX7eMia9wltBrOaF2U0Gm3lOnAvnI5MMuc0m00Nh0OdnJzEtT5uj1kRuygdLx/3dE6q/Afpb76gc5adWwzOdF6yz4Fnx2p1CwyrAkLr7/V6AR2w0xnaJyUkVqtVRLgsl0v1er1o7+rqKqCg2Wz2ibUBI4XBee4Efg3W7WAw0OHhYWD8zD8+vFqtFiVo2K+Za32LS5QrtgB1LJ534u7uLgQFls/19XX0iesODg7CMezJa65tn52dRRixowIepouvgXEjOU/abK6DcsjvzWZzCxpC6GFx8By837xn6/WmZtNqtYpaVM5j3NLnPQLV4FwUjueGap/kc9jFHHKYNMfT+Pcc48k9lDOs9D5VTItJ8ONo6GdnZ+p2u5rNZhqNRppOp7E5usd2397ebmnzTIJPChOOxQHTd0eeCwi0f++7a2vEY7tZ32w2dX5+rl/96lefaAOuueeEsY956gt4CkPeZb2l9/LvLngw1/2zh9q5oHyJ5BCPryGPssHalDYCBau2KIqAdNjtjDVJXD1YPRoljHM2m8W6QNPGT+FMyTVY1j2aLKGbWM2s9fX6IVnU3ymezwvUefVYaWNl0A8siKIotvB0mDxF7JzhwljpJ+9w6jdkPBFUMHsn30dbUiTOlWUZOQccr9frIei63a5Go1FsoIQlyP3dn1OWm306ENqU+mbcXVCwwZDXgppMJlulPn5wWMkpJwicKfixXRBI2l56fg5KqhIsuT44E+73++HIoQoqiWqp2caiAV/0cDv+HG6SNhuusJi9z/yWMlf3q2De46gCnzw8PIxN032RVI1f1fjmKLUgqgR87l67fnftJh0zzHTu91KFAwwVDdsZF2uIdeOYPusA5y+EBYF2DawD4/dSG7xfznw5L81BwPkMk1osFrq9vQ2rwYsFusNcUkBGNzc3W+8A69khMnwjKYPGvwDkQ/LqZDLR1dVVhIve399HcEm/34+yJIvFYmv3PJ718PBQv/jFL0KD93cRIcf8sN7dSkAY4TBm/ng/3deCgCJ/xMNNiVJzS8KRDywW7s05+JnouwuF54Zqv1MSXArzPPWax2CnVDDk2slRTnvFrCNRDWcei5wJ9Ps5owW3ZNKBlGCAnhntZinkWkoq7JypY/ZSQRKnV1E8bIb+/v37LS3ErYbcmOwSFDlB8hSr4LHx9/NdmPv1vHSMy3NHVvy6EMzcsXDWKusqzRlgzNA+wa1xNqPM4C9YrVbBoLvdrsbjcTB4b0/aJGS6b8LLSmCRwNyBMzhGdA+CAmGEYErPJRcBbN81Z99ApywfigDCIAkBxSrgHjDGWm2zE1yz2VSv1wvYjvcMCJeaS76mSTxzyBMB6omK9Xo9IC0+c0/eMe5L2DERTN4XSTHnHGd9eL0qtzA96ol7jcfjsDZ+UFgpJww4nmPI/r2KcgKg6tpd2mp6Te48MjPRzieTSZjrVUzSk2A8DhltyvFzKV+62kNQc1aULz43cX3Hq3r9oVZNGoXA+SnzzUF9j42rw08OR1Vdn96Pc11opUlN6drxXJCXSGDaaOppBVZpU1gPWMg1WF9fQEeMMRDSwcFB7CqHwuGMlOggnwP8APP5XHd3D3s0EFbta4HkNHwb19fXajQaUU7as5BhkvV6PZLTjo6OdHh4GIKMXA5XuFhDaMzSQ/KeQ2L4R/C/wMAJ8/SNdWiP+ko8O+8AQhbBytjTR0JvfW78+dD03RlO1jo1k1ACCZcnjJ4QVeaE3+g/6wMr3PvnuTC7AkK+Kz05Wkn61ClaBQE55a5Pf8+FQ/r/HPzk33P9xGxdr9dRs2inBW4/AAAgAElEQVQ6nX7yIuaewRkw56Racaq557Ruh7doP3cN2hXaHi99rfaw6QjaYdUCyAnvHPyWjmXu2XMC56nWIeQOVb8HmuJLdkjPZrMIdkD5IBu2KIpgyjAqmJSkyOglSscTpqRNgpc7KfFfAFuhibLbGXWBYJhUcQUGcadqrfawfwCKEkyJGmJECKXWOLk+CMbb21v1+/1wcoPFu+MbZuuWP34KBENZlmF50AfeTawUoDasoEajobOzM/3tv/23wyeIL8cTCpkLLBaE7P39vfr9flYJAv5DAOEnIGCAMZEUQgerkd+c4Uvaym5nXDz0mAQ7kuCek741rMQgwPBSRs1DcP5jcFAqVKo02vQa/572wxk8pm1ZbsLFUqHj7VQ9b/ocjpGm0BjXPkZcQ2TTzc1NmJokAeXM0fR77l7p2O6yInK/pzAf85GzBlILwn0PPhfSpyWiXxp5nS2Sq9Ky2oeHh+HYJcP+9PRU0mb8EATMMcxG2iTCEQTAfGCFeuazVw29u7vb8nGxJr1cxmQy2do3Gu3ZS1RLG8vaS9HzPrtlDUQGzAZjJQR0NBrFHgbr9UNFZG/XE9YYF7KWsZ6AhiRtCVyEC1q+pC0LodfraTabhda+Xq8jj8Gfwa0Zxn06ncb9EWRe84pck7IstxADxoln8GAA5p+xZe5pP+eX/D70pKqsKTPNMeic9rqLchBFetwZVg7u4Lccw2ey0jBSv0ZSVotFy0ifd9dzIsRSi4NF6JELzjxxKLn1kEZZoB2kbbsw3DXm6Xzlxtm/p45l7oE14y+H94frPIyQ7/P5fEuze24T+NeFwJNRCMi9cX9Meh7EOuY8tvj0cE3aKYoi1pWkWHvE9cOUPXPXnabANFQTgNnOZrOIkKIPXMs6+eM//uPIIUKJOTk5CU2edQ6+jsUB40NAYGGgLfOO/NEf/ZGurq6ipPWbN29iXxR2fvv48aMWi0Xs2ZIKsuFwqJ///OcajUZ6/fp1REwxFg5d0W+sHda/73uNAGk0Glsb+zB2QEQe2Uj+A+/JdDoNfgTMlypotIW1gFXk5c6fi54EK6XQT45BOrNz5pKeRxtV2q7joCmDegwqSe/lzjD65lgjZn0O7nHLyP+nwonPaGguUGEAtM+LxyLifBdemMQeEZU+n4/HLpipynKreqZU0DDXbhn4+LhgzFlhnIcG6/6bl2o9MP8+fsADWIr39/dRABI8nFpCzgDu7+8jjJIYfIdFiuIh5JVaXZLCeekRMDjGmV+YqCeIeZ889BUtnKCKt2/f6u3bt/rw4cNWWfA/9+f+XOy6yHvh9Z9Y866lO7xFHz5+/Ki/+Tf/ZmyVStHKN2/e6Kc//anOzs5CsBCt5FAmZbDJhCaPw3ON2OXO1zFbhzJGvuZRJhEYRJN1Op2o0MqYci/mnbmQNtZXrbYpx43yAK8aDofRLw+Tr9VqUQ78uejJeQ4+UDnh4OYtx3LtVLWf+32XdlkF97gJi3NI0taCc8GQc4x6slraP7c43IxzyIe2PSuU486I/UWmTXeCp9DVY+NTNY45SuGj3HU+dilkmFMWcnPuDBCBWaUcvATybHrKWRONA8EUweI7nU5AHE650GCYvMMezA9aJwSE5Ouc6sKUfoDh1Wo1TSaT2DudkOtmsxl5Q998843+zt/5O1F6Hqv44OBAHz58ULfbDWFG/4BPpc0OeW55wrxns5kuLi70h3/4h/rFL34haaOQffjwQWdnZ5pOp/q93/s9DYfDyAGgQKGvuel0GsoZ7xkRV2Q6S9oqCc44eT0mQlF9/eO/GQwGarVaAcHx+/n5eVRLYH4RXu6LwgfjARxFUURJdqx4or9ygQ3fl76VQ1ratgx2MQOnXZCTt5Pi2+nvVQIhvdYFAMdcU3Umvcvq2AVl5TRt/u9yutI3T3ByTTz3vK5xp9AVz1P1LFWUs8ZSaCn3Hy3lMQGU9pvwzL9fkRW/LuRx9IwpeDjBBxCCRJLev38f2izCxB2ZvqtYu92OdliLVHSFWaMdo1lTjgItGeFEhVLmbz6fR8CE9w9NXNJWWQu049FopPfv34d/hYJ7wC5ATAgG2r28vNRqtdL19bV++ctfxnOx1nGMUxl5uVzqd37nd3RycqKyLMOpfHR0FO8kUVleZgQhCPzEd3+v8ANRZqcsN3teMBdAPghGalCRpOdFAl144rRGccAvQTAK7wtjgTKB8PBijc9Fj5bPSLFlqRrb/v/Ye3cYWbYs/euLzKx3Zb3OOffR6lbPaBghNEgwEkICC6HhYWCCiYQ9Dhhg/x2MPxYODkLCQ0IIBwkhBAYWwgIHIeEM8+iee88959Q7qzIrKzMDI/u384tVe0dmnVvd9/StWFKpMiMj9isi1uNbj+34pp+7jhH759hP9Hs4PBOFio879h1pHRN1qCdq8P7fxw3jjpBMSUhER1JOiEbrJidMS8dzGn0cTxREPl+HyUrWhc/Vf0cAgHWjUaEJvtZQVmm5Rh6J4zWJIEpYoGUDrUhKxdkODw9TWKgLXk98AzPnd/cDoWmSQAY0JC0hETa18nwHku1iBA5Qjd9Xt1Lwc3z33XfpWaiqpR8LLN+dsgitm5sbPT4+6tOnTwkmo74QfUurnRj/7u/+TovFQn/6p3+arDIS9Y6OjnR+fq6rq6sUOo7mDk8h0Q2riD2ovfgewghexPhPTk7SvWPPDbLVcZy/fftWDw8PaY6U/sZq8FBZrEZ2oGSeEFYOgjpalj+Wnl2y2zXmHDQRKTKtiGl7+zncOjIRZ1YlRsl1OebsDNz7iQyUPxd4ceylNmCKWCw54eXX8NI7JMc4/S/OPa4xD+smwjInsKIQRDj4OkRhENcr3lPGRMilr81rJI9sgQmR7SspYdTT6TTtUOals2FQPFd3d3fJjyCpoT1S8RUNt65XezpISlaIpMSMpdVmPzBhwkjxiRB1Q4XY0WiUQjiralUaxK2g/f39NJaPHz9KWj4fJycnKSoKy4lSHy4w0fKHw6F++OEHfffdd41nCGHV7/d1fX2t3/72t0ko4kgnMOLy8lI3Nze6urpKygtrhz+QkGLPIxiPx6lYIpYfEVbkMHCPe71VfSuc73zGIoGpI/h5NxDi5IwwRnJFcGR7wcJYpPMl6FlJcJHJ+HkR9pDyNZJi+zl4ZFNq04gjBJODZErXR60/p+XmmKS3xf+YuBTbj/PO+S5cmMW55zT50lhzY/Tx5NorMf3SfHJhzLxc0Wn/GomXHsZAEThCKtHSCSEF+gGyoXSF9PSZx1nMRvXz+TztgCatSspfXV0lH5DDrV5rDAHh1jPPIfsaAz2hsUbHK/s3YxU4FPbx40f1+30dHh7q5uYmjZ193T1xjFIS4Opff/21FouFfvjhh8QUqWwMffr0ScfHxynEdz5fFvh7eHjQp0+f9Nvf/jZZbFgYCDfgKHZbQ7iyh8Le3l7KuYhWNtuTujIEA2ddFotFY9c5d87jb6iqKkVeIXQ8qc+jnjxc+SVpI58DnyPs4BQZaI6BxDa9XWdOriW5AzTHCHPXls5xBuyacBxjjllGZpqbl2vt9BnrCuXazFlQ7jzPrU3sO7YT51bqO/c5CkenktXhFoHfe6weIAqf12sk1gdN0yOXgF6IiplMJo3ETTRf8HoIiAkn593dnXZ3dxNsJS2f+fv7+4aVgmDiM8zKE9lg1NJqb4fRaKTRaKTT01Pt7+/r9vZWp6en6Z5TSda3+jw5OUl7lrhzFwev5wNUVZUgHzR1mOre3p6++uqr9Hw6Jl9VVcqPYLtOQj63t7d1eXmp6+trffz4MZ0D88ZagFEzHlfw8DcgOPFxeLVcBD0BMbwX3B98I/v7+2nPiZOTkxTqvVgskmVWVasaV77nOHM9ODhIlaadp70UbVSyO8fQ43nONHJaZYmhRGaaY9Y5C+M5Y44WROybz23adTyWY8w+h9h+FBylOTM/D7uljedYVjmB0XYPPX8BM9aFaRRK8WF0CMrDcunLYTJeutdIbGSDgEDbpmDbfD5vaNBo8zBy9+EAbQAr4HhGoOCEJQYe7Pzu7i5ZKVVVpbwCv28eds24/LkFMiJPAX8SVsTBwUGCxqSVQjafz9NvWAZo/J6pDcYPHEZuxXw+1/HxcXK0u/bMuiCU6I9op8fHR338+DGF/FIGnTkuFovkayCr3AUVkVkEBhAl5DwOn4H7VGiDCCOsRO4la0ZEGJaFR4thYeDQJsrL79sf1CEdGR+fS+esg09yzDG2mYOsnCLEEZlrDu6KGniu3Vz70VKK8Fn83wbpRF9AdPS7AMPcj2OOzvk2QeVrGQVmSQiWjufaiELcsVu/vzGPpPQcvRbCoeiJWTBwQiyrqlk76OrqKgldYuBjtBCa5sXFRWK27AdSVSuIAuEDgYHTN5FDPK/06TWWptOpzs/Pk5WDloyWe3x8rJubm0bWMfg8eREOMZE/wTpIT0uwoHUzTzbkArpifpJS6C1WDv6Lf/zHf0whq5ISbu8lrz33gMxt2quq1VajCCLmBpwH08dauL29TbvXccx9MayPRziy5vQhKVmWCEj2pkYg3d7eNoo1vgRtvNkPA2xjIFIZsim17xBEro3YnzPQOKboT9gEhslp5JHx+feI7+UsndhHrn/Xxl3bXgf35NawNFZfs1LbOcFQcnzHSCzO8+Sl2Kdf1zaP10Jo4yR3oV0SvQSsQ2Jav9/X119/nbaOBEaQVkLZK5aCZQPX4NDmOff8ATRlsHUYM/4Eom5wRBOlg4C7uLhoCC6vKOpQmTvFpVUNKDTf/f19jcdjHR0dJU3/8vIyMUI0dfeHUFX15OQkwTOSUmQSzny2ZYXxs87Hx8eqqmXl46paFdXEwnILGoE5m81SjoGkJCh6vV6y/ICnuD/0iSAB1vP3AziQNXFL0u8N94fzEPru+3hJWms5xAiWdZpfFCA5Jtp2fjyW05Ijk4VK+RcR7oqa9TrKWR0+niiAclpyTnsu9QWt0+hz1/j3nNVSYs45+ConNF2gRmecC3d3mkafy6br/nMkmAcMiXVEI6dkApAGOQZHR0eSmveaInbSauMZhIgzIC9P73tSw+yAKNiER1q9S2i75FF4eYvFYqHz8/NUXVVaMkzGXFVVwzfisJj/dnNzo7OzszQekvDcl8K8qXV0dHSkq6urVFQTC4bnk+qykhoQDuuEwEPo4VvB71DXdcMPwdrXdZ2EIPeQrHaEMHAZVgvf8SmQQIgFwjU4wVn//f399AxQIRe/lJc9QRnwEOYXeVbbfnQMmu/SembVBvXkzs8JiHjcGWwbfOPtl5hzG5UEQZuA8GMRdvHzYKBxLo7B83CXLIg2iusew1BzgiEHNeUsMbcUvC9+d8uHB94jtZinR8e8VgKy4F6h/e3u7qbEKe6Jn0eJibi9KFYIMAmRNF7+HUsAxgjE4+d7HgX9wWAPDg6S4EHTpYpwXdfJCc1YgcQkNY6hOCwWi7TzGbAVGj57LUtL5zYC7e7uTnW9jJYaDoeJuUtKobXuoCUKiVIaMN7d3V0dHBwkwcgfOQfMH8cz7UhqaOz4K/BT4DPBb8D+Fwgw/CIIOMbiVh1wmr8zrI37MfBJ3dzcqKqqRqTZiz2nbT9GLZ3/ueMlSCO291Lfo/BZJ6CkZhmInOCIcf0+x9ien5ObtzNPt1xyDDyuaY6Jt1lq636PllJOAHm//EWLw8fMfHJ9eBE4rIbcfF8jARfA/Oq6TrH0PH/8eTlumBP+AHB+NFhw752dnZSNK62ikIbDoeq6TtegjaMdI3Bcc/YETBzJfGccHtuPdUgkFs86/gXfrhTm6gXjgGnwt0jN5+7g4CBh62jJWBe0Q3kOBBfHdnd3k5Bhnjzn1HxCw/cqqNLS6f7hw4cE93HfYNQ87z4XoEMEvTufETZemgMrAKvp4OAghfESCuuFE318bum8JG3UWgn/59gm2r1f69ZIrj0pD71wXQ668r6dMee0+NLYIgPMQVqRosCIDLgkCOJ1URPPWULPWavSud6fjznOiXMc9sCSjFaEn5MTcu44fa1CAULLj88FTAVt3zerIUHMo4eIaJFWcE1d108gDtqSlOAeaeXkBV4C1wbvRnv2LTFhdowB57IrVGjaCDyPJhoOh4kBcx4F73xTHH9GqB0kLZk0BQh9QxyPgALTp8Q5MBICAiaK8/3du3cN6xdNHqbsjJekNEnpWF3Xqf29vb3kCEcwIcgQwvhx7u7udHx8nCLO2AWPMfj2plgNWAzusGZ9gahektYKh5z2nTunBD3lfovf2/rz4+usE/+9xDhzTGoTJruOUecYp889CtjcWGPbXL+OoeYESpxPTvCUBIOPF2HnTmXXKKtqtfGLO6Z93lFZiMzxNZHvvUzIptfl8XBKr8HDswXEgGAgWgatFbiGewGcRCkGiOP4GLa2tlIGL7H0tCOt/EhbW1spj8J3mfPQa8ZJ9nBVVQm+osQEY/HksrpuZnCPRiNdX19rf39fp6enybn+7bffJihrNBqlEhfS0lnrIbTsvHZycpK09jdv3iTfzmw2S0yd8TgRDsx9QaA6nFXXdQoSODg4SO+W11GCiAzj9/39/QTrYWVJq/2sgcNieLFHUe3s7GQLM/5Y2jhaaR1sUYKXcvCTXxvbyf1esgDiOGJ/JSsm9tl2LAoyGHaEp7wPh6RKMf05hp5bt9z33FqX2ttUsOS+e4anR1dBXvbZM2m9/DLYNG0/x9r5ORKQQl3XDfjGI1OkVbay34Pb29ukuXoGruPdMHEgHvB9YJiqqtL9GY/HT54RHL3SCsoi8gem785VngE0aw/vdKEnLe/5ZDJJiW1YHTi0yQHBMgAGY28IBAA4O/WS8B+wV3NVVQn2ItT15OQk9Xt4eNiI2sKioV6StHrvsaB+/etf6/vvv2/4H7Ci+M796vV6ab3JV+Ad8O2AgekWi4Wur6+Tf8R9Nbe3tzo+Ptb29nbaC5xxswY+3pektZZDDrJpo1yEi1/nEQU54ZPrq2RhlMaWG2uujTgGH0dpLXLUZgHF/y5s4pp4HxGaKY0j95kHKPfAwOQdBnKrIAo5F/4RMvNxe3G9+XyuX/3qV9rd3dVvfvObVDhsnfX1GggmCgPwkEZJCRqhkijaLXADcArx877zWq+3rOnv22MCZ+BIZZMfxlJVVYJbGA8+i/Pz8wZ0hcbMHgP0wxiJekLDXiwWjWilqqrSNqdg+8BMXieIyBx3CFNvSlLDGoI5LxaLZI0gdIbDoSTp+Pg4Yfs8pwgvCuSx3ggIcgcQSCQVknmNkCZ72ZPmvHou7xCfOQ+nOyGqLnRHo1GKTqMyK/cM62Fra0s3NzfJN/GTCIcc5V7uqKnn4JOofeashdiWwypRY26DR3LQVU7Y5IRISdMvCZs2IbYpQ8zNNSdE17XBQ5lb47j2pbnEe+mQGedzjTvBYEh1Xes3v/lN0jRL/b5Gurm5aVTTRCP37FY0UTRM3zWurutGEtubN280m80Sg0Dr3t3dbSRF4ehkxzOP0KHkhluJbg1KSgIN5oi14Aye/bFhYIwXwcFxoBuweizMXq+XymFIK83cHdD4CvBP4IjH4Qzj5pk7PT1t8BIsJt/0iDEhKNlch3uC8541Pjw8TJaJJ9/hC8IX4iUwEErn5+e6u7vT3d1dEuxcO51OUyFF9r6gXAcOduaPRQVFpfwlaCOfQ2Ti/rJHxripw9jbj+2UGGKEUSL8E4/5w93W7zpoJo4hrk1uHXLafm7+OaFTVavoBl4Q5gOjzq0TEEX8La6Tj70kmHNzjv4D+nPTGmZwc3PTaM99FC8dVfHHRB4CieMSPwJaNtnCkpKmCdyEdk7kDZCLQxdVVaUoHmAncG6imfxZoQy3h80+PDzo5OQklYhAGyYfAOGGFo+zGpjEo5c8+gfmTXs4wLGo7u/vE8RCQtr19XVimBx3QYRjHP/E/v7+E6eupAaEJDU3XsIS6PV6Ojg4SCG2bGRU17Xevn2ryWSSfC5VVTUExnQ61Xg81vX1dYLuEMo4zhGsWIPz+XJ3O6wiSqWfnp6m+8Na3d7eNnJA6rrW+fl5KsPiguol6LMzpEtatDPHUpRTTusu9cP3nBPThU4uJNSjm/je1m/bnL1NP89hFzftcgI1ttsGtbj2RJq874nNC8i1LpwjTFUStPHaaK3kNH6fT8x8jnPz34bDocbjcYIbXiu05GUjWAOYAIIjCl+YAQXaPCa+qqqUpHZ/f6+3b98m60BSsipIjMMHgTKFBhxhICwEhBf3G8YuNXf3c6EAs0LgEJEEM40FAd2HwX+isyQl4QIEhKOcfIHDw8NUZA/BScguzB+MHguE8TFHfAk89zBzIqRgzNSxQoEjCACBIa3CernHKAEIVGnp6MaCcEjw+vpah4eHur+/T2swmUxSYT78MvAE7h3O9pekZ5Xs5liEcXJWRc73ENuKeOs6RhbP4TMPOmYmD5mPJQed5NovwUrrxsJ8SkLMKSf8chaFpKTp8WAwN5hGTli5kNrUgotrGi0qGFXpfJ8XL4RbKZ7l6p9fGzFvYAZq/YBD86J7TD47i6HF84zd3t4m7bff7yfMHN/AaDRKUU8wIN4FnMdo1+4nwDrw++YF4up6tY0pOLuHVEpLpg+0BbxCaKe0zJOAiQMpEdnkUUHT6VTHx8cNJs/GRPhceMdpT1qFwLKOMFmPTKrrOvkUpJVfweE4LC7eOfpn/Q4ODnR5eZkS+nhHfH8HrAygLKzAg4MDXVxcpKQ97gVCAb8HfSPk/b33/ImX9js8e5vQ+J3znHLwzLo++BwnWGIiLhSqqkovG215dcQchNQ2hhzT9O8Ok+TmnDs/txa5a1zgEW1BOWS0BLRBr5bp4Y45uCs3F++b31zA8p2x85Ll5pA7n99hbB0paZpo5AhRtwodkz84ONDR0ZFubm6Slu7hwjAjMp6vrq7SvSDngVpGMF4K2HloK/eL/R5cuer1eqksBuNHO3bIEwHgGdZo61RvZV5ovvgKxuOxzs/Pk5XiARUIDZg7yWIIRDRp5sxGPTh6gYMQvtRHYi8H/m5vb3V7e6udnZ00XirAOvzGJkj39/cp2/rx8THBWvAlnO4IZ2pgsV6E1eKTGQ6HKSOcNaHUvYfELhaLlHvCvfC9rF+KWoWDO5BzWn2EJPgfGXwOknHBk7Mw4nk5DRiG5eGTMKN1CxUFhTPJOK7nLHoOTsrNKUI5Uagwp52dnaTdRNOdB54XFQ0jQk70w0NbsqQ8rJD4bf+9FJbrc/eQ1ri+uSCB10YIXgqtOcQEho6jl+0xPTkLaIJ4erbnJAoIzR/Ix8MqgY0eHh4Sg8N/AK4OubYKZo5goD2Ew9bWlk5PT5ODND6vwDsIJ8bnEKk7naWVJSOpoaWzblhY7FshrTYYYmc2TyKEqWNR1HWdMsN5X6n06jAZ94ZyFVh5nuuAbwfLnndzMBjo7OwszcHXl2gqBNh4PE7JjvhaEOIxWq2u63Tv8F95Yb6Xomf5HKR8pE+ctB+DUeciceL1OWEAQ3GmjVaBtYBU5prcIm3CkEra/ya/u+YchUoJtooWhQsMb8/NUBcOCEd/mMni9EJ3OQHh40ZgSGpcm4Oo3PEcSzu4ozyui987HJevkYBZsB7QMGFqktK+wawrsfzkOdT10j/BfgSUnYYJgr8Dj1COwcNGHx4ekiXoG8gQdeTJbYTXSkqWDX4AnhfgHCKxoF6vlxLREFgwOKAnFBpyHbyOEtcDSR0cHCTcH4iFd4FqsrTF/K6urtL8Ydps1MM6MLeqqhr+ksVikeA53hPgIdaT7GZfB3aEY43IsYCRV1WV/CKEGuOcxtJizigTvFfAe2xDyn4P5Ke8FD1rPwfPUeB3tEk/7i9+1BY30cJzFkoUGDxsEVoCH/U+N+1n3RicmUeLAMrNcx0MV/K94HQkWoSXva7rhDG6MHBG7Ay/7f5JKx+Ar2XOIiwpBvQTnxd+83a5d15v6TURDIuX3TVBMmHJRQB6GA6Hurq6erL/M85kmBMJaNLyXsAQPWSVuk74OmD27jTFagSnpw1JjRISXgrEnbMenYSG/+bNG21tben+/j4xWgQJ2jHPCkKT9vx9Z34wVMaE4BkMBimvhvkOBoOE45PbAJP36qhEfUlKCWdUiXXHtVeLHY/HSXjg88BxznNeVZWur6/TfUMA0RYEzFZVlS4vL5Pj3p3pCE2sSzLugbdekjYWDs6YnVFEhrKOEdIe/yMzjcfiH5aCx1hvbW2liAhw3Bh2mWs7MkAfh5/DixfhrTinUnubWCQwW6wiZ/Bsjn5ycqLd3V1dX183HIG8pJIaL5gzYGfWfHf4jT7RliL05RSjvqJQivdTUgMqQbt7jcR9ApZA8LMm+BG2t7d1fHys0Wikf/iHf0jXw3CwFCmUNxwOdXNzk7RxGObBwUHSkMlW91wAoCoUPQTDw8NDeo6APYB60NTZnc2ZFclcnoDncKRnF0urDGJKXGOtwOy5/vDwMMFVKEZo22QQSyuhyD4U9Ml88BsA2RwdHaUNlZgfa4JDGOaMNcU75yW/UVSpKkvlWOlp4IrXYfKoLQQQ4bbOxxzyIryZshmSnsCCL0HPDjgvhS9K68Mzub7EZCNjjkIJKenYOA8lZlxMusq1V9L6c5SLPmKuOfK5Ry3chYCfG6E0SY2El4ODA52cnCTtj7k6FhxD5RCiaHAO8/ECuLDgnFi7Ps7JBUe8R3weDAapqBi7kTEXtzZfI8GcfK29QF2v19PJyUkSImjqJycnquv6SUXOxWK5P7dr3zht3eEMIwW6ggFKSkwJ5gMjJCGMZ5F3bzQaaTKZ6M2bN42oHPrxUFu0YQQfOQ3sVeBWJI54GN3p6Wl6t7GS5/N5isryPuArjBPhgoOZvRpc+CJQHOvHggL+o08EOaXB+/1+qrBb13XKGB8MBgneYi04Tp4D7yj+F/ZrgK/Rnzv5IeAph5YQoC9tjW8kHEqM1ikHjbRd55qyk5upLghcMDhTIg/WK3IAACAASURBVH0die1O2ygMcpZQZMw5puU4fYRqcnP2OUXsvo0pOibf7/d1eHioo6OjVMlRUiolQHlmXhwKjvGwoS1KeqK5weS9Bo9bEdFh/RxLCKZzfX2dHmwShXIC57WRh/GiAUpKzzgCHmYhKYVw8vKPx+PEXAkeQJOkWJu02uNge3tbl5eXkpSgqbpe7TiHRgwz5Bm8uLhI/RJdNJ/PkzOcfj0QAsuT/ySeDYfDFHqKcEB4ffjwIfk9gFIWi0XSvlmHr776qpFAybvhFWgRbre3t5KWfjoc4vhNsCLgHzhz8fM43yFvAv5S1yt/D0LU938gJ2J7eztZVl7DarFYpBwG7rvDuwgX/D6sIQKCUNrLy8tGxBvW1UvSRqGsfJby2q8ziVys7TooJqdtc4PAVHHMSKu0ehcgYIwRUtrE77BOkLmj1cf7XMr1k2uP+UurXazQunm50Ci98BYMX2oWNXMByXmePRoFqN9zh5Y4Nxfq6m0RwugRT+68zCkFr4XcIckacC9wvjr0B1OGofrOZwgIaXW/yW9AS4bxI5Q82geLU1LDuetOZJ43wkmBWOlTUtKIvSQFY0aD9+Svfn+5+dDV1VVDW5dWW2CS5TwcDpPV4bWdpGb5Dc4BngNmpnKra9Z1XevNmzdpPd33gYPeQ2OpbYTSifV0f3+fzptOp3rz5k0SSv5+URCQ+8BubpKSL5EyGTwbCAb8RRAQn6+7tBSCXsfqJeiz6hjAmHO4tDOOHHySw/z9HI9u4s8ZioeswoRc+3KG1ObvKH334w6jRGupBLvwW4zOKrWRg8+AzA4PD1MyEgwdbQYtDjPZGQD9s15oFqwX68lD6DBFpJK2H8ftwgVYwfMiHK5qW/efO/HCc//Q+KbTadqTgLUi9BRHLpbhwcFBYko4TonAgVlwD8bjcYrWAQohfBNBhAaKAjKdTnVzc5MEEseASsDXpWbSG8JMWsEdwFOcj0YsrSKfgEd5HqmdhIAj5wALgfEgZNh/Yjqd6vT0NJXh4FreJwSdpCc5G5QiR0MHskIJAx7z+lQeXIBFAWxGcUTeQzKbmS9WkqSUvc49QREmwe/u7k5nZ2fpcxyHB5S8JD27ZLcz3uiY9N/57EIg14YzRT/PM2w5130LjqHnQjdzjLg0tzg2d+76bw695NrItRUFR8568N+BF4hh5kWK6+Ehrc7csZ48KggGwHVYWx7hxINegoxysJxbHNHK8jG4JYcwe63CwUtOYBV71M2HDx8SQ/V6SoSfcg9gbkBQ+KLQxGEiMGxnJihwxMq7AxgtHsaJxs39BipBa6XuD+MEJkFTZjwwTnyHXkmUdxdHMlFEdb3MYEY48O6TxEZGs7TKQnZG3uv1kiMdCAkntAsz1pSCesBIWFc8v0C38CJfIxg/Gd2Us8Ci4jpgQObN2mIFDofDhq/D8108go01Bbp1K+KlaC2sFENR+ZwTAjmIJqcx+3kORXi7PGQOHWFOY9q5YIBZehRGZNLOoHxOJYZfYoZ+Xs4CygmXHNONbbi2j48FrZDfPN4czYv1QyuhLS/axxrwMLtW7+vCw4u/Igct+djdSorr40zG4+AJ93uNRPip1KzB42vMy0627/b2dgpvJVrFyz5gEXL9/v5+CpF0JQr/Ac+F57Nw7/xZo02Sytyf4Fo5zuGjo6MEWeEbg3CcS0rOcjaoQagcHBykTX3oH0aOX+3u7i7lOPT7y02TvvrqqxSdBMNE6DIG1g4rAwsH5oqwcGGIBu9+DSxiBKOvqaTk9Mfi4j4iuDzyC4uG+SE8UazOzs6e+Dvhdf7+o0gCab0UrbUc/KF15pBjsjlBQDt+HpRzLrvVANNzJxTYqlsuaDLcjDhO7y+ntUeKFkJspwSJ+Y3MtcnvOeHpggFIycNReYhJEHLcFzzXMzjpgzXl4UY4YG3QN8LCyzj4X5umH4Wr+yMIFgD6Yg/g12o5wKS4r54AhdbpFVaBHlCGvF6PtHKuAs0MBoMkGEajUYKlKA0BdOGh0DiDPSLHS3sTCkr7wJto8m7pAnOhvVdVlQIkwNuBiBAInjiGz4EtMaUVXExG+cXFhXZ3d5MFQfADcBz+EqwHYCj2qbi/v9fj46MODw8bgS5YUL6mKK28JwhptwA5jzwMLw3Cey+pUXGWoA3ec1feHh4eGhsi4RuZz+dpXwvGCq+MGdgv8qy2/cgL7IwE5uYMwM/fBI5whuNhZ7wkPJReedA1HXfgsaCuBflvbqH4nOLnHOWsBCjCYLlrYvv+oHg7nOvRWDjWeXCYNwzcHY3uKON8jnnSEmPg5XEHJN+J+GJdc/BcSRjEtZhOpzo/P09CApPZY9BfIyH0gQW5J4vFMpv3m2++aWDVMN7JZJIYA/kKlFrAJ+DRR3VdJ8gJiALFgc/ce2kV0urvXF3XqXgd53qJb6KXYGpsx4nT1WstkTvAvWfe7OLGO+AVU/Gz4A+hzAQC8PT0VG/fvtW7d++SZYPChGZOzSkc64StYik7vITQ8gAYoLBer5eE2c3NTSOiSFJqg/ZIvvOaTJ8+fUprUVVVw/mN4KnrZbbzcDjUYDBIwo97JOlJmDh+qZekjfeQjlq3M/l115aYp2v6kDukHJpwDVpa7WPs7cSY/Rxji7/n5ik18zHivEtCJc4tZyVEhuvj4CHkoTo9PU1MwCElHqi6XtWi9+QhtBxC4AhTdCGHmesmaxxbmwWYsyboF4GBkxFznw1lXlrD+WMi1hjGxTHPUwGf5z/Kj1vHaPFE5Eirap4wcpyyPBdYcVgPhFmieQKVoKi5VelaKg50PtO+1/oC3rm7u2tovrwDYPE4yNmTmrnVdZ0sBYeR/XmVpMvLy/Q8epY0zyeKLfP6+uuvk2DGTzOZTHR9fZ00f5itoxisFffJy4VjwQyHw3SfJDWsI4fbsE54D2azWQMGdH+J1EQEJCXn+8nJSUINqNj6krRRhnTUdqM2zrmbME0/hnYiraI4sBiiZYJ24xiqJ3jFxCAf6zpB5oLENeZ11sHnUq5Nxs2Dy6Yi5CvA7FkLrnWtT2pWo0WrJBrFHYlgyC5Y3Xz2dczda1+znDVRVauCZ7zYjNtfjNdGvNgUciPMEWuK++wMkecB2AVc3HNWJKUNYFhb6v6gbOHv8cgxGCEMkJwKImU8VNxLSvM8IVCkVfVUziOBEx/I3t5e+h1lxsNHUWTcgYyD2KO5UIikVQ2jy8tLnZ6eJkHnVjrWExCOVxWA37DWPK+7u7u6u7tL4bMQlg2Z6UQnSUvYyN+hxWKRfA9EbsHjfI9sIFesRO7pcDhM2e7j8bgh0KqqSsJqNpvp/PxcP/zwg/7qr/7qxZ7VjWClNnjFf193LEc8gJhnrgFzE3HgQG4OE0Hg4ayO4UeLgvG7Bhs1+TaHdZxXSbteJyj57N/xBZCB+uHDh/Qw8cBG/wtx34410yYvMBEmXo8fBgPW7RqXO7Wj/yZnObkvhevRYF0gODz5WoUD1pz7xohsOTo6SgyXKBy/DwQc8I54sUnOdXjh+Pg4PQMUZQOS5B2hnMnR0ZH+7M/+TD/88ENy5N7d3SUlgmQyxkCNJATFYrFI9YZgnJ51Taw+7zZRTkCjnA9EhgPa99F2eApNmnlMJhN9+vRJvV5PNzc3KUSYdQb6gsnyfCJ8gJHu7u7SplSsM1YMdZR++ctfNu4p6+7KFO/mbDZLYaiUFmEvCs+YRkD7O421gtVDkh6wOzWk8An9Qauy5jRw/x4ZxyYUGS5mJozEo3ViRBIPA32DX7oD1R2//rfOashRzj8RteZSex6p1LZmPm5eAmklKHiQITBcnGBVVaWXCSelb4CO0CBOHi0mljwARqBNhxak8h61DpNw/xw+8Ggch9pKa/5zJ+4dFVWBHqSV/wamBqzk9wDLEMsMrXo2myWcm2JxdV2nBK/FYtHYQAjt2wMQHEZCQ354eNDj46MuLi7SmL10NxYGjB6NG9jK3zv8APhGeNdh2MzL3wd3jIPJS2r0CZPl2aX+WF3XSbiwfuw3LTV3WazrOkVTwWuAt/iM5YWFh2Bxnob1RRuExaJ8Me9+f7mfNFVVna6vr3V2dpaEC+8t7cMXvUCi52i8FG2UBJfD3Z2xRdgmp5m3CQ/O96Q21+ClFbOMySluwrmQyI0pp/W3Mfjcca7LzYFzonWQ6zPXlltObvWgcfNQxdwGXlgepG+++SaF/RGGCP6MFu9hkfQTX+a4jpGxR2uhrpf1cEgA8s3imd9rJ+A1GBUvPFYy8IrHsiNAdnZ2EgPzXdbQomFmwIhVtQrTRGHwyCYgE6zyq6ur5Bc6OTlpBD4AFXm5CRi9h91Kq+gihB3PcNzshhBPYKSoCHnGNUzd/Qho9zBd5uWO2clkorOzs8Y6e4g44xyNRilEFmuOjX4IT2WNyUBnkx/GTDb3eDxOUDABH6wxihRWGe/tycmJbm9vEwRH5VysLNabEt8IbJTF38e71SocPPJFymuPrqlHrTlGMklPS3K4psBC8gD7GKLw8HMjQ85h5TloiescPikJwRLlBIFbLDmNKPaXE2g+L0+Aw1riOyYooX6z2UwfPnxoOPvwXbgvxa0yhKqHuMYxQG6V+dwY+8XFxRNryf0NaDvRj/Va6O3bt+nl9wACyj5LyyxirAJoPB6nmj3AOew5DaxKUlt0nG5tbSVrAhgJ6vV6KbeAMfB8ACFR7wh4CoaK8JJWVoGXiOA/cAf7DzBeSl04VILGzd4OEG3DPHFo+zM7nU61t7eXBCiWF/sj7O/vJ+ewpARLE33kVlMsRTEcDtN7CETkSllVVcnxDgTF+zEej3V6eippKfCIMuK9QkienJyknfyotDufz1PxQOCjuq4T3OTQOxsLvRStdUhHZhmPR1zaI4i8HY45w+FG8Jtj0jjCwMa5cZIazrIYoRQ/55hbaZ5Rm89FP8V+nHJatl9bslRy44iQE9ommhYCFOwX7Z+X//z8vGHa00bcTcstrjaKa+JRSXGOOS2GF+i5MOTPjWB4XoJBUkOr5xnFV4Qz1teMeHm0T8o/SM0Nd+q6TmGgvtOaW6FYfvf39yniBizccxuIQAIb51lEYLlWz1ixLIgkQsvNvVueSIZV40KKrTyrqkpaOho5ig7z4dm+vb1N8BfW0MnJiaTVbnOMmcrHQFSev4DPBjgPOAhn9/b2tm5vb5PDnPVCqLLdJ9CcO8zJQWEeg8FAd3d3yVKRVrWaJKVseVcwqM30krSRcMhp035OvMYFQIkhRmwRgpnB+J15wWAwHz1qwxnxujnlMP+ctpubc6n93Bp5m1FQSHlBCuWYLnHZ7ITFOInUwNyPENFgMEj7UHvUkvs1csIxpxj4+GAczhB46D2xKObJbCKMfq4EXAAzdGezM3DPciZhi1BPom6klbbMVqEwJ3/OiILxUhdANGjPxNX3+/2kqfJuefVYV+J41z03x3MguPf4O7xcx2KxaITTehayV2bleQY+4T/CiWgeYBwKE/omOr1eL2WUD4dD1XWdwk8hLHAi+Rg7uQlY4DD4uq7TfWADHs8pct8gYwOeYu0YE4KdvAbf5Y6cDn5j7wqUO6wZ3sWXpI1CWUvHcswPhsDvUZDkmLNfD/PwtnmBnNH4g8eL4v3GiCPvr21eOc03N04Pc41wUrzOoSReqHUWBPNxTY34aA9jdJ/C6empjo+PU31/TFAYtZc2x68TLRSfH2NxYZcTfLnx53xAUMyZeU00Go1SdAoRLi7oibvnmKRGxrQ7ib1Sr9S07mAyMFp+8x3Ndnd3dXl52cjaRcvnnTo/P5e0vGdv375tMDiPnvL3ktIVHqEG1AXDR+ggbLwMNpAJ5xOIIin5ZK6urpIwhTFiZbljlnX1SD6saywyGPGnT59S6DdlPXi/3DdCXsLHjx9TQUOgnl6v19ggqK6XxfIo0817h18IYclaAgFeX18nywmrgFpZnmPhkVtEuL0UbVyy2xc75z/gt6gZS01Gw+dc7gTnRCblzio+e/IcWldJO99E2+e7M/ocPLROOLZ9d1MyzrnUXk5oeT0lSeklJHqC33hpPXmKcDqHuXL32Ncgty6sbVVVCXd1oe4vtAsWIqVea20lwku5JzBXMG4K5rFe+I3qum4U34MxIFCk5bsCg/XsaZgHzwPQhmvgPEvAJ8ArMFWgzF6vp/Pz88QsJSVIBM2bdxXr1cdNtVfmDENlvOwpDfN3pYZAh9vb24bC5c8egsGfRd45fDvj8VjHx8eqqipFe0lqQGOz2UzX19epf35DuGJ5eGVU+sNhjGVDFVygMdaCHR6/+uqrRqTU1taWfvWrX+n7779Pyu9isUwsdMuDgoQ8Hw49vQRtXFupRP7iR8wd4kY50wFvdQESsUg/l3Noz/vxNjjuN4tx+v/SXPxz1JpzjDpnHeWsB8719ShRZKqcj8lK9AMvfBw7Ga2u6aBhOmzn9yOuF/NySzCnLKD15ARItDZylslrI/xDMeJMau7ljWZ4eHiou7u7hhMTjdlzeEi24logKzKf3XH6+PiYomXYMOf29jaFOwNpeQ2sra0tffz4MVkGYO1g3tPpNEX8kGBWVVXCxj1Kyp8BngMqAeATw7pAewfucqEDpHJyctIQNjBlfAasx+3tbRKqFxcXKcEUYTkcDvXdd981IDEEyeHhYSoWyDOPMKIWFfkMkpLQ6vV6Oj4+Tu/jw8NDEkgkG+LL8QTHy8vL5Afi/mKV4OehfYT7HxRWkp5q0CVIpmRlSCvG73ACDzawiVsCXItp63HzOfLffLwRS/cxbgpr5IRK6XP8HgUKD4yvjVMUoPG/C9lcwoszdH732kysB34LTx503NhfvCjYnKGVkuTi8+JriIn9WoUDUTp1XaewSvZOlpRCF4k0gtESuQITPDo6SjuleVQMTth3795pa2srQSWLxSpbt6qWO6VhSUZi5zLKRNd1nZ6V+Xyuy8vLJFzYSAfNFbw+WqZeJ413wAVAr9fTx48fGxa2h63zfALHcM3+/r7ev38vSclqxpry/RoODg6S4KEo3/n5uS4vL9OudH/7t3+bxgaB9QP/3N3d6dtvv9X9/X3asIj36uTkRJeXl0mA+i50zJuEO3wfl5eXev/+fYpi+pM/+RNdXFykJGBgI6w8zz2aTCa6vb1NdcsISHgp2jjPoWRFuHYYvzv8kGszMt4cZOPaUYSKSpZKhIHamHluXPHcCJfF36N/I0I1OfioNA4epNxalKAqiBcKy8DP92ihx8fHVFLZzXLWtSQYchZNaQ1z84vW5GskjxDzME9JCebw55Y/wji5Fi0auMHLMkRYw6FcMqhxUkNUU0UrJn+C++g1mIBAyBiW1GBa/p76RjYoNeQ4wDjReFFOKHmNf+Xw8DBpx1VVpZwH/DVYvZSvAF4j1BUfAiVItre3kwMfKwWhQJgsEUuj0Ui//vWvU2JfXddpEx/uAdFCCC3aw1nOu4LGjz8FmOnTp09pTmRBA+MdHR1pPB7r4OBAR0dHKfvb75nX4HpJerZDOpIzjBy8AqNyZ7LULG/Nzc3BL9FnUPocoZq2sK425uyCoMTgsYTisZwQyUE1DrPkBG+MlGK9fN45uMqPuTDA4Ua7i8WqVg91ZdDOaCdaery4cU7RastZET6XNjjtNRCwiLSyjj3kmLBI7pszSxjO4+Nykxsqg8I8sAqxTsCjpVVY7MPDQ/IRYMFhQRB1IylZCwgZmOh4PNZsNksMkvvvWq60qvkFg8s9C1hO/J9Olzu4nZ2dpSiso6Oj9KzSB1FVnn1fVUt/wuXlZQol/fTpU9LWce5S4wnmTruj0Sg9x45qTKfTlGw2Go1SvkhVLRPlvvnmm+RMpngf1gYC1vkf9xNh4UmPJycnGo/HKbubtcPvBDmvwcJwJeCl6NkZ0m0vdy4KJQetSGoIDb67JRCZe04QxL42CZHMMajcgxt/9/8uAKL14s6vSNGqiszU/8d1QYCWGGxOQDAWDyt168GzaN3h7wXd/J7SRttaxTm6z4L22oTzz528GKGXqfb7h9OR+w4GDsMmWqau69QGSY5EQMHAUQzIh3GhAZYvraBbBAQCA4ZG7D0Z1FwjKeHxXkXUt8DESsU5iwZOCC6C5Pvvv288j1hDb9++TeU8pFWYKGPgvRuNRjo9PW1ELkUIbXd3N60daxNL9QCloeGPRqP0Dkmr+m3sBwFkBKMmHNmDQaSlo5pIrJjkW9e1zs/PU5i58xPuMf4IQl+xYo6OjlL02kvSZ3kwckwyZzXEa3LwT47RtvXHd2fKOViqbdzxs38vWQ7evjM8vzYnudsYeVwLn5vPz8/JHfd2o+8FLdLr96At8mB6lc7YD8ychzMnkONale5HLrz4tZHnJziE6BAfUUCUOSG8FCe273OM5UEOBMzfS0VgNfr+0ihntIlVgYAARiJ02kNVea62traSVdDv9/XmzZvE0N0yqKoq+QNguECgWEi7u7s6PDzU+/fvNZsti0V+/fXXevfuXeoDX4hbGigc+CyAg4gE6vV6+vbbb1M5F/IqmLO0snKw2BCylK+4urpKfh8gJzKugfEQRMfHxxqNRrq6ukptMV5CUQk28HwXaiMRvYYw5B7z3BweHiarTVIKKHD4/aXoWXtIO9yQ03idqZYYnxPYtl8fKXfMtepNBEJJ0y0JgRKcFK2E0vW5uZbahaL26HN1IRiFUrRaItzFZ79vQEjgwUAFtOHCzsMFY3tOOSERj/Oy8IK8RopbOZJo5SXUPQIMgcy94l6gle7t7SVNHbiDvZjn83kjKxrCIQ5mLy0zrkm6WiwWSWFwa9IT9EioY9dCSQmigVlBKCFbW1s6PT1NzI7reO5ms5nevXvX8JeQ/e1RP1gCaND4H96+fZsqueKH4TmlThMw0Wg00mg00vX1dRqjl6hAYLHOWAncA88d8ppSOMOJ3JLUSFqkJhYQHaG9biE4tEjiHQqDC7LFYpEitch5eUnaeLOf0rHIfHPWgZ+7rp+c9RCZJcdKi+GMOzce19zbGHZsM2fBxD7bro/nlcZV6iOeW1qneI1DOdG5z+fnMOtoGeQsIfp1IeKQ1Gu1HhAAaIngzvgKptNp2s8EbRvtUlK61neIA1pBQ5WWEMb5+XnSQIkMms1We67jeEabJvoGgtkBsUjLEhPz+Tx9h+l6OfnFYpGqoSJcBoNBiuDB8uEaj0qSVkojbTtzZI8IlBnKnMPQicj65S9/2bAMer1e0s63trZ0dnamu7s7/f3f/72kVZKezx+mjqAiEouwUkpr4ODGd+f1qHq9XvLrUU6DunAoZfh+EMw40pnX8fFxuk9eR2t7e1sXFxeSlkLvq6++etlnte3HHGPPac/+u5/TRs5o+fM8hRykQ5tt5lOJwZesgajF5rT3OIacoCj1UbK0cuOL7Zcgt9wa5Rh0tCBgCBxzfNXn5Nq9M/Q2a6j0mwslX+82QfxzJtc80VJhXDDR2WyWom08WRCG/OnTp7SWCANppU3ikwCDhynB0PA33d3dJfwdTdbJfQrSyrrFamDzIXeW+zilVcVgCkGSkOdRTFioJMFh1SKcECY8h17zCSbp+19jMTAOBO/x8bF6vZ6ur6+TE19SKjo4Go3S/hREU3EvJCWNXlIq2fH+/XuNRqNkkZOzMBwONRwOUx4EeSpEku3u7qZMcg8YgV8gAFAGpOWud77jG4EKnz590nQ6TcX9XopahUMOI44afmQOkXGVzs+RC4C2c2Nb3ge/uWM4x5DbxuEO7ygA2yCotnm1XefjywkqznHIqCQgSw7xyOQZEwLCYR/IYT+u80Jg8blwAe9j5GF3/8VrJTT5wWCQNEYYHJoijNQjj9A2PdpJUmJoHnVD4hvMkpBK3/2Mew0E5Fm/0mpnQbR94vK5d84o5/O5jo6OElMGkkHY1XVzz2o0f39WmNPJyUl6jq6vr9O5wFJYPjxTe3t7DcWDZDPGCiwE47y8vNSvf/1rXV9fpzVCYye6iTnxrHuuAwSchV/Ix8l6+5ajNzc3quta3333Xdo0ibVgnW5ubjQej1My4uPjY6qZxpguLi50eHioo6MjffjwQdPpVL/4xS+SD+YlqWrT8AeDQb0OaonM3DVgzskdg5z58PDnoI+oNfvvbZqtk4+xNM7SHDnPBeYmTK5Ns86Ny7/n1nQTuClnhcTxrBsjnz1Kij6eAwm1WVaj0ejVSYm//Mu/rNFowdIpqYBmuVis9pR2Ddm3oYTpEMFT17VGo5F2d3cb8f1EEYFd01Zd16lGE9YD/cIwXZuHvDwG0Uf4BnCgIpCAjNDYwfTByD1kVFpCVAgvYBiyu2H6VJzF4nIr1J38wDC+wRF+DuZ4e3ubtgJFUZKUHNZ1XSftvK7rtP6Hh4fJWsGxTkIetcu4D2/fvk2CFijp8vJSR0dHOj4+ToECKFsIXCq8MvfBYJD8I0RPMS7qQ21tbemv//qvX+yd2sjnsCnT5fNz8WTOj4wo/t7GaH4shu19RBjI244wURs9V1jF6/z4JkLGr9nEYnKBwzUxvNj/t92bKERL882N4zURDAKmjlOYUtI7OzspYUta7RdOGKm01GSBVnA8Pz4+Nso2g6HHgA/ahXmiPdd1nUIsibDx8hNVVSXfCIxIWvkDgDvAzIEtCTulnAWaNqGY+CIYk9cRwtnL+mBNSSvIyx3g+ARcyOEAxlLa39/XcDjU9fW1Dg8P0/wRUuQc+I57vvc0VopDXYeHhw3IiD/WlEg0L9PuAo4qq2RPkzGP8EWAYXkBvfHszGYzvXnz5gks+GNpo/IZkMM1Ur5mUtSy2xj3ppDMJudvYuHknK4ROiuFo/4YAZRj7Jsw7hyk1TaGKBhK1oX0NAmR3yJcleszjqs0pggz5eb52ggGBfOcTCY6PT1Nu4qRJEXRPK7hXaMOENfCgF1DhubzuW5ubp4U34Px9fv9ZGXAPHn+0YwlJUHgcfbAOh6GWlVLrB2nKVYQQsnDpwl5BSoBXiHLuK7rRqIb17vTmxBShIUKnwAAIABJREFU33cZyA74SVKjzD3zPzw81M3NTRK00hJyggHjb2A3OO4Ba+TRRzB9BDTjlZSY/u7ubopiIjOcSq0uYLAImSP/PZQY6w/LECsL38hL0caWQ9SeIxOKUMambZYgohy1MbsSRQy+jdk6I8vNI875c8YaYSn6LFkPcRwlDb1kMfA9hpCWhC73NobF+hxy837Ofdzk958rnZycpAJ0JIDBaD1zmvBM9xsAY6DZ7uzspPIV4OJe6wfmenl5mSwQDzF1RsQ+DNvb22mby/39/cSICC/FWSyt8ixoh3BUtNu4rwQMlXvvCWNo/fgVsGy8Hxgx1gNzxDeDoCLyqaqWVW3xpSAgfZc9j5byjbDQ+oGi8H8gPBaLhT5+/KjZbLnFp/trgJ1Yb+Cug4ODtP0oAQBkdBOKGpNV6R9rBEuJbO35fFnunAS7l6Rn5zlEPDxHOe07d36bRpkTNJtoq3G8pTlFrdati3XWSg7qyfkCotD0ObRFZnmb/hvr6hqF99MGPUXHsjP+uA6MM65DSaDHdSn97vRahQMWAnH4CIGqqhJ+T9gka0QtLIiELN/VrK5rXV9fp83pd3d3dX19nawNGJ4LB5gvmrRr1u7/4zmEubr2jMOXBK+9vb0nJaSJ2IGZ0zdJZlgRRG8NBoO065vDQi4kWBNKjCCIaJ8Kr2jW/IYgrqoqMdq6rlM1WRdIklIYqmv7CK/j4+Mk6Le2thKjl5qhvaw7jBzLxt8PaioRUUgEWIQfyYXA30KgAVbaS9JGJbtzzLLEDEvt5DTadUzeGdpzoKmSYIl9RqvB24yMl88lyyN3TmmMOeESxxk/x+/R6sidH+fo61ISAqUxxL7bKCfQNxEYr4F8RzGSEWEAZ2dnjVBjktGwHHgu/dmE0aBVnp2dJaevtAorRbN3csYPbW1tJXjCj2MRYL1Iq6qqXjpDWm3IQ3lr2p3Pm3tJMD7mAczlOLqHjiIMCKlFmfNCga7tS2psegUDhcnC+KuqapQzJyyXdWDe1HvCMS0pOc2x9tiJrq7rtPmO32sEDCHFw+Ew5TsguKkfdXR0lAoLelQW9ZsQ5gQMtNWT+xzaaLOfHIMp/R5hlwiX5Bgz1+W+r7MAILSZktYftWs/7sla3l8prDReX4KZHMbJ+WeiNebXxbbXCeq41iVh7FZHSUDTXlzPNmsxtyZxDs9t5+dI1Nah+JrXRoIxSqv7g1OWrFrCJSkmh7MSXBqmA5PL1fin7AP9IJxckKD57+7upgqmRBk9Pj6m8FZyJhBeMGHur2v0MFueDbRzGDx4On2ihUPM6+joKIX0Mg+gGQQPFgHCAbhMUqO0SFVVydoBNkIoM1cEyOHhoUajUfLHONOezWY6Pz/X9vZ2EgZxq1LWDV6FI9x33pOUfDH4FbhP3hb7bXhY7x9UOEjrNb4SY3kulTTyTfqMxyNkk2PI8bqSYImWUu5YZKC5c0pQm1MJXsrBXzlqG3Puc5ul4bBTXMtoReSUA29vHRz1moiX2HFvoAxqGsHopNVzQ6nmuq4T1uy1rqif5Y7YqqqSA9Tr9iBIECZel4f7hHCpqiqFU+Is39vbS5vmVNVqRzh/1vf391MegLTaFAphhIOYKCTOwfFMaQxpJbR4buK+Bfg6cFBLSoLMs5ydF9An1VjxyUhKsBbzws/DvcLZ7hsj8Y4S0eTvOwLF/X7sg4Hwd2c0fiasFc+in0wmuri4SNdQ6tstj5eiZ5XPKDE+KGq6UVvMOThLfUatPzee2PcmbeZwubY5evslqycniHLH29qOUI8LBDSD3FzbxtlmdZXgntK1zMVfND+vTWDn4KiXxkf/mIgEKknJuUyEDtg9UUFoy2i4aPAwQaAFaRXV5NE+PDfg5uwXjRbMfaMvh6R4Bt1i4d6ThU3kldNisUhZw0A1nvnLZ2AYBGJVVU9CbRFiPHck+klKfhIcyhHVwIoCeiMPAQc2fhOE4GAwSNFJTtwjhCkRVWSwY1kQeopGj/XS7/dT3sjOzk7KV7i6utLh4WEjk9t9KrwjzBdLBZrP59rf309r/NJJcBvvBFfSQp1yTNPb4FgO7kF4cKyU85DTWCOsk2PUOQYVx7rOkd7GbHNj8t9iYl+bth2/ewnf2IaH+0VNPwdluZ/Cx9oG/eD8iveHz7Ffn4P/5vc6t9avhQ4ODtILjzMRTVZS2tReUvqPMxU4and3VxcXF8li8MJrOzs7ydE9n8/TPgP0hebteQxosWiqaPje/97eXir5MJvNNBwOdXp6qrquk0OV3xeL5YZEb9++Tc8Fz4w72N2iwWLo9/sJAgLjl5QS1/DTvH//XlVVpfwQqpxSKI+xM25PLsSqcasHi217e1vn5+cNyI2wYJz1+IJoOxYaJFOdHdrqeun0JoBgb29Pf/EXf6EffvhB0vJ9+e6779Tr9XR2dpaElcNTvV4vJczt7Ozo48ePOjw8THAkfpaXomdt9pN74eNv/uJHJrSun+fADTnBEy2XtvmU4KXcWEqCsQQv+TjaBKZTiTGX+qdtL6VQGkuuLbfi/N65MHO800OC4/jiGH0Osd11z8LPndCM0dTruk71eIieGQwGmkwmOjo6SkluML3xeNzwI7jA93WmH3cUw4ghhAL3Gc3TBbdHA5FLgdZd13UqZ40TFw0bxuxb0dKWtFJ4iBBy5hYjhyDgGy9MSBlvZ85YX+R3SEtrbX9/vwHTAHVhnbA+o9EorRuK0e3tra6vr3V/f6/j4+MU5ss8fF6SUuIbQhMLByiIe4dF6D6W6+trDYdDXV5eJmf1/v6+Dg4OUokNyppvbW0lJ3jOv/RjqFV9W2cxOIPwmxOjIHIMsSRgcho+44hmI//93E2zl0tMKsf0Sn9eryjX5jqGmLOafF6ldeRhxHLICZq2dWgTPhCWgs9V2mxDpVx/kV4rrHR9fd2ADNBiYTTAA3Vd6+PHj5KWDP729jaVcgCOkZpF7nwfCJgfSWFAKRB7eVNAzpkWCWYQMfwk3nnmNc5YcHQfPzAuwqOqqmThEMqKYOj1ljWmqA7b7/eTw9uzvrFqiGiSlvCMQ01kYJ+fn0ta1QG7u7tLDD62M51OdXl5qcvLyxT1xHMLjER0kytOWFGMk3fTExq5T+ShzOfzVOivrmtdXFyk4ogQgqWu60Z9JidqLPEsUaH1pehZomadNhy1dqyIHHMowS+QM86coIgJa5tYDOuERuwrN9cIE/mxXPul9nJrGbXtEvHSSStnJmviTD1COptQaUx89mP8RYy2BOnFz6+RYjYrjITMYbBqqrSORqMU/glkA7PDSUk7WAFo7V7mWloyE54PtEycnPf39ylBT1pp72Dg5CLgK0HTpW1CXNFiycUAuvHnCGGAPwVfCUwbjR+rA2GEUxd6fHxsVIwFRsNqYm4IMoSLtLJobm9vU1HB77//Po2TsuiLxULffPNN2u8C+O/m5kYHBwdp/XEwe54F94zoK8aMr4NQYKrCHh4epj+EJBFOCAnurbR8l7Agfh8W+UbCoY25lKyByPzWwTVt1Ib1+9ginBXHldPk2+ZWEoZt1GYxRUioJDRLllbpGh9jrvyFt9tmzZSEYds1JSEZBTbWhwuV10iOu5MABpQRfQd1XacQ0fl83tjjmVh7mENVVY1Yf5gQ7bh/gfBJmKWXqOBa/jNGSY0CfJS7AO8m9FNSgpgcuhwOh+m7j48NdbwUNVo3YwbGYj4IRc8qBvd3OMgjmEhWQyhRQ4kd4kiwo0jhyclJgoR8j4eqqpJAAn6iJhLOft+0yZ3RhNMifChi6AEAVVXp/fv3jeRCrDOgtsFgkOpCMbaDg4M/rM+BxWjTZCOjdcdlDgaizVz7zjhyCTq582m35ODMaeu5c0rtx7mus0xifw7vOAN/rkM2B1/5+saEOB+Pn7tOGEI5i88tlthubh3inL3/1+yQRjN0Ri0tGT6RSxAMG78DjF5aQRq0CZzieQNVtdpRjTIank3rmwvRLzj+2dlZKtXAudR8Yk9qLIPHx8dGRA5CDc3Zy7JIq6xp2qQdnNl8n06nabMbrJX9/f0njJDscieCNQg3xR+CcEIbJ3MZf8poNEo7tFGgj+fYw00Jg/Wqrh4gAuPH30BSHO14OQ+EAefjX1ksFikvBSuDdb68vEzCIdbVegnayHLIWQB+HCYorSqrxnNLtA5yatPcc6Gx8Vi8thROuymcUxIE8Tz6jlBRdB6WBKBTTrD6MSCJEpzjDLkkdCP5OZuGIOfOi4Jsk3X+ORMwBIlXklJUCto0EMXx8bHqernxPMwQ64GM59yzc3Nzk54F3x6zruvk0OYP8sxs34sBaAMIyfdthqG5k3yxWDT2P8D/MRgMdHt7q6OjI0lq5D/43gfAYjivsZrcakB7R8ChrXMdzxehpzBTL0xHeDBzZW0RnuQrHB8fpxpWCCa+AzEBAeGncCSD8ha7u7spJ6GqqiR0eCZYV1em8AcBP/HbbDZLGzXxznnC3EvRxrBS23FfDNf6N6U2bT7CLC6I4hg2YXrP6afNcnHKRf7E3328nyM8vf1NhMqPgW2iYPB+HSLy++3n+LhzMNlrhpVglDAsL/RGFI20ChcGGvHoJi9CR2QO7bqDmOQoiDh89iug7ShEJpNJCgUl30JahU7z/nmmMZAVdZUYE3OkBDdrADPkeWJnOiKGEBIwUPpEa0ezl5RyLdCs9/f3G07j+J7hgCe3gtBXHMQIGhQ5BAl+Fd83QsorRcBUREFhtXC/2RwJpcB9PFgh+FDomzYfHx8b4c6E/8aM8h9LGyfBrYN4pKeL1MYAIoPLaceRGUVyTHVdf21jcq07PkiluUUorM2CiG358XUO+9w4c/22WViMv9ReHLOvd05I8D/26cfiWKIgec2EvwCG7wycyp3ATkAa7gNASKAlS2rkBpDsBRORlPYA4NyqqlIpj8VikRymR0dHKeRzNBolKKSul9EzaNYerePF4YgCklahsR4SDXxDvgVQGIyeazwBDCsJn4y02vrTAzPwubBnduQPwFUoryTUMX6yqSeTSdL2fec5qWlhXVxcJMYeaz55OQsgtPPz81Q2g+sY5+Pjo05OTlK1XqC8k5MT7e3t6fb2NgkMeEasH/XSCtdGeQ4587UEr3yONsznnPbOZyCREhP0YyXmGb/nrisda+ur7XzXsJlHzlqJ69IGfbWNIwowX9fc2paEgJ/nVoO37b6l3DOQe37ahP1rIGckd3d3iSFJS0aI1k4MP9qkJ83hxIUZobHP58vtOt2ydkd2dJB+8803iWFzr2DeVVU1ylFgJezv76cMbzKtsUA8MRIohLYoXQ1jZD5g5rPZrLFJUFVVqQIqORY4pfE9EEUFkyTqibadme7v7zcc1+RueFCApEapkNFolOpKSavnfHd3V58+fWpEZnl2MgKH6DD2rMbBTCQXFXjxNRDmiq8FGI+1R5hQmO/09DQ9GzwrL0nP3uzHIaQ2/B6csI2ZbyLp/No2LTtq423t5L4zbqkcgx+FjjO83LmRSZaEU9s6eIRPSbC1XR+tjSiQcoIoCprSmHP952Ck0rheIwG/8H88HjfqFMFgYZBe0RNcG5gCHNpzXpxJETVDe9IKn3fnqIdgOpzhpSROTk4aIaL4IPidzGX6pNQDzwoRSOxo56GnHtrJ+TB0z6/BunBo7Pj4OG2a43szc40XtaPtq6ur5C+AwXukFSWzvWy6pMb9IRcEZs2mQ71eT2/fvlVVValeE9d5IIr7frB4qNDK2gLJ8ccauK+IsiaEQL8kbbSfwzpHox9rg4vi8TYoZBPtPWrAOaEQNdYSlTT4eE5OQLRZF25q8rcuUqc0zpLF4b/nhEEJUvLPOT9ObDNabr4+/ozkrn+OZflzJhgVMf0QUT7O+CQlIQCW7xVPpabC4lYBDBmCscD4eCY8+YpigDB2tFiYD8oZET6DwSCVnwaeAv7yuk7SMi+AdiQ1hCG1hLAqEFZEOQGRXV5eSlqGxe7t7amqls532nShgH+D9hhTVVWpcGFd142oKa+i6qU3yEFgjJeXl+mz50349fv7+ylcFsGA4Pad6j5+/Ki9vT3d3Nw0/BT7+/u6urpKQgJLCqhxPB4nyBDH9B80Ca7ECCCPvJHUYH5EM0RG6MwhZgVHzLoNWmmDofyFiWNv66tkXbRZCDmKzJF1ivOFShZRDsOPc8y15+NoW0tvJ2dR5NqNQiBeF4VSKVP7tYaysjZbW1tpz2aYKElT+A/QtKuq0unpaSrjgCNVUnJoEgUFw0CDR+g8Pj7q5uYmxeSDq9d1nWLmfZMhHLQ4oHF4op2i+cO867pO2L0/AzieqUNEaKzzBxzWWFNVVSXfAAKKPunnV7/6lebzub7//vsE42CxVNWy3hKOft47cg04Dz8L1gMJhx7Rh+DkfhBm6rvNYVERnUX+AnMlA5vv3OPb21tJSuuM1fLw8JACDSCy2RkzRf8cySES7KWoVTjEKJtIkTHnNFsXGDnMPDLx2FaOotCKDLPE5GLfcZw5Zhzb9Tl6TkeJcgw0N9+c5ROjgHLjiH3FPqMjuCRcHL6Kc473KTe3nABts3Req88B5u7zz23vyNqBdxPFBNzkUJC0ypAmQcwtDHeMSmpouDD04+PjlAtAtVNJCXMHIkGI4KvAqY1VUFWrfaDBzquqStE1VVUlKASmD5Os6zph8AgNV6zA3Xd2dnR2dqZPnz415j+ZTFKZbrcWpJUw80RCfAvkQWCN+LoSwUSiYlVVqf2Li4sUeYbAgydQvmNvby/5O7BAPIv74OAgPRNea6uuV1ugYj2iJACVUQEWRYCSKi9FG+c5bAIBOQzl30taeY7ZxL7WMW1+z4VT+tg2oXXn8uB4QlepjbgWbXP2z65pe0hw7CvOMcf0/b9beTgmS3PwhLqcoM8JKISbvyClcT/nnvzcCEgDGKbkH0O79T2e0ejruk6M0qNXYNTSyqKQlgyIBDNnzJ6MB7QCw8Eh6w5TaRUOiyCgX54xrASeDZ4zqqbivGVXtcFgoG+//TbBTggGx/aBq7yc9+XlZZo77wn+lNFopOPj42SJwPRJdmOOjA86Pj5On6l9tFgsGiU4eHYXi4VOT081Ho81nU51e3urb7/9NtWX4lzeAxz4Pv9er6f37983MsEZD3WVHh8f9e7dO52dnenm5iY5qX1HPub3B3dI86A6du6LJOUjf5xyjN3PLzHzdRZEHKMztRwu2zbGaInE+fmLnLMY4jjbtHLvh/biXOLYcgK6BLHl+suNLd5P1tC/tzF3b4eXuE0h6Gi1m9lkMtHZ2VlDEHjROvwCd3d3CTKRVs/Czs5O0twlpRwH9i+gL6wUh68clvKQS0lJs/cQTpgtMfYIAv6D3xOSGgUWkVfAJuPxOGH9JJbt7+/r/fv3jSgdz+dgztvb27q4uEglOqSlRQTz5RnG8pBWlhJ9VdUSv0c4uROb7G8qpTJffET4HhBYrC1r7pFl7LXhzJukQeA+7h1OeiyB7e1tvX//Pq396elp8vEgYKqqSuP30N2Xoo0c0u7o4bhrom0MNwfH0EYp2in2H6GL2Mcmi9LGqCIjz/0W55RrMwo2rs8J0pJ1lWO83l7U5Nsol5tBm57Jnuu/RKX7BZNoUwRKysVrIt/Qpdfr6erqKkE7+ANGo1EDIvCdzwh/JYvaN+lBO8cHgXbsUJDH2BP9JK3uP4XeDg8PU4au9FSBoW+weI/fxzIhxNVhM7eGYOjALThjPUkNpYM+PfFPUipx7sR18Ch8Aaz9w8ND2t/h4eEhYfd1XSenLmPf3d3Vhw8fUn+Xl5cpjBa/Dcz/+vo6KdJYh0BqTghk1h7YCUc64z49PU3jub29bUSyOU8ki51NhF6Knr2HdMl3IK132Oa0eddweQj8QYwO0JKAKGnKJWbuc2iL9Y9jL/2WY3YlLZqxuuMrBxOV4LTcXHIQUDwv951jbZZGPLfE+N1E9/HEe/paBYO0Yo5o5kQGSWpou2iGHtHkzzLaJUwUDV9awUhk5XIPiEC6ublJTmqykLknjI1MYy/d7YTzmmuwAshuBv/3KCHCNfv9fqrNRLYzWjaWB5YT80MA7e7uNvZhrqpVVBaCrN/vp6xpSk1Qdtw3znl8fExCmM/j8TjlIOC09lpJ0mqvDMZ3e3urxWKh8/PzRrVdBDIOZ9/Fze+r5yhQZmMymejNmzf69ttvU5jv/v6+JpOJbm5uNBqN9M033ySlLEa/vQRtZDlI6zXXqOlGymnk0fIoMfFIJU3cLR3/7lpEjsnHecZzI/PNafXrBERbmG1kuHHsJSHRZsGUYLV4Hu34vD26oyScvG+v++IQE0yBNl6rE9rJfT1EIl1dXWmxWKSwSakJ/ZBoRhYsiVFxPWHS5BJIalQv9Qxqt/Kk5X30Eg9ARDBPIpqAPrAwYEzcd2mVUyEpVSI9OjpKsNTBwYHevHnTgLlw0lJzivZwbkuronfb29upfhN9Yo0ROnp0dKTb29vE3BEU5GbwPnrJe8J6yYMgFBVBC/yEIGZcOPOlFZTEnhtHR0caj8e6ublJRQTJMcHZjGAgs1uS3r17l+a2s7Ojq6srXV1dqd/v6+joKFl2d3d3SQF46c1+Ns6Q5rszgZJAaGOSsZ14Ta79dW3n2ueYa63+MkRYLAqCkpDLzdWFQ+76UnsewlpaD2eupWtywioncNHeiLuO61OyskoUBYcLQF+PTeCq10Ku3eMQxkrguPT0OYOB1HXd2LENqMQdoRAQDaWkwcxhqv4coQjwfMBMEfBAMQgqEukmk0kqtwEkghCDUb59+1aS0hjIkeB5wc9wdHSUlIh+v58sIKwHYCjGCaTEX1VVKREP6wGopaqqhjMaYdfr9XR6eqoPHz6kNsjU9ogiypzgb5DUgM18oyN3QntVXfwCWBMIXn9v9vf3dXl5mYT3t99+K2mZST6dTlN5E7LpGQ++kpekjUt2x88lbbT0W+kY7ZZ+i7kUm/RZgoDi+HPQTWTycTzeTo45t81lE9imNKfYVmS466wtqVk2G/LoqMjAYzRNSXiUoKy4vt7nayVi7VlHtxbu7+8Ts/eSDlIzixkCM4/3DebtzyUQFOU5HCpxZ7UrCzBaSalEBef1+31dXl6mbG1KWWDV7O3tNTB+6hThFAZfRzDi/KaaqyeNEbq5u7ubwmMZOzAd0UxYGtfX1wkawrntgSQICk86I6EOhzHzZP14lp0Js0MfG/pgvbDHBlY0a/fx48dkufkzwTpxT7EqCfMlDwT/0e7urm5ubnR5eamqqtJe1i9JG1dlzSVq5ZheiSGUfmtjwKU+nHLMqhStQ/8leKM0lnj9unHltHz/LTJ9/xzHlmPQOUEY+/b5u1Bw4efX+/+2/JYSvFQ6N8Jisf/XRlW1jDAZj8c6PT1thB/CvOt6VVRNUopkya0b6wvju7+/T/X/t7a20rXg7gcHB43tQAmJdaJvtF4sCLbJlFbPNnWPrq+vG7/RPoIOrdnv/2Qy0XA41OHhYSozXtcrBzLzcoGJk9cL7cFYySEgzJZ5EiG1t7eng4ODxGDxeSA4gOywcGiDPS+8PMeHDx+SIEHwETl0cnIiSWkjJDYVYixYTnVdp9wJz2OgHLn7kRAyCBUitYhuyu1n8WNp46qsbXhxiZGuo8gw/HhbXznGGBlQW5/xvOh/yFkG67T0nPURhVR0fEcYqmSVlSysKKhi/7m5l8buWpXHjpfmGNcqrotf59e25Ve8BoIhSMuSEjGMlHXxRDX/PbbFvXOnJfkJaLjsFietNq9HO0dTxfHsDAZrwMtESEqZ2sPhUL1eL8EbHkaLMKnrOmnmftwzrHu9Xtov2pM2HYai9DWMFYuA+WPBIPAQGsfHx7q5uUnWQF3XCTaSlLKKqZjqFgp7TgPnOKSEJQGTR4Fm/icnJ3r79m0qund2dqYPHz4koQd8yNavwHMoDVhHo9EoJfaRqLe/v9+wtIbDYWOvipei6rW+pB111FFHHZXp9YK/HXXUUUcdFakTDh111FFHHT2hTjh01FFHHXX0hDrh0FFHHXXU0RPqhENHHXXUUUdPqBMOHXXUUUcdPaFOOHTUUUcddfSEOuHQUUcdddTRE+qEQ0cdddRRR0+oEw4dddRRRx09oU44dNRRRx119IQ64dBRRx111NET6oRDRx111FFHT6gTDj+Cqqr6V6qq+m+qqvq7qqoeqqq6rarqb6qq+l+rqvonVVX98z/1GDvqqKOOPodedtPRV0RVVf0nkv4zSZWkv5H0v0i6lfQrSf+qpL+SNJT0H/9UY+yoo446+lzqhMNnUFVV/4KkfyppLunfr+v6vw2/70r6dyTt/ATD66ijjjr60dQJh8+jf09LSO6/i4JBkuq6nkj67//go+qoo446eiHqfA6fR1/97v/7n3QUHXXUUUe/J+qEw+fRb373/9+tqurbn3QkHXXUUUe/B+r2kP4MqqrqTyT9P5L2Jd1J+h8l/e+S/i9J/+fvYKWOOuqooz9a6oTDZ1JVVf+apP9a0p+Gn6aS/mdJ/7Su6//jDz2ujjrqqKOXoE44/Aiqqmog6d/83d+/LOlflLT3u58Xkv66ruv/8icaXkcdddTRZ1MnHF6QfhfC+m9pmf/wz2ppRfwzdV3/pvXCjjrqqKMvjDqH9AtSXdeTuq7/B0n/uqR7SduS/u2fdlQdddRRR8+nTjj8Hqiu6+8k/b+/+/rupxxLRx111NHnUCccPoOqqqrW/N6X9Ce/+/rb3/uAOuqoo45emDrh8Hn0n1ZV9Z9XVfXPxR+qqhpK+q8knWlZa+l/+kMPrqOOOurox1JXPuPz6EDSfyjpP6qq6u8k/d9aCoJvJP1Lko4kPUj6D+q6/vRTDbKjjjrq6HOpi1b6DKqq6o2W4av/hqS/lPStpDeSxpL+P0n/m6T/oq7rv/nJBtlRRx119COoEw4dddRRRx09oc7n0FFHHXXU0RPqhENHHXXUUUdPqBMOHXXUUUcdPaFOOHTUUUerNsoXAAAgAElEQVQddfSEWkNZT05O6l6vp8FgoKqqNBgMVNe1FouFJKXPdV2rqir1+331ej1VVaW6rjWfz9Xr9dTv9zUYDNIfVFWVer2etra2JEmTyUQPDw86ODjQ3t6eBoOBhsOhJKnX6z35P5vNNJvNVFWVDg8PVVWVJpOJbm9vNZ1ONZ1O9fj4qLqu1ev1tL29rcViodlspn6/r/l8nsbOeGezmabTaZob82POg8FA29vb2tnZSec/Pj6mtrzN+XyuxWKhXq/XWBdJjTU5PT1trO1sNtNkMtF0OtV8Pk9/cc6Mo9/vpzWdTqeazWZpvH49xFj4Y3yLxULk9/m8Oa+u6/Tn95/P/K+qKh2HPPCBz9PptDWZsKOOOvrpqFU4wBjm87m2trYSc4JZODNxZgMDcaYoKTHP1PnvBAVMFAHEcRivMxvOkZaMcLFYNM6HiTpj5zcYNX3SPsLPz4HJ0xbrwXX9fj+1zbl+HuvGvJ05ska0d3t7q62tLQ0GA21tbSXBwXj4Y+xc+/DwoPl8ru3t7YZw7vV6qc9cMjfj9DnQrgsMxs8a+P1zQRf/l3733zrqqKMvm1qFgzN6Z87OeGAcro06U46MAUbX7/c1m80SM5vNZumc+XyemON4PNZgMEgMuK5rbW9va2trq2EFPDw8NLR478sFwmKxaGj9/Pf2BoNBms98Pm8wM8YhKTFQ5uvWhmvzrAltujVVVVUaM/Pc2dnRzs6OpKU1Fe8Bc3OrYDAYqN/vJ0Hh98HHl2787ywVCEHoTD1aF9yvOJZoUfh1LihdkYiWRUcddfRl0VrhAKE1uuaY0wCdKUgrLdqtBxgMbaH5uyVCXw8PD6ldrhmPxw1hUte1Hh8fNZlMEqP13x1mQShhgSAQON8tBYdIfPyz2ayhZUdhyDlOUcCyBlzv8BxQXr/fT0JisVjo8fHxCczF+DmGNcB3YDVfQ9aXY1hfDi/5WJk7wot1zFlEvgaQrx99d9ZDRx192dQqHGDkkhrwEC+7Mzj/y7UTGZozOYeGYOz0C3ODWQL/0D/fuQ4LgmvR7HMWgGvvXL9YLLS9vZ3Oo+3oX/Ex5jRzLAU0dNe46dsFDYIvWmN1Xavf7yfryIWBz4W2GXuOcUdtP/4W/Qk+F7cgovDItZmDmNqgpo466ujLorXCAcbseLekJ8zBBUlkEu6YhcFLami8+BZoezweJ+3efQnu16B/h3Bg8m7pcD1Wg4/B5wDTg/G7ReACzR3PXO+C0f0q0+m04QPw9djZ2VGv19NkMknrOZ1OE5Tm/gP3d+Scvwga1ojz/T76fHzuCEd+Qxgxb/pxaM+v7/f7jf5i+/EanpOOOuroy6VW4QCDiEwtZyFEx7M7Q+P5zoRoD6Yc26vrOkUPucNVUuN8j4KCUfEf6wMGSsRRhF9cc/dxuIXj1g9zcSvGGbdHRUUn8Hw+T4LDNXrm5D4AH4MLGe+PdcSqYt2hHOP2vqMDPUJUfu9i/1GI0V60RHw8nc+ho46+bFobrYSW7czJmScvvDPt2EYUDrSJZu+QR/RHOBPC8eqMJmrDOIn5i1CKCxyPTHKLxDVwn6czxgiPuPBsg1Q4B6HhGjuEoMLS8nsQz43fo1/Dx+Fr0QbxuHB1C8qFRXwOaLP0nfvq96Gjjjr6cmktrCQ1Gb8zqJw1EOEXzvPfHaaAMcc2nVG7du4aMMyKSBrv00Mvo8PXI5iYmwsj7yMnYHLadClCK2r7bmGg5cd1ijCUa+o+3pywiM7znIDLfS9ZI24NRIrQokNMubF5vx111NGXTa3CwTF+x6DdWsgJCGc0jom7BRKTrpwhOQOFsbvm61p+jgHSnjMpx8zdAZ5LUMs5Z3OMLgoynwfHPSrIteccE4/9RUHkgsHPd2Hi43EYLPabG7ufx3rnfs+11WY1xDmUhEZHHXX05dBGm/04NBKZgGu0JQ3aGY7j6FVVNcIzI2OP/USm4s5Xb9/9Ajkm71o3QiKe4/3nNOHIXHOat8/JGa0fc2aZY8Rxfn59hHVKVoAL6ShI4nrmrCTIITC3gphbhCAjlSyajjrq6MujjYUDTCVq/H5OtALiZxcKMJUoTKJm632VGFdkVJzrDDl3rZe6YHxxThEWiuONc85999Df6JPIMf54rYcMQxG+ya15FAw5+C6OJVpk/j9ahKyh9+tjzVkMnWDoqKM/DlqbBEc5C5iRl8+ITNyZX4yNh0F5SKqfk4NPHP7JwTbuIIdR5cI1I1OPAiMHtTgz8zDNyFRzcE5kiM6gc22U2owCt+SY9vFHwZ0T5LHvkiWRW3P/jbWnnRxUFa2hTjB01NEfB621HGDU5BtEZpJjVNJT7D/nJ3A8vNSm1/9xDN+15hwDjNaIH8uFW/I5Oqjdeoi+k8jAvQ+fH1SyDhhTvMbXCeEQQ1KBc0pC0Zl4G7OP4/exuTAvWY4+h1I7cX066qijL5fW5jlQx0hSlkFGplTXzSgctHAsBmfAnB8FTMS2o08Bh6wzy5z2n9P2Hd5xBuVMOEIl/jlnKbRp5rljJR9CjvzcKOR8fXKWgFt3OU3f5x4pjs3b43mICXn+P5cQGRWGjjrq6MuljQrvSXoCs+QYlOcqcFx6imU7g3ULwMtFOLkTm3482cujjZxJRY3VYa/I/EqMN+f7iGu0bg293Tim6O/Iad6+xv6dOeV8JbE/FxIlweDn+G8xSiz2k7OIckKvzWLpqKOOvixaCyuR5cvnqKFiEbhAcGbhDALMPIaOlhiOM2TPiej1eqmKakzWin1Hhho/R2YW+y7BI97uOi1cymvSfn6E2nLtueaf6yu39nEd/X/O0R0hNp+vC4sorCL8R1tRaHTUUUd/HLQ2Q9pLT3hVVmcEUWN0cu0eIROhjtx1fq1XbXWrhexhj0yC6XF9hKxyxyJFgRE1aB9brm3/nsPbY1855hmhoDbNPMeM2/r0a6LwiP3nQnp9XjmozAsS5vrsqKOOvnxqFQ5ANzESCUHhUA/klUijAMlBNLS/WKxKdXgNJfcvSGpEJFFF1YUF57j2GzetyQknp5IfIAfLxGxmPy8HX+XIIa0SzONMOfoCIvTnbbVh/txXjuXmGucWz2kTkiWIrBMSHXX05dPa8hkOH/E/ngPME/0Sfg4M35mc1+rBstja2kpO8H6/r+l02mjHLRjPbqZWUknLzzG4XNJX9Es41JPzH+TaXQdf5c5tg4ji7yW4xqGpklBwAZOrhRXbLwm3NqEX14++2izMjjrq6MuitcLBncwwdH/5YeJo/fx5TaNoWXheQoRHEBDs1lbXddpzIafteu2jEvMpMeiSRpuzLHLQz3MZXK4th91y4ail8FC+tznZcxZMaVw5v8k6iKxkAeSgvE4wdNTRHxdtVHjPmc/u7m42M9e/A+X4DmyuqUanKoyfa4CrqqrSZDLJbvvpmLiPJzJbp8g8c1nDEZbxucV1aYNHclp97hpn3CVYqsTYcz6HeCwnIKLVUJpHbKttjXw+WIr+TLjl2FFHHX351Coc2CDHGYDvgCatmIXj/+QfEN0U8wqc4bllwR4HNzc3uru7S+1Qf0laMn3f+hKKzNTHWMLMfQ5+bomJlWCeHOXgnpylEoVCrq+2sbdlQOcsgBzEIz0tb1ESbOvGGufl7XW5DR119MdDrcJhZ2cn7WO8tbWVhID/j5robDbTZDJ5gtU7E3THsTN0rmff6BKsA/PPMSB+j3kLOaYXNe51sBPXlGCe3Lnxf5s1UIK5cow6jrt0ThxzTvP39Sr1UaLcGrRZKp3l0FFHfxy0VjgQeeQa6mw2a+xY5jBN9DFwjp/rCWwcj4ydc6NjGYYTQ2q9DYeUYj85io7y0rklRvkc5pkrQJcTWG3jbfMf5MbzHMtiXVttv8f1yfWxqWDtqKOOflraKEPaHcieCOdF+BAKHkaaY3Q5Lb+qqnSdlM9WbmOI67TwHFTUBh/FdnIMbxPtunRuTstvg1zamK63uY6RQ21trYO/coJnU0sjZ6V01FFHXyatTYLzl9ktAwSB9BRj9mMlZyvk2n7p2k3xd28z9hvH4NZFPN+ZWxscss45m4OPSp/XQU0RjmoTSN5maW1Kx0rQlo/Rr1vXX2wrWmgdddTRl0lrC+9JSyYAjBQ35/FIIaec9u8UBUFJy6atHG7POetgkRwTy+3QlhNQzsyey9xyWnKEV+L58by2/qLAy7VTOpZr18OE4zjideuEZe54rLHVUUcdfbm01nLgpSbxzKEj6SmkkdP2Oc75/p3PDimVMPOcBVFiSKXzIoPPMa3chjW5ktdtMFcbg86tDeOIc8i1FWE5/5/ztcSxroOp1lHuev8fx5cT/p1w6KijL5tahYNnHXt0krR+E5l1L3+J0bcxqTYhkGt33bXeZ4TGNrFQIpPMQWi5McS1i+fHvkoQW26+voZRaOcYdU6A5wT1psJjnVCKY+yoo46+TFqb51DXq0xmKf+yx70ZchDHc+AJpzZmk6PI0EtQVdvxXP8lrbg0tnWCJFov8ZoI9+T6y51bErolgZQbH5/jfc31kZtDrlRGFLadcOiooy+b1hbei8RLnqu8mdNG/XMsEbGO8ZegqXW0jumXxpjTztv2cWgTVJEZxt/i/1JbvtaR2bbBVKW+cgK81G/pnJxgyX3PtbGpUtBRRx39tFS1vaR7e3v1psw5VjuV2p3RJcy7jaE+l6GUrJbnXBuvz1kSaOalMX/OOEoCNP7uwqM0h+dYW5scp+2SRRChtZwgrutaj4+PnfnQUUdfKOW5yu+oDdv2c/yFL+2o1tbHJkxz0/ba2i715X6HKKSiFp5jduuE4HMEG+2tw+dLPgja8P+539YdK2VMl/pYpxD4uDufQ0cdffm0dic4KLczGrQOZoj4eY7h+nltuL5TrrheG+X8CTkIpCQUcnMrHWvzJaxbL6npxylZMTlfTw7GWQfllKy4kn8gd84mwnudddhRRx19ObTWcmjTnHMMvI1ZOANr0yA5H8dmdI7G8ZVglXVU0nqZo/tH4i503sY6zTpaVyVqW5MouKJQLQk2H0Obxh59Ebl7yjqUhBXfS8IlrkVHHXX05dJG5TNyn9uozW/A/4jTr7NKIrOKGvFzrm8bZ0nLz1lDz7Fq2s5tw/VL4ypdl3OgrxOefi+ikIjntc0jZ4VxXc4/0VFHHX25tNF+Dm0MOB5z+KmNieWYXaQcwypdlzu+jhFFK6fNP7BuDqWxx3FEwZZrLzf+uKY5f8omlU99Hf0ajz7L+VUYQ24rUqfnwm8dddTRl0mtKmVO+4tUglqe43QsMZI2yMKvg2mVGFUOeorCpI2pbUpRyECRoZbW53OEaBQeXFMqayLpCVzm50coj99oP+a85EKT1/lYOsuho46+fNpoD2mozanJ+ZyX0/JLEE1kYpFZlywEL3/t15bm0aa1t1HpulI7pRIgUShsyjSjxRDH5OfF70BGOR9CvB8wfxcMuTXmc2lHv+cIv4466ujLpI2jldq0w/h7jimsEyx+7nO+l36DQeXKcm/KhJ055q5zrZrvufNLAinCdRGX5/ycdp4TWG2+i7Y5++fcfhM5mLBt3+6SMO/8DR119MdDa4VD1Lo55r9LTxmQn/Oc8g+bjEVqhnHmtFsfQwleaRuHM2Y/VvIHlNpqg9iiMIjt+rijpeBJhwjBUiXcdevuvgenWNKcMZQskTj+tg2XOiHRUUdfNm3kc8hptRznPGdeJebk/z+HOeTacV9DbD8Hbfn/EsEAva3IPP14PGfdOuSORaa5rnR2HEepn3VzjdfHOTEW/xz9O1GIrWu/EwwddfTl08YZ0n4sCoUc/u3k53wuTFT6zQVA1OzbLIkSPBb7Lf1esgQiTMTxnONealoAXrAOx29pXXOCKK7FpvkfUWh6ez7P6MgurU9OaYhrtIkl11FHHf10tJHPoYSJx99K1AYllK7zPRVK7fwYJhPhmpyQicyx3++rqqr0P+6QF9uO0E+k3LqWIDv/72OMAq8kfHOCMtderJEV21u38VIcQ04g58bTUUcdfVm0UbRSjmHxmzMTP76undI5UFu5DhhxLDGxSVJd7rcIR5USyXq9nvr9vgaDgQaDQaOk+Ww2a+wu5xsilahk8eTG2WaprOsjx7xza9B2v+N1vk7xXkUhkLvXHXXU0ZdNazOkc8xiUygoMpyS4zOem+srx7CjX+DHMqdoTXAtYx4MBtre3tbOzk4SAAiHXq+XtlB1wRCth5wfwvuK46b/eM6mgiHOq3RerkZVm7WYc1ZHIRT7X/fsdNRRR18ObRSt5J9LkIH0NEInMq9NyjjEvnLMlP853Dtq4Jtq77Ffp36/r62tLe3u7mowGGhnZ6cxl7quNR6PNZlMNJvNGoKiBOusG0tci7jWm1IUPnFNcxntpTH4Mb8mZ3mV5rZOSeioo46+DNo4z0HSk5yBEmPNMZs2qKmkUUZtNV4X2+33+9l6Rm0MtYSDw8BcMGxvbydYaXt7W9vb22ksW1tb2t7e1uPjo6bTqe7v7/X4+Jj23fYIoDaYrmT9bKJ15zT9UvtxDXL3Mt5PF1Lr1jaOeZ3i0FFHHX1Z9CzhkGMOJcppoW0+gNhPCZ7ie4Q1pKc5CW1tbgqX9Pt97ezsJKtha2tLg8FAZ2dn2t7e1mAw0OPjo3Z3d3V/f6/JZKL7+3tJ0mQy0Xg8zjLWNotokzUqzas01yg4IDT4CFflLLDc/csJFUkJWkPIAl1tUv+po446+umpdSe47e3t2l9uqAR/tB3jeNu1Ja251Fbb7zmKTDPns/D/Ozs7Gg6Hyc8wHA51cnKiN2/e6Be/+IUODg60vb2tuq51c3Oj9+/f69OnT7q6utLd3Z3u7+/1/v17TafThhM9ZlG3Cc7n4PSbaOTROmlj+HGN43VRyMTSGTjofb4OtS0Wi84B0VFHXyittRxKzD8y+ZJvIudIXqeB5rT6tvPjsU2YabQYYv9YCcBIw+FQ79690zfffKOvv/5af/7nf65+//9v78p25DiObfTePfvC4SUhkpJhATbsF7/4/3/FhgUbgiiSM9MzvU73fRAiefrMiawaXeCyDMQBhKmuysqtxFhOZEYOzMzs5OTE7u7ubDablfcmk4kNBgP79OmTbbfbVvQLr8JSfWvyEhBKgdYoLe6Tjy9SKEw3saLjc8ZfougSicS3RStaiWmGthZ/rxfnNuL18gpRgFTVFwmeiMevBVvduh8OhzYYDOzs7Mzevn1r33//vb1//97evHljf/vb38pqpZOTE7u9vbXRaFRWLu33e3t8fLTBYGD9fr9Y0WxxtxGWNQu/jZdVq0fNWy1YrJR+lH+KqTT1/0IikegmWp/n4L8jwdZkkdYEUOSFsGX/UsFS82iwjCsrF3i4n+Ho6Miur6/t3bt39uOPP9of//hHe/36tf3hD3+w3W5nk8nEdrudnZyc2C+//GJXV1e2WCxsPp+XILavYsJNczgHPrbasacqBqPGFAW8+VrVWwPSQvge90XFNvD7/d5vmUgk/n/R6DlwUrsooNiW/mmzyqV23TbW0DYWwnEHD5qORiM7OjqyV69e2bt37+zDhw/2/v17+/Dhg71+/dpOTk4OhOF4PLbZbGaTycRms5ldXFzYarWyn376ySaTiT09PdlmszlQBFHf1C5lFsLReKJnTVRdmzqxHtUfLMdK7iXeSSKR+PZodUwoWn0Ivl+zYPGdlyIKoNbqavNORI+NRiM7Pj62V69e2ffff28//vijvXv3zq6vr+3k5MSOj48P3nt6erL1em1HR0d2fn5um83Glstl8R589RLHFwaDgZxD5RU0KdkmWg3Tkag62wSzcQycFZf3dHBf0CtT40kkEt1CY+K9SPhzENIRxRIiSgP/q6HJE0AlphQD97em6KbTqYwznJ+f22AwONgB3ev1bDgc2qtXr2wymdjx8XEJSJ+entr5+bmNx+NCVeF+BzxVjecEx4dCVZVVSqQmqLGcmR30iRVpRAHt94enzXkfecUSGwxRAsJEItEtNHoOagUN3nMh0TYwisJLrWTCtr18TXEobjvqB9ep6JBer2dHR0f29u1b++GHH+zDhw92eXlpZ2dndn5+bsfHxzabzZ61s91ubTqd2vn5uT08PNj9/b2tViu7urqy29tbe3x8LLunmX9na1pZ8VH6kEhB1JL+1Tw6ji9F8QMzK6uZPNjO/cE5Zc+obawjkUh8G7RK2c1WqRJmtTrYmjfTwg7rVBZrpHRY+CjhWuPgHW7de5zh+++/t5ubGzs7O7OjoyM7OTmx8/Nzm0wmz+oZDoe2Wq1sOBzaycmJnZ6eFmVxcXFhs9nMRqORHIcaMwvpprlpO5dqDjk+gMKbl9X6PVfurhj8OffjJfGSRCLRHbQKSCsLlwWBW6sORY2Y1YOtkWBv44lgu1H5iHLxsQ2HQzs/P7e///3v9qc//cn+53/+p6TI8BQaLuC5raenJ1sul3Z7e2vL5dL2+71NJhO7uLiwH374wQaDgf3000/2+fNnWy6XB0K1Td9Vucgir9XRND9R/MOvWTHVKK2oTiybSCS6iRctGalZ873e13MO/DcKFEeN5lBlm6DiFk3Uki9bRU/IFcDZ2ZldX1/bbDY7SM+92+1KMj1V936/t+l0asfHxyUmcX5+brPZzGazmb169couLy/t+PjYhsPhMyHtOZgiugvbqY2Px8rl1PdTFFYUa1AeDT5DZetxiMijSCQS3UXrTXDK+uOMnoqXrsUUfo/12FRv0xLJyHvo9Xo2m83s5ubGzs/PywY4jxGsVit7fHy0k5MTG4/Hsu7BYGDb7daWy6VNp1Mzs5KX6eLiwtbrta3X67LvgWkkF8reZhN9x2VeMp9RfAa/rdnhoUu1YDL/P9D0/0Qqh0Si22gMSKvfEa3kliLee0n9bYDvRIHbqM8I7G+v99sKJV+6enZ2VpLquTc0nU7t9PTURqNR2QvhdTw9PdlqtbLNZmOj0chOT09ttVqZmdnx8bHt9/uybHWxWJTgNNNLPL9t5qnmbXE9TR4HB5t5VzcKft7/Uot5sAHxew2DRCLx/4fWysFjCsxz+zP8i9k38X2uMwILO/U7ik2o+tVqKuzfYDCw8/Nz+/777+3Dhw9lI1u/3y8rjKbTaUmDgTmH/K97HfP53CaTSfEMptPpgcJ6/fq1zedzWy6Xz2gqFQuJ5qzpG5jpDYuRYMZ55QOLGD5+fg/nF8ehkJ5DItFttNoEhx4BCyEVHHUrWdUTtcH3HFGMo8nyxXuY00f1YzQa2c3NTVm26mP1OIDHHvb7fVEO3M56vbaHhwcbj8d2fX1tvV7PPn/+XOil0WhUci/d39+XzK1+xKh7MA7euc2pNdQO61o8SIG9AS/nSlDNm7/DhkJTrix8lrujE4nu48VnSCteuW1cAQWQqlvRKW2s0Fp/sY8qb9FoNLLLy0t7//69XV9fl3xInl3V4cFmXL3l9e/3+xJP8HiEHwzkbbigvbi4sDdv3tinT5/s7u6upNTw8XLuImyjaf6iOYnmQHknWJ6v0SNUS1yRblP9QwWYnkMi0W00mnARdYMWeW01iqI/WLBGiASZ6hOusGmymLFPk8nE3rx5Y2/evCnxA1cKT09P5TCfz58/22q1kgLZl8G6UnHvYLvdliWunkLDPYs3b97Y5eVlOQ8imhe0tD1Azl4GzoOaL3yuvLIoOM1/ceURxmu4zabv6/tJEolEd/Gik+AcKFRQ0Pp9pyTaehQIZTnzexzc5OcqsItKzK+Hw6GdnZ3Zu3fvSmxgv9+XeIFb2uv12n7++Wcbj8d2enpqs9mspL6YzWZlzMvlshzyg0tfV6vVAe0ynU7t5ubGfv31V7u/v7fHx0epcFBp4Fh43nnOakqiNnd47Yqy5hkqTwzn2GM7qu4mjyeRSHxbvFg51PhrR2QVRsIIBTfX3xTURKuW61ZCFRXD69ev7a9//au9efOmcPq73c6+fPlS8iT1er1yEly/37ejo6OyQ9oVhCuJ169f28ePH225XB5Y/MPh8GB10mazsdPTU/vLX/5io9HIfv31V9tsNqXPtTxKal5YKSiPQHkGOEfRN8H+RAKdFS/21+v0/yfcy8q4QyLRbbRWDoqS+L/wxkpo+zVC/Va8uxJ4ql5/fzqd2vX1tV1cXBwIcTMr3sJgMLDb21sbDod2fHxsJycnpYzZ4fnL/X7fjo+P7e7uriiNXq9XznFYr9d2f39/UH46ndqbN2/KmRC4dDSi6lRMQHkBkaDH+IAS5l6ez3tW7URemv/lZc24MQ5TkCQSie6htflWo4kcSoBE5WpCH8vVEPHdeCylgp/u5ucyII+P5zn4Wv/1el32MriwjwSjewZmVvZEuNewWq3s4eHB9vt9qdPTfPP48fAhb0Pd4//U3CH1pOII+A5SVDx/yhPhMsprdMXg/w0Gg4NgfyKR6B5arVbC344oJsDluC4WqlFdtftmz5d6ugCK1uejNe4b3q6vr58Jqd1uZ/f397bf7+3o6MguLi5sv9/bw8ODffz40bbbbVnVhON072C1WtnT01NZouqKxJfFeh/9/d1uZ9fX1zafz4tngXNVS4Ee0UH8nVR8Qp1TjV4F01sYA8F59jrbeHNOKSWtlEh0Hy/aBBchUiKKC48Et6IlsB8qYMttRXw91ulew83NTdnx3O/3y0ojtHKdFtpsNrbZbGw+n9t+/9tuZ0/I53settut3d7e2nw+t9VqVdJtYFzCcypNp9OyX2I0Gtm7d+/s7u7OHh8fi9eBArcW+HUhzcpXfS/cu6Dqrm1e9GtXBliHzwEqCvbqfD4Hg4FNJpP0HBKJjqMx5sBUQpMAqnkNyrNgqzVSHrV7/LwWYJ1MJnZ9fW2vX78uG9T6/b5tNpuDVBouxDabjT08PJRVR3d3dyUO4bumt9ttyZn06dMnm8/nB/sX+v2+zWazksBvPB4XpbHb7ezm5saurq5KYFrNb0Rj4UY1NX6cA4yRtJlXprmUsndliWNV9bqCcBbl7xsAACAASURBVIXoc59IJLqJ3xWQZoGO9/jaTO/mVWgT4I4OFopoLvRKRqORXV1d2XfffWenp6fl/e12W+IDq9XKZrOZ9Xo9Wy6Xpb0vX76YmZVzGZ6enuz4+NgGg4EtFouSW4kT63mdvufBzMq5D87PT6dTe//+vX358qWk1WDg5rual4RxE54vpqg4dqFiCupb4yFPCEV1odfge0HaxK8SicS3RaNyiIRvjXJiYaMEjJdTgWh8VguKMlh5sfA6Ojqym5sbu7y8LBlUXRBvNpti1aIw7/V6ZSfzZrOx8Xhso9HI9vu93d3dPVMOZlaC1/v9vsQgNptNSZPhQtqpqf1+b+fn5/bdd9/Z3d2dff78+VnsRAldFvZKyJt9pYvwGE9/B2M2iFpMwNuoeQmseDx9iG/kSyQS3cbv2gSHiOgdpomUgohiEJEiQuGngtpKMOLvq6sre/XqlQ2HQ3t4eLDVamXr9drMrJz77HmU3NIdDAa22WxKkNns+Vr99Xp90B/fALdarWyxWNhut7PFYlGytnr/XWC6kvCkfKvVyubzuVxuynPGCkIFhzk+w0pCfQ9F96kgM/cB+4ErlDCOk55DItF9NK5WcrShgiJLMrL025ydzHUq3t3sq4BSq3v6/b6dnJzYn//8ZxuNRvbvf/+77GReLpdm9jV30nQ6tZ9//vlg2aWZFSXi9XqswQUmWser1apQUvf397ZcLgvV5MtRvb2TkxO7urqyyWRik8nEfvjhB1ssFvaPf/yjnCjHY45iCjiH6BXwt+CAdBQPUp4Ifg9OBojve6pzrwMVgqLNEolEt9CoHCKBj2UixcFWfpTmgSkRrsOhAqLqL/d/PB7b27dvi8fgQeX5fG7b7fa3iRgObT6f2/Hx8UGCPYcvRTX7muPI02P4HPkGOaerfOObKwY87W29XhfvwjfZeYD71atX9ssvvxRqisePK45UjEDd5zqa5o09BrxWsaYonXuv13uW4ny/3x8o20Qi0T1UlUMbbpiFTVNsQVmoqp6IC8eyEQ/P1uz5+bldXl7aZrMp6bJvb28L5eNjXSwWtlgsSuptNX5UAAhc+urKwVc34V4HL+s7ojebzcGZD+Px2C4vL+3y8tJub2+fKdQaLcfzz/OnrqN05qyUmNrzskgfRcFox2AwKBsLawZHIpH49mgVc2iy5lkgOXhNfWT5RzGGl/QLA9DY3mg0KmdCPzw82P39vc3nc1ssFmWXMvbX9yh48NTvuwXsy1ExuMyrgzw+gTEN5OtdWXjZ+/v7sit7PB7beDy2m5sb+89//nNAwSheX1FNfg8TIOKce7+jZbBNVJTPCStx9hS9P07P7fdfkxrivCcSie6hdczBTMcEIlop8iKwHhSuZiYFmWq7Rqng836/b2dnZ2WPwadPnw42qqGQRgG33/+2ysh5cwykuvXr8FVMuBnN++BUkooRYDqL+Xxuo9HIZrNZoZlOTk7s9PS0ZHhVXozi/Pm5+gb4To0WVG1FXpvZ1ziDl/fx+pzhoUbpOSQS3Ubrk+B4pQqWaXofy0V0Uu05t93kaWAiPV+B5CuG3JrHGILZ4Yobt26dLvE2XPghj+5xB1z944rBr5GCYUvb+fflcmmLxeJgL8DV1ZV9/PhRBnWVlxQpSVamas6a5jX69jgmVH6oHMy+7s52JVpTaolE4tvjRZ4DQll/Tfciyx/vNdWHZZU3gdeeanu329l8Pre7uztbLBYHWVO5fnzm9JC3td1uD4Sfl8exocCMlBr21RXLZrOx5XJZYhqe5sPPo8ax1+I6+BuprmhemRZU845j5m/JSoBjD6z0fbypHBKJbuNF6TPMnlujfA/f4+vIWuUT37AtBnLlKIRZ4DkF9PT0VKgZXJ2k+h0pDLWOH3MmqXlCjwPnKaJ5XDm4t+K5h05OTuzh4eGgf2oOIyWqFFSTgqnRdVhPRCd6jir/Dt4eJyNMJBLdResd0qwMVFZP/B29i/UqThwpFFQEqARUZlGlMPb7fdkr4Km3UWCqFTZ8jX1CqDFy+usmGsfHs9lsClXlSs2pL980t98f5jDC9iI6Se354LLKusc5RfpK7YlQVBIrRv8uZvaMzkskEt1Er2bBTSaTvZmmTGqxBnznoDFBYXhZ5TEoGkZZwSqNhGdOdYHq9I8Lp9q4FX0SjcGfu5eC/XYPg+cNhSda2N5n77cric+fP5fDh9DqZwWAfeY5bDqnoUnxY99Z8flzjslg8NnTiGD7q9Uqt0knEh1Fq/Mc0FqPaJ/ImsSyTB9F1JSiaJRA8noiC9qVgN9XVqtqL1JWtWt13jIfsIP3WZl533x5q6fnwKA4C3ica/bS/JtFShrrUX10JVGLJ/g1JwXkdBneF/cEfYyJRKK7aJ1bScUNFJdeS8am6kJBXOPOo/pYuKEAxQAyKrja+Hg8Ub/8PAYvz96Gomi4r4qK8liGpxDHsxJYeUZUWO1bYVtqHvna+467w82+Kt6oXvy93+9L1ttUConEfweqW6CVUI4OnsF3IsqJLesmCz0StvwM/7LC8v9QKGHZGj1Wq1t5G9yuGj9DeTIeuPUgNQfEm7KxskWvxqWUuPL+/B4qBS6vlKd7it4fPBq0RuklEoluoKockA4wq294879KSPBvRU1g/YoiYcsZ61ZLNZvG1QZM3aAwVBY3/q61wc+Y/sJ7TA2poLei5GoCGCk+rp/pJM6qymdE8xwhBeZ1e/zB81w1KeVEIvHt8aLDfpQQMtOBY0f0GwUKPqvROUzDqNgCc/CqD20tVzUuZSWzouA4TVS3UoxYDwe4/RnvlsaYi+one1O8Cgn7hEFljBugMlHfDcvzWPr9ftlv4ruk03tIJLqNVpvgMCDp95VgU0KyyYKNaCX1XAn5GoWl2mbBVauTvZgazaTaUX3Ge8rKZ++BhWxTH/iv6pPql9fNyhdXVmGfmV5Cb4Pn1w9J8jiK75ROJBLdxYtWK/H+AiXYI2FVE5K4N4FXJnEZfNf7VOtHDSr+EXkIkUKJ7r/Ei4gsad4vgMoE2+O0HNwHr4M9DDVmvmaKj8eG1xiXwPM1np6e7Pb2tqQxyU1wiUT30Spld41WUUJYxShUHIHfYT5dCWEXOJFwUbQT4iVcN9NceA/7qfpX4/5ZuKsyXAfmJeK61DzVFg4oLwiXmOIeBbPDg3u8LNergt9M97nHkV5DItF9/K7cSmzF+j0GCxElVF1wMGUV8f34l6kWF8xYF++B4PcVh99ESannqn7lMUSeRBsKTHlVkUWv5g+Fu+ov7sDmuWClw14Deg5+D/dumOkYSiKR6CYas7Ii1G5cvmbFwXUoK5ypErdi0eL0dvgcAs61hAIqEoIo5FGh1GIe/syzi/ozzkra5CFFMQauh+eHhbGy/rldDiLju9wnpLD8Gr2B/f7rHgzeHOe7uVERs/JTmwQTiUR30SrmYPaVU45WufjfSCmgMGUohRHx2yxgmCOv8eI8JvUb7/vfiFZjr4O5/AjK2+I+NVF32E7kxbAS9Pciygu/kX9rrh9XL7ESwY1y/X7f1uv1QfBZKbNEItFNNG6Cw/iBCwtFw3gZs+fpLpRngfdVWRTKrBAw5oDCTuUEwrZVrEIpMTUmNTdKaLfZhc1ehnqHOXz2sHgOuM8+Hyq1SKR8vF+YDoO9OqwL++DpzfGbDYfDA6/CFYhSTIlEoltolbIbrVS3KlkQsUXt76r6FPXB5VkhsFXO7bLC4vfMDpWWUmSo+JTwwvfaeAiq71wXCvBovmoBbqXMeMmr+lYR3YeUkXsPXKfHJniVmbexXq+LcmC6rjbWRCLRHTTGHFCAM2evBCULX6zL32WOX9ErSjgz3cF9wDoiIchQ7fg7qLiUla4otKg9FrCqzxzTiTwCfrcNVVaj9Hgc+H28316OvUf8nuh5oLLlVUs4n4lEoptojDmwoFGWNS9DNdN0D++TUIJVWbz+O7KI/V3uc43j5jE18eGRVY+IPCbl6SjFhsJZxRIixcPvqXI8fyykWSEqRYJ7F3A8flY2p9rg1Cv+t43STiQS3xatzpA2e64UIoHH15EQwnt+jeVZeCrFwMtWEWhlo2DEOqPVV8zB4/NISUV0E1NCqDDd6sbsrpFSUIqT28J2XDjXaDL+HvwbU2z7byzj/cags9NRw+HQhsNhOR87ms9EItFNNHoO0f4DszgQGv1GgYzUhJkdUBEo4JCmYgGpFBb/5jrV2LgsluFxsiDmOeB3/S97TaiYeFMYW9a1vilE+Y/wL3L/GFjmOVJnSCDN5H896OzvvHv3ziaTif3rX/+y+/v7Z+NL5ZBIdButdkjzP+aItmABzGUjD0ApGbPndBXy3agwIutX9ZsVB/exSQFiOS4TLfONrHvse7QXgTeWqXqZIlP7QGrfLEoBjuA4j7fNCt6PYv3nP/9p/X7fVqvVM4WTiiGR6D6qx4SOx+O9EqBubfo1ewSc7wjfaxLOSiFgeUV1OVgI+tJKrJct5JrAjWID+L4aG4Lnxfup5oHb6ff7ZcWPjwdTeSuaBjcPKsWmdkH7+4qCwjngWAh6ELzXgevBsftqt4eHhww8JBIdxYt2SKMAiYK4NbrH76FAU4FstmSZO1eWPZ+Y5mVRuXC9LFi5bjNtMeP4I8/EoagrvFaWNJYZjUYl3fVmszlIScGeiloWXPOssD1WjCjolTLGuWPvQym7k5OTcnBReg+JRPfRerVSZIGb6T0Jfp/ri/ItRfSN2fPspFw+WiXDfH9EnbD1HtFoEY+PY2EO3/uvlqlGFA6OeTqd2unpqe12O5vP57bb7crqoM1mc9AWB6Gj+cQ+4PhRMfB9VgAInpNer3eQLgOV2X6/P/DoEolEN1FVDmpJZe23EnpKmCragt/ncgwv5wrBd+L6/fV6XYQnQnkHTe0ohYF9iMaJ9fOYuR5uy1f8zGYzu76+LkFrVwrb7dZGo5Ftt9tnnoRqRwlw9oT8Ga4+QkOA9zZgPX4fFxZgu4vFIpzjRCLRPTQGpFXw1BEpiiZrFSmeWnm2aJnrRk7el04y762EOm/y4jaxDlZUqs+s4LCc8oxqdBRa74PBwKbTqR0dHZmZ2Xa7LZa3LxFdr9e23W6LN4G0k/IEorb8nrfpytXLYbzDvwHSYl4HKhWcG98Hob5HIpHoHl4Uc3BElrS/g8JHBU5RmDZtiEMBhu+4tzAajazf79tsNisKw9M3NFEgSjG4VRzRLvgePldLVaM2azQWz9lgMLDJZGJmZmdnZ8VT8KR2/X7/wHvYbDbFs2AlgJY9L6n1/j49Pdn9/b30KLgu7zsHo9Uco0cRBcUTiUR30IpWUsKArUZlcaMQiigODl7iu36NqRnMrFAuo9HogEoaDofP2oyUWOSxsFLi+yhgleeh7nG8QcU7uC+o/MbjsU0mkzK+3W5nDw8PxWPyOATex81rPGaeF1ckPs+YU8nL8CokrosTASqqEb29PPAnkeg2Wh32o4QtUzwODIYqrp25aBYoaGG6MEHr1TN9Oo00GAxsPB7bdDq1/X5vq9XqIPiJwotpMjVWdR93MUfUGlr8vMyXx1qbE5Wj6PHx0fb7vZ2fn9t4PLa7u7vS1nA4tOVyacPhb5/SvQf3KPg7oHJi6snrixQD/sZ5wN3RStm5whkMBrbZbGy5XKbnkEh0HC+ilWoWYhsumcvUaBoUlPv9vigBjys4N+4exHQ6td1uVzZdRbEEh6KJ+Br7rDwEpp3UfVUXB23ZU/HxuudwfHxsFxcXNpvNbLPZ2Hg8tvF4XOIMk8mkrAAaj8dl7tybQEWw2+0Ozldgb8g3sfF3YW+jFtMYDAZ2cXFhm83G7u7ubL/f23A4tPF4fNCXRCLRXbTKraQEOluGvLJJCRQE8+EO9xLwHAAXkrwiqdfrFcWw3W6LRerBU+y/CyWkTxQn733DncVq+a16H5/xclaeN54/fNc9otPT0+ItPDw82G63s/F4bMfHx7ZcLg+C1avVqsRaNptN+e17I1DJev/QS8Clp4r2wv4xRcbK7unpyb58+VK+I56ex3UmEoluojHmUNvQhr/9r1oFpOgcRe2gx4DK4fj4uAgyM3u2Qglz+uCqGhZy+DdSDDwu5u3xnRpdhFDjdqGqqJ1+v18C7cvl0r58+VJ4eqfUfIWSl/O6ptOp9fv9Qi25MkB6zD0s3DgYfWM1NoxnKGXn3p2vdjL7ehhQniOdSPx3oPGwHxbiLtT4uQviWi4gL8/P/DcKarTanTt3heACzxUDrxRSikf1CceglIOv91fehvKocB64Hba6UTGouM14PLajo6NCxez3+6IMvE9u8T89PRWKyewwJuCKBKmq7XZbFKr/5rEz1cbfXSlHhysxPFbWvZpofhKJRLdQPSaUhXuNf/cyKsMnCgQUhPgeCt9e7+sOW2xjOBzadDp9xn07faIUD9NW0X3F/6v0FDXPh+cGx49B9aicmRUKzeMp6BW5kPf58Q1xy+XyYJOcewjj8fiAivPnPt/uaXmcgOdEKYim+fPFAN5XHwNST6xoEolE99DoOShaSXkT/gx/I5RCwGtfbeP33OpE4eKKwOkut5j9ngslrzOifWqcN3swPBcsMDmu4YKXaRivGxUMe2A+Tlymu9vtbDQalXp9p7ErDFy1hFQOUlPYL58jtOoxxjKZTErMQo0TvyX2W31TV1Du4ZiZHR0d2WazyR3TiUTH0YpW8r+KO0dBgUFcREQpocfgQtEFKFJHuEzTN39hLADX+eMh99im2XPhjv3D+xhr4eArl0cvA8eOFrJSHGoeXaBOJhM7Pj4uSz8drjAeHh4KfbdarcoKJZ8/HNd4PDYzs81mU/qJ8+TzgrEI3ASIQXycD/62CBzr0dGRrdfrosjv7u5KfxOJRHfR6jwHtY4d1/5jeRR8WFbROy4MR6PRAX/u5XzvgisOX2bpAtPL+tp+tuCxDxGUJ6TKRPciuszv4TzyCip85tdI/7jCQd5+MBiUfQ2uEF2gm32NMZhZWanEMYXxeFzqXa1WRTmgF6boHxUvUOPx5+v12j5+/FiUxPn5ua3Xa3t4eHjWp0Qi0S209hzQ6karUlEK/Dvil10hoMDBTW1ITSBdZPaV2+aVSl6vokIiL0j1NVIYTDnVKLVoTpiWQZppNBrZaDSyk5MTu7y8tMViYcvl0gaDgT0+Ph4E6J1281xL/tvMSuDe7Lcd0EgTOVwxIEXF/eR54rlgDwo9qdFoZGa/Kbr5fG739/eNyjqRSHQDjTukmUNX1qRZfJIZlvFnDrdY/X2nkFwZoLeB1JLX6St0/NrBy08jwV2jyHAcqBBUEDZqi5+zwmK4gnt6erLlcmnz+dyWy2WhhHwOMAbjS3y9jHtQvifi6Oio0FOepG+5XJaVT4pi2u8PVzHxHLCRgOPDHe2r1eog1uFUofc1kUh0F613SPM1Lh9VewFYoHAdWA7PH/Y02x6UXS6XtlgsSlDWzIriGA6HtlqtDmgVTHPBSoGVAFu90W9VB1/jb1agiNruYBfqrhSccnMvwK8d2+225FwaDof28PBwEFx2mujs7MzW67UtFosDZe7KFb0OTMCnlJtSeuhtYeoSXCnlbfj8JhKJbuNF5znwOncl9CMKwsHCFYWZKwkXgs5f+4YvXkrqljBSIhgYriknpoaUIMRyERUUjU8JQqSPOD7i84BpuV1Yu7CdTCY2mUyKMnRF4RvaJpOJ9Xo9WywWJWZxfHxs8/ncHh8fi4CeTCYlUO1eF34DjHs0jRnjT/7NMHW4UsxNMZ5EIvHt0XoTHNIJLCgjoKKILGYUGi7sUFh5Gac/3IL2FTAY7GVhxJauuq4FV3kcNQ8Ix8njQ3CMhj0Z95xcyOK4PDCP+x02m03xHJw6evv2bQn8evDX4xVmX5XJer0+WJ2EKTR4vng8fN8VydnZmU2nU7u/v7f7+/sDD7Np/hKJRHfQqwn3yWSyNzvM+Y8xiCiIy6uTWMGgB+LeAi5pRaverWcW5B5MdVqLj8zkdlk5sUek3qv95jpwfBx7YU+JV3U9+yi952lEer1eWcrqO5yn06nNZjMbj8dlDjabTcm55Blb7+7uyhGjOMe8ygv76J4Zj5fnT41DUXK+zBYV22q1Si2RSHQUL0qfwULO7PlKJBTISvjxpiwUVP4+5lVyqgWD18vlsghQ3siF/fT7eC8ScCjMvEy0I5rLqnexHaa6+DnPH//1OfEUFL5PAOklnyc/Ie7XX3+16XR6QPF4htftdmuLxeLAK1HxFUQUp0HqMYrV9HqHO965TCKR6B5anefAlBILXBQMuLzUoSxLB1v0yHP7KhoXbriRC7ntSEEpYa68gBp94pY+0kUcr+A2ojgF1qf6wsCYjJmVHcweqPd2vnz5YldXV7ZarYon8PT0VNKXD4dDu7i4KLSVe1moOHgMUf9Q2HucQcUmUOmj0vbvlkgkuo0qrTQejwutVF4gy1tZzswzszBF3l3RT+glePsuJLluX7LpcQruo9erLGMl9Lmvihrzskij8XhYsTbtlK7By3o6DPSslstl2UR4dXVlw+HQbm9vS/py9zqOjo5sMpnYw8ODrVarZ8n71HfGndIRfYRjVB4EexrolSWtlEh0F1XlMBwO98oLaBJoLFxRIOCuYWXho/D09vxdr7dpH0PNO1DeRNRvvq/GxNy7oqQcil7C+mtxDrOvqcp52a4ryV6vVzYP9nq94iX4u7PZzNbr9cEZ20grcTptjuEo9HqHx4qq/uM3nU6nNplMbD6f23w+T+WQSHQUjTGH2rp8s3qwFuvAzVGlcaAkXOihl+BAQaz6gp4AUjEq0Myb9RRUnIGtYmy3pjy4f/67yStR1rpTQb5qyWkirGO5XB4sBzazspnNN795G/g9kOpRO99VnAC9Jh6/qgMVSLQPJJFIdANVz2E0Gu2ZPuEcQjVeujRCAgafITfNwgZ3T0f9VPQF789A1Pj+2ly0CaIqio1pqJrHEtF0tfms9QWVFCpOj1tsNpuD1UO4W1oF49HTwFVlTJnhX6VQ/G/SSolEd9HoOZg9FzQIxTHXhG70jBUDUxtsaaNQUvViPSpO0OQ1cN9qMQccu6KduH6laBSlpTwOrjfyhPCUN6eMvO31em2j0chms5mZfU3Qh/sdMHDMionHwGP3fiE45YraVZ9IJLqDVquV+B4LC7OvQlwJUAwe4z2vL7LIUehw+xGf7+1yWy/xFKI2UADy3g9WCIo2alIuytpGRaj6wvd8rEjXeQ4lzD/leY8mk8mzd/1buYLhOTXT6TVwrDUqqsnrSSQS3x6tcispoabK8OY4fM7v7vf7InyUkI5iHcxnc90Rpx3VpYQyKzKkZvw5KwQl9LEsllHAeUT6BseMZZWCZkse62Hvwg/0QeXhY/ZYkEqfwh6CUvI4N/zN1XgSiUT30IpWYjQJvjaWMpfF39gGt2dmB3w3t63eU3WzIOVykXfiFraKv3iZqN9cN84JvufB+6hf3E6kjPw3pubu9Xpll7XHdDyozfsdWAmopa3Rqix/n/Nx8XwkEoluolX6DIdb1Cyc/ZlZ7Cng7xrdwmiigyKKAu9FO6dVn6O2vQ6kkVz4RYoK627juTSt4InGzcpMzbnX7bmZer2vy17xDGrlCeH4VV9QuUXvcw6sfr9vm80muaVEoqNojDkooa2EqqIOkIKoCWK2VJVw82tcoqqs+1o/I8EdjUeVR4seKZXaOBQ1g94DWto1ZYjtRRa5mhNOYMhjjby56C/31z0Q9y68PrWUGOcgkUh0F41LWUvBihA2iwORNZrH3+NnvAKnLe2j6lU0Cyou1UcXoi6EFZeP3oMS6PhM0U9qPrxd3NxWE+JtwUoIgWnBI3qPx6gMAX5P5cxi5ZCeQyLRXVR5DLVxzSyOE5g9D6zif1F5VAAcBG1DV7GVr/IgsbBTffL/OFcQKwUeRyS0axw7PlNpQdA7UNRbpNSjfqj8Sb1e7yCpYW1FlNfr+ZT8OdNZeM3zw9l3E4lEd9GYW6lJwEUWOpbx55yDCJ9jfUoYK8tVeRVykKIcC0xlXbuAxkAscufsIfF8sIBv6iO2631popjwXTVnEXA+lXcQeQmqL2rsvK9BtbNer9NzSCQ6it+9WqlptUxNUUScs2++qnHg6nfN02CvgttnYa5oI6wP+4j3VdtNNJpSqKpf7I1FUNQW1hWVxT5h7iaeuyavSY1JeTusPBKJRPfQWjnwP3wOPkaWvf+O6AZEJDBqwhbba9v32mY8Zelj36M+qvgAc+xs1St6DcfjShjbRfqJx/8SoYtzihvaovTdTZ6PKstKHPvYxuNLJBLfDq1WK7FgYKVg1rw6SQlnRJPwqVEeihZxqOyu/ht3ALPQiupCuidScjgmFoxIX7mlXrPsIw8qWnVUE+qRsFbPVL+47ahOv89KTnlkiUSim3iR5xCdl8DegwpsqvJoGftRmBE9pLyTmoKJBJDa5Yv3awcVRbRR5D1FXgK2g2kquF2laPE71Ggw7juOUXmBSpljPZFQjwwBfI/Lc/2JRKJ7qCoHpjLMYu7dy0dWsBJyfN1k9TKUN+H3Ffdd8064TxiEZipNjYmFPwtX3h8R0VBMdUU5qJTgjbwA1a+aBa+UJF5H+zuwbw72MqK+JxKJbqEVQc3We00os2XL72PZNhYm1sN1Ngkh9RutYP/Nljunpeb+qOuo/4rOQqXDq6EiaofrYc8kSmuO48Jgv6IA+R2eY6XQeD7V/OBY2WtJJBLdxItoJYcSZPhMvcN11WiMWnlVVglVVYfqswvWJuGvlBJazpxGg8eOx56qvjGUhd8056yQuBynAMENd9yf2ndV1BS/y8pFeT6JRKK7eNF6wsjCdaCFyPf9faaTWGiYPRd2WB6fY3lFU3H73ofoGdbNlFnk9XC9NYGo3sN3mMLCa1XWx+1nSvN3ieZMeYJqfqJ8Sk2eIN5T2WTRu0wkEt1E68N+8K+KQSAU3+9lFTXhZdySVfQVlo8Eul9HtIVKDldTJFyGLpWpJQAABvFJREFUBW/NU8HVOVg30zmqn6x4/XQ25RmwoMV3oz7w+PBv7WAh/KvoLayHx1ejpxKJRPdQ9RxckLE1HeUK8t+/Z4OTW8BYTxsBogTfSwRPLWgb3YuURORR4P2oHtUXdV9RYlyfzz+mq+DvpTydWptKuPP/C6zoue6IckskEt1DVYqrf/TMJytOPhJyTULooGOVzWb8G+utKaYmygl/41hZ+KPAjxRDJHRrdJUaH5dh74PrU+2rOqP0Fuo5llFKTo1DUU5tFGEikegGGj0HZfnhdU2Y/V/pg7bvtgl2NlFPyupnBejCWAlWbpe9LaV01BiieAX3A7l7PjWO0TSPNSUSeRBYJycqbKKy2vQpkUh8W7TyHGoWcZQLKRIkeM2UC0MFVllA4nVNyEV9qAnENpQT16mUEF83eQtN9EtUV61/0bhqyg09k5owx13oNcoxkUj896B1cCCyqhmKg4+sZaxDrdOvKY0mK7fpnSZ6SQn5KHbgv308SjGyUoxiJUro1+I7Ec0XzUG0Wou/W6Tsa/TQbrcrwXMeA7aRK5USie6jkVYya7dkEa/bWPIOJTxVP1QdSsjUBI+Kh0TCrkaFqGArl1PKhmkj/Nv0ruqHP+Mdy1G/avEYVmhRLKXJc4rGze+mV5FIdBvVpay1YLOyjp1SQA66DZqSz3H7SgA1KRll9apYgPcnWs2jrjERHyugyMPANpsUI7YVeTyuJNS3UvNQo9ai2IfHW9hbiX5zXYoSTCQS3UTr9BmK/2fgiWb4rqI8mJuOBBkux+Q6+aQ01W7tHgswtXnP+8a0F9IjkUdSu0aFGlFkKHBV3byMNLL2uQ9K6dY8HaaD1LdoUqAcj0jlkEh0G40pu82sHCNZ4+z5HS8TWaU1qoTfReFUE6bqGtvE32qzF2/sUoJc1e9lVN9YwCvhWKOwGBivUDuYlfJTykDdj9qv9Vl5P1FMheMTiUSiu2j0HBQdY1Y/mIepBn5u1p5zRos1Ssuh+oDvm9mz5Z7RmLjv6J2wpY0reZQXU4sBeBus1JpiIjU6KGon8jzwOSuwWr/YQ4m+ceRlRpRXIpHoDlrHHPgfeZQ+Qb3rYCudvRGECmKyYIys15rV29SeGgPTS5jKHDl4fC/yNiLPKeojejlR+Wg8ysPg+rwvkWLA8fC3VocjRQqDkceEJhLdRqt9DrXnkZWphAmWwfd4I5eXifrCgogFXpNFHdEtLNi4TyouoZQSewXscSgPQfU3aq8NImGvxqyUkvIG+Jvi90Mo+i3yLhKJRDfRKrdS7bmZtgJZ4JrVhbSiNvAZlud3o34r7wPfQeGPx3ZyXewluZCMTpXDdpTi4/FiG9Hccd/boPZ98DmOTZVR37CJwuKx8bfImEMi0W203ufQRGGocpEgqdE/Ud1ehuMGuIwUhbd6n/uoYgaqj0p5qbrxPnsJUTwB/2JsReVMeilPr8bA/VP1KgFfE+6KmlL1YdlEItFttErZrSzMmqXZpr4ontFkzUa/a8Ip4vlrbbFSQiVk9jy1dSQgo754nWqMrEiU0lOo0Th4X3ld7B0oT4ffwTG/ROingkgkuo8XZWVVzxBteHQu32Rl1upmARtZwmbNO6dVLKCpTlZyLFxr41NUE9+PhLXyRlR7ilbzMk0J+5q8ukjAq3peQoUlEoluoHGfQ/SPvS3/z+9GFj4KerUKpq1yUWXMnm82Q6HOm7vUSixWAhHlw++gMMa2WRnhOzgPtTaxXdWPaI6wbizL/cbnNa+q6f1EIvHfh1ZLWdugie5pEhZshTeV9TZYoPt9VR8KRdyopRQHK6nIG8C2lKXO7arn0fGrrrh6vV5J6cHKRy2lrSlNRelFngnWUdvYpubJlyozHZdIJP470Dp9hpmmKfA5gimPthY+C7qoHF/X1s278EI6Ba1yFHxeDje1qbFyf70e5UVFMQUMOkfpy3FjnteFAj3KARV5c34Mq7/XZtWQz0dN4fC1K7MaXZVIJLqLFwWk21ij6jffU5x6RNM08feRAkIBqN5loeqCFhUJ00JMmyhrWlniau4i7yOaM54Xft507KeX57ms7QBXFB+33UZh+O9I4SYSie6hlefQRAm0DUIqblqVYwHLljy+h9de/unp6VlabfZk1JhY2bAw5WCxqoM9CIZ7LnzuAVrm7FFg3cpbUJSOyruE17W55/rwWRR7UPVgmRrtlkgkuocXZ2Vti6h8E22EwocDsrV62dKP6lRC0ZVJJGRRIJvFO6dRYWE5FpSKKlJxD1ZsSrly3xj8buQFqPmKlJ//baITsTwrvlQQiUS30ct/pIlEIpFgZPazRCKRSDxDKodEIpFIPEMqh0QikUg8QyqHRCKRSDxDKodEIpFIPEMqh0QikUg8w/8CvRbe4zkFP+UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5147ZTo33a8dc5+Wwm/7NPBG1IBdcD4fpfF4Npkx58/9XSislzXr0mirxYBFw0zfmU+vwkIW1ENX5C3tNEmI0ru+IBMGkHwgC9FGySOhZiFAqkksuq7Ug4Xiur68bvCLK5tps+tHr9QrasPFEcXu9XhFIDL/L8BCgTqeTi4uLJCljsYH39Rw5MGaH1Z1OJ5eXl43kmHlqFNb0nR0qa8Jvr2vtdCzEj9UhuBllL2sgwTpqtfOges+Ubg0OHMEalPmaNoQYIiIKqA9AkfuO0SW3gKw6h2AAQ/SMbiEb6BT6PR6Pi36ZLmKsOM5+v9+wHVwPXTcoms1mxUaQAzFIOz8/T7LYRFsbZO7P2DHiFMtw7/X19QJanbPgGnyO+5t2Yi6wD3aKpsFqepaG3XzoaPyHKmVlkPakFkIbfDL5DJjPEAoyOQgv18Zo2Rs73PKiIiybm5uFclpWxmrKyhUVCALvTyaTnJ+fl81IdTWRnRWLTYKcBJYTgFSBIFgsMArjag0bdxCeEYDHsbGxURwEhv76+roRDTAHl5eX5TXvozANR3NUY6PvOfJrFmLkxAr6Re19uYnH0Jxstu7UxoTX7RSgg3ifn9rJmzIhooWGsSNBJlqtVqms6ff7JVFtNA/II3cBH488IYeg9/F4nIuLi5Lo3traKuNwVA9I29zczHA4TLvdLk4CnUcv7LhwKJ5L9DZZIHNyfY6GjPL7/X7Ozs7K3ADkbPOYR1dzbWxsNMpQ+axpI+bZRt3O1hG56W2vKQ7U31lGCX/lzsGDY/A2XLWQJYvQy8YPJH9+fl6uAYrwYGl819e1EvG+k3POU5gbBLEPh8NcXV2VhcegOWQzPeTw3Mk9h/Wbm5vZ2dkpoTXCu7W1VfrP+FFa8hmMxYtO5IExx6kQ1aCgVk6jEudl6CM5CHPCSYoTd/WXuWqH407EOyJgLh052IGYE60F+rE6CtbTtfTOwRkYOWqtnQOGzAa0BjHOZ/FdronBZ32Gw2GRrzq5nCzW29Qssnh1dVUq2zCi4/E4yaIYBINOhF33F8C1sbGRg4ODXFxcFKfR6/WytbXVyHEki53idbTrvAMVWnyv3vjJGCnzdXENgM7gyDpFYx35vFkRjxF76CiLqkA7d9YLeTHN7QiEcSJTD93e6RwwFua9a+oHIfEeBBtcFi9Z8KbQIgi6k9G+tr9jr4gjsMMAGRDqsYgXFxeNhBJUD+O6vb0tiTm+j0B48u0IW61W+v1+WZDLy8vi+HgfpaJ/9Hs2u9s3YsdBtIMCU3vuEJsx9fv9Ev0sSyaaOri6umqEp8yv+V4S6/zvOUbRoRs4Hwcqyc6NtoxC8ndMFT7GhjPHqGOwbXAxgq7AqylZwBVrAJBA/rl2zfvXeaZkUTZu+sTr6KMv1tbWSn4C48Z9DMZ6vV4pjYXWwRjb4DEeogtkcTQaZTQaNYzmYDBogA52laNTdcK31+uVpD1jg0rzfp6tra30+/2iU0nzXCo7I3IhGGrGQjTOegD2DP6Qf5wGNov18jpig+zkmQsDC67Nejxke2+1ksu3mHR7QJAu3tEbz5jQmt90lYYTnLVj4DXTU45QkmZix3TQZDLJZDLJxcVFcWztdrvUGNN/FnY4HBaH48QS1BD3IrLAeJpOArE7AWclw+CziHzODgi0w1zg5IzS6RuKcXl5WSKJra2tTKfTUp4IuiLHYNoIp1/zl8y7XzPn6Z3ydTj7wziAx+oYkmZUWwMt5AGdclRBcth66H0SBjDJIplsXTN9WdNVRr0YW47dSFJ05/r6OuPxuKEnl5eXjYig1Wpla2srs9ks/X6/jMN2xJs9cTqMzxvRSBaj207kM3Z0w7Qv1/PYHBnjTDY2Nkr0AwVrdgEbR1TEWnAvdMhG3/1ImkUiNF+X7zr6dpIfvWesHocjcdvNh2jvdA5XV1c5OzvLZDIpFUEc4IUwurKAzjmsZbt+sshBMBEIDl603+8Xo0/oBjrgs0wW4djW1lYGg0HhKdvtdtkBur6+nmfPnhVe8+TkpBhbxoNjGY/HxVBeXFw0wsTNzc3iVHCEFvZut5unT582HNb19XVxKkQS9O3q6qoYazbGcT8SfVyfhvIRLXAfC9H19XVJ3DP/o9GoRE6gVJJ/UFy18eBvU2/MLWvEa+Q3oJ6sCHayy+7xGNt4PM7JyUkxev1+P9vb2yVSSBanmBrsgMqJCB3pJouiA9AyBhg99em76+vr2draKrvikzsZJaIn/2DqcG1trXzn+fPnSe4YgJcvXxZ95P5w/ZubmyWyePv2bbEbbG7FoKFDyDdOb39/v1E+a2ob4JOkfI8+caChbRTzTfMcmYZF5k0/QZGhE9gaHCE04Wg0Kk7G1LEBWU1hMx92dBxXwvcBsAbO6PGPi1JK3uMcxuNxxuNx8bCmI5JFSSYhI9w7iAXj4dMf+QHd19vOQRl8BgMGb1mHyEmKc4KX905FvnNxcdHISZB4JhKABup0Ojk5OSnK1Ov1GifDgkhczWHH6PmBAnKkxZyhjKPRqIHuXMlQCxlO1Zv4ut27k3KPj49LtGT0B23m5KHDVZCIjYSTdnVz6Aq9V6OeZd8zRfeYI4fz8/MCUnxcDIaHahtQLwUPTrYSuTm6dJmmK3YwtMgKOomOYJgw6FAbOAX6x/cAS6DW7e3tkqQmogZwsRsbwwuvPxgMGolt+tvv98uGNSJgbAKggijDeZrkjtrFESCDpluItOg381efMuAkMIlibMHNzU0uLi6Kw4OqNbuCbtm5JAsjb2eCk0sWuSjsFY4GPXTuI1kwEtzXNuSh2judw+XlZS4uLsqieRONOwxivbi4aOQBnChjMRkQEQeGC5SJIIAE7JGdpCb52+l0cnR0lL29vfT7/VKlc3V1lcFg0JhIJ62dKBoOh9ne3m4Y5Nvb21xcXBTk4vAdKgdl4FpQBYwHJ4JRJnIw9wl/2+v1ChVkR0ljvojEEDbKdKnXxjmYZjCqd+KQdXQOAcVBkYmWaiWwEzD1YefDPDs8NjX4GNv5+Xkmk0kGg0Hhur1vgblE/pAPO1QndOuSUcCAnY2LCjByUCnQvoAk8m+TyST7+/tFrpNFrhDKy9EJv3EO3W43u7u7RZ/IVVxeXhZghmw5YnfuDeMNMCJ/QNRhB2nas6be0Ddkts4DEFnxOkYYfYI2cyQPq8HaOBfg/GayKNunICZJI2KpizUYv50T4NaVh8wPv12B+BDtnVdzzbKrcFBuV8JcXV1lNBqVBaYczmEh3+X8FfjKXq9X+EkmFIGnzGzZeTJUMbjqgveJaKicYPIQmna7+TAfJ6JRLvOtycJLI+Dz+TyDwSBra2sZj8dFKby7m2RYLXiueILrJFwtiyP6xgbYfbFQgxBBecyFT9VkvD7rBYOBQ6I/dWNeMC44eSMah9ooq8uQjaQeY2P8UJ9QOz6HbD6fF6oOatclznYOGHQMz3w+z3g8Tq/Xy2AwKDQPTgQw5/UlSmm1WhkMBqUUG5Bmx+S/XZaLDtaVcUSWgCQMO7bA53h5TOvr67m4uGjYjbrKyXJmWhrHaMqUebWRBvC4HBy9wPjzniuFGLu/Z0DLPPk7jIP1qKMA5rneh8Ha0HdT3qbYfhz00judA0ILUgTZIIDUMZMw5Wdra6vUIFO/O5/Pc3JyUhI+hJ6Xl5cFqYzH40YSDUdC7sJVHKZlEEAEAVQ/mUzKmfU0hAthJUx0kphwmHwLjolFGAwGDWNLLgbjbMHmf4T29PS0CIQVYTweN+qrTcfhfJlnvs8cQOdBKWDsXc1kBQRR1ZRSLXA4QOc4nEugnw6PjX4QapTN7bFSS45eXenDWrosFPkejUbFONa1/AAw1o6cwng8zuXlZUP+uP9sdncUPmuAYe33+wVIAJZYN/SLKCRpniLM0RdQqESnVLi5qsg7gOuEOa3b7WZ7ezvj8bhBMZsFwJYg507cttvtXF5eNuYWp8X8XlxcZDQaNY665rOU0jJu6xRr5wS/wU8dOaNz6BKOoy4GMYXO5+1EAdk1FeZcxkO2dzoHBKTX65UkFUI7mUxydnZWkjUMwhvd6jBnY2OjJEiThbFh4KasWGSu653Qp6enmU6npfyNkAsUMh6PS0gIMgO98DfCRa4Eowyqok8I0Ww2a9BUfJ7F5Ho4N1NJprCSxRkuo9GozPNoNCpJ+tvb25yenhblQ1jIizicrake5tMOm+Yoz84Ex+YqKOYJpSOpb+cEr23BXBYh1MrPGj/GhhwPBoNyqKQVHudA0tobr6wPNGhFwJarkc7Pzxu0rilQ8g1JcnFxkfF4XKITqpRseGyYMfZJsre313hELyCKa2Eoh8NhYRqgSdggR1SDzHGtTqfTkE2om9rQ2mgjnxw146MxmCeck/MsROBEDI6+7awx/qbPAcg4wm63m4ODg6K7SQorwn3ph/M/fN4l7PTJlVzMQ3L/Ub0P2d7pHEDd8Fyj0ahQNHDfOBAbqMFgcK8szaVuTA7NoRcCCepkAbj+YDDIYDDIaDQq6Kfdbuft27fpdrslgY5DwbBvbW3l6uqqJOCYeAwk90VA2+12SYqdnZ0VpO+QkCS5++7QmrFa2IgAcEpra2tFuLjW2dlZmQOcHMKCgPI/11smtE6S0W+MMjmk3d3dPHv2rCg7DpH7gmbpH4Lr9bMRg9um/zhHFK12Ho+tDYfDJCnVaxg19Ons7KxxmjDGjipBAIdzUqZPDFiQQ+9BwlFQEJIsKFjf18DORo819IY05+QATo5wbLw2NjYKGEPviFKdfEeOuR8OwYUdRK7oGL+TFMOLXJPvMC2KXiG76ClRA9eh2qmmg5I0SvSxTTs7O3n69GlJvDM/k8mkPBtjPB4XvULfHBHQB/pHxAX4Y16ZI+zZQ7b3Rg7m6G5ubnJ0dFRQLGVzGHtC2K2trUYCyDuZHR3AbyNg3inIZzc3N3N5eVmS0hhUBI6+UAHiJC8LBorwNnqMpg2mK5vY7m+apdvtlrk4PT3NbDYr0QiRhs9b4XtGMUQLjMWPdZzP53n16lXW1tYyHA4LovOOTAu3d6wmiweVQG8hzHXl0+bmZp49e5aPPvooT58+LQ4TGo38DOvPa3UOw9ValhEnFk1JOpx+rElpQBMOHsPAhi8ABXNILmJzc7PMG7rGHNeOwQUeRrwgTiN1U1UurCCCdR4KoAhtSqS8vb3d4Pkx3AA0jFy/3y8oHifhUlwo3t3d3UYhg08sqPNjRCEAL4w4etFut3N+fl7+Rk59YKAjA65R58awc8wrfeAz/X4/z549y4cffpgnT55kd3e3sfMax2vqmb0W9MEl4ZTPs69kGbXLXLB2X2lCGg+WpHgweHQbecJT5xcQXoxMnQAFzSeLXb3JorIG5GOaxLW+JO2o/CC64ToYZaovzs7O8uzZs7IYRhV2SAgJgoBSEXbzeZAOzbkCnCICRTQBZQBN43lNksPDw+zs7DRKg/2+UTzIqK4OM7ePA7YTTpKdnZ18/PHHZd5qfpMx8+Akoj6QKEoGAKD8kIiScZl7NVe9DIE9loYjNSV4eHhYdIZybB4SxRxiyIl2k8V+ISdDWU+QOclORwnJQj8sq+icnVeySIwCyPghp+eogvyFK34YA+uPYyBCgZrp9XrFKdrwmt9Hd9AfbIB1LFlEO7e3t6XgBUrb1Uo4BpwGYzal5kgK+4ezZp4Hg0F+8Rd/sWymdTGLy2HNNNBnnL3XFkdKtOO5BASip/w2hfwgsvquN6lBhj7C2IECcRycf/L06dP0er3s7OyUaxglspBWjNPT0wZn7++AUB0pwFXSP8LB7e3t9Pv9MnHwd69fvy485enpacbjcXZ2dtLtdnNyclIUb3t7uzykBOEkSmGhEBQWhmjH4RyKSB9QSsaMMCIIjHU0GhWlefXqVRFinCJohbDTCTnuT86nzn10u93s7OyUMHcwGJSd4xhqhJ6xMhacOJv3EGqOIIF+ApWyZuR+Li4uGlSaE9WPsYECmXPWD91ibak22t3dzfb2dqGjjMxns1m5HnN/cXFRjoyBtvG+B1NHycKJmxIlet7e3m48gZETf31Q3atXr4pcca+Tk5MGpWL5RC92dnaKvqFLRDGmdfge6Bonxv+ALYCU2QAi4PF4XA7WNFUDoifqIfI3qCGKooAF/er3+2GLv4UAACAASURBVHny5EnZ58FJsawD+UyzEtgUl7djDwFZzjuRE6FEn9cph2YesFkP3d5bympUwWKz89FUDYve7/dLiZ5LOjH2RuTHx8fZ3d3N+fl5g4Yi+c2ZRSwYlU0YGVcZQWcQqSDwGGvCWxCPyz55n/7aqNJwTHZYOCmjDeYLhIMzccUR3h+0zgYeDCqIh8/wfSM3l/witAgYyc7hcNiI4NwnwlpXWjjxaYfH+/6s7015XrKo38ZJE8257O+xUkrJYo5x+GtraxkMBkUnoIT6/X6Gw2G2trYyHA7z7NmzsuvfVAzGDf06OzvL2dlZAUJ+Bgh5BqJtDIyNC4YSUOAqJBeOQBPxfa5PM0BKUgAGfQFsjkajBu2FUQb5O/IFlJKUZR7531GBI3TykNgff5+ohcb9iQgoeqGai7wC43G1Effz3hNXSSWLnF5y/9n0XMO66hwdfXd+B3lhXh6yvTfnYKOdpCRckgXqQGC3trayu7tbJpDEtBO4DLTT6eTjjz/OZDLJmzdvcnNztx/h7OwsR0dHxWBub283QicnoTDgGK3agHqyk4Vi+rgPysdAIqAHl+g5eeoFheeDK0R4Xenhe5PMdQLc38HxoEQOHY0WuTf9ZEcp4e1gMMhwOCwJZPefvhH1ORpCkFkrC+QXIX2XDjoPZGAAWuUMKPPkj61hZJO7tdjY2MjOzk4xQswVu/Z3d3dzcHCQvb29guS9ZwHZwOmSnzs+Ps54PM7p6WnevHlTIjhvZnV1jJEq/UwWRgmH4IRwkiIfNAMXAxH0DeDD+8i4q6zQBRwfNA2ghfGj56ZXkUfKeEn8Om+CLnG6ADoGsOQzOIT9/f1sbW2Vo3qS+0UA0DoYdQNH5+UcMVqnHGXQT+wLY6ayCtuQ3B1QiP76eJAHkdV3vYmHT1ImCuHyeSD8jbd98uRJWUxeT9LoPMmafr+fnZ2d4gx4tsLJyUnOzs4aoTATRvLGDsBCliw2iflZuYSuPlqAxJorqkBUXiyMpe9VIzgLqROIrjoxwjJKLAsilG0lQDFJUtals+yeBOU4OcU1rPDmdM2t0jAGOD4bczsbxstrOAYjRBwi16wNymNqoG+igH6/n+fPn2dzczPb29uN95IU+fjwww9LbodmI4Jx6/V62dvby0cffVQq9Y6Pj0skcXh4WKgovodTYROmk9BJc8Niq9UqlKILHOgXuQpkEiBYH63jShvGCS3FPaGur6+vC9hZlnfg88gYegPYI5eTLJweEUOr1WrQRozF9BEbgGE0sEHOBTlCYGyeN+YbJ8z4cG52dlwDG8YcemMxfTcjQ5T3UO29OQcMDov25MmTxoFd0BjQCbPZrFQx0VydxPcwbkwEKPj6+jp7e3vZ3d0tu67ZIMa1MLZw+BgbJ9NYdK7rUkoElM9SbcBZSI5A7DiSxYLTH1MBjjJwjC6bY7H57YQ3PD78PTQUQtRqLXav+qRLP1TIiB3BZb65nuvEcQa1cKN0UBCMJ7n//Gmubc6W/hOdMI/0CTT1GBuVR0R86+vrhQLEMPV6vfI/a8Tn64jLxRztdrsck+2Kpv39/XIUDpE6x0KY7uPoGTh5l2AnKRQY8jedTktRRrt9tznUTxh0VF87G6JNDGaycHZ8F46dPuIA0XccDvLHfHB/8oXolMtA0SlyH95ga9qLa5i9oGHMOTbI+RyXEzuBzI8T+44kXLDDPKDTOF1kgK0GdhAP2d7pHEAzGFlCF46MYHFt+Ak7/ZMsjKUz/KBZchqtVqs8m7bb7ZbQcDAYNPg3BNfJaW9eYeI4h4WFIlF3dXVV8iKz2ayMzxU1NBwkDo8EW7fbzdnZWUGC5kNJOtVCgIKw4Y05rctCcSoYXEcIPtqA1xwRuTkioFSSZs7WERiCPJ1Oy34LcjjOoeAQk5Td63WyFGfFdRmbI7zH1qBeh8NhMXY7OzvZ398vtIb1yWXgNVVa03nz+bycMsDnkjuDCcAjKhmNRkVeAVlU7BCpYrgwruQT4dtvb2/z+eefF6TOfTjXDFnleoyJcRBdJwt6k7JTRxDoLJSXETXXo49c03t/kE1XXzky29jYKAl/AyRAbW30XYnFPdANDPv6+nqDOrJjxC7wuqku5sJ0La95rwpglL89lw/V3ukcDg4OyjG9VB849GJAoCHz4cliEY147MHxrAg6JWfUUhMJUC7H/w5NTdPgYDC8Ls0ksrHhBkU7v+DSQQyvk3VGbkQ2rj4yKndSibnC8bl/rsBAKUAwTgYnafSpRpHMnake52icT2BejDao8cYxU0FFAt3UGDJwc3PTeFaEk848QMW5F0dwj7E9ffo0w+Gw5O4APwZgOIU6svaaOYGdLHJEs9msULQ+NgNjQ/J3d3e3GO3Ly8tG8tcJ6pubm0J3QW3gxG5vb7O3t1c+z30BU8nCoTm35TLvZHG2Ewl09hA5J4Ejwxn4vSQFQDHWZGGIDfjMeNjQj0aj8n3vRTBNxXs1SHIEhkNA5+oCEOyeI3r0xeyLnQ720/kq24okhbp9yPZO5/D8+fOCmNnsQgjmZBbCAl9utIxQEZYx2KRZi4yhgTZy0grjTujGgtee2qEgk2k0byW0oQadsUigIgy0UQFKen5+3kAWzi+A0jGONASxNpRJ8yE5Se6hRebNEZudGK/X1RNJGg6I/0EeGH2Mws3NTdl9fnt7W55+hVCCGlFoFB0HMp1O70VhIBvOukny4IL8k9I+/vjjcljkxsZGBoNB9vb27hVIkI9gnZhf1two08YEGhBaBn1yAYPlIFk81Mu7jJGdep0wbugqjqDf7zd4eBo6430QGER/xnrAuJB97pksDrxDH70Hgj6Z87f+JIsNddgFJ6BxuMt0yblDzm6jD/SbSAJ9oX9QrEQ4FCKgd/QLVgL2hDEzh87zOEGNDi47LPPLtHc6BxAOSN7G13SQF4iFsNHwwXD8T4WNQygmAz70+Pi49IX7sJuUeu75fF6MuxXFR3MnKQJMkg4HwX2NllxlBU/fbreLUhMl4BSpy8bh8Bk4XDjBuvIrWeyYRRjNN/Ibx8E47RiclMRpubQVRSISSBYn2qIgID7m/uTkJOPxOFtbW8XgY/RZCys0jsWcbE0fEmYz3oeurPhJaTs7O2X3LLSLn1Hg47YdxSJzrJlzR96rgGzc3Nw0clh8hrPQ/LAp9gDAn6ND5ACThVF1ZNjp3D26E2TMXhicXLI46M/H1jA+yynX83Wcq8D4GlBxpDl0LPJHRID9IUfBPLokG4dlp2U70m4vKvugl5I0OH6vARSYAZVpMJ+ZxFp1Op2G/XBi3hEJc8G6mF2hHw/Z3ksrUWKHV6JTSRqIHaMN8nYWngZ6YfFAKggoiPXw8DAvX74sxqwuq0OQe71e9vf3s7u72+C0mTTugzFkMxiLtru7W6gml7vRb5e2zWaznJycFIQF0qN/bLShf86p4Byot4YKc34GZFIbBVBXskBCNhSj0ajkX87OzvLpp58WY8z32APiM5FqntQVEhipg4ODRnS1trZWnFyyyFfUlJcT1KDLpHkEsSOqx9Q++uijUhJJPsb7TQAlrVarlJ+iUxiYZJEMpfEdO48XL16Uyj4Oyby8vMzr168bPDqOxkd1sOb8oF8+BoI+I7+UUGOE7cRcgYdeWi59HYw/JxvwlEaQNZ9jk6UNvZ934LmyQzIwYb7QS2zB9fV1qZj8/PPPS1EFsgylbMNPn13liOMnMqDQwLSwaXfGWQMCogcXH+zu7paj/jnK+yHbO50D58H74R6gE0cMDgXh2c2Le0eiubvDw8O8efMm5+fnRYgxspy8ijf3TmQmkL0Vg8EgP/uzP1vqxWleSDy0aRlvXvMOR5CCS+6ILugHXCMVIPSLDX1EFuZL6yMOjP5RdtfAw9smC5oJ3hLlYl/I4eFhA40ty3sk9+krV6eYt+50OuU4dGq73YyMeCiMx1JvjDIF5j0Qj60Nh8OS2GXOMLysgeUemUyaB6xh0Ix0u91uPv/887x+/TonJyclugaxskmO3bZ1zo/W6XSys7OTn/u5nyufGQwGBdFeX183kDIAB0OIfoHG0SlTVUSQRK7IKru8fZoCUY6TzN7QitOBgkvSMK7022X1OCNovCRlTl6/fp2jo6NS8gtaTxanBtSI3X9TEox+YNhJfG9ubhYqEUYgWRyHktzZXq83jrGm7X5cyejkh3AONf9W18rXPDbCBBLlt4/RPjs7y+HhYUk82TjBeRNGIYzmKV3R8+bNm7x58ybdbjcffvhhcWbD4bCcZIlTYfFB1PbennCoGaMKV0K12+2SvEWYOXefg/Jwjr63aTd+z2azEtYbxSNAlNrRh2Tx+FYEuEZDRu7MGyG6DcHt7W0jVAZt8fmTk5N0OndHP+/v75fz9Y3yQERESkQnyAuOzKAA5/UY2/b2dsMQY9QtG+bOMRA2Shhcn/J5fHycs7OzvHz5srxeH8rIAXUuBuF/1o/PHh4eptPplFN70W2XSrsE1VQWYMGR62QyKZGkE+vc3yDq8vIyp6enOT09zcXFRTkuAplyJOA+u4rLIId+8Fn6Au/PHI5Go7x48aI8+c0AF51Ct3Hgy5LgjujQB1iRo6Oj9Pv9vHz5slStmVI0HY/TNb1sJ5EsSpld0vxQ7b2b4IxMMKCgG+caiBoQIjapkaA9OjrK69evS0Rwc3NTznJHMG3865xBstiST+hoSuYv/uIv8vnnn+fZs2cl6VfvQiThap7PaMLRBM00liuSrFgoI9EBr9Wcp/MyfAZFqI3oxsZGXr16le3t7cJTQy2A/tbW1koJno28hQmFIaIyF+sNOYyVz1DCO5/f1b9/73vfK3ssiNbYPLQsAWcwUVeT1Uj1MTUbKuaDKNLyib45hwAYubq6e97D27dvc3R0lPPz83JNmhE271GhA8XJWrE+9Wax7373u3n58mWOj4/zl/7SX8r29nahkaGbMJ5O9J6enpZzzrzvgOsiJzZytNvb2wZYhFqj9BZDbV1hDj125NrJcBocPnTsdDrN0dFRjo+Pl+bDTPkCgtFFxsS8cn0qmFwAwDqenZ2l3b7beHh0dFR2vt/e3mZra6vczzQb9gZ76X7VoO+h2juv5vCWznrrPr8RdIz2yclJRqNREWBHDXCQyeKRkvc6tbbY3MXnXCfNYjt0g844Pj4uexjokx/y48Q1i0bm32V/yeK4D6o+koWDIUwHoRFB4CRJvONwcKROqlvZayTNZ46OjsrBXqBOl5LiqAhPh8Nhbm9vc3x8XPaJEHpSwYIRITfEnNNHozCqsQj5ib7YsTqdTkuuBfmwAWSNuRayYkP2mJppISftXfqIvhEtkO86PT3N27dv8+LFi3IshGmUtbW1HBwclMfY2uHM53cnglovkAcbbl6jTafTvH37NrPZLB988EGePHmSTqdTnq9O7u/m5ibD4bCB5gETyeJMIWTAZx8xRk5H4HwoqDFXARENGwDRT/KE5vxr0OkqQJzP8fFxOWEWOYaiTVJeJ9+GTuFMmQdTS+Q5HV2hC+jZ2dlZYQU43w07Ox6PSzTgSq4aqDvf95U6B5oH7WQkiJr3MB6ffvppPvvss8bGlWTxUBGEg1AR7p5E6nQ6zcnJSYOLc5KYJ1VdX18XJUGw19bWcnR0lOl0mmfPnuXp06cl0eZEF4bavB6fsUBh2EFwTjwRIYF0HDlYWHzgF6iNMlKHyEkaztJhNskxwnzKiW1Ynj59WpwTERtCg0OBSqqjwKR5XowrThypzWZ3Rxq8ePEirVarnPDK+jp5boc3nS4e4kL08hibab5kAcCQDzsEjMZkMsm3v/3tfPLJJyUiTRb7cqA/er1e4eqpOAM8JSn6Ao+fLE5e5gwz0D66iUEdj8d5/fp1xuNx9vf3G5EjRtpFIIA5juBGf8lXmDrjewAsjLDzfJ6XOg/DvJIbQFZ9EoKNOnNKBZ/zCtwHQOnjxwG+UKmUInNSKn1i3qFyqYykr0QT6Bifffv2bfb29spR+QBxn0hR55nMnnylCWlvusBoEooilBZskqP/6B/9o0INIWAOBznnxYIKOuCe7CLmmQ8sECdVOorA6Bmdgghctra/v1+cgo0+4RrGvOZ4aYTphHhcw0liI8PpdFqSbUQMPtLalUk0h8p2GPTTwovT63TujiPn0ZJUfhG51NFLkrI2TkpSqkvoT3UK+R8cNxzqd7/73ezt7eXJkyeNsdBfFwDUYbJpgMfUKHOG1sSQGpC4gOH09DSff/55/sE/+AfpdhdHqpMARkZGo1FevXpVgAf6VVM4IFEMV5KSJIUKMogjJ5Isyl+ThTEmMsC41xV/UNP0AQfEdXid8QIaAX3WHeampn6RJdPCzKVPKsAhOXp1cQt95TWPg5wOlV8Gq7YRSRo2kyo/nExdhgyl7rW6uroqFZhQXDg2nB1zwXzXeceHaO90Dii4Fd9hjb32eDzO27dv82d/9mdl/wKGgQnkSWM8so+aayfHTNEkybNnz8pRAyRHJ5NJSeQ8efKkhHfmTxGGk5OT0n8S7EkKOsHBWGARRIf5ptb4DIbeSo3g8UNkQbRkoXRDYbmO59fXhn/d2dlpPKgeh3p+fp7xeFwQBe+5JLDdbpdz6B0pgfIwIJQdG/mRiERhDw8Ps7+/3+B1zc2iZPxmjI/VOdQ5PJCjkWByN4dnZ2f57LPP8sd//Mdlfl0IwG5iShk51RgjZOoTnZvP5/mpn/qpcozG2tpaqRbc29srm++QCwxnTbniCA4ODkopJhQKOb3Ly8tScVfn23jNf2MTYBEAQ9YpsxXJIodhOa5pIYO/o6Oj4qD4vgsCoMawQ9PptBxWaPSOjWK+2fNBHsYRGADNTsz5JOtokrIHDFYAp8a8cg36b0f1kO2dV7MiI9TsPWDfwO3tbY6OjvL555/ns88+K8kWP6T88PAwJycnRVgJ+Sj5dF0vkw6qH41GWV9fb2T1QU0I9nw+L5w6Htao+/r6OsfHx6UOO2k6B086yMNJLRTZYS2OgTAZg8lnjIQQaIf4y+aZ/jo8dLL85uamGP7kDsnhIHCYHIuNY6ZKhTnFAJEsI2SFvnIl13w+L2fYezc10SMRAfPv5CNzy5qhxHUC8jE2yzs65TW7vr7O0dFRPvnkk3zyySelDNTnV52dneXFixcZjUaFIjJdlCwe54rjYG1OT0/LunPYJMaH65gG9Do60Y0+7+zsFIPsvADOzPsYXH1D4zXoGOuPHQPsgnMiIH5X5tnx1nlLcoQcWre9vV3kGrCKfjEffNfOhkISnBA5C8ZphE9Ok3H5IUimrOfzeaGCnz9/Xu4HOwNANWijwcw8ZHuvc3BIxuSykQZO8cWLF3n58mVZWLg5jCJHc3/zm98sxwlfXl7m93//9+86oYnkvkkz10FfWPC1tbX8/M//fFGITz75pFTwcOje7u5udnd3C8r60z/90xKFmCohOQe9wkOGEGznD6B1ECaS7C6Jc3iMQNeVGSgdHt+5GyegeM3J4qurq5yenuazzz7LYDDIt771rfzar/1avvnNb+bv/J2/U3hU51Dqa9NYIye12Sj48uXLUr6I42232yVBx5q8ffs28/m8OHDuwf4S6C8U4LFGDUkKqiRKplSTQxxvb29zenqa73//+3n79m0xrCDxo6OjUmXTarVK6faHH36YZ8+e5Q/+4A+K84FuRJ9MJRnFg6x3d3fzMz/zMxkMBnn16lW+853vFATMsdVQUOx9+d73vpeTk5OiN+gfZ0NhqCn3Bohg4F01d3V1VSJc5/RcDYijQJZB1cgUYyQBj/EmQoCG5VoGrVwThuGb3/xmut1u/uE//IeNYhMYBZw5f+P8kjTonq2trezv7+f6+jqvXr3K0dFRiarJ50ELkST/7LPPygOe3Kgi9LlbRCHLinu+THsvrcREmzI5OTkpdA10EXz/7e1t3rx5U0rPZrNZ2fTzzW9+Mx988EGGw2GJMBx2ra+v5/nz5+l0Ojk+Pi7Jn+l0WvZEtFqtsguTMAyqhaQQ5a67u7uZTCb54IMPsrGxURSRUNnlaK1Wq1RuwCH6TJtkwXfW5XYuY60jiWVzmjTLDuvXHT3UjgWlNnp/8+ZNvv3tbzfOfMFp9fv9/PIv/3I+/vjj/OEf/mG++93vFkfjJ9CB/hk/r5E3YRcvHKo5WQQahOQIDgFmDo2SHmOzg3ZS+vz8PC9fvizIGBTLHLIxC1lYX18v+Z7nz5/nl37pl8r+nMvLy3IaMWsC+mWdKVjgHLC9vb1CjYDGDW5wEjs7O/nggw+S3OXwiGDQX3hvJ0ld4YhOEVm6CshULcUb1iV+812iBe9DwJHikJhDP49hNpuVkxhev36d5O7MMKKzi4uLDIfDjMfjAiads0ju9HJ7e7voJ7qAfaAfm5ub2d/fL87h9evXpZ+Mk+pMnATRHo8xtjPgPqZ9azD9UO29jwllcegACCNJKVk1hYMh39rayvX1dd68eZPpdJrt7e2MRqPyNCooDSdOu91ufuM3fiO//uu/nr//9/9+/u7f/bsNw1JzlnB+5+fnOT8/L3sr4M/H43GOj4/z5s2b/PRP/3S2trZyeHhYuEQnep1oRxBBCDglnKSFgByCSxG9p2GZEeS9OkJIFpsMk2aVFp8jBOdvQtHvfOc7pWzYDm42m+U3f/M38xu/8Rv5rd/6rXz/+99v7M3g3g6ZWRPWlYgKZ97tdgtiRWGdk0HImV/W0HzpY3UO6JOrdrrdbvb29gq/TcLTc/fixYtiWJPFUTTf+ta38tFHH5VnhPd6vXJMBglRTg4mmW1qxcYUZM3+Bsqp3ZfRaJTT09NCDw+HwxweHjYeCuUks6lYIkkzAehMnV8AePHbpfBEI244hyQlaiY3wMnS2AZ2kRM1E71Q8YVun5ycNE6EhnZFV6CaAEvMuQ+lxCFeX1/n7du3JXpiDPR7Op02ogHuZz3y0f1JUy+55kO29+5zcAlZksaCIjwu58RZIIBQJoeHh/n2t7+dk5OT8ihR1w+D5n/+538+f/Wv/tWMx+P8vb/39wqCYiE55+XNmzdlgZkkogwQEiWy9OlXfuVXMhwOc35+XsZkg89vOwgqC4ykja4t3PyPsNbti3IJTkQ6t1E7GIeuoA0cbavVKs63DkXPz8/zR3/0R3nx4kVBnfTRKNZrkSyOH3Hi0KE836+pAlex0Xcjrseee0BGk2Y+z1EDRnkymRQqyYbx9vbueePf+c53yjOj9/f38/Tp0wISnCMg5+Pk5mg0KtQGuaY/+ZM/yZs3b4rzclWRi0YAT7/6q79a9tY4ygXdGzyZFkKmrHsgaTsUf966YDBHY5z0GSqJgzRns1nevHmTv/iLvyi67VOGvVlzPB5nc3OzJOs5ONL34bOO7JkX3h8Oh5nNZvn000/L/hNHGdBL2CwXcpjOJ+/jU3K9T2xZkcuXbe9Nb3sS7O29ePbqIBSSxtvb22UCqb0maqAagl2Qk8kkv/M7v5Pf/d3fzfX1damuQCH8/FvqlpkwwjNQg4USqmsymZTzmFzV4GQx10BQTf+gLK46ch22hZjmCp1lzQijfp33EAIMsWknSoa3trZKLgbaAEX7vd/7vSR39deEwjbsFkj+riuPoABoVGnhsECFNkam7cjpMKbH7Bxw7qYjMLjQK5z0y1ldFFIw31BRSQq1e3BwkGRxvAtr5MISjBAVeaDe8/PzfPrppw0AAy2CDvEexvO73/1ufuEXfqGh5/SNMSHbPqmUfF+yOCvMesT4TSlh/Li2o9IahBhp8/wJdPP169cF8NFv06Bco074Pn36NHt7e4X2wgZhF51vRca73W7jOB2iCtbIp95yPZwbNs0FKN63ga6jnz+O9k7nYAPBooDE8ahJykYYkkAcGoVjcV0/TgUayDw3BgOn4ee5wmfiQZmcpFmqNp1OS7gMt0noPhqNGlvVMWRGZK1Wq1T3GDlBqTjnwA/Kw9/MV41sHB0kzYT7MifywyRuSXjt7u42aq5rhcKpYeC9mQqjjoOoiwOMBk21oRhEKhidZXRUjWzqnMtjaU6eMoeUoJKMBXkyf53O3aM+7biRzfl8Xg5e/PTTT3N1dVX2Q9gQG1SgW34WvHf9Jimo2hQlETQ5qG63WyIWInqDLfQY3cPwg4STNEpt+bvWLVfJGYCArg1IaLe3t6WiEXrp9va2PNkSQ+x9BMkikUxiOrkDVb1er+h40jynKUlhKmjcl2pCgzHbOpezMs/e3zCbzUoynM9C/zkC/8ppJQTDHPXbt29LLT27GZl4vKGfIU2n6xCJCdzb22tEIaYvvIkKVGuDa0QL94fBMl3iHcHO6tsZEWr7iAgjLxwN4S+loaaj6moK7s94auNf97M2yrQ6gVl/1pujfC/WgzEROV1dXeX4+LhRb01ZMfPhueGejnAc5mMEQI042Ol0WjYpYqQcrT3GZiBBXf+LFy/KJivyBUQO7fbdUdjw5jhv5J7r8P/6+np5rK7pH8u9k5voVbKgS5AfkCrr5TWuD2z055AJ+kQ/neCudeb6+rqU9KJ3sBI13YQMIs/JQuZdBViPYzKZlMP2XEyBrlDei73haAv2QTih3263S3kwOnZ+fl7m2eDMfWO+TIuZDvP96RfXYxMiDyMDLJvyf8j2TudwfHxckI3L7qCBPAEghPrYXqNfkpKgob29vTI46uwx9AjAcDhsGGYLnykXQk3u7bIyrlErFguF04FPp966FnAnqc3B1ojGwsqicX0vYI3Sa+qG7y5rTpDXCWvyEJxOy25xrscZ+IzDddisE07aGww9BjsQJ+Y870741Ym0x0orkcw9PT0tVXbeyEbk5aiM9QTdm5Pmb+9P4e+Li4ucnp4WkIDs7u7uNihiUyN1NOldtzgB5BrnD+KtAY3liQi+3ulcV//ZEdQRg5vzEqZBTUMblLZarezs7DTybZSsWz/Z/8BYPQfMIzZtb2+vVHXNZncl3UlKYhp7hM7BYLA26FVtF5IU6oux4VCsf6abne989AsIOAAAIABJREFUqPZO53B0dFQmEYRidMCEgT4IU71Jw0aMM1yS5nOIO51OOfrB+xJIqlHeRS24s/1GsHh2FoASPu7hUA3D7IWhnwikq4hoKJNDwWXOwYqC0beHN9Vig+rv1tdzdRPICl6WMXFyJu+dnJzcLfQPqIPr6+vCtc7n8/KQEBAh88c4+S6Ok9dxqHymjshcneSkpj/3GNvLly9LZMUR746GATfI7NbWVjnDyJF0klLh4t3pOzs7Se42h52cnJQj3zEu6A9OH4rIusS1TQdDY6DTfp48cmCbUEe3tTG0rLgsHLlFv2xravCVpJzfZmfHHKHfnc7dQ3bYeby+vl5sGXS0aWUKMXAGPOvFkQj6xvM5eB9qqT6nDXvj/+ujdFydxv1rp+eTlGFKavvxUO29pazm1+HQCNEoaaSjoEO2fnN4FY6DheJRiJS/bW5u5smTJzk7OyveO0njfBWMvDlwDBX/c10SQCRzEApXI5jfMwJ3FYEjFtNn0+m0hMBGNfVvK7GVwvSLnZN/W7FqVOFS0PF4nNPT0zx9+jQ/9VM/lWfPnpW1cGkcm6HI9ziJ5VDe/xPGTqfTexuRPFdWHMaDg6DwwJuMiBwfY8PBUi7MpiYM9mg0KutGnm19fb3x/Hbmz9VkgDLom36/n/F4nFevXhUEur6+Xo6wwYj64Vgusri+vi7gDP1fW1vL6elpcSxsFgO84SCcD0H2XYZLFG6607SSj+FwIUyyoDe5LrppgON9OERql5eX2dnZKSc80D/vArcxpnCFY2Z4z3JL3mUymRQbBnonj5IsjvDmNUdIjp6YO5y4mQ4csMtoOeWAKMc5l4do77waYSA/LJo74uSws/2unPEORR/GR4UDpZBs3MGIdDp3xwSwMxfDby7V/CbXInFGXzBUNAuBS0epsLAgLltEPo/hrJsTzjXF5fnhu+5LzVPWCScbdfqA0M3n8zKHoP167q6vr8tnPCf0B0c7m80aFAJoySGuk4CeM6NCkI33fpj6eGwN2fUZQqwrxhpqtq6gSXIPfPngScCT148KpSQlIkTHnENAx1kr+G7oC2TH+uS8A3KRLOQffUnSMOZcC4PpA/a4t3NddbTAPWoeH/mib8yBi0RwpJZ/G2HrK/I+GAyKg0Unbm9vS251Z2enYceSlDW03CeLhzvh0HjdFLM/W1ci1YwG80XF1UO299JKUDXz+bzwlhiFuvSrHpARsEPlZFGCSViKgLTb7cLHUiFgoappHS86k0dzAptw2gqRNJ8qZa7dCIpNgAiFo4U6WWyUj5DXn+F/DLJRN/Njp+fx1A3F5slZXJ/wmEQh82wuFUFHWFlH99v02DK0j+FwBGaqyf3kfV/zsbVXr141krLIJEaDObahWkZ/8hkq+Uw74TQ45t0G044dI81O4iSNktNlES3ylKQUl4Beed1RvfMM/E+0YPBlUFJTs/7teXMkgq6gU5S6I8tEVFBtOEq+Ry7BCe3Z7O68p+fPn5fDB/mc7cp0Oi3J67piyv1jrwTMBNEBYBb7h5NxHsGJ8zpCN6X2kO2dzoHwE0PhJBgJzBrd8gO6sEHkPSbYCS5+7KF91oiRhukdIwz/X6NzL6TLXu0Y+M3uSieeHeLWP3Wr0c4yIa9R0DI+taaduJbnOFlsqmJu/PhDqpjgr00V+v6saz1f5pKJAGtKygpho2LOtQ6PH2vewQ+lRyesU8nCuFpncBqsK1EhMupyb3QKgMD9yD1YhzhJoC4ySRZy5SiDta8jcpwGuuKcGGvv6Nz5Oj5r51c7QmQG+ff7ppqdH+NUWBwh9ubi4qLQcI5snUR2fyklBWy5QoqjuGezWTmaJ0mhConIHIFjZ1xYwLrzGa5Pstk2w+wCc2BQ/FDtvTukWXAjWgvsMgNpY+HkaU05cI9kcUibQ1POfmHfgasebMSM1m1oWXj3vdVqlcXCABKR0BC22jFY8B19eBxc19GA562eK6Pxml5iLvwdIxv3F6oCh47znc1mBdmxNp5nV6vUzTyrIzg7dRuIOprympu2esyRAwbXebSkuesWo5E018BRHbx9sqj+gn+n+XQDkOrNzU1JhLP3gOO8MTB8x84LHTADYBqXxLodAA059NgdhdfVSI4IkgXgwEmZmTCo5Dv0m014yOvt7W2hc2A+XDSTLI4iB1TN5/MGSGYOeaYMekolknXB0Yx1m/vadhE5oh/MnyNInJwpQ/TX8/ZQ7Z3Ogcl11QkJKgQbT8vCMCC8ngUaY9zpdEoZn7eEM/kk6nw0R039GNkzMU5U0bwwpjxMRy3z5DZkvpdDOecI6AOfdzUUP1+0eDUaSu4/4cpRhSM1I7iLi4vGE76SlB2idqiOgmqDbUTv11EA5sxjtdOs+1ijHX/3MTaMt40D6zOfzws95PXHceAkXPkCVUT1iwERDsibyngeihOj3rxZU6sGES6dRO8NDhzNoy8YN9NRBl8GYcsicusE/9dIGxtjR4axJpEOnWYHUZcAOwrybmWcA/YQ+4OBriMlRzI0A1Sa6SsDKCh000d2RAaNjqweusjjh4ocEGInNy28tXHxj8OzJOXZqN7WjvH3bmPCXOcZPOGgEAst/TBarb22DRocqPMCTHSNamzY7ARrDt3hbp17qZPT9fdqCs73qftIc1htntJosc4BmOe1k/Q1/XetoHaqNU/secapuUqM1x6aH/1JaZ4zqArriB8p6XyDKVvWkWqyk5OTgnZtIKwrlIajM/z2+qFvNkrW9dlsVjbiIcvLogLLO3ajvs4XgbS6eINW07PLcn3oOo62jvQ9d7VzcITG2EnAMy4oJeZpOBw29o+4SKbOwXFtgy3bCpfycg3rSE3n1WBzGSvxZdt7d0gTytirOXmzbABwokyAjQW8Kt6X9/3cA0cPFhxPnB0AfaUv5j/JXxjJ2hiaPzcd4oXisxhbe/xlaNhhYB05uO+8VhtX94vxGqEwt1ai2WxxaBvXIqLDqZv75G/PKz81FeiooTbqNe8JoqJP/P6icT7GBiByUtS7XZlj0DnUhosJDNJ43ce98D+Gh8iyjsJt0OtohZ9aDpIUyiVJQ3+T3JNTrkHJqj/HOOmzHaN1ynORLPTCesC9mFdTMeQ6zQCYuvGc2sFitE3hzOd3xTnHx8flHLlkQY07AnMEVdsMKHKabYXvT+RIROQxOoJ/6PZDPQmu/t8eGuRuaqkWcu8qXMYv8tmaNvKmGRtx0yFJM6GKMrRarUZ9MmElfajRsgXSYS7XX/a3EQzX8LX8GSOcekw1iqj7VDsB38tzaIdCIgsn4FC0rvKy0NsJmLLzfLE2Tl5693M9V/7+Y3cSGIpksW5OgtqY1HQuToKDKw0uasMMFQItguFyZFDLkJG2+fIkBRRRmm6jb52xfDrvZerKzbSTcwt2DPTPc8bfjqjpM/e2fhuNQ7VBO/X7/UYEMZ1Oy54S1swg148wwHCb6vI+BubOBS8eO33z9xzpQw86qgLgGkRw74ds73QOZ2dnpYqCSSc8peMOq5LF9n0m1GEWA2QyfMQzr1kguWZNARnJ1NQICIHJ5W+qeWi1UXcI6Gqo2hHgZOyYfKbTsiQynzO15PvWDqGOQtxqwbBRPjs7K3Pskj47cLhrlyta+HywmM/PB2Umi0ikNk7LQuIajdIeq3OAAqJyaDabNc5S4lC1VqtVKCbm2nkBmpPIvIdRZn1JIgO2MOZUPvkEV+TbstButxsPozEQhNpyDiJpAjjuY+PnSMW5O+uQx2f7UiNlU9imcmvq+/b29t5xH8zr7u5u0RvvZXDCms/i7NB75ruOHHBWtaOGgvLeEedzGK+pW/rD+86P/riih3c6BzhRo35QuTvmM3VMTYDca1ThElcWzsbCUQOLak6OyUuaVJDrkF3dgac3NeMGj0e4b6UyErLiGNX5M0ZdNS/IZ5bxpbQ6Me1mB+Ox0wdquSnTq+k0HPeyKMxGqB63ldZOvZ5/I6zayTmkfszt9va2PHUsWewWZn3QL2r0yUNYpjBeBkp2EqyVIwQ7b4MtjBR9S5pyxX6keg8G9JDlxWuLfmIP6r0dph8NJNEx076WPUcWHmudjLV9cbTvKA32A7DLBkS+B6iiXBub5uiYufX97AChgJzIxt55bbiHIyvWjPugU3XJOfb2K90h7Qn0HoFkEWbaCOBJMUBOyviaHpwF0VGAeT5PZD0ZjgBADq6wQuBqo2ujBSLAOdhDL6N87BjcLLzT6bTRvy9CzY4Q6uuBqDxPjkxqAUXhrWg0O8vaUdZozCiS963A5m0d6i6j/+wMa8V/jA2EaMBDpECrdWo8HpfSySSNTZmsvdeKVhtooooarBngUIHI+lufABuOkl3dh3xYP5zXSJoAx/rO3NgJ1n1bFoUaXNp42vDWoA16zI2qL6Isxsu+J0ck6EttVyznpt28BugdzsKUElGY5z1pUvH1/Hr+Hrq9N3LgWFom9ubmpoSYLpcz+uRYACaqDptAsDX/ZiHj/uYPWSDvAmXhuVbNpRIGw8MmzYXiPlAwLCav1wJgQ2rE4EoE35+27LVljtNIzHxqTTVZ6C2MjI9IygLm69Xhtx/GY4Uz0gGZ2KFYsVHGGuHVnGhNMT2mNp1Oy7PPbbz9XAFQJEa807l7GI8NJ8bD/9dAhqS0K4j4DrrsvBeHzNEnA8CkuZHVjspjs4E3Dcw96Jv1KWme4Es/axSNLGEj6igcYOqoY5lO2Y6gN9Z9HgAEtWY5r8v3edqlDb5BkqMq00S+Hrardih1GT6JdUcl1vllNubLtHc6BygWJ5aMPBFAhGIZ1WQO0ck4e/uas+Rv83ssEIk4Ow0muTZUyf3kNf0BDTg5u6ystUbutZdmPmon4bEvcxo2jqaJHC7Xn/P37Yxos9kdf00liSlBzw33q2vm62sZhULPWTEYt+k+Fyfg8O0saqV+bA3u3cgQw4SOQV241BJnbwTM646ikV9kED1KFudjOW/B/ew0jI4xuJYbPuP9EK3W4oH3GFUoMyKNmqK1saQ5ogfFG2BYnuwEHCnYeTkKY358YB3rwPWvrq5yfn6e+Xxeyu1B9PSlrtSygUbmbQN4j7mkEYW12+1yqoGjd/rkCjVvIrTDYawP2d5LUnkw7hBRA953PB4XQeUJUg47640j9q4IlykJ7odjcHKIBfCR3rUR5O9lE1hTH95PgWOrqY86lLUzS5o1/Nz7iwTUzqLuy7L78llafY36s8nCUSSLQ8BwqDYwOJB6PwljMufJQ0bqiK9GbzgdHAXX4Z6PmVZKcs9AIHO1M6X01MdGe+MVuQI7BSPNZQDi9va20FLOn0GhUMVDrqGuMLJO1TQrDb1lox198ZEtfM7XQp9qB1DbippSM6vA2Gu5tF5ilF1oYwDsaiNHzNYFP5bAbIKdPn3FmJuiZ95wCsyNN+x5Dtrtxa5u9MlRm9fjodo7nUMd2hnN40mvrq7KgW9M2OXlZWOLfdIs6TS6YWBJM0Nfh2EskHdnwxvWyMNe16970bg2SM7PgqhpkPo6y7ha3qsN/LIIgPZF+QjnV76o+X3Gxb0JP11Hzxya50ya52ExJis7a86cQkHRdzvtGiGicP68I8nH2DDsrB90HgiSQxB5lsrm5mZDNmv5XkZFJGkYz6R5GB4/RP0AA85nolk/YRDqqLrWKf5OFsYU3cX4Y5z5rO9j+gij68iBPjsyryNf50fsWGoa6urqquRyHAngpP2sE3IPRvt11I1Rr6P9uhDGBj5Jo4jGJ197rphbTpQwXexihIds701IJ82F55kJScqmFit/sghf7fHq5DFGDGOTLDacJE3BREB8lj3IHUHB0DukqxXFP0QzRkZcl+/V1JQpL5cF+rO18tTnTHEfoyKHzLVTs+B+kRPhc9wLRca5u6IFwUToUXyvF8LHMeBJSsUMqJN14zoOdZlfkKl5X8vGY2w4TPPGVMi0Wq0SLZgPt6yTOK2pnmSxEbLTWZSYe98Qn/FacVpv7fRxQi7DxKFwHRtnZLou7DCSTtKQCUAM8gL/bvrJv/nbpfKeV2yKgWOtM+iyQY2BFr/ppykwojgiI9NSNT3lPhk8eRw+78n0EjbMoM5OHXnxuVzc7yHbD1WtZGMJB0dy1xvcoB7qxbWxNmoHATE4jDuGDUFwfT3GzUd5mLJYltOw97axNUpBGZ3E8jw4JDaS8W+jGec4am7UzdeqKRdf+12RBwJkB4zQGRF5DRAyc9qUNtL3jY2Nkmcg8trc3Lx3ho9RkR2tEbHv/dDc6E9SQ/58sme32y2HS/K/D+FzkpVWR3isKQlSGtSO8wEbGxuZTCZlPZE70zpO0NIHo3w7BsYEAMFwA+Sco/LfrVargZRdHkty1/Nm4+rktvVkWbThaJXrE1GbGmc8fKZ2qLYNrljyvgjbLPTCxTLoD8bfT6fE4Ziq4j1TWzwznL5438lDtnc6h/rh3RzPwBPgLGwsno/GZXHYaIPHYxBcn4UyymCid3Z2ymLxWbywk2iTyaSRBE+ah3T5PggFtdfsj2DRa57VSuIoyqiirt55l0GvOVL3lWsuS3zbmRlVMg8Y8+l0mn6/XxSV86xAhny+5oAdrhN9gCy9YQ4u2iE0zmlZxQljISS203pszY+gZD6hL3gIE1w0OoWs20AgvxRoIKM8RdHGnaOpkbv9/f2yJjaWRB0YHJ72aHk07ct90ScMHDag1+uV6zlKSNKQCdMivlcdcTBnBlOeR+u9qW1HyY5YsFc4LSIudJP54Fo4zzpquLy8bBQP1NEX4/Uu82Rx/DoA286ZueE3+lRT+zwilXE8ZHuncwCxeJ8DHB2Gqq5kYnLseXmfyeY1U0j+rCfH4VXSfOCIn33LxDmnQbMRZWKNgugz/TAi9v++nmu+3Qfer3MPycL4LuubQ9hkEZK6j55n7ufPw4mSQyERzbwxXwiY8ziekzo5asTmfILH5NDWDhKlI7dDyF87psfSWCN27E+n03s19zbInm/rVHInO5eXlwUUQXcmTTqW/7m28w82mhhOF5v40Lxlcst3nM8wqkV3eISpjXNt/J0nsFwxttr4OUJwftPfN42MrthJcQ90CirYkb8T5Ovr641TpNEPijXMXJjSZU2xPwaczs0QjZg2MxA0fUwEz676h9apdzoHe3WqF0wx0JgUJ7NqJIywG3WwIHVegoXBW/NZe8da6Fls83s21vzmPcblMM7VNPQbBeLaRh/MS/09Uy61E6oThTV9RfuiCMShPA3lMf3gBLIfAMMaONJBWAEBCJspQP9thGT6qM7ZeOxObNfc7GNqRHez2aw4StbCc+LzwWgGBuiUaRyfTQS9Udflo6PIvB/GY2rQMlfvvDVVaXAI1WwjVoM6jJ9ziE5sM5Z6TnwyQ91sU9xH/2/a16CL/thZ2bGg8x4X+mQmwUeNmE4iOuE8LD9jg6gLesljrvtumon30CnG8JXnHDA6yeIZAVRNQBclzfJOUwm1ETP14kRczU0ivPxvxO8Ql991QoiFq39zLRbOi8CC1zs666iCPjlKsTByvzpy4L168bkejfsY+dXr4s+C9OsQejqdloe4sHGR75uD9XW9W5dQmLHzY+dipffaWtE8t1zjoQX5J6WhIzs7O2m1FodXuhIJupM1JQFrjpyGgcBI4UwMehyVonNELhipOoo3n17LqqlJ78hPFtVr5uT53LKKqlofDCIcfdfo3s15BgM6ru05oBEh2DHw20a4jtKJ1qCsuC5rYuCHvENVOSdjYGbAxhwB9DxurzVzVVNRD9neu8/BGzCS+6WZNZWCAa7DYgZvQcXx1N/191x6aSPvexJa1f3isyxc/ZjRpLmL0sYT5GxFNEIxaqi5dTheh6Nc1w2Uwd8WcCtFjXp8HeYRNJPknpNy9Mf7rrXnc3ZorJ8VxZwnSsBuXsYMUvI9+IznwlTVY2tUpCSLPAxGDWDEGppP97oiI8y9izaYdxsXIm+vm2lR8/7oFDqQNM8kcuM8L6qakvunGCO/JLVrnXK+0Q7QNBWtzgdyLwM363L9nvtjp1D/OErDETBv2CwfRmiww94FRx7W61qnXHIOIPNjTMlNIC+sG6DMNvYh23udg2/skJAJd3WS+TYLdx1FIOh2AkanRplEK0yoz4N3lFCjVld7gMiurq5KqaARhXk8C5KjJieqiY5cpcB7VFmY61yGvDy3pu+W0S01reRGH+sdnyiVER3v10LP++Y5GbNpg5rqQtFwFn7QvKOeOmKpHdxjazbuSe4ZfZeL+3NGyKaPLB8GKUa9yeIUARKoNQDjftzLfUKnoEicY6iPySAScnTJGKHRuIfv7WjBZzI54sAJ2fib0kYW0Uvm15SwaWxHbXYYXJvXbITtVDHW7Jmoy+vrY32sU9g/gz++byqKa1mHafTvxxGN/1AJaYyABYDJrWkP84eeEC+mz0SyghhFOPTie/VkJ81SP/rJotkJtVqtQoM5seQfJ4pspNlF7MWEX62dA5w6DshCynXrOfMcGF37veR+KSzz2u12G0dl8FnmhFJGFKHVahXEZ2E12vMcWAAx/NybBKvXEmVj3r0WNoSPsdUVLcgczpq5cx6gRpu1UwHF1jIKbTWZTEpVi6Nt55p8be8lMjXlain6xV4n00lEMwYeGGdkjUgXvWm1WmVHP2DOe2tItjMu+uD5caLYPwZzNb1kUFg77dpJvI+awqExB6yhwZAdI+OwTeX6zIuZEDsen4VGW0ZBf5n23h3SGLOaYrCRsdEw4qm58ZqrBiE5B2AjZBoHNMH/9U5m8+1MlP+mZJCwsNfrNUrITJtYKYwevABGbTgFlMChsMNJG0b3z0JURw4WLr9nJ2hl5vqed/oxnU6LQ8CJ8boRp426owD/IB8Yk2SxiZF5AB0ZGS1TssfUMHg2aqwvkRfAwzmeZBHJ0biO69ypmuF7Nsw2OAAwPw2NNaMhYzbIvG56EL1kh7VLw+mXnQ3XNeg0COI7nMvkEmg7nJqKBiheX1/n4uKiUeDC95bRsoyJ+9oGeTMd12Lu1tfXi02h0MA0kaMidJuNfjU17hwTTsdrxjzYHgDMuP5DU7XvTUgzSVZqUw0sTF16ZbTDJDjZg4Hy4jAhdZi8jIqoeUUj37oxceQmtre3s7W1VTjD2qk4sqEZlfE5RwZEC/bo5hqdT3C0wVi+aO6Xjcnhr6u8atqO75qu4944Ayc4XflgHtXAwGjPcuCxLHMAKFSd9HtszYje/9fzgsGgQs+gyiDNkTEUxNraWiNCdjTK57lWXYmELuB06v7YIHMwZ7t9t0djZ2fn3ikGyeLUWdOLNbiq9RvwcnV11ahadHRtescAzTKKPCfNQg/GhK7Xdg3AydwyH57Ly8vLsg/I+RH64KgQY45OeSe4+4sD4P0aHBoMOFdkavyh2nsjB8JdJjNZ7MakuWNMFIfZMTAE13mJJKVG2mjd92JSvgjF8x2iENf2J3cbWUajUY6Pj5MkBwcH2dvby+7ubnnoig/CsqfH+M7ni8cuWoARasJrK8zV1VWGw2HOz88bC01z8vbi4qLc30jCjf4wfqKf4XCYwWBQElg1F+1oxCgS52BEh6BzjXpjjT/L991P53mW9Z2oymv42Bry5A2g5O1MqzDvyDVygk6xXp5rdkMniyo2U4KWLdC4o0z6xjV7vV75Tr/fT6fTyWg0Khz78fFxbm5usre3l6dPn+bp06dlH1RNVVkuScizz6PWKX6otIOuoaDk7OyssbksScNBuAqL6MPnUfmBPjgGy64dhdG6o5AaeBHtcV3WyCe4so40Oy1kgHJyO1JT+ERwrKFL6b2j/CHaO52DjTKDYPB10quOEhxF2NOZx66TzXVYZA/PdyxIGG/Xc+PIjAjwzJubm8Wg7uzsFOdg3tPI2g99N4fO334EKf0EAXJdn09Uh9IgDZ9txOfqXEO9Luw72draumckTFfRp/qazF+ySEjaOdfGpG414pvP52WTXe146mOXH7NzQB98RpLXPsnSv+0wTNnWOuXv+Lqso8EP1/G1kAGfT0Q/cSbtdrtxYuxgMMju7m62t7czHA6LTJvOwRGwa3o6nZaTnC2b9OXy8rLQ1j5OJFlU7CSLwz7RKQyry0ftnJKUfEbN12M7QPlOABuQ+nXnAsxyeO6tU15L03N1lEF/AVN+pHINlu1IHrK90zlsbGwUVEtjQmww63wEwuWKBQxJnaw2J2/6xVFK6aycDELsJNgyLnE+n+f8/Dzj8TgHBwdFiHu9XjmiIEkjPINe8Q7xOn9Bkq8ORxFUvociOLEHBUCI6Jpz+uCSUe5LY7xbW1vp9/uNDWsuUTU/a0Xlenb6Nt51/sMIx+/Xr7OuTkjXa1fTdY+tra+vl7NxaDY+SfMxuckCDMDney4BLMidI3MixeQ+oLO8WGddoOBqNq4JdUOUsru7m4ODg+zv72d7e7sAFUfLnU6nHOvhk01N0xAd4JCQcTMQplWQZ0dHpqonk0l5DgNziR6bYrNe+hDCZJEghibzPXG0nlfrhCMa5yu4rx2EqVyvjaloypXraJ97ud8P1d6bcwAtkIVnck3B1J7fns18mz2iDYojBBsOI9N6Qu252+3FA9AdpnY6d+eenJ6eptPplIhhOBxma2ur0ScLHGEnY1xfX0+v1yvRDkbbTpBQ2clEIiP3E0Gzk+QpX0Y4TiJ6nrgOURDP93UkYiExpVOvFU6Qazts9nx7rZYhJO6D46Run9edoPdaPsYGqm21WuU8MOdzLDOO/JA1G7ZlHDy6gdP4oqgeObJOGegYcNlJAbZOTk6ytraW7e3t7O7uFnqz3+8XpIsxdiWdI2/0CIr15OSk6BNlnNPptABU76GxHrk4hXkj8bu2tlb02TmvZBF1WDdwEsmitJb5cU4UAOToBPtQ2zMA07KoIslSPaK/yaIqysls2znLwUO295aywj2zGOaMmRxHDghlffxv0twHkTTPLLfQ2LBgEC28XNMVCvTJRnw8Huf09LRwpggxiBvhRzg7dYP7AAAgAElEQVTpLwtpGsgLxnw4NIeHZXwOCV0Btb6+XhJTzIOPIMZgO1z0fRD27e3tDAaDxuGIdnDM9xfRVdwfhGf6EB58GWXoubcD8XtETDZwjIN+PFbnQLQ6n8+Lk6gjagOgZGE8XOpqx+28AqBimXM2hcn61Pe5ubkplXzmu30tKJ+1tbXs7e01HAQ6ZWMN4KrvaWN2cXFR9IDPefMXBvHm5iYnJycN9IxtQidxSN5AW1M6RuQ8GrXenIcOEnnz/fo6tk3If5IClPi8iwPsuE0lce86f8Aa+mysmnr+Sp0DnfYOzrpyCcNsxXctNxNoisHI1iFxvVHLntGG2oJh9G4hRjBGo1HW1tZK1LCzs5O9vb0Gmqj7hQH3c31tqG9v7046NZ/PLlH6NJ8vDkWzc3R/md9+v18W3DQBzpj7gqi2t7ezv7/foJSSBW9ac6w0UA2GCCUkOYhioqQ26jVidfKcg9SSNP5mzDVasiw8xmadckEGrwMsXChh+iNpnkHEGibNiML3Y70MMkwhOT+EMefkZe7FszyoINrd3c3Tp0+zv7+fg4ODQim5ctHMQb/fL3pX9+vm5qY8Wxs9n0wmGY1GpZ/X19cZjUaNwwCRVx+It7a2Vp6cx1y67DO5f37UxsZGcWDeq8R7ZktM43iNbKfY+0H0wlyY6rWTMq1e04z0J7l/ZpQpra+UVrJh8oQ4AqiTLub6/XmMPwttasZRQz0JPnjMxpVrIsw1Gl1bWyu1zgcHB+n3+43KHq7rR+3Rut1u+v1+EWbfE8dzenqa8/Pz4tAGg0ERCh9J7WiE+7qiCsdVowEjEjvJbrebwWBQKCUru42vNyrV1FBDAOS8MFJ8t14LrylrjvD788uMv9Ep13yMzTplh+v5cYTM+47sbIRq2tFVNzXvzfqClA1CyGdgyNErG1iAAJVye3t72dvby/7+fgaDQQaDQWazxeNNoVq55tbWVgaDQekvxhwjur6+nvF43HCU9J1jzZ1b7HQ6RZ82NjYapbzD4bDMJ3Qve0CYE+7jcnAiJpfZoz911L1Mho3uzYSYbvK62u7RJ/Zi1dQTMgENbjtcR/AP0d5breRSMiMNBmFelHDIaMTIBiE3x4+TqBUAQQdJJYtd2fbS8ORMHsqBgd7Y2MjW1laJGPr9fqnw4ZoYdYwe9yHXwJ4I+mUq6+LiokQTDudRXqiDzc3N4mxQPubBCe9Wq1WSfYwHBOPKEEpXnRwDrWBgEHZvTGMMFnTmYDQalfdRbubDTqPmSA0e+D7rTQO58fCgx9qQV4oamHvrVHL/oTToErKJTpnWTJrHZyTNI7q5BhExVIcT0L62aaper1eQ/ebmZobDYZ48edIoDQet03/oJ+TQ+TnbBir62AmNTiEnNevgJ6HhFABLAKiDg4N7DpbmHILHShEI17y8vGwctZM06RuzG3VkTfRNUpzx2SGbXqvXrc632tFzH2yoafmHbO90DngjbyhxR83R+b2a2qgNOZONF+czvIbgcA1z9qBUKBRzo0bAXBPHcHBwUErtdnZ2GiHcMm6de2PgoW9AIaenpwUhEYL6ge8ICwacZB3RA/d1CJ4sqJ7xeNygaFCw3d3dEv2QXzHPmdwXYAsSr3nTGg6sjjiMbBiTBbbONTiZ7aQ1nzfd8VgdBMrMfpg6H4Pc18jfRt5rWn+3Toha9wy+XCBhHcKAI/esH/Ld6XQKQHn69GmePHlSaCXoVfP8lOy6n3VeAsN7dnaWi4uLIpuXl5eNUnBvNEtSQN7GxkbRCcCWaRqDxjoXiG0BtLG3g13PoH6je2yS19M5OObc37cttE55Pa1T1kGux2etU6a6TEU9RHvvljrOZknun+tC5+qnPNnwJbmHWC0kyWJ7PdGCd+oiqBZmoockRclA5SSxKIsbDAY5ODjI06dP8/z58+zt7ZUSuZOTk7x+/Trf+9738ubNm7IX4md+5meK8NRHGiAcu7u7abfb9wTaxr7VahXqaTQaZX9/Px9++GEpqQX1v3z5slSAnJyc5PDwMIeHhzk/Py/II0m+8Y1vZH9/vwg0QoUD8qYmBK+OPphvG2eUngoRPo9SOBpypOBoyYk3Cy2UAEnumk99bA0unQoc1sEoFJ1Cxs05OwpELhwtOmfBBiz0FseBDvED5cnnKKsG6NGHdvuu4GN/fz/Pnz/PN77xjXz88cd5+vRpQfyj0Shv377NJ598kuPj40wmk6yvr+cXf/EXi5xQYYeRZBx7e3tptVoFeHFu08XFRal+SpLxeFwKTnZ3d/PRRx8VeovNent7ezk8PMzBwUHevHmTo6OjrK+v5+TkpNDNoHlvHqXEFgBH3sOgtKbCWQOzD+QIYR7QR5yn834Yd/JP6Bz6vAy0Xl5eZjqdljzPjyOP907nQH2xa+en02nhLBkMnQZhwx96XwLChnGwF3WlgcNj5yTgQOt8w8bGRmMTGkYdJdja2iq7oXkM49XVVV6/fp3vfOc7+eSTT/Lnf/7nefXqVa6uropwfetb3yqP2sQxuGQUgeV9dhOzw/H6+jrHx8f55JNPiqIOh8McHh7m8vIyP/uzP5vnz5+X8NOPJ/QxyKbzQEcOcUE8CJzPn/FzKWgYIaN7DI05XnOeKIwjBicTjYqQBfpHv7yJpw6hH1NDZupobWtrK8nCyDgSYy3qKrokpXIuaSYrzUnX+SwoUXJfLvCAcvI5ZugTsjYYDLK/v5/hcFjyZaenp3n79v9l711i7Mqy9K/v3BthO94PO+3MKnWrUSMhWkiAhJBghBAvtRjCEIkxExjAmAmDPyMmTBASMySEmCAhRMOAEaIHDd0tmm5KXW9XOtN2PO4znvfBIOq3z+9sR9pFVmRWF3G2ZNm+99xz9tl7Pb71rbX3Psnf/M3f5Kc//Wn+/u//Pr/85S8zHo+zt7eXpmnyJ3/yJ9nZ2elQptZxSroxovQBPSDX9+Mf/7joxd7eXnEkyV3yeHt7Oy9fviz3B7mzytol39iEpJvLsd3Z3t4ucu5SUsu7c0AGP7adRBFQtHYQzoWgT2YD6pyh6bj7FlI+RPskrTQYDMriENMLHjwj+aRbiuXPaR7U+l54X4d6NUfnkjAE2nuVgKKMVAg/r6+vc3Z2lh/96Ef527/927x+/Trn5+eZTqdlS++/+qu/ynA4LGErYTX3p2oChUMAEOLpdJqTk5O8efMmo9Go/J77U+JGsnx3d7cYXSqhptNpWTBFvqLeB4YxcG082y3UtJBRP425YexxfkYuOG87ASMZBNvG/r7IAGGvSwIfW8PRUipsQ8UfqA1H4xwAhMybOqR5Lly95wIDkrgu/4aedTRKTX0931CkBwcH2d/fz9OnT3N1dZWzs7P85V/+Zf76r/86f/d3f5eTk5O8f/++6Nuf//mfZzAYlBJsyyxGcz6fd/h/5J/7n52d5fXr1/nyyy+Lfbi8vMxsNuucZ7FcLvP8+fPiFG9vb4sePXv2rFRdobeAWjMj6AaRNPdpmqY8y8A46Z6Twhw554d+Xl1ddRySnTDXMQ6mqepnUWX4XQGt32j7jJoyqrnCzc3NknwiVONahLLm3GzAkzaRhhceDoel3tpcnJNnRkTOcTBY9I8wsWmazGazvHnzJj/96U/Loptnz54VHnK5XGY6neYnP/lJcYqHh4eFpiLC8ToHuN7pdJrz8/O8e/cu7969y3w+v/e4TYR1PB5nc3MzL168KAJxeXlZ0BB7yQyHw7x48aK8W10zDn1AvzA6GCKPOWONEPszzy3JQeTAc4MQmw81f8pvzKXSH29U9hibt2ig8W8b4fpMYK8Svs9oJ20lFEaOa3AoAB6XkxKZ8LejOutknSOiNHW5vCsX/9nPfpYf//jH+fLLL4vMUQqbJCcnJ/nRj36Ug4ODDIfDHB4eFqOM8cVJ0C4vL3NycpK3b9/m/fv3effuXSlltd7f3t7m9PS00JZ/9Ed/lM8//zwHBwe5vb3NbDbLwcFBZrNZtre3c3V1VYwxi1pdAOO1HUb3jImjAVPhXoPi8cP+XV1ddQCev2e+LReOetwH5yVwJg8dNSS/wcZ7TnrZu/G9w19TBs4r+HobFHN3CDOfu1LJ4R6f4f1BYUQdhO3mvpMUOmkymeTk5CQXFxedzer4zWKxyNHRUXZ3dzOdTvP27ds0TZODg4NCozlBdnt7m4uLi0wmk5yenubLL7/MV199VRJaTLqdI4kvUD4h+87OTvb390v4OxqNsrW1le3t7fzhH/5hFotF4V5dZQIKcllpzWtSHucowjw3XLPLY5PudhfMDf+mmTJ0Es0OnQZw+C6E+fehYThBoMgDeQMfnoVOXV9fd3JPzLXnI+muxLfj4HNoWNMgXI/ertfrYviN3DFS7I1E/1arVc7Pz/P27dtifFerVTkGdTqdZrVa5cWLF9nZ2cnp6Wlev36d9Xpdcgyma5Dx2WyW6XSar7/+Om/evMm7d++KfLJy+r4Fo+/fv8/29nYuLi5K+TqOAfZga2urLOAzOCU68zonwFmdW2P+bLOILMyMACqhgAFVNdjl38yXqVnrivWSsYNafGjA9cntMzA0CI4rjODWveL36uoq8/m8hE5ebQl14RA66a6Y5jrQJlysqSocR90YdKMs85V8lyR7e3udnRR5v8vLyxwfH+f4+DhPnz7NaDQqgnhwcFCUG4XBQcxmsxL6YogJYaGskpQkFZVLRBY4OT5z2Z9Xc3MPmnlmUwGME4LdNE0ppYPHZcwQLCc5bXTMe6MkNK6vIxMnsekLyuy5fGwNY+Jxs04BcEDU6BiFD+SevBYB/XLkV1ejgYiXy2V2d3fLfEEVs/dR8uHpjaBe+k7BB4lrZIkSV5wL9uPy8jKvXr3Kixcv8uzZs5ycnJTfPX/+vJN/AYBdX1/n5OQk7969y9u3b7NcLst7HBwcZDwelyjWBn84HBaHxv5pADFOaoNWI38C0PQYmuo2Q8Hn9xWg1FTZfRQRdhIb50jNjgo9tX4bpNH4Dlv0kO2TkYPRJS/s7wkdHTVMp9OyHB7uEGOHQNtBOMFjJLC5uZn5fF4MpvdCsmdNWqXjeRYyksR46d3d3Xz22WclyiApDBL47LPP8vLly05YN51OSwIMbhfHQMkdYSHK6/JRmh2kKRrG1tSYE8Lj8bjQWn4+94DPBHlh3OvcA+gGR0Iz2rTxcgjv+zDmroapZQNHmrTnJjskfozNRgFj4SgAI2iHfHNzk9FolOl0mq2trSJDjpqRAQyYc0eOvAeDQdEpdlA1Ck/aiMBUy9bWVtEpwB/60jRN9vb2CqBqmiaj0ajo3ebmZr744ov84Ac/KPlBongikeFwWBLLs9ksk8kk0+m0oGKX2fJMtjh/+vRpifaPjo5KAhz9MEBNuptn7u7ulj4jx4wHDgS0b8fBfKEXADx0mP7W0Z6pXye1aegUzts65dLb4XCY7e3tYsOS7/kMaYc7oAQMnvlJJ0jNOVMNwUDdRyvhgIx4jSRQAISfQSUCoI9Oino1sysUmqYp1UuEzBhSygu3trayv79fSmOdIDNiwPHgfFDqw8PDJCkCZ26ePiNQRBf0j+8soPwBNaL8KMjt7W0JW5PumQrcy/kUFNw5E8aRuWT8ZrPZB1GeaUBHAkkr2MwTxo//UxDA+D3GhswnrZFCzlyxVyNYPsMZEGV6rdFw2O5hBFVjnYJ6pYrP97d8Ovpw0YfzYrPZLBcXF6US8MWLF6VQg9wS0cV6vc6LFy9ydHSUra2tjvFFR3GaRErezuXo6ChJysJVxuLk5KRD037++efZ3LzbQQAnNhgMCnBD9nEaPqzIZ1fwOTkMr/dIupHxxsZGiaqwW3V+1g4Fms0UEvqBDTMwrOklHDbv7Wj9oQHXJ/dWcoKFAfHReXXHMK7stVI7ByfAnBNw+MZzjFZwSEYSKBJoBEPK4PLZ+/fvOyuUQReXl5eZTCZFUOH8CbFRIvpX1/IzqQgXddYIHAJ2e3ubnZ2dIiBXV1flmc+ePSsIC9TEWgcOU3EJbY3wk27tO8adPhr1+7ByjHO9FsVJMhpGwcJnGqlOQtdVFigJBgDle4zNDjtpo3MWNCYthcr4bW9v58WLF9nY2Ci5AJyDCzSIOLgnxoOoeb1elyQyjgAj7kjXtAcIm88BQ2/evCkLTMmX/fEf/3G++uqrDAaDvHv3LqPRKFdXV6VCCXm3cXPyl/elUf6NvYCzn8/nefr0aZ4/f14YCt4B4Ac6n06nZaubyWRS1gfYiVK+m3TXXqEj9NX6xg4CjL0jNVdqOrnvXM19EQPXWbdgFNBbbCYADptU6+xDtE9GDhiepPXYdAIvjwGjPG9vb68IsSkKXooXY0C9UyUGHaMGd+hFO3ZY5lZNndT14qvVKkdHR6U8FWOVJLPZLE+ePMnz588LZ8rAE8Y7LAcxM4n8AWGRPHSZGdz+crksi+9evXpVxtULiF6/fp2f//znGY1GhSriD4LseSCX4H4yPwiuqx4QMIesRvLezuM+qsFlvfc134uIj/56o7nH2ODsDbw8l+SDQN+s44GvJ0p09OniBAMmKsOcHwBRU7VkmjNpj680LYkzoc+sRxgOh3n+/HlxVNfX1/niiy9ycXGR6XSawWCQFy9eZG9vrziyjY2NomOmZxaLRba2tgpNu7e3VyJPchp1QUiSEiVsbGxkMpnkhz/8YRkHqKvJZJLXr1/nzZs3pYKQVusEDop+oP/8BuqYcaWPBosGWjyjBpRJFxDXQNz6YQdBFGn25buKwj/qHNh51Hv7JC1SpXphf3+/w829evWqoBYSoatVu4gHRE3lBEYK9AxNQ6LMRhjPjlPi/h5U7gkip+roq6++yhdffJHPPvusJOXYpmJ/f794fuiUi4uLUgnE+zthDLK6uLjoTNaTJ08ymUwyn89zcnJSFrXRv5OTk/zFX/xFfvzjH5ddLUejUd68eZOvvvoq4/G4OAKEar1eZ2dnp3C9KCRRHAti4JExyuQozBGbS3a0hWCjMFSFWOAdWhPNOEKwsHNvqKT7qsgeWyOZ60VbSYqsLhaLAqygYJqm+UDH0BPTshQ5YCyocmKFOltZ7O/vdxDnzs5OKSZBr2swsVqtSqKXHMjr16/z+vXr/OAHP8jLly+L45rNZpnP59nf309yBywmk0mhxeg7/9/a2ioAEINJFSDnrjBm4/E4Z2dnZYU5svn27dssFouSl3n69GnOzs7y5s2bUp2YpFM8w7uyl5nPcQGw8RuiNhaWQrVDf0GjwxTYkTlHCsthZ2FnZSraYJT+JndrXrwhKX02xfgQ7ZO0kr1e0j1RyuENlAeCnaTwfK6mYGsGBtWZetAJRtb0EajTA+3kJoplvhYeD8V7+/Zt5vN5RqNRjo+PS79xEIRu0DJ8Rl7Ci7iSNs9hPtOGkf7yOeEmv5nP52VZPwvf6rOqSd7B8doxMaYo1OXlZVlQl6RjhClzTdpqJ8aSseIz524srHWCnXCfcbeMGOkY3dwXtTym5o3YPF58Bkqlio1kL1Qn20l4S20SoVdXVwWIMadOGjsKvr6+LoYM52EqpdYpU152JD//+c9zdnaWzz//PMfHx9nc3CyLPQEFRDhUXYH0bWAtt+QhXAyTtOBxPp8XeovoA9DF1hiLxaKUg49GowIsfT/WZ6HvzrFiewA0NZ3r9UtG8K56qvOIzkug43VUQX4V24PtMw2LftEXxtjv9hDto84BRM4EeGFUzSnboMNj4t3MdROFwB/a4zmj74mqX5pB9YTVSVyHdDiHy8vLYoRPTk7K9sFOxK3X6+zv75dJczUAApG0p3Y53EZxqF4CZfne9A1Bn0wmnSR03XA0oEDuRe6CazDkzJEFEFSD8GEQLGAIosfcoTaf10kvV3HwfysK78X48N3HaKn/PzeoRkDP5eVlJyKveX+4dtYPuALMNGqSQu3gMJJ2Lg2YvGU89G7SFkpYnk0dO0/laj0cFmsMknT2GRoOh6VQA51iB2BWXEOFYfiJcBkLFoV6S5jlclmifHa4Ne1K4twA1JWBOMg6h4cuubDF8szceRwBdbVO+dk1vcp84FCsQ9gXGrpHX9BL5zS+11JWP8wDBC2B9zeN4d8RMbClBOVXhMd4fzsDJ36dhPXgMZl4dtNc/MZhI0YZFHB9fZ3xePzBYTnUQvOO/g1oBmPNSksvEMLoXlxcFFTjskI3C74Nbm1szSMbKfH+NXIgYkFJGE/vuYQTcaRTV5IBBlxdY6fh97Dhcb8tR9zD+aTH2Op9wBxZEhW69Ls2AiRSATmDwSAHBweFrsBBGPG6XLTe1saFHY4ouYfBTK1rAK6NjY3Ocbw8j/fb29vrRNE4G/Se99/e3s58Pi8OAlmez+eF+nHRQ9LaiPrwrbqc1yXj9A2KL0kBW7ZFdY6RyCtJKR9mPKDIeS90ivfjmbyDaVrGm+bIz/k5+sP7O5/7XejTb1St5HDJL1WvY3DG3FwZXtJ8dZKScANhE07bAblsEzqiDqkQEE9MXW1QUx68HwbWlR5MMlGAjR7hO8KEoHO9hZ5qJw4qcXjppBJ9odn4IhyE8nzve/FehOlG6Um7qycODsduxUDoeFcEmbFinKASQXAgPq80B03V4ML0SR2BPJaGLjmxSKUSUYIXrRks1GgeuSXaMJoFZTsxvVqtSnWcnXqdHE9aaod55vd1AQhG1ptTsosp1UPQNqBrL0pFzpBbdIrn8mxoys3Nzezt7RWalb7UYNCFFN6fzd+h57Rap5gf2BBWaGMrnH+AfrWD4b0dPXi7DnIcRIlQdYtFu/cafTRb4lwQzsf9fqj2yWolDxgv7FwDnXRClkHwhCXpGA3CJgwtxgUhY30D15uPpDmfAOdvB0HfeBf31ejD4ShohUjnPspoc3OzhM+uEkFJ5vN5uY+dlsNXJt7vV08u9APvbefgRBfCibIg1OyAiYDXY4gj9vNwRihVXfvuijPml6ikzkvQT8YRGfkuBPn3pRFJu2IFEOSKJUdoLoHGWDh6Ng0Fpck8UXTRNE0nX2XHjcFEzsld8Lxaj+0Y+BsZRmYNuNAbgy/n5qbTaUmm0/ju6urqA5qWvptmgTqln8ikgaL1Dhn1/lU80zpl6tYREQae8aBRXcjnyL1ZBO5pwM0aIJ7PUayOuJPubhI8w89/yPZR50DZqJNaDncRbBu6pLvh3mKxuHeFs72zk7dGsXhlrjU1g5K4usn8G/c1Z2pknHQPPHF57Xw+LygL5cPwEv57j3cm0EjC9AlGEQNdh4Auz0XQ3U/elwiszsNAY8FNJymUHbXlCGIdMRhJObrivUwpUfXk/iPIXrlpHpfn+P6MyWNsIH1oPcbVJZOOxJGdmnpkSxVKRIkkTF+46s+VaQAhG00ADPkDVy7dl2MgkWzgaPoXnSKxPZvNMhgMik6t1+sS3WAwj46Oirzx/s4bEHVwzzphjVxaJ5MUOskglmbuHwcL0OJ9qZjEeMMIMP51YQ1jbeOPw8FuJuk4DDu85XJZdApH68rOmsZ1xdpDto86B5KXHmgvXDE/ahoDlAIiQgAQYJyA+W0a/3ZlD8aEf6NYOAecCwpk1I5y+A+f0z+QBufMOpJgsuo8wHg8LtUiPAN6gD7xezcruqt4bKDrMbJzJFdT89WMB6V/CJ4RjpN1OGqU3YLse3I9hQOEv3WSk+bf1NUeReg2Nj4Yl8fSQLc3N+1hPiwQgwKiJLKmaZNWHm0kLQd1DghDafkymCL6RF/YNQCUzr3r6NxGyVStowN0CnDoc5yRE+e6JpNJcXY4tP39/QwGg0IjAVZp0M+mWnnPmrZ1/pG+Y2w9PnWekvOoKZjht8yV7ZhLVWuwx/i5f+gV+gLQpo8GxFznyIRr6msfon3UOdjoEy14tTMDD1p0FMCAO8mF8WSi4PzrxBRG2MJLc37BaAaBZ1IdKvOdk3A2hLUQGaXwGygalJZywpqjdYIZI510J5JmztDXGM1bwFA6wu3lctnZfnm9Xmc2m5W6cRYm1jQac2s0Y5rBDqLmmlECaD/GH7RoqssRAijHCcPH2J49e1ZKko0k2QyOsRkOhyXiozTUq4lBrKwPAAGTILYeMO8g8aSbDyIKINq8L5eGQTeYqSMG9NgUE89FN6BloT1tC9gixvLqBZeMC+/LWDl/AaClj0lbOeT8gG0X4I9Iyc5itVqVLS+2t7dLxGa7gi4BiPk9uQKAqNkEJ6oBqYBSRww86z77ZeDH5w/ZfqNqJRaVMKgu8UranUYJFZkoOkuNvfMSNXrgtKUaGfAcQi0cAgLMYIMq7DgsnAwkISzIxiiNvm5ubhZqKWnRCYvPEGyQN9QW/U26p2+ZdzdXiwLU+Q+ur2kFV2ERujox6b1q2Nlzd3e3JCh3dnbKCvHz8/Mk6cyTq1zqZB1UkZUSgGDHznwZ3dhZ35dbeUwNg4KhQZ9qJ846BhsyrmUraWrmk5RN2Goj4rnEWWOM0QXnGHwG9GQySdIu3AMs4DSsHzgdDJvzZYCY8XhcZASjaprLMm1qi0aubzQalWe5D84l2D75334P5x0w0M4PeGX09fV15vN5tra2yhn00EvQZWx3A4BO0qlmxOYwZ87pQS3iIE5OTpJ0KVg7Oyfr+d5j9RDtkyfBwbHhfUG2NW/uEjdyEQjB9vZ2Qd5eoIIBdGbeyWcm0Emn1apdqVkjmnpbB+cWkvboQwuLkQreO2kdCt85MmmauxWr6/Xd+ciU3mEo4WKtQLxPnZSt+WQLg3l53t15AsbHY+Q1Dly/vb2dpmkyn8+TtFViNZ3kUNvKg9ISIfBe5J8IpZum3bwNGanDfDuOx9iYd+sI8uAok2udgGQFMjz41tZW+R36x71soFytZm7akSHrCNARHID12noIMKiNrbl9QBXvhU6g9+hM0qVfKeoAjZPrwm4YdCUtTVqPgce8znchr+QQaZZ/7uf+Yycoeef0OvICjJl1CjrKSX3mDB01Vcv9cfb3Lf69L9fy0NH4R52D0aDRSN0JI+C6FidiW3oAACAASURBVN+12g57nGu4z6DX/8aosB0AQowRxyhREueSTfeP+xrx0h/67VAXas2VG+v1uqAq3o1ruAfVB7yzaSKe58nmM4+pQ1ueZe4UwUpa1OCV565kgIZgzAjpTXOBTPkNxsV5GoQdpaFPyAv99ZzaGdbU4WNrdS7H+pF8eIQuMu/viBhwFAYCnnODBKNog6/b27vjOTlq0zkNjJKT0KaVMW4AElNQSbvS2PPvqBhDT56BBW3INjrnfCEOh4OyHLF7ex7runXBtK+dCcnz2hZZh/mM8WNjUO5BbsLvii1AT139x/OhaLEfREjQhPU8MuaAOe75vdJK1Of7ha3YvDzCDtWD4bH35UhOdjl1rsF8PMjYSVY7AG+/60kGtXJtbUTNh/IcRwl1uM3vqK4AmfC9IwnQG31CaHGIFk4rqZPvvo9RO80OxGiLPnN/BIW+WSGHw2FJZkMTMUcdoRCnaWXivXgnJ7YNGDBqCLojGyKQhxbk35dGiXTSzhHGlXknum6apmxDwV5gjKXLwNlED4OLQQKo1MULoFj0aTabFeqopqHsfCzDyE0dbQIonHfgmS5mwCCS2+DkNui1JEWnknR0+L5EsxPQlkXG106Z91qv251ra6rTDtwbaGKU5/N5J//BJn21TtIAXbyvn3Nzc1PGzVGQHaIpaed1atD5kO2Ti+DwxiBxe0WEmxfCKLDrI6gS4cJQQEVwfgJcedKiYzwySTLv1+KFOaaWvMCkpqiccKrRB/+3d7dCOaIA5c3n8xKZUJroum7nSjxWHlv65SjCqM+Iy7+rox2jIow/74oxTlLyD4wnaI+6a+c5/H8E2k6kpuUcGfqdnaCjP56Xx9Zub287e495oZSNrJP7rJ7l86SNQKiYW61WnS2kvWYAnWL9Dav4cQw+CtT3hsqpd5HFkPE+zKcTsug78oFdMLDAsSA/k8mkwzpYTuwQasqSa60nlsv7ZA09wq7V0RfPQY+ePn1azqpYLBYlMb29vV1oL/IJq1V7OFhdmMGzGG9vv7Ner8su1OjTcDgsuzh4lwO/M338XmmljY2NjvEm6ekXdjUSv8HbMtDr9bpUXvBSntga3ZteIRoxt88+Q64+cIUGxpOJBN2yHYQ3LeNZTERdqWAnQTRAhdB4PC4J7SQFOTCJCJSVwRVLNWqnL0yyUUGNEixwKI65VKIEjzF9ZExITjvSYa5xEowLSNPOif47+iPkZfwZY6Pe7wLl/L60wWBQnPR6vS7bZmNQOashaZ0BaBrjg4GhQtB5hMViUarITE3acLDHGHQSC81Yy+Pr65yAjTC0S3KXEEenuN4L/GAY6j6ZWt3Y2MjZ2VkpgIHCQo953/Pz82IMKbZAJh2dm9pxH8woJN19oGr6+74chPUPVmG1WpVdZNlbjmol51NNJWIn7CAcnds+1YwCv+P/vNdDtk8eE+pKJTsDL3IBYRg1EKK6TMuD7kSQvTZOgpe/ubnp7GGEkfZA1ANl475erzv7slMiyASatwcxuXKESIfIw4aNyh0E0giL1ZTsNwOKrmkahJdmAUD4ECo+S7qnTLk5DCWS8BjjGHzYOtwmfXPtPI4J6sPhLI7NixtNlRChMH51DukxtmfPnpVkMmDB5YyuOAN9Q79w4pivha7AOSC7liFTqbe3tyVSYE2DESzXIe/MscEbBgzH9k06ZTmpc4zIB9dzLkPSrnFCXugDzsEFMkl33Yz7aXsAA+DdbgE0jmZqGWVsXfjCd9ic58+fFzDGkaT7+/udyi+icyehfYKjKVfkxI355j6OrgyGH7J9klZKUgxD0vXGSYpBTFKQB5OYdCkGh9DX19cl4+8X9ERwdKeT0EyIQ1v3LWmra+gr3p0oA2RmhAF64Nqa28SZMYkoHcoMSnAo6W0makHn+fwfx2mKyc7DCKLmVnEGVkhHYw49m+ZuC2hoMKM4nBhzZm68jvQY9/t4XEdclh+U0I78MTZyAubJAVdJyurcpmkKPQEPbQCFTCJbl5eXH0SCpg6Xy2WJGDhvxOsbnDwFJFinXMLqHQ+SdKIG0yTJ3fzv7+93ohfLLzKRpIO2ifQdwRJtmRVws0Ooq7/43M93NOb++3p0vdYrj8/+/n6ePn1atj+vmQJTWEkbgaHbBo3kZ+yAagqtBouuqnqo9sm9lWpKgw5sbW11znlFyDzpeGb+D/J3GasNpDlp+FDOOPAye/rmEjNz+DyX77wYjYkwKrbAgISMwGzI6DeKAppzTsNVBAg6TpFEMPcln5N0aZo6oriPD72PnvFv+J0jM1asUgFDnTbjg1CaqjAt5AQkTsDjx3jwf+dpUFgjvcfWPLcYQm+0Z2RJtJCkrBRO2jPSPQ9sT4EOIdsYscViUY7M5LAcL3qzMWWuPf+AKkCaN8n0c013MvdEPy5vN0PgvBvGlf7gILgfmwnSBzsg7gkNzW887ryf6WQav3eVYx2do7e2OUTi0+m03D9pd4qoizI8Ztgq55xcrIOcGOhZlui/95x6qPZR51Dv+EhmnkU4eF2vpkTYd3d3i4GFr6bz8HKj0agYzCRl4ct4PM7JyUnOz887pVwgJYeQ9/H09srJnVcdj8cFZZCMhktPUgQYGi35cIU2xs+7QRJeEwayq6YdCoiMUNrO0Psl2Vn5uYy9KSWjLlNMTmSbjxwMBiVPg1MnjwPqISKzQ/f4wHvXjgHDxHtCZeGU6TvFBH63x9bYSgJ9ISJAZkCNUD+ukOMENzt8gAXnOLPQjGcArjhp8OzsrGz1bR486eYlQNOOUnAWRMbWKU6u4wx1DCw6xdkpGDqf2YDDQdacY1iv14Wm4TcuHfXpbLyPKTLnFpLu/mx1foFWG2FfR5+h0xmf+XyeH/7wh8V+HRwcFJoN3TFIZnxcveQxR6eg7Fw0gk4NBoNMJpPyvl48/BDtk5EDjb1RGAyy9K5SMD/ORLlyBgNiPhBDTDXSZDLpnIjGtgHexwQBMT3BYLlMzEIBiiJX4twJVBLnOTi5TZUFRhweHQUBGfHeDh0J+S1sRiF4fv4YPSTtOgOoMbbz4J4IT82dWiEcChMZ3dzcZDab5fDwMDc3NxmPx9nd3e3c65uiFpx0TWnxbo4aPB91tPBYIwc78N3d3VxcXOTm5u5gLM5Nhvrb3NzsHDZlIICcmHLB8CKbULKnp6cZj8dFjmezWckn7uzsFB1Fp2jMWV0FSF/cJ8AV+gBQ4BledAnAMg9P9OJI07YC2XdEXye20W+oJ+7nykbTMd5CprYV5AixaUl3Ua7nEWZja2urrHXw2hT6w33pA0AaGt3O+b4Es6la+oANqRmOh2ifdA4YIFAA1BHemnCTSWFAV6tVQf2gYhtVBGgwGBQF4cCQ2WzWSdrYmDMwGD3u77Nz6ySYnZFpGUrRUDAfgl4nrZhYo36ExeiA76wg/AZB8d+mcZKWO2Ti6YcRHnPDPZ2D4D2du+A601vQgPQZ4bZTTFoh9Vgzn/SPXBBC7nAcWsOVKjjox9jqPZWePn1aDIkpOfIMSfc4VqjKpHv6oVdcD4fDsh5oPB7n/fv3nTwGa3eIduscl/WB3yD/llXPZ9LqFjqFc6B03TSRuXJX63BfGArete6X909ar9dljJJ0QJIp7Br9+31N0/IZ/3bekffkvbEv6/U60+m0U2qM/bIzN4WEbrtkFT33CnXTsaaYkpbys/15qPZJWokBYlBo0BI1P5e0/N/FxUVWq1U5BhDBsFekrI7Bw9gglISNXj2IlzSnV1cc0Cc7CCaUSIdqizqhnbSbDoKKbPRMRyWtknq7ZZwgh8TTjPxd7oZQoJBULtBvcid13sFUkxE8zzLHiUCChuo9ZXgXxt4o9T7H5wVSKJpL7kxx0UfLyGNsyCVjQpSG4s/n8478JC3KJaG8Wq1KxO3tKIhUOSXOi7eIeolYyDV4W3rmEGoUCreO+pwjYE4x/kTetU7xjpZzGzl0gr/t9PhDP+rV/ZSSmvry/lMGcS69ZsycF6xzfaaweY86r8K8JilUO9QgLIvzdbyv6TzrNvatzovavjlS4J51cv63bR/VUNfMmyqCIzTy9CEXW1tbmc/nBcXwOwYFZECCGS56Op1mNBqVldlsTOWwyxEH/UKgEBAbIZ6JAm1tbXWQk41UTTnx/DrxBd3lhJqRoNE1EQ0TSfjvviEY9d5Qru7i/km7oM/vaGOTtHSPowkac+nkPvw2RsHRk3M7NXfq+/mdnCxD6diKAKriMTZKSZ3Tub29zenpaSfnQDSMTB8dHZXtJdABrscpU+7tdQtnZ2c5PT0teTKqgFztA7o1qLBRRf8AXZYB5pkjdynPNIonz5Kk5OcMEKFMMaboN9GHT19LUsAmcu1qLH6LrtghYFOQR9A4OmydqiNzPmccjP4dZfM3bAKUmaM0VzDijNCVOq9ju8l16DVbmvDc7zUhTcPAgOAx6izYYUGVk8EOCV0Pz8AyEKAVdj20QWKpPXwdxnxraytJe1g5QkEZngc1ScfBkbtgMswfcg0GnjAfJ0F1BxMKD0rYTNTgaARBNTqHc7Wwcq0pM56HQtoZGIVYmeq1FFxrpHNxcVEMz2DQbhRo7hJhvi/PYM6Ua3i+K2VMq/F7AMdjbTb+OArk/vLyskM7sWWGqZP9/f0SBSQp29FwjXcP8J5JNlzcf3t7OwcHBx9Qtub/MepEusiJIx4vgKvpGHSe9TQ0KCcno6fTadn+gxzMzs5Op0gEh7G7u1vyIzgkdAdQZb0GqJEfQKfqaNZRMuNk8IMOAIwZc+8gQVRNlIcTwW4RcZPHtHMgwjfj4WgIG+vSeec7H7J98jyHjY2NDxahMcA1KvViJ2/axt8gHTsHeFHuz6ZTbCnNNhwIfNKGcFQvMIlMFkaVZl4PtJC0x3AaoVD1YWTibTZMxxBC4hScNK8TZv63T5Yy32uO0cb4PmMKsjDywFjfl/wlsqorMexETT3VCwS5R52HssO4LymKY6BErw7LH1tjEVx9njJ5NyICxhpggsEkqeuclNEjZZyTyaQ8g0V3s9ksSbuNCs8G3KzX6w/yHhh+V7nZaHoPpySFChoMBmU3ZnQLOoz7Iuskp1nkBbXF7zH+RJzoHPIMcAQkMnYYTcsifXMzyHH0AWWedBenMo+OGuqcHvrC50k6QBZblbSMBUAS22LH5HezfU3S0a+HbJ9cIW0umYEGVWIgoJCIHnyWK8gCJINnx7NS14yQNk1T0AN73sMdOspgQvkN23OA7O2JQRCgD4ya6ZrNzc1SiocSEm5zHc/E+HF2BeNiB+X8BmNV85mmBhxOIsRUeNQJw6R7FrYTY+YxncexsHpzNDhrEJDr7UEn5sAZB56LklC+StRnxEv0BRK1Uj22ZkrFdCTVfxgKaCHmGSeBLmLM0R9yFrPZrJQ3Et1vbGxkMpkU9EyVlHN1FI8k7Yp38mV2InXb399P0lb9IRfk9GzgkSeKIXi+dRy6lnFwkp0+8Fsny3lPEvE4PxA1EbhXcdvgowPWKetV0i6uTT7cyylJoWkZQ+4FcDRT4l0XAKg8d3t7u9C8gADsmhkEbB927XuNHN6/f59nz57l4OAgSbt6MblD9FTaJO3qaCexGQh/Bkqg9no2mxUB4vP1el0+M8/mycOYUg0B6qijFlMuRgMMPIq2t7dXygcdsoF4zLsS3rPNbtLdiwZBo89MGpysQ3sQmUNEh7l13oUxsEBB5/C50Sf95d447TqygDpiIQ+CV+dvHEkk6aAjFIa+MgeuvqKvj9U5vHv3rqwDwnDhgPmD7Mxms9ze3paKPeYJA2KZoGz17Oys7PnFFg6j0agUhuzt7ZWIxNExIGhzc7Og/eFw2DmdLWkpSn/mVdXIw+7ubnZ2dnJwcFCqHOs8RV3kgQ5jS3CWXO8kMo4TygmQg7x77QC65ecQpQN6bGeSbqRsQ+7+45Aty8g/319fX5d1JS6SqWliJ+cBYQaTgDWvmairp+rc4m/bPuocDg4Osre3VzwyRo0aYqIFjJ8TO9RW41gIWcfjccbj8d3DN9qdUeFdEVgEc3t7u/yeMNbZ+WfPnpVrQKUIlRHqxsZGqen2OdHb29tlgQ45lNevXydp1xlAXyXd5Bf0gMvLcEb0g/LYpM0/0GazWebzeZ49e1YWFbpSgX4TBbmsjWbqxxVCdoj8FsXBYRmNwF3f3t5mNBrl2bNn2d/fL8YIJETICz1IPx1hIsAILMKOIwQBP8b27NmzPH/+vCBg5MQVLRR33NzclNPiFotF3r59m9lsVhKyOIXT09Ocn58X5Lm7u5vFYpHJZNKhNRaLRfl90uaqfNYHkQXlqAYzIGdz4NgH+kn/60pA2AVkxhVJ0MtJu9mn95ZCVnxiIywFEQbjMR6PM51Os1gsyopu50scxdKPOgkOhZN0q5RMm+IwcCg8w6fXseaBvMrOzk4ODw87VVbYIvIWdX6uzt0458B4GLg+ZPtkKStIHvojaRM1lK0RBsKnMjjsz86AWviZQLzgxsZGmUiigaTd4pjQjGQcCMcImvDK1Ir3nsEI7u/vZ7VaFUTGb6DDEEhTafXGZGUA9XwUDNqKCGRvb68TLbiaASHnHZ2sQjARYiMbPndymFWx/N/8qxPudhhujBNCafqQZzmXY37VQkozvcTzrGyPsQGmqNIDACHnROScMw21ikOlAMT5CQDbZDLp7JLKCmkKENAFDAuOwSWmJKi5DhkAwSO3yBGUGA6LhDqFDwAL58csT+gNBhbgQ19NrXANfUGmrVMkfa+vrwtw9C7OdkxO4qPvGH5HR4DDOoKxU0GuHfm7qojnEZG5MME6Te7R0Tz6w3x7LMgD+R4P1T55TGhdy0745tpjKitoT548yatXrzqb5ZmaSdI5CJxBSdLZrXK5XJaENMYvSXEURAxMlj2nwzYMEee/vnjxouQ2HGKOx+MPNrriPp6IpDWsCDsNJXPuhaqEpE2Ck7hm4Yu3VYAeY9K5H793wpB5QgHNhZrOw7GaxqKkzvkF+kvhAagSztZKYPRnZav7xt92CB6zx9TImVkuoFwoViDfBPLEiH/++eelmgjdsYwQgaJz6Br39DoB5wWQLxLXyDx5CCIPIoSkpZecV6sr9VzhiKwAxrAltg82cJYPl+taH/0cU8Q4EGin6+vrsn0+EYopnBqoMG68iw22c5kGdCSQna8zKOYz8i8ucTX4hs7CJtU2gH4Ph8Myrlzz0Dr1yXUO5uhMIfC3BYYwGe4QtIBAY7gQBkrZeDHuA2dHgtjJIiZgd3e3k8Rh0k0jOaEEChsMBiVRNxgMylYdRi/mxfHSTCbvYISO0plvdwK75mTND+JcoMicbK+NLpUadhQgKKIml/GBWlhfUKN6lNtlvTQ7B35b86RerIgSJflAiHkXC/9jpZVwBICg2WxWxoS5doKaA3owKC5gMBWBvnGuNOMLlWpqyDukYkSHw2GJGuq8FrIOBWKnwJYcyC+G0gYVmXG+CwDmTTW99QzNjIVzfo4cKIhwFE1/idS4LzKLLiDjGODFYlEcDFVS2A9TTfdVawL8XLpuXSaa8poHbCzz70pLdP2bHKeBxnfRPln7ZEoGY8MCuMFgULhSBDBJCeEwPA4Lr66uijF3stp8HwZne3u7oCgG99mzZzk8PCz3wBk5BHN+wvXRSbuyez6fd1AL/TE6MMqo0QB9Tlo07wU3SZtTuY8/5XfOESTp5FRQJDtmlLxOEtNvqB8UgCos+o8SeEWm6TPugXOEWjB9ZnSDktBXCyr3TrpnW9fC/phanaAnaYkBm81mpZTaNN/l5WWhIjBaACgf85mkM7foHZEfCVxvjfH06dMcHh5ma2vrg6qYOg/IeQVJl5Y0bYOcGfW6jBmA5fwaQLNuljEoK6II65INNWOHTkHf4ugYD2QSO8RY+LfOIXL9zs5Odnd3P1j35PnFgaFbPBuwBqXtPAzXYCOZh9o5olOONmq6+yHaR52Da2fNK6PYnNsAz8nnLp+jooffsrHeatVu3scgMsgeWHZ7RBB2d3fLAhhzpwiHOXYnrK6vr8vaCa61sXL//f40C33y4UEk0ATcHwXCcbjageoNjCzKbLTttRVEblA/dgKMd13NwrPhsaHNTBNYmVxB4dAZpTB3jCAijOaSvYU5VAmRYV1l8Rjbcrn8ADk6vwQ9ayrWeSwWT4LOb25ucnZ2lpOTk6JToHieB6jCaLF2gXnZ398vW2q4IgYZxTEkKVFM09zt0MvRn3zn0wedc6oLRPjcETT9sa0x9Qx4oZ+1M3HkTiTrKJokOddtbm6WcXakn7S7K69Wq5JMR0+8CI9dcIkE0Q8oYyf9bdShutAR2ys7QOwM4AEgiJ6io99FJP5J54CD8MQjyK77XS6XOTg4yJMnTwq39+TJk5IQGw6HZRviJJ3JwBkwSfa85kfhNDFO3APUQYUCST2HeFTLIGxMYk21JC0tYpSOMPMdk24E5BwHfzC4oH9XG5h+wghwb1dgeJwYI4SIhkPxGhL6wvfUxg8Gg865xLQ6Z4Cwg7JQcIwGSI7yVzjs5bI9Tc9jU1Nbj7Ex9zhSjD1odzgcds4B393dzZMnTzq6M51Oy5bOnHkCusZgGJwAEjCOe3t7hZ4huiZJSoRIX4gcDeScPzQ/DoAyirVOOZLgM1OQLnCwkUf/QdN2NOim+f37QAggiz7VRTCm0JB9DDp95FmAsSSdvdNgDZwwdi6Ad3AuhhPwGEOuYa0XkWKdTzADwBw8dDT+UecAQnD5IZPlZKaRxeXlZUn0EjGQdDk+Pi6lkuYiPak+enAwGJR6cDx/p/Mb3a1q2cIC9ETZ5dnZWTkSEcEmP4IxNE3D/byug/87MUWCls+SdhEb98RpLRbtjoyMC9dzX/7PbxFA6CqMO2Ev9+eZhLwIWW2IvY0xVSdJi/xtFOwo7BD8WU0lmZJziR/vzrsx34+x4Tzrw7FYpcx3OFjmFuRIyTNR+9HRUXZ2dvL27dtOcYQrbLz6/8mTJ2ULDr5jbgAQGHFvvOe82Ww2K3qetBGQc3fWG0e5ruahn3yOTvG+NW1kA1jnMkxP0U8ieffFekVEZbAHAOW+g8EgR0dHnbNriMoYP96Z7X7QPQNgOxmejT3CgRDF8Bx+x7O8KNHRuynIh2yfXCFtrjhJxyg6HN7f3y8Rwnp9t1XudDotQoiHxFAk6XjcpE14IWxMFIJpj004C08Kv8+EomSz2Szj8bhwoqAM5xgcAWDsuM4C6s9RZoebSXe3RUcNjn6S7sIzN1M73ivKuZWkzdEY1TiHwbgl3WX7NaL0eLiW2slnC7kdJP+347BDtOA7Z/KYGzplMIDco/imbUGQGB/WLiR365CapslkMsnh4WFBnxjSpD1ciEgE5Ou1QTgVU0TWd7bkYF6vrq4ym81ycXFR5A9nB2BAj03bolv1Sl7kj6oq+kobDAYlOnXEDnWDA/VzeAfTpLwvzpiICodlqtT5HtZ81PkBxge7Q/7VkRV6VL8X72A7WgMubATRDBFlnfOkvw+dmP6oc6AawrydE6QIC0bfaJHFNgjq+fl58bQIMsjcYR4vSG7hs88+y+HhYTE+7EvPGgw7hslkktVqlZOTk8750yAalIe6Z8JzrjP1UyeF7ZnrkJVQnkli0j3JKCDCSqjIBmOcnIdDBCUY0YE07RCSlK0WkjsnTVVWkozH406Cmf7v7u6W3/EuRDQonflPBB5kxHN5z/q4VEc1OHvmwhHGY2usera8OLJ0jg9eHAMym81ycHCQ7e3tTKfTnJ2dFeO/t7fXKQSxUULud3d3s7+/n+Pj40ITMTegcu6B02BHA67x8b3YB8AH2+EgV0QXGD0DsqS7KrhO6iI7dQGDE8UUSgAa2XH5vh1iybUkrdNwtO+kLuCWhblHR0c5PDwsoJZjVpMUupWSexa2ovcuaiFXUQNER1aMJzlVJ8T5HfO2WCwKhe9E9UO1j2ooC3Ucajnkxdgg0OysSgjEYh04Pe+GOp1OizdloQ+D0DRNmeSjo6OCXlxB49poEt0oHsoArwelxHbgbNMxn89LYs+Ivc76YzydU6jDPgtbPVEYVzufyWRSHCyrUllEyP/39vYKFYCRuK8aaLValaiNuSJcNr0ApbVerztliSiwFREjQ4SyWq3KvaEQuCfv6H/z/qA63rtOej+2BsKG618ul8XQsLIZfpxIgj28tre3s7GxUXb7hH4lsYqhGgwGnZX/zCWyxXGjOOvb27uN/3w+9O3tbd6/f5/RaFR0DwM/nU6LIxiNRkWfDMi41zfpgunRpEsbmSblN1wPkl6v16WwBQAF+Nze3s7h4WFZU4BTGI/HZQzrog5HzNgbCjgAcUTyUGH0mVwQa0SIdOpomSjbegSVTv7DeSPmjubKJ9+3HsuHah/VUNdkswkc4V2SgnTpKEbm4OCgTB4KgCOgjHQ+n+f58+dJUvZR8gCAhnA45D4w9N4uYLVa5ezsrDgH0BgOgM3Izs7OinNBSF1qS/O/66QZaIbnOqK4z+A5me0klRGT+Vuop62trRweHubg4KCzMAoKC6dA5IUygLjoC+PqBXEgDRy2F0yZQrJir9frDm3gsjzGz04WJcaBMM71+D62Bk3E8ZmAFuYURJ+026tfXFyUBXCTyaTkJjBW8/k8o9Eo0+k0n332WQFc7E1GJAjIQIdwTKzU5kwJDBenMqJTPsr39PQ08/k85+fnZa2CqUQQfdJdkJp0Cx/4HHBhwONqHTeMIc9C1mAszs7OMhqNikMEqPI3pa3osp0Ldmq5XBbARj9xxjhxqEB0gyIYA2BTvfTdRTFE4zhe3oXmKjE2SwQ4eGy+98gBBIjB4gXwyHQGRGxhpMrh8vKyU4J1c3OT09PTHB4elue4iggFofJmPB53qntAUzzj5uamnHwFN+oQGKeB8H4TanWSl3f3xNqYMxa+3qGw7+kqiqTL9TtEdnIch3hyclKc897eXl6+fNmpLnGkwOpvSup4PoueEMLkjtpgwZ0TdCidzpMXcgAAIABJREFUw34iBK6D7jC/TbTIHPs9vwndPHRlxe9LA9Awb0S429vbxfEaPBBFQtexrsFJ0/l8nrdv33Z2KbCRgXrizAUKQtAXKNUkxcBeXFwUnUJ/cGTn5+cFdLlCB2dAM4dP8/WmdRwVo1sYWlfOJW2ZLyDPTsnG2rQpCB2nCfg0NUUkwfxwngS5O+QdsIZuUDUG1c07UYhjeilpk/DIgnMxfAcQAwi4KsvOFacGNfaQ7aPOwfw5/BacNl6TkBdUy9oDBhtvi0G+vb1bQg6iTVISW9Ah3NvL3ZO2tJYBJJSdzWaZzWYlUphOp2UrDNMqJKNqFGNEi9DWA+0qA64BUZmjrxO6dqp2KPX97bBMA+HoJpNJzs/Py+EnW1tbJS/DilfQA0rK87y/FZUuNi7eWBBhcyKR/jpysDJ70RWKACozHYDSGRk9tmZDh2E/PDzM/v5+Qale3InhsAEjYvAeSFApRG8+TtSre0GgNkgUb0AxQreOx+OiT6PRqJNTsPOqnYALNBzlOjo1+PLvnLAF/NRRPUCv3pYH8EdU4UofbBVUFEb/1atXpZrr2bNnpQyenAV7NSHfvAM5wrqyCNbCETlRG5Fg0j1WFJ1K2ipAAzazFbwrv3fV6PcaOVCVg7IbPZIwYSDhLekwL5Z0t+gdDoeF81wsFiXMfvLkSUm2JSn7srMxHXQUq0ExnNfX15lMJnnz5k3hQuHVMZZELqCQ+/g500YOWe0wmDiXGTImdfKWezGxrjpy+W+dR/CYgRxwRCA6nokwHx4e5uXLl3n16lWOj48L2rBjhUIi4qMPNhoen6RFn2zyhnC60goFdoTliMv3ot8W7sfWyDcAcKCYkpRiC/JQIPumaUplEmDLeajNzc189tlnZfsKqCDWNkBVUZhBsQPVfLPZrJM0Jpfw85//PPP5vGw7XZezex2RHYRpH94RmXPEzPeuWnQUwr2/SadsGP2nLns1yOH/0GMXFxdlbRR5PhwFe7BREGOnl7Q7yDK+VBXZMaI3RH7MPeX+RCs1Q+HvGDMcH+AVOcBW3UfB/Tbtk84BpSaZCfpOUugfkjSuMLAj4bjD4XCY4+PjYmww7uz9TiKIROpisSi8J0cIkjugKgC+fjKZlH47SkCA+QxB9SQm3cU6vC8DbmHkWpALAvBNEYGdFEgaw+zkL9ci4M4nMJYoF9cQNU2n00wmk1xeXubVq1fFWfF75hHhNdfJCmoMPwLmXIMjBdNEHkuMFMrpUB/F8Dg/VlqJCh9QPedJYxzQBagKjy9zs7Gxkb29vYKOX7582dEbtmfwZo5EftAmk8mknKcyGo3y/v37UvLNWgryCXYI6JR3dTXwStIBV0mLfh0x3kc3sZNB0j1V0jrl5LSrmdAJQAuOk/+jC8PhsIAmIizK3aFs2aKH746Ojjqr2nkX6FXGBNnnOFLyrYwL71fbAnI0jI9pImgnj51tiJ3w90orMci7u7uZTCYZDoc5PDws9IKrYlarVfb29srk4UwcCZDYxnOTOPNyfBAJ/7YBHI/HOT8/z+npaUajUWc/FyaB31uQa37e4WqdcE7SMXAoBbXMjAsKUVNF9US5brwOdzHcji4c7SA4vB/3qsNsoqfhcJg3b95kuVxmb2+vGBXoJJCjiwes1HW+xFGEBdlVE4wRBoCxTdJRQvpeo7jH1ljMtr+/n9lslqZp8uLFi86qc7hq9hZDnwaDQS4vL8turVdXVyWxvV7fnWVAzo7ck0vGme/ZbJbz8/OMRqOcnZ3l3bt3+frrr3N+ft4p/eb6+g/zzFwjr1CrgAGARJJOTsOlthhtMxTJh+t4+K2dFLrnAhGiH65Hx5IW0OBcnIezjkBbMXaff/551ut1nj9/3jkelGS+z9zG+OOceFdH6QA1OwhH36Zj7SRw7ugONtIR+0O2TzoHG0fOZ2BiPSFG2jSQC0li9nxPUpJwlNd5r3nCV5DJdDotk+ByNwQzaZGHEzRJOk7CIbmrCowukpQyXdM9vJuTZQ55ncS9L2fhvIZ5URqGGIVAcB1VcD2hpO9H1dPp6WlxbAgyxgUhsxCaFsMpEgmNRqMO/eFnoSDMhyMoGwyXHJveq5HjY2kkRgEq5BpM3dX5AMaKIo8nT55kPB5nvV6XDeWSFBr2+fPnhZbBcJgS2t7eLiWo0EZ22vy2dg7WKf5PhE6/vNjLNKxzb0lLmyZtdF3/3tfVAI7x4BrLNHkJvqPPGGScpo/1tM5i5Nk36f37950SYdOyOF5Hg6wTcWRBHxgTdIhx5F1cSWl9JQqpI2+if9ugh2ofdQ4IGYtvyBEQUoLqqR6iwoiBAe1TI0zSi73POeicEJiql/39/VL3++WXXxYPCX/aNE0pRXOIZYMPBWOaBKdiQTSnh2G08XJFBJPhqh6eY97QQsaE2rv7b6oeQI04Jba3QKCcXEfAjebpDxEEK54RSiovVqt2gSL3GY1GxWgkLeJ//vx5MUIorBc90YwUGUPGxStQMVDM92Nsn3/+edGFo6OjrNfrjEajcnzn9fV1zs7OSoQBxcSBPySI0QWQLiuYoaUcja9Wq7KT8enpab788styVgOrpXE0yCnybgrWsuZiC5wEVTzoDADBOYqkTbgjF05YO9qpk6zIYE1ZmT0gAezFnUTm9cJbIoU6MU4uFUd9fn5e3suFNsfHxzk4OOgsWINpSVL2TsIpbmxs5Pnz5+XYVudGGDPrmcfEEbmdH2sjKOR5yPbJu3n7DJevksTCA3srCQ44x2DXUQUGuK50YAJI1lAdgTAibFQR1MLGIJqjIyznMxacmNPkt+Z0k27yC0Gx0PBsJtfIholE+Oxs4H2Tdv2A0dJwOCxJQ8YUh4WSGi1aCbgnSILrQJ3mRetVrFS2MIZJOlUXpsrshO0A+Yz5JiI06sGgPcZmDp8qI+YU2oDiDqICHDoROFSuK5pMP1jGkxSqqGmakoROuhVBJGTJGxlc4RygWxxd0h9kimbHkLQH5/A89GW1WnW2bYE+AYAg20bIVFtZB7zNtctMMfzoMmWpADP6aJbAi9wYf/qCLaFIBgAGZc6uC4AqdBnkz+FDjCXvwfem5ekXNiK50y0cDvrk4paHbJ9MSGOMoZAIaQeDwQcD7eqWpmkK7+kyPIwIfClhF/vGMLls7sXLJy1NVSOC+0rJbPAdWnMPwjkSu7yPowR+iyHE2EHBJO251VR/IBB2fEYrjAXt5uamRGU2+uYQcU5WIoQHxaDKJWm3D+edGBOqWLiO96U0lvFM2kNgQKDOUSALOAtzrkmX6vI48l5c8xgbdJ+pG04pS1LWIiQtDWE6lTJyInQac0z0l6SUbmLAWcGctDX2rMLnM2SAEnVkDhqYKBvHcnFxURaXISv0GYOOgeW3Lu5I0jmqlDHASVqncKSj0ahDZzrSJ+pB3zGujk6SNp/qnE7S5vDqbV6IdJxzgx1BrxkvyvX9rKTd14k5gubyeHItlBf35N34jN84N/nQgOujzmFvb68YHQselAUZeRroENoARIGQJy2fT20+e7VcX1+XtQ8gC29C5k337HFddVMnQp1oBTWBqhA0hImQcL1elz1VjH7oP0pJ2Mo743iYMCe+vdGaqSjGg/CSe8GPogDmJ10tlLS7n1oRuR7HS/+hnA4ODgrPTT+NLCkacBK9TrCjtA7HTZfRRxZBYgi/q8qK35d2fHxcAFCSgrahWpnHOtKkqoyImfE0x86K3qurq7LtBQUf+/v7nSQo9IsT18wnFIiBjAGZE63YgqdPn3YABjoFCJvNZkVOXa3DNeSn+C1gy4tjuT+rvF1W7bPrsVmMHbpsqoZ3cl4OmYQavrm5KRQ6INS5QdYfUahDAQG2aDqdlkjIdDT7pDmqMpVXJ+MpgaWPHlu/80O3jzoHDL85f+qCEUxelsEHbZLAdgjp2uUnT55kNBqVWmMMOaiB50NPoDhEKUlLyazX61KdAyIwDcUzGXBoKQSdUBnD5/3xXT3hxWMoE2iMCQM9Jd0N7hB8I5vkzqBubW11FAOBh9LjXR1m8lvex5GDiwRY/cp80Dfvcsl8WCipjMFJ45y8dJ9+0H/33VGD22N3DhyNi2N+8uTurAZv142DQKeGw2F2dnbK6l4WNeJQoEs2NjYyHo8zmUyK0SI/x31Z+esCjiTl36YHvR6JnFpdsYQ+cF/6jDygD+S7THeCfslJEsUTDZsaTlqa9+DgoOQLTMUhU8tluy2I9c465YQvDsS6lbSHlgGQiMh5L9OwSToOEKdvuzIYDHJ6etp5N753RVnSHghmNgBdxGFxz+/CMSS/4WE/8JSEYSS6bIjNCdJhV2AQSuP9JpNJQb0ghePj4+zu7pYSWJA8Qmn+L2nPuAZV4c2dO9jf3y8DiXEk+YpR5cCPzc3NQsNwH/rLd3X1wHQ6LRwwwgRqJ0Ihiev1Br4/azQYMxAOUYcFlntwvcuJUX7qte9LUPHsvb29MoeMtfNC5ludgHT+B0PPHBChcA/6bQfrhP1jbIyZN7lDr7zFCxElpyAyP8gVaJUxpya/Rswkqa+vr4uxPzs7K6AuSQddI+9Nc7f4C5oFmomtXJBPb2eNjiftjr3MOQ7NhRzYDGglTo10BRUGGMOOXN7c3JQ1GThKZG+5XJacKA7H1zmCQq4dudeVTzglVjpzX0f9UO3eO4t8nWlCxturp01dIR9eBOc2HA7L2jAiC0Dx95pz4IFUMjDx5scRcDg3kCOCyQRjvAkHuT+O4/j4uLNJHJPlI0IJo4xa68SScwb0CyeDojgJjlHjNw59XUJng4azMk9Zr59I2v1VUF743pqO4r1B/15MhrAzVqZ5+M4J9HrfJeYFZSACI4dgRwjHW6N93t3Gvi45NIUHOqN/l5eX2d3dLcjK8/fYmg333t5eAVSABpynI0sbMmRtZ2cn+/v7JTEKx08ZJdtpHB0dlWdjkB1BuuiC5yLDLoUFbduYr9frsj22q5oAhN4yxtGkjS4GF7m1PCcp1BfcO38DjDD6+/v7nWjZFCeLDYnWfPAXumYaj9/x/gBJdNOGmchuMBh0KvvID1HJxHgDrkxjJe25ENBQdWPMmIv5fJ6dnZ2Mx+NyTa23v237ZLUSeQYW5mDgQajuNC/hZJOrY7iWkAuBYXn65eVlJ1mTtElnDy5GEwSVtF6ZzxFk/oBS7uO/LZhQKjQntDF4VEy4UsjXcz8EEFqA8jmjNowyRhOnQ0hJ5YUrrbwGwwYbZUNY6+9Nz/EZf6PsrNj1+gbzn/zfvwPxen6YQxsFkGHyeFdIL5fLIgve+sDULQYkaSvPXAlE9ICRxJBz/yR58eJFQf2gb4w122xgoHmeC0aSls6hRB2ku7m5Wbb8oJiByKeO9K3Hdb4C0GK+HRtRR5/eiYF3ePLkSSaTSdEPR79c54QvNB7vDWDE8dFXnkVfeX8S3/cVWqDTfn9A1Hw+L3Sb8zD0kf5ZP732xO9hoMfYU7jz0O2jzgF+EX6taZqyZcXx8XEnWXtzc1NWbuJp+Tc7TlLixYBSsUS9NlUO5tlc9eO6Z3P/ScrEGM2jQBhMBA50wpYc/q2dnNE2nzlB7sV65itd6812zHCvfrek5RZR1hpVIEh15MLfRgugLISMd8KIu7TQFJ3po6S7kA80ww6cjB0O2ONthQfZ2bGihMjUY2wYGJLLgC02tUxSaNubm5tCBe3u7hbEv729XaIGtpIx3cumjOwzBnW4Wq3K1hrIVZ03TNJB6MgPn/nIUSJy2ubmZtmCw7YB3YA2TdpqNS9qhTGorzFLATCj6sdgkevIKXp7GxL1gC7sGejfO6Vapzigx8wCEb7HzDYCh26Djuwvl8uyRgUbY50y0KpBqtdS4QDr3NFDto86B0of6TzlWfv7+wUF8tIvX74soTGTTELb5ZYgblZHb29vd/IaoBw2wULQkpToA8Fm8jF+hJAoIGiB0JEQD4HHqUH3gKygwBAaRyg01xrTfwQLZQPZoLQu501aQXv+/HmhdBxF8L4e542Nuy1FQHI+gQ2ekzpxkBHCCZJxpQuK4AovaArGqWma7O7ulvHmc95ja2urIC/q8X3vwWBQ+ukSxMfY4NMxEnt7e7m9vS3790A7bW5u5uXLl0VuoRuQQ+5xc3N3KA0ywbkeyO5kMil8v3WKyNWRNxw3BogkMcbUVCyUDiXogDVkL0lZs0R1YpJS5IAz47qNjY0cHR0VeSM/YGS9WNydkT4ajZK058k4skW/vTgNowyDgb4yfl5sCj3HmLArhPOGODLmxdVlPId35Vr2PuN7dobwSXmOoJhDKLB6ZTlO2VVm9+UYf5v20bt99dVXxVju7e0VgWai6IzL2pI7BTCiACUilPWZA/CWOBOEAc+btEgbwURpGFiEu+ZScRauFcaJ0TfQCO+CQGEg7dVZWeqKKRCJK6EohSPxm7T76tAcnpqjtUKgsOZF+a2TxtB8PhKVaxgbnoUS4YQ8zkl7ohUokLmyUWd8fT+4XlN8biBEHPpjbK9fvy7UErJGyXfN9w+HwyKD6NTOzk7m83m5Hw6bBWxeO0HC2Lkm5iDpRt3QKy40cWUSMorBhFoC7M3n8w6F5OITAIdzXTgfIiSimiTFSPM55bvoFTpFdFzTYIAi9Nzo3Il/Axj/DtCDU8QxYG/YncF0kOkxU2M8A8B5enpa8kKMJzruaBw7gJ4yX15b5ub830O1T54Eh3Aw2QgYAsQAUDqGF9ve3i5GjReFZ0UICVu5L4bayW0EgMEw2oB7rB2CE1wInRNZLF5hwZGjDDs5r6tI0uE2fRYwFJavRbDoK+PGeKF8/MahZO0gUFyEhpwEDQWgzJGxY+xx5HUojwPz2HndCnXaGIZ67QkNhaN/5Hf8HjyD9lhzDpzmxVjjEFzuzRyzgA20yupajDDjy2p6jKELEkDVzAHzgVyYQ4cmNXhDL3A29A8QwjUbG3c7vQIsuD8sAs9w7oMV+hhQGzj+PRwOyxorZHN7ezunp6cdnUq6eTVTwrZBGGTnGpL2JEuiJiII+m1A40iE65k/5y4AZtio7e3tcoIltjFJJ2Ftx0Z0w/zxXkm3OAcd/V6dg0vM6BQGF0MBksAAw20SEu7s7BSawnQK1AuDBafqZBB/knazOZdv8SwbZ36DwNm4MqgM6GAwKGWsKBPKxqTx3oTHUDenp6eFxmJ8TBtRFQUlUytSXZGCANROhr7ZQbjc0BypaTU+t0Dxbxtxng2C9RgyHjgQDJMVZrlcluQgB6ubhmMe4Hyd1H+MDdQNX+7qFmgQIgDKR72l+vX1dfb29koi1iiTXAYnvR0dHRXAUOeDknZrGb7zimEjavQJZFvPL31Fd4nqiYIw/KBwfodjIAqZTqclzwhQBOQB7kD/0HFJu2keYIq1Iy5Ogaqy7vBb7Jm3007aM5+hTa2LpqRwhMg0wOz6+rpTPs/7ENm7cop8Dk6cqIqS3HqBa105+k2l679N++jdQAp4JR6OEGNgqbslK+/wx/zjdDrNcHi3iGV3d7ccuEF5nLP5TDThI5PsSiMjfnIQ0E6uvMARcQ+Hz0wq/cXTr1arzOfzkhMB1e3u7hYUh5C5bNOOx1SRF/LQN8Jbrq/pJO/bhMCBJG28Dw4OitH3vjBe2JR0k+yUrIJIQEksZMSxuAIDgcfBEjGg1PTTTq9GhcznY22ACRKKjDnzapqBSpStra3M5/Oij9CUl5eXGY/Hha9na/3z8/MSmYBuXeIMoreuIhfMFfNrigRZcgUVegdwIXohP4AxR69IJvMbdIp8C0be3L0rfIhEoKWSdjsJHADvhANAD7FVLqIAyILe0UFKY7EX6EgNuByF46y4DnvDAkTnR4nayK1AlZPLSdrktvvKOCdtJM71NY3727aPOgeXPdIx9jyCB2Qi4OydHEIYOW7w6uqqnFS2Wq1K2er19XXZYC/JB2WyrpJxCGkEAy3lNRc4Dn7HO/j39NdVUDVSR7BN89hpINTUn2MEXTHBfZ1rodmJecwRINAGu9aaWkPgk5T35j0w/hh+hArnauXB8aM8XvDoqJB+ubQWvpn71zyunRr/f2hB/n1pyBbGhGoln3cCYCDSQp+Yz9VqlfPz87x//z7X19d5+fJlkS1yg+SAXJCAzDp6xBGga06uGtC4lNXRt9E0IIzm//tzAAOL7HB6JJEBbcg+51WAtpF3aGHLErJOlJ+0dJnLvw2eeE/ny2pHhbM0cDJLQV4CB+A1RuTiTDNhO1xpZJ2ksMPUGn+78s//fugij486B0KwWpis4MvlMqPRqCzkevfuXamyGY1GWSwWefHiRdkOGC+epLwsEwGqStpwyXSRDd1wOOwsHnNp63K5zNHRUcfAE4XwHgg5ykbSGk/vEjX67bAxaTdGq5PlKArK73vweye1XVnE9/SR93MfCP0RmCQlqW86zQlvECRoxMJrx4Gzc7SWpOSI6LMjhvvkxk4QA+fqqcfaTE8wLlCujPViscjJyUmRm1/96lfZ3d3NeDwuOvX8+fMcHByUbVAoAUcnXHABXUiEgmEDuWNUoJCHw7safL7jd5TfMpfOPZiORY8cmZpOxOiSLDfgswxzD5gADLV1CadomUtS6GLeyQ6WiBe9gOYDiNpwe02I6VrGy9E4em9aPGkP92G9hKMNqgtxMl6gx71NIzFXyAw28rvQqd+IpMKAJy1VwN4m3rPcgmdaBmTq3V2TlN0VGVCjGAyfHVOdT3CIC0eHQLgkLWk3t4K7dA4DWssLVnBGIDnzqAgYaJjPiRiStjTQJ+Vx8td90Q3C7ZDXiAZhRUmSlLGy4OB4eW7S3cfIiTXzrkk+cIisbYCWqDlrngU3C/fpnAJOirl1vx9zY8wMejgnndPeNjY2yjWgfmhYNro7ODjoGCP27kFGakOetOPvvBN/HPW7cg8KBIYgSQd8rdfr4oSwFfDtjirJFfI78pZ1hRHGG9oNuYVuc27DkS96ZJra+UYnsaHePB42/qbeGBNTPc4ZOUoyinduZjAYZD6fl3fD2W1sbBTmBGfH9iqAROdMkhYM0OjLQ7aPOgeqIODkEAaElnUJDIZL3U5OTvKDH/wgSQoSN10DasJhMCGEjKAWhBXnwwSiAPzeR+bxPRPHvRhM6Cgmpl7R7HDZhtAUktduJHcK4S0yHH7bkWA0jZaSbvWOjXp9PUpEn12JgSPlWoSPa7zpGA7JCTnuT1RCXgQn4NwJc0hk4DC3znMQ2dVVV4+xMe5XV1clacrpYqxZIHnvY3U5EfGLL74o44sTBugkd+NNtZET3cyBK5tAql4LsFrdFVNAJ3r3gMViUVbjgqrRJRwc+sMf7yHkpHHS8vWASkrFTf+yY7PlPklnfVTSll8n3Z1j+R0yjN3hGucEocpYqwUYgs5ydM34eG2Sx7zOQWBHsRvuD3bMzq5pmo5TrAsKvMbCC+cesn3UOfzyl78sfKCXzFNzDdrGIyLEy+XdvjHv378vCOjg4CCr1Srv3r0rk8nCH3OwLtFkwDHs8/k8Gxt3m+k5ycnvcRCUjmGonCBGmE0Jgfi5F5PPoi4UwglX02EIiSMVnklUwYI/VrZ6n3pvzoXQOmx0KG4kgjNzKJu0K7STdok/qBRF8LoOnkuyj8OaiIZ8nelE+sNaCCe1UXr4Xsa7zqs8tvaLX/yis53LixcvkqTMDceGgh6JbJO7LfTfvn2bo6OjQi1dXV3lq6++StM02dvby6tXrwo9ixyxZQvGhXxScmd81+t1OfURucI4sgtzHVWi+9wHea+5cNMt6DjREc7JRtprjJxodfEJ0QPO8+DgoFMQsrm5Wd45aaNXqr8wrlTaAV4NsgxMkVU2C6VP19fXZUHe5uZmKbhxREElJ8eyss+T85iMH/0wde4iEwAmOmnHkTz8TsefpJWePHnSObjCfDpIA9SNER0Oh6UEi8qezc3NnJyclHssl8vClxJWYdx3d3eLQpjOwkkRNThncXh4WFApCIBoxdUD/Nt0VdLSOOv13UHtGDaSrYSXvJcFGUfkBTfcczwel8oNVpHDC2MgnIPhXf23Dam5TCM6hNj3QMjgTM01008U3Yl9n5PrhUXOH/hedl42MH4nfv+Y8w1JSy8AmpJ2a3zmcj6fF6qWfwMioDX4DKoS43J2dla25KYIhNJPdIrtNkyxgj6d8D4+Pi6I12uC0Cm4fuQC1GzKCkR+dnZWotfJZFIMIXbDFU+ALkfbjBt9I4FNpR6gCzBr+bOueg1C0m5BU0fuyHTSLspl/Pw5Y0e/r66uSvmwi0xcWUVpLHPJ+5pGQz8Bskl76iN9Rfe+q/ZR58A2GfP5vFMWl7TJKy+EYyKm02nxyi67u7q6KqjfYdVqtSrhrakQHAhUFby9V1KvVneLabyAzolg+opDStrJNxVjxRiNRmVrADYZRPGgAkhUgYytFFAzDktPTk6KYT06OiqCRjhMn/ldvdjM94LqcSiJwPJevLv53jqBBudrIYYuxCFyTyfhQV48y0n/pEV6jnIwYC5meIyNQ2GINE2pNk1TEHHTNJlMJsXBgzypgJtMJpnNZpnP52VbeuZkuVyWs6aROeZzvV5nOp0WEEAUCQMwHN6tymYrepC/+Xma5cLcu6lgogl0aj6fdzaim06npZ9s84Hj8HY33J8qrPF4nJOTk3KK4suXL0s/ATt2WDiGWmf4zNt/+zsnubF//MYyj44BIE2feYU1n5mWRe94tpsjvtoR1IDrofN4n6xWYqM8eH1ql5PuAgzCPdMNhGEMKJQTXD+OhMF2zoAyLnIdoAi4PyaNQedMBJfMmQ/FidCYPCcGuR9H/yHIhLkkk0DUddhpQ0xfjo+PkyRff/11RqNRMa47OzslSY5im7e14iXpODK4WWgzG3E7QATYjoKxdvLfp9oRnRERYQxw8tzfDgJZ4TPTTnZajtasdI+pLRaLnJ2dJUlZx+AiBeYfQ+Qih+HwriwcyodqI8YWncK5ewdg5BnZgU6Zz+flfsg0wIjI3mXRXJcHJND8AAAgAElEQVSkgBiXcjuaZ64vLy8zGo2yXC5LWTuRDbQtiBoAxLO86wKU6NHRUQaDQb7++uu8f/++RPWAWdNipocs+65MYqxIAlunjODpG58z7twnSccZIvsk6gGgODuvNeLe9A97YFDoCJ1nIyNJS/0+VPvo3aBE2P4Xr4jxoq4fPpuQDqHCeOEYmAC2LAZB4Ex4ObhWKhuapukkzmoEMB6PO5VA+/v75WxcIx3O6TU/CmKwAzk5OSl5BJ6bpFOhxToPIyvemSigaZqyUvrs7CwXFxclEkpSdmbEGGNQ7WBqAbdQooC8jyuJrGReyIiDMC1gZ4TAmpYiunNIXjsffoMCEI3wxwYuaenCx9agLHd3d4tyQ92Qs+NIz/l8Xjh00DU6xe6qrBHa3d3NxsZG4b1dHNI0TQE5g8GgJKzh9a+urkqUgHxNJpPy/KdPn+bo6CjHx8eFEkE/6RfPw9ACEtjY8t27d6WvnLSI44BSdjl2vc4GKnlnZyd/8Ad/UKKp6XSa0WhUQCHrjIjo64jaOTrnD9EdohYcpVkF6FIn6dk2qI60k+4eUa6SGgwGpTgE/eXfBqqugvLKdcbbeZ3vIhL/5JbdPBw0zaZXNzc3ZadOjDlcOk7FCRcQE7tCQj2xYZg9eNM0BVkzWDc3Nx3+EEQBB5m0h+swuTwXdMZvMJxMkHnz29vbvHv3rvSFck4W5lHeZmNnj4/BpezPVVROMDHZ5FCMApxIc2TiKhO/oxGcKTnucXt7W0qKubYuTTXdg+MzlwoNyJg63Hfk5CQlfa4rKZyXeYwNgwBY2d7eLtEb842zMLi4ubkpeoEunJyclAKMyWRSfrOxsVH0B5ll+3wbcBwJtC9y8P79+yRt6SnVSUm7qIztHyw/RPLoBPr6q1/9qoBDIhvAJP0ngsB4WoaRx+l0mtlsVhZkEnVfXFyUCInFmS4guY8ide4UnfKeYETpvAtyzDPQQXba9VoJno2+1eso6oolnsU7YxNxBOQwYDG8DYnt4kO2jzoHjNR4PM4Pf/jDJC2SBb243AojzOCwRmA4HGY+nxdP+vbt2zRNk/39/U6CE0TLcnrQAZOAB6ccDAMMGq/L7hhs+G6ElfI43of3IFLAqM9ms1IyBhL+4Q9/mPl8ni+//LIgHCYU52A0+Itf/KKMA0aUiayrljyGSXc/ewTBAmQO0sLrEjobchAIc8cqdG8JTO6G8eMPEZLHEWQDlQAgcEhevxfj81hpJeR0Nptld3c3h4eHhfcnwkJmcRJ1JQ96Yp169+5dmqbJ0dFRcdp+5t7eXkHVo9GoRCSeZxLDLLbDIaBz6BvyhyGFUQAkkngmZ3d1dZXRaFRAIVWHnIv9gx/8ILPZLL/85S+LTiVttSIRBJE9FV/eGNTRAk6P5vyct0X3ezlB7Moq/pgCotLKm1TicIl82K02aRkCngX7gIOFSUCnmLP1ep3ZbNahHK1DbEXj5PqDyurHvsRQHB4eJrlzEhz2sbW11UnMYGy99cV8Pi95BibM23kbuYCaLGxGnFRdMFGEcj52lNxHks7EJi0KT1KMvxGUw0p+Vy8ywSmx6tTVSnXiiM84UChp1y2Q/MNx8m5e7k9fHYLaAVgguJerG1BgjzWODjpgNpsVQXOiOemuSEcocSwus7MSeqEh441TdMlj0q5neWwNms8H8uzu7pZyTEAKaJZSUsqMx+Nx0T30B11BVogaoHaQG7bpwDASEYPaMWjk+5Bh5o6cHXJr7pvcAb/H+EEledNFIhCeu1wuSwmvDbSTyc5/nZ+fd2jL1WpVnAUyfnt7WxYLgtRxHNBs2CV0iDGhOerleXxOMUDSRlfj8bj0B50iWqqLS5LutjX8v3YQOGdTSthdwCPff6+lrLe3t2XTLybWi5kIJZ1598t6oticj0PRp9NpCXfhX09OTjKdTkv4y+6KGHhyHOb3GUy29DV1QwhmNIBjQZAw5nUyGYPmyGCxWOTrr78uIS3viPe2QXZSsc6R4JiSVkF2dnaK0oLQCLuhduCN6R/PtQHgOc4lQGMkKfQgYTqRiw+HpzmCYcFNLeQgrMFgUGrrub+rNdiRs0a1j60hq/D6yDsG33QGEQSGHvklB0HugkOBONiHzexubm5ycnKS8Xic6XRaSizJsyUpexfZONYRPLINAof/Z67riBvHBshyZA2AQ29vbm7yi1/8otBnACyupyEzAESPz/b2dik5B1kjg5TRX15elqpLqNzF4m7rftOgOAr0FhvnCkRAD9QwxTDYEuzSs2fPyjIAA1j6CP1lJgGdgY42HWwH6cIAU74P2T7qHJbLZSl7Q+h+9rOflZfe2dnJwcFBQRTb29vZ2dnJ+/fvO+iFgWBiSUiBcH/1q19lNpvlxYsXxWghfKD7pOX3zRHCoVKbT6UTnC1ImuqIWnhBaU5cUftttOCKAnhcdshEoJnYpKUPnDiuUZFpptPT0yJ4RhY+3c37xbgyyVGLeU4nJhkvxsG/S1KiCBwABt1cLYgS1GIlXK/XJV9EpRp9sfK5KOAxtqZpSoUNEfhPf/rTkoiG31+tViW62N3dzfv37wsSBlh4jQKnwUFBfP311zk5Ocne3l456N7VSEa9RKrIDFvMk0Ncr9dl4RoGGCAxHo87ckEkjkEFTMCZ19VORLxOiqO7plHW63VZ28D13m4fkARy99Y8AEXkm5wM93A1EpE9uuGxwcBDz/I7onLvM8Xn9ToSDv1Bd/w7V4Hu7OyU/pGvoECAPjjvaqf6UO2jGjqZTHJ72y4ww+NCi3iPF4c20+m0c54Bk4dBOTw8zGg0KsmpxWKRzz77LLe3t6XywIbKg4mjANnXySY8Np6YBtpwKZoHk2fwHnCdfAbHh8BxbwTKC5n4jasuTHPZkLvah/GD3qpLhnGoPNuVRDW9Zc4UZ1InHk0VkScBkaEUdR2++8g9vNc8Y01/UCLuR3T5WJ3DaDTKzc1NDg8PS9XQ119//cGJhTs7O+WsZqKMg4ODJC3lh54kyfHxcUlak/B99epVbm9v8+bNm7JhHjkJDOBisSi5AgANxszUjavhkCfkFFk2sEnaSME0CfrAvTk/28AKGeN3rrpLUgAT1Vp1xI7MOz8HVQ1Q9P5OpmiXy2Xn9EPex5VB5FPpM+Nd745MZJS0tC7O0Ulx+o1zxy6gWy4yIcJzAYurqR6yfVRD5/N5OTAkSYkAzH+t1+tC6cxms3JWquu1MapM6GJxV59NKOhQuS7ngms1bcWkeOsHJhAOMWkXjsEvunrBkwMHivNCqCywTJARDRPNe1oxcIiOSHBAOBQnHs03omw4widPnnSEk35YKXB2CA90HteYCkzaPX7q8bJC2Sn4bxrOwwpItIKBqctm6aOTeY+pTafTHBwclEjXOoXBHQ7vdhze39/PbDbL6elpZ0PIJMWoA84w5pRWEt1Sek7eKmmTskk6httUqtdSICOAEBdx4PRN8drJcW9kEflMWp2qixP4HhnFXtyXF8DOQMm4wsnbv2CvXOXjJH/SLlZjfLkfMu38n4Eb42u2w4advCh9q22LkT82Bd3H3iQptrQGk7yf7/kQ7aPOAb4Mw+59VkiO8W+qe7wOgjAU/gyaClTuwf7qq686POhyuSwlbub8PRAgU9ApQkuUk6SEua6scF4Cw+X7Mvg00IKTQDyTbQtqtGV07wn2Z34nFN/Ogu99L1cqGdlzP8aaZ6JgCFuSTjTAv00DOHFIJEWzAeB6ns+Y1w7K84IDeqyNXVShGQaDdt0BztQ04Ww2y9nZWVlbAyVLTmp/fz/n5+fFILs4hPJRQMnNzU2ZU1OQzCNGi3tBd7gQI0kp3YTicgEF/2bPtPsqcZJ2bzBH+OioS3AZI1O8SbvHF/fHzuBMknZHAHTagIV1Uc7NYeiJqtDJyWRSQC1JYoy+gSp6Bz2HQzCQ83V+F0dKOEz/BjuIruGITH89dAXgJ2N7OP2k3UOcXELSbkCVtMu5EQwGkERQ09yV2h0eHubm5iaj0ahw3dzfyWh4Uoe0nvikrSKAjzP6xevjwAjVKVFFMc2JI0ggCqN6RwEgFYykw3QrBPfk34yRJ9eIykLD9ctld1dLrsFxcx0CBVo3crKDIuQGEYFep9Np5z51eM8zGQfuxzNw6HDUtYP2uz1WB8E8OK/G/PPZer3OyclJ2YssudvKBkDCymKir+fPn+f4+Dir1SpnZ2dlM70kpf6f/cpcHIFBNN2RtKAQnbLhRB6IRPf29kqkQrEDuyiYUoZaNd2YdCkk/kDLol8YRfrMu7liyuXTll0MvCt7uI8p2qSNorAbrhIkcQ1Q5B4GWeg+NCu0EmNo+q2Oxp33wFZyT2QCugwHaHvIPR6yNR6cvvWtb33rW9+S5HHum9y3vvWtb337aOudQ9/61re+9e2D1juHvvWtb33r2wetdw5961vf+ta3D1rvHPrWt771rW8ftN459K1vfetb3z5ovXPoW9/61re+fdB659C3vvWtb337oPXOoW9961vf+vZB651D3/rWt7717YPWO4e+9a1vfevbB613Dn3rW9/61rcPWu8c+ta3vvWtbx+03jn8Fq1pmn+haZr/ummanzdNc900zbRpmp80TfO/NE3zHzdN80/9rvvYt771rW/fpj3OsxofoDVN8x8l+U+TNEl+kuR/TjJN8gdJ/sUk/0qSvST/4e+qj33rW9/69m1b7xy+RWua5p9O8o+SLJP8O+v1+r+pvn+W5N9M8jjPwuxb3/r2e9965/Dt2r+dO0ruv60dQ5Ks1+urJP/d996rvvWtb317oNbnHL5de/nrv7/+nfaib33rW9++o9Y7h2/XXv/673+raZovfqc96Vvf+ta376D1Z0h/i9Y0zR8l+b+TbCeZJ/kfkvxvSf7PJP/Hr2mlvvWtb337vW29c/iWrWmafynJf5XkH6u+uknyPyX5R+v1+n//vvvVt771rW8P0Xrn8Fu0pmk2kvxrv/7zzyf5Z5Js/frrVZJ/b71e/xe/o+71rW9969u3br1zeMD26xLWfz136x/+idxFEf/4er1+/dEf9q1vfevbP7DWJ6QfsK3X66v1ev3fJ/mXk1wkeZLk3/jd9qpvfetb3/6/t945fAdtvV6/SfL//Pq/n/0u+9K3vvWtb9+m9c7hW7SmaZpPfD9M8ke//u+vvvMO9a1vfevbA7feOXy79p80TfOfNU3zT9ZfNE2zl+S/THKcu72W/sfvu3N961vf+vbbtn77jG/XdpL8+0n+g6Zpfp7k/8qdI/g8yT+XZD/JdZJ/d71en/yuOtm3vvWtb9+29dVK36I1TfM8d+Wr/2qSfzbJF0meJ7lM8tMk/2uS/3y9Xv/kd9bJvvWtb337LVrvHPrWt771rW8ftD7n0Le+9a1vffug9c6hb33rW9/69kHrnUPf+ta3vvXtg9Y7h771rW9969sH7aOlrH/6p3/6QbZ6MBhkc3Mzi8Ui6/U6w+Ewt7e39/5+MLjzPavV6oPP68+SZDgcpmmaLBaLzr9/k/ZNz3qIVvd3vV6nXge3sbFR+sr1/p37d19fuXY4HGa9Xnd+7++Wy+VH+3nf2N73HP69XC4777JcLjMcDu99V4oX/FnTNB/c/77GOzVNU+7zZ3/2Zx9dTNi3vvXtd9c+GTnYUAyHw6xWq1xfXxcjtVwuv9EgrFarb3QMGLLaEK3X62xsbGS5XBaDyLX8vr4fnzVN8419ccM4+bf3tdqI09faMQwGg44T+yZj6d/VfeU3vLc/83efaovFohjspmk6z6H//M01NJy9mx2DHQLG3n+Yv/vacDgs914ul98IKPrWt779w2iftKQ2SPcZp/scwMdabfBsTFarVRaLRTG0q9Wq88zBYPCBYa7v+5s07lH/pjaMNeqv+/Kp5rHhmTaQ9f3vu+83Pee+677JieAgMPDr9brjGB0R1L/lu6ZpPogy+N6f1fIAAPDfm5ubH4x13/rWt39Y7f9t79x1HMmWqx2sKibJqu6eA4yOIEuWXkCWZMkW9Gp6G9ny5MqSbPnC0a1npruKd/5GayW/XIydyZoj/JMNxAIaVSQzd+7c7IrLWhE779Ycsj/mewzymBGlUWF0q39d1/Wf0TH4mO+JrOmMFP0Kfv49VJXPm/OVMdR7p9Pp5pocR5kZX7fQcpI873Q69f94jzLgOtYzAq4Rr8PMyZ2Lvh86Iq4dx10sFrFcLpv3VigUfnuMOgcaJxkYp3imImiPIt2oMIofMzDH47E3rhqLxvTXIDOGGdXj7/tnpFTc4LrjGtNfFotFPD09jWZIWr+WI8woL9JupOk4Z14/m2frWnSK+u70u9b1HqddKBTmhVFBmg4h4kotCDQABIVTRt9j4qxecwx3HLpmxJUCkSGl4ElR1+EcuhtTOSbOlRkL35eBpWCsdZMOobWghkKQZsuEYzkb3s+YA3PH0TLyrTVyemrMUXGssbXO5lIOo1CYN+6ilbzKRHAHILiOkF7YeHYf43Q63VT/aGyNT0NLp6DXres+PDw0I2RmJtn98HqtuegcOsn3Uil0BKxe0mcuMlMYnqKk5ECy74brfI+uwnPG4GtYmkOhMG/crTm0Ij05jlY0q3NJP0TcUhw3E4OBo+bgJaUan1kAs4psvhS6x6gx0lwypk7J+Hg8Lluzew2uz5e/j1U9XS6XnoIbG3MKpP6olYxpJmOvWfH13jUoFAr//zFKKynynfpjzjh7agg8htH0crkclF2SSqEBOh6P8fT0dMPzE6zCYVmpj+XveU9BdiwxNtbYezyf6+rOboyKEdzwj63LHwM5A44rR0wRmp+31lGfydn+X86zUCj832PUOdAwUISmMXV9ITNU0g/cqKnWXSKsXmeGw/sInP/P6uYzDj87v3XNLEqmAXdqzDUSZT7MMCKG4rQL0u9F1oynsX3udLDqh/AxWNaqz6jrMGPyfoqsIY6vdUzWT1EoFOaFUeeQibJ6zchbIMWRiY/sIib8vSyCpmFqCaBjkbgf/16D7EKtz8HXKtNo5EhZJeSGOTPULpJzPu5wtZaK8PV9dF3XVyORIqLxZ1bAexH0+3K5HGQ+dKJZpZZTVO9Z90Kh8Ntg8klw+sOeyg4i4oaC4Bjn8zkOh0PTyUyB1UWMVnm9FtXk4iodQ1aJ5OczIpZWEjGkyPw8zdmdpGs07ly9E9nn3HrN95XR8fz9fh8R0Yvi2RYZuh/9pDPx+UhT8fVThRa1HKf6WDhQKBTmiVExIcsCxqqPaBD8HEappCZYbeOUhtNZHpG7GEw8Pj7G09PTQADlNdw4e1Suz8acF6+b7R3EsXgc+zVkXFWdlRnNluajsTL6iF3IbCzUmorKI/Wla1H0Fv3k9yVnIsdJKs2/P3cqWWZYKBTmhcnMIcsC2Feg92jExW3LgByPx5vonkYx4pZC4bVkwGSovDonq5Rx2oPneYTeumdWVJFGy0Rj0V2e4TgWi8VAa8m4/dZ8uCkeBX5eX/SRKpbkIFnRpTl6lVerwkkFAVxn0kOepXCdOM9WZlkoFOaHUeeQNZRRRHWRN2JI//jWDVlWITw+PvbRriJidkXTiNGYySBut9v+GpybHJWL5y1j5ruSCtyF1s93o0nxnc5E2UyrdFfHC5ozMyjPOuhQtGaMzrVXlebuFI/PvwU5CGUl7EE5HA4323JwPRQwUHMoFArzxmTmENHmu0kbOAWjqpmIK+XSitaVZRwOh0HVkQyZG2IJ2zS0q9WqdxCc42KxiK7regPGcZziisibs2iEvTRXzsAzDK2BjCjHlaCbbXeujIMZkeZJR/Dw8BBd18V6vY7z+RxfvnwZVChxzbROzJx0XdJ7ygDo3Fznka6gc+W89FMBgQcOrGjyoKFQKMwPk5nDWCXRWHWQqCQvXcyyDhmNTOyWYZTBpDF7enqKruvi9fW1/10R7Ol0muxI9gojGixmGZ4F0NjRCboT1dopatbxjLD1/mq16jMl0mGCsoLz+dz3hxyPx9jv9zdGmPw/My9SfK4tZHoPd1PVe3IOGoPOTVmFnI8348mBODVYKBTmh7tKWSOukbYMw+Vy6aNxGryIbwZGFBENv17v9/vBXkOki7quGziB3W43oDR0bRkdr4KR8Xl6euqjahpQwZ0BswMvNXVuXnSVrhkRAyO8Xq/7ZxasVqsB5685q5O5/yKenmK32w0ieq6NDHWrvFW03OFw6OfPNdJ86BiyUl99T04/ZVqP/x+htkP6qbXpYKFQmC/uopUERpf7/b43HjL2MuDr9ToVbSmIHo/HWC6XAwNFA0sxmpTOcrm8cUQ0oBHRl8yez+foui4eHx8HDmK5XPaUz3a7HRhYXlOf6fp0PJfLpf/J6Fr3J+dHSmexWAyup+OVNcgxcAwX0se+G60Po3lmE74hn6itrMyXIjjLmEkPaY6+1bgKAiKG9CLvuaqVCoV54+7MgcZYv8ugbTab+Pjx440hyHoHpCFkwq6uw8idhmu9XsfDw0O8vr72tBG3ohhrnpMBE9UkGurp6Sne3t56x+Q7kTLC1hPqhNY2Fq4V8H6lM9Cgbjab+PLly43TWi6XvQPVWD4/Uk/7/b53hqTXdP9y4MyKWnRedj/+XZJ64xwpgPPBTRqrKKVCYf54V+ZwPB7j7e2t/73ruvjd736X6gkyAKqeId2gyN/5e0bLiuIZhUZ86/SVzqCMRSDfTsFXtBQN6+Fw6B2FIm5lA3JgMtb7/X5AxcjICm401XAWMXzimzfNOcWjOZxOp1itVgMBV1kIq7m45tRDqEmQYmKWoHHY/6B5izpk1sRzdF3XZPy713qT7mNpa6FQmC/ucg6iFg6HQ+z3+1iv1/HDDz/Ew8NDrNfr3oCy6kUllBKOCUXhMhZyBsoGZNDkCPb7fU/HbLfbnqqRPkEuXpVAEdeKnoghR+6GnUZPn7G0VHTZYrGI3W6XUiKkw+QMdI4MrdaIBp09IRr/8fEx1ut1XC6X2O12g2u0onzSdazo8gonRvByfp4Nkb7T/AWutd+/5kMxm7vUZlVthUJhnpiklRRF7na7OJ/P8fz8HKvVKh4eHmK1WvXHrlarXvCU4fNtumUkZMBXq9UgU2D55vF47K8pIyWKRNEoHRINjxtEjScaSsbTewsU4epYGeuHh4dBNsDGM1YB6R51DOfApjDNUdfe7/e9HiGH2HVd/Pzzz/11NEa2waBjv9/fROZZ1sDiAr2vOclBuHAfcfvAJL7H+2JVk9NgpTkUCvPGqHNg5L1erwfvy2F4FE4RlsKx6AbRPA8PD30lkl53Xdfz5DKGr6+vfYZA4Tri1kjrMxph6Qm8vpySqq3E1SuK32w2vdH2iqCs2YuVSHqt+av3Yrlc3gi/FNs1h4iI19fXeH19HeXnmR0we1C2QjpHaypqSbQay10FajhyDN4ISYFdY+u6Tt3pXqk1VfZQKMwfk1t2k4+nqKk/eBlPRauMshlRe32/qoGy63l1jugpGTSnV6hdkFvXa82BToHOwKHrdF3X8/Z0PnQMPnfNQ+9FDJ/mRipNTkXXc+fKtY64LQrw4z1SVykpGwlJG4m+YwUS192vxzm6fsCMgGvKdeH/hxKlC4V5Y/JhP+fzuY8AZaT1O0XMiGtlEI0no37y0tIuIqKv3tFx5NkFf9YDq5D0PqkTN14UhlVh5fw5nRdpIRo40iZuRD2LYpVPluX4sTTOFHmd2uH57CVht7K+I2Y6PF5rzrG0Fvqe3Skxc6DjyyrEsizBxfhCoTBfjDoHGXZW52y328EfPMs8I2LAvTOqpTE5n899N7MMG7d6Xq/Xfa+CImIHqSVlElkFD40lnYWiaT7/QJoEjSqj/Ihbw0zjS+fAclath87ntho02nKATus4509xl5G6Kp40LjUKvw9dh1G/rsv7VFMdszHel3533YYBgdNMhUJh/hh1DqJ95CTO53PfdSyjxQodGQ5Vuii6p4EQ3HiKohLFovfYicynnHEvH6/gibh9TgLPZ+TMZi2PlpmZkLKSGO6OQvNhRJ7tIeTVP6Rd2DeQOUXNlVG8fvo9a17UYTQn3znXjXtE9PoQnT8pLa9A4v8DfidZJVehUJg37ipl3e/3PUctg+VOgbX3MjiCd/qyWkjG9vX19aa0k/0KdDKKjhXVcsdPRtQUZXUuN8LTlhM6nuIu+wMkJrMsVdG/DKMcqM5tbSxHB6BMRffB7IKG3quraNQlBOsf10BrI+FfY+un71gbcW1SPJ1O8eXLl3h8fBwEB6wWk3bEwIDahd+PZ1GFQmG+mKxWiohed5BBZINaxLD+PotUOVZEDKJQj9wZOXOvIW5tobFloLJIndSS5pPNnYbKt7YmaHBPp9Ogf8IplrG1dO1A5+s+2buRCcPanoQVUrxn/WOPhET5y+XSz5siuJ4B4ddiObKyooirU9Na0jlwPtk23cwwCoXCfHH39hlEKwqkMfDGsqyEUZ/L8UREv88Qo11GqhHDahpFzvqpHgxG8fv9Pna7XZ8ByOhRxPZzRHPJYTESd1rH9QhRVuxvIFdPpypQWPaSV68kYrbG78IFdD74x6+3Xq9vqsWUoajpkBqMMozNZpP+/9D3LuPPNeJ6V5VSofB94N3bZ0TEDRWh95z3pkDLaFLnKorl+dIydrtd32egfZBk9Pb7fd8Ap6onRrF+bV1PxlOiOsteWQ3lmYg7Bn+cp0fC7si4Llw7r2LilhYU1DXGarWK8/k8oIioo0RcM4Ln5+feMaoklxoSo3lqOzput9vFhw8f+gzkfL5uy6F1YYlupqPwtUDtplAozBd39Tk4aIiZISja9kobvXbaQ6KuInVtz3E4HOLLly9xPB7jhx9+iIgYRLnKLLTNBLlvHkNqS9t8RER8/fo1ttttT89Qa4gY7kTqXL+oLjofZhdsPIsYUnNyMnzOBCkhlQWzPDgiBkaZ2gKfX6E5vL6+RkTEL7/8cvO9rVar/jvdbrc3OosEaN335XKJt7e33jFpvyfdE4/Xd6C5ut7g/xCNLOUAACAASURBVJdamkyhUJgHJh/20wIpIkWBomF0rowFKQcZJR1PKkKZgCJVVUapkUvXZdlrRPS7tHJHUu4xFDGs0Vd/hTIIvS8D3i8OOr29coiUidZA82RZrI4lvdSqYFKDntaj67obx6rxVTGlTExOgdQenSbvn+tP+kdVZtwyhZke6TyWyWqe+k6oUfEcfVaaQ6Ewf0zSSixXjLhy4IwYWb7JHUQprHopJXl5jcsqo81m029Z7RQWN4xTP4Roqre3t74DWttxsOZec9NDeLbb7aCayoVrGVbqJ7oHr8LSNWgU2YvA6D8i+u07tMWHInHt7fThw4f48OHD4HpaV2VG2vtJWQGdlRwz15fVXpqfPtf72j5ku932u9eSGtJcdR1uokjxmx30Ah1doVCYLyarlTxqjLjt/o0Y1rK7uCso6pXxkFCtaF9OhsIxy1+dqtG5EdFrFI+Pj7FareL5+bl3LDK6NPJ0AryOPyhHP2XgWZkleL9Htp0ENQRF3dvtNrbbbby9vQ1oNWkAuo9Pnz7Fp0+fYrPZ9BVIykwkOouKooPQa5bval19OxNttUERfr1e9++za51ZArfEoEDuPSBaixZVWSgU5oXJaiXW90cM9+H3Mk4ZdRkSRZIUdWmYtP01aRbnrRWVktbxngudx/LLiG8OQ9eT05IhZ8bA+9VP7RzrQqsMqlcV6X699JMiu96TU5DwKypJQrz6Hn755Zd4fHyMz58/x8vLS/zJn/xJfPz4MTabzcAJaeyu63qHqPE174johWlfM62Bvj/qI6r+enp66jMJCuRyuvrJqiuBWVmhUPg+MJk5+B+5HALpCG5PIUegz5Qd8FwZSNE+7mBk3JbLZc+r+3YZGpccveb8+voah8MhXl5eouu63sDJWEr0poDOklFW4bRA2kivNQ82x0VcK56UGej6cgKkZHQPrBAS7aRsQeWkyrKU7UijYfUVsd1uB7qQxiD4fWreKm9dr9fRdV3v1Ng4R0dL58n1LCqpUPh+cJcgzbr6rGRRf/QZxyyKxHlnGW2PJmWgF4tFv702aRJdl/OTkaIYK3Fbhna5XPbPnJBR1j8atqzyiddzMTkr2ZSDEN2jyFr9AzSmFHEjhtQMK37kfDTGp0+fer7/6ekpvnz50jtFzUHZBMX+rAxZdB6bEzUv0YC8v/V6HbvdLn755Zd+XbX2nlH5/WnMQqEwb9yVOVAPcIcgMKNQTwI5dtcL+HyIfjL/G6FGDMtl2Q/hG9E9Pz/3hknUTMS1q1sO6/n5uc9UNCdqBa6T0FlkDpElui76av50PtRaNA67yZfLZR+Nyxirz4Ai9JcvX/ouaV1bhn673Q66zDl3L4/VunDu/uQ4F6KpqyhDe3t76+fCNaKjJLzKq1AozBOTfQ4UOGWAxauT1mEFzmKx6J8Sx9JLGhYZQxkSGcWszJGNXIIoFD0Uh3NS5B5xjexfX1/7SiBF0ZqfDDmNLfWHiKHe4McQpJs8W9JPj6xpqFnx9PT01NNGi8Uifvnll95RPj09xcvLS6/PPDw8xIcPHwb9INQPWOLr+1dFfHO6yrSY0Tw8XHfJdUevRjs5cF1DjkavqVvRmRYKhfli1Dn4XkQyGqJ8yCPv9/uBI5EoLTGz67p4eXnpdYD//M//jN1uNzAmOj7itrLFq1y22208Pz/3jkM8OMXQrutivV73lM7PP//cGyxG2J4ZZXqDG3rvG2A2o3Wgg1JlkbIAHSeDK0d5Pp/j48ePgy0rdE/Kkh4fH+OXX37pHeOf/dmfxZ/+6Z/Gjz/+GP/2b/82qCyifuBdzXJMXAdBJbaaN78XifWLxSI+ffrUOx06Fd2ffnqWVQ6iUJg3Rp2DDJn/QcvIKKLldggy9tQrZDBk3P7rv/5rUBETcTWgHz9+jOVyGa+vr/H169d+LhRvhf/+7//uewV0jERcNYmp4oYlpa1GNIrpwljpZZbl8J6U0ajayukrXfN4PPad3nJkcg6LxSLW63VsNpv4+PHjYCx9/vnz574CixSUvsO/+Iu/iN///vfxr//6r/Hv//7vcTqd4uXlZbBliJzHdrvt70nbkqhEeLG4btfBcmKuh75LVZkx26oy1kLh+8FkE5wMKR8rmfHwdBBPT0/x8ePHOJ1O8fnz575p6suXL/3+QBqb41wul/irv/qr+Mu//Mv453/+5/jHf/zHnlaRI1I2o+j5+fl5UJkjp6U5a0sJ0S/e8Kbr0pndi7FjWTpL/SET9WXQqYnofTXCyThLOCZFp3v+/PnzzZgREX/7t38bf/3Xfx1///d/H3/4wx/6SijqN6TK1PimpjjpJtxXSpVS1Dd0bMQ1gHAqisFAoVCYLyZpJUW//kceMeyu1ecyYOS3xWfrOH/WMfnoP//zP4+/+Zu/ibe3t/inf/qnPpIlLaJ6e1775eWln5ciXc1Xc5aDcKfQMlR0Yu8BswOthzIor/xyjYKVTB8+fIgff/yxj8S5DxL7GkT7MGOhrvHly5f4l3/5l/if//mf3nFrXvxu9/t9nE6n+PDhw6AIwB2nl97qM+omrtHwvj17KhQK88Ni7I/07/7u7y4saWSTkxsHzxwIGQl1BYtj//jx44B2UTSqklNy9jTQ3OSuZeBprLzzl+WyhBu2jAZhxK7rTEH36w6WlUSHw6Hv8hZ//+OPP8bz83M/hhr3ZGifnp5is9nE8/Nz38tBgT1i2Beisdmx7HBthZkFK7g0Lp0Lx+McnELU9/IP//APlT4UCjPFZCmrl46SJsmamkhFyAjIGJGqiLhmJiwnjbhqB17VQyFVmIrqJaDK6HnTlx+bVSWxikjOJXMKLQFdUTrvhfqGV/Mow9EzLZR98XnXmpf2iNL6KYPyCF2Zhu8mq+ICjcteB6e6dM/cLJHfH0t59d1qLH5XLDkuFArzxGQTXCa6kk8mSCtEDJvinGd3xyIenVtWMMKloaWxZnTrzVY+N6EljHrGwGvy59h6Zb9HDLfdJi/va8zSX21OqLmxE127nqqkVY1oMtb6XVmLtBs5FTlgzY3PdMiKEDKIBtM9OFXGrnY5w1b/Q6FQmBcmNYcxg8g6dhkH/WMzmkBHwZLILApn5UvEcEM8P0bRLcthx+gellRmBp1lmS3wGmP0E+Glo8oIZDSpwWgzPkFluYRE9/1+3++3pAxB34Ma1L5+/TpwOjqfJb009Mpk3KC7TiIHx0zAu6KZUXigUCgU5onJzMEjcf6RE/68gwyiIvSTvQXKMjabTW9E9VQzXZ9dvqyb9xJUd0i8tn7PnJ5X3twrRLe4e89knCqLuD4Xmo5J2oI24ZM4zIolRelvb2/x9vYWz8/PvWaj9ZNOoevIgSpLEMV3T7bF96aEen0n+l79vEKhMH/cVcpK6sNFx4hIaR2Ppr2Jjk1eEdcHxsiocHyNxW2maWjYrcxsJotSpwyU7pHOkFw5HQwdUmYo+Z60EpaDSgtRPwd3QP369etAH6A2QK3ifD7Hzz//3Hcor9frXitgBE+h+6effhqshb5j9iKQttMxmVPIKEZqE1rLVkd5oVCYJ+5+hrRERBoc56O90qX1mYwFu5X1nqJZGSdmC1lfhFMaEdfnVGf3cM99MmJ2B0e4AfVjOK+WOPvw8DCI4N0Iq/nPn13NqieV9jp1o34FOnHqDlpbOaSs18NpJV4/63nx9RFIC1YzXKEwf9yVOQgyMl6KGXErBmdGO+IqpsoRMFvgBnIaR0aFOkGLFoq4VtwoS2mJ5y24zvCe7EBzy6D1YPMYBWFmX9QWtF33w8NDryVItxCddjwe4+vXr/HDDz/cCOraJlzOnY6dZa5ZRZEbf2pKrBzz9fWy16k1KxQK88O7SkYYQfKPPqMVMkGaNI+MWsT1iW6kS1jpovHc+XjETuflPQtCVn0jQ+fVNhG/zpBlFTnuKFXWq3mLUtJrlZ2u1+vBI1d1rtNGFLqlz7y9vfV9JVx3jcF+BTka9oCQXnLhXP8yIdrpNGaZ1fxWKHwfmMwcWOfv2oLv7kneXwapRdGcz+fBltCkT3Qeyy0zkP/3uvuIGMyhpUFoXjSgjlb24PdHp8UqIK6lc/t8kBGdoDKFiGvTH9daz5nWeGwwZG/J5XKJt7e3/neuhYw7S4O9GskdK3dZ5Tpontl3w3WrrKFQ+D5wt+ZAkFZqVeDcA26jwQol7hI6xk+3qpL4OttGw+HNaO4M2FA2pkFwLUirZBmMjtVnWQOaHKVKdelE5GgIORbRaiwvlqNVFE8HQkjz8HJfUnotqs7F+9Zal4MoFOaPSecgQ+BRsBsM4h6BkgZMBonOxqueMiG3pXnoNbt0vaRUYMMXo2caUBeepxyWjLJ+cktwzkFGPiJufno2cz6fbygip9kYpfO+6Nh4L3Q4Po5XMPkxvpbv0XWKWioU5o+7aSUiExszI5EZUW4D7lG9b+TGa2TCL69PComUTiaMe62+j+2OQOfQsLpDycbQ+9rRlk7HqTqNx/Vm6a6yCtI+dAhaP6/u0r/NZhNvb28pBcQ1cQPPZ1yQVuJ35L+Pwde1UCjME3dnDoT+sKlB+K6hbjBZs8/zZXAIzx5aoDNgwxyfo5yV25J353yy6FrjOGeeidbk8vW+01A0sOTvs+oqlvdS41H/gMbka1JFdELSMFQOm+kDGbgbLu/R4UFEdgzLX4taKhTmjbs0BwrNqorRE8kirlw3QePFBigaTBmqzFBkFUZjxzFb8MyAGUprbB3L4zjXe7hyOh5eh6W91B/4nIcsU9Lc6bCenp7iy5cvETF03JfLpd8ig5sf+txWq1X/ffEfwfUiBcV1yOi5MWfuwnShUJg37nIOrI3XH3drV00eo4jXy1DH+P9WL0GLhqDhzaiRsQqaltZAx0bjeK/mwMerZnOVQ/AtR7LKLs0p4rp53/l87nsXCAn6KoN1DWKxWPTZgx4l6pVlvguv3wO//6xiydcme83jC4XCPHFXn8NUxE3QsKryyKkWb6YjXAD1ce+ZJ89h97WLwJmozuvzvlsluS1Q83CaSu+1nnsRMeyodifSdV3vADKKhs6Y5anMALQmfn6mJ2WYyvay4zN6rlAozBPv3jeZ0XZr19KMl6YQOlZG6VRORPR7EnF8GUadx8Ys35PJDaBnE4rOGaU7X3/PmnBMlqlmBjwT+n0MgnqOmuM2m016fZ8/K6a0x5LrRuwvibh1iFPz03tZlhBRfQ6FwveGd3dIt4ysQO5Znc9ZP4DvgDqG7BkP3E5cJauMtn0+WVRLkdWFY0badBotkJrhGPqpXVC1JhHjhlLCLR2dUzfL5TKen5/7Zjkdo/XScaK4eB/sA+Ea6r2sNJiYyvoo7jta7xcKhfngXU1wrb6CrBs44tZ5ZFz9FBXB46QBeDmmehrG5jt2P5lYyv6G1rleZsuMhx3MpJVcc2mtHat6MkPqz4TQ9WnE/TGr1Dw0f55DZ9u637FCAZ/nmDZTzqFQmDd+VYd0xNDwjgmYwj2R95jBoPAscMO4LAOZcg6s3ffr8POsjLNV3uvrwmoplq7yfO/voBEX5ERYESWKjtoD74lGW1QeswpG98xQnFpy2s3H5RpMGf2xyrNCoTAfvNs53FNhlGkOU8ZgKur0slDSF9kxPh93LFMlq5ne4E1frGbKQKpG82jpIDyGa+I9JMyaXDxmoxyNvX5y+w3em/cyZOveyg64bhyX1VaZ4F0oFOaNdwvS7hhcWG491IWagMMrlKYi0IyGofjrVT8ZNeNisYvhNHCZeJ5RStmcZZS9D4DGupWFuAbAiN6byfQ8ad0XRWjvws7uRedyvq1jM7QcnvdtFAqF7wPvyhwyjtl7FjKKJmuSI9xokEdnw1jEsES0VTPPzIX1+4QciIu+mfFr9XS8B3SAfNwneX5/mI+cr6JvZgaal+asZ0xLf9GT9S6XS98xTsctXYTUErUJNulRWxqjB+/VF1oFAoVCYT4YdQ7eNObRYbYXEvFrDUBLoOW8/DkC3gTHuTvdxNfUAtgPQGrpj4HTX3KWfPqb92HwuMwYe3Ob7kVNhw5SPJoL6Z5MgNba6HfqDn5/967RFKVWKBTmg1FayY0qo/ds4zaHG/Sbixsfn1FPLP0cczYuFvP3jLZxuoPGu8Wvt+5jDMoIXDOguJs5ImZOU0J9tnYUnXUvpNBUVivH5NSZ6yv+ntNqYxlFidCFwveHSUtHqoHlkzQmLYPJHoepzKJl+Pls5OzYFmUkB8FKI30mSoU9DKwSaiET2t+D8/nc349XSVEgpiiuz7KyWjf8ahbkHlh0SLpu5ghd/xj73rgenH8L2WflKAqFeeOuXVkjhjX5nlFkhqsFj5BdH8iO4We+6yg/940A+fwEF7yVPYw1azm81v/XOAunawQX1GnISU1JJ5BDU9QvQZpaBTUC7fdEncLXkPd471rwvtxps6fCce//l0Kh8Nvgbo6EFTIRQ8PmDoSft0paW5+TCycXr9eswMn4bxpe9hSIw2fZJufbqjTK1iH7/R5QtPeub1ULSXSmTiBaKuPrWe7qa+v3IEdIJ88+B9J33qjX6nT33/3/RWuNKnMoFOaNSUE6E3MzXcCF1ynD6aIxr8ljpqDomTX8jFozZ+S6goyjV+Y41dKa8xQ0D68A8ua4rFva+xQ8Wn96euo34eP9cI6HwyHdO4n3kF3bv5fWPXtFWev52bqPqlQqFOaPUecwFhneazhax7hIeS+d4VqCMhrPWJwqOp1OPd+vbS2IrELKu5IFOpyx+2YW5CW1nLcMtzIzHZeJ48wEdO5yueyrnzQ2z9FnY8/TnirXzcqFeY/L5XJwb47/i3LgQqHw/w/vzhwyw8jKmxYyCkhUCcXYMXCMrM+Bc+LjLWmk2VvAx3DynjNDzPr/eyuWNEfvuhZIF4k+c5HZ79/XgHSPqCW/luasktUxRzgFlgvrdcTw6Xv6KSqP5xUKhe8Dk6WsXiLpfLlz93pvbDtv/csieB4TcdudLCrFKSAdv16ve6PP9yXItgRtje2vFZ1n23S4gfTztecRn+bGa+vfdrvtH74jYTkbj8ZVx202m1iv131pqiDHwespG/HnSOg4VTpl5b8cl98N78m746lRlWMoFL4vTFYrnc/nQRVM65ix11lFUsQ3R9OKWKkDZNdzI0TahrQKDR0NnmcQrplEXPdGajXlObfvVVg8153gWNcwq5b0fGxC97FarWK1Wt1UBrG5zdfRt+Zm5dM9YCbgmkyWJbS0lEKhMG+MZg6+eVvEeDSbCdUszeR7NCjZmC1hW0a05agOh0Pv0OQA9IAbgiWsyigY3XPriveAvQZj5ZqsAtJ9sSNaz2jQWmVlrcxMsvJcrpmOpzbjfRC83hRaGoSPofsqFArfF0YzBza/UXPIKooYneu9rMkrM/qZASZf3ZobzydVoijaeW4ZUc1DNAuNqdNVgtMjGR2m+bYoNc5Djoj3qfmIOtN7LH9VlkAR2quhqMfwfpgFZmvuFVvvQfb/ItMZSnsoFL4P3KWs0jF4RYrXxrtOwZ++DYYfx999A78WnA5iM5geiymjSLpG98NzObeIW+F2LGMhWnsiMVtocfFcR+f0L5dL7Pf7OJ1OsVqtegeh4+T0qOvIaej66gzPMoQpx9D6HtwpsKxV91zaQ6HwfWFSkL6nAskjZY/q9VOUj3+mczJdInudXcuNsRzZfr+/uR8ZKlI1rXtRFE9h+R7axfUH3oc7tMy46n1qBovFIlarVazX61iv1zfzpYNwysjpo+y79SzL4Z/rH584x+OYHZVTKBS+L9zV5+BUACmDex4PmtE7noFkusZ7DApLTGVQZbS6rut/V/TP6JYlpz5vVlSpVPR8Psdut+v3L6LD8LJRvcdnLWiMVr/E+XweGFwvqe26rm98o3ai3z3Ta1E5Y1nQlE6gYgKNcTqdeifK/xekEguFwveDu/ocxkTn1nkReWNby1iMRbF+PuktGkSvrKK+ofNkdPW6RWURom/O5/OgZNTvg6Wb3OeJGQDvg41uetqbcDweBwKyjO/Ly0t8+vSp74x2B65/me6SaUW8x8Ph0KwsyhyMH6dKqKw6jVRfoVCYP/6oZ0jT2Mi4+zYW+r11Hs9nBU0r2lXkr8jVqQxG0n5MlhmwBNQdl67FqqLL5RJvb2+x2+1uDJ032rEaig1rbACkGK4uY92LZzuPj4/x4cOH3kHR6ZGiYibE/ZQ0R2Uuuo6EbRYf+HdwTxbHdWx9XigUvg+8yznQaBAtjeAeg0IHwoh36lxWJ2lOopJ8y4mI28dyynnovcPhMBBxhf1+P3AQioAfHh76yF0NdiyFlRM4HA79k9n0vqL+0+nUU1MUk/W+8Pj4GMvlMn7/+9/3T3jTWKLH9JPOhd3WXspLw5/1UbQoxcxxeNYmZ0TnmT1QqFAozBeTzoHljeTM9ccvo0kOmhFtRiNkojTpiBYXLzgFJWMpIyuKhDSPIA1BQrV6IETtnE6n3gC78ZSW4A/u0bXdYdHIy2hut9t4fn6OzWYTXdfF4+NjbLfb0fWRQ5GT4PexXC4HlUe6L9dRWmupczVP7+1wcVyOkmN61vZry2ELhcJ8MNnnwO2tKT7yPRkw9kOM0QsZsuPHKqVaezmJglG07DQJMwg5AorOUyK7KBlqFxSANQ5LaDVfOghtmNd1XW/Q2chGYy7ah8/W5px0z752+k6yno+sionfJ4/x3wkfl/OrzuhC4fvFqHNwQdejyH6Q/xVTdQybshytCFbX0XWZdfAcagotaJ8iB7eikOAb8a2aiTqAjKRH3bxutq+Qjlcvgs9Rc++6Lp6fn3vHQBqMGYEe7PPw8BCbzSa9Zzb1kZYjpaSfLYrI198x9p2NHassQ3NjAFD6Q6Ewb0yWsmYPwxkTjKeixbFzxwy/89pyQvc4ixa3HvFtfyIvHdVPLyNlxuQUmJyNNAaOxeMivjmj9Xodv/vd7+Lt7a13JqSQqMF0XRcfP36M4/EY2+22dx4am3w+5+3ZlfdejBl8bh/C47Iuao5F8Zv/D9yJFQqFeWPUOfya7RSyHoeIts7gGUGmVfAYGtEppzAG7n9Ep5EJqrqec+ykk0iJucN6eHiIw+EwuD9RShFXnp9VVcyaNPZut+u1ER0v2ojnZuXDmnP2nWYO3TM/r0xr/d/I3su+53IQhcK8cdeurB4py0CLWvGo0XlrGpYsyiQFM0Y5KZql/nGvc3DjLtFZET/LRkkZ0chzR9Ps2Qka2x+84zTcbreL3W4XX79+HTg8Cdgai1nLbre70U3oUKhvcF2YZbG3Quvu5buCO0leu1WtNEUjjmWNhUJhXhhVjGmA6RgihtUrOiYiUq6dxoBRNjeTa04QZZu+VUTG6WeGjiWqNO6icOgYhKz0kvOU2M0sgVtKaI8nOlVVOm232/j555/77US4pjqPVT/KbvRa1VLZmnKefJ9r1aL9vBM7O5aO/R4wOKAmVZpDoTBvvKvPgVUvHimyIohdwU4ztLbo1hh8T2P5hn0O5/8dmquyjvV6HcfjMdbrdXz9+rWfF+eg8dwhZcepnFSGXUY/u29lH9vtNvb7fazX60FVWMQ3bWS32/VUVMS1w/hyuQwqoJghOJRh6Hugk2SxAe+vVQXGY1vZRoaM4mrNt1AozAeTpaykH1rGmVSDDPp7KARv3hJaBt+zlZa4zd4DVh5FRGw2m77xTZ/RMCobYOTrW5CTRqMILYPM8tfFYtFrGz/99FM8PDzEf/zHf8THjx/7e79crruubrfbfjsL70OgPtMS5TMjzHm21tJpsmzc99BCTitmYxYKhflh1DnIeDpIVTACdWNOB8FI243LVC08uX5mJRllIUi45WsZXlbTUMB1np/7N/F98v4ytiw95fFyCPv9fjDHP/zhD/H4+BgvLy/x/Pzc00vKKEhFnU6nWC6X8fz83FNMfGiSrqdMQ3SdjDC/J39udmakSUfx+/MM714nQc2hMoZC4fvA5MZ7mdhIcTKjWtxBEO9tjMpoCUa5reuQ32bVUMTV6MtRZJU6pF8YXTNboXNiFzWvJwcl5xRx1TP0mjSUqClfc9/uXMafTuR8PsdqtRrM1TMCIbsG4Q6BwnpGDba0J2YwnE85iUJh3nhXtZJTEmPVKq0a+5Zg7IZX52Sdv9nv2bz9uorOmXXwwTx8/x4uPsuqstJOGUlqHRSWX19f+/2WGKmzVDVi2Lin1x7F6xh+J8y0NO979jrytWhpFRn9l303TjEVCoX54m5BOuOOs98zZLoFyyp9bNb9j2UZ7+W/VaJ6PB5jv9/HarXq6aHL5dLvdSQoa/BS1Clk2YqMtrb/1nVZscVzXDPRuK3vge95We1yuexprXvXrOXwswzN58I14PyYiVU5a6Ewb0w6BxoTUjBuZPiZR9m+BxApDzdCDw8PaSez470GJqN6WMHTOsepqez+CGoahBwCnY2oHVJg0i2002smdLcEXY2z3W4H/SbKTJQxjDm6exyh003Z/bJ/hesolCBdKMwbd2kOjPi8WqbF9bdATlpjOTVyT3T7HuPi49EZTBn+zPBxnFa5Ls8jR++0GJvpqIHISbquwqol/0yahebCTuoWrcfnVIxpELpGhlZ2x/2miOpzKBTmj8m9lbziiDw9HQS56KzChUZItFHLqHg0HTHtDLJrcjyHC6TeqZ05De2K6trIw8PDYNtyzof3rvd9DtRc+BAgPX1OxzIza0Gfia5iqW2WcWRlsL6m977OggZ3hlNUYaFQmAdG1UFGu6z0kdNgxJxpEB4963iPiAmdK+PWijz997HSzLHrcH6Eawb+WvdP7UCQsc8oK6fQdA/s81gsrt3WPJ/fAdeHfRrMUpza4XrpaXLMCsfE4szp8X2uUUuU532UMF0ozBujf6E01GNOYDAg/vApqLrgnFXLZJRHqw4/+51juFDKsbPqGj+Hxwr+LAXn/+molCH5+Oz2VrUSm+XojJhV+D1yCw2vpmK2wYcB0SHoHujsxzIuHie4A8zKWxlIZCXIhUJhnnjXnoQTyAAAHSlJREFUk+DG+Oisy9kpEUXCvpVzxO1eSZkhcdpijEIiJabqH44to0wDfo9+oteqAnLjLhyPx75Zjed6JVOr+sczFlb+ECwQoGOk0K/vRiK3zpvqOWGW5NtwM3BQADBV3urUY6FQmC8m/0Ld4Lf+qJ1W4U9W5vB9f+5yJlR6iaZXyjjF5J3MPJe/t7ISInMMpMyoA2QUmDsl757OylB9rUkxed+Dr5scD+elz3mcDLeopJboTgfLOenaOpdOm/D75XzrmdKFwrxxd/hGozBWwaNjs6hYfQQ0Ir7FhRtsL5X0Md3otzQKzyhaHPtYRMvGNDlN0makk5zCob7AOfCeZGxdwHa+3u/fy1y5V5OvGbUSjj8VyfOeI4Zblvsa+9z4OXWaQqEwX9zVBOcVNlMlp4wKFXmSemHtvjuDbEwZ8ntoLV2T42f0xj3GkJQOsxbRSV6Vo3/ZGvnnWa9EJuRrDM2bDlDjsiqJhQISp5m1OabW9d5MMbsXBQn6/klFVSlroTBvjFpIPiKUkfdUdK2f3r8gOoENWSoR9WN1vK4/RgExEqVBIhjBs3zVwayC1/SKJK6FxlEHNOfFe+caOa3lVUc6jvP3+TKKz/oeIqJ/hoSvj5A9y8KvMeY8BDmiVpbX6rMoFArzxGQTnCJof8LbmFhLw5qVgmoc8tVjIi2NJSN2ip7ZYyvlNOR8GGFHjO8Gmwni2qU229/Im/k8O8j0hex6Lf2BGgGpNqeF1M8g+o6ZjM6jA+X6j60HAwVqFwwG3AGT2vJrVMVSoTBvjDoHGVNmDVmFCw3hPVGmtpIQaPhoYGlYM6PJ91qGzakhjduiUzK6Rw7BRVRSTxFDOo09BKRYpoRY1wcySk/G12kzzdPFad3/+XyO/X4/2PnVK678vjUP/V9wXYdUmDfpyTlTVC+9oVD4PjDZIc1oPWL4jAPW4Wfi59i4ETmtw3LL7JyIoTCcGXMeJ7T4fSHrFKZxHHMkWdmmzzfbSsIzoVbWpLElctPBZdfkfeh4jUP6qfWQpbE1YjbgWYze80opL2bIxOtCoTAvTFYr0eAoMn18fBxsL63j7hU2/SE6mUA5VhHlukCmMfh4U1y38/+8J9cCZFBbZaDZTqo6l53PLtr6+mmtNY47QmZW2dqzFJaahd+Hqqt0DueeZQnMXLI1Y9DgTmyxWAw0pkKhME/ctSurwEojGvTWbqwyghKiNZaMlHZfJeVA6oXj6XfRJoxOM5HcDdcYlcHrZLSZrqlrcXxx/IyOSR21DLgcC0tQmWH4dbzKiRVMreyJO7B61RSfJufr03oQkGcFQvaevqtWRlWaQ6Ewb9z1sJ8MGRWSlYxmPQU0xBRFyeF7JC16RLQTP6coms3XHZbX3LtjYSaSNZQxah7TLzheti76jGOyQYyic8StI9Jn95Trklbi55fLpdchfM2kR3ilVURO83l1lii3KXquUCjMD3c/7CdiaIRVhnpP/bxHw1lJaMahZ2O5xiFkEaqMJrMBXrtlVGnEnPLJznEDyHmS0/edX3kvrERyo655y5g7NJ5E81YmwXVj9ZEyIxnz1vfUgleIuQjuArU3+hUKhfnhXc7Bex3ujQJZvhpxu4Edj9EeQIxk/Tzy/TQ8Pj+/BikZirT33HMGnp9lPDLoLNuNuGoSGT3G8l53ZK3r6DWPdWdFGkznqmrpeDz2GpKcC8ekQ5oqPMicJ9+/Z9uSQqHw2+Nu58Doe7lcDgw1KREaJvYjXC6X3iiSNqEBJd3k19R4Amv2vTzUS2IFzeFyGT60iCWiUw6PGUGW7VBj4M9sryM6Rh3bitY1d64X4dlO6z64R9PhcOjvW/qPZy+tcbP15Rp5RZo7taKXCoV5Y9Q5eA28jDUf49kqFyWF4RG/zms1dblBZaRPLt0jb0bnjGBp0HxMYko3cDrLn1eRwefsWZQbXH2eCeD3lgtzreQIs2t5piU9x+kl3Qdfjzmi7Lvid6j7KRQK88Xk8xzI1bcMYFZvL2PS2vJBxkdGwjezc5qodR29L6PmRoifZ/NtlaJm81bUznr9Fo3iJaBuiF1U1/W01UUWXb8n2tb4zMK8corZnu7b74VVWNn7U9SWBPb9ft+vS6YZFQqFeWGyQ1oYoxHYjJZVybD81Ctb/LkCqkiSUKpzRH1kojUzkiy6bonIfo+6T6/vJ7xJL1sPOj32YWiNyPtz3u5MeS9j659B1Ua+Q6vukQbaK67oYN15cV7M+rJmOq9WozOtzKFQmDfu6pD23gKnEhiBOg/PSiRWr7jBirgtv3R+PeOtWxGsR94UsH3+LPPMnIsL2GMUUlZq2lpbPkDHBXbd25hTUD9Cdr/KxFiFlM2Vx/tx3C4jy5Kc0su2VWH/ht7LvvtCoTAvjDqH1WrV/yF7VY1AUZlgVnC5XG4Ez4jhE9kEGkoaPBkviseMvlt8eDZnjaVO3dVqFYfDoX+6208//RQPD98eqylnwEY9zp+P6+T+Q5wXK6p0no7XPHlv3DRPa0Djq3GndlSNuOpGLfpH0HqwAZHr2HIK2evsOt5bUs6hUJg37tIcWrXpWd09xU+d40Ikx2G0OlbqyOzDexEybUPvZ2N1XdfrCuLZ1+t1bDabOJ+/bUbHUlrOSXPUe7wfnkPDKCejLEwgPUNaRtfyjEbnu4ZCY8tsIyJiv9/fOHM5HyK7B41No87KsFZWxDkpe/Gy37FzC4XCb4/RzMENf9a85mD0TBHbK5cEpyrGNmbTe62Kl9bOqcJyuYzVahUfPnyIiIivX78OnNdutxtkON4wRgPXqsbRdZhNcE7aQlz3o+szM5Am4V3H7oypZWhszxB8fq3CAqfbXKzO6LRWxuKiM9cpo7gKhcL8MNnnwG2WabhbZZEsF/XSVjfm2Xj37IHk4vOYDkC8vLzE4+NjbLfb/voqzW3V37PL2Y0lnQejd+4jFREDeorXpTjrVJNTYy3BXdVdOoYUkMpTW86A60f6ilpIxHVvKa9cGusPcQeuY9zhFQqFeWLSOfAP2csz/XcXOQmPRHl8Fn2Pwaub3DjTgAt6hoQqoQ6HwyCrIX9PEVbvZRy5jLrfP53parWK/X7f9xuQitJcnLJq6TtZ6Ss5fJaO6vfWcxiY3XhxgcblHHye2XMpvCih9X/Er1koFOaHyWololXP79E0ReiMkuF4rWcyOI/O62f6BWv4eQ51hd1uNzCmrJ7iuKR5WsZM98jSVheuWYarzymAsxRU12eZq38XnmW4gfZz6CR0/bFqLGYnpJl0LB8klF2XAYDG86yOjrFQKMwXd22f4dUqLW6az4Z2o0d6wXWFqYzDob2X/HyK1nIIelaBnJVolqnu5qz/ISt/dbqH9+WlqeL7Rb3R0Hv0r3N4PS8d7bqur1q6XC69yK73nArjetIpsiEvq/QSsqqnp6envsGN4KNZHSVIFwrzx+QzpF1YzOgA8sgyShlVlD0ER8c49LlXDXnvg5ezyhnIOLHclPz7e3ccZb+BOwreq3PrLDsVveMVP6S1NGfdR0szoLAsIZ77PWkjve1223S+dBRZKXJrLZgd0DEoa5QTYbWSl8IWrVQozBuTmcO9RjSrQvEomrw+I243XIqy/RhFx4yiPSOJ+FaqqmtzW457O75pBEkJ0THws4xb1znSNqgxsFrJ56N7FT31+PgYr6+vzcwqYkgvyTDr+NVqFbvdbnA8sy6ew9dZAYHmyIcI6XvSemeCPTWIsYCgUCjMB6POgSWpEeOCsVNHpEZYx+/7FmXOh/X8i8UiVqvV4Al0MrAy0GpeEzWz2+0GFI4MnagmOguVrmqepIuoSdDAZZVVmouXoB4Oh1Tw5r2vVqt++2w6HK31arWKiOh3UR0D74MNepynbwHCa7pDjLiK3xq767qIiH6rb2oZWvP9fp9uM5JRXYVCYX54tyCdbZOgz3SODOQY/UKx2j+XYZTh1+9uvCOujxpldsHom0bIu5ll0ETBODJBtV+4p/bS6b6Xy+XNPdIh7ff7OJ1Ofb8FKaGu62K5XPYZ0WKx6GkmrjfXi7TV2PekNRIFxKorakikiOSw6eh0P1p/fofUM1yQLsdQKMwfo87B6+8Z8bV4ar6X8fNOYUQMnQJ3EeXzH/xayiC4mykrhGjkVLrKqH25XE4uThZ132PYGCVTlNa9yuGt1+s+0zmfz33G8/b2Ftvttu/alrFXhqT7EL2jtZLz9OvxfZ1LXSDitidF34E352lMp4iUHSrz4AONeI6XCRcKhXni7g5pGlzRM4zC3TFQtOQYEd+MpugIveZ53Dqa14i49itwWw85Bs5XRoqPzfxjeW6WaPIeHXy/pXNQQH9+fo7z+RybzaZf4+12G/v9Pl5fX3tj+/LyMtBWSH8ps+AGenIGzCq8bNUdILfWyJr/eE6mCfGfPvPrlBhdKMwfk4J0VsfPqJGUT8SwrFRwo8hnIbCsU8fKgO33+57y8Rp8wben0HXYYCYK5T3IKDFmHrxXP75175mB5HuM2DebTWw2mz6zOBwO8fnz595x6qeoq67r4nA4DBy3Vwj5tf170XGsFGvRarx3ZS+enfBYahkUqwuFwjxxV58D+ems/l8/s4hQxiKLmp3SEDUi456Vzorz9nE1NqmWezKFlhMgfKPALBP5tdFwpuu4w1Bmsd1u43Q6xX6/70tUn56eBrvKfvz4cdCgl92Pr4t6QDwj9CooOmh2XtPBM5NTVsOx2I9SKBTmi0laiVU7EeMibUT78Y8eNbMCJuIq8MrouPjpBk6RuAxRRAwE4CnjQ8Olawm+7bbmxc/vcQZO4bSOYRQup+cCb0TEer3uf6pEVpmT5icjr3PHOpFdaM6+U6f86JSZMURc+y103TGHUtRSoTBv3NUEt1gsBs1OU0ZEr0UhjWUUNC6isDxjaDVwPTx824qCNErLOTHD4Ry8W9rHF72yXC4HW144Z9/KnKYcg9NzPMd1G98OPSL6TOJ4PMbxeOxLZ1trrvXZ7/e9KE/HwGPYOe3rIlA34nEUpBeLRd97wiqmQqEwX4w6B0WdfL7B5XKJruv6aplWDwR1Ap1HSsYNiagrct5Z1C7Q6dxrgDUP57tZz0+jz34KcuZ0GhG3O48SY5kDNQry99kxom58nhHfMgl2frsw79oAqTs30rznrNDAwQol/06ZQVCYrlLWQmH+uEtzEFUhgygjIM6bBpdGgqJwZvxEQ2iciCulozJKZSwUsXl+RgexpNXnNAY2zsko+lblGo/PjtCaMBNyGi3TXPw9ZSesEMoMKTuUNW8vMxay81VGqwcBuYbCe2mtHx2m1pzH7Pf7gVOhA+XPQqEwT4w6B1EB2rAuYtjxzAyAP2lsvBxWx6jBi/secXwJmzSibNbimHRW1EO8kcvnIbQch973ctRM0NVnbiRbjonbd1M/Ecaia//sXm2D90InSONO490qNdYcvCKJ1/HvjQ7Mt/MoFArzw10d0qQZLpdL7Pf7QdSecfACI0YZIdb4833fGiOrkXcqh3w8dQyN5WWyNMjuvJgBTK0Jj/HNAHUtHidHSL1A88i2suC6tvQI/uSa8H1fJzkDOSdlQKxUGnM0XqZLakzXpV7jz52IuDbXFQqF+WIyt2fncX+SCaYRQyOYVQy5qCoHoExD2URE9A/H8b19SGnJUdGp6J939MpIOd2l+ctYZdG6OpM5h2zrDDpSGVqthbIgOgz2AzjlJqfpjWvMNpTBtGiajJLy8lKur+sSzCbcWbrjcw2HFWSqquKcyzEUCvPHZCmrc+sUMekQsvLWzKiQevEonLQKBWqeR4OX0R2ufbiQfDqdBsZdc3dRXH0D3M5DpaTH47H/jPchw6p5SLTnM6E98td5FOzd2Pr6tvoEWlSUxqZD9jVnhqKfdPyk+1qlzXQWvJ9WRVihUJgvRp2DG3saEpV1tsTKiFtjRXrHjVLELa3DBiu99sog0kOenfgYntVQ15CAqjnwuc8yrFoTZhsOVuZovp6VsPSWY2aUHNeC95gdT4Ou74HntZ4LwczEdQY6PB7P++X19X0wq3HacazkuFAozAOTfQ4RV0FRxocRf8sgZ6AoySg1IgZ7LalqR+OS/vBsI9M6GHnTIB6Px37764hvlIdTOtwWm9kIqajT6dTvY+SlnFwTie76TFVfjLJdd6HT0LwoHGffga8xv4/Wlui6Xuv7GcOYJqO58eFGrFy6Z/xCofDbY9I5kJKQgfL9lhiZtwxHtuePlz7qODVyOVXV6srmfDWuc9tZFkKB1A0lHQOPFWXiW4VnIu7hcIjVajXoPXBR2uv/vRyXx/kWJryeZzFZ1ZTuW2vJ8zMHlG0Pnq05r8P/K7ov0njlGAqF7wOTfQ6M3BmxcudUGv2xyJBGj0bFDRd/z4wo6RNWKEUMHYgiei/T1ENqZOgV7bO3gOdS7NZ8eUxEpN3Tet/f86id9+CVW6Rh2FtAQ04qS98N4RVI7hh0TPZ9aTyu1dR5WiONwe+19IdC4fvAZCkrI0CKqoqeFWHKWSj6lfCrMUTpKLJkhqDxiczY06j4ed6pLWPrDV7cPVSRuDIhOh12a9NRkNZpCfDn8zlWq1Vf9itqiYIwHYxvhUG+nt8Du5sz404dRSCtRT0gW++sryFiWCig4zxzpDDtz7PW+1r7qQywUCj89rirz4FCLWkU0j7i5f3hMFmlkFM65KmJjBNn5dLYHk+kkHQdzzIirg/9Ef3hlJdnDXw+hEf6XCsZSK0b14KUjTswr2bybIrz4y62+txLjnW//txoR1aqrPd5f/oO3Kk5heVOzDOtrNqqUCjMB3dtn+Hlo851Z9t4qyKJ0TQNbPbax6QhYeUQyz2dnvIqGzov0iPejMeMIXs+hM5V5iPjr3OZKciJrlarm25gF/czzl6gg3ARWevrGZaeFKf33EneA85R99113c1zvLk2i8Wi12H4/QvKaiprKBS+D9z9PAdvmHIDrc9U5ppFqdxUj++NgZlCJnx7GSzn7OPoJymW/X5/Q394RkRenyWtvj76nGWhLcFWmQSfpe1z5jnMKOhYeG96Sh7H8qqwe0B6ieslsM+F/wdEFVIP0VjSeHReoVCYN+5yDhHXP35RIl5NxGg6ixwFRupsrnPqQsfyZ1a2GjE0ij52q0y0pRmQFmJJK42xU1Mu1lLX4Pk8z6NoCux8HTF8Gh+vJ81ETlnUHr8zwa/nTXgZ9D3qXK47swXfZM+/dzUVcu4tR1goFOaBd9FKMuCiU7yHgBGwUz2kZWRUvGQyA6/jIi3H9/p+P08GiaWkfJ9z3u12Ayfi4rZTQxklxrmxyom0F7MBUlRccx7HxsOIb+W/3JqDlB+v48bYMwn/3nifEVdNQY2Ben5E13V9tiDIafkY7HsovaFQmD/ucg4yhDJOeo9lq+v1uhdeWdsuoxIxjOJb/DONm1NBXpIqfp36gsZcr9c9reFiada3sFgs+kY8lo96GWfmoKhFENl1WzQaHSWdhq9DxG31kH56wQBpITfIrHxyqs8NuMY7HA4Dh8Cu8iwTyETp91JchULht8HdtJKiZ245IYNEI+Mcddd1g9c0FISMY8SVViIdFHHLo+s9Rqvk+2nkWWHlu8ySstEx3vNAiqtVp+/cfKZj0KH6/dPQemUV6Tp2ijsV586HGRDXnse5sWYAEHF9cI80GmUArrMQvnuuj18OolCYN0bz+67rBpGpInE3OOTY1cOg7IHZBA2vR78e0UfclkgqQ6AD8miUFIzOoVGk4ddY+pdpALwG5yXQ2FOg1Ws/p2Us5Qw4hlciMTPhdejoWByQNRCSgnMtRe/pGM9UmBHqeyd0nr7fLJvweywUCvPEaOYg2kC0EEtJI669DYzWI67RNZ87TaGXoFF26sMjTM8QPCPgMRw3i+Y9oyAl4xnIzaKhuc+NPZ1PRAy2AtEaaJ5eFZRpOTTCopyYofE4zk/ZBe+R15Ihp4PXvLhm/p3596fvQw6W6+IlyjyuJYIXCoV5YNQ5MPqUoecfNgVGReoyYF7FROGZGgE1BmYlek8b3MngMKqlwBxxNWwUP2kcVWHjDoZz4PGZYyA1xOMFzYECs9ZutVoN5ktkhp5iMrMTHUNB3ak2bhSY9W24OE4HQtpIr30tuB9Vlo3pfHc6lTEUCt8HRp2D/sAzHpvcuEe8TilFXDlzGlKv5skES4ng/rxpp1qcy6dOIYOla2YUjq7j4mzE1ThyF1eNpXvT3FmZpPlRd9DcSNfxml5h5ZVSng3pmhSFs0zMK5LkIFx/uFwuA0ouE7Pl/Om4dP++2aFnWAwsCoXCfDG5K+vpdOr7CFS+KKPKLSAyoZmRKKN9NofJwJD717le7UKDQo3Co9yIYccwI2hSR+TXs3vXPDhWxNXAtgwdHRXXhnBBOMtCZHAZgXupqgvNrnnImTJz4+eioJgRZc601ZOhMfS7mvpIoWVVWtUpXSjMG6OCtAzWarUaCL2eTeg1yzH7C/yvceHeTC5q0uB5ZZA/TpTduZoDG948ata5OoZj3SyGic6tihpmCRl3zvecKvPrcb7uWD2jyLIawo045xBxrToSmE1IW/JSXTnUrCtajkS/K+tgAYKuz/Wcuo9CofDbY1JzoOjMMkpy6hSlyftHDJuxpCHQcGhMVtDo2pmQqlLKTNTMqBkaJGYMmRGlUxsrwfSMJisF5X1rzoKLvk6J+ec+pyxbGIvE2Ynujotlsa5n+PvZvQmi/bqu69/j9+xVUVk2VSgU5oPJzEHPQP706VNPKTFilMDq/Q2Di1jlkFMqWflnq5kr4hrV0wmwB8ArYkg9ZecRLAfl/DU3Rtecq6+bwIyFGReP8ajaBWIep2O0Ltm2FqThNI6+x+Vy2dNjGisrSW1F9tma6T4fHx+j67qm02w5ikKhMD+MZg6K8ruui9fX155SYobA3726pWUAKMLK6HtFjIyeZxCE9ybweqR8PKrOHBmNcnacfpdw7Y12BEtXGX3T4fl8XLD1++G6cPyxDEeGn9E89zjKhHdmLV4RpfXJKDlmjC50d103KGvmdQqFwjwxGr6pRv/19TUiIj58+DAwNF7TL7BRTWApI42aHIAbQhp21su7RtGK8kkfeWaSOZpMXGaGxHOYfWhsd0wtXt2N4uVyGRjO7BxmA+T7M1qNmZhnZXKmKjJoCekSk6fWip8xM5PD1Jz3+32vHZVjKBS+D9z1sB/1O5zP5wF/LhFTxlKRJqkOCbI0KF7FtNvt4vHxMdbrdex2uwH37fCMgxG0l6I+Pj4OKq2IjPrIBO1WFZSOcV4+c5YytnJWblSfn58HGQrvlWtGMV/w+WS9Iv67vis+KtUd8D0COB04nWiWmek72m63feltoVCYL0YzB9Im2+22pyS4FQRLH700lDX4gkonOQ4fG6rzMsfA3gBC11SljCLtjKrhORknPpaJOD0lg81I2IVlrcl+v++fdeDntJwhtQfqDL4mpH5a8FJUzcmjfB7bqrLyeXdd12eU3HBR82OXtb7r1Wo1OnahUPhtMRm+SYBtRd6iRFxo1nv+eFFx0nzgjQurXtXCiDfTJvw46gDe1DUGp7v8XjSe9yI4MidDaB1IW/EeMkqOtBzH5zk8zjcT9OvIiOsZHBy/VaLb0jhYEqtgwNdR2Sc1m0KhMF9MloxId2Ck55SLjLsMDHfx9EeCCorwnScfTM6MZMR9T0tj05uMMA0xm9k0X95HNg9ex9/L5jLFqzODEpyi8nvLeisywVv35pvx8X64tTq3Gpm6L60js0HNi1VQDw8PsVqt+uBCYr7m6o9PLRQK88Kkc3h+fh40kskQkD+nSBrRNnIyKoxaXaDW55lj8B1iCRpjnxexXC5vdmzNyjlbcK3Cz29VPemcltOYKu2kruLUlXQGReyijVqRPr8nGXtpM5kjp5Ykp3K5XHpnwOxD3+1ut4vtdhun0yn2+/1N9Vp1SBcK88aiKkcKhUKh4KhOpEKhUCjcoJxDoVAoFG5QzqFQKBQKNyjnUCgUCoUblHMoFAqFwg3KORQKhULhBv8Puus8gDakn1UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inds = (3,4,14,15,17,18,19,20,21,32,43)\n",
    "\n",
    "for k in inds:\n",
    "    fig,axs = plt.subplots(2,2)\n",
    "    axs = axs.reshape(-1)\n",
    "    axs[0].imshow(np.reshape(X[:,k-1],(168,192)).T,cmap='gray')\n",
    "    axs[0].set_title('X')\n",
    "    axs[1].imshow(np.reshape(L[:,k-1],(168,192)).T,cmap='gray')\n",
    "    axs[1].set_title('L')\n",
    "    axs[2].imshow(np.reshape(S[:,k-1],(168,192)).T,cmap='gray')\n",
    "    axs[2].set_title('S')\n",
    "    for ax in axs:\n",
    "        ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC01_LinearRegression.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.optimize\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.figsize'] = [12, 8]\n",
    "rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "# Function definitions\n",
    "def fit1(x0,t):\n",
    "    x,y=t\n",
    "    return np.max(np.abs(x0[0]*x + x0[1]-y))\n",
    "def fit2(x0,t):\n",
    "    x,y=t\n",
    "    return np.sum(np.abs(x0[0]*x + x0[1]-y))\n",
    "def fit3(x0,t):\n",
    "    x,y=t\n",
    "    return np.sum(np.power(np.abs(x0[0]*x + x0[1]-y),2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 1.464330\n",
      "         Iterations: 52\n",
      "         Function evaluations: 98\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 3.640022\n",
      "         Iterations: 64\n",
      "         Function evaluations: 126\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 6.234182\n",
      "         Iterations: 49\n",
      "         Function evaluations: 92\n"
     ]
    },
    {
     "data": {
      "image/png": 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xcWHEiBEMHTqUQoUKWR1N7kDlOQdo0KABvXr1yvB5goODmTFjBo6OjowfP17lWURE5AE5ffo0wcHBhIaG4uDgwLvvvstHH31EiRIlrI4m96DyLKnKlStndQQREZEc7dKlS4wfP55JkyYRFxdH37598fPz49FHH7U6mtjJrvJsGEYNwA9oAJQF8gFRwBpgnGmaJ+04xwbguTs83Mg0zW32ZJHbxcbGcvbs2dvG8+fPT+HChS1IJCIiIje7evUq06ZNY/To0Zw/f57//ve/jBgxgurVq1sdTdLJ3kmxjwJlgJWAFzAU+A5wB7YbhmHvJupngTfS+DqUjsz37W4314WFhaUeFxYWdtdjb/bUU0/d8Th3d/fU47Zv337X82SEv78/rq6ut3316NEj015DRERE0i8hIYGwsDCqVq3KsGHDePrpp9mxYweffvqpinM2ZdeVZ9M01wPr/z1uGMZPwGeAGzDWjlPFmKa5KD0B5d7c3d3p1q3bbeOurq4WpBHJJOHh4OMDUVFQvjwEB0PPnlanEhGxS3JyMkuWLMHPz48DBw7wn//8h4iICJo3b251NMmgjM55Pnr9ezF7n2AYRh7ABYg2TdPM4Ouni70v5+7ufstV47vZvn27Xcc99dRTdr9+elWrVk2LpkvOEh4O7u4QG5vy66NHU34NKtAikqWZpsnXX3+Nt7c3v//+O7Vr12b16tW0b99e6zTnEOlay8wwDCfDMEoahvGoYRhtgRnXH1pj5ynKAVeAS8AVwzBWGIbxeHoyiEgu4OPz/4vzDbGxKeMiIlnUxo0bad68Oe3btyc6OppFixaxa9cuOnTooOKcg6T3ynN/YOpNvz4C9DJN82c7nnsY2AjsBpKAp4HBQCvDMJ4xTXNPWk8yDMOdlLnVlC9fPp1xRSRbiopK37iIiIV+//13fHx8+OqrryhdujSffPIJ/fv3J3/+/FZHkwcgveV5FbCflGkX9YFXALsm1pqm2edfQ8sMw/gC2ABMBNrc4XlhQBhAw4YNH+o0DxGxSPnyKVM10hoXEckiDhw4gJ+fHxERERQtWpRRo0bx1ltv4ezsbHU0eYDSVZ5N0zwGHLv+y1WGYSwHthqGUcA0zVHpfXHTNH++ftPh89fPcTW95xDYsWMHixalfR9mp06dcHFxses8u3fv5osvvgBSPnoCWLhwIb/88gsAb731FkWKFMmExCL3EBx865xngIIFU8ZFRCx24sQJRo4cyaxZs8iXLx8fffQRw4YNo1gxu28Bk2wsQzcMmqa52zCMncAgIN3l+bojQAtSbjpUeb4PERERREREpPlYZGQkVatWtes8O3bsYPjw4beMzZkzJ/W/e/XqpfIsD8eNmwK12oaIZCHnz59nzJgxTJ06lYSEBNzd3fH19aVMmTJWR5OHyMjoChCGYfwOVDVN874+ozAM4xdS5j8XMk0z7m7HNmzY0Ny27e57qezbt4+aNWveTxTJgfT7QUREMiomJoYpU6YwduxYLl++TM+ePQkMDKRy5cpWR5MHyDCM7aZpNvz3uF2rbRiGUfoO488DtYBfbxorYxjG44ZhFLxprIhhGA5pPL890Az47l7FWURERORhunbtGp988glVqlTBx8eH5557jt9//52FCxeqOOdi9k7bCDUMowzwPSlrOzsBTwGvA9HAezcdOwroDTxPys2AXP/viYZhrCZlN8FEoDHQi5RdB4dm6F3IHZ05c4akpKS7HuPi4mL3vGgREZGcLikpicWLF+Pv78/hw4d57rnnWLlyJU2bNrU6mmQB9pbnCFIK8RukrK5hklKiZwDjTNO81/pRfwLbgQ5AKSAfKTce2oAQ0zSPpz+62KNRo0YcTWvVgpv4+/sTEBDwcAKJiIhkUaZp8sUXX+Dr68sff/xBgwYNCA0NpW3btlqnWVLZuz33Z6Rsw23PsW6kbNd989g+4Pb9o+WBCw8P5+rVu9+HqY+eREQkt9uwYQNeXl78+uuvVK9enc8++4wuXbqQJ0+69pOTXCCj23NLFtesWTOrI4iIiGRZ27dvx9vbm7Vr11KuXDlmzpyJm5sbefOqIkna9M8pERERyXX+/PNPunXrRsOGDdm+fTvjx48nMjKS/v37qzjLXel3h4iIiOQaf//9N4GBgcybNw8nJyf8/Px47733KFy4sNXRJJtQeRYREZEc78yZM4waNYrp06djmiaDBw/G29ubRx55xOpoks2oPIuIiEiOdfnyZSZOnMiECROIjY2ld+/e+Pv7U6FCBaujSTal8iwiIiI5TlxcHKGhoYSEhHD27FleffVVgoKCtOusZJhuGBQREZEcIzExkTlz5lC9enXeffdd6tWrx2+//cby5ctVnCVTqDyLiIhItmeaJsuXL6d27dr069ePMmXKsG7dOr777jsaNWpkdTzJQVSeRUREJNsyTZPvvvuOxo0b07VrVwzDYMWKFfz666+0atXK6niSA6k8Z2MbNmzAMIw7fqVnncq4uDhmzpxJx44dqVixIgUKFKBy5cp0796dffv2PcB3ISIicn+2bNlCq1ataNu2LadPn2bu3Lns2bOHzp07aztteWB0w2AO0L17d1566aXbxtOzpeiRI0dwd3fnmWeeoV+/fpQtW5ZDhw4RGhrKihUr+Oabb3j++eczM7aIiMh92bt3L76+vqxatQpXV1emTJnCwIEDcXR0tDqa5AIqzzlAgwYN6NWrV4bO4erqys6dO6lXr94t4z179qR+/fp88MEHbNu2LUOvISIikhFHjhzB39+fhQsXUqhQIUaOHMnQoUNxcXGxOprkIirPAkCJEiUoUaLEbeNPPPEEtWrV4o8//rAglYiICJw6dYqgoCBmzJiBg4MD7733Hh999FGaf2+JPGgqzzlAbGwsZ8+evW08f/78Gd5uNDk5mZMnT1KqVKkMnUdERCS9Ll68yPjx45k8eTJxcXH069cPPz8/ypUrZ3U0ycVyzQ2Dd7uxzsqvzODv74+rq+ttXz169MjwuUNDQzl58iS9e/fOhKQiIiL3Fhsby9ixY6lcuTLBwcG8/PLL7Nu3jxkzZqg4i+V05TkHcHd3p1u3breNu7q6Zui8mzZt4r333qNOnTp4e3tn6FwiIiL3kpCQwJw5cxgxYgQnTpzghRdeICQkhPr161sdTSRVrinPpmlaHeGBqVatGq1bt87Uc27fvp327dtTtmxZ1qxZg5OTU6aeX0RE5Ibk5GSWLFmCn58fBw4c4D//+Q8RERE0b97c6mgit8k10zbEfjt27KBNmzYUKVKEH374QR+RiYjIA2GaJl999RUNGjSgR48eFChQgNWrV/PLL7+oOEuWpfIst9i5cydt2rShUKFC/PDDD1SoUMHqSCIikgPdKMgdOnQgOjqaRYsWsWvXLjp06KANTiRLU3mWVDt37qR169Y4Ozvzww8/UKlSJasjiYhIDrNr1y7at2/Ps88+y4EDB5g+fTr79u2jZ8+e6drcS8QquWbOc062Y8cOFi1alOZjnTp1smvx+KNHj9KmTRsuXLjA22+/zaZNm9i0adMtx3Tu3BlnZ+dMySwiIrnLgQMH8PPzIyIigqJFizJ69GjeeustChYsaHU0kXRRec4BIiIiiIiISPOxyMhIqlates9zHD58mHPnzgEQEBBwx2NUnkVEJD1OnDjBiBEjmD17Nvnz58fLy4sPPviAYsWKWR1N5L6oPGdjLVq0yLRVRDLzXCIiIufPn2fMmDFMnTqVxMREBg4ciK+vL6VLl7Y6mkiGqDyLiIhIpomJiWHKlCmMHTuWy5cv07NnTwIDA6lcubLV0UQyhcpzDnfmzBmSkpLueoyLi4td86JFRETu5Nq1a4SFhREUFMSpU6d45ZVXCAoKonbt2lZHE8lUKs85XKNGjTh69Ohdj/H397/jPGcREZG7SUpKIjw8HH9/f44cOUKLFi1YuXIlTZs2tTqayAOh8pzDhYeHc/Xq1bseo4/SREQkvUzT5PPPP8fX15e9e/fSoEEDZsyYQZs2bbROs+RoKs85XLNmzayOICIiOcwPP/yAl5cXW7ZsoXr16nz22Wd06dJF6zRLrqDf5SIiImKX7du3065dO1q2bMnx48eZOXMme/fupVu3birOkmvod7qIiIjc1f79++nWrRsNGzZk+/btTJgwgcjISPr370/evPoQW3KXHPk73jRNzbcSrVstIpJBUVFRBAYGMm/ePAoWLIifnx/vvfcehQsXtjqaiGVyXHnOnz8/V69e1XafwtWrV3F0dLQ6hohItnPmzBlGjRrFJ598AsDbb7+Nt7c3rq6uFicTsV6OK88lS5bk2LFjlCxZkkKFCpE3b15dhc5FTNMkMTGR6Ohozp49S6lSpayOJCKSbVy+fJmJEycyYcIEYmNj6d27N/7+/lSoUMHqaCJZRo4rz0WKFMHR0ZEzZ85w7tw5EhMTrY4kD1nevHlxcnKifPnyODk5WR1HRCTLi4uLIzQ0lODgYM6dO0eXLl0YOXIkNWvWtDqaSJaT48ozgJOTE4899pjVMURERLK0xMREFixYQEBAAH///TetW7cmJCSERo0aWR1NJMvSahsiIiK5jGmaLFu2jFq1atGvXz/KlCnD+vXr+e6771ScRe5B5VlERCSXME2TtWvX0qhRI7p164aDgwMrV67k119/pWXLllbHE8kWVJ5FRERygS1bttCqVSvatWvH2bNnmT9/Prt376ZTp066sV4kHVSeRUREcrA//viDTp060aRJE/bu3cvHH3/Mn3/+yZtvvomDg4PV8USynRx5w6CIiEhud/jwYfz9/Vm0aBGFChUiKCiIIUOG4OLiYnU0kWzNrivPhmHUMAwj3DCMfYZhXDIMI9YwjP2GYUw0DKOMvS9mGMZLhmFsMgwjxjCM84ZhLDUMo9L9xxcREZGbnTp1irfeeosaNWqwdOlS3n//fQ4dOoSPj4+Ks0gmsPfK86NAGWAlcAxIBGoD7sDrhmHUM03z9N1OYBjGq8Ay4HfgA6AIMBTYaBhGQ9M0T9zfWxAREZGLFy8ybtw4Jk+eTHx8PP369cPPz49y5cpZHU0kR7GrPJumuR5Y/+9xwzB+Aj4D3ICxd3q+YRj5gKnA38CzpmleuT7+NbAdCCCliIuIiEg6xMbGMnXqVMaMGcOFCxd4/fXXGTFiBNWqVbM6mkiOlNEbBo9e/17sHsc9B5QFZt0ozgCmae4CNgD/vV6wRURExA4JCQnYbDaqVq3KRx99RJMmTdixYwcREREqziIPULrKs2EYToZhlDQM41HDMNoCM64/tOYeT72x4vrmNB77FSgMVE9PFhERkdwoOTmZxYsXU7NmTTw9PalcuTI//fQTa9asoX79+lbHE8nx0nvluT9whpTpF98CRYFepmn+fI/nlb3+/Xgaj90Y06QsERGROzBNkzVr1tCgQQN69uyJs7MzX375JT///DPPPvus1fFEco30ludVQBugMzACuAi42vG8gte/x6fxWNy/jrmFYRjuhmFsMwxj25kzZ9IZV0REJPv75ZdfaN68Oe3bt+fKlSuEh4ezc+dO2rdvrw1ORB6ydK3zbJrmMVJW2wBYZRjGcmCrYRgFTNMcdZenxl7/7pjGY07/OubfrxkGhAE0bNjQTE9eERGR7GzXrl34+PiwZs0aypQpQ2hoKP369SNfPt0mJGKVDN0waJrmbmAnMOgeh95Yhi6tqRk3xtKa0iEiIpLrHDhwgB49elC/fn02b97MmDFjOHDgAB4eHirOIhbLjO25CwDF73HM1uvfm6bxWBPgMvBXJmQRERHJtk6cOIGHhwc1a9bk888/x9vbm0OHDjFs2DAKFkxzdqOIPGT27jBY+g7jzwO1SFkx48ZYGcMwHjcM4+af8h+Bk0B/wzBcbjq2LtACWGqaZkL644uIiGR/58+fZ9iwYVSpUoU5c+bg4eHBwYMHCQ4OpmjRolbHE5Gb2DvnOfT6Ntzfk7K2sxPwFPA6EA28d9Oxo4DewPOkrOGMaZoJhmEMAZYAPxuGMZOU5eneIWX1Dv8MvxMREZFs5sqVK0yZMoVx48Zx+fJlevXqRWBgIJUqVbI6mojcgb3lOYKUQvwGKatrmKSU6BnAONM0o+51AtM0lxqGcRXwBcaTsvLGeuBD0zQ131lERHKN+AlXLfAAACAASURBVPh4wsLCCAoK4vTp03Ts2JGgoCBq1apldTQRuQd7t+f+jJRtuO051o2U7brTeuxL4Es7s4mIiOQoSUlJhIeH4+/vz5EjR2jRogWff/45TZo0sTqaiNgpM24YFBERkbswTZNVq1ZRt25devfuTfHixfnmm2/4/vvvVZxFshmVZxERkQfohx9+oGnTpnTu3JnExESWLl3Ktm3baNeunTY4EcmGVJ5FREQegG3bttG2bVtatmzJ8ePHmTVrFn/88Qddu3ZVaRbJxlSeRUREMtH+/fvp2rUrjRo1YseOHUyYMIHIyEj69etH3rzp2thXRLIg/RSLiIhkgqioKAIDA5k3bx4FCxbE39+fd999l8KFC1sdTUQykcqziIhIBpw5c4aQkBCmT58OwNtvv423tzeurq4WJxORB0HlWURE5D5cvnyZiRMnMmHCBGJjY3Fzc8Pf35/y5ctbHU1EHiCVZxERkXSIi4tj+vTphISEcO7cObp06cLIkSOpWbOm1dFE5CHQDYMiIiJ2SExMZNasWVSrVo333nuPBg0asHXrVpYtW6biLJKLqDyLiIjcRXJyMkuXLqVWrVoMGDCAcuXK8f3337N27VoaNmxodTwRechUnkVERNJgmibffvstjRo14rXXXiNv3rysWrWKzZs38/zzz1sdT0QsovIsIiLyL7/++istW7bkhRde4Pz58yxYsIDff/+djh07aoMTkVxO5VlEROS6P/74g44dO9K0aVP27dvH1KlT2b9/P2+88QYODg5WxxORLEDlWUREcr3Dhw/z5ptvUqdOHTZs2EBQUBAHDhxg8ODBODo6Wh1PRLIQLVUnIiK51j///ENQUBBhYWE4ODjwwQcf8OGHH1K8eHGro4lIFqUrzyIikutcvHgRHx8fqlSpgs1mo2/fvhw4cIAxY8aoOItkAceOHWPy5MlWx0iTrjyLiEiuERsby9SpUxkzZgwXLlzg9ddfZ8SIEVSrVs3qaCICnDhxgtGjRxMWFkZ8fDz16tWjRYsWVse6hcqziIjkeAkJCcyePZsRI0Zw8uRJXnrpJYKDg6lXr57V0UTkJuPHj2fq1KkAdOvWjbJly1qc6HYqzyIikmMlJyfz6aef4ufnx8GDB2nWrBlLlizh2WeftTqaiACnT58mKioqdcOhYcOGceLECby9valTp47F6dKmOc8iIpLjmKbJV199Rf369enZsyfOzs58+eWX/PzzzyrOIlnA2bNn+fDDD6lUqRI9evQgMTERgNKlS/Ppp59m2eIMKs8iIpLD3CjIHTp0ICYmhsWLF7Nz507at2+vDU5ELHbu3Dm8vb2pVKkSY8eOJTY2lho1anDhwgWro9lN5VlERHKEXbt28dJLL9G8eXMOHTqEzWZj3759dO/enTx59NediJViYmLw8/OjUqVKjBo1iitXrvDiiy+yZcsWVq9ejaurq9UR7aY/TUREJFuLjIyke/fu1K9fn19//ZUxY8Zw4MABBg4cSL58+ayOJyJA3rx5mTt3LtHR0bRt25bNmzezZs0aGjdubHW0dNMNgyIiki0dP36cESNGMHv2bBwdHfHx8eH999+naNGiVkcTyfUuX77MtGnT8PDwoHjx4jg6OmKz2ShatCjNmjWzOl6GqDyLiEi2cu7cOUaPHs20adNISkpi0KBB+Pj4UKpUKaujieR6V65cYerUqYwfP57z588TGxtLUFAQAO3bt7c4XeZQeRYRkWzhypUrTJ48mXHjxhEdHc0bb7xBQEAAlSpVsjqaSK4XExPDJ598wrhx4zh79iwAzZo1o02bNhYny3wqzyIikqXFx8czY8YMgoODOX36NJ06dSIoKIgnn3zS6mgiAixdupTBgwdz+vRpAJo2bUpgYCCtW7fOkSvc6IZBERHJkpKSkpg/fz41atRgyJAhPPnkk2zevJmVK1eqOItkIcWLF+f06dM0btyYr7/+mo0bN9KmTZsMF+dDhw4xd+7cTEqZeVSeRUQkSzFNk5UrV1KnTh3c3NwoWbIka9euZf369TRp0sTqeCK5WlxcHNOmTWPIkCGpYy1btuSnn37i119/5YUXXshQaU5MTOTzzz/nxRdfpGrVqvTr14+jR49mRvRMo2kbIiKSZXz//fd4eXnx22+/UaNGDZYuXUqXLl1y5Ee/ItlJfHw8c+bMISQkhGPHjmEYBp6enjz++OMYhpHhnTuPHz/O7NmzmTlzJseOHQPA0dGR1157jaSkpMx4C5lG5VlERCy3detWvL29WbduHY8++iizZs2id+/e5M2rv6ZErHTt2jXmzZtHUFAQf//9NwB16tQhICCAGjVqZOjcycnJrFu3DpvNxhdffJFakqtVq4aHhwe9e/emRIkSGX4PmU1/KomIiGX279+Pr68vy5cvp2TJkkycOBFPT0+cnJysjiaS68XHx1OrVi0OHDgAwJNPPklAQACvvvpqhnbtPHPmDPPmzWPGjBkcPHgQSNlEpWvXrnh6evL8889n6U+bVJ5FROShi4qKIiAggPnz51OwYEECAgJ45513KFy4sNXRRHK1xMREHBwcMAwDR0dHnnvuOfLly4e/vz/dunW779JsmiYbN24kNDSUZcuWce3aNQDKly+Pu7s7ffv2pUyZMpn5Vh4YlWcREXlozpw5Q0hICNOnT8cwDIYMGYKXlxeurq5WRxPJ1RITE4mIiGDEiBGMHz+ejh07AjBx4kScnZ1xcHC4r/NeunSJhQsXYrPZ2Lt3LwCGYdChQwc8PDx44YUX7vvcVlF5FhGRB+7y5ctMmDCBiRMnEhsbS58+ffD39+exxx6zOppIrpaUlMSSJUsIDAzkr7/+AmD+/Pmp5fl+Pw3avn07oaGhREREEBsbC0CpUqXo378/AwYMoEKFCpnzBiyg8iwiIg/M1atXmT59OqNGjeLcuXN07dqVkSNH8vjjj1sdTSRXS05OZtmyZQQEBLBv3z4AKleuzPDhw+nVq9d9nTMmJoZPP/0Um83Gtm3bUsdbtmyJp6cnHTt2JF++fJmS30oqzyIikukSExOZN28eAQEBHD9+nLZt2xISEsJTTz1ldTQRAcLCwvD09ASgYsWK+Pr68uabb95Xud27dy82m40FCxZw+fJlAIoVK4abmxsDBw7M8KocWY3Ks4iIZJobV7OGDx/OX3/9RZMmTVi0aBEtWrSwOppIrmaaJocPH6Zy5coA9OrVi1mzZuHu7o6bmxv58+dP1/ni4+NZvnw5NpuNn3/+OXW8adOmeHh40K1bNwoUKJCp7yGrUHkWEZEMM02Tb7/9Fm9vb3bu3MmTTz7JqlWreOWVV7L0klMiOZ1pmnz55Zf4+/tz7NgxDh06hIuLCy4uLmzdujXdP58HDhwgLCyMuXPncvbsWQBcXFzo1asXHh4e1K1b90G8jSxF5VlERDJk8+bNeHl58eOPP1KxYkUWLFhAjx49st0d9CI5iWmafP311/j7+6fOPy5Tpgx//vln6vQpe4tzYmIiq1evxmazsXbt2tTxunXr4unpSY8ePShUqFDmv4ksyq7ybBhGdaAX0BaoAjgBB4GlwGTTNGPsOMcG4Lk7PNzINM1td3hMRESyoD179uDj48Pq1aspVaoUU6dOxd3dPd0f/4pI5jFNk7Vr1+Lv78+WLVuAlFUuvLy8cHd3T9dUimPHjjFz5kxmzZrFiRMnAHBycuL111/Hw8ODxo0b58pPluy98twX+D/gCyAcSACeB4KA1wzDaGKa5lU7znMWeCeN8UN25hAREYsdOnQIPz8/Fi9eTOHChQkKCmLIkCG4uLhYHU0k1zNNkw8//JDff/8dV1dXPvzwQzw9PSlYsKBdz09OTmbt2rXYbDZWr15NcnIyADVq1EjdMrtYsWIP8i1kefaW52XAKNM0L900ZjMMIxLwAfoB0+w4T4xpmovSmVFERLKAkydPEhQURFhYGHnz5uWDDz7gww8/pHjx4lZHE8nVfvjhB6pUqUL58uXJkycPo0aNYvfu3QwePBhnZ2e7znH69GnmzJlDWFgYhw8fBiBfvnx069YNDw8PnnvuuVx5lTktdpXnu0ypWEJKea5l7wsahpEHcAGiTdM07X2eiIhY48KFC4wdO5YpU6aQkJBA//79GT58OGXLlrU6mkiu9tNPP+Hv78+GDRvo168fs2bNAuDFF1/kxRdfvOfzTdPkp59+wmazsXz5chISEoCUpesGDhxInz59KFWq1AN9D9lRRm8YfPT691N2Hl8OuAIUAGINw/gW8DZNc38Gc4iISCaLjY3l448/ZsyYMVy8eJHu3bszYsQIqlatanU0kVxt48aN+Pv7s379egCKFi2arp/LCxcusGDBAmw2G/v3p1SwPHny8Morr+Dp6Unbtm3JkyfPA8meE9x3eTYMwwHwAxKBxXY85TCwEdgNJAFPA4OBVoZhPGOa5p77zSIiIpknISGBWbNmMXLkSE6ePEn79u0JDg7OFUtQiWRle/fu5d13301d8aJw4cK8++67DBkyhKJFi971uaZpsnXrVkJDQ/n000+Ji4sDUlbgGDBgAP379+exxx574O8hJ8jIlefJQBNSrhz/ea+DTdPs86+hZYZhfAFsACYCbdJ6nmEY7oA7QPny5TMQV0RE7iY5OZmIiAj8/Pw4dOgQzzzzDJ999hnPPPOM1dFEhP9/M1+hQoUYMmQI77777j1v3rty5QqLFy/GZrOxc+fO1PHWrVvj6enJyy+/nCO2zH6YjPuZdmwYxkjAFwgzTXNghgIYxg/As0Che63Y0bBhQ/PmvdJFRCTjTNPkq6++wsfHh927d1O3bl1CQkJ48cUXdYOQiIV27NjBsmXLCA4OTv1ZXLx4Me3ataNEiRJ3fe6ePXuw2WwsXLiQ6OhoAEqUKEHfvn1xd3fX9Cs7GIax3TTNhv8eT/eVZ8MwAkgpznMBj4xH4wjQAigG2LPcnYiIZJKffvoJLy8vNm3aRNWqVYmIiOC1117TfEcRC+3atYuAgAA+//xzAFq1akWrVq0A6NGjxx2fFxcXx9KlS7HZbGzatCl1vFmzZnh6etKlSxecnJwebPhcIF3l2TAMf8AfWAD0z6TVMqqRMm/6fCacS0RE7LBz5068vb355ptvKFu2LDNmzKBPnz76+FbEQn/88QcBAQEsX74cgAIFCjBo0CBq16591+f99ddfzJgxg3nz5nH+fEqdKly4MG+++SYDBw6kVi27F0UTO9hdng3D8AMCgIVAH9M0k+9wXBmgCBBlmmbs9bEiwBXTNJP+dWx7oBnwtWmacff1DkRExG6RkZEMHz6cJUuWUKxYMcaOHcvgwYPTteuYiGS+AQMGMHv2bEzTxNHREU9PTz788ENKly6d5vEJCQl8/vnn2Gy21FU3ABo0aICnpyevv/66Ni56QOzdnvv/gEAgClgH9PjXPLhTpml+d/2/RwG9SdmBcMP1seeBiYZhrCZlN8FEoDEpW36fBYZm6F2IiMhdHTt2jBEjRjBnzhwcHR3x8fHh/fffv+cd+iLycDzyyCPky5cPd3d3PvroI8qVK5fmcVFRUYSFhTF79mz++ecfIOUKdY8ePfDw8KBhw9um6Eoms/fKc6Pr38sD89N4/EfguzTGb/gT2A50AEoB+YBjgA0IMU3zuJ05REQkHc6dO8fo0aOZNm0aSUlJDBo0CB8fH218IGKhyMhIRowYQfPmzRkwYAAAH3zwAZ6enjz66KO3HZ+UlMQ333yDzWZjzZo1qVtmP/HEE3h4ePDGG2/oH8IP0X2ttmEVrbYhImKfK1euMHnyZMaNG0d0dDRvvPEGAQEBVKpUyepoIrnWwYMHGTlyJIsWLSIpKYnKlSsTGRl5xxt0//nnH2bPnk1YWBhRUVEA5M+fn65du+Lh4cEzzzyjFXEeoExbbUNERLKu+Ph4ZsyYQXBwMKdPn6Zjx44EBQXphiERCx05coSgoCDmzZtHUlISDg4O9OvXD19f39uKs2ma/PDDD9hsNlauXEliYiIAlStXTt0y29XV1Yq3IdepPIuI5ABJSUksWrQIf39/jh49yvPPP8/nn39OkyZNrI4mkqtt3ryZ5s2bk5iYiIODA25ubvj6+lKlSpVbjjt//jzz58/HZrPx119/AeDg4EDnzp3x8PCgdevWWkIyi1B5FhHJxkzTZNWqVfj6+vK///2Pp556ipkzZ9K6dWt9nCtikZiYGJydnQFo1KgRVatWpVGjRgwfPpxq1aqlHmeaJr/++is2m40lS5YQHx8PQLly5VK3zL7TjYNiHZVnEZFs6vvvv8fb25stW7ZQo0YNli5dSpcuXVSaRSxy4sQJRo0axaJFi/jf//5HmTJlyJs3Lzt37rxlc5Lo6GgWLVqEzWZj9+7dABiGwQsvvICHhwft27cnb15VtKxK/8+IiGQzW7duxdvbm3Xr1vHYY48xe/Zs3nzzTf1lK2KRf/75h9GjR2Oz2YiPj8cwDL799lvc3NwAUovzrl27sNlshIeHc+XKFQBcXV1Tt8yuXLmyVW9B0kF/0oqIZBP79u3D19eXFStWULJkSSZNmoSHh4e22xWxyKlTpxg7diyhoaFcvXoVgK5du+Lv7596k+7Vq1f57LPPCA0NZcuWLanPfe655xg4cCCvvvoqjo6OluSX+6PyLCKSxR09epSAgAAWLFiAs7MzAQEBvPvuuxQqVMjqaCK5mru7O1988QUAnTt3xt/fn7p16wKwf//+1C2zL168CECRIkVwc3Nj4MCB1KxZ07LckjEqzyIiWdTp06cJCQkhNDQUwzAYOnQoXl5elCxZ0upoIrnSuXPniI6OpmLFigB4eXlhmiaBgYHUr1+fa9eupV5l3rBhQ+rzGjduzMCBA3n99dcpWLCgNeEl02iTFBGRLObSpUtMmDCBSZMmERsbS58+ffD39+exxx6zOppIrnThwgUmTpzIlClTaN68OV9++eUtjx85ciR1y+zTp08DULBgQXr27ImHhwcNGjSwIrZkkDZJERHJ4q5evcr06dMJCQnh/PnzdOvWjZEjR1KjRg2ro4nkShcvXmTy5MlMmjSJy5cvA5CYmEhcXBz58uVjzZo12Gw2vv76a25cjKxVqxaenp707NmTIkWKWBlfHhCVZxERiyUmJjJ37lwCAwM5fvw4bdu2JSQkhKeeesrqaCK5UnR0NJMnT2bixImp85Vbt25NYGAglSpVYty4ccycOZO///4bSNky+7XXXsPDw4P//Oc/Wi4yh1N5FhGxSHJyMsuWLcPX15fIyEiaNGnCokWLaNGihdXRRHKu8HDw8YGoKChfHoKDoWfPWw65fPkywcHBxMfH8/zzz+Pv709CQgITJ05k1apVJCUlAVC1alU8PDzo3bu37kXIRVSeRUQeMtM0+fbbb/H29mbnzp08+eSTrFq1ildeeUVXrEQepPBwcHeH2NiUXx89Cu7uxMXHMzc+Hnd3dxwcHChXrhwTJ06kXLlyREZG0r9/fw4cOACkbJndpUsXPDw8aNmypbbMzoVUnkVEHqJNmzbh5eXFTz/9RMWKFVmwYAE9evTAwcHB6mgiOZ+Pz/8vzjfExnJmwAAGJSdTuHBhevTowcaNG9m0aRNLly7l2rVrADz22GO4u7vTt29fypYta0F4ySpUnkVEHoI9e/bg4+PD6tWrKVWqFNOmTWPAgAHkz5/f6mgiuUdUVJrD5ZKTeeqpp9i2bRujR4/mjz/+AFK2zH7ppZfw8PDgpZde0j9yBVB5FhF5oA4dOoS/vz/h4eEULlyYkJAQ3n77bZydna2OJpL7lC+fMlXjX844ObF//362b98OwCOPPEL//v0ZMGBA6prOIjeoPIuIPAAnT54kKCiIsLAw8uXLx7Bhwxg2bBjFixe3OppI7hUcTEKfPuRLSEgdigHeiYsjBmjRogWenp506tRJnwrJHak8i4hkogsXLjB27FimTJlCQkICAwYMwNfXV3MkRSxw7do15s6dS0JCAoMHD+Z/9euz5bnnaLV+PY+aJlFAcMGClB44kH3u7jz++ONWR5ZsQOVZRCQTxMbG8vHHHzNmzBguXbpE9+7dGTFiBFWqVLE6mkiuk5CQwPz58wkKCuLo0aMUKFCAiIgINm3alHpMkyZN8PDw4OPXXqNAgQIWppXsRuVZRCQDrl27xqxZsxg5ciT//PMP7du3Jzg4mLp161odTSTXSUxMZOHChYwcOZLDhw8DKUvLXb16lU2bNuHi4kKvXr0YOHAg9erVszitZFcqzyIi9yE5OZmIiAj8/Pw4dOgQzz77LMuWLaNZs2ZWRxPJlU6dOkWzZs04ePDgLeNJSUnUrVsXT09PevToQaFChSxKKDmFyrOISDqYpsmXX36Jj48Pe/bsoW7duqxZs4YXXnhBG5yIPGSmaWIYBseOHWPmzJlE3bQUnZOTE//9738ZOHAgTZo00c+nZBptiyMiYqcff/yRZ555hldeeYWrV6+yePFiduzYwYsvvqi/mEUeohuf/FSsWJFWrVpRoUIFRowYQUJCAtWrV2fixIkcP36cefPm0bRp09z18xkeDhUrQp48Kd/Dw61OlOPoyrOIyD3s2LEDb29vvv32W8qWLcuMGTPo06cP+fLlszqaSK6SnJzM3Llz8fb25vTp0wBERUWRN29eunbtioeHBy1atMhdZflmd9h+HICePa3LlcMYpmlancFuDRs2NLdt22Z1DBHJJf766y+GDx/OZ599RvHixfnoo48YPHiw7swXeciSk5MJCQlh/PjxXLp0KXW8RIkSDB06lP79+1O6dGkLE2YRFSumuQkMFSrAkSMPO022ZxjGdtM0G/57XFeeRUT+5dixYwQGBjJ37lycnJzw9fXl/fffp0iRIlZHE8lVLl68yIIFCxg5ciRnz55NHa9duzYjR46kQ4cO2jL7ZnfYfvyO43JfVJ5FRK47e/Yso0ePZtq0aSQnJzNo0CB8fHwoVaqU1dFEcg3TNNm6dStTpkxh5cqVXL16FUhZcq5NmzZMmTKF6tWrW5wyi7rD9uOUL//ws+RgKs8ikutFR0czadIkxo8fT0xMDG+88QYBAQFUrFjR6mgiucaVK1dYvHgx48aN48CBA6njrVq1wtPTk/bt2+Pk5GRhwmwgOPjWOc8ABQumjEumUXkWkVwrPj4em81GcHAwZ86coVOnTgQFBfHkk09aHU0k19izZw+hoaHMnz+f2JtKX8GCBVm9ejUtW7a0MF02c+OmQB+flKka5cunFGfdLJipVJ5FJNdJSkpi4cKF+Pv7ExUVRcuWLQkJCeHpp5+2OppIrhAXF8eyZcuw2Wxs3LjxlsdcXFzw8vJiyJAhODs7W5QwG+vZU2X5AVN5FpFcwzRNVq5cia+vL/v27aNhw4bMnj2b1q1bWx1NJFeIjIwkLCyMuXPncu7cuVseK1y4MF5eXgwePBgXFxeLEorcm8qziOQK69evx9vbm99++43HH3+cZcuW8eqrr+be9WBFHpKEhAS++OILbDYb69atSx2vX78+np6eXL58mbi4ON566y0KFy5sYVIR+6g8i0iOtnXrVry8vFi/fj3ly5dnzpw5vPHGG+TNqz/+RB6kv//+m5kzZzJr1ixOnjwJQJ48eUhOTubtt99m8uTJ+serZEv620NEcqR9+/bh6+vLihUrcHV1ZfLkyXh4eODo6Gh1NJEcKykpibVr1xIaGspXX31FcnIyAM7OzsTExJCcnEyhQoWoWLGiirNkWyrPIpKjHD16lICAABYsWICzszOBgYG88847FCpUyOpoIjnWqVOnmDNnDmFhYRy5vpNd3rx5KV26NCdOnCAmJgYXFxeGDBnCu+++S/Hixa0NLJIBKs8ikiOcPn2akJAQQkNDMQyDd955h48++oiSJUtaHU0kRzJNkw0bNmCz2VixYgWJiYkAVKxYkYEDB+Lq6kr//v0pWLAgb7/9Nu+9955+HiVHUHkWkWzt0qVLTJgwgYkTJxIXF0efPn3w8/PjscceszqaSI50/vx5FixYgM1m488//wRS5jK3bNmS2rVrM3HixNS5zefOncPNzY1HHnnE4tQimccwTdPqDHZr2LChuW3bNqtjiEgWcPXqVaZPn05ISAjnz5+nW7dujBw5kho1algdTSTHMU2T3377jdDQUJYsWUJcXBwAZcuWpWPHjkRFRfHVV1+RN29eIiMjtTun5AiGYWw3TbPhv8d15VlEspXExETmzp1LYGAgx48fp127dgQHB/PUU09ZHU0kx4mOjmbx4sXYbDZ27dqVOt62bVs6dOjAL7/8gs1mwzRNHB0dGThwIAULFrQwsciDp/IsItlCcnIyy5Ytw9fXl8jISJo0acKiRYto0aKF1dFEcpzff/8dm83GokWLuHLlCgAlS5akb9++9O3bl6CgIIYMGYJp/j/27jM+iqrt4/hvCAkQegm9NwXBGxGQolKVKh0EQ0/ZXRRF8UbSsyGhWwAxk0JCC6FIb6IoKCAgRRBQOhEQCGAghITUnedFYB9vRAmQZDbJ9X2zcnZ25r9+CHvtyZlzaTg4OODq6oqnpyfVqlXTObkQOU+KZyGETdM0ja1bt+Lp6cnPP/9MkyZNWLduHW+88YZsdSVENrp79y4rV65EVVX27NljHX/llVcwGo0MGDDAutVjYmIihQsXxsXFBU9PT7nHQBQohbJykKIoDRVFCVAUZa+iKNcVRUlQFOWwoiheiqJkufG8oig9FEX5UVGUREVR4hRFWakoSp0njy+EyM9+/PFHOnToQPfu3bl16xaLFi3i8OHD9O7dWwpnIbLJqVOn+OCDD6hWrRojR45kz549lCpVinfeeYdjx46xYMECtm3bxr59+6yvmTVrFqdPnyY4OFgKZ1HgZHXmeQzwNrAeiALSgI5AIDBYUZTWmqbd/bcTKIrSH/gSOAL8FygNjAd2K4rSQtO0y0/2FoQQ+c0vv/yCl5cXGzdupFKlSnz++ee4ubnh4OCgdzQh8oXU1FTWrVuHqqp8nefu5QAAIABJREFU99131vEWLVpgMpl48803uXHjBoGBgSxYsID09HR+//13vv32WwDq1q2rV3QhdJfV4vlLYKqmafF/GVMVRTkNeAEuwOf/9GJFUeyBucBF4BVN0+7cG98CHAT8AffHTi+EyFfOnTuHr68vS5cupXTp0kyZMoV3332X4sWz/AsuIcS/iImJISwsjPnz5xMbGwuAo6Mjb731FgaDgRYtWvDnnDkkV65MjTt38AKSgMIjRuDj46NrdiFsRZaKZ03T/ml/uOVkFs9NHnGK9kBVwPd+4XzvvIcVRdkBvKkoytuapqVlJY8QIn+5cuUKkydPJiwsDHt7ez766CMmTpxI2bJl9Y4mRJ6XkZHBli1bUFWVzZs3c3+L2ueeew6TycSwYcMoXbo0mqZx4IMPaPTpp9z/ulobWFy0KIVefx3q19frLQhhU572hsHq9x5jH3Fcy3uPex7y3F6gE9AQOP6UeYQQecjNmzeZPn06c+bMIS0tDXd3d7y9valSpYre0YTI865cucL8+fMJDQ3l4sWLADg4ODBo0CCMRiPt2rVDURTS09OtBfULK1di98B5CiUng5cXODvn8jsQwjY9cfGsKIod4AukA0sfcXjVe49/POS5+2PVeEjxrCiKO/eWdNSsWfOJsgohbEtiYiJz5sxhxowZxMfH89Zbb2E2m6lXr57e0YTI0ywWC9u3b0dVVdauXWttmV2vXj0MBgOjRo3CyckJgNjYWKZPn86WLVs4cuQIDg4O2P3xsI9p4MKF3HoLQti8p5l5/gxoDXhqmnbyEcfe3zE95SHPJT9wzP/QNC0UCIXMDoNPkFMIYSNSU1MJDw9n8uTJXL16lV69ehEUFMTzzz+vdzQh8rQ///yTBQsWEBISwunTpwGws7Ojf//+GAwGunTpQqFCmRtsXb9+nRkzZjBv3jzu3s281/+7776jW7duULMm/P773y8gk1dCWD1R8awoymTgHSBU07SpWXhJ0r3HIg95rugDxwgh8pmMjAyio6Px9fXl/PnzvPLKK3z55Ze0a9dO72hC5FmapvHjjz+iqiorV64kJSVzfqp69eq4u7vj4uJC1apVrcffuHGDWbNm8fnnn5OYmAhAnz598Pf3p1mzZpkHBQWBuzsk/eUj2dExc1wIATxB8awoij/gDUQCxiy+7P42dNWA3x547n47on/4XZEQIq/SNI2NGzfi6enJsWPHaNasGZs3b6Zbt26yT7MQT+j27dssWbIEVVU5evQoAIqi0L17d4xGIz169KBw4f/9eNc0jS5dunDkyBEAevbsidls/ntb+/vrmr28Mpdq1KyZWTjLemchrB6reFYUxQ/wAxYBrtr9Owwebf+9xzbAtgeeaw3cBk49ThYhhG37/vvv8fDwYM+ePdSvX5/o6GgGDx5s/dWxEOLxHDp0CFVVWbp0qXXm2MnJCRcXF9zd3alT5397jt26dQuAMmXKoCgK7733HitWrMBsNtOqVat/vpCzsxTLQvwLJav1r6IovoAZWAyM0jTN8g/HVSGzAcoFTdOS7o3ZA7+T2Vzlub/s8/wf4BAQqWma66MytGjRQjtw4J92zRNC2IJDhw7h6enJ1q1bqVq1Kn5+fowePRp7e3u9owmR5yQlJbF8+XJUVeWnn36yjnfo0AGj0Ui/fv3+1jwoPj6ezz77jE8//RQ3NzdmzpwJZM4+y298hMg6RVEOaprW4sHxLM08K4ryNpmF8wUyZ47feuAHMFbTtG/u/fdUYCSZHQh3AGialqYoyntk7gu9U1GUMKAU8D5wnczZbCFEHnbq1Cl8fHxYsWIF5cqVY+bMmbz99tsUK1ZM72hC5Dm//fYbISEhLFy48H9mkEeOHInBYKBRo0Z/e01CQgJz5sxh1qxZ1tecOHHCWjRL4SxE9sjqso37+zTXBBY+5PnvgW8eMm6ladpKRVHukrleehaZO298C3ykaZqsdxYij7p06RJms5nIyEiKFi2Kt7c3H374IaVLl9Y7mhB5SmpqKqtXr0ZVVb7//nvreKtWrTCZTAwePBhHx79vTHXnzh0+//xzZs6cSVxcHADt27fHbDbTvn37XMsvREGR5WUbtkCWbQhhO27cuMG0adP4/PPPsVgsGI1GvLy8qFSpkt7RhMhTzp8/T2hoKBEREVy7dg2A4sWL4+zsjMFgoHnz5v/6+t27d/Pyyy8D8PLLLxMQEEDHjh1zPLcQ+d1TLdsQQoj7EhIS+PTTT5k1axaJiYkMHz4cf39/ateurXc0IfKM9PR0Nm3ahKqqbN261drhr2nTpphMJpydnSlVqtRDX5uUlMTWrVvp168fAO3atePDDz+ka9eudO7cWZZnCJHDpHgWQmRJSkoKqqoSFBTE9evX6devH4GBgTRu3FjvaELkGX/88Qfh4eGEhYXxx71ufkWKFGHw4MEYjUbatGnzj8VvcnIyISEhTJs2jatXr3LgwAHrVnP3bwoUQuQ8KZ6FEP8qPT2dxYsX4+/vz4ULF+jcuTNTpkz5962uhBBWFouFbdu2oaoq69evJyMjA4AGDRpgNBoZOXIk5cuX/8fXp6SkEB4ezpQpU7h8ObNtwosvvmhtvS2EyF1SPAshHkrTNFavXo23tzcnTpygZcuWRERE0LlzZ72jCZEnXL9+ncjISEJCQjh37hwAhQsXZsCAAZhMJjp16vTIJRYRERH4+flx6dIlAJo1a4bZbOaNN96Q5RlC6ESKZyHE32zbtg1PT0/2799Po0aNWLVqFf369ZMPayEeQdM0du3ahaqqfPnll6SmpgJQs2ZN3N3dGTNmDFWqVMny+Q4ePMilS5do2rQp/v7+8nMohA2Q4lkIYfXTTz/h4eHBd999R40aNYiIiGD48OF/a/UrhPhf8fHxLF68GFVVOX78OJDZMrtXr14YjUa6deuGnZ3dv54jLS2NxYsXU6lSJXr27AmAp6cnHTt2pH///tKdUwgbIZ+IQgiOHz+Ot7c3a9euxcnJic8++wyj0UiRIkX0jiaETTtw4ACqqhIdHU1SUhIAlSpVwtXVFTc3N2rVqvXIc6SnpxMVFUVAQADnzp3j2WeftRbb1apVY+DAgTn9NoQQj0GKZyEKsJiYGPz9/Vm8eDHFixfHbDbz/vvvU7JkSb2jCWGzEhMTWbZsGcHBwRw8eNA63rlzZ4xGI3369MlSO/qMjAyio6MJCAjg9OnTADRs2BAfHx9ZmiGEDZPiWYgCKDY2lqCgIFRVpVChQowfPx4PDw8qVKigdzQhbNaxY8cICQlh0aJF3L59G4CyZcsyevRo3N3deeaZZ7J8rhMnTtCvXz9OnDgBQL169fDz82Po0KGyTEoIGyc/oUIUIPHx8cyaNYtPP/2U5ORkRo8eja+vLzVq1NA7mhA2KSUlhVWrVhEcHMyuXbus423btsVoNDJw4ECKFSv22OetVasW8fHx1K5dG19fX7m3QIg8RO4+EKIAuHv3LjNnzqRu3boEBgbSs2dPfv31V8LCwqRwFuIhzpw5w8SJE6levTrOzs7s2rWLEiVKYDKZiJkyhd1//MHwkSMp1qgRREX967ksFgurV6/m1Vdf5datWwAUK1aMbdu2cerUKUaPHi2FsxB5iBTPQuRjaWlphIaG0qBBAyZOnEirVq04ePAgy5cvp2HDhnrHE8KmpKens2bNGrp27UqDBg2YOXMmN27coFmzZqiqyuXLl/miXTtqBQbC77+DpmU+urs/tIDWNI1169bRvHlzBgwYwM6dOwkNDbU+37hx4yytjRZC2Bb5qitEPmSxWFixYgU+Pj6cOXOGNm3aEBUVRfv27fWOJoTNuXjxIuHh4YSHh1s7+BUtWpQhQ4ZgNBpp1arV/9/A5+UF93bVsEpKyhx3dgYyi+ZNmzbh5+fHoUOHAKhatSpeXl64uLjk2vsSQuQMKZ6FyEc0TeOrr77C09OTw4cP07RpU9avX0+vXr3k7n0h/sJisfD111+jqiobNmzAYrEA8Mwzz2AymRgxYgRly5b9+wsvXHj4Cf8y7u7uTnh4OACVK1fG09MTNzc3ihYtmu3vQwiR+6R4FiKf2L17Nx4eHuzcuZM6deqwePFihg4d+sjGDEIUJNeuXSMiIoLQ0FDOnz8PgL29PYMGDcJkMvHqq6/++xfNmjUzl2o8wFK9unUdZP/+/Vm/fj2TJk3CaDQ+0Q2FQgjbJcWzEHncL7/8gqenJ5s2baJy5crMmzcPV1dXHBwc9I4mhE3QNI0ffvgBVVVZtWoVaWlpANSuXRuDwcDo0aOpVKlS1k4WFJS5xvkvSzfuFipERI0avH3vz926deP8+fM4Ojpm8zsRQtgCKZ6FyKPOnj2Lr68v0dHRlC5dmqlTpzJu3DiKFy+udzQhbMLNmzetLbN/++03AAoVKkTv3r0xGAx07dr18X8zc29dc/KECTjExnIB8LRY+PbMGYbfvk2pUqVQFEUKZyHyMSmehchjrly5wuTJkwkLC8Pe3p6PPvqIiRMnPnx9phAFjKZp7N+/H1VVWbZsGXfv3gWgSpUquLm54erq+lTbM+7cuRO/+fPZHhsLZDZJ+fDDDwkZN046cwpRQEjxLEQecfPmTaZPn86cOXNIS0vD3d0db29vqlSponc0IXR3584doqOjCQ4O5ueff7aOv/baaxgMBnr37v3U28JdvHiRDh06YLFYKF26NB988AHjx4+nVKlSTxtfCJGHSPEshI1LTExk9uzZzJgxg9u3b/PWW29hNpupV6+e3tGE0N3Ro0dRVZXFixeTkJAAQPny5RkzZgzu7u7Ur1//qc5/5MgRnn/+eRRFoUaNGowdO5by5cszfvx4ypQpkx1vQQiRx0jxLISNSk1NJTQ0lMDAQGJjY+nVqxdBQUE8//zzekcTQlfJycmsXLkSVVX58ccfrePt2rXDZDIxYMCAp94W7sCBA/j5+bF582Y2bdpEjx49AJg7d+5TnVcIkfdJ8SyEjcnIyGDp0qX4+flx/vx5Xn31VVavXk3btm31jiaErk6dOkVoaCiRkZHExcUBUKpUKUaMGIHBYKBJkyZPfY2ff/4Zf39/1q9fD0Dx4sW5dOnSU59XCJF/SPEshI3QNI3169fj7e3NsWPHeOGFF9iyZQtdu3aVBieiwEpLS2PdunWoqsq3335rHW/evDkmk4khQ4ZQokSJp77OL7/8gr+/P2vWrAHA0dGRd955hw8//BAnJ6enPr8QIv+Q4lkIG7Bjxw48PDzYu3cvDRo0YNmyZQwaNIhChQo9+sVC5EO///47YWFhzJ8/n6tXrwJQrFgxhg4dislkokWLFtl6vXXr1rFmzRqKFi3K2LFjmThxYtb3fhZCFChSPAuho0OHDuHp6cnWrVupVq0aoaGhjBo16ql3BRAiL8rIyOCrr74iODiYzZs3o2kaAI0bN8ZoNDJ8+PBsu0nv119/5ffff6d79+4AvPfeeyQkJPD+++/LDjZCiH8lxbMQOjh58iQ+Pj6sXLmScuXKMWvWLMaOHSttfEWBdPXqVebPn09oaCgXLlwAMltmDxw4EKPRyCuvvJJtS5dOnjxJQEAA0dHRVKxYkXPnzuHo6EipUqWYMWNGtlxDCJG/SfEsRC66dOkSZrOZyMhIihYtio+PDxMmTKB06dJ6RxMiV2maxnfffYeqqqxdu5b09HQA6tati8FgYNSoUVSsWDHbrnf69GkmT55MVFQUFosFe3t7+vXrR0pKinQDFEI8FimehcgFN27cYOrUqcybNw9N03jnnXfw9PTM1uJAiLzgzz//ZOHChYSEhHDq1CkA7Ozs6Nu3L0ajkddeey1b1/onJCTw3nvvsWjRIjIyMihcuDCurq54enpSq1atbLuOEKLgkOJZiByUkJDAp59+yqxZs0hMTGTkyJH4+fnJh7YoUDRNY+/evQQHB7NixQpSUlIAqFatGm5ubri4uFC9evUcubajoyM//fQTAC4uLnh5eVGnTp0cuZYQomCQ4lmIHJCcnIyqqgQFBXHjxg369+9PYGAgjRo10juaELnm9u3bREVFoaoqv/zyi3X89ddfx2Qy0atXLwoXzt6PoQsXLjBt2jQ8PDyoUaMGdnZ2zJ8/nwoVKkhXTiFEtpDiWYhslJ6ezqJFi/D39+fixYt07tyZKVOm0KpVK72jCZFrDh8+jKqqREVFcefOHQCcnJysLbPr1q2b7de8dOkSU6ZMITw8nLS0NDRNIzg4GICXXnop268nhCi4pHgWIhtomsbq1avx9vbmxIkTtGzZksjISDp37qx3NCFyRVJSEitWrEBVVfbt22cdb9++PUajkX79+lGkSJFsv+7ly5eZOnUqoaGhpKamoigKQ4cO5b333sv2awkhBEjxLMRT0TSNbdu24enpyYEDB2jUqBGrVq2iX79+0hVQFAgnTpwgJCSEBQsWcOvWLQBKly7NyJEjMRgMNG7cOMeuHRkZydixY0lOTgZg8ODB+Pn55eg1hRBCimchntC+ffvw8PBg+/bt1KxZk8jISIYPH46dnZ3e0YTIUampqaxZswZVVdmxY4d1vFWrVhiNRt58880c2/5N0zTrF9NmzZqRkpLCgAED8PPzo2nTpjlyTSGE+CspnoV4TMePH8fb25u1a9fi5OTE7NmzMRgMOfIraSFsyfnz560ts69duwZA8eLFcXZ2xmAw0Lx58xy79o0bN5g5cyYnTpxg3bp1ALzwwgucO3eO2rVr59h1hRDiQVI8C5FFMTEx+Pn5sXjxYkqWLElAQADjx4+nZMmSekcTIsdkZGSwadMmVFXlq6++srbMbtKkCSaTCWdn5xxt8hMXF8fHH3/MnDlzrDcfHj161DrLLIWzECK3SfEsxCNcu3aNoKAggoODsbOzY8KECUyaNIny5cvrHU2IHHP58mXmz59PWFgYFy9eBKBIkSIMGjQIk8lEmzZtcnRd/82bN/n000/57LPPSEhIAKBHjx74+/vL8gwhhK6keBbiH8THxzNr1iw+/fRTkpOTGTNmDL6+vjnWzEEIvVksFr799ltUVWXdunVkZGQAUL9+fYxGIyNHjqRChQo5niM1NZUmTZpw+fJlIHNfaLPZTOvWrXP82kII8ShSPAvxgLt37/L5558zbdo04uLiePPNNwkICKBhw4Z6RxMiR9y4cYMFCxYQEhLCmTNngMyW2QMGDMBkMtGxY8dsbZn9MLdv36ZYsWLY29vj4ODAsGHDOHToEGazmbZt2+botYUQ4nFI8SzEPWlpaURGRmI2m7l8+TLdunVjypQpvPDCC3pHEyLbaZrGjz/+SHBwMCtXriQ1NRWAGjVq4O7uzpgxY6hatWqO50hISODzzz9n1qxZzJgxAxcXFwCCgoKyvfugEEJkhyz9y6QoigfQHHgRqAP8rmla7ce5kKIoMUCtf3jaSdO0G49zPiGyi8ViYcWKFfj4+HDmzBnatm1LdHQ0r776qt7RhMh28fHxLFmyBFVVOXbsGACKotCjRw+MRiM9evTIle0WExMTmTdvHjNmzODPP/8EYPv27dbiWQpnIYStyuq/TlOAOOAQUOYprncCCHrIeMJTnFOIJ6JpGlu2bMHLy4vDhw/TtGlTNmzYQM+ePaXBich3Dh48iKqqLF26lKSkJAAqVqyIq6srbm5uubZrRVJSEsHBwUyfPp3r168D0LZtW8xms3TkFELkCVktnutpmnYOQFGUY0CJJ7xerKZpS57wtUJkm127duHh4cGuXbuoW7cuS5YsYejQoTm+rlOI3JSUlMSyZctQVZX9+/dbxzt27IjJZKJPnz44ODjkaqbly5fz4YcfAvDSSy9hNpt5/fXX5QurECLPyFLxfL9wzg6KohQGHDVNu51d5xQiq44cOYKXlxebNm2icuXKzJs3D1dX11wvIITISb/++ishISEsXLiQ+Ph4AMqWLWttmf3ss8/mbICoKPDyggsXsFSvzpkxY2jo7w/AsGHD2LhxIy4uLnTv3l2KZiFEnpPbi8peApIAe0VR4oF1gIemaZdzOYcoYM6cOYOvry/Lli2jdOnSTJkyhXfffZfixYvrHU2IbJGSksLq1atRVZUffvjBOt66dWtMJhODBg2iWLFiOR8kKgrc3eHe0pBCFy9SzWwmvlIlSptM2Nvbs2rVqpzPIYQQOUS53y0qyy+4t2zjCW4Y3ATsIXPdc2GgA+AKXAVaZaWAbtGihXbgwIHHyisKtsuXLzN58mTCw8Oxt7fnvffeY+LEiZQtW1bvaEJki3PnzhESEkJERAQ3bmTed12iRAmcnZ0xGo00a9YsV/NotWqhXLjwt/HUKlVwuCzzJEKIvENRlIOaprV4cDzXZp41Tev5wNAyRVF+AKIAM+D2sNcpiuIOuAPUrFkzRzOK/CMuLo7p06czd+5c0tLScHd3x9vbmypVqugdTYinlp6ezsaNG1FVla1bt1rHn3/+eWvL7NxuG69pGvPnz2fMhQs8bCGGw9WruZpHCCFyiq57AWmatlRRlCDgwcL6r8eEAqGQOfOcW9lE3pSYmMjs2bOZMWMGt2/f5q233sJsNlOvXj29ownx1P744w/CwsIIDw/njz/+AKBo0aK8+eabGI1GXnrpJd3WECuKwtKlS+kC1H7YATL5IYTIJ2xhI80YoJ3eIUTelpqaSmhoKIGBgcTGxvLGG28QFBRE06ZN9Y4mxFOxWCx88803qKrKhg0brC2zGzZsaG2ZXa5cuVzPlZ6eTnR0NM2aNbP+nE2bNo3LCxdSa8EClHtrngFwdISgh+1SKoQQeY8tFM/1gVi9Q4i8KSMjg6VLl+Lr60tMTAzt27dn9erV0s5X5HnXr18nMjKSkJAQzp3L3PCocOHCDB48GKPRSIcOHXSZZc7IyGD58uWYzWZOnTpF3759WbNmDQCtWrWCVq2gbVvrbhvUrJlZODs753pWIYTICdlePCuKUhNwBM5qmpZ2b6ycpmlxDzn2baA6EJzdOUT+pmka69evx8vLi+PHj9O8eXNUVZX9YkWepmkau3btIjg4mFWrVllbZteqVcvaMrty5cq6ZLNYLKxcuRKz2cxvv/0GQN26denbt+/fD3Z2lmJZCJFvZbU993D+v7W2E+CgKIr3vT//rmna4r8cvghoT2Yb75h7YyMURXEBvro3dn+3jb7AWcDvid+BKHB27NiBh4cHe/fupWHDhqxYsYIBAwZIgxORZ926dYvFixejqiq//vorkLmGuFevXphMJrp27ZorLbP/yYEDBxg1ahTHjx8HoHbt2vj4+DB8+HDs7e11yyWEEHrI6syzC5kF8V9Nvvf4PbCYf7cf6AS8SWbxrQDngenANE3TbmUxhyjADh48iKenJ19//TXVq1cnLCyMUaNGUbiwLaw+EuLxaJrGgQMHUFWV6Oho7t69C0DlypVxcXHBzc2NWrVqPeIsuaNixYqcOnWKGjVq4O3tzahRo6SxkBCiwMpqh8EOWT3hw47VNG030DvLqYT4i5MnT+Lj48PKlSspX748s2bNYuzYsbnT8EGIbHbnzh2io6NRVZVDhw5Zxzt37ozJZKJ37966zuZqmsbGjRuJjo5myZIlFCpUiJo1a/LNN9/QunVrihQpols2IYSwBTJlJ2zWxYsXMZvNLFiwgGLFiuHr68uECRMoVaqU3tGEeGxHjx5FVVUWL15MQkICAOXKlWP06NG4u7vTsGFDXfNpmsaWLVvw8/PjfjOq/v37M3DgQADat3/wl49CCFEwSfEsbM6NGzeYOnUq8+bNQ9M0xo0bh6enJ05OTnpHE+KxJCcn8+WXX6KqKrt377aOt23bFpPJxMCBAylatKiOCTOL5q+//ho/Pz/27dsHQKVKlZg0aRI9e/7jFvxCCFFgSfEsbEZCQgKffPIJH3/8MYmJiYwcORI/Pz+bWfcpRFadPn2akJAQIiMjiYvL3GioZMmSDB8+HIPBwPPPP69zwv83cOBAVq9eDYCTkxMfffQRJpMJR0dHnZMJIYRtkuJZ6C45OZng4GCmTJnCjRs3GDBgAJMnT6ZRo0Z6RxMiy9LS0li/fj2qqrJt2zbr+AsvvIDJZGLo0KGUKFFCx4T/LyMjw7p7x8svv8z333/PxIkTGTt2rM1kFEIIW6VoWt7peN2iRQvt/lo8kfelp6ezcOFCzGYzFy9epHPnzkydOpWWLVvqHU2ILLtw4QLh4eGEh4dz5coVILNl9tChQzEajbRs2dJm9h7/4Ycf8PPzo0uXLnh5eQGZX17T0tIoWbKkzumEEMK2KIpyUNO0Fg+Oy8yzyHWaprFq1Sq8vb05efIkrVq1IjIyks6dO+sdTYgsycjIYOvWraiqyqZNm7BYLAA8++yzGAwGRo4cSdmyZXVO+f92796Nn58f3377LZBZ8E+aNAk7OzuKFi2q+7prIYTIS6R4FrlG0zS++eYbPD09OXjwII0aNWL16tX07dvXZmbmhPg3sbGxREREEBoaSkxMDAD29vYMHjwYk8nEK6+8YlN/l/fu3Yufnx9ff/01AKVKleKDDz5g/PjxujZdEUKIvEyKZ5Er9u3bh4eHB9u3b6dmzZpERkYyfPhw+QAXNk/TNHbs2IGqqqxevZr09HQA6tSpY22ZXbFiRZ1T/t3evXtp06YNkHmz4vjx43n//fdtakZcCCHyIimeRY46fvw43t7erF27FicnJ2bPno3BYJBGC8LmxcXFsXDhQkJCQjh58iQAhQoVom/fvhiNRl577TWbawl/8eJFatSoAcBLL71Ep06daN26NRMmTKBcuXI6pxNCiPxBimeRI2JiYvD392fRokWULFmSyZMnM378eLmTX9g0TdPYt28fqqqyfPlykpOTAahatSpubm64urpSvXp1nVP+3ZEjR/D392fDhg38+uuvNGzYEEVR2LZtm00tIxFCiPxAimeRrWJjYwkKCkJVVezs7JgwYQKTJk2ifPnyekcT4h8lJCSwdOlSVFXl8OHD1vGuXbtiNBrp1asXhQvb3j+XR48exd/f37ocjv9vAAAgAElEQVRPc7FixTh06JC1W6EUzkIIkf1s79NA5Enx8fHMnDmTzz77jOTkZFxcXPD19aVatWp6RxPiHx05cgRVVVmyZAl37twBoEKFCowZMwZ3d3fq1aunc8KHO378OGazmZUrVwKZW+OZTCYmTpxI5cqVdU4nhBD5mxTP4qkkJSXx+eefM23aNG7evMmQIUMICAigQYMGekcT4qHu3r3LypUrUVWVPXv2WMdfffVVjEYj/fv3t/k1+UFBQaxcuRIHBwcMBgOTJk2iatWqescSQogCQYpn8UTS0tKIiIggICCAy5cv0717d4KCgnjhhRf0jibEQ508eZKQkBAWLFjAzZs3AShdujQjRozAYDDw3HPP6Zzwn50+fZo7d+5Yf778/PwoU6YMnp6eNrkGWwgh8jMpnsVjsVgsLF++HF9fX86cOUO7du1YtmwZr7zyit7RhPib1NRU1q1bh6qqfPfdd9bxli1bYjAYGDJkCMWLF9cx4b87e/YskydPZsmSJbRo0YI9e/agKArPPPMMX3zxhd7xhBCiQJLiWWSJpmls3rwZLy8vjhw5wvPPP8/GjRvp0aOH3JQkbE5MTAxhYWHMnz+f2NhYABwdHXnrrbcwGo28+OKLOif8dzExMQQGBrJgwQIyMjKws7OjSZMm3L17F0dHR73jCSFEgSbFs3ikXbt24eHhwa5du6hbty5RUVEMGTLE5va4FQVbRkYGW7ZsQVVVNm/ejKZpADz33HOYTCaGDRtG6dKldU75765fv463tzcRERGkp6djZ2fH6NGj8fb2pm7dunrHE0IIgRTP4l8cPnwYLy8vNm/eTOXKlfniiy9wcXHBwcFB72hCWF25csXaMvvChQsAODg4MGjQIIxGI+3atcszvx2xt7dn+fLlWCwWRowYgY+PD/Xr19c7lhBCiL+Q4ln8zZkzZ/D19SU6OpoyZcowbdo0xo0bJ78uFjbDYrGwfft2VFVl7dq11pbZ9erVw2AwMHr0aCpUqKBzykf7448/mDt3Lv7+/hQtWpQyZcqwYMECGjVqxDPPPKN3PCGEEA8hxbOwunz5MgEBAcyfPx8HBwc8PDz473//S9myZfWOJgQAf/75JwsWLCAkJITTp08DYGdnR//+/TEajXTu3DlPLCe6cuUK06dPR1VVUlJSqFq1Ku+++y4Affv21TmdEEKIfyPFsyAuLo7p06czd+5c0tPTMRgMeHt7S7MFYRM0TWPPnj2oqsqKFStISUkBoHr16ri7u+Pi4pJn9jiOjY1lxowZfPHFF9bW3wMGDKBz5846JxNCCJFVUjwXYImJicyePZsZM2Zw+/ZtnJ2dMZvNcmOSsAm3b99myZIlqKrK0aNHgcx20927d8dgMNCzZ0+bbJn9T+bMmYOHhwdJSUkA9OvXD39/f55//nmdkwkhhHgceeeTR2Sb1NRUQkNDCQwMJDY2lt69exMYGEjTpk31jiYEP//8M6qqEhUVRWJiIgAVK1bExcUFNzc36tSpo3PCJ+Pk5ERSUhK9e/fG399fGgoJIUQeJcVzAZKRkUFUVBR+fn7ExMTQvn171qxZQ5s2bfSOJgq4pKQkVqxYQXBwMD/99JN1vEOHDhgMBvr375+ndnmJi4vjk08+wWKxMGXKFAAGDx7Ms88+K0WzEELkcVI8FwCaprF+/Xq8vLw4fvw4zZs3R1VVXn/99TyzhZfIn3777TdCQkJYuHAht27dAqBMmTKMHDkSo9HIs88+q3PCx3Pr1i0+++wzPv30U27fvo2DgwPvv/8+Tk5O2NnZSeEshBD5gBTP+dz27dvx8PBg3759NGzYkBUrVjBgwIA8sSOByJ9SU1NZs2YNqqqyY8cO63irVq0wmUwMHjw4z22LGB8fz+zZs/nkk0+Ij48H4LXXXsNsNuPk5KRzOiGEENlJiud86sCBA3h6evLNN99QvXp1wsLCGDVqVJ66wUrkL+fPnyc0NJSIiAiuXbsGQPHixXF2dsZoNObZWdnr16/z7LPPEhcXB0DHjh0xm8288sorOicTQgiRE6SSymdOnDiBj48PX375JeXLl+fjjz9m7NixFC1aVO9oogBKT09n8+bNBAcHs3XrVmvL7KZNm2IymXB2dqZUqVI6p3x8ycnJ1p8pJycn2rVrR3x8PGazmQ4dOugbTgghRI6S4jmfuHDhAmazmQULFuDo6Iivry8TJkzIk4WJyPv++OMP5s+fT1hYGJcuXQKgSJEiDB48GKPRSJs2bfLkevvExES++OILZs6cydq1a2nbti0A0dHRODo65sn3JIQQ4vFI8ZzHXb9+nalTpzJv3jwAxo0bh6enJxUrVtQ5mShoLBYL27ZtQ1VV1q9fT0ZGBgANGjTAaDQycuRIypcvr3PKJ5OUlISqqkyfPt265GTFihXW4rl48eJ6xhNCCJGLpHjOo27fvs0nn3zCxx9/TFJSEiNHjsTPz49atWrpHU0UMNevX7e2zD579iwAhQsXZuDAgRiNRjp16pRnZ2STk5MJDQ1l6tSpXL16FYCWLVtiNpvp1q2bzumEEELoQYrnPCY5OZkvvviCKVOm8OeffzJgwAAmT55Mo0aN9I4mChBN09i1axeqqvLll1+SmpoKQM2aNXF3d2fMmDFUqVJF55RPb8qUKUyePBmA5s2bYzab6dmzZ579MiCEEOLpSfGcR6Snp7NgwQLMZjOXLl2iS5cuTJkyhZYtW+odTRQgt27dYvHixaiqyq+//gpktszu0aMHJpOJ7t27Y2dnp3PKJ5eamsr58+d55plnAHj77bf59ttvmThxIr1795aiWQghhBTPts5isbBq1Sp8fHw4efIkrVq1YuHChXTq1EnvaKIAOXDgAKqqEh0dTVJSEgCVKlXC1dUVNze3PL9cKC0tjYULFxIYGIidnR0nTpzA3t6eSpUqsXv3br3jCSGEsCFSPNsoTdP45ptv8PT05ODBgzRu3JjVq1fTt29fmf0SuSIxMZHo6GhUVeXgwYPW8Y4dO2IymejTp0+eapn9MOnp6SxevJjJkydz/vx5ABo3bsylS5eoU6eOzumEEELYIimebdDevXvx8PBgx44d1KpVi4ULF+Ls7Jynfx0u8o5jx44REhLCokWLuH37NgBly5Zl9OjRuLu7W5c05GUZGRlERUUREBBgvcnxmWeewc/Pj8GDB8vPmhBCiH8kxbMNOX78OF5eXqxbt46KFSsyZ84c3N3dKVKkiN7RRD6XkpLCl19+iaqq7Nq1yzrepk0bjEYjgwYNolixYjomzF4ZGRn4+Phw4cIFGjRogK+vL0OHDpWiWQghxCNJ8WwDYmJi8PPzY/HixZQsWZLJkyczfvx4SpQooXc0kc+dOXOG0NBQIiMjuXHjBgAlSpRg+PDhGAwG/vOf/+icMHtYLBZWrFhBly5dqFChAg4ODnz88cckJibi7OwsbeuFEEJkmXxi6Cg2NpbAwEBCQkKws7Pjww8/5KOPPsqzjSRE3pCWlsaGDRtQVZVvvvnGOt6sWTNMJhNDhw6lZMmSOibMPvdvuDWbzRw/fpxJkyYxdepUAAYOHKhzOiGEEHmRFM86uHXrFjNnzuSzzz4jJSUFV1dXfHx8qFatmt7RRD528eJFwsPDCQ8P5/LlywAULVqUIUOGYDQaadWqVb65GdVisbB27Vr8/f05evQokLkHteyHLoQQ4mlluXhWFMUDaA68CNQBftc0rfbjXlBRlBHA+8CzwG1gA+Chadr1xz1XXpOUlMTcuXOZPn06N2/eZMiQIQQEBNCgQQO9o4l8ymKxsHXrVlRVZePGjVgsFgCeffZZjEYjI0aMoGzZsjqnzF47d+5k3LhxHDlyBIDq1avj5eXFmDFj8vzuIEIIIfT3ODPPU4A44BBQ5kkupijK+8AnwPfAe0B14AOgjaIorTRNS3yS89q6tLQ05s+fT0BAAFeuXKFHjx4EBQXRrFkzvaOJfCo2NpbIyEhCQkKIiYkBwN7enoEDB2IymWjfvn2+mWV+UEZGBkeOHKFq1ap4enri6uoqN90KIYTINo9TPNfTNO0cgKIox4DHuptNUZQKQCCwH+isaVrGvfH9wHoyi+kpj3NOW2exWFi2bBm+vr6cPXuWdu3asXz5cl555RW9o4l8SNM0vv/+e1RVZfXq1aSlpQFQu3ZtDAYDo0ePplKlSjqnzF6apvHVV1/x448/Wttod+jQgeXLl9O7d2+KFi2qc0IhhBD5TaGsHni/cH4KfQFHYO79wvneeTcA54BhT3l+m6FpGps2baJ58+Y4OztTvHhxNmzYwM6dO6VwFtnu5s2bzJ49m8aNG9OxY0eWL19ORkYGvXv3ZsuWLZw9e5ZJkyblq8JZ0zS+/vpr2rZtS48ePQgMDOTw4cPW5wcPHmz7hXNUFNSuDYUKZT5GRemdSAghRBbk5g2DLe897nnIc3uBoYqilNA07U4uZsp2O3fuxMPDg927d1O3bl2ioqIYMmQIhQpl+XuKEI+kaRr79+9HVVWWLVvG3bt3AahSpQpubm64urpSo0YNnVNmP03T2L59O76+vta22RUqVGDixIl5696BqChwd4d7rc75/ffMPwM4O+uXSwghxCPlZvFc9d7jHw957g9AuXfMqVxLlI0OHz6Ml5cXmzdvpkqVKgQHB+Pi4oK9vb3e0UQ+cufOHZYuXYqqqvz888/W8ddeew2j0cgbb7yRb//OZWRk0K1bN7Zt2wZAuXLl+O9//8s777yT9/ZE9/L6/8L5vqSkzHEpnoUQwqblZvHseO8x5SHPJT9wjJWiKO6AO2RuNWVrzpw5g4+PD8uWLaNs2bJMmzaNcePG4ej4t7cixBP75ZdfUFWVJUuWkJCQAED58uUZM2YM7u7u1K9fX+eEOUfTNBRFwc7Ojjp16lC2bFkmTJjAuHHjKFWqlN7xnsyFC483LoQQwmbk5lqC+9MsD7vtvegDx1hpmhaqaVoLTdNaODk55Vi4x3X58mWMRiONGjVi/fr1eHp6cu7cOT766CMpnEW2SE5OZvHixbRr147//Oc/BAcHk5CQQLt27ViyZAmXLl1ixowZ+bZw3rNnD6+//jpr1qyxjgUFBXH+/Hm8vLzybuEM8E8TATY4QSCEEOJ/5ebM8+V7j9WAMw88Vw3Q/nKMzYqLi2PatGnMnTuXjIwMjEYjXl5eVK5cWe9oIp84deoUISEhLFiwgLi4OABKlSrFiBEjMBgMNGnSROeEOeunn37Cz8+Pr776CsjcH71///4A2NIX6KcSFPS/a54BHB0zx4UQQti03Cye95O5/KINfy+eXwJO2vLNgnfu3GH27NnMmDGDhIQEhg0bhtlspk6dOnpHE/lAWloa69atQ1VVvv32W+v4iy++iMlkYsiQIRQvXlzHhDnv4MGD+Pn5sWnTJgBKlCjBe++9xwcffKBzshxwf12zl1fmUo2aNTMLZ1nvLIQQNi9HimdFUWqSuX75rKZpafeG1wFzgHcURVn6l32e3wDqAT45keVppaSkEBoaSmBgINeuXaNPnz4EBgbm+9k/kTsuXLhAaGgo8+fP5+rVqwAUK1aMt956C6PRSIsWLXROmDtWrVrFwIEDAShevDjjxo1jwoQJVKhQQedkOcjZWYplIYTIgx6nPfdwoNa9PzoBDoqieN/78++api3+y+GLgPZktvGOAdA07bqiKD7ALGCboijRZC7XmACcAD57iveRY8LCwnj33Xfp0KED69ato3Xr1npHEnlcRkYGX331FaqqsnnzZmvL7MaNG2M0Ghk+fDhlyjxRE8885datW9b32a1bN2rXrs3AgQP573//S8WKFXVOJ4QQQjycomla1g5UlB1kFsQP872maR0ecmwdTdNiHjjPKOB94BngNrARmKRp2rVHZWjRooV24MCBLOXNLnfv3mXXrl106dIl37YzFrnj6tWrREREEBoayu+//w78b8vsl19+uUD8HTt27Bhms5nvv/+es2fPUrJkSSBz6Up+3WZPCCFE3qMoykFN0/72K+AsF8+2QI/iWYincb+ph6qqrFmzhvT0dADq1q2LwWBg1KhRBWaW9bfffiMgIIDly5ejaRpFihRh/fr1vP7663pHE0IIIf7mn4rn3LxhUIgCIy4ujoULF6KqKqdOZfb9sbOzo2/fvphMJrp06VJguk6eOnWKgIAAli5diqZpODg44OrqiqenJ9WqVdM7nhBCCPFYpHgWIptomsbevXtRVZXly5eTkpLZD6hatWq4urri6upK9erVdU6Z+4YNG8b+/fuxt7fHxcUFT0/PfNk6XAghRMEgxbMQTykhIYGoqChUVeXIkSPW8a5du2IymejZsyeFCxecH7Vz587h4OBg/aLg5+fHunXr8PLyolatWo94tRBCCGHbZM2zEE/oyJEjBAcHExUVxZ07mVuUOzk5MXr0aAwGA3Xr1tU5Ye6KiYkhKCiIBQsWMGzYMCIjI/WOJIQQQjwxWfMsRDa4e/cuK1asQFVV9u7dax1/9dVXMZlM9OvXjyJFHtaBPv+6ePEiQUFBREREkJaWRqFChShUqBCaphWI3UOEEEIULFI8C5EFJ06csLbMvnXrFgClS5dm5MiRGAwGGjdurHPC3Hf16lUCAwMJCwsjNTUVRVFwdnbG19eXhg0b6h1PCCGEyBFSPAvxD1JTU1mzZg2qqrJjxw7reMuWLTEajQwZMgRHR0f9AuosLi6OL774AoAhQ4bg6+tLo0aNdE4lhBBC5CwpnoV4wPnz5wkLC2P+/Plcu5bZu8fR0RFnZ2cMBgMvvviizgn1ERsby7Jly3j33XdRFIXGjRsze/ZsOnXqxHPPPad3PCGEECJXSPEsBJktszdv3kxwcDBfffUV92+kbdKkCSaTCWdnZ0qXLq1zSn1cu3aNmTNnMm/ePO7evUvjxo157bXXABg3bpzO6YQQQojcJcWzKNAuX77M/PnzCQsL4+LFiwAUKVKEQYMGYTQaadu2bYG96e3GjRvMmjWLuXPnkpSUBECfPn2oWrWqzsmEEEII/UjxLAoci8XCt99+i6qqrFu3joyMDADq16+P0Whk5MiRVKhQQeeU+po2bRpBQUHWLfh69eqFv79/gV2yIoQQQtwnxbMoMG7cuMGCBQsICQnhzJkzQGbL7AEDBmA0GunUqVOBaZn9KHfv3uXOnTt0794df39/WrVqpXckIYQQwiZI8SzyNU3T2L17N6qqsnLlSlJTUwGoUaMGbm5uuLi4FPhlCPHx8Xz22WfUrFmT0aNHA/D+++/TvXt3WrdurXM6IYQQwrZI8Szypfj4eJYsWYKqqhw7dgwARVHo2bMnRqOR7t27Y2dnp3NKfd2+fZs5c+bw8ccfc+vWLapWrYqzszMODg6UKVNGCmchhBDiIaR4FvnKoUOHUFWVpUuXkpiYCEClSpVwcXHBzc2N2rVr6xvQBty5c4e5c+cya9Ys4uLigMwOiQEBATg4OOicTgghhLBtUjyLPC8pKYlly5ahqir79++3jnfq1Amj0UifPn2kKLzn119/pX379ty4cQOAl19+GbPZTMeOHQvsriJCCCHE45DiWeRZx48fJyQkhEWLFhEfHw9A2bJlGTVqFAaDgWeeeUbnhLbBYrFYb4Rs2LAh5cuXp379+gQEBNClSxcpmoUQQojHIMWzyFNSUlJYvXo1wcHB7Ny50zreunVrTCYTgwYNolixYjomtB13794lNDSU2bNns2vXLqpWrUrhwoX5/vvvqVixohTNQgghxBOQ4lnkCWfPniU0NJSIiAjrkoMSJUowbNgwDAYDzZo10zmh7UhOTiY8PJypU6dy+fJlABYtWsSkSZOAzDXgQgghhHgyUjwLm5Wens7GjRsJDg7m66+/to7/5z//wWg04uzsTMmSJXVMaFtSUlKIiIhgypQpXLp0CYBmzZoREBBAr169dE4nhBBC5A9SPAubc+nSJcLDwwkLC7POnBYtWpQ333wTo9HISy+9JEsOHsJgMLBw4UIAmjZtitlspm/fvvL/SgghhMhGUjwLm2CxWPjmm28IDg5mw4YNWCwWIPMGt/sts8uVK6dzStuSlpZGXFycdRnG2LFjOXjwIH5+fvTv31+6JQohhBA5QIpnoatr164RGRlJaGgo586dA6Bw4cIMHDgQo9FIhw4dZOb0Aenp6URFRREQEEDDhg3ZsmULAK1ateKXX36R/19CCCFEDpLiWeQ6TdPYuXMnwcHBrFq1irS0NABq1aqFwWBg9OjRVK5cWeeUticjI4Po6GgCAgI4ffo0kPlF49atW5QpUwZACmchhBAih0nxLHLNrVu3WLRoEaqq8ttvvwFQqFAh3njjDYxGI127di3wLbMfJiMjgxUrVmA2mzl58iQA9erVw9fXl7feeovCheXHWAghhMgt8qkrcpSmaRw4cABVVYmOjubu3bsAVKlSBVdXV1xdXalZs6bOKW3b9evXGTNmDMnJydSpUwcfHx+GDx8uRbMQQgihA/n0FTnizp07REdHo6oqhw4dso536dIFg8FAnz59sLe31zGh7bJYLGzatInu3btTuHBhKleujNlsply5cowcOVL+vwkhhBA6kuJZZKujR48SEhLC4sWLuX37NgDlypVj9OjRGAwGGjRooHNC26VpGuvXr8fPz48jR46wcOFCRowYAcDEiRN1TieEEEIIkOJZZIPk5GS+/PJLVFVl9+7d1vG2bdtiMpkYOHAgRYsW1TGhbdM0jU2bNuHn52edpa9WrRpFihTROZkQQgghHiTFs3hip0+fJjQ0lMjISP78808ASpYsyfDhwzEajTRt2lTnhLZv+/btfPTRR+zfvx/IXAvu4eGBm5ubfOEQQgghbJAUz+KxpKWlsX79elRVZdu2bdbxF154AZPJxNChQylRooSOCfOWEydOsH//fipVqsSkSZMwGAwUK1ZM71hCCCGE+AdSPIssuXjxImFhYYSHh3PlyhUAihUrxpAhQzCZTLRo0UL2GH4ETdP47rvvuHDhAqNHjwZgzJgxZGRkMGbMGBwdHXVOKIQQQohHUTRN0ztDlrVo0UI7cOCA3jEKjIyMDL7++muCg4PZtGmTtWV2o0aNMBqNDB8+nLJly+qcMm/YsWMHfn5+/PDDD5QsWZKYmBhpNy6EEELYMEVRDmqa1uLBcZl5Fn8TGxtLREQEoaGhxMTEAGBvb8/gwYMxGo28+uqrMsucRTt37sTPz4/t27cDULZsWT788EMcHBx0TiaEEEKIJyHFswAylxTs2LEDVVVZs2aNtWV2nTp1rC2zK1asqHPKvCMhIYH+/ftb14WXLl2aDz74gPHjx1OqVCmd0wkhhBDiSUnxXMDFxcWxcOFCQkJCrK2fCxUqRN++fTEajbz22msUKlRI55R5T4kSJUhOTqZUqVK8//77jB8/njJlyugdSwghhBBPSYrnAkjTNPbt24eqqixfvpzk5GQAqlatipubG66urlSvXl3nlHnLgQMH8Pf3Z9q0aTRp0gRFUYiIiKBChQqyLlwIIYTIR6R4LkASEhKIiopCVVWOHDliHe/atSsGg4E33niDwoXlr8TjOHToEP7+/mzYsAHIXJ4RFRUFIN0UhRBCiHxIKqUC4MiRI6iqypIlS/6vvXuPjrK+8zj+/oZIaBCsQNWghSiKIguUJSoGVsWlhVqObk3DKlAvXEIisAtHVw4iBgLotiyIiDIEU1EMHi5HhNa7eKGlINCiRUsR5SoaGpFyC0kg+e0fzyTGdJJMAsmTmXxe5+QM83ueZ/gcHpJ85ze/C8ePHwegXbt2DB8+nLS0NDp16uRzwsjz0UcfMXXqVF5++WUA4uPjGTt2LA888IDPyURERKQ+qXiOUidPnmT58uUEAgE2btxY3t63b18yMjJISUnR9s91tGDBAu677z4AWrRowZgxY3jwwQc1oVJERKQJUPEcZXbs2MHChQtZvHgxhw8fBqB169bcfffdjB49mq5du/qcMDIVFRWVv9kYMGAArVq1Yvjw4UycOJGEhASf04mIiEhDCbt4NrMY4L+B0UAikA8sBx5xzp0I4/qqdmM54ZzTfs5noLi4mJdffplAIFC+njBAUlIS6enp3HHHHbRs2dLHhJFrx44dZGVlsWPHDjZv3oyZcdlll3HgwAFatWrldzwRERFpYLXpeX4c+C9gFTAb6BJ83tPM+jvnSsN4jd8D2ZXaTtUig1SwZ88eFi1aRE5ODgcPHgS8sbdDhgxh9OjRJCX906Y4EqadO3cyffp0cnNzKS0t5ZxzzuEvf/kLPXr0AFDhLCIi0kSFVTybWVdgHPCScy6lQvtuYB5wB7A0jJfa5Zx7oS5BxVNSUsKrr75KIBDgtddeo2x79a5du5KRkcGwYcM477zzfE7ZSOTmwuTJsG8fdOgAM2fC0KHVXvL5558zY8YMlixZQklJCbGxsYwcOZKHHnqIjh07NlBwERERaazC7Xm+EzBgbqX2RcD/AsMIr3jGzJoDzZ1zx8MNKfDVV1+Rk5NDdnY2+/fvB6B58+akpqaSkZFBcnKytsyuKDcX0tKgoMB7vnev9xyqLKBPnTpF3759ycvLo1mzZowYMYLJkydz6aWXNlBoERERaeysrOey2pPM3gD6A/HOuaJKx9YDnZ1zP6jhNRxwAmgBNMMbM70MeNg5dyScsElJSW7Lli3hnBoVSktLeeeddwgEAqxevZrTp08D0KlTJ9LT07nnnnto166dzykbqcREr2CurGNH2LOn/Om+ffto27Zt+ZjwOXPmsG3bNh5++GEt4SciItKEmdmfnHP/NAY23OJ5G3CBc+7CEMeWA6lAnHOuuJrX+ABYAXwGtAZuAf4T2AYkV9UTbWZpQBpAhw4deu0NVRBFmUOHDrF48WIWLlzIzp07AWjWrBm33XYbGRkZ3HzzzdoyuyYxMRDq/7YZlJbyxRdf8Oijj/LMM88wY8YMHnzwwYbPKCIiIo1WVcVzuMM24oGiKo4VVjinyuLZOXddpabnzT4wjjIAABLFSURBVOwvwEy8VTxmVnFdNsFJhklJSTVX+hHKOceGDRsIBAIsX76coiLvn/uSSy4hLS2NESNG0L59e59TRpAOHUL2PJ9u354J48aRnZ1NcXExZlY+DEZERESkJuF2XxYAVe2o0aLCObU1C6/g/lkdro0KR48e5emnn6ZHjx706dOHJUuWUFxczE9/+lNWr17N7t27mTJligrn2po5E+Ljv9NUHBvLiLw85s+fT3FxMampqXz88cc8+eSTPoUUERGRSBNuz/OXwNVmFld5zDNwMfB1dUM2quKcO2VmXwJNbuDu1q1bWbBgAUuXLuXECW+Z7AsuuIARI0YwatQoTVI7U2WTAoOrbRS0a8fI/HxeBFJSUsjMzKRbt26+RhQREZHIE27xvBn4CXAt3lrNAJhZC+BHwLq6/OXB6y8BNtZ0bjQoKChg2bJlBAIBNm3aVN5+0003kZ6ezs9//nOaN2/uY8LokZ+fz/txcfwiODnwe86R8MADfHjXXeVrNYuIiIjUVrjF8zLgIWA8FYpnYBTeWOfcsgYz6wSc45z7W4W2ts65QyFed3oww29rmTuibN++nUAgwHPPPceRI97CIt///ve55557SEtLo0uXLj4njB6HDh1i9uzZzJs3j8LCQnbs2EGnTp0wM2bPnu13PBEREYlwYRXPzrltZvYUMNbMXgJe5dsdBt/nu2s8rwU64q0LXeZhM+sNvAvsA87FW22jH/ABEHWDTouKili1ahWBQID333+/vP26664jPT2dwYMHE19pTK7U3eHDh5kzZw5PPPEEx44dA+CWW26hpKTE52QiIiISTWqzPfd4YA/esnE/A77GK3ofCWNr7veAq4G7gbZACbATmAzMcc4VVn1pZNm9ezcLFy7kN7/5Dfn5+QC0bNmSoUOHkp6eTs+ePX1OGF2cc0yfPp3Zs2dz9OhRAAYMGMC0adO47rrKC7yIiIiInJmwi2fnXAkwO/hV3XmJIdpWA6trGy5SnD59mldeeYVAIMAbb7xRvmV2t27dyMjIYOjQobRu3drnlNHJzNi2bRtHjx6lf//+TJs2jeTkZL9jiYiISJQKa5OUxqKx7TB44MABcnJyWLRoEV988QUAcXFxDB48mIyMDHr37q0ts8+yY8eOMX/+fPr06cMNN9wAwKeffkpeXl75cxEREZEzdaabpEhQaWkpb7/9NoFAgDVr1pSPqb3iiitIT0/n7rvvpm3btj6njD7Hjx/nqaeeYtasWRw6dIi+ffuybt06zIzOnTvTuXNnvyOKiIhIE6DiOUz5+fk8++yzLFy4kF27dgEQGxtLamoq6enp9OvXT73M9aCgoICnn36aX//61+VjyJOTk8nMzPQ5mYiIiDRFKp5r8Ic//IEFCxawcuVKiou9fWA6dOhAWloaw4cPJyEhweeE0Wv9+vWkpKRw8OBBwFupJCsrix//+Md6oyIiIiK+UPFcg1mzZrFmzRrMjEGDBpGens7AgQNp1qyZ39GiXpcuXSgoKCApKYmsrCwGDhyoollERER8peK5BhMmTKB79+6MHDmSjh07+h0nahUVFZGTk8MLL7zAu+++S1xcHG3atGHLli1cccUVKppFRESkUdBqG+Kr4uJiFi9ezIwZM9i/fz8AS5YsYdiwYT4nExERkaasqtU2YvwII3Lq1ClycnLo3Lkzo0ePZv/+/XTt2pWVK1cyZMgQv+OJiIiIhKRhG+KLQYMG8eabbwJw9dVXk5mZyS9+8QtiYvR+TkRERBovFc/SIEpKSigsLKRly5YADBs2jL1795KZmcngwYM1AVNEREQigrr5pF6VlJSwdOlSunbtypQpU8rbhwwZwieffMKdd96pwrmucnMhMRFiYrzH3Fy/E4mIiEQ99TxLvSgtLWXFihVMmzaN7du3A96mMqdPnyY2NlYF85nKzYW0NCgo8J7v3es9Bxg61L9cIiIiUU49z3JWlZaWsnLlSrp3784dd9zB9u3bSUxMJCcnh61btxIbq/drZ8Xkyd8WzmUKCrx2ERERqTeqZOSs2rp1K6mpqQD88Ic/ZPLkydx77700b97c52RRZt++2rWLiIjIWaHiWc6Ic46NGzdy/fXXA9CrVy9GjBhBr169GD58OHFxcT4njFIdOnhDNUK1i4iISL3RsA2pE+ccr7zyCtdeey3Jycls2rSp/NgzzzxDRkaGCuf6NHMmxMd/ty0+3msXERGReqPiWWrFOcfrr79O7969GTRoEFu2bOGiiy4iLy/P72hNy9ChkJ0NHTuCmfeYna3JgiIiIvVMwzYkbGvXrmXKlCls2LABgAsuuICJEyeSnp5OfOVeUKl/Q4eqWBYREWlgKp4lbKtXr2bDhg20bduWiRMnct9995VveiIiIiLSFKh4liqtW7eO4uJi+vfvD8CkSZNISEhg7NixtGrVyud0IiIiIg1PY57ln6xfv57+/ftz4403MmbMGE6fPg1AQkICkyZNUuEsIiIiTZaK56as0vbOO6dNY8CAAfTt25e1a9dy3nnnMWTIkPLiWURERKSp07CNpirE9s7tp06lLdCqVSvGjx/PhAkTOP/8832NKSIiItKYqHhuqkJs79wSeKp1a+bv3k2bNm38ySUiIiLSiGnYRhP04YcfUhpqdzrg/GPHVDiLiIiIVEHFcxOybds2UlJS6NmzJ/uqOknbO4uIiIhUScVzE/DJJ58wePBgunfvzksvvUSLFi34/cCBlH7ve989Uds7i4iIiFRLxXOUmz59Ot26dWPFihXExcUxbtw4Pv/8c3752mvELFqk7Z1FREREakETBqNQaWkpMTHe+6LevXtzzjnnMGrUKCZNmsTFF1/87Yna3llERESkVlQ8R5HPPvuM6dOnU1paypIlSwDo378/e/bsISEhwed0IiIiIpFPwzaiwK5duxg+fDhXXXUVzz//PMuXL+fgwYMAmJkKZxEREZGzRMVzBNu7dy9paWlceeWVPPvsswDce++9bN++nQsvvNDndCIiIiLRR8M2ItQ333xDly5dOHnyJDExMdx1111MmTKFyy+/3O9oIiIiIlFLxXMEycvL48ILL8TMaNOmDUOGDKGwsJApU6Zw5ZVX+h1PREREJOpp2EYE+Oqrrxg/fjyJiYn87ne/K2/Pzs7mhRdeUOEsIiIi0kBUPDdiBw8e5P777+eyyy7jiSeeoKioiA8++KD8eNlydCIiIiLSMDRsoxHKz89n1qxZzJ8/n5MnTwJw++23k5mZSffu3X1OJyIiItJ0qXhuhHJycpg1axYAt956K1OnTqVnz54+pxIRERERFc+NwDfffMP27dvp06cPAGPGjOGjjz7i/vvvJykpyed0IiIiIlJGxbOP/vGPf/D4448zd+5c4uLi2L17Ny1btqRVq1a8+OKLfscTERERkUrCnnFmZjFmNsHM/mZmhWa238xmm1nLhrg+mhw5coSsrCwSExPJysri6NGj9OjRg0OHDvkdTURERESqUZvlGh4H5gB/BcYBK4D/An5rZuG8zpleH/GKi4uZOXMml156KZmZmRw5coR+/fqxbt063nrrLTp06OB3RBERERGpRljDNsysK17B+5JzLqVC+25gHnAHsLS+ro8WsbGxLF++nMOHD3PDDTcwbdo0brrpJr9jiYiIiEiYwu3xvRMwYG6l9kVAATCsnq+PSCdOnGDWrFns3bsX8NZlnjdvHmvXruW9995T4SwiIiISYcKdMHgNUApsqtjonCs0sw+Dx+vz+ohSUFBAIBDgV7/6FX//+9/ZuXMn2dnZANx4440+pxMRERGRugq3eG4PfO2cKwpx7ACQbGbNnXPF9XR9RCgsLCQ7O5vHHnuMvLw8AK655hpSUlJquFJEREREIkG4xXM8EKrwBSiscE5VxW+drzezNCAt+PS4me2oMe3Z1w74ui4Xbt68mYEDB57lOFJLdb5/0ijo/kUu3bvIpvsX2XT/zlzHUI3hFs8FwAVVHGtR4Zyzfr1zLhvIrilgfTKzLc457VYSoXT/IpvuX+TSvYtsun+RTfev/oQ7YfBLoJ2ZxYU4djHekIzqhlyc6fUiIiIiIr4Lt3jeHDz32oqNZtYC+BGwpZ6vFxERERHxXbjF8zLAAeMrtY/CG6ucW9ZgZp3M7Kq6Xt9I+TpsRM6Y7l9k0/2LXLp3kU33L7Lp/tUTc86Fd6LZk8BYYBXwKtAFb4fA9cDNzrnS4Hl7gI7OOavL9SIiIiIijVVtiudmeD3HaUAi3gzOZcAjzrnjFc7bQ+jiOazrRUREREQaq7CLZxERERGRpi7cMc9NjpnFmNkEM/ubmRWa2X4zm21mLf3OJtUzs85mlmVmG80s38yOmdmHZjZZ9y/ymFm8me02M2dm8/3OIzUzszZm9n9m9lnw52e+mb1rZv/mdzapnpmda2YPmdm24M/Or83sj2Z2j5lZza8gDcHMJpnZCjPbFfzZuKeG868zs7eD9/Somb1uZj9qoLhRJ9x1npuix/HGZK8CZvPtGO2eZtZfY7QbteHAGGAN3mTUU0A/YAYw2Mx6O+dO+phPaicLb7F/iQBm1hF4DzgXyAE+Bc4DuuMtTSqNlJnFAK8BycBzwJN4k/rvBJ7F+z040beAUtGjwDfAn4HvV3eimfXG+548ADwSbB4L/N7Mkp1z2+oxZ1TSsI0QzKwrsA1Y5ZxLqdA+DpgHDHXOLfUrn1TPzJKAnc65I5XaZwCTgXHOOfVgRgAz+1dgE/Ag3pvYp5xzY/1NJdUxs9/jzWu51jn3lc9xpBbM7Hrgj8Bc59yECu3Ngb8BbZxz1RZq0jDM7DLn3K7gnz8GznXOJVZx7ibgKqCLc+5AsO1iYDuw0Tn3k4ZJHT00bCO0OwED5lZqX4S3E+KwBk8kYXPObalcOActCz7+S0PmkboJTjJeBLwOvORzHAmDmd0A9AV+7Zz7yszOMbN4v3NJ2FoHH7+s2BjcxOxr4ESDJ5KQygrnmpjZ5cA1wIqywjl4/QFgBdDfzC6qn5TRS8VzaNcApXg9XuWcc4XAh8HjEnkuCT4e9DWFhGsCXm+Jepojxy3Bx31m9lvgJHDCzD41M3U6NH6bgH8AD5pZqpl1MLMrzewxoBcw1dd0Uhdl9cqGEMc24nUU9mq4ONFBxXNo7fG2DC8KcewA3lbjzRs4k5yBYC/mI8BpQENuGjkzuxSYBmQ55/b4HEfCd2XwcRHQBrgbGAEUA0vM7F6/gknNnHOHgVvxxtIuB/biDdcYA6Q45xb5GE/qpn3w8UCIY2VtmotQS5owGFo8EKpwBiiscE5xw8SRs2Au0Bt4yDm3w+8wUqMFwG5gjt9BpFZaBR+PAf2CH/djZquAXcCjZvacJlw3aseBj/EmXP8R703QGGCpmd3mnHvLz3BSa2XDpkLVNIWVzpEwqec5tAIgropjLSqcIxHAzKbjffSf7Zx7zO88Ur3gx/s/AdKdc6f8ziO1UraKzYtlhTOU92iuAS7i295paWTMrBtewfyWc+5/nHOrnHM5eOPY84BFwU/xJHKU1SqhahrVM3Wk4jm0L/GGZoT6z3Yx3pAO9TpHADObCjyMt8xSur9ppCbB77k5wKtAnpldHpzw0jF4ynnBNs34b5y+CD7mhThWtvLG+Q2URWpvAl5BtaJio3OuAHgF7/swseFjyRkom/wZamhGWVuoIR1SDRXPoW3G+7e5tmKjmbUAfgRs8SOU1I6ZZQKZwPPASKd1GSPB94AfAD8Ddlb4ei94fFjw+Ug/wkmNyiZZXxLiWFnb3xsoi9ReWTEVqnc5ttKjRIbNwcfrQxzrDTjgTw0XJzqoeA5tGd5/qPGV2kfhjQ3KbfBEUitm9gjezPAlwL0aYxkxTgCpIb7uCx5/Pfh8jS/ppCYv4413HmZm55Y1mlkC8B94669/5lc4qdFfg4/3VGwMftJzG3AY+LyBM8kZCH6/bQFSzaxs8iDBP6cC7zjnQn1SJNXQJilVMLMn8cbJrsL7CLlsh8H1wM0qxhovMxsDzAf2AVPwlh2s6KAmvUQWM0vEm0CoTVIaOTNLAxYCnwC/AZoDGUACMMg596aP8aQawd0h/4w3tCYX7/ddG7yOo0RgjHPuad8CSjkz+yXfDmcbh/d9Njv4fK9zbkmFc5OBd/GGVT1Z4ZoLgT7OuY8aJHQUUfFcheCkiPFAGt4Pja/xeqQfcc4d9zGa1MDMFuMtkVWV951zNzVMGjkbVDxHFjO7HW9XyG54b143ANOcc+t9DSY1MrNOeMt6/jtecXUSb3+Duc45bVbUSJjZe8CNVRz+p99xwd0jZwDX4X2y/kdgknPuz/UYM2qpeBYRERERCZPGPIuIiIiIhEnFs4iIiIhImFQ8i4iIiIiEScWziIiIiEiYVDyLiIiIiIRJxbOIiIiISJhUPIuIiIiIhEnFs4iIiIhImFQ8i4iIiIiEScWziIiIiEiY/h9R3YbAHzISIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The data\n",
    "x = np.arange(1,11)\n",
    "y = np.array([0.2,0.5,0.3,3.5,1.0,1.5,1.8,2.0,2.3,2.2])\n",
    "t = (x,y)\n",
    "\n",
    "x0 = np.array([1,1])\n",
    "p1 = scipy.optimize.fmin(fit1,x0,args=(t,));\n",
    "p2 = scipy.optimize.fmin(fit2,x0,args=(t,));\n",
    "p3 = scipy.optimize.fmin(fit3,x0,args=(t,));\n",
    "\n",
    "xf = np.arange(0,11,0.1)\n",
    "y1 = np.polyval(p1,xf)\n",
    "y2 = np.polyval(p2,xf)\n",
    "y3 = np.polyval(p3,xf)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(xf,y1,color='k',label='E_\\infty')\n",
    "plt.plot(xf,y2,'--',color='k',linewidth=2,label='E_1')\n",
    "plt.plot(xf,y3,color='k',linewidth=2,label='E_2')\n",
    "plt.plot(x,y,'o',color='r',linewidth=2)\n",
    "\n",
    "plt.ylim(0,4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.230040\n",
      "         Iterations: 59\n",
      "         Function evaluations: 115\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 1.385764\n",
      "         Iterations: 56\n",
      "         Function evaluations: 105\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.288000\n",
      "         Iterations: 54\n",
      "         Function evaluations: 102\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(1,11)\n",
    "y = np.array([0.2,0.5,0.3,0.7,1.0,1.5,1.8,2.0,2.3,2.2])\n",
    "t = (x,y)\n",
    "\n",
    "x0 = np.array([1,1])\n",
    "p1 = scipy.optimize.fmin(fit1,x0,args=(t,));\n",
    "p2 = scipy.optimize.fmin(fit2,x0,args=(t,));\n",
    "p3 = scipy.optimize.fmin(fit3,x0,args=(t,));\n",
    "\n",
    "xf = np.arange(0,11,0.1)\n",
    "y1 = np.polyval(p1,xf)\n",
    "y2 = np.polyval(p2,xf)\n",
    "y3 = np.polyval(p3,xf)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(xf,y1,color='k',label='E_\\infty')\n",
    "plt.plot(xf,y2,'--',color='k',linewidth=2,label='E_1')\n",
    "plt.plot(xf,y3,color='k',linewidth=2,label='E_2')\n",
    "plt.plot(x,y,'o',color='r',linewidth=2)\n",
    "\n",
    "plt.ylim(0,4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC02_1_GradientDescent.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.optimize\n",
    "import scipy.interpolate\n",
    "from matplotlib import rcParams\n",
    "from matplotlib import cm\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = 0.5\n",
    "x = np.arange(-6,6+h,h)\n",
    "y = np.arange(-6,6+h,h)\n",
    "\n",
    "X,Y = np.meshgrid(x,y)\n",
    "F0 = 1.5 - 1.0*np.exp(-0.03*(3*np.power(X,2)+np.power(Y,2)))\n",
    "F = 1.5 - 1.6*np.exp(-0.05*(3*np.power(X,2)+np.power(Y+3,2)))\n",
    "F2 = F + (0.5 - 1.0*np.exp(-0.1*(3*np.power(X-3,2)+np.power(Y-3,2))))\n",
    "\n",
    "# dF0x,dF0y = np.gradient(F0,h,h) \n",
    "# dF2x,dF2y = np.gradient(F2,h,h) \n",
    "\n",
    "dF0y,dF0x = np.gradient(F0,h,h) \n",
    "dF2y,dF2x = np.gradient(F2,h,h) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = [16, 8]\n",
    "fig,axs = plt.subplots(1,2,subplot_kw={'projection': '3d'})\n",
    "axs[0].plot_surface(X, Y, F0, cmap='gray',linewidth=0, antialiased=False)\n",
    "axs[0].contour(X, Y, F0, zdir='z', offset=axs[0].get_zlim()[0], cmap='gray')\n",
    "axs[1].plot_surface(X, Y, F2, cmap='gray',linewidth=0, antialiased=False)\n",
    "axs[1].contour(X, Y, F2, zdir='z', offset=axs[0].get_zlim()[0], cmap='gray')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = [16, 16]\n",
    "fig,axs = plt.subplots(2,2,subplot_kw={'projection': '3d'})\n",
    "axs = axs.reshape(-1)\n",
    "axs[0].plot_surface(X, Y, dF0x, cmap='gray',linewidth=0, antialiased=False)\n",
    "axs[2].plot_surface(X, Y, dF0y, cmap='gray',linewidth=0, antialiased=False)\n",
    "axs[1].plot_surface(X, Y, dF2x, cmap='gray',linewidth=0, antialiased=False)\n",
    "axs[3].plot_surface(X, Y, dF2y, cmap='gray',linewidth=0, antialiased=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Gradient Descent\n",
    "x = np.zeros(10)\n",
    "y = np.zeros(10)\n",
    "f = np.zeros(10)\n",
    "\n",
    "Fquad = np.power(X,2) + 3*np.power(Y,2)\n",
    "\n",
    "x[0] = 3  # Initial guess\n",
    "y[0] = 2 \n",
    "\n",
    "f[0] = x[0]**2 + 3*y[0]**2 # Initial function value\n",
    "\n",
    "for j in range(len(x)-1):\n",
    "    Del = (x[j]**2 + 9*y[j]**2)/(2*x[j]**2 + 54*y[j]**2)\n",
    "    x[j+1] = (1 - 2*Del)*x[j] # update values\n",
    "    y[j+1] = (1 - 6*Del)*y[j]\n",
    "    f[j+1] = x[j+1]**2 + 3*y[j+1]**2\n",
    "    \n",
    "    if np.abs(f[j+1]-f[j]) < 10**(-6): # check convergence\n",
    "        x = x[:j+2]\n",
    "        y = y[:j+2]\n",
    "        f = f[:j+2]\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "ax.plot_surface(X, Y, Fquad,linewidth=0,color='k',alpha=0.3)\n",
    "ax.scatter(x,y,f,'o',color='r',s=200)\n",
    "ax.plot(x,y,f,':',color='k',linewidth=3)\n",
    "ax.contour(X, Y, Fquad, zdir='z', offset=ax.get_zlim()[0], cmap='gray')\n",
    "ax.view_init(elev=40, azim=-140)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Computing the gradient descent with fmin\n",
    "\n",
    "h = 0.1\n",
    "x = np.arange(-6,6+h,h)\n",
    "y = np.arange(-6,6+h,h)\n",
    "X,Y = np.meshgrid(x,y)\n",
    "\n",
    "F1 = 1.5 - 1.6*np.exp(-0.05*(3*np.power(X+3,2)+np.power(Y+3,2)))\n",
    "F = F1 + 0.5 - np.exp(-0.1*(3*np.power(X-3,2)+np.power(Y-3,2)))\n",
    "\n",
    "dFy,dFx = np.gradient(F,h,h)\n",
    "\n",
    "F_interp = scipy.interpolate.RectBivariateSpline(x,y,F)\n",
    "dFx_interp = scipy.interpolate.RectBivariateSpline(x,y,dFx)\n",
    "dFy_interp = scipy.interpolate.RectBivariateSpline(x,y,dFy)\n",
    "\n",
    "\n",
    "x0 = np.array([4,0,-5])\n",
    "y0 = np.array([0,-5,2])\n",
    "\n",
    "def delsearch(Del,t):\n",
    "    x,y,dfx,dfy,X,Y,F = t\n",
    "    x0 = x-Del*dfx\n",
    "    y0 = y-Del*dfy\n",
    "    return F_interp(x0,y0)\n",
    "\n",
    "\n",
    "for jj in range(3):\n",
    "    x = np.zeros(10)\n",
    "    y = np.zeros(10)\n",
    "    f = np.zeros(10)\n",
    "    x[0] = x0[jj]\n",
    "    y[0] = y0[jj]\n",
    "    f[0] = F_interp(x[0],y[0])\n",
    "    dfx = dFx_interp(x[0],y[0])\n",
    "    dfy = dFy_interp(x[0],y[0])\n",
    "    for j in range(len(x)-1):\n",
    "        t = x[j],y[j],dfx,dfy,X,Y,F\n",
    "        Del = scipy.optimize.fmin(delsearch,0.2,args=(t,),disp=False);\n",
    "        x[j+1] = x[j]-Del*dfx # Update x, y, and f\n",
    "        y[j+1] = y[j]-Del*dfy\n",
    "        f[j+1] = F_interp(x[j+1],y[j+1])\n",
    "        dfx = dFx_interp(x[j+1],y[j+1])\n",
    "        dfy = dFy_interp(x[j+1],y[j+1])\n",
    "        \n",
    "        if np.abs(f[j+1]-f[j]) < 10**(-6):\n",
    "            x = x[:j+2]\n",
    "            y = y[:j+2]\n",
    "            f = f[:j+2]\n",
    "            break\n",
    "    \n",
    "    if jj == 0:\n",
    "        x1 = x\n",
    "        y1 = y\n",
    "        f1 = f\n",
    "    if jj == 1:\n",
    "        x2 = x\n",
    "        y2 = y\n",
    "        f2 = f\n",
    "    if jj == 2:\n",
    "        x3 = x\n",
    "        y3 = y\n",
    "        f3 = f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/Ll5dzsjI4NmzZzx+/JjU1NTikxN0dXWpVasWjRs3xtbWlqZNm5bKBvnVq1csWrSI+Ph4Bg8ezBdffKHx1c+EhASGDh2Kq6srGzZsKBWrr/9Lfn4+bdu2pVq1apw6dUrrdYqGWBAEQXhvr169wtHRkXr16uHv76/1F7W/olQq8fHx4caNGxw5ckTjs7pKpZI1a9YQFBREp06dmDp1aqlq7F6+fEl8fDzx8fFcu3aN7OxsdHR0aNCgAQ0aNMDKyop69epRtWpVta+qS5LE8+fPuXPnDqmpqfz0008kJSVRUFCAvr4+zZs3x9raGltbWywsLNRaS0kolUrWrl3LqVOn6NixI9OnT9f4MX67du1i1apVzJ8/n88++0yjuUtiz549TJs2jQMHDuDp6anVWkRDLAiCILy3efPmsXXrVkJDQ2nRooW2y/lL3377LZs3b+abb76hZ8+eGs2dn5/Pv/71Ly5cuMDQoUMZOnRoqXiAKCgo4PLly5w7d46EhAQkSaJixYq0atUKGxsbWrZsqfFV9D9SUFDAzZs3uXLlCvHx8cWb2Bo1aoSbmxtOTk6lYkOnJEns27ePHTt20KZNGxYtWqTR2wVVKhVjxozh8uXLHD58mPr162ssd0kUFhbi5OREhQoVCAkJ0eq55aIhFgRBEN5LSkoKbm5uDBw4kDVr1mi7nL8UGxuLj48PPXv2ZNmyZRrNnZOTw+zZs7l69SoTJ06kV69eGs3/e5IkcefOHSIiIoiKiiI7O5vKlSvj4uKCk5MTtWvXLhXN+l95/PgxFy9eJCIigrS0NPT19XFwcKBDhw40bdpU6xfD+Pv7s27dOlq2bMmyZcs02qxnZGTQu3dvzM3NOXToUKm97vvw4cOMHz+e7du306NHD63VIRpiQRAE4b0MHjyY6OhoYmJiqFKlirbL+VMvX76kd+/eGBsb4+vrq9EVz+zsbGbMmMGtW7eYPXs2Hh4eGsv9eyqVisuXL3PixAl++ukn9PT0aNOmDe7u7jRv3lzrDeT7etPgnz17lqioKHJycqhevTpeXl64uLhQrlw5rdUWFhbGsmXLaNq0KStWrNBoU/zjjz8yduxYhg8fzrRp0zSWtySKiopwdXVFT0+Ps2fPau1BTDTEgiAIQomFh4czYMAA5s6dy4QJE7Rdzp+SJIkpU6YQHh7OwYMHadq0qcZyZ2VlMWPGDJKTk5k/fz6urq4ay/02pVJJVFQUfn5+PHr0CAsLC7p3746rq2upGDGQU0FBAbGxsQQEBHD37l0qV65Mz5496dChg9ZWSSMiIli8eDHNmzdn+fLlGBkZaSz3woUL+eGHH9izZw+2trYay1sShw4dYsKECezfv5+OHTtqpQbREAuCIAglkp+fj6urKzo6OkRERJTat2LfOH78OHPnzmXy5MmMGDFCY3mzsrL4+uuvuX37NgsXLsTZ2Vljud9QKpWEhYXh7+9PRkYGlpaWeHl54ejoiK6ursbr0SRJkkhMTOT48ePcunWLChUq0K1bN7p27arRhvSNs2fPsmTJEo03xdnZ2Xz66afo6Ohw7NixUvkAVFhYSJs2bahevToBAQFaWSUWDbEgCIJQIuvXr2fp0qX4+vqW+osk0tLS8PLyolmzZmzfvl1jTWBubi7Tp08nOTmZBQsWaLwZliSJuLg49uzZQ3p6Oo0aNcLLywtbW9syMRsst1u3bnHixAni4+MxMzPj888/L36o06Tw8HCWLl1Kq1atWL58ucZOGLl06RLDhg3j888/Z86cORrJWVJvziX29/enbdu2Gs8vGmJBEAThnT158qR45nTXrl3aLudPSZLEqFGjSEhIwM/Pj48//lgjeZVKJXPnzuXSpUvMnz9f45cOpKWlsWvXLhITE6lRowbe3t5YW1t/kI3w76WkpLBr1y5SUlJo0KABX3zxBfXq1dNoDSEhISxbtgw3Nzfmz5+vsaZ82bJlHDhwgP3799OqVSuN5CyJnJwcbGxscHR01MrPlndpiMvmhL0gCIIgu2+++QalUsmCBQu0XcpfOnHiBBcuXGDKlCkaa4ZVKhWrVq0iNjaWSZMmabQZzsnJYffu3UybNo2UlBSGDh3KqlWrsLGxEc3w/2nQoAGLFy9m3LhxPH36lNmzZ7Nly5biC0A0oWPHjowdO5Zz586xadMmNLXoOGHCBCwsLFi4cGHxBSulibGxMUOGDCEoKIgHDx5ou5z/STTEgiAIAlevXuXgwYOMGDFC4xdalFRGRgYrV66kdevWGr2YYOvWrQQHBzN8+HCNHiGVkJDAlClTOHXqFO7u7qxfv55PPvlEq6crlFY6Ojq/+RqdO3eOSZMmERkZqbHmtH///vTt25djx45x6NAhjeQsX748c+bM4fbt2+zevVsjOUtq+PDhKBQKduzYoe1S/icxMiEIgiDQp08fbt68SUxMDKamptou509NnTqV8PBwjh8/Tp06dTSS8/jx42zYsAEvLy8mTJigkVXZ/Px89u7dS3BwMDVr1mTcuHGl9hKG0urRo0ds3ryZlJQU2rVrx8iRIzWy8UylUrF06VLCw8OZP3++xubxJ0yYQFRUFCdPntTYOyclMXLkSCIiIkhMTNToBkAxMiEIgiD8pXPnznH+/HkmT55c6pvh8+fPExQUxKhRozTWDMfGxvLtt9/i5OTE+PHjNdIMp6amMnPmTIKDg+nevTvLly8XzfB7qFmzJosXL+azzz4jOjqa6dOnk5SUpPa8Ojo6zJgxg2bNmrFixQqSk5PVnhNg5syZSJLEv//9b43kK6nhw4fz6tUrTpw4oe1S/otYIRYEQfiASZJE586defbsGdHR0aX6mLXc3Fy8vLzQ19fn6NGjGtnFf+/ePb788ks+/vhjNmzYoPbjtFQqFf7+/vj6+lKhQgW+/PJLWrZsqdacH4rbt2+zceNGnj59Sp8+fejTp4/aTyZ5/vw548aNo6ioiC1btlC5cmW15oP/f4X57t27sbP700VRjZMkCXd3d3R0dAgPD9fY/LtYIRYEQRD+VGBgIAkJCUyfPr1UN8MAW7Zs4dGjR8yfP18jzfDr16+ZO3cuBgYGLF26VO3NcE5ODitXruTAgQPY2dmxevVq0QzLqGHDhqxYsQJXV1d++OEHFi9eTGZmplpzVqpUiSVLlpCVlcWCBQs0suHNx8eH6tWrs3TpUoqKitSeryQUCgUjR47kxo0bREVFabuc3xANsSAIwgeqsLCQZcuW0aBBA/r166ftcv7U/fv32bVrF7169cLe3l7t+SRJYvny5aSnp7No0SIsLCzUmu/p06fMmzePhIQEvvjiC6ZMmcJHH32k1pwfImNjY7788kvGjx9PSkoKc+bMIS0tTa0569evz/Tp07lx4wbbtm1Tay4AIyMjpk+fzu3bt0vlaEKfPn2oWLEiO3fu1HYpvyEaYkEQhA/Url27+Omnn1iwYEGpP7Fg5cqVGBgYMHnyZI3k8/X15cKFC4wdO5YWLVqoNVdycjKzZ8/m+fPnzJ49my5duoij1NTM1dWVBQsWkJeXx9y5c7l27Zpa83Xo0AEvLy8OHz6skZXRTp06YW1tzcaNG8nOzlZ7vpIwMjLis88+4/Tp0zx58kTb5RQTDbEgCMIH6MWLF6xatQoXFxc6duyo7XL+VGRkJBEREYwZM4YqVaqoPV9iYiLff/89bm5u9O7dW625zp8/z6JFizA2Nmbp0qViREKDGjZsyNKlS6lUqRLLli0jLCxMrfnGjh1LgwYNWLFiBenp6WrNpVAomDZtGhkZGaXyGDZvb2+USqXGjqV7F2JTnSAIwgdo/vz5bN26lbCwMJo1a6btcv6QUqnk008/RalU4ufnp/bZ4VevXuHj44ORkRFbtmzBxMRELXkkSeLo0aMcPnyYZs2alfoRCaVSybNnz8jIyCAnJ4f8/Hzy8vKKf1WpVBgaGmJoaIiBgQFGRkYYGhpSqVIlqlatqrFrjN9HTk4Oa9euJTExES8vLwYOHKi2Ffq0tDRGjx5NnTp1WL9+vdo39U2ePLn4ZBZzc3O15iqp3r178+DBAy5evKj2G/3eZVNd6X6PTBAEQZDdo0eP2LFjB5999lmpboYB/P39SU1NZd26dWpvqiRJYtWqVWRmZrJ8+XK1NsMHDx7kxIkTuLq6MmbMmFI1svLq1StSUlJ4+PAhT5484cmTJzx79gyVSvVfn6tQKDA0NERHR4fc3Nw//Jw3jXG1atWoXr06DRs2LDUNmrGxMTNnzmT79u2cOHGC/Px8hg0bppamuEaNGkyePJklS5Zw8OBBBg8eLHuOt02cOJHQ0FB27NjB119/rdZcJfX5558zbtw4YmJicHJy0nY5oiEWBEH40KxatQqFQsH06dO1XcqfysvLY9OmTbRo0QJPT0+15wsMDCQqKoqxY8eq7cxfSZLYu3cvAQEBdOzYER8fH7Wvjv2V3NxcUlJSSE5OJjk5mcePHwNQrlw5LCwsqFGjBra2tlStWpUqVapgYmJSvBqsp6dX3DhKkoRSqSQvL4+8vDxyc3N59uwZ6enpPHnyhPT0dFJSUopPWjA3N6dRo0Y0btyYhg0bUr58ea19DXR1dRk5ciQGBgYEBgYiSVLxzWpy69ChA5GRkezatYs2bdrQoEED2XO8UadOHbp3746vry/Dhw/XyMjRu+rWrRsmJiYcPnxYNMSCIAiCZiUnJ+Pr68uoUaOoWbOmtsv5U4cOHSI9PZ1ly5apfZNZWloamzZtwsbGhr59+6olhyRJ7Ny5k6CgILp27aq2Vch3UVhYyNWrV7l48SI3b95EpVKhp6dHvXr1cHBwoFGjRtSqVatEzbpCoUBPTw89Pb3i8Q9LS8vffI5KpeLJkyckJyeTlJREXFwcUVFRKBQKrKysaNu2Lba2thgaGsr6533X+r29vVEoFAQEBKBSqfDx8ZH9e6RQKJg0aRJXr17lm2++YcuWLWp992PMmDEEBgayfft2Zs6cqbY8JWVsbEzPnj3x9/dn2bJlGr257n8RM8SCIAgfEB8fH86ePculS5c0cknA+3r9+jWdO3emefPmbN26Va25VCoVkydP5s6dO+zYsUMtR6xJksSePXsIDAyke/fuDBkyRCvN8MOHD4mOjuby5ctkZ2djZmaGvb09TZs2pW7duujp6Wm0nqKiIu7fv8+tW7eIi4vjyZMn6OvrY2tri5OTE1ZWVhr/OkmSxP79+/H391fr9yomJoZZs2bh7e3N8OHDZY//tjlz5nD69GlCQkJK1d/7qKgoPv30U7Zu3YqXl5fa8ogZYkEQBKHYzZs3OXnyJFOmTClVL4r/y+7du3n16hWTJk1Se66AgACuXr3K119/rbbzho8cOUJgYCBdu3bVeDMsSRLXrl0jKCiI+/fvU65cOVq1aoWjoyONGjXS6siGrq4uVlZWWFlZ0a1bN+7du8eFCxeIi4sjJiaGatWq0bFjR+zt7dW+Ae0NhULBoEGDKCgoICAgABMTE/r06SN7nrZt29KxY0cOHDhA+/bt1XoV+YgRI/Dz82P//v1MmDBBbXlKqm3btlStWhU/Pz+1NsTvQqwQC4IgfCB8fHyIiIjg8uXLVKxYUdvl/KEXL17QqVMn2rVrx7p169Sa6+nTpwwfPpwmTZoUz1bL7dSpU+zatYv27dszevRojTWgkiRx9epVTp8+zcOHDzE3N6d9+/bY29urbcOgXPLy8rhy5Qrnzp3j0aNHWFhY0KVLF+zt7TX29VOpVHz33Xf8+OOPfPHFF3Tp0kX2HC9fvmTo0KFYWlqyfv16tf7ZJk6cyMWLFwkJCdHqvPbvzZ49m3379nHz5k211SWubhYEQRAAuH79OidPnmTkyJGluhkG2L59O3l5eYwfP16teSRJYt26dahUKqZOnaqWZjg2Npbdu3fj4OCgsWZYkiSuX7/O8uXL2bp1K7m5uQwZMoT58+fj7u5e6pthAENDQ5ycnJg5cyYjR45ET0+PPXv2sGTJEuLi4v7naRZy09HRYezYsdjZ2bFz507UsZBnZmbG2LFjuX79OgEBAbLHf9vIkSPJzMwsVWf/AvTq1Yu8vDzOnDmj1TpEQywIgvAB+Ne//oWZmRljxozRdil/6sWLFxw6dIhu3bqp7aSHNy5cuEB0dDTDhw+nevXqshPubngAACAASURBVMe/d+8e3377LfXr12fChAkaaYafPXvGpk2b2Lx5M3l5eXh7ezN//nzatm2rsZEDOSkUCqytrYsbY11dXXbs2MHq1av5+eef1Z5fV1eXiRMnUrduXTZu3MijR49kz9G5c2datWrF9u3bef36tezx32jevDmOjo7s27ePgoICteUpKXt7e6pWrcqpU6e0WodoiAVBEP7hwsPDiYiIYOrUqZiZmWm7nD+1d+9ecnNzGTlypFrz5Ofns2nTJmrXrq2W2+hevnzJihUrKF++PNOnT1f7GcoqlYrw8HCWLl1Kamoq/fr1Y/78+bRp06ZMNsK/p6Ojg7W1dfEmtF9++YXly5cTGBiIUqlUa24DA4Pi7+HKlSvJysqSNb5CoWD8+PFkZWWp/Va5oUOHkpGRQVBQkFrzlISOjg5dunQhLCyMnJwc7dWhtcyCIAiC2hUVFbFo0SJq166t9p3sf1dWVhYHDhzA09NT7avDhw4d4vHjx0yYMEH2SzEKCwtZs2YNr1+/Zvr06Wp/CElLS2P16tUcPXqUhg0bMm/ePNzd3f8RjfDv6ejo0KZNG+bNm4etrS2nTp1i+fLl3L17V615K1euzNSpU8nIyGD9+vWyj2zUr1+f7t27c/z4ce7fvy9r7Lc5OztTr149du/ejTb2kP2RHj16kJOTo/brs/+MaIgFQRD+wY4cOcKtW7eYO3duqb4+F8DX15fXr18zatQoteZ5+vQpBw4cwN3dHVtbW9nj79y5k+TkZMaNG4eVlZXs8d9QqVQEBQWxfPlyfvnlF4YPH86YMWNK/Yy4HMqXL8+wYcMYO3Ysubm5rFmzBj8/P7WuFjdu3BgfHx8SExPx9fWVPf7w4cMxNjZm8+bNssd+Q6FQMHToUJKSkrh06ZLa8pSUk5MT5ubm+Pn5aa0G0RALgiD8Q+Xn57Nq1SpatWpFz549tV3OnyosLOTAgQO0adNG7ddJb9u2DUmSGD16tOyxz58/T2hoKL169VLr7Vs5OTn85z//4eTJk9jY2DBv3jzs7Oy0dtGHtjRv3py5c+fi6OhIcHAwGzZsUOscrqenJx06dODEiRMkJibKGtvMzIxBgwYRGxsre+y3ffLJJ1SoUIHDhw+rLUdJlStXjq5duxIWFkZeXp5WahANsSAIwj/Uvn37ePjwIbNnzy71jVJoaCjp6ekMGTJErXlu375NaGgoffv2pVq1arLG/vnnn9m6dStNmjRhwIABssZ+W3p6OqtWreLmzZt89tlnDB8+vFQdo6VpRkZGDBo0iOHDh/PgwQNWrFjBw4cP1ZZv+PDh1KxZk40bN/LixQtZY3/66aeYm5vz/fffq22kwdDQkF69ehESEsKzZ8/UkuN9fPLJJ2RnZ3P+/Hmt5BcNsSAIwj9QdnY2//73v2nXrh3u7u7aLucv7d27F0tLS9zc3NSWQ5IktmzZwkcffcTnn38ua2ylUsn69evR09Nj4sSJapvfvXr1KqtWrSI3N5eJEyfi6upa6h92NMXOzo4pU6YgSRJr1qwhLi5OLXkMDAyYPHkyeXl5fPfdd7I2rgYGBnh7e3Pjxg2io6Nli/t7/fv3R6lUcvz4cbXlKKl27dpRvnx5Tp8+rZX8oiEWBEH4B9q+fTsZGRnMmjWr1DdMV69eJTExkcGDB6v1aLIrV64QHx+Pt7e37CuqP/zwA3fv3mXMmDFUqlRJ1thvnD17lq1bt2JhYcGMGTPUvvGwLLK0tGTGjBlYWlqyY8cOgoOD1bLSWrNmTYYMGUJiYqLsG8G6du1KjRo12LVrl9pWia2srLC3t+fYsWOlZnOdgYEBnp6enDlzRiPnTP+euLpZ+MfJy8vj5cuXxR9ZWVnk5uaSnZ1Nbm5u8UdhYSFFRUUUFRWhVCpRqVSoVCp0dXXR0dFBV1e3+MPAwAAjIyMMDQ0xMjLC2NgYIyMjKlSogJmZGaamppiammJoaKjtP74gkJWVxXfffUeHDh1wcHDQdjl/ad++fZiYmNCrVy+15ZAkiZ07d1KlShV69Ogha+zU1FROnDiBq6urWr7ekiRx/PhxwsLCaNWqFcOGDSv1GyS1qUKFCnz11Vfs3bsXPz8/Xrx4Qb9+/WR/2OrYsSMxMTHs3bsXGxsb2a5DL1euHIMHD2bFihXExMTg6OgoS9zf69WrF3PnziUhIQEbGxu15CipN/PZ169fp2XLlhrNLRpioUyQJIlffvmFR48e8fDhQ9LT03n69ClPnz4lIyOj+J9fvnxZooH8cuXK/abx1dHRoaioCJVK9Ztm+V0ZGBhQqVIlqlSpgoWFRfGvFhYWVK9enVq1alGjRg0qV65c6lfthLJr+/btPH/+nK+//lrbpfylp0+fcubMGQYOHKjWOdhLly5x48YNJk+eLGszqVQq+e677zA1NWXYsGGyxX1DkiR++OEHIiIicHNzo2/fvhq7urgs09PTY9iwYZiZmREWFoZSqWTgwIGyfu10dHQYPXo006ZN4/vvv2fGjBmy/Vz39PRk9+7d7Nmzh7Zt26rl9aJTp04sXboUf3//UtUQA4SFhYmGWPhw5efn8+DBA1JTU7l79y6pqancv3+fR48ekZaW9l8HdpcrV6644axatSrNmzenYsWKxSu2b3796KOPMDY2Ll7VNTY2xtDQED09vXeurbCwsHhlOScnp/jXzMxMXr16xcuXL8nMzOTly5c8f/68uEm/ceMGGRkZ/9VUGxkZUaNGDWrUqEGdOnWoW7cudevWpU6dOtSuXRtjY2NZvqbCh+fZs2d8++23eHp6quVIMbn5+vpSVFTEoEGD1JZDkiR27dpF1apV6dq1q6yxjx07xoMHD5gxY4bsDf3bzXCHDh3o3bu3eJAuAR0dHT799FP09PQICgpCR0eHAQMGyPo1rFatGgMHDmT37t1ERUXh7OwsS9xy5coxcOBA1q5dS1xcHHZ2drLEfZuJiQmenp4EBQUxc+ZMDAwMZM9RUhYWFrRs2ZKwsDAmT56s0dyiIRY0Lj8/n5SUFJKTk0lKSiIpKYlbt27x6NGj38wNmZqaUqdOHRo2bEiHDh2oVasWNWvWpFatWlSvXp1KlSppbKVET08PPT09KlSoUOLfq1KpeP78OY8fP+bhw4ekpaXx6NGj4g9/f///2qlcs2ZNGjZsSKNGjX7z8SHvJBfezYoVK8jKymLBggXaLuUvFRYWcvToUVxdXalVq5ba8iQmJnLr1i0mT55cogfhv/L48WNOnDiBs7MzrVu3li3uG4GBgaIZ/psUCgXdu3dHpVIRHByMiYmJ7EcQdu3alcjISPbu3Uvr1q0xMjKSJW6XLl3YvXs3hw8fVktDDL+e7HDy5EmioqKKV2e1rX379mzatImsrCyNvuaJhlhQq9zcXG7evElCQgJXr14lISGB27dvU1RUBPz6FFy/fn1sbGzo378/devWxcrKirp161KxYsV/xAuAjo4O5ubmmJub06JFi//5OS9fvuTevXvcvXuXu3fvFj8wXLhw4TcjIHXr1qVly5a0aNGi+Fe55taEsu/GjRvs3buXL774gkaNGmm7nL907tw5MjIy6Nevn1rzHDp0iIoVK9K5c2fZYkqSxI4dO9DT08Pb21u2uG+Eh4dz+vRpnJycRDP8NykUCnr27El2djZnzpyhfPnysjZ/Ojo6+Pj4MHv2bI4ePcrgwYNliauvr4+Xlxc7duzg3r171KlTR5a4b2vbti1mZmacOnWq1DTEzs7OrF+/ntjYWDw8PDSWVzTEgmwkSeLRo0dcvHiRixcvcunSJW7dulXc/Jqbm9OqVSs6d+5M06ZNady4MVZWVmJzCL8eyG5tbY21tfVv/ntRURH3798nOTmZW7duce3aNeLj439zm0+tWrWws7PD3t4eOzs7mjZtKr6mHyBJkpg3bx6mpqZMnz5d2+W8kyNHjlCtWjVcXFzUluPOnTvExsbi4+Mj61vCby5PeDOnKqfo6GiOHj2KjY0NAwcOFM2wDBQKBQMGDCA7O5ujR49iYmJCmzZtZItfv3592rdvT2BgIO3bt6dGjRqyxO3Zsyf79u3jhx9+YNq0abLEfJuenh6dO3fGz8+P7OxsTExMZM9RUvb29ujr63P+/HnREAtlg0ql4saNG1y4cIGYmBguX77MkydPgF9nk1q3bs2ECRNo2bIl1tbWfPzxx+IHewnp6upiZWWFlZXVb2YfX7x4wfXr10lMTCQ+Pp6YmJji8yQNDAxo3rw5bdq0wdHRkTZt2sj+gi2UPkFBQURGRvLNN9+Uiat7f/75Z6KiohgzZgzlyqnvpejIkSMYGhrK+jZ5QUEBe/fupXbt2rKuOgMkJSVx4MABGjduzNChQ0vlBrqCgoL/2k+hUqmK92qYmJhgbGws63iKHHR0dBg2bBibN29m3759mJmZyfpOyueff05sbCx79uxh1qxZssQ0NTWlY8eOhISEMHr0aD766CNZ4r6te/fu+Pr6cvbsWbp37y57/JIyNjamdevWREVFaTSvaIiFdyZJEsnJyURGRhIZGUl0dHTx7Gvt2rVxdnbGzs4OBwcHmjRpotYXuQ9dxYoVcXFx+c3KWlpaGnFxccTFxXH58mW2bdvGd999h0KhoHHjxjg6OuLk5ISLi0uZaJiEd1dYWMi//vUvGjRowNChQ7VdzjsJDAxEkiS8vLzUluPFixeEh4fTrVu395r//yNnzpwhIyODefPmyXoBx4sXL9i5cycWFhaMHDmyVDSUubm5xaf7PHjwgJ9//pmCgoJ3+r16enpUrVqV2rVrY2lpSa1atbS+YVhPT4+RI0eyevVqduzYwcyZM2X7eWhqasqnn37K/v37uXXrFk2aNJElrpeXF4GBgQQHB9OnTx9ZYr7N2toaCwsLQkJCSkVDDODo6Mj69es1OkcsOhbhT2VlZXHu3DnCw8MJDQ3l8ePHwK+Hn3fp0oV27drRrl072d4eEt7fm1Mr3qyE5ebmFq8eR0dHc+jQIXbs2IFCocDa2ho3Nzfc3d2xs7MTIxZl3O7du7lz5w779u0rEw+ikiTh7+9P69atqVmzptrynDx5ksLCQnr37i1bzOzsbI4dO0arVq3+cE/A+ygsLGTbtm0olUpGjRql1TPNnz59Snx8PHfu3OHp06fAryMH1apVo1WrVlSoUOE3p/YYGRmho6NTfN57Tk4OOTk5ZGVl8fPPPxMdHV282lelShXq1q1Lq1attPauoZGRESNHjmTFihXs2LGDSZMmyfZg06VLF06dOsXBgwdZtGiRLH+++vXr07hxYwICAtQyT66jo4OHhwfHjx8nJydH6w8tAA4ODhQVFXHlyhVcXV01krP0/+QUNC41NZUzZ84QGhpKTEwMhYWFlC9fHnd3dzw8PHBxccHS0lLbZQp/wcjICCcnJ5ycnIBfX3ATEhI4d+4cERERbNy4kXXr1mFsbIyrqyseHh54eHiotUER5Pfq1StWrVqFi4sLHTt21HY57+T69eukpqayaNEiteUoLCzE398fe3t7WX9enThxgpycHNmPiTt27Bj37t1jxIgRVK1aVdbY76KwsJDr168TFxfHo0eP0NHRoU6dOjRt2hRLS0tq1Kjx3jPYhYWFpKWl8eDBAx48eMCVK1e4ePEiVatWxc7OjpYtW2r8yK9q1aoxaNAgdu7ciZ+fn2wPTQYGBvTp04dt27YRHx8v29GH3bt3Z/Xq1Vy/fl3WB7E3OnbsyMGDB4mMjKRTp06yxy8pOzs7FAoFsbGxoiEWNEelUhEfH09QUBBBQUEkJycD0LhxY0aNGoWnp2fxkLtQdunp6WFvb4+9vT3Tpk0jMzOTqKgoIiIiCAsLIygoCPj1+96hQwc8PT1p27ZtmVhx/JCtW7eOly9fsnDhwjIzo3/q1Cn09PTU+sJ74cIFfvnlF6ZOnSpbzMzMTIKCgmjXrp2sO/6vXr3Kjz/+iIeHh8YvSHj9+jUXLlwgPj6evLw8zM3N6dSpEy1btpTtrWo9PT3q1KlT/DXLy8vj2rVrxMXFERgYSGhoKNbW1rRt21aj41x2dnb89NNPhIWFFW/0lkOHDh3w8/Mr3hgpx9/LDh06sGnTJk6fPq2Whrh169aYmppy9uzZUtEQV6hQgcaNGxMXF6exnOKV7gOlUqm4fPkyx48fJyAggCdPnqCrq4ujoyNDhgyhc+fO1K5dW9tlCmpUoUIFunbtSteuXZEkiZSUFMLCwggNDeX777/nu+++o2LFinTq1Ilu3brh7u4u2/magjwePnzItm3b6N+/v1peJNXhzXmwzs7Oss71/l5AQAAWFhayXqUcEBBAQUGBrHOcmZmZ7N+/n5o1a8p+Pu6fUSqVXLx4kYiICJRKJY0bN8bBwYHatWur/cHK0NCw+FScNycTXbp0ibi4OJydnWnXrp3G5qd79+7N7du32bt3L3PmzJFlXKBcuXL06tWLbdu2cePGDZo3b/63YxoZGeHm5sa5c+eYMGGC7CM15cqVw9nZmcjISFQqVanYzGlra8upU6eQJEkjD/va/xMLGiNJEteuXeNf//oXdnZ2dO/enX379mFnZ8emTZu4efMmx44dY9SoUaIZ/sAoFAoaNmzI2LFjOXr0KMnJyezYsQMPDw+CgoIYOnQoTZo0Yfjw4Rw9epSsrCxtl/zBkySJGTNmoKOjw8yZM7VdzjtLSEggPT2dLl26qC1Heno6cXFxdO3aVbbZ0KysLIKCgnB0dJRtz4QkSezfv5/8/HyGDRumsXdjUlJS2Lx5M8HBwdSuXZsvv/yS/v37U6dOHY2+y6BQKKhVqxZ9+vRh4sSJNGrUiIiICDZt2kRSUhKSJKm9Bn19fYYOHUpmZiZHjhyRLa67uzumpqacOHFCtpidO3cmJyeH8+fPyxbzba6urjx//pzr16+rJX5JWVtb8+LFC+7fv6+RfGKF+AOQlpbGDz/8wOHDh0lJSaFcuXK4u7szc+ZMunbtqpZjXISyrXz58nTv3p3u3btTWFhIVFQUp0+f5vTp0wQGBmJoaEj79u3p2bMnnTp1Ev8PaYGvry+hoaEsXbq0TG1qPXPmDPr6+ri7u6stx+nTpwFkvab59OnT5OXlybpB78KFC1y/fp2+fftSvXp12eL+kczMTE6fPs2tW7eoVKkSn3/+OQ0bNlR73ndhampKv379sLOz49SpUxw6dIiGDRvyySefYGpqqtbctWvXLt4MZ21tTatWrf52TH19fbp3787+/ftJTU3Fysrqb8ds2bIl1apVIzg4WC37Bdq1a4dCoeD8+fO0bNlS9vgl9Wb+Oj4+Xi2XkvyebCvECoVCV6FQxCsUigC5YgrvLysri0OHDtGnTx9sbW1ZunQplStXZtWqVVy7do0DBw7Qv39/0cgIf0lPTw93d3dWrFhBQkICJ0+eZPDgwcTHxzN27FiaNm2Kt7d38WYjQf0eP37M3LlzadOmDT4+Ptou552pVCpCQ0NxcnJS21FKkiQRGhqKra2tbJvTCgoKOHPmDLa2trJt0Hv9+jXHjx+nQYMGuLm5yRLzz9y9e5fNmzeTkpKCh4cH48aNKzXN8Nvq1q3LmDFj6NSpE6mpqXz33XfF+1rUqUuXLtSoUYPDhw//5nbQv6Njx44YGBgUP6D9XTo6OnTo0IErV67w6tUrWWK+rWLFijRt2pSYmBjZY7+PRo0aoa+vz9WrVzWST86RiYnALRnjCSUkSRJXrlxh4sSJNG/enAkTJvDw4UOmT5/OxYsX8ff3Z+jQoeKqX+G96ejo0KZNG5YtW1bcHA8bNozExERGjRpFs2bNGD9+PGfPnkWpVGq73H8kSZKYNm0ahYWFrF+/vlTM+r2rq1evqn1c4tatW/z88894enrKFjMqKorMzExZz2g9efIk+fn5fPbZZ2r9HkqSxMWLF9mzZw8mJiaMGTMGFxeXUr1ZVldXFycnJ8aNG0elSpU4ePAgUVFRah2h0NXVZcCAAbx8+ZLg4GBZYhobG+Pm5saFCxfIzMyUJaabmxsqlYrIyEhZ4v1e27ZtuXr1aqlY3NDX16dp06YkJiZqJJ8sfwsVCkVN4BNgmxzxhJLJyspiz549eHp60qVLF/z8/OjTpw8BAQHExsYybdo0jbzdIHxY3jTHixcv5sqVKxw7dgwvLy+CgoL47LPPaNWqFfPmzePatWsamQX8UBw5coSQkBBmz54ty9uwmhQUFIS+vj7t27dXW47Q0FD09PRkuw5akiQCAwOxtLSkWbNmssS8f/8+Fy5cwN3dXa2jEkVFRQQEBHDq1Cnq16/PiBEjMDc3V1s+uVWqVInhw4fTtGlTQkJC8PPzU+uDtpWVFfb29oSFhfHs2TNZYnbu3JnCwkLCw8NlidegQQOqV6/OuXPnZIn3e23atEGpVHLlyhW1xC8pGxsbEhISKCoqUnsuuR5L1wFfA6o/+gSFQjFKoVBcVigUlzMyMmRK+2FLSkpi2rRptGjRgmnTplFUVMTKlSu5du0aa9aswcHBocwcwySUbbq6ujg7O7N27VquX7/Ojh07sLe3Z+fOnXh4eODu7s7GjRuLL3YR3k96ejpz5szB3t6eESNGaLucEpEkiZCQELWOSxQVFREREYGjoyMmJiayxExKSuLBgwd069ZNlp+nkiRx9OhRypcvT7du3WSo8H8rKCjg4MGDxSc3DBw4UKuXfbwvfX19+vbti5ubGwkJCRw4cID8/Hy15fPy8kJHR4eTJ0/KEq9WrVo0a9aMkJAQVKo/bJHemUKhwNXVlStXrqhlc7ONjQ3lypXj0qVLssd+HzY2NmRlZXHnzh215/rbDbFCoegOPJUk6U8Pi5MkaaskSXaSJNlVqVLl76b9YKlUKkJCQujXrx+urq4cPnyYHj16EBgYyNmzZxk2bJiYCxa0ytDQkO7du7Nr1y6uXr3KihUrMDY2ZvHixVhbW9O3b1+OHj1Kbm6utkstU96MSuTn57NhwwZZrwzWhKSkJNLT02UdZfi9mzdv8uLFC1lncsPCwoovuZHDzZs3uXPnDt26dVPbMYY5OTnFtxf26NEDT0/PMjVa83s6OjrFm3jv3r3L3r171faWvpmZGe7u7sTFxfHzzz/LEtPDw4OMjAxu3rwpSzwnJyeKiorUckavsbExTZo0IT4+XvbY7+PNkXU3btxQey45/oa0A3oqFIp7wCGgg0Kh2CdDXOEtWVlZbN++HScnJwYNGkRycjJz5swhPj6eDRs2YG9vL1aDhVLnzVuep0+fJiYmhsmTJ3Pv3j3Gjh1Ly5YtmTFjhsY2TJR1R44cITg4mFmzZlGvXj1tl1Ni4eHhxatb6nL+/Hn09PRo06aNLPGys7OJjo7G2dlZltVVlUqFn58f5ubmsjXYv5efn8++fftIT0+nf//+tG7dWi15tMHW1pb+/fvz+PFj9uzZI9vmt9/z9PTEwMCAgAB5zghwcHDA2NiYiIgIWeI1a9aMjz76SG2b32xsbLh+/ToFBQVqiV8SDRs2RF9fn2vXrqk9199uiCVJmiVJUk1JkuoAA4BwSZIG/+3KBACePXvG8uXLsbW1ZdasWZiZmbFlyxbi4uKYOHGi2CAnlBlWVlbMnDmTixcvcvToUTw8PDhw4ACenp506NCB77//nufPn2u7zFLpzp07zJkzBwcHB0aNGqXtct7L2bNnsba2VtvPLEmSiIyMpHXr1rKNS0RGRlJYWIiHh4cs8eLj40lLS+OTTz5Ry6a2oqIijhw5wuPHj+nXrx9NmjSRPYe2NWnShAEDBvD06VN8fX3VMltqYmJChw4dSExM5MGDB387nr6+Po6OjsTGxsrSxOvq6mJvb09sbKwsYxi/Z2NjQ35+Prduaf+cBH19fRo1aqSRs5HL7nso/3D37t1jxowZ2NrasnbtWhwdHQkMDCQoKIjevXtr7BYfQZCbjo4OLi4ubNmyhWvXrrF8+XJ0dHSYM2cOLVu2ZNSoUURERKjlB31Z9OzZMwYOHIienh6bNm0qc6MSAE+fPuXWrVtqPV7s3r17PH78WNaV1/Pnz2NpaSnL5kVJkggKCqJatWrY2dnJUN1/Cw0N5aeffqJ79+6yXUNcGjVo0IAePXpw9+5dQkJC1JKjQ4cOGBkZyRbf1dWV/Px82cYc7O3tefHiBXfv3pUl3tusra0BNLIq+y6aNm1KUlKS2vPI2hBLkhQhSZJ859J8gJKSkhg9ejRt27Zl37599O7dm8jISHbv3o29vb22yxMEWZmZmfHFF18QGhpKWFgY3t7eRERE0L9/f+zs7Fi5ciWPHj3Sdplak5ubi7e3N+np6ezdu7fM3iAZFRUFgLOzs9pyxMbGAsg2LvH06VNu374tW803btzg559/pmPHjmqZ501MTCQ6OhoHB4d/1JjEH7GxscHBwYGYmBi1jF0ZGRnh7OxMfHy8LCdONGrUiIoVKxIdHS1Ddb+9tEJuFhYWmJuba2Ru9100bNiQ9PR0tZy9/DaxQlxKJCUlMXLkSNzc3AgODmbMmDFcvnyZdevW0aBBA22XJwhq16JFC5YtW8bVq1f5z3/+Q7169VizZg2tW7fms88+4+TJk6Vipk1TVCoVX331FXFxcWzatKlMNzlRUVGYm5urddUyJiYGKysrLCwsZIn3pomXa8U5JCQEMzMztawOp6Wl4e/vT506dejcubPs8Uurzp07Y2lpib+/P+np6bLHd3d3R6FQcPbs2b8d680xlfHx8bKMTVhYWFCjRg21bX5r1qxZqbnCuVGjRgDcvn1brXlEQ6xlSUlJjBo1Cjc3N0JDQ5k4cSJxcXEsXLhQI1d5CkJpY2hoyKeffsqRI0e4dOkSU6ZMITk5GR8fH6ytrVmwYIHafzCWBosWLcLf358FCxbQo0cPbZfz3lQqFdHR0Tg5Oalt429WVhbXrl3D0dFRtpgXLlygYcOGsjTY9+/f56effsLDw0P22eHc3Fx8fX0pX748/fr1K5MjNe9LV1eXfv36YWRkhK+vr+zHsZmZmWFvi5WcJQAAIABJREFUb8+FCxdkORWnbdu2FBYWytbE2tjYkJiYqJY56mbNmnH37l2ys7Nlj11Sb25UFA3xP9Tdu3cZM2YMbm5uhISE8NVXX3H58mVmz55NpUqVtF2eIJQKlpaWzJgxg7i4OA4cOECbNm34/vvvcXZ25pNPPmH//v1qOYtT2zZv3szmzZvx8fFh7Nix2i7nb0lOTubly5eyNqu/l5CQgEqlkm2sLCMjg/v378s2fhEZGVm8sUpugYGBZGVl0a9fP9k2E5YlH330EX379uXFixey3TD3Njc3NwoKCmQ5l7dRo0aYmJjI1hC3aNGC7Oxs7t27J0u8tzVp0gRJkkhJSZE9dknVqlULfX19UlNT1ZpHNMQa9vTpU2bOnEm7du0ICgoqboTnzp0rTowQhD+gq6uLp6cnO3fuJCEhgfnz5/Py5UsmT55M8+bNmThxIjExMf+IG/H2799fvCq8ZMmSMn+c4sWLF4Ffj55SlytXrmBoaEjTpk1lifdm45Mc4w15eXlcvnwZOzs72c8dTkpK4vr167i5uVGzZk1ZY5cltWvXpl27dsTFxcnewFlaWlKjRg1ZZn91dXVp1apV8QPc3/Xm5kR1zPq+GW8qDSdN6OrqUrt2bdEQ/1NkZWWxcuVKHBwc2L17N4MGDSI2NlY0woJQQhYWFowfP57IyEgCAwP59NNP8ff3p2fPnjg6OrJ69Wq1rJioW2FhIXPnzmXy5Mm4ubmV2RMlfu/ixYtYWlpSrVo1teWIi4ujZcuWsp2+c/nyZWrUqCHL2FpcXBwFBQWynztcUFDA6dOnsbCwUOtmxbKiffv2VK5cmVOnTlFYWChbXIVCgaOjIw8ePCAtLe1vx7O2tubly5fcv3//b8f6+OOPMTU1le3Cj7dVr14dU1PTUtEQA9StW1c0xGWdUqlk586dODg4sHr1ajw8PIiMjGTVqlVUrVpV2+UJQpmlUCiwt7dn7dq1XLt2jQ0bNvDxx/+PvfMOa+ps//g3AcIWQfZGhhoVUFSsE7WOujcucI+ftdhWfa27dbavbbWtfa27reLWukURF6AylI2IMmUjO4SV5Pn9keYUrK0jz4GA53NdufBouM9DJDnfcz/3/b0tsX37dvTo0QOjRo3C77//jtLS0qZe6mvJycnB2LFjsXfvXixYsADHjh1rlmN2X0Ymk+HRo0esOuQUFxcjMzMTXbp0oRKvuroaCQkJTBe/soSHh8Pc3Bz29vZU4im4f/8+ysrKMGLEiBZx46Qs6urqGD58OEpKSqhPcOvWrRv4fD4iIyOVjqWwNIuJiVE6Fo/HQ8eOHVkRrTweD+3atVOZfg0HBwdkZGSwugvICWIWuXv3LgYNGoSVK1fC2dkZAQEBOHDgQLOcMsXBocro6elhypQpOHv2LB4+fIg1a9aguLgYy5cvR6dOneDr64uzZ8+qZL3xrVu3MGjQICQmJmLPnj3YvHkzK0MbmoKUlBSUl5dTE5evQtEJ37lzZyrxkpKSIJVK4erqqnSs0tJSpKSkwMPDg2rpi1gsxr1799CuXbtma8XHBo6OjnBwcEBwcDBVRxp9fX04OzsjOjpaaUHWunVrWFlZUROxLi4ueP78OSujrB0dHZGamqoSpWjW1tYQi8WsDm/iBDELpKamwtfXFxMnTkRlZSUOHDiAc+fOsXpR4ODgkGNtbY2lS5ciJCQE169fx6xZsxAdHY1FixZBKBRizpw5uHDhAisXkLehqqoKX3/9NaZMmQJTU1MEBgZi3LhxTbom2iiah2hlb19FXFwcBAIBNXvKuLg4qKurU7GIi4qKAiGE+md/SEgIampqqE3Qa0kMHDgQlZWVjC81Ldzd3VFQUIDc3FylY3Xo0AFJSUlU6ohdXFxACMGzZ8+UjvUyjo6OqKysRH5+PvXYb4uNjQ0A4Pnz56ydgxPEFBGJRNi4cSP69u2L4OBgrFmzBiEhIRg1alSzb4zh4Ghu8Hg8uLu7Y/PmzYiOjsaFCxcwbdo0hIWFYd68eWjfvj28vb2xb98+1mvT6lNcXIydO3eie/fu+P777zF58mRcvXoVTk5OjbaGxiIqKgpt2rSBra0ta+dISEhA+/btIRAIqMSLi4tDu3btoKmpqXSsqKgoWFpaUq2fLi8vR1hYGNzc3Kh5LrckbGxs4OzsjNDQUKo2bG5ubuDxeIiOjlY6llAoRFVVFZVeBzY9ehUTGhvz8/Gf4ARxM4EQgkuXLqFPnz7YtWsXJkyYgAcPHmDp0qUtog6Qg6O5w+fz0bNnT3z99deIjY3FmTNn4Ovri+fPn2PNmjXo2bMnevTogdWrV+PixYtUskAvk5qaipUrV6JLly7YunUrhEIh/vjjD/z000/Q0dGhfj5VIDY2Fq6urqwlBOrq6vDs2TN06NCBSjyxWIyMjAwq8SorK5Gamgo3NzcKK/uL8PBwSKVSVsdgN3f69++P6upqKuJVgYGBAWxtbak0sClELI2srpGREQwNDVkRrYq6dxoNgMpiaWkJAKx8NitoGYVqTUh6ejpWr16NGzduoGPHjti3bx83YpmDQ4VRU1ND37590bdvXwDy93BQUBBu3rwJf39/7N+/H4D8A9jDwwMeHh5wc3ODra0tLCws3qi+lxCC9PR0REdHIzo6GlFRUQgLC4OGhgYmTpyIhQsXUhNxqkp5eTnS09MxevRo1s6Rnp6Ouro6xrhfWZ49ewZCCCNYlOHx48cghDDWWDSora3Fw4cP0aFDB86v/l+wtraGlZUVwsLC0L17d2qjsjt06IDr169DLBYrdRNrbGyMVq1a4dmzZxgyZIjS67K3t2fFWcfExASamprIysqiHvttMTIygkAgYGUioQJOEL8jNTU12LVrF3744Qeoqalh06ZNmDt3botphuHgeF+wt7fH3LlzMXfuXNTW1iIhIQGRkZF4+PAhIiMjcfHiRea5ampqsLCwgLW1NaytraGtrY26ujpIJBJIJBLU1dWhvLwc8fHxKCkpAQBoamqiU6dO+PzzzzFr1qz3xl1G4Y1Kq9ntVTx58gQAqAhYQL7tzOPxqNQjJyYmQldXl2rTW0xMDKqqqtCzZ09qMVsqPXv2xJkzZ/Ds2TNqN0zt27dHQEAAkpOTGbeId4HH4zENazSws7PD9evXQQihuhvD5/NhbW3NapnCm8Lj8WBubs4JYlUjPDwcn3/+OZKTkzF69Ghs2rSJG7PMwdECEAgE6NKlC7p06YL58+cDkA/TSUhIQFZWFrKysvD8+XNkZWUhLCwMNTU10NDQgJqaGjQ0NKChoQFtbW2MGDEC7u7ucHd3p1rf2pyIjY0FAKoZ0pd5+vQpdHV1me1UGvGsra2VLmEhhCApKQnt27enlp0khCA8PByWlpas1mS3FIRCIa5du4bIyEhqgtjBwQECgUBpQayIFR0djdraWqU/H+zs7CAWi/HixQuYmJgoFetlVEUQA3IPejYb/DhB/BaIRCJs27YN+/fvh5WVFY4fP46BAwc29bI4ODhYxNTUlGteegfi4+Ph4OAAAwMD1s6Rnp6Otm3bUsuKpaenU8loFxUVoaysjJrzBSCvnSwsLMTIkSO5Ju03QE1NDa6urnjw4IHSJQ4K1NXVYW9vj7S0NKVj2draghCCnJwcpT2qraysAADZ2dnUBbG5uTkVz2QaGBsbs1rPzDXVvSG3bt1C//79sX//fsyZMwd3797lxDAHBwfHPxAfH49OnTqxFp8QgrS0NDg4OFCJV1paipKSEirxUlJSAPzVpU+D2NhYqKmpsZpxb2l07twZMpmM6iQ3e3t7ZGVlKe1zTNM1gc2GM3Nzc5SWlqKqqop67LfF2NgYRUVFrMXnBPFrKC8vx9KlS+Ht7Q1NTU1cuHAB27Ztg56eXlMvjYODg0MlKSgoQEFBAauCuKioCBUVFdQmwCmakmjES0lJgba2NrVSOplMhoSEBDg5OUFbW5tKzPcBc3NzGBsbIy4ujlpMBwcHyGQyZGZmKhXHwsICampqVBrWzMzMwOfzkZOTo3SsV8UG5O/ppqZNmzYoLi6m4t/8KjhB/C8EBwejf//+OHnyJJYuXYqbN2/C09OzqZfFwcHBodIoMnJCoZC1cygECa16WkWmjka8jIwM2NvbU6sfLigoQEVFBZVhIe8TPB4PQqEQmZmZqK6uphJT0SSpbGZXXV0dpqamVLK66urqMDExYaW+VlEupgqC2MjICBKJBBUVFazE5wTxK6iqqsLatWsxYcIEaGlp4fLly1izZg3nKczBwcHxBiQlJYHH41Fzf3gV2dnZAORNPzTIycmBvr4+9PX1lYojlUqRl5fH1HXSQJG9plUe8j5hb28PQojSGV0FrVq1gq6uLhUha2pqSk1oGhsb48WLF1Ri1Udh78fmyOQ3pXXr1gCAsrIyVuJzgvgloqOj8eGHH2Lv3r2YP38+goKCuJHLHBwcHG9BUlISbGxsoKury9o5srOzoaGhQa2JKCcnh4pbRV5eHiQSCVVBnJaWBkNDQ0YQcLw51tbW4PP51JqxFPZf75sgVthINiWtWrUCwAli1pFKpdixYwc++ugjVFZW4tSpU9iyZUuLnSDFwcHBwRZPnjxhNTsMyAWshYUFtbKE3NxcKjW/tDPXMpkMGRkZXHb4HREIBLCysqLqTmBhYUFNEItEIojFYqVjGRsbo7CwUOk4L2NoaAhANTLECsea0tJSVuJzghjyD8KJEydi27ZtGDNmDO7cucONxeTg4OB4B6qrq/H8+XNq3q//RF5eHszNzanEqq2tRWlpKRV7vcLCQvB4PGqZ69LSUlRXV1PNOL9vWFpaIj8/n1ozlomJCaqqqpQWsorsKw2B17p1a1RXVyvtfvEy6urq0NPTYy0r+zYozAwqKytZif/eC+Jr165hwIABiIqKwo8//ojdu3ez6pvJwcHB0ZJJS0sDIQSOjo6snqewsJCa6FRkv4yNjZWO9eLFC7Ru3RoaGhpKxwLATOaiJf7fR0xNTVFXV0cts0irrpZmxpPNcgI9PT2IRCLqcd8WRQkWjYz6q3hvBXF1dTXWrFkDHx8fWFlZ4caNG5gyZQpneM7BwcGhBAoPXjYFMc2MLgCm9rJNmzZUYtEQ1gry8vLA4/G44TBKQNspgZYgVtSE0xTE5eXlSsd6VWy2nB3eBoUg5jLEFElPT8fIkSOxb98+LFiwAFeuXIGTk1NTL4uDg4Oj2ZOamgo1NTVWxwsrzPlpZ4gVQkfZWDSEtYLCwkIYGhpSyzi/jyh+T2g1nSnqapUVsooMMQ0Rq3BHYUO46urqqkSGWNHTxVaG+L0b3RwQEIAlS5aAz+fj999/x7Bhw5p6SRwcHBwthszMTFhaWkIgELB2DkXHu0KYKItCRChbLkcIQUVFBZOto0FZWRnnLqEkWlpa0NTUpJY9pZWppCnwFANb2Jgop62tzVpW9m1QfKbU1NSwEv+9yRBLJBJs3rwZvr6+cHBwwI0bNzgxzMHBwUGZjIwMVrPDwF+ZOVpCsaKiAjweT2lXoaqqKkilUqW9jOtTVlbG9bVQQF9fn1r2VF1dHVpaWkqLRA0NDWhoaFARsQpBTGsASX00NTVZifu2KAQx7cZBBe9FhriwsBALFy5ESEgIfH19sXnzZm7IxnuAoomivLwcYrH4b4/a2lpIpVJIpVJIJBJIpVLIZDKoqalBTU0N6urqzJ81NTWho6Pzt0fr1q1hYGBAzfqJg6M5QwhBRkYG3N3dWT2PIkNMSxCXl5dDX19f6fexQnApuuGVRSKRoLKyUuUF8b179/DixQt89NFHKlva0apVK6r1tTo6OlSyptra2iqfIdbS0lIJQayurg4+n4+6ujp24rMSVYWIiorC7NmzUVxcjB9//BFTpkxp6iVxKEltbS3y8/ORl5fX4JGfn4+SkhIUFxczQrgx4PP5MDAwYIzz27RpAzMzM1hYWMDMzAxmZmYwNzeHmZkZ1NTUGmVNHBxNQWlpKSorK2FjY8PqeRTCk1ZpglgspjJERCFGFOKEVjw2B5woy/PnzxEdHQ0AiI+PR5cuXZp4Ra9GW1ubqgODlpYWlUylQCCgFgcAK2JRQ0ODNRH6trC5lhYtiE+ePIlly5bBxMQEly5dgqura1MvieMNIYSgsLAQycnJyMjIaPDIycmBVCpt8PxWrVrBzMwMbdq0QceOHWFoaMgIVAMDA+jq6jJZXV1dXWhra0MgEPwtE8zn85mscf3scU1Nzd8yzJWVlSgrK0NJSQlKSkpQWlqKkpISpKSkIDQ09G93/RoaGrCxsYGtrS3s7OxgZ2cHe3t7uLi4UKuF5OBoShRDKdj2zBWLxeDxeNSEZ01NDTQ1NZWOo7hQ06qfVgglNuuxlUEqlULto4/wfwkJzN8RgQC8gweB6dObcGV/h7aQUlNTg0QioRLn5evZu8YBQM1ruT58Pp+VuO+Cmpoaa2tpkYJYIpFg06ZN2L17N3r37o19+/ZRtcHhoEtdXR2ePXuGpKQkJCUlITk5GcnJyQ06eHV0dGBnZ4dOnTph+PDhsLGxYbKuZmZmVDMoNLK4hBCIRCIme52bm4vnz58jMzMTGRkZuH//foPGABMTEzg7O6Ndu3ZwcXGBUCiEg4MDl1HmaFYoBDGNEcj/hkgkgo6ODjWbTFqCmLaAVQg4VS1DqOzVCxYJCWjwv1BbC8yYIf+zColidXV1KgK2fjwaQpbWuhTXChprelVsNuK+Czwej7W1tDhBXFFRgQULFiAoKAhz587Fxo0bVfbD5H1EUWMYHx+PuLg4xMfH4/Hjx4w41NbWhpOTEz788EO4uLjAxcUF9vb2MDY2blYe0TweD/r6+tDX14ezs/Pf/l0mkyE/Px9paWnMDUBycjKOHDnCXAR1dHQgFArRqVMndOzYEZ07d4a1tXWzeh043i8U42zZFsS0ShwU1NTUUOkroS1gFQJbZa5h/v7AmjVAZiZgawv9jAzwAIQByATQHkBnxXPXrGnRgphWhphW9lVR/86WIOYyxM2MjIwM+Pj44NmzZ9i+fTtmzpzZ1Et675HJZHj69CkiIyMRERGBhw8fMp6f2tra6NChA7y9vdG5c2cIhULY2Ni8F1lRPp8PCwsLWFhYoFevXszfSyQSpKenIyEhAfHx8UhISMDRo0eZC6OpqSk8PDzg4eGBbt26wdHRkWvo41AZ8vLyoK2tTdV27FXQyugqkMlkUFendzmkddOqeG8TQqjEUwp/f2DBAkAsRjWAyIwM9P7zn34CcBfAD6gniDMzm2CR/4yiYZpmPBo7ATKZjMpnuEIksnE9kEqlKnOdofV6vYoWI4gjIiIwc+ZM1NXV4fjx4+jXr19TL+m9JTs7GyEhIQgNDUVERATT3GZpaYk+ffqga9eucHV1haOjI9WLUEtAXV0dTk5OcHJywpgxYwD8VVISGxuLhw8fIjIyElevXgUg903t3r07evfujd69e7Neu8nB8W8UFBTAzMyM9V2Muro6qnW1tASn4uemlcFicxv8rVmzBvizL2I7gA0AEgG4APgaQKs/HwwsW++9LXV1dVSvNxKJhEoNu1QqpSLUFb8jbCSUaN9MKAMniF/D+fPnsWTJElhYWODo0aPc1LlGpqamBhEREQgNDUVISAhSU1MByBtrBg8eDA8PD3Tv3p31bdSWioaGBjp06MBk0wkhyM7ORmRkJCIjI3H//n3cuHEDAODg4MCI4x49enD2ghyNSn5+fqOMGK6traVaRkAIoSLiFTFoCWyVEsT1Mr4+AHoA+BxAKYB7f/49Af6qJ96ypREX93okEglVQSyVSqnEoy2IuQzxu9PsBfHu3buxYcMGeHp64tdff6U6MpPjnykrK8Pdu3cRFBSEkJAQVFVVQSAQoHv37pg0aRL69u0Le3t7rt6VBXg8HqytrWFtbY2xY8eCEILU1FTmhuTUqVM4cuQItLW10atXLwwYMAD9+vXj3hscrFNYWNgotlsSiUR16mrrQVvAKn5GtgYRvBW2tkBGBgDA/s9HKQCRmhrInz9vLwBj1dSw8rffVKp+GJAnbmjuKtTW1lIRxLQy14p6ZjbeF7REOw0kEglra2m2glgmk2HDhg3Ys2cPRo0ahZ9//pnLhrFMUVERrl+/jqCgIEREREAikcDExASjR4/GgAED0K1bN2o2SBxvDo/Hg6OjIxwdHeHr64vq6mpERkbi9u3buHXrFoKCgsDj8eDu7o5BgwZh2LBhsLCwaOplc7RAiouLG+3Gi+bNtkAgoGLJpbgG0RpiQGtEMBW2bGFqiBV46+gAe/eiesIE1NXVQfjpp7Do3x+YPh1VVVWYNm0ali9fjt69e/9L4MahoqKC6gRBmt7Vyk5IBP76nWNDB9XU1KjEtV0mk0EikbBmQ9gsBXFNTQ0++eQTnDt3DgsWLMDGjRtVJp3f0qisrERQUBAuXbqEBw8eQCqVwt7eHjNnzsSgQYPQuXNn7rVXMbS0tNCnTx/06dMHa9asQVJSEm7evImbN2/i22+/xbfffouuXbvio48+wtChQ7nMMQcVxGIxqqqqYGRkxPq5aDeZqaurUxXEtKaFCQQCaGpqQiQSUYmnFIqMbz2XCWzZAkyfDi3If/YDBw4wT09LS0NMTAwj5jMyMnDq1CnMmjWrSWxQKyoqqCUCZDIZFUEsk8moiU3F7xwbgriqqopqE+u7onCjYmstzU4Ql5eXY+bMmQgNDcWGDRuwePFiblueMhKJBKGhobh48SJu3bqF6upqWFpaYs6cORg+fDhcXFyaeokcbwiPx2Pqjz/++GNkZmbi6tWruHLlCrZs2YJt27ahZ8+eGDlyJAYPHkwlU8HxfqJwj2mON1gCgYDKFDPaGWJAPgZaMZmvyZk+/Y1LIYRCIVJSUpibl5s3b2LFihWYMGECjI2NkZSUBJFIBA8PD9av4VKpFCKRiNpI7erqahBClP68pDnZkO0MsSrswNMefPMyzUoQFxQUYMqUKUhKSsL//vc/TJw4samX1KLIzMzEH3/8gXPnzqGgoACtW7fGmDFjMHLkSLi7u3OZ4BaAra0tFi5ciIULF+Lp06e4cuUKrly5gtWrV2Pz5s0YNmwYxo4di65du3I3mhxvRUlJCQCgdevWrJ+Lz+dTnTqmpaWFvLw8peMoBBdNAWtoaMjcbDQ3eDwe8zkye/ZsDBkyhHHC2bFjB44ePYrCwkJoaWkhOzsbpqamrNTAKl4/WrsXiqFRBgYGSsVR/J7QKOVQ7CLQEv31qaysbJRm2ddBezT6yzQbQZyZmYlJkyYhLy8PR44cwcCBA5t6SS2CmpoaBAYG4syZMwgPDwefz2e22vv166eyI0M5lMfZ2RlLly6Fn58fHj16hHPnziEgIABnz56FjY0Nxo4diwkTJsDExKSpl8rRDFDYKyorEt4EDQ0NqmUEurq6VOp0NTU1oa2tTSXbrMDExATp6emsdtc3FvVtIbdu3YopU6YwmUcfHx9UV1fj3j25Z0WDRq6XBoIoSjXelIKCAgCgJuoUAtvQ0FCpOAphTeMmks33n0gkgqOjI/W4b4viPUpzKE99moUgfvz4Mby9vVFdXY3Tp0+je/fuTb2kZk9+fj5OnDiBU6dOobi4GDY2NvDz88OYMWNgbm7e1MvjaER4PB4z7GPVqlW4ceMGzp07h59++gm7d+/GoEGDMGXKFHTv3p3LGnP8IwoR2FiCmObUMT09PVRWVlKxXzMwMGgwdl5ZTExMIJFIUFpa2ij12Y1FmzZtMGDAAOb4888/Z9w0CCFo3749Zs+ejdV2dg2b+TIy5MfAG4tihSCmdXNPK+PMhiBmYyhOeXk51YbEd0UhiNkq7VN5QRwdHQ1vb28IBAKcP38eHTp0aOolNVsIIXj06BGOHj2KGzduQCqVwsvLC9OmTUPPnj2bffaBQ3l0dHQwevRojB49GhkZGTh58iTOnj2La9euoW3btvD29saYMWNU4sORQ7Vg84L8MgKBgKoVmZ6eHqRSKZWOf0NDQ6Z8hAYKEZefn9+iBPHLjBw5kvmzWCzGiBEjIBQKgU8/RalYjLEANgLoJ3/CW42GzsvLg5GREbVyjKKiIqirqyv9u674PaFxE1lWVgZ1dXXq5QQymQwikUglPvPZzhCrtAIKDw/HhAkToK+vj4sXL3Ji+B2RSqUICAjA5MmT4evri3v37mHGjBm4evUqdu3ahV69enFimONv2NnZYcWKFbh16xY2b94MXV1dbNu2DQMHDsQ333yDnJycpl4ihwqhKGFg62JVH21tbYjr2X8pi2Lrm0Zm18TEBAUFBdScMMzNzaGmpobnz59Tidcc0NXVxc6dO2FtbY1lGRnIhNzzuEEB3xuOhpbJZMjMzIQtxcl5eXl5MDU1Vfq6WVhYCA0NDSqC+MWLF2jTpg31Xbzy8nJIpVKly0NorQVgbxdKZVVQaGgoJk+eDFNTU1y4cAH29vZNvaRmR01NDU6ePIkRI0Zg2bJlqKqqwoYNGxAUFIQVK1bAxsamqZfI0QzQ0tLCuHHjcPz4cZw8eRIDBw6Ev78/hg0bhuXLlyMuLq6pl8ihAlRWVoLP5zeKX6muri4rgphG85qZmRmqq6uZi7eyaGhowMrKChl/DsVoyZSXl8Pf35+5MUlISMA+Hg96AKIB9Kz/5DcUuC9evEBVVRXs7OyorTM3N5eKhVtBQQFMTU2piNgXL16wYmdHuyFRGWg1M/4TKimIb9++jalTp8LGxgbnzp3jRv6+JSKRCAcOHMCQIUPw1VdfoVWrVti5cyfOnz+PyZMnc9ZaHO9Mx44d8c033+DatWvw9fVFcHAwpkyZgpkzZyI4OJi6PyxH80EsFkNHR6dR6sx1dHRQXV1NbSKc4mJPSxAD8hIHWtja2iI3N5fViXX+/oC9PcDny7/6+7N2qgZkZWUxr1VCQgJmzJiBa9euAQC8vb1RePAg2r58zdLReePR0IobCVqCuLq6GkVFRVR0iUIQ06CoqKjFC+L3LkN89+5d+PqK8fkNAAAgAElEQVT6om3btvjjjz+YDxeO11NZWYl9+/ZhyJAh+P777+Hk5IQDBw7gxIkTGDx4sMqMXuRo/lhYWGD58uUICgrCf/7zH2RlZWHRokWYPHkyAgMDIZPJmnqJHI0MrYlbb4LCWoqW04TCO7mwsFDpWIrMYXZ2ttKxFNjb20MmkyE9PZ1azPr4+8v71DIyAEL+6ltjQxQTQpjsfklJCezt7bF7924AgKenJx48eIBJkyYBkO9Oac6aBezdC9jZATye/OvevW9cP/zkyRO0bt2a2pZ/VlYWgIaOGe8CIQR5eXlUNA4hBAUFBaw4Ar148QKAaviLK8T5eyGIQ0JC4OPjAwcHB5w5c6ZJptk0R6qqqvDrr79i2LBh2LlzJ9zc3HD8+HEcOHAAPXv25JwBOFhDT08PM2fOxNWrV7Fp0yaIRCJ8+umnGDt2LC5evEjVCYBDtampqWm0aVaKrnxabg6ampowMjKi4kXcunVrGBgYIPMNa1zfBHt7e2hqaiIpKYlazPqsWVN/IvNNAPLjlStzqfo9A0CfPn0wb948APJSlYMHD2LGjBkA5P7Snp6ef6/NnT4dSE8HZDL51zcUw5WVlUhJSUGnTp2oXQcVNyXKlnEWFRWhuroa1tbWSq+ppKSEGaBFG8V7QhXcp4qKimBoaAh1dXb8IFRGEN+/fx8zZsyAra0tTp8+rRJ3I6pObW0tU8u5fft2tG/fHv7+/ti9ezc6d+7c1MvjeI8QCAQYP348Ll26hO3bt4PP5+OLL77AyJEjcfHiRWpb2xyqS3MWxID8gk9DEAPyEgeaNb/q6upwdnZGUlISK++lhtr9GvOn7Gx3fPzxx8zxggULcPr0aeY4Li7utbXS//3vfzFixAjmePLkyRg2bBhz7OvrCycnp3df/L+QkJAAQgg6depELWZ6ejratGmjtOuCItNMo5dHsRvBhiDOz8+HtrZ2o7jHvI6ioiJWtaFKCOKIiAhMnToVVlZWOHPmDDcI4DUQQnD16lWMGjUKW7duhYODA3777Tfs27cP7u7uTb08jvcYNTU1DB8+HGfPnsVPP/0EHR0dfPHFFxg7diyuXbvGlVK0YGpraxtNECu2TGkL4tzcXCqx7OzsUFBQwEzWokHHjh0hFouRmppKLaaChv1pW//8StCmzTZM/zMbK5FIcPv2baSkpACQ19K6urrihx9+ACC/IVIkZ3x9fSEWi3Hr1i3IZDIYGBgwmealS5fC19eXORubtcuxsbEwMTGhVnpJCEFaWhqVJn+FawiNDLHC8YdGo9/L5Ofnw8zMTCV2mlu8II6JicGUKVNgbm6Os2fPqsR4QFXm4cOHmDp1KpYvXw4dHR3s2bMHhw4dQrdu3Zp6aRwcDHw+HwMHDsTp06fx/fffA5Ab70+ePJlrvmuh1NXVsTJ291Uoyulo1PwqsLa2Rnl5OZUpc46OjiCEMOKRBs7OztDV1UVERAS1mAq2bJH3qcmR95ro6PDwww9z0L9/fwDyLHVycjJWrlwJQD7Q5/Tp0xg0aBB27dqF5ORkFBcXIy8vDzdu3MC9e/cwcOBAmJub4+jRo8jJyYGnpydu3pSXZJSUlODTT//A/PmFrNQu5+TkICsrC126dKEm5goKClBaWgpnZ2elY6WmplLJNAPySb7q6uqsZIizsrKUrpemhUKcs0WTCuKEhARMnjwZhoaGOHPmDNdA9y+kp6fDz88Pvr6+yM/Px+bNm3H69Gn06dNHJe7cODheBZ/Px9ChQ3Hu3Dls3boVFRUVWLRoEWbPno34+PimXh4HRRqM2mUZAwMDCAQCqoJYkfWjUerg4OAAdXV1PHnyROlYCtTV1eHh4cEIT5pMn/7mfWuEEMTHxyMnJwcTJkyAgYEBPvnkE8TExCA8PBzffPMNsrKy0KtXLwQFBWHIkCEghKCmpgb6+vo4c+YMwsPDERsbix9+GI+qKlMAvzDxFTM3lCU8PBwaGhro0qWL8sH+5PHjxwBAZSZCamoqtXHI6enpsLa2ZqW29vnz51Sy2DTIy8tjtZa5yQTx06dPMWnSJGhpaeHMmTMqcweialRWVuL777/HmDFjcP/+ffj5+eHKlSsYN24c5xrB0WxQU1PDmDFjcPHiRaxduxYpKSnw9vbGihUrqHbjczQdUqm00Qb88Hg8mJqaMiN5aaAY3EDDyUFDQwNt27ZFcnKy0rHq061bN/D5fFayxP/WtyaVSpmbD5FIBA8PD+zatQuAXBzGxcUxjXEHDx7E5cuXoaOjg4EDB8LLywv/+c9/4OLigsDAQPz66684fvw4unfvDuAhgI8ANNwZVrYfUSQSIS4uDm5ublR9sZOSkmBsbKx0w39lZSVyc3OpCmI2ZjWUlZWhvLyc6lCTd0UkEkEkErW8DHFtbS0mTZoEHo+Hs2fPUjXMbikQQhAQEIBRo0bhwIEDGDlyJK5cuYKFCxc2ivE9BwcbCAQCTJ06FVevXsWCBQsQFBSEkSNH4rvvvkNFRUVTL49DCRpTEAOAqakpVa/fVq1awcjIiJq1Wbt27ZCVlUWlBENBq1atIBQK8fDhw3ceTPKmNbuKsqbq6mp0794dc+bMAQAcOXIE8+bNw/LlywEAXbt2xcaNG5nv+/777+FfL+iECRP+FL/yG5n4+Hhs3rwZOjo6sLPrCuAKgPENzq2s/goLC4NUKoWnp6dygepRV1eH5ORktG/fXulYz549AwAqgriqqgq5ubmsCGLFbokqDPFS1Pe3uAxxamoqRCIRTpw4Qe0OqSWRkpKCuXPnYtmyZTAyMoK/vz+2bNnCNRtytBj09PSwdOlSXLlyBcOGDcPBgwcxfPhwnD59mnOk4HgjrKysqO8uODk54enTp1RiKZx+aJcG9evXD7W1tbh3795bf++r/Ibnzy/Cf/+byDznl19+Qf/+/dGtWzcQQjBy5EiUl5czgviPP/5AWloa08C1aNEiTJgwgfn+sLAwHDt2jDnetm0bJk+ezBw7ODgwftUNa5flvMXMjVdSWVmJBw8eoGPHjlSvmUlJSaipqaHSuJ6YmAg+nw8XFxelYz179gyEECqxXkbRwNm2bVvqsd8WRRMim+K8SQRxXV0djhw5QtUKpSVQU1ODH374AePHj8fjx4+xbt06nDhxgnOO4GixmJubY9u2bTh16hTs7e2xYcMGTJ06FdHR0U29NI63hMfjNWqzpJWVFcrLy6mNSAYAFxcX5OfnU8nqWlpaok2bNoiNjaWwsr8wNTVF586dERYW9taDSeR+wxUAHADIm12rqpZj5cqO6N+/P8RiMeLj41FYWAhPT0/U1NRg6dKl+OabbzBu3DgAQEBAAK5cucLEXLRoEby9vZljAwODN+5reZva5TclNDQUEokEXl5e7x7kFURFRUFbW5tKQ93jx4/h6OgILS0tpWMp6tTZEsTq6uoqkSFusYK4Q4cO6Nmz5+uf+B7x8OFDjB8/Hnv37sXw4cNx+fJlTJkyhasT5ngvEAqF+P333/HNN9+gsLAQ06dPx6pVq5gpSRyqT1MIYuAvP1caKEQFjSwxj8eDq6srkpKSUF1drXS8+vTv3x8SiQTBwcFv9X1/1ebmA1BY1v0fALlFWUZGBnbt2gVjY2N06tQJWlpaGDVqFKRSKfOa0C6LeceZG6+kvLwc4eHhcHV1pZodlkqliIuLQ+fOnZVuXKutrcWzZ8+oNOYBQHJyMtq0acOKHVlqairs7e1ZG4TxNmRlZUFdXZ3Vkokm+SlV4cVVFUQiEXbs2IHjx4/DysoK+/btQ69evZp6WS2G6upqlJWVQSwWo7KyknmIxWLU1tZCKpVCIpEwX2UyGdTU1KCmpgZ1dXXmq6amJnR1daGrqwsdHR3mz61bt+Z+nynB4/EwcuRIDBgwAHv37sWvv/6Kmzdvws/Pj7s5bAaoqak16mRCRaNPZmYmhEIhlZht27aFhoYGEhMTqVhZuru749atW4iJiaFaz2psbIwuXbogIiICHh4er7UrlclkCA0Nhbm5J3Jz9QHUrz/uDjOzENy8aYgOHTpAIpHA0NCQ6VWprKyEt7c3tm7dilWrVkEsFqNdu3bYvHkzZs6cierqauzfvx9DhgyBi4sLc1PUFO5HgYGBIIQwVnG0SEhIgFgsRteuXZWOlZiYCIlEQm2H/PHjx2jXrh2VWC+TnJysMkO+MjIyYGVlxep1gLuSNyHBwcH48ssvkZ+fDx8fH/j5+TG1VRyvRywWIzc3t8GjuLgYJSUlKC4uRnFx8Ts3nrwNrVq1gqGhIYyMjGBoaAgTExNYWFgwDzMzMwgEAtbX0VLQ1dXFZ599hnHjxmHLli3YunUrzp8/jy+//JKa8OGgj4aGBvVM6L9hZWUFgUBA1etXIBDAxcUFcXFxVOI5OjqiTZs2CAsLoyqIAWDQoEFITEzE5cuXMWvWrL8J0KqqKuTl5cHBwQF1dXUYMWIEunX7HmVl81D/Y1FHh4fvvusNxVtLXV0d58+fZ/5dS0sLiYmJzHTA6upqfPjhh0yGPiMjA5988gkOHz4MFxcXPH36FF27doW/vz/GjBmD3Nxc7N+/H9OmTYOjoyPq6uoglUrfqFzA319e5pGZKW+027LlnzPIz549Q1xcHPr16wcjI6O3eCVfz4MHD6Cvr0/l8ycqKgoaGhpUYpWVlSErKwsfffSR0rFepry8HNnZ2Zg0aRL12O9Camoq67XMnCBuAiorK/Hf//4Xp0+fRtu2bXHkyBGuTvgfIISgpKQE6enpSEtLY75mZ2f/bUqVjo4OjI2NYWhoCGdnZxgZGcHIyAgGBgZMZldPTw86OjrQ0dGBQCBokAVWU1MDn8+HTCZjssaKzHF1dXWDLLNYLIZIJGLEt+JrUlISgoODmalMgDxTYmxsDFtbW9jb28Pe3h4ODg6ws7ODnp5eY7+kzQZ7e3vs3bsXV65cwTfffANvb29Mnz4dn3zyCXR1dZt6eRwvoaGh0eD3nm3U1NRgb2+PtLQ0qnE7d+6M48ePo7y8XOlxtTweD56enrh69SpKSkpgaGhIaZXyG8cPP/wQly5dQnR0NLp06dJgfLaXlxe0tbVx+/ZtaGpq4tq1a+jUqRMuXHhzkQnIX+f62/tGRkY4dOgQc+zs7Iy8vDwmmaOlpYUFCxYw45ifPHmC9evXo1+/fnB0dMSdO3cwePBgBAcHo0+fPoiLi8PBgwexbNkyWFtbo6KiAmKxGIGBpli4kMeId8XQDuDv6xWLxTh//jxMTEzQt29fJV/ZhpSVlSEuLg4DBgygkp2MiopCp06dqCRJEhPlzZBsJAqSkpIA0PFcVhbFhECFWwlbcIK4kYmOjsYXX3yBrKwszJ49G5988kmjjTtVdQghePHiBZ48eYInT54gKSkJT58+bdDg0qpVK9jb26N3796wtLRskIlt1aoVlW06Pp+v1IeVTCZDUVER8vLymMx1Tk4OMjIycPny5QZZNDMzM7i4uMDFxQXt27eHi4uLSsyMVxV4PB5GjBiBvn37YufOnTh8+DACAwOxfv166tuiHMqhoaGB2traRj1n27Zt8eDBAxBCqG3RK7ay4+Li0Lt3b6Xj9ejRA1euXMGDBw+oZ/K6du2K2NhYXL16FceOHcOJEyeQlpYGPp+PdevWNcjCfvDBBwDkYlKZOt2X4fP5DbxhbW1tmemUgFyYV1VVMWLS3t4eGzduZJrTnj59ir179+KTTz4BILd1W7x4MSwsoiEWuwHYBuAWgKsQi9WwZk3D9ctkMly4cAGVlZWYNm0a9WmJ9+/fh0wmo/K7kJOTg7y8PGq/B/Hx8eDz+ayUTCiGkNCwmVOWwsJCVFRUwMHBgdXzcIK4kairq8Pu3buxb98+WFhY4LfffoOHh0dTL6tJkUqlSElJQUxMDGJjY5GYmMhMYOLz+XBwcECvXr3Qtm1bODg4wN7eHkZGRio/mY/P58PExAQmJiZ/q7+SyWTIy8tDeno60tPTkZKSguTk5AbNMZaWlhAKhXBzc4OrqytsbGxU/mdmm1atWmH9+vUYPXo0NmzYgMWLF2PkyJFYtWoVs5XL0bRoa2s3askEIPf6DQgIQEFBATXDficnJ+jr6+Phw4dURJCJiQnatWuHkJAQDBkyhFoN5M2bN7Fy5UqcOnUKJ0+eRHl5OaZMmYLq6mro6Ohg5MiRVM5Dg/rC3MLCAr1794ZMJgMgz2727t0bL168aLAlnpubB8ANwBMAgQCkANT+NrQjNDQUSUlJGDp0KGMFR4u6ujrcuXMHHTp0oPL7FRYWBgDUMp3R0dHo0KEDK7MJEhMTYWZmpvQQEhooGjppOHz8G5wgbgQyMjKwYsUKJCQkYMyYMVi9evV7uVVOCEFKSgoePnyI6OhoxMXFobKyEoBcBHp4eKB9+/Zo3749HB0dW2TmnM/nw9LSEpaWlg2aJ0UiEZ48eYLk5GQkJSXh4cOHuHHjBgD5FqWrqyvc3d3RvXt3VubVNxfc3d1x6tQp7N+/H3v27MH9+/exZs0aDB06tKmX9t6jra2NqqqqRj2nYjv38ePH1AQxn8+Hh4cHIiIiIJFIqDTN9u/fH3v37kV0dPQ7J0Jyc3Oxfft2zJ49G507d4a+vj4EAgHEYjEmTZqE33//He3ataNi5aUMNTU1uHTpEoRCITp06IDc3FyMHj0aX3zxBSZMmICcnBwMGjQIv/32G3x9fSEQCFBaWsr0e3h7e8PU1BSfftoVcgORX/98yKk/tOPZs2e4efMmOnXqxIpzVWRkJMrLyzFz5kwq8R48eABnZ2cqIrOyshJJSUmYNm0ahZX9ncTERJXp2VBYy7GdreYEMctcunQJX331FTQ0NLBjxw4MGTKkqZfUqFRWVuLhw4cIDw9HWFgYY6NlY2ODAQMGwM3NDW5ubu/90BE9PT14eHgwF0tCCJ4/f85kz2NiYnD79m0A8teuR48e6NGjB9zc3FrkjcO/IRAIsHjxYgwaNAhr167F559/jsGDB2PdunWsWA9xvBlNIYgVrhBJSUlUfWe7deuG27dvIykpiYobQOfOnWFiYoKgoCB07dr1jXZ8JBIJrly5AlNTU/Ts2RMaGhrYs2cP3N3d0blzZ3Tv3h2hoaHM84cOHYqAgADcvXuXugcvIN/RU1NTAyEE+/fvR7t27ZghIUKhEIsWLcLy5cshlUoxceJEbNmyBR06dEDr1q1hZGTECHU7OzvcvHkTrq6uAOT/h+Hh4cx5jIyMMGHCBFRXy2uGGzYA/jW0o6SkBGfOnIGJiQlGjx5NfReNEIKgoCBYWVlRKUnIy8tDWloafHx8KKxObpMnk8nQpUsXKvHqU1lZibS0NAwfPpx67HchOTkZ+vr6rFquARQEMY/HswHwOwBzADIAewkhPygbt7lTXV2Nbdu24fTp0/Dw8MB///tf1v8zVYUXL14gODgYwcHBiI2NhVQqha6uLrp16wZPT090795dJbZhVBkejwdbW1vY2tpi1KhRIIQgOzsbYWFhCA8Px8WLF3HmzBloamqia9eu6Nu3L3r37v1e1R+3a9cOx44dw6FDh/Dzzz8jMjIS69evf+9uOlUFXV1dVFVVUcuqvgkaGhpwcXGhPg3O1dUVAoEADx48oCKI+Xw+Bg4ciBMnTuDJkyf/mOkqKipCdnY2XF1dwePxMH/+fAwbNgw9e/aEsbExioqK/jEDnJLiif/9zxVffaUNC4tabN8ueONaYYlEApFIxJQfKbyIp0yZAkC+Vf3hhx9i9+7d4PF4WLVqFSZNmoR+/fpBIBBgwIABzNRZHR0dxMTEMKOEtbW1ce3aNeZciue/DsXaX9UAKBaL4e/vD0IIvL29WXHxiYmJQW5uLmbOnElFbCtuXmhlsiMjIyEQCNCxY0cq8eoTFxcHQojKDE9TWMuxXTpI41NLAmAZIeQRj8fTB/CQx+MFEkISX/eNLY2/LGIItLTKYWgoxooV87FkyZIW71Wbn5+Pu3fv4s6dO0hISAAgzwR4e3ujR48e6NixY4t/DdiEx+PB2toa1tbWmDBhAmpqahATE4OwsDCEhobi/v374PP56NKlC/r164c+ffpQtx5SRdTV1TF//nwMGDAAq1evxmeffYZRo0Zh9erV79XNgSqgr68PAA2EVWPg5uaGEydOoKqqilotpZaWFjw8PHD//n3MmjWLymfXBx98gGvXruHy5csNLu713SfGjh2LyspKPHr0CGpqarh9+zbj1qBY16uQj2TmQSyWOz3k5gowb54MAB/Tp8vPUVpayjQl/fjjj6ipqcGKFSsAAJ6enrC0tMTFixcBAAcOHICzszMjiGfPnt1gElp8fHyDpMa+ffsarEeR/VWWVzUAKsRwSUkJfHx8WNkVkslkuHTpEszMzKj4URNCcPfuXWrjpAkhePDgAbp06cLKDmF0dDR4PB7c3Nyox35bCCFISEjA+PHjWT+X0u9yQkgugNw//1zB4/EeA7AC8F4JYsWMePn2Dg9VVaaQyb6GiYkaWqoOFIlEuHnzJq5fv86IYEdHR8yZMwf9+vWDnZ1dE6+w5aKpqcmUTSxZsgTJycm4e/cu7t69ix07dmDnzp3w8PDA4MGD0bdvX1aaLlQJJycn+Pv7Y+/evdizZw8iIiKwZcsWbiJmI6K4ASkvL290QXz06FEkJiZSbVTu27cv7t+/j7i4OCrb0hoaGhg2bBiOHTuGx48fQygUYt26ddi1axcKCgqgoaGBrVu3NnivvqnllXwks+IoH8BKVFer4T//+QXTp2vA19cXmZmZiImJASD3wBeLxYwg/uyzzxp44D948KCB0Fq9enWD8zXVbmdFRQUOHz6MoqIiTJo0iclC0+bRo0fIzc3FnDlzqEzme/LkCXJzc5nx18qSlZWFnJwc1jyCo6Ki4OTkpBJJhefPn6O8vLxRstVUpRqPx7MH0AVAGM24zYHVqwnEYh6AaAALAPyMmpruWLkyF5qaoRg0aBBVD8qmQiqVIiIiAteuXUNoaCjq6upgZ2eHefPmwcvLizFr52g8eDwe2rVrh3bt2mHevHlIS0vD7du3ERgYiG3btmHHjh3o168fhgwZAnd39xY78U1DQwMff/wx+vbti1WrVmHu3Lnw8fHB559/zg1GaQQUGeLy8vJGPW+nTp3A5/MRFRVFVRC7u7tDV1cXwcHB1Oo0xWIxjh07htatW2Pz5s0YMmQIDAwMUFtbCw0NjXf20G3ovHARwG8AXJCTo46vv/4aly5dwu+//w5ALs4UuyoKZsyY0SCeKvYlFBYW4ujRoxCJRJg+fTprQxqkUikuX74MKysrav/vt27dgqamJrUb9Pv37wOgV35RH6lUipiYGAwbNox67HdBMSSnMQQxtaHkPB5PD8AZAJ8SQv72icjj8RbweLxIHo8XWVhYSOu0KkFpaWm9DyQZACMAcheJ7Ox7mDRpEjIyMgAAFy5cgKOjI2MjkpCQgD179jAXEYUVjapRUFCAgwcPYvLkyVi1ahUePXqEkSNH4pdffsGhQ4cwffp0TgyrADweD23btsWcOXPg7++PH374AQMHDkRoaCiWL1+OadOm4ffff0dRUVFTL5U1XF1dcfr0aUydOhWHDx/GlClT8OzZs6ZeVotHccNfUlLSqOfV0dGBUChEREQE1bjq6uro3bs3wsLCIBKJ3ilGTk4OZs+ejXv37gGQl5EJhUKkpaUhIiICffv2xfLly5UeNFPfeQH4CMA5AAlo00be1Ny+fXtMnDgRAHD06NEGYmf79u3w8PBgrj2hoaE4efKkUuuhTUpKCvbv34/a2lrMnDmT1Ylld+7cQUFBAUaPHk0lOywSiRAaGoo+ffpQcwAJDg5G27ZtWcnUJyUloaKigkqpCA1iYmKgrq7eKANCqAhiHo+nAbkY9ieEnH3Vcwghewkh3Qgh3VqSo8CTJ0/g7e0NDY3cP/+mK4AAAPL/PBubYYiOjmaaKIyMjODp6cnUX924cQOLFi1iDO1//PFHtG7dmpnCdvPmTWzbto2ZACUSiRptGpRMJsPDhw+xfv16TJ06FUeOHEG7du2wadMmnD59Gn5+fo1S6M7xbvD5fLi6umLFihU4c+YM1q1bBxsbGxw6dAje3t748ssv8ejRIxBCmnqp1NHW1sbatWvxv//9D4WFhfD29sbJkydb5M+qKihqOZviZsvT0xPJycmMjzktBg8ejLq6Osbh5XVIpVL8+uuvCAwMBCAvIwkICEBqaioAuW2UIuN8/vx5ar7NW7bIHRjkWAEYAx0ddezcqYOFCxfC29sbx44dg0gkwscff4zQ0FBmgIW5uTk6duzIiL8DBw7gs88+Y2IvXLiwwdjp06dP4/Dhw8xxdXU1q++riIgIHDlyBAYGBpg/fz6sra1ZO5dIJMKVK1fQoUMHas1qt27dQm1tLbWMa2FhIeLj41lxEgH+8kqmPWr8XXn06BFrXst/gxCi1AMAD3KXiZ1v+j0eHh6kJRAQEEA8PDyIl5cX2bo1g+joEAL89dDRIeTIkX+PUVdXRzIzM4lMJiOEEHLz5k3i5+fHHK9evZpoa2szx8uWLSO6urrM8eHDh8natWuZeNnZ2aSgoECpn0ssFpMzZ84QHx8f4uXlRcaMGUP27t1LcnNzlYrLoRpkZmaSn3/+mYwaNYp4eXkRHx8fcvbsWSIWi5t6aaxQUFBA5s2bR4RCIfHz8yMlJSVNvaQWiUgkIkKhkOzfv7/Rz/306VPi5eVFrl69Sj326tWrydKlS5nP3JdJS0sjd+/eJYQQIpPJSNu2bcmMGTOYf5dKpX/7npSUFLJ48WJy4cIFaus8coQQOztCeDz51/rXntjYWLJp0yby3XffkefPn/9rnIqKCpKamsocHzp0iHz55ZfM8dChQ4mnpydzPHjwYNK/f3/m+PvvvycHDx5kjnNyckh1dfVb/zwVFRXk5MmTZMOGDeTIkSPvFONtOXz4MFmyZAnJycmhEk8qlZIlS5aQ9evXU4lHCCFnzpwhXl5eJCMjgxZm2BIAACAASURBVFrM+ixYsICMHDmSldhvi0wmI05OTuTzzz9XOhaASPI6Pfu6J7w2ANAHAAEQC3kBbTSA4f/2Pc1dEMtkMvLzzz8ToVBIpk6dygjQf/tAUob6QiUoKIjs2LGDOfbz8yNubm7M8eTJk4mzszNzvHnzZrJq1SrmODY2lqSkpLzyPEVFRWT//v2MUFq8eDG5fv06qampofODcKgU1dXVJCAggCxatIh4eXmRUaNGkX379pEXL1409dKoI5VKycGDB4mrqysZOHAgiY6ObuoltThkMhnx8PAgX3/9dZOce+LEiVSFh4Jbt26RSZMmkdjYWOZcaWlpzL8PGzaMODo6MoI5Ozv7H8VzfQ4dOkT8/PxIXl4e9TW/iuzsbPLdd9+RDRs2kHPnzpGKiop3iiOVSklpaSlz/OuvvzYQwL169SITJ05kjtu3b0/Gjx/PHPv5+ZFDhw4xxzExMaSoqKhB/PDwcLJt2zayceNGcufOnVfeVNAmMTGRLF68mPzxxx/UYoaFhZFJkyaRe/fuUYu5ZMkSMnv2bGrx6lNTU0M8PDzIpk2bWIn/tqSlpRETExPy22+/KR2rUQTxuzyasyCuqakhK1euJEKhkHzxxRcqJxbv3LlDTp8+zRzPnz+feHt7M8cffPABGTBgAHM8e/Zs4ufnR7799lsyePBg4ubmRhYuXEji4+Mbdd0cTUtcXBxZt24dGTBgABk8eDD5+uuvG2SJWgpxcXFkyJAhxNXVlRw6dOiNhAvHmzN8+HDy2WefNcm5v//+ezJ06FBSVVVFNW5NTQ2ZM2cO2bp1KyGEkDVr1hAtLS0iEokIIYRER0eTp0+fvnXc0tJSsmzZMvLtt982iuAjhJCqqipy7do18tVXX5EtW7aQkJAQUldXR/089X+eo0ePkmvXrjHH3bp1I6tXryaEyG8udHV1yaeffkoIke9edezYkYwfP578+uuvJD8/nwQEBJDs7Ox/PZ+yyajKykqyevVqsnHjRmrXdJlMRlatWkWWLFlCJBIJlZhZWVnEy8uLHD16lEq8lwkNDSVCoZDcvn2blfhvyx9//EFMTEyYm1Fl4AQxZUpKSoiPjw8RCoXkl19+aZYX0wcPHpDQ0FBCCCHp6emkS5cuxM7OjgwePJh8++23xNLSksycOZN5/gcffNDgbvHQoUPk0aNHjb1sjkYiKyuL7NixgwwdOpR4eXmRdevWvdPFXpUpKysjfn5+RCgUkiVLljTIdnEox+zZs8nUqVOb5NyRkZHEy8uLBAcHU40bGBhI9PT0yNChQ0lGRgaJiooi+/fvJ5WVlUrHfvDgAVm8eHEDwdgYvHjxgvj7+5MNGzaQH374gTx+/LjRRHl9pFIpOX/+PAkMDCRnz54lq1evJvb29uSrr74iMpmMFBcXEwDku+++I4TIr8Gurq7k7NmzhBB5mc7ixf5ES+v5W5cr1ufQoUNkyZIlJD09ndrPFhcXRyZNmkSuX79OLebBgwfJgAEDlC6L/Ce2bdtG3N3dVaZ8bt26dcTGxobU1tYqHetNBDE1l4mWTkZGBqZNm4a4uDhs374dCxcubJbNZJ6enrCxscGWLVswe/ZsmJmZYfXq1Th+/DiWLVuGwMBArFmzBoD8Zql9+/awtLQEIJ9mNG/ePJw5c4Y5NjQ0xM6dO5njTZs24dGjR8z302oa4WgcrKys8Omnn+LEiRPw8fHBo0ePMH/+fKxfv77FODW0atUKO3fuxBdffIG7d+9i4sSJ1Cedva+Ym5sjLy+vSc7t5uYGfX19BAcHKxUnNzcXY8eORUBAAAB5I9yIESMgEAhw6dIluLu7Y+7cuQ18e9+VHj16wN3dHZcuXcLz58+VjvemtGnTBtOmTcOMGTPA5/Nx/Phx7Nq1CyEhIY1mmyeRSPD48WMUFxcjJCQECQkJ6NevH5KSkrB+/XrweDzo6uoiJCQEEydOhEwmg1gshp2dHTIzM7Fjxw48efIE//vfdFRXz4S8mVACQO7J/Odl7LU8evQIERERGDZsGFXv/D/++AOtW7dG//79qcSTyWS4fv06PDw8qAz3eBXBwcHo0aOHyvjWR0VFoVOnTkwDKNtwgvgNiI2NxYwZM1BWVoaDBw+qzHzvtyUnJwdff/01Zs2ahZCQEKbzeMGCBcxUM6FQCGdnZwByC6+DBw9izpw5AAA1NTVkZWVh6dKlAICamhrMnDkTQqEQgHxa3fr16xn7o+zsbGhra+PQoUMA5N2xn332GWJjY5nvz83NVVmrufcZAwMDzJkzB8eOHcPMmTMbCGNFx3xzhsfjwcfHh+mW9/HxwdmzrzTI4XgLrKysUFBQwLjmNCbq6uro1asXQkND3+r8MpkMO3bswKlTpwDIxWJqairjWGFtbY3jx49j3LhxuHv3LlXBz+PxMHXqVOjp6eHAgQOoqqqiFvtNcHJywv/93/9h3Lhx0NPTw40bN7Bjxw4cOXIE8fHx1P8fpVIpnj9/jsDAQOY1LykpweDBgzFv3jwMHDgQmpqaePz4MdauXYuysjL07t0bISEh0NbWhlQqxYULF6Cjo4PPP//8z8ERiQDmAxgO4K/Xr6E386spLCyEv78/7OzsqPruJiYmIi4uDqNGjaLmgR4VFYW8vDwMHTqUSryXSUlJQXp6OjUBryy1tbWIiYmh6i3+Wl6XQmbj0ZxKJu7evUs8PDzIkCFDGjRSNCdKS0vJTz/9RD788EMyZMgQ8vPPP5Pi4mJWzlVVVcVstxQUFJCNGzcy9T9RUVFEV1eXXL58mRBCyP379wkAcunSJUIIIfHx8cTHx4c8efKEECLfHouLi2uU7mKOf6eiooIcOnSIjBgxggwYMIBs27aN5OfnN/WyqFBcXEzmzp1LhEIh+fLLL1WuL6A5ceHCBSIUCv+xcZdtwsPDiZeX12trIKOjo8n58+eZYzc3NzJr1qx//Z7i4mIybdo0smvXLiprrc/Tp0/JkiVLyJ49e5q0FK+wsJDcuHGDab7bsGED2bNnD7l8+TLT/PY266utrSVpaWkkKCiIfPvtt2Tt2rVkw4YNxM/PjwwaNIhcuXKFSKVSEhAQQAAw5XxXrlwhampqJCwsjBAiv3asXLmScToqLy9n1mJnRxqUSygednavX9u2bdvI8uXLqTYSy2QysnbtWrJgwQKqnyUbNmwgo0ePZu3z6ZdffiFCobDRmjxfR2RkJDExMaHmxII3KJlooUOF6XDp0iWsWbMGTk5O+OWXX1jbpmCL2tpanDt3DocPH4ZYLMZHH32EWbNmNZhBT5v6xuMmJiZYt24dc+zu7o6Kigp58ToAW1tb/Pzzz8w0oPz8fNy5cwf/+c9/AACBgYGYPHkyYmJi4OrqisDAQOzcuRP79u2DpaUlMjIykJGRAU9PT5WcrNSS0NPTw6xZszB+/HgcPXoUZ8+exc2bNzFhwgRMnz4denp6Tb3Ed8bQ0BB79uzBjz/+iP379+Px48fYsWMHLCwsmnppzQ7bPydEZGZmsjo84Z/o2rUrjIyMEBQU1CDTJZFIEBsbi65duwIAtmzZgnv37mHUqFHg8XgIDg5mJu39E4aGhhg6dCguX76McePGMaVkNHD6f/bOPK7G9P3jn8pkZOyVbQZjHceSfZghJ8vYDeq0KVmToxIaKdJiqSRKFFHZ2iSSXSVrlrJUiDYVlUqb9s5y/f7w7flpxljPlvF+vc4rt/Oc+77O8jzPdV/3dX+unj0xa9YsHD9+HNHR0ZgwYYLI+v4UlJWVMX78eGhoaOD58+dITU3FixcvcP/+fdy5cwfAG43vFi1a4Pvvv2ceTZo0QVZWFhQVFdG0aVPk5eUhODgYampq6N69OwoKCuDt7Q0rKyvo6uqiqqoKkydPhpycHOTl5dG/f3+4uLgwGsMTJ05EbW0tU1Vz0KBBGDRoEGPn29/V5s2AsfHbpavfaDJv3vz+9xoaGornz5/DxMSE0dAWBffv38fTp0+xePFikUWH69NK5syZI7aqm5GRkRg0aBDat28vlv4/lfrf24gRIyQ36Ic8ZnE8GkOEOCAggFgsFhkZGdHr16+lbc4nIRQK6fLly6Snp0dsNpusrKwapWLA8+fPKSgoiNnNfeLECRo8eDAT3d62bRsBYNr79++nkSNHMptd7t27R8ePH5fKZpGvnby8PNq8eTNpaGjQjBkzKDQ0VCQbH6TNxYsXafjw4fT7779TXFyctM1pdJSUlBCLxWogqyVpdu3aRRMnTmwgf2Zvb08KCgpMJDAtLe2zNiaVlpaSgYEBbd++XaQ2E725bvv4+JCpqSklJyeLvP8vgcfjUUhICAUFBdHJkyfp4MGDxGKxyNDQkHbs2EF2dnYEgP7880/av38/+fn5UadOncjW1paSk5OpsLCQ9u/fL7b70KeqTFy6dEnkEmtERHw+n1avXk2mpqYiVe8ICAgQq/ZwdnY2sVisBvJ50sbIyIhE6Svim8rE5+Hj40MsFouWL1/e6Jbrnz17RhYWFsRms2nhwoVf9U09Ly+PIiMjmZteYGAgTZs2jWlbWFg0KGJibW1NgwcPZl5/7tw5OnToENMWlTTOf4nU1FSytLQkNptN8+bNo/j4eGmb9MVkZGTQtGnTaODAgRQaGiptcxodo0ePblAsSNKkpaWRmpoafffdd8z1LyUlhcLCwkQiyRYSEkIcDoeePHnyxX39naqqKtq4cSOtXr1aZMUh3sfb6Q8nTpyg6Ohopj127FiytbVljmvRogWZm5szbTab3cCBOnHihEhVGsTF7du3icvlko+Pj8iDJefOnSMOh0M3b94UWZ88Ho+0tLREUpzi36hPl/iQvJ2kEAgE1KtXL+b3Jgq+OcSfiFAoJHd3d2KxWGRpadmoIl5VVVW0d+9eGj9+PM2YMYNOnjz5n3fwiouLG+gpHzp0iNG75PF4NGvWLOrduzcVFRVRQUEBTZs2jQYPHkx5eXlUWFhIO3fupN27d1NVVRUJBAIqKioSi2bn10BsbCzp6+sTm80mOzs7mclD+1zKyspoyZIlxGKxaMuWLd++909gwYIFDbTPJUF+fj6NGTOGgoKCiIho4cKF1KdPH0pJSRH5WNXV1WRsbExr164Vy+rTq1evyNramqytramwsPCz+xEKhQ2k4YKDgxsEACZMmEDa2tpMm8ViNSigYWJiQnv27GHad+7cafTVSh8+fEimpqbk7u4u8vt7WVkZzZ8/nxwdHUWaBx4VFUVsNlukxT3eRigU0owZM8jQ0FAs/X8OiYmJpKKiQkePHhVZnx/jEH/LIf4fRAQXFxccPnwYmpqasLOzY/KXZBkiwo0bN+Dp6YmCggJMnjwZS5cuRevWraVtmkQhIpSXl6OoqAjFxcXMo6ioCBEREaiqqkJFRQWqqqpgYGCAuro6KCgooE+fPjAxMQEAFBQUgIhgbm4OALhy5Qrk5ORw+fJlAG9q0jdr1gw6OjpQUlLCjRs30LlzZ/z5559o27YtysvL0b17d/To0aNBLvV/gVGjRmHo0KEICQlBQEAAbt26BQMDA2hra4st502ctGzZEl5eXti+fTsOHjyI9PR0bNu27T93Xn0OvXr1QlhYGIRCIeTlxSNkRERwdHREx44dYWxsDGVlZSgqKjLXbA6Hg4yMDFRWVop87O+//x5z587Frl27cO3aNZHtyg8IeCMVlp3dDp06OUJN7Sg8PT2xatUqtGrV6h/H19bW4tWrV+jcuTMAIDAwEJmZmbCxsQEAzJo1C3l5eUwupp+fH8rKymBoaAjgTZ7uG5WGN5w9e5ZRGwIAb2/vBuMNHz5cJO9TWjx79gz79+9H586dYWxsLHIpr6CgINTU1GDBggUik2QlIhw7dgw//fQTfv31V5H0+XdSUlKQnp6ODRs2iKX/z6FeOnHMmDESHfebQ4w3PzonJycEBATAwMAAa9eubRQaw4WFhXB3d0dsbCy6d++O9evXY8CAAdI2S6zw+Xzk5OTgxYsXyMvLQ25uLvLy8vDy5ct/3Pzk5OTQunVrtG7dGj/88AN+/PFHNG/eHM2bN4eSkhKaNm0KBQUFNGnShPkrLy8PgUAAgUCAxYsXo7q6GnJycqitrUWbNm1ARFBRUUFVVRWSk5Px4sULRirp1KlT6NChA4YPH442bdogNjYWQ4YMgaamJjp27Ii8vDwMGzZMpJtxZAlFRUUYGhpi4sSJ8Pb2hq+vLy5evAhLS0sMHDhQ2uZ9Mk2aNMGaNWvQq1cvODg4QF9fH15eXujWrZu0TZNpevfujerqamRnZ4v0s7px4wZSU1Mxf/58yMnJISYmBr169YKxsTHk5eURFRXFHMtms+Hl5YUTJ0402IwlKkaPHo3z58/jyJEjGDp06BdvKg0IaLgxLCenCYqKJqGkJB3y8u5YsWIFLly4gIsXL8LX1xcAsHz5cpw5cwZ5eXkA3kzYb9++zTjEenp6DTSFQ0NDG9hZv3m5HlFq8MoaWVlZ2L17N1q2bAkulytynd0nT54gOjoa06ZNYzYGioKEhAQ8efIEFhYWYptcnj17FgoKClLbyPkurl69ip49e6JDhw4SHVeO/rfjX5IMGzaM4uPjJT7uu3jbGTYyMsJff/0l884wEeH8+fPYvXs3+Hw+FixYAE1NTTRp8nXNb3g8HjIzM/Hs2TNkZGQgMzMTz58/B4/HY45RVlZGx44dmYeysjLatm2Ltm3bonXr1hKJ8tfV1aG4uBhHjx6FoqIi2rdvj5ycHDg7O6Nz587o2rUrhEIhwsLCoKamhtmzZ+PHH3/Etm3bYGpqimXLlkEoFCI8PJwpnPI1cOfOHezYsQMvX77EzJkzYWxsjObNm0vbrM/i3r17MDc3h0AggIeHh2R3Pjcynj59ijlz5sDFxQXTp0//7H4qKysRGxuLiRMnAgAWLVqEs2fPIicnB/Ly8uDz+e+95u3btw9BQUE4fPgwE0UVJc+ePYO1tTXGjh2LZcuWfVFf3boBWVn1LTcACQC6A3CEnp4umjdvjs6dOyM0NBSJiYlQUFDAlStXkJmZCSMjIwAQa0S+MZOZmYldu3ZBSUkJFhYWDaLgoqCurg5//fUX+Hw+3NzcRLo6uGrVKmRlZSEwMFAsSkoCgQB//PEH+vTpAy8vL5H3/zlUV1ejT58+mDdvHjZt2iSyfuXk5O4S0bD3HvShnApxPGQlh1goFNLmzZuJxWLR1q1bG0Up5vz8fFqzZg2x2WxasWIFvXjxQtomiYyqqip68OABBQUF0YYNG0hfX584HA5xOByaP38+OTg40KFDh+jatWuUmZnZaPRiKyoq6PHjx+Tq6kobN24kGxsb0tLSovbt29OoUaNowYIFZGVlRQBo06ZNxOPxKDs7m37++Wc6deoUEREVFRXRnj17mF3GjeG3SvTmO921axdpaGgQh8MRWx6cJMjOzqYZM2bQwIEDKSwsTNrmyCw8Ho+GDh1KW7Zs+feD/kUWID8/n8nXdnZ2JgCUnZ1NRG820dYrznwMr169ookTJ4pFEaKeI0eOEIfDYbTWPxc5OXpLQ9eBgFkEPCYggthsNikrK9P69eupsLCQTExMGmgmnz9/nq5evfqlb+WrJCkpiSwsLMjW1lakWsNvExAQQBwOhx48eCDSfpOSkojNZlNISIhI+32b2NhYYrFYdO7cObGN8alERUWRiopKgw2eogAfkUP8n40QExGcnZ1x5MgRzJ8/H5aWljIdGSYinDt3Dl5eXhAIBDA2Nsaff/7ZqCMCAoEAaWlpePDgARISEpCenv7mRyknh59//hm//PILfvnlF/To0QPKysoy/f18KgKBALm5uUhLS8OTJ0/w6NEjpKSkMBqfHTp0QHx8PFavXo3p06cjNjaWWaadNGkSbty4galTp+L06dMYM2YM0tLScPToUcyfPx+dOnVCXV0d5OTkJFby8kM8fvwYrq6uyMzMxLhx42Bubv7OvEhZp7y8HKtWrUJsbCwWLVok1qXMxsy8efPA4/EQFBT0zyf/lh8gBCCvpITLFhYY5+SEqKgojBs3Djk5OUhNTcXo0aM/e/XL1dUVUVFRCAkJEUv+d310UCgUwtXV9bOjgw0jxP9P165AZGQqkpOTcf36dTRp0gQVFRVo1qwZXFxcAABDhw6Fqqoqzp07BwDQ0NBA7969sXfvXgCAr68vunXrhvHjxwPAByPrXwvXrl3D0aNH0blzZyxbtkws15uMjAzY2NhAXV0dXC5XpH2vXbsWycnJCA4OFlspZWtra8TExODKlSsyo+VvY2ODgIAAPH36VKTR9m8R4n9BKBTStm3biMVikYuLi8xH20pKSsjGxobYbDZZWFjIjDTK51BaWkqXLl0iNzc3mj9/PnE4HNLW1iYbGxsKCgqiBw8eMJXu/muUlJTQzZs3ydfXlywsLJjouImJCXl5eVFERAQVFRUREdHjx4/J1NSUkTkKDQ0lAIyqRlBQEMnJyTF6pjdu3KDVq1czms3FxcWUn58v0d9+XV0dHThwgCZMmECamppMFarGBo/HI3t7e2KxWLRmzZpGs1IhSdzc3GjgwIENVA4Y/lda7AJAAwHy/l9otOKnn8jOzk6kFUGzsrJIQ0OjgVqCqHn06BFpa2uTl5fXZ/dx5AiRkhI1qLSmpNRQTzcnJ4dsbW3J3Nycrl271uD/364MuH79+ga2qKqq0pIlS5h2hw4dGkh4rV+/nqKioph2QUGBzN8T3wefz6fg4GDicrm0e/dukUjtvYuamhqysLCgpUuXUnl5uUj7TkxMJDabTQEBASLt921KS0tp8ODB5ODgILYxPhWhUEhDhgyhuXPnirxvfJNdezfe3t7EYrHIwcFB5k/8+Ph40tTUpIkTJ1JoaGijLDJRUlJCFy5cIHt7e9LW1iYOh0PGxsbk5eVFsbGxIr+YfC0UFBRQZGQkubq60rx584jD4dDcuXNp27ZtdOPGjX9c6CsrKxmpvYSEBLKzs2OWmH18fKhZs2ZUVlZGRERbt24lAEz76NGjNH/+fEaKKDMzkx4/fiyW8yMlJYWMjIyIzWaTh4eH2G5Y4kQoFNLevXuZ4j2lpaXSNkmmuH79OrFYLLp+/fo/n/xffsABgFYDdOJ/j7lvFdkRJY6OjjR58mSxfkf1y+Zfoj/7McUlKioqyNPTk7hcLh05cuSjpMMqKyuZz1UoFJKDgwOTilVbW0vNmzenjRs3EtEbJw9Ag7aRkRHFxMQQ0ZvJ4KNHj2Q2aFFeXk47duxgim6I837p7e1N2traX5wu83eEQiGZmZmRpqamWK+Nhw4dIhaLJVNFYOrl1sQxEfjmEL+D+go74tKQFBV1dXXk7e1NbDabjIyMKC0tTdomfRKvX7+m8+fPk52dHeMEW1hYUHBwMD179kzmJyKyBo/Ho6SkJNq3bx8tWbKEOBwO6evr09atW+n69esfFaV8+zNPSEig3bt3M203Nzf65ZdfmLaZmRm1bNmSabu6upK+vj7Tvnv37hdFeGtra2nXrl1MQQ9xFDmQBKdOnSI1NTWaPn06PX/+XNrmyAyVlZU0cOBAcnNz++eT/4sQv/3wBqj/d98x1+SgoCDav3+/SGzJyMggDQ0NkfX3Lng8Hq1du5bmz5//RdrBH4NAIKCIiAjicrnk4uLyxZMIoVDIONZVVVXk6enJFDR58eIF/fjjj4x+cXp6OgFgKhFmZ2fT9OnTmb0BZWVldPXqVWaiLUnS09OZCLq4V5+uXr1KHA6H0b0WJbGxscRmsyk8PFzkfdcjFApp+vTppKenJ7YxPgdnZ2dq3769WM6hbw7x3wgPDycWi0Xm5uYyLbSfk5NDJiYmxGazafv27Y0mgsbn8+nu3bvk5uZGenp6xOFwaOXKlRQSEkJZWVnfnGARIRAI6PHjx+Tn50dLly4lDodDRkZGtHfvXnr69KlIPueHDx9SREQE0960aRPNnj2bac+aNYv69evHtJcuXdpA2P3s2bNMVOl9xMfHk5aWFo0fP54CAwNlepL6b8TFxdHIkSNpzJgxjdaxFwcGBgbE4XD++cS/5AcIDx9mDpkxYwb9/vvvTPvUqVNfVGTDzs6Opk6dSiUlJZ/dx4fIy8sjQ0NDsrW1lcj95f79+7Rq1Spas2YN3b17VyLX19LSUgoMDGTSWhITE0lNTY2uXLlCREQxMTEEgEnBuHXrFo0aNYqSkpKIiOj58+cUHh4uUoe5traWTpw4QcuXL6f169eLNOXmXWRlZZGBgQFt2LBB5MWv+Hw+LViwgPT19cX6G7p58yaxWCw6fvy42Mb4HNTV1WnGjBli6fubQ/wWV69epQEDBtDChQtlOufv6tWrNG3aNJo2bRpzkZF1cnJy6PDhw0zkcuHCheTv7y/2C9M33jjHCQkJtHPnTpo7dy5xOBxasWIFnThxQqw3/7S0tAZlwe3t7cnKyoppDxs2jCZPnsy0x44dS4sWLWLaPj4+dPHiRSJ6s5qwfv16YrPZZGVl1SjTD9LS0khDQ4NGjhwp8t3mjZX6crDvjPZ8ID9AKBQykU8ej0etW7emBQsWMM8nJiZ+0uQpMzOTxo0bRzt37vyct/LRXLt2jTgcDhNBFTcvX74kJycn4nK55OXlJTYlhY+luLiYzp8/z3x3N27cIA0NDcrIyCAiosOHDxMAevr0KRG9SdXq06cPs7qSkJBAfn5+TO75h5z81NRUsre3Jy6XSwEBAWJP5SgvLydTU1NasmQJs59DlISHhxObzabLly+LvO+3WbZsGY0ePZpqamrEOs6n8OTJE1JRUaF9+/aJpf9vDvH/SEhIoKFDh5KmpqbM5qvy+Xzau3cvsdlsMjExkfkSmQKBgO7du0dbtmwhDodDOjo65OLiQrdv35bp6PvXTGVlJUVHR5OtrS1xOBzS09MjT09PSk1Nlbgt+fn5DSZEdnZ25O3tzbQ7dOhAixcvbtCePn06TZw4kTgcDi1ZsoQuXLjAPJ+Xlyfz0eMXL17Q5MmTaejQod9ksOjNKgOLANGmdwAAIABJREFUxWLyVb+EzMxMJm3s+fPnBICRU+Pz+R8V5Ni2bRuNHz9e7FKV/v7+xOFw6NKlS2Idpx4+n0/R0dFkYWFBFhYWdPHiRZFHLkVFWVkZxcXFMd9XVFQUaWlpMQ7wli1bCECDtrKyMrNKevHiRXJ1daXKykoKCQkhY2NjWrdu3SfnwX5Mvvbf4fP5tHHjRtLT02McelHy+vVrmjlzJllYWIg12p+RkUEsFqtBypws4OLiQqqqqvTy5Uux9P/NIaY3X/5vv/1GkyZNEntu1+dSUlJCK1euJDabTW5ubjIdwa6qqqKzZ8+Subk547iEhoaKNRr5jU/nxYsX5OvrS4aGhsThcMjGxoauXr0qM5OVmpoa5jcjFApp06ZNdPr0aXr69Cnp6uqSgoICcTgcEgqFzEaf+t3QtbW1ZGBgwOhU8ng8SkxM/CSNWnFRUFBAc+bMoYEDB4o1B7AxwOfzadSoUbRu3TqR9lteXk6HDh1iJlwxMTHUsmVLunXr1ntfV1RURJMnTyY7OzuR2vN3+Hw+OTo6kp6enkQ3LBUVFZG3tzdxuVzavHlzo9t3QvTm3H57In3u3DmysLBg2ubm5tSyZUuytrYmLpdLEydOJFVVVeZ5f39/2rRpE9POycn5x73pYxQ93sXBgweJw+GIXB+3Hk9PTxo3bpzYAxgODg40aNAgqa8m/B02m03Tp08XW///eYe4sLCQ/vjjDxo9ejQjTyVrpKSkkI6ODk2cOJHOnj0rbXP+lbKyMgoICGDUDqytrenatWsy42B9491UVlY2mMAYGxtTRESETOell5eXk62tLamrq5OtrS0VFhaSl5cXxcfHExFRbm4ude3a9R8bffz8/IjoTQRxypQpjMJBWVkZXb58WWKpGOXl5bRw4UJisVgUHBwskTFllZUrV9LYsWPFGt1PTEykxYsXM6t/fn5+NHny5HfmqR44cIDYbDbdvXtXbPYQvfkNmJmZ0YIFCyRaPEkoFNL9+/fJxsaGuFwu7dy5U2T7CqQJn8+n2NhYsrW1pSVLlpCrqyulp6fTuXPnyMPDgzlu4cKFNHz4cKY9Y8YMUlNTY9r29vbUqtVGAl4QcL+BU9y167+PHxkZSRwOR2wbM1NSUmjcuHHv3oQqQgoKCmjQoEFka2sr1nE+lYyMDFJRURFr1Po/7RBXVVWRjo4ODRkyhBISEsQ+3ucQHR1NkyZNIg6HI7ObcYqKisjf35/mzp1L2tra5Obm9kWbW74hHQQCAd2/f5/s7e2Jw+HQggULKDQ0VGZTiIRCIYWEhNC4ceNo3rx5TLWyd1FaWsqolxC9WaofMmQIk4N/+fJlAsDkLN+6dYt+/fVX5rrw/PlzCgsLE6nDXFNTQ8uWLSMWi8U47v9FIiIiiMViSfQa7OvrSxMmTGCcwN27dzOORk1NDenr65OhoaHYV+Ly8vJo8eLFxOVyxZJv+j6qq6vp4sWLZGVlRVwul7Zt20ZJSUmNzjHm8/l0+/ZtJk/Yycnpg+9DKBRSWloanTt3ji5evEjHjx8nDw8PmjNnDunr6xNgSIA+AT83cIjl5N7d361bt0hbW5u2bNkillQUPp9PxsbGNHv2bHr9+rXI+3+bbdu2Uf/+/WUuQOju7k4qKipiVer5zzrEfD6fzMzMqF+/fmJb3vgShEIh+fn5EZvNJjMzM4lfLD+G/Px82rt3L+np6ZGOjg7t2rXrqyoT/V/m6dOn5OTkRBwOhwwNDenw4cMyu5Ht/v379Oeff9K0adM+W+O1pKSEIiMjmY0+N2/epIkTJzLFDI4cOUIAmEnp0aNHqWfPnowTnpCQQD4+Pkxe48dGO2tra8nc3JxYLJZYJb9kmZKSEhowYAC5u7tLzQYOh0NTpkxh2ra2tjR06FCJTFTS09PJwMCALC0t312kRMzU1tbSlStXaN26dcTlcmnLli0UGxsr0ytERG9Wd8PDw2nt2rXE5XJp06ZN9ODBA8YRfvLkCe3bt485F/fu3Ut9+/Zl2lZWVqSoqMi0t2/fTtOmTSOietW/OAIufTBCnJCQQHp6erRu3TqxfWahoaHEZrPF7quUlZXR8OHDafXq1WId53PQ0NBocI6Kg/+sQ+zi4kIsFosOvyXjIyvU1taSo6MjsdlscnZ2/ihhdUlSUlJCvr6+pKurS3p6euTj40P5+fnSNusbYuDZs2e0Y8cO0tbWJkNDQwoJCZHKTftD1EfaNDQ0KCgoSORRrvLycrp37x4TMbx06RLp6OgwOclOTk4EoEG7TZs2zI72CxcukLOzM3PzLS8vZ1KJ6urqaPXq1cRiscRaLU2WMTIyEpuU0sdS/93W1tZSixYtaMSIETRx4kR6/vw5RUdHi3W3/YMHD0hXV5fs7Oyk5ojy+Xy6efMmOTg4EJfLpRUrVpCvry8lJibKTNpbZWUlxcbGkoeHB+np6dGoUaPIzc2NEhMT6ciRI9SmTRtms7mnpycBYDZghYWFNThnMzIy6N69e++cvH5sDnFycjIzmRHXSlpeXh5NnjyZrKysxB69ry8k9PjxY7GO86mkpaWRioqK2K+P/0mH+Pjx48RisWjz5s1iG+NzKSsrI3Nzc2Kz2RQYGChTy1dVVVUUEhJCBgYGpKOjQ3v37pXJyPU3RE9OTg65ubkxknmnT5+WuYladXU12dnZEZvNJhcXF4naV1dXR1lZWUz7/PnztHLlSqa9cuVKatOmDdPmcrmkrKzMtH19fWn06NHEYrFo165d9Pz58//UuRUYGChTN+KSkhJ6+PAhTZs2jQwMDAgAk7tYW1srlg3C165dI21tbdqwYYNUq7wJhUJKT0+nwMBA+uuvv4jL5ZKlpSUdOXKE4uLixLY5WigUUmFhITPhzsjIIEtLS7px4wZFRUXRsmXLSE5OjrS0tMjW1pZsbW0JALNv4NatW8TlchmHuKioiLKysj47N/1DKhOPHz8mAwMDMjc3F9tnIhAIyMLCgqZMmSJ2Vany8nIaNWoULV26VKzjfA5OTk7Uvn17ys3NFes4H+MQy705TrIMGzaM4uPjRd7v/fv3sWDBAgwbNgx79uxBkyZNRD7G55KXlwcrKyu8fPkSa9euxbhx46RtEgCAz+cjKioKx44dw+vXrzFy5Ejo6uqiU6dO0jbtGxImPT0dgYGBSEpKgrKyMrS1taGurg55eXlpmwYAEAqFOHDgAA4fPoxBgwbBwcEBLVu2lLZZAICqqiooKSkBAC5evIiUlBSYmpoCAIyNjfHgwQNMnDgR4eHhkJOTg4KCAhISEgAA9vb2kJOTg52dHQAgMTERrVq1QteuXaXzZkRMaWkpxo4dC319fVhZWUnbHIZz587B2dkZ6urqMDU1Rfv27REREQFNTU3cvHkTw4YNe3OTlJMTyXixsbHYuXMnevToARsbGzRv3lwk/X4uAoEAycnJiI+PR1JSEmpqagAAKioq6NmzJ3r16oUuXbpAWVkZ33333Xv74vP5SE9PR9u2baGiooKXL19i3bp1WLhwIX7//Xfcu3cPQ4cOxe7du9GvXz9cuXIFjo6OmDJlCrp06QJFRUU8f/4cXC4XbDYbdXV14PF4aNGihSQ+igY8fvwYTk5OaNeuHezs7NCmTRuxjHPs2DHs3r0bf/31F6ZOnSqWMerZu3cvdu7ciaCgIAwcOFCsY30KQqEQw4cPR48ePXD06FGxjiUnJ3eXiIa995ivxSHOy8uDjo4OlJSUEBwcjNatW4u0/y/h6dOnsLa2Bp/Px8aNG6GmpiZtkwAACQkJOHDgAHJyctCvXz/MnTsXPXv2lLZZ35AyiYmJCAwMREZGBnr06IEFCxagd+/e0jaLITIyEq6urujQoQOcnZ0bxeStPgKxceNG+Pv7Q11dHQcPHoScnBwMDQ0hLy+PgwcPAgCGDBmCjh074syZMwAAAwMD9O3bF+vWrQPw5v3/9NNP+OWXX6T2fj6VFStW4P79+7h06ZLMBCqICFZWVkhKSoKfnx86duyIlJQUHDx4EHZ2dlBUVMT27dsRHByMy5cvMxOeL+HOnTvYsWMHunTpgvXr10vF4XsXAoEAL168QFpaGlJTU5Geno6qqioAgJycHFq1aoXKykr89NNP6N+/PwBg8+bNmDx5MqZPn47Xr19jzJgxsLS0xJ9//om8vDwsXboUc+fORY8ePZCZmYn4+Hh069YNrVq1gpKSEnr37o1+/frhl19+Qdu2baX59hkePnwIFxcXKCsrw87OTmx+RFZWFpYsWYJhw4Zh8+bNIpt0vYvy8nL88ccfGDx4MLy8vMQ2zucQGxuLWbNmwdvbG5qammId6z/jENfU1GDevHnIzMxEYGCgTDl1Dx48gI2NDVq2bAkXFxeZiPq8evUKBw8exO3bt9GhQwcYGRlhyJAhYj0pZR0iglAohFAohIKCgsxERaWFUCjEjRs3cOTIEZSUlGDs2LGYO3euzEw0ExMTsX79ejRp0gQuLi7o1auXtE36KIgITk5OCAgIwOLFi7Fy5cp/HBMbGwt5eXmMHDkSAKCvr4++ffvC1tYWwJsInqamJvbs2QMAGDZsGHR1dWFpaQkA8PPzw/DhwzFgwAAJvasPc+nSJZiZmcHDwwMTJkyQtjkMBQUFWLBgAbp37w53d3coKCg0eD4oKAjnz59nJiuOjo4gIiaa/zncu3cPbm5uUFVVxbp166CsrPxF70FUXLhwAS1btsSoUaMgFAqhoaGBAQMGYOrUqcjPz4exsTGGDBnCRM6PHTuGfv36gcVigYiQkpKCDh06oFWrVgAAeXl5KCkpQUVFBR07dmzwaNWqlczdb65cuYI9e/agU6dOsLW1Fdu1rq6uDsuXL0dBQQH8/f3FPhnYtWsXvL29ERISwkxmZAUzMzOcOXMGDx8+FMmE8338JxxiIoKNjQ0iIiLg6ekpM6kIwJsbm729PTp16gRXV1eoqKhI1R4ej4fTp0/j+PHjICLMmTMHM2bM+OByWGOCiFBdXY3i4mLmUVZWhsrKSlRWVqKqqor5N4/Hg0AgAJ/Ph0AgwNvngpycHJo0aYImTZpAQUEBTZs2RfPmzdG8eXMoKSkx/27Tpg3atm2Ltm3bok2bNlBUVJTiuxc9NTU1OH78OE6dOgVFRUXo6Ohg0qRJ/3AcpEF2djbWrFmD8vJybNy4EUOGDJG2SR8FEcHR0RFHjx6FpaUlFixY8EmvT0pKgpKSEnr06AGhUAgjIyNMmjQJBgYGqK6uhpKSEjZt2oR169ahuroaHTp0gIuLC0xMTFBTUwM3NzfMmDEDAwcOhFAoBJ/PF/vvls/nY+rUqejQoQMOHTok1rE+laioKGzevBkGBgZYtGjRe481MjKCUCjE4cOHAQBbt27FyJEjoa6u/kljPn78GFu3bkXTpk1hbW2Nbt26fa7570UgEDDnanh4OIgIs2fPBgBMmTIFP/74I/bt2wcA6NmzJ4YPH46goCAAwNy5c/Hbb79h+fLlAICYmBh0794dHTp0QG1tLXg8HpPaUFdXB3l5eTRt2hRKSkpQUlKCoqKizDm974KIEBISguPHj6N///5YtWoVfvjhB7GNt2PHDkRERGDLli0YNWqU2MYB3kz4pk6dCnV1dWzfvl2sY30qpaWlGDhwIHR0dODq6ir28f4TDnFAQAC2bNkCLpfLnLiyQGRkJJydndG7d284Ozszs2Zp8eTJE+zZswe5ubkYMWIEjIyMpO6gfwlCoRBFRUXIzc1FXl4ecnNz8fLlSxQVFTG5cPXIy8szDuzbDq2ioiLj8Nb/lZeXh0AgaOAo83g81NbWNnCq6x9/P39atGgBZWVldOzYEZ06dWIiIi1btmwUN4d/Izc3F/7+/khISEDXrl1hYmKCHj16SNssFBYWYs2aNcjJycG6deswduxYaZv0UQgEAqxZswbnz5+HnZ0dtLW1RdIvESEvLw+KiopQVlZGaWkpNmzYgDlz5oDNZiM9PR09e/bEwYMHMW/ePKSmpqJPnz4IDAyErq4ucnNz4ebmhkWLFoHFYqGmpgZlZWVQVVX94t/voUOH4OLiguDgYJmKXgOAq6srzp07h61bt2LYsPfeM5m84urqanTu3BnLly/Hxo0bIRQKcfToUUyaNOmj8k6zs7OxefNmVFVVwczMDCNGjPgkm4VCIUpLS5kI47Fjx5Cbmwtzc3MAwOzZs/Hq1Stcu3YNAKChoYG6ujrcuHEDAGBnZ4d27doxxycnJ6Ndu3ZQVVX9JDsaM3V1dfDy8kJsbCzGjRuHxYsXizWlJyYmBo6OjtDR0YGJiYnYxqlnw4YNOHnyJE6dOoUuXbqIfbxPwcfHB+vXr0d0dLRErgdfvUMcHx+PhQsXYsyYMfD09JSZZe7w8HB4eHhg8ODB2LRpk9iXAt5HTU0NAgICcOHCBaioqGDx4sUYPHiw1Oz5HIgIxcXFyMzMxLNnz5CZmYkXL16Ax+Mxx7Rt2xYdO3aEsrIyE7Gtf7Ro0UIszqhAIEBpaSkTiS4pKUFxcTEKCgqQm5uLyspK5tjmzZujS5cu+Pnnn9GtWzd069ZN6ptqPhUiwp07d+Dn54fS0lJMnz4dOjo6Uo+Kl5eXw8bGBo8ePYKFhQVmzpwpVXs+lrq6OqxYsQJXr16Fo6Oj2HPo6qmqqoKcnByaNWuGvLw8+Pj4QFtbG3379sXNmzcxYcIEnD59GhoaGoiJicG4ceMQHR2NcePG4cGDB3B3d4ednR1+/vlnFBcX4+XLl+jVq9cHV5oqKiowfvx4jBkzBtu2bZPIe/1YampqYGJigtevX2Pfvn1o167dR72urq4ONTU1aNmyJeLj4zF8+HBmslFRUYHi4uL3OiLFxcXYtm0b0tLSoKWlBS0tLeY+VlFRgZycHPTp0wfAG4f3xo0b2LFjBwBg/vz5uHz5MjIzMwEA8+bNQ1xcHJKTkwG8SZ2pqqpiNncWFBSgZcuW+P777z/rM/raKC0thZubG54+fQp9fX38+eefYg1a5OTkwNjYGN26dYOHh4fYc+lTU1MxZ84czJ07F2vXrhXrWJ8KEWHMmDH44YcfcP78eYmM+VU7xEVFRdDU1ISSkhJCQkJkZnPC0aNH4e3tjd9++43ZmCEtHj58iD179qCwsBCTJ0+Gnp5eo7gYEhEKCgqQnJyMlJQUPHv2DK9fvwYAfPfdd+jSpQu6dOnSIAIra++LiFBeXs5Er3Nzc5GZmYm8vDwmqqyqqoru3bujT58++OWXX2RGMeFDVFZW4siRI4iOjkbHjh2xbNkyqW/wqqmpgaOjI27evAkTExPo6OhI1Z6Ppba2Fubm5oiNjYW7uzvGjx8vbZOYDYDy8vLIzs5GREQEdHR0oKKigrNnz2Lp0qWIiYlBz549cejQIRgZGSElJQW9evXC6dOn4ePjAz8/PygrK+PZs2fIycnBr7/+iu+++w7btm3DwYMHER4eLhMrDG/z7NkzcLlc9OjRA9u3b//ka7dQKER8fDz69OmDVq1aISAgAAYGBnjw4AHU1NRQW1vbII3g1atXePToEUaMGAF/f38EBASgqKgIsbGxaNu2LWxsbODq6oqamhooKCjAzs4OAQEBSE1NhZycHC5cuIDMzEwsXboUAP7R/zf+nUePHsHT0xMVFRUwNTVl8vXFRXV1NZYvX46ioiL4+Pigffv2Yh2PiLBo0SIkJyfj3LlzMrP3o56rV69CS0sLHh4e0NPTk8iYH+MQN0odYoFAQIsXL6ZBgwZRcnLyF/UlSoKDg4nNZpOdnZ1Uxc6rq6tp3759xOFwyMzMTKY+o3+jvLyc4uPj6fDhw0xVJS6XS7a2tuTv709XrlyhrKwssZTOlCTV1dX09OlTOn/+PHl7ezNaoFwulzZv3kxhYWH0+PFjmdMBfheJiYnE5XJJW1ubfH19xVrc4GPg8Xjk4OBAbDab/P39ZUrn+31UVlaSrq4uDRo0iNFdbSxkZmZSQEAA890HBwfTwIEDGa3dTZs2EQCmvXXrVmrevDmj4xwXF0cnT56Ume/q0qVLxGazydXV9Yttunv3Li1cuJDRsZ07dy41bdqUKZvr5eVFACgnJ4eEQiFZWVlRmzZtyMjIiJKTk+n+/fsUFBTUKK4FjQUej0eBgYGkra1N5ubmTLl3cSIQCGjdunU0btw4iouLE/t4RG+KBbFYLDryd4FlGWHu3LnUt29fiRaqwddamGPPnj3EYrEoJCTki/oRJfXOsL29vVSdttTUVDIzMyNtbW3y9/eXupPyPkpLS+nKlSvk7u5OpqamxOVyafXq1eTj40NXr16lwsJCaZsodgQCAWVmZtL58+fJ3d2dzMzMiMvl0qpVq8jX15fu3r0r02VWq6urydfXlzgcDq1YsYIphywt+Hw+OTs7E5vNJm9vb5lxtD5EcXExTZs2jUaOHEkpKSnSNkdkvHjxgiIjI5n2gQMHqH///tS/f3/KysqipUuXNihisnLlSvrtt9+Y9unTpykoKIhpS+Laum/fPmKz2RQeHv7O5+t/UwUFBbRv3z6mxPfNmzepZ8+ejNNz6tQpAkC3bt0iIqKNGzdS165dmXNk3rx5pKmp2aBQx7Nnz8jMzIx0dHQoJCREZqrIfQ3k5eWRtbU1cTgc8vb2lth1df/+/cRmsyk0NFQi41VXV9OECRNo1qxZMvn7efbsGamqqpKTk5NEx/0qHeL4+Hjq378/rV69WmZudvW1yKXpDAsEAgoPDyddXV0yMTGhR48eScWOD1FSUkLR0dG0bds2Wr58OXG5XHJwcKCTJ09SRkZGo48Afyk1NTWUlJREAQEBtGbNGqbM6t69e+n27dsyO8FJSkqipUuXkq6uLoWHh392BSlRIBAIyN3dndhsNnl4eMjMdeJD5OTk0NixY0lDQ4MKCgqkbY7YKCgoIDU1NbK1taWioiJ6+PAh89z+/fvJ0tKSaU+dOpUGDx7MtKdNm0YaGhpMe8+ePXT48GGmXVxc/K/XkA9VJyN6E0GsrKwka2trUldXJ1NTU7p37x4RET158oTatm1Lx44dI6I3JZkBMO2UlBTS0dGhhIQEInoz4b979+6/VqZbtmwZrVq1immvWrWKzp49S5WVleTp6UkcDocsLS0pNTX1na//xschFAopOjqaDA0Naf78+RQbGyuxsS9cuEBsNpu2bt0qsevQ7t27icViMRMxWcPe3p46dOgg9sp0f+djHOJGlUNcWloKTU1NKCoq4tixYzKxKenUqVPYvn071NXVsWHDBqnIUZWWlmL37t1ISEjAr7/+iqVLl4pVNuZT4fP5SEpKws2bN/H48WMQETp37oxBgwZh0KBB6Nix47e8t3cgFAqRnp6O+/fv48GDBygrK0PTpk0xZMgQjBw5Ej169JCpz62iogJ79+7F7du3MXDgQJiamkotd42I4O3tjdDQUMyZMwempqYy9Vn9G0+ePIGBgQF69uwJf39/NGvWTNomiYUtW7YgODgYJ0+exM8///yvx9XW1qK0tJTJudy/fz/q6urA5XIBAKNGjYKKigoiIiIAAGpqaujWrRtOnjwJALCxsUHfvn0hL28IY2OgqioVQBsAymjWrA7jxq3H8uUamDJlCkpKSqCsrAw3NzcsXrwYS5cuRWBgINatW4dNmzahrKwM1tbWmD9/PkaMGIG6ujrk5eWhU6dOXyxdWV5ejn79+sHU1BRr1qwBj8eDjY0N8vLywOPxMHXqVOjo6MjcXglZJycnB/7+/khMTES/fv3A5XIlpq50584d2NjYYODAgXBxcZGIvGlmZiZmzZqFCRMmyNzGVeDN/pPBgwdjzJgx8PX1lejYX9WmOiKCmZkZrl27hqCgILBYLDFZ9/FERkbCyckJI0aMwMaNG6Wi55uUlARPT09UVlZi/vz5mDBhgszc+F+8eIGbN28iLi4OlZWVaN26NUaMGIGRI0eKfVPB10a9c3zr1i3cu3cPdXV1UFVVxa+//oqRI0fKzKYJIkJ0dDQOHDiA77//Hqamphg0aJDUbPHy8sKxY8egpaUFLpcrM+fG+7h06RJWrFiBMWPGYOfOnTJT2U2UFBUVYfLkyfjtt9/g4eHxRX3V1taiadOmAICDBw+iTZs2jNLIkCFDoK6ujvBwd2RlAUBbAAsAuAEgyMsrw9FxFdatWwcigoODAyZNmoRRo0ahsLAQJiYmICJ4enqic+fOX2TnhyAi1NXVoWnTpoiNjcXvv/+O4OBglJeX4/Tp01BUVISVldV/vojSx1BdXY2wsDCcOXMGTZs2ha6uLv744w+JKVE9ffoUFhYW6NSpEzw8PCQSoCIiLFy4EMnJyTh16pRMyqoeOnQIlpaWiIiIEPtGxr/zVTnE9XrDVlZWmDdvnpgs+3iuX78OOzs7qKmpwcnJibkgSwqhUIgTJ07g6NGj6NSpE1auXCkTOoMCgQCJiYmIiYlBeno6mjRpgoEDB2LkyJH/i9TIhjReY6ampgb379/H7du3kZqaCnl5eQwePBhsNhvdu3eXtnkA3kyG3N3dkZ2djTlz5kBbW1sq3329M3PixAno6elhyZIljcKZCAkJYaTYHBwcGoXNn4qXlxd2796NgIAAsU+a5OXxP3WXUABdANTfjAlE//7ZZmdnw8zMDD/88AM8PT0lWmI4LS0NnTt3RrNmzWBvb88467///jtmzpyJfv36fZWTpS+BiHDjxg0cPnwYJSUl0NDQgL6+vkTrAOTm5sLU1BSKiorYtWuXxCoRhoeHY926dSLVNRclRISxY8dCUVERkZGREr+mfTUOcVpaGjgcDkaNGoXdu3dL/ebw4MEDrFmzBj179oSbm5vElzWrq6uxa9cuxMXFYfTo0TA2Npb6Ulp1dTViY2Nx+fJlFBcXo127dlBXV8eoUaNkIrXla6WwsBDXrl1DbGwsqqur0a1bN2hoaGDw4MFSryZXV1eH/fv34/Llyxg8eDDjWEgaIoK7uzsiIiKwaNEiGBgYSNyGz8HDwwM+Pj6wtrZuNDZ/CpWVlZiTe1EXAAAgAElEQVQ6dSpUVVURGBgo1hW2bt3wvwhxQ7p2Bf4n4/uvPH78GKtXr0aHDh2wffv2jyq6IWoKCwtx4cIFtGnTBmFhYbh+/Try8/ORmJiIrl27vsl//AonTR8LESExMRFHjx5FamoqunfvjkWLFkm8pPvLly+xcuVKVFZWwtPTE127dpXIuAUFBfjzzz/RvXt3HD58WCYDT5cuXYKuri48PT2lIov5VTjEPB4P+vr6yMvLw8mTJz9aMF1cpKWlwcLCAsrKyvDw8JB4BbqXL19i69atyM3NhaGhIaZOnSrVC2FZWRmioqJw48YN1NbWomfPnhg3bhwGDBggkyfl10pNTQ3u3LmDmJgYFBQUoHXr1hg/fjxGjx4t9cIZUVFR8PX1hbKyMv766y+prGQIhUI4OTkhKioKK1eubBTFO4RCIczNzXHt2jX4+flh6NCh0jZJ5Fy8eBErV67EihUrYGxsLLZxAgLwvxzi//8/JSXAxweYO/fDr79//z6sra3RqVMnbN++XaopSlVVVdi0aRMuXLiAXr16gc1m48yZM/jpp5/g5eUlNbukgVAoxN27d3H8+HGkp6ejbdu20NbWBpvNlvj9p6CgABYWFnj9+jXc3NyYgirihojA5XJx584dhIWFia0M+Jcyc+ZMPH/+HLdv35bKPemr0CH29PQkFovVQLpHWuTm5tKcOXOIw+FQfn6+xMe/f/8+zZ8/nxYsWECJiYkSH/9tSktLKTQ0lFasWEHLly8nf39/ysrKkqpN33ijsJCUlEQ7duwgLpdLVlZWFBkZKXV1iidPntCSJUvIwMCAbt68KRUbeDweWVtbk4aGBkVHR0vFhk/l9evXNGXKFFJXV/9qlSdWrlxJampqYldT+BiVifcRHx9Pf/zxBy1cuJBKS0vFYeInUVJSQn5+fqSnp0d9+vShKVOm0KNHj0ggEJCenh6FhYVJ20SxIRAI6Pr167R69WricDhkampKkZGRUtNsLigoIH19fZo2bZrEdf/DwsKIxWI1UFuRNW7dukUqKirk4+MjNRvQ2FUmkpKSMHfuXEybNg1OTk4SsOzfKSsrg5mZGUpKSrBz58737owWNUSEM2fO4PDhw+jSpQv++usvqdWbLysrw8WLF3H9+nUIhUKMGDECkyZNkpo93/h30tLScPbsWTx9+hQ//PADJkyYAHV1dYnnu9dTXFyM7du3IyUlBZqamtDW1pb46kZtbS3WrFmDR48eYcuWLRgxYoREx/8c0tLSoKuri19++QUHDhz46vJGi4qKMHPmTPz44484cuSIVDYnfyx3796FjY0NfvrpJ7i6ukolfeLvFBcX48KFC4iMjERFRQU6duyIM2fOYMWKFTAzM0NVVRWcnZ2xYMECid63xMGrV69w+fJlxMTEoLCwEJ07d8bs2bPx+++/Sy1FrKCgAKtXr0ZxcTFcXV0luuE/JycHs2fPBovFgp+fn8yuyurr6+PevXu4e/eu1FIoG3XKRG1tLbS0tFBZWYnw8HCplrWtq6uDpaUlnjx5Ajc3NwwYMEBiYwuFQhw4cADnz5/HiBEjYGpqKpV84ZqaGly8eBGXLl2CQCDAiBEjMHnyZJncyfqNhqSnp+PcuXNITk5GixYtMGPGDIwaNUoqF08ej4f9+/cjJiYGo0ePxrJlyyTuAFVUVGDlypXMxj9JLW1+CWfOnMGaNWuwePFirFy5UtrmiJwLFy5g1apV4HK5WL58ubTNeS9xcXGwtbWFqqoqXF1dZUYxp7a2FteuXcPZs2fx4sULKCkpYeTIkfj++++xaNEiXLx4EePHj0dOTg6Sk5MxduxYmZ581MPj8RAXF4eYmBgkJiaCiDBgwAD88ccfGD58uFSdwJycHKxevRoVFRVwdnZG//79JTY2n8/H/PnzkZqaiuPHj4tdBeVziY+Px9SpU2FjYwMLCwup2dGoHWI3Nzf4+flhz549GDNmjIQs+ydEhC1btiAqKgq2trYYN26cxMaura3Fzp07ERcXh+nTp8PAwEDiJ79QKMTNmzdx6tQplJeXY9iwYZg+ffo3R7gRkp6ejvDwcGRkZKBTp06YM2cO+vbtK3E7iAgnTpxAcHAw+vbti7/++kvim+2KioqwfPly1NXVYffu3ejYsaNEx/8c7O3tERoaCg8PD0yYMEHa5ogcKysrnD9/XmZkNd9HUlISrK2t0axZM7i4uMiMugvw5vx69OgRYmJiEBcXh5qaGjRt2hRjxoyBuro6IiIiYGVlhaysLHTp0gV5eXn44Ycf0KJFC2mbzlBVVYWEhATcvXsX9+7dQ0VFBdq1awcNDQ2w2WyZWJFMS0uDlZUV+Hw+XF1d0bt3b4mOX6/S4uLigunTp0t07E9BS0sLjx8/xp07d6RaH6HROsQPHjyAoaEh5syZAwcHBwla9k8OHjyIAwcOSHx3+uvXr+Hi4oK0tDQYGRlh6tSpEhu7nidPniAsLAy5ubno3r07NDU1ZTZh/xsfBxHh/v37OHnyJF69egUWi4XZs2ejU6dOErfl+vXr8PLygqqqKqytrSUeacvKyoKZmRlat24NT09PiW+Q/VTq6uowb948ZGRkIDg4WKacMFFQVlaGWbNmoWXLlggNDZX6ZtAPkZ6ejrVr16K6uhoODg4yuemxrq4O9+7dQ2xsLO7evQsej4dmzZqhWbNmmDNnDvr3748NGzYgIiICeXl5UFBQAI/Hk3jkWCgUIjc3Fw8ePMC9e/eQnJwMgUCAH374AYMGDcLYsWNlaqP23bt3sWHDBjRv3hxbt26V+H3x3r17MDIywvTp06WeTvo+bty4gdmzZ8PR0REmJiZStaVROsS1tbXQ1NRETU0NwsPDpTqjuHz5MqP9aGVlJbF8x4KCAmzatAlFRUVYsWKFxPMcS0pKcPToUSQmJqJdu3aYNWsWBg8e/J+W9fna4PF4uHLlCs6fP4+amhqMHTsWM2bMkHg6TnJyMlxdXSEvLw9ra2v06NFDouMnJSXB0tISvXv3hpubm8w7YXl5edDW1ka7du1w9OhRmbf3U7l27RpMTEygp6eH9evXS9ucD1JQUIC1a9ciOzsb5ubmMq1eUl1djbt37yIhIQEPHz5EUVERgDdOs5KSEnR1ddGlSxeYmpqiV69e8Pf3F5stpaWlSEtLQ2pqKtLS0pCWlobq6moAwE8//YQhQ4Zg6NCh6NWrl9TlI//O6dOn4e7ujq5du8LZ2Vniq6WlpaXQ0tJCkyZNcOzYMZmqSvs2RISZM2ciKysLt2/flnrVzUbpEHt6emLPnj3Yu3cvRo8eLWHL/p+0tDSYmZmhR48e2L59u8RuPNnZ2di0aRP4fD7Wrl0r0WUYoVCIK1eu4NSpUyAiTJkyBRoaGo0iz+x9CIVC1NTUoLKyElVVVcxfHo8HPp8PgUDA/BUKhVBQUICCggKaNGnC/G3atCmUlJTQvHlz5q+iomKjnyRUVFTg9OnTuH79Olq1agVtbW2oqalJ1Ibc3Fxs3rwZr1+/hpWVlUTz8AAgJiYGjo6OmDx5MtasWSPz3+nVq1exbNkyLFq0CKtWrZK2OSJn27Zt8Pf3l9kCA3+noqICmzZtwu3btzFz5kyYmZnJ/MZHIsLLly/x8OFDPHr0CKmpqSgsLAQR4cmTJ2jZsiUmTpwIVVVVeHl5YcaMGdDU1ETr1q3RunVrKCoqokmTJsw1Ul5eHkSEmpoaVFdXo7q6GlVVVaiqqsKrV6+Qn5+P/Px8FBQUID8/H5WVlQAAeXl5dO3aFT179kSvXr3AYrFkIh3iXQgEAnh7eyMsLAy//vor1q9fL3FnVCAQwMTEBHFxcThy5IjEr5WfQkxMDHR0dODs7IyFCxdK25zG5xCnpaVBU1MTkydPhouLi8Ttqqe0tBQmJiYQCoXYs2ePxKoTpaWlYfPmzWjatCnWr1+PH3/8USLjAsDz588RFBSErKwssFgs6OrqSl3z+VMQCAR49eoVioqKUFJSguLiYhQXF6OkpARlZWX40O9cXl6eubALBAIIBIIPvqZJkyZo3bo12rZtyzzatGkDZWVltG7dWuYdq7fJyMhAUFAQcnNzoaamBm1tbYlqrRYXF2Pz5s14+fIlLCwsMHz4cImNDQD+/v44dOgQli1b1iicsA0bNuDEiRM4dOgQBg8eLG1zRIpAIMDy5ctx8+ZN+Pr6Ytiw90uHygICgQD79u1DSEgI1NTUYG9vLzPl1D+WiooKZGdnIzs7G1lZWczfyMhI/Pzzz+jSpQvq6uqQlJSE3r17N8g5rr/W/ds1U0FBAaqqqmjfvj1UVVXRoUMH9OzZEz///LPUVG8+hYqKCjg6OiIuLg5aWlowMTGRSuR6586d2Lt3LxwcHKClpSXx8T8WIsLUqVPx8uVL3Lp1Sya+40blEAuFQhgaGuLZs2c4ffq0REtkvg2fz4elpSWSk5Oxc+dOie1Af/LkCZycnNCiRQts2LBBYrPkuro6nD17FtHR0WjevDm0tLQwdOhQmXbm+Hw+8vPzkZeXxzzy8/MhEAiYY5o1a8Y4qa1atULz5s0bRHeVlJSYKEe9I/x36h1jPp+PmpqaBtHlyspKVFZWMs53SUkJeDwe89rvv/8eHTt2bPBo27atzOTAvQuBQIDo6GicPXsWCgoKmDlzJsaMGSMxm8vLy+Hk5ISMjAwsX75coptphUIhHB0dcfXqVWzZsgUjR4788IukSGVlJWbPng0FBQWEhYVBSUlJ2iaJlNevX0NfXx+lpaUICQmR2R30fycyMhKurq5o3bo1NmzYINMRvI9FIBCgrKwMJSUliIqKgoWFBZydndGjRw9kZ2cjNTUVQ4YMQdOmTdGsWTMoKSk1+NuuXTuZv/a9j4yMDNjb2yM3NxcWFhZS28AWE/N/7J13VFTn9r8fmihiBRUsICqCCoiosRfsoGLHENFoolwbmhu9mmgsscYaSzSxl8QaQBERBUGxoFiCCKLSEVCQDkMbmDm/P/wxX2NucmM8wwzKs9YskiWz955h5pzPu9/97n2FuXPnMnbsWFavXq2SGP4uAQEBTJo0iS1btjB58mRVhwNUMUHs4eHBihUrWLNmDWPGjKn0mCrYtWsXHh4eLFmyhMGDB1eKz6ioKNavX4+BgQHLly+vtMVAcnIyhw8fJi0tjZ49ezJ69Gi1HLNcXl5OamoqiYmJJCQkkJKSQnl5OfB74WlkZIShoSENGjSo9HolQRCQSCRkZ2eTkZHxX4W6np4eLVu2VDwaNWqklguPzMxMTp48yePHj7G0tGTy5MmVlu0qLi5m48aNREVFMWvWLPr3718pfit8z58/n+fPn/Pjjz/SokWLSvP9TwgNDeWzzz57b0snEhMTcXFxoWHDhhw7dqzKZFyjo6P59ttvSUtLY8qUKbi6uqpdHey7UFxcjK6uLpqamqxevZqVK1eSnp6OoaEhMTEx1K5dWyWHdMVGEATOnTvH7t270dfXZ9myZdja2qokltjYWD755BNatmzJ0aNHVdJ69e8ik8kYMGAARUVFhISEqE3JZZURxLm5uQwfPpzWrVtz5MgRlYmEikN0Y8aMYd68eZXis0IMGxoasmLFikq56MvlcgIDA/Hx8UFfX5/JkyerpP3WX5Gbm8uTJ0+Ijo4mOTlZkX01MjKiZcuWmJiYYGxsrPalCTKZjIyMDJ4/f05SUhIJCQnk5+cDULt2bczMzLCwsMDc3FytLnKCIHDjxg28vLzQ1tbGxcUFOzu7SvFdWlrKpk2biIiIwM3NjYEDB1aKX3g1Gn3mzJnUr1+fXbt2qeUC8XW++eYbfHx8FC3s3jfu37/P559/TseOHdm3b1+VOURYWFjI9u3bCQgIwMrKiqVLl2JkZKTqsERHJpPx6NEjbGxsAJg4cSLXrl3j+fPnaGhokJubW2UWMq+Tn5/P5s2buX79Ot26dWPx4sUqG8KSk5PDxx9/TGlpKSdPnlT7z9HPP//MggULOHDgACNHjlR1OAqqjCBevnw5Z8+excPDo9J7+VXw7NkzZs6cScuWLdm+fXulrGpUIYZzcnI4cuQIMTEx2Nra4uLiohanVAVBID09nSdPnvDkyRPS0tIAaNSoEa1ataJly5aYmppW+a1hQRDIyckhMTGRxMRE4uLiKCwsRFNTEzMzMywtLbGwsFDpIJrXSU9P58iRIyQlJdGtWzcmTJhQKdl3qVTK5s2befDgATNmzKi03RqAsLAwFi5cSM+ePfn222/Veqs3NzeXUaNG0bBhQ06dOlVlBOPbcP78eRYvXoyTkxPr1q1T6wXwm1y+fJlt27YB8MUXXzBw4MAqFf/b8vjxY+Lj4xk+fDgAnTp1ol27dhw/flzFkf19Hj58yJo1a8jJyWHGjBmMHz9eZdcAqVTKjBkzePjwIUeOHFEsPNQViURCt27dMDMzw8fHR60+639HEGutXLmyksL5P/bu3bvSzc0NeNVPb+3atUydOlVlq4mKca5SqZQtW7ZUihiJjo5m7dq1lSqGw8LC2LVrF7m5ubi4uODk5KTyYvfc3FxCQ0M5d+4c169fJzExkQYNGtCtWzeGDx9Ov379MDc3p1GjRmqz9fIuaGhoUKtWLYyNjWnXrh09evSgdevW1KxZk5SUFB4+fMitW7dISEgAoGHDhio9sa6vr6+opw0ODubevXu0bNlS6dkSLS0tunfvTkJCAr6+vhgaGlba2FljY2Nq166Np6cnOjo6an0TqlmzJmZmZvz8889oaGjQrVs3VYckOm3btkVTU5Off/6ZsrIyunXrplY32r+iVatW2NvbExERgaenJ7GxsVhZWan9zsM/pVGjRoqkliAIyOVyunTpQvv27SkrK8PKyoo6deqorPTgrygpKWH//v1s3bqV+vXrs2HDBvr166eyz5ogCHz77bcEBgaybt06lQ4o+7ts2bKFwMBA9u/fr3ZlM99+++2LlStX7v2r31Fphlgmk+Hs7Exubi4+Pj4qy/5t3boVHx8fNmzYUCk9fxMTE/n222+pU6cO3377rdLFhUwm4+zZswQFBWFqasq0adNUOmlOKpXy5MkTHjx4QHx8PACmpqZYW1tjYWGhVhOTKhNBEMjIyODx48c8fPiQrKwsdHR0aNeuHba2trRs2VKl2cr4+HgOHz5Mbm4uY8eOrZSbhVQqZdOmTTx8+JAvvviCHj16KNVfBYIgsGbNGq5evcr333+v1qIYYNGiRfj7++Pt7Y2pqamqwxGdCnHw66+/Mn36dL744osqI4rh1TX49OnTHDlyBE1NTaZNm8bYsWPfq9ri/8XLly9xd3dn2rRpDBs2jJSUFL788ktWrFhBhw4dVBrbnTt32LZtGy9evGD48OHMnj1b5buRP/zwAz/++COzZs1i7ty5Ko3l7xAfH0/fvn0ZOXIkP/74o6rD+QNqXzJx+vRpvv32W7Zs2cKwYcMqPQ74v7phFxcXKrLWyuTFixcsX74cbW1tVq1apXRhmpeXx8GDB4mNjaVfv36MHTtWZRnHrKwsQkNDCQ8Pp7S0lPr162Nra0vHjh1VVp+lrgiCQEpKCg8ePCAyMpLS0lLq1avHRx99hJ2dncqanBcVFXH06FEiIiLo0qULn3zyidJ3GUpLS1m3bh3R0dH85z//qbRa5qKiItzc3CgtLWX//v1qPcnu5cuXDB8+nK5du7J7925Vh6MU5HI5a9as4dSpU0ybNo0FCxZUKVEMr67/27dvJzQ0FHNzc7788kssLS1VHZZKuHr1Ki4uLly5cgVLS0vCwsIICQnh008/rbQyvpycHHbt2kVgYCAtWrRgwYIFld6H/b9RoY3Gjh3LqlWr1P5zLggCEydO5P79+4SEhFT61NG/g1oL4suXLzN8+HDFRBxV/MFfvHjBjBkzMDExYceOHUoXipmZmSxfvpzS0lJWrVql9FZC8fHx7N+/n6KiIj755JNKn3gHr74oCQkJ3L59m+joaDQ1NbGysqJTp06YmpqqdX2mulBWVsaTJ0+4f/8+iYmJ6OjoYGtrS7du3TA0NKz0eORyOf7+/pw/fx4jIyNmzJih9AtgUVERq1atIjk5mSVLllRaRikmJoY5c+ZgZ2fHunXr1PrzeujQITZv3szu3bvp16+fqsNRCoIgsG7dOo4fP87UqVNZuHCh2ouFNxEEgWvXrrFz506ys7MZOXIkU6dO/SCTAnK5XPGdWrVqFevXryczM5PatWvz22+/UaNGDTp06CD631gmk3Hx4kX27NlDSUkJkyZNwsXFRS1q8AMCAvjyyy/p3bs3O3bsqBKlgr6+vkybNo01a9ZUSmLxn6DWgnjcuHEcP34cT09PlRykk8lkzJ8/n8TERPbt24exsbFS/UkkEpYtW0Z2djYrVqygVatWSvV38+ZNTp06RYMGDXBzc6v0Pp4ymYzIyEhu3bpFWloaenp6dO3alS5dunywJRFi8OLFC0JDQ4mIiEAmk9G2bVt69+6NiYlJpcfy5MkTDh06RHl5OdOmTVN6z9X8/HxWrlxJVlYWK1eurLSa4jNnzrBjxw61H9ohlUoZN24cAGfPnn1vt+NfF8UuLi4sWbJErRcqf4ZEIuHgwYN4e3ujq6uLs7Mzzs7OKt+qVyWpqamKe5WjoyPR0dHExMSgoaFBUlISzZs3f6fPtSAIhIaGsm/fPuLj47GxseHLL79UmzKj69ev4+7uTocOHdi3b1+V+CwUFRXRt29f9PT0CAoKUtspjWoriG1sbAQNDQ3Gjh3LihUrKt0/wC+//MKBAwdYunQpgwYNUqovqVTKmjVriI2NZcmSJUoVDnK5HE9PT65evUr79u2ZNm1apX6p5HI5jx494urVq2RlZdGoUSN69OiBtbV1lVjpVhUkEgl3797l7t27FBUV0bp1a+zt7St1uiG8mjC3d+9eUlJSGDt2LPb29krN2GVlZfHNN99QXl7O2rVrK2WAjSAILFu2jNDQUHbv3o25ubnSff5T/P39+fe//813332nVi2PxEYQBLZs2cKhQ4dwcHBg3bp1apHd+yc8e/aMgwcPEhwcTP369XF1dWXkyJFV9vWIRUWryh49eiAIAubm5nTu3JlTp04Br/rTv434evz4MXv37uXBgwc0bdqU6dOn079/f7XZYbh9+zazZs2idevWHDhwQK1LtF5n/fr1fP/993h7e1faGY9/gtoK4iZNmggmJiZcuHBBJYe7oqOjmT17Nn379mXZsmVK/ULI5XK2b9/OrVu3+OKLL+jZs6fSfJWWlnLo0CEiIiIYMGAAY8aMqbTMiVwu5/Hjx1y9epWMjAwaN26Mvb09lpaWanPBeR+RSqXcu3ePGzduUFRUhLm5Ofb29pV6wlcqlXLkyBEePHhA3759GT9+vFKzkykpKSxbtox69eqxevXqStlxyMvLY/r06dSqVYs9e/aorIb7fyGXyxk/fjzFxcX4+PiobbZGLA4cOMDWrVvp1asX27ZtqxIZtT/j8ePH7Nu3j7CwMIyMjHBxcWHYsGEfvDCGV59rDw8PDAwMGDhwIBKJhJYtW7JhwwY+//zzv3xuUlIShw4dIjg4mAYNGjB58mRGjBihVgmae/fu8a9//QsTExMOHjxYZcpnKs4mjRkzhh9++EHV4fwlatt2bfny5Su/+uorldS5SaVSFi1ahJaWFuvXr1f6MIQTJ05w+fJlXF1dlZqJzsvL44cffiA2NpaJEyfi4OBQaUI0NjaW06dPc+fOHfT09HB0dMTBwYHGjRtXi2Elo6WlRYsWLejSpQu6uro8evSI0NBQ0tLSMDIyqhSBoKWlRadOnSgvL+fKlSskJSVhY2OjNDFWt25dLC0t8fPzIyoqit69eyu9PKBmzZq0adMGDw8PcnNzlbqwfRc0NDRo1KgRJ0+epHnz5u/lsI7XsbOzw9jYmJ9//pnbt29jb29fZUVxo0aNGDJkCB06dODx48ecP38eX19fysvLMTMzU3mLTFWioaFBhw4dFKWGOTk5ZGZmMnDgQFq0aMHTp09xdnamU6dOivMMERER7Nixg507d5Kens6kSZNYtmwZNjY2alVOFBYWxsyZMzE2NubgwYOVNqn2XREEATc3N7Kzszl69KjatxJU27Zr9erVE168eKGSC9dPP/3EqVOn2LhxI127dlWqr+DgYHbt2sXgwYOZPn260sThy5cv+eGHHygoKODzzz9Xei1nBdnZ2Vy6dImnT5/SoEED+vfvj7W1dZWs53tfKCkpITQ0lJCQEMrKyujevTt9+/attCl4N27c4NSpUzRv3pzZs2crNXt769Ytvv/+e/r06cPcuXMrZfG1d+9eTpw4wXfffae2PX8FQcDZ2Zn8/Hx8fHw+iAxjYGAgixYtUkwYrOqdGwRB4MGDB5w4cYK7d+9Ss2ZNHB0dGTdunNr1d1UHrl27xqxZs/D19eXZs2ds27aNsLAw2rdvz/jx4xkzZoxaTsy7d+8es2bNolGjRhw+fLhSSsDEomIi3caNG5k6daqqw/mfqG3JROfOnYX79+9Xut+oqCjc3d1xdHRkwYIFSvUVHR3NypUrsbS0ZMmSJUrLliUlJSnaLM2aNYuWLVsqxc/rSKVSrl+/TkhICFpaWvTt25fu3bu/99uzVQmJREJgYCBhYWHo6+szaNAgbGxsKmWxEhERoaiBmzt3rlLLojw9PTl16hSffPIJo0ePVpqfCqRSKW5ubhQWFnLo0CG1mPL437h+/TozZ85k+fLlTJw4UdXhVApRUVHMnTuX/Px8Nm3ahL29vapDEoW4uDhOnz5NYGAgMpkMOzs7HBwc6NOnzwedNX6dzMxM/P39uXDhAqmpqWRnZxMfH09KSgr16tXjypUraGpqqlX3lWvXrvHFF1/QrFkzDhw4UKXEcEpKCn379sXW1hYPD48qkQRTW0H85ujmyqC0tJQZM2YglUo5cOCAUtP7mZmZfP3119SsWZP169cr7aYZHR3NTz/9hL6+PnPmzFF66ytBEHj06BH+/v7k5+djY2PDoHRGD0wAACAASURBVEGD1GbMcDV/JDU1VXGTaNasGY6OjpXScSQhIYEff/wRTU1N3N3dleZTEAR27NjBzZs3WbhwYaW0Fnzy5Alz5sxh6NChLFq0SOn+/gmCIDB58mRSU1Px8/OrtB0CVfPy5Uvmzp1LVFQUCxcu5NNPP31vyrYyMjLw8/Pj4sWLvHjxAn19fQYOHIiDgwNt27Z9b17n36WsrIyQkBD8/Py4e/cucrkca2trxowZQ9++fSkuLlbcewcMGEBOTg5hYWEAhIeHY25urrLyGj8/P7766ivatm3Lnj17qkyZBPzfDtTdu3cJDg5Wmw4d/4tqQfwaFVudmzZtokuXv3xP3gmpVMqyZctIS0tj7dq1Sjv1HxUVxd69ezE0NGTu3LlK3w6q2H6NiYnB2NgYBwcHlbT6qubtkcvlPHz4kICAAIqKiujRowf29vZKP1SSlpbGzp07kUqluLu7K+3zIpVKWblyJcnJyaxZs6ZSLtD79u3j+PHjlTbd8p9w9+5dpk6dyuLFi5kyZYqqw6k0iouL+frrrwkICMDJyYlly5ZV2bri/4ZcLic8PJwLFy5w7do1pFIpzZs3p3fv3vTp0wdLS8sqkbH7J5SVlfHgwQNu3LhBcHAweXl5GBoaMnToUIYNG/an99uCggJSUlJo164dcrmcpk2bMmDAAI4fP67498pqB3rixAnWrl2LnZ0du3btqnJtSI8cOcJ//vMfNmzYwLRp01Qdzt+m0gSxhobGMGA7oAXsFwThu7/6/coWxPHx8bi5uTF48GAWL16sND+CILBr1y6uX7/O4sWLlTZR69GjR+zduxcjIyPc3d2Vum0rCALh4eH4+fkhk8kYNGgQH330UZW54AqCQGFhIUVFRX94lJWVUV5ejkwmQyaTUV5ejlwuR0tLC21tbbS0tBT/rauri56e3u8etWvXrlKZt5KSEgICArh//z6GhoaMGjWKFi1aKNVnZmYm27dvp7i4GHd3d6WJ1ZycHL766itq1Kih1F2ZCqRSKdOnT0cqlXLo0CG17ToxZcoUXrx4gZ+f3wdV0iSXy/npp5/YvXs3ZmZmfP/997Rp00bVYYmORCLhypUrXLt2jbCwMGQyGYaGhvTu3ZtevXphbW1d5csqCgsLCQ0N5ebNm4SGhlJYWEjNmjXp3r07w4YNo0uXLm91SE4ul3PlyhXq1q1L165dycrKomnTpvzwww/MmDHjj084dgyWLoVnz8DEBNauhUmT3vp1yOVytm3bxoEDB+jfvz+bN29W2+vGn5GQkIC9vT1du3bl1KlTVUYHQCUJYg0NDS0gGhgMpAB3ARdBEKL+7DmVKYjlcjnu7u6kpqZy5MgRpfb2u3TpEgcOHMDZ2Znx48crxUdkZKRikIi7u7tSSz/y8/M5f/480dHRtGjRgtGjR2NgYKA0f++CIAjk5OT87pGdnU1ubi4ymewPv6+rq0uNGjV+J361tbXR0NBALpf/QSiXlJRQXl7+Bzs1a9akQYMGv3sYGBio9YnbuLg4vL29KSgooGfPnvTv31+p2eKsrCy2b99OUVERc+bMUdpAjejoaFasWIGNjQ2LFy9W+sU6IiKCefPmMW7cOObOnatUX/+UoKAg3N3d2bJlC8OGDVN1OJXO7du3WbRoEYWFhSxbtqxS6sxVRUFBAbdu3eLGjRvcuXOH0tJSdHR0aNeuHR07dqRTp060b99e7QWyRCLh0aNHPHz4kPDwcJ4+fUp5eTn169enZ8+e9OrVi86dO4v2OjIyMtixYwfOzs5YW1tz9+5dpk+fztGjR+kYGQlublBU9H9P0NODvXvfShRLpVKWL1+Oj48Pzs7OLF26tMotUGUyGaNHj+bx48dcu3atyh3urCxB3ANYKQjC0P///18DCIKw/s+eU5mC2Nvbm23btrFkyRIGDx6sND8VN+OOHTuyaNEipdyMIyIi2L9/P02bNsXd3V2p24ARERGKlj8DBw6kW7duarUalEqlpKenk5aWRlpaGunp6UilUsW/16lTRyFQ69WrR+3atX+X3f0nbXekUunvMswSiYTc3FyFAC8pKfmd/yZNmmBkZISRkRGGhoZq9f6VlJTg7+/Pb7/9hqGhIWPHjlXqBS47O5vt27cjkUiYM2eO0iY1+vv7s3//fsaPH18pU+W2b9+Ot7c3O3furLRx0m+DTCZjxIgR1KtXjxMnTnxwdabwSvD85z//4e7du4wZM4YlS5a8VyUU/43i4mIePHhAeHg44eHhREdHI5fL0dHRoXXr1pibm9OmTRvatGlDq1atVLbTVVRUREJCAnFxccTHxxMVFUVcXJxip87CwgIbGxt69uxJ+/btK6Vd2o0bN1i6dCleXl4YdO6MT1ISl4G1gGLfydQUEhP/lr2srCzmz59PWFgY8+bNw83NrUp+D3fv3s3KlSv54Ycf1Hpi559RWYJ4PDBMEITp////JwPdBEGY+8bvuQFuACYmJp2TkpLeye/fITs7mylTpmBhYcHmzZuV9iGUSCQsWrQIDQ0NNmzYoJTt2qioKPbs2aN0MVxWVsbFixe5f/8+zZs3Z/To0RgaGirF19sgCAKZmZkkJSWRmJhIRkYGFZ/dhg0bKoSngYEB9evXV0nT9eLiYnJycsjIyFAI9cLCQgC0tbVp1qwZLVu2xNTUVG26E8TGxnLu3DkKCwsZOnQoXbt2Vdr3JDc3l+3bt5Ofn8+8efOUUj4hCAK7d+/m2rVrLF26FBsbG9F9vE5RURHTpk2jdu3a7N27Vy2zPseOHWPdunWcPHkSa2trVYejEmQyGbt27WLv3r20aNGC9evXY2trq+qwKg2JREJERIRCHMfExCCRSADQ1NSkWbNmNG3aFGNjY4yNjTEyMsLY2BhDQ0Pq1Knzjz/Xcrmc3NxcXr58+bvH8+fPSUhI4Pnz54rf1dPTUwhgGxsb2rVrp/qSAk1NNgoCe4AYQJHS0NAAufx/Pj0yMpL58+eTk5PD2rVrcXBwUGKwyiMiIgIHBwcGDhzI4cOHq6SgryxBPAEY+oYg/kgQBPc/e05lZYjXrVvH1atXOXDggNJqJStGiN6/f5/Vq1crpU4tLi6OnTt30qRJE+bPn680MZyVlcWvv/5KWloavXv3xt7eXqUNzGUyGcnJySQmJpKUlKQQl02aNKFFixYYGRnRpEkTtd4CLCgoIC0tjRcvXvDs2TPy8/MBMDAwoGXLlrRs2VLlA0yKioo4c+YMMTExdOjQAScnJ6W9p7m5uWzdupWSkhL+/e9/Y2xsLLqP0tJSvv76awoKCti0aZPSD5xev36d5cuXM2fOHKWVSr0L+fn52Nvb4+TkxIoVK1Qdjkq5c+cOS5cuJS0tjc8//5zZs2d/EH2a30QQBNLT04mNjSUmJkYhTl9fxL9OzZo1qVu3Lvr6+ujr66OtrY2mpiYaGhqKnzKZ7Hc7aBVnN+RvCEddXV2MjIwwMzOjdevWtGrVilatWtGkSRP1E1otW0JSEjJeHZBS8DcyxGfOnGHVqlUYGBiwY8cO2rdvr7w4lYhEImHQoEEUFxcTFBSktmWT/4sPumTiwYMH/Pvf/8bV1fV/jnZ8FyrqhidPnszIkSNFt5+amsr3339PnTp1+PLLL5V2IjUqKoqzZ8+iqanJ2LFjadu2rVL8/C8EQSAtLY3o6GhiY2MVdXAmJiaYmppiYmJSZbc7K+qck5KSSEpK4sWLFwiCQL169bCwsKBt27Yqa2Enl8sJCQkhMDCQhg0bMmHCBIyMjJTiKyMjg61bt6KhocGXX36plB2I5ORkvv76aywsLFi6dKlSy1UEQeCrr74iMjKSo0ePquUN4+uvvyYoKIgrV65U2e+PWEgkEjZs2ICXlxdt27Zl/fr1VX6Qh1gIgvC7RXx2djYSiYT8/Pzf/ZTL5QiC8LufmpqafyhN09PTw8DAgMaNGysedevWVT/h+2ccO/bWNcRlZWVs3LiR48eP061bN7Zs2VJlRjG/iSAIzJkzBy8vL86cOUOPHj1UHdI/prIEsTavDtUNBFJ5dajuE0EQHv3Zc5QtiMvLy5k+fTqlpaUcOnRIafVRSUlJLFmyBCsrK6Uc4snMzGTz5s1oaWnx5ZdfKuVGK5PJCAgI4Pbt2zRr1owJEyaoZKJPQUEBT58+5enTp+Tl5aGtrY2ZmRkWFhY0a9ZMrUZtikVJSQkJCQk8ffpUsXVobGyMpaUlbdq0UUnZR2JiIh4eHpSUlDB8+HA6deqkFD+pqals27YNPT09FixYoJSFQFBQED/99BMff/wxY8eOFd3+66SkpPDZZ5/Rr18/li5dqlRf/4R79+7x6aefsnbt2vf6YNnbcPXqVVasWEFubi5ubm7MmDHjg8wWV/M/eIsuE6mpqSxatIgHDx4wdepU/v3vf6tlGdXf5cSJE8yfP59FixaxcOFCVYfzTlRm2zVHYBuvdhUOCoKw9q9+X9mC2MvLi507d7J69Wp69+6tFB9SqVSxLbt582bRb+gSiYQtW7YgkUhYsGCBUrJ1xcXF/Prrr8THx9OtWzcGDx5c6V/etLQ0wsPDiY+PRxAEmjVrhoWFBa1atfqgbk4FBQVER0fz9OlTcnNzqVGjBu3bt8fa2rrS+1RKJBI8PT1JSEigR48eDB48WCkZ1oSEBLZv346xsTFffPGF6GUagiCwfft2bt++zZo1a5Tedmv//v0cO3aMXbt2qd32qCAIODg40Lx5c/bv36/qcNSG3Nxc1q1bh6+vL2ZmZixfvlxt+0pXo96cP3+e1atXA7By5coqWy9cQUREBMOHD6dr166cPn26yielPsjBHPn5+bi6umJubq7Ug3RHjhzB19eXJUuWiH44QyqVsnPnTp49e4a7u7tSbuTZ2dkcP36c7OxsRo4cqbRM4H9DLpcTHx9PeHg46enp6Orq0r59e6ysrKpck3KxqSgZiYiIIC4uDoDWrVvTsWNHpU8ifB2ZTMalS5e4c+cOFhYWjB07Vil1xQ8fPmTv3r106NABNzc30S+6hYWFLFy4kBo1arBhwwalnqYvLi7G1dUVY2Njdu7cqXbbwjt27GDfvn0EBQUpdZx2VeTGjRusXr2alJQURo0axYIFC9Sy9KUa9UMikbBmzRp8fHywtbVlw4YNShvIVVnk5+czaNAgSkpKCAwMfC+uF39HEKtPHyiROHLkCIWFhcyePVtpN6TIyEh8fX0ZOnSo6GJYLpdz9OhR4uPj+fTTT5Uihp89e8b+/fuRSCRMmTKl0sSwTCYjMjKSY8eO4e/vT3FxMX369GHKlCn06NHjgxfDABoaGhgbGzNkyBBcXV2xsbHh2bNneHp64uXlRXJyMpWxiNXS0sLR0REHBweio6M5dOgQeXl5ovuxsbFh4sSJREZGcvr0adFfW+3atZk7dy5paWkcPXpUVNtvUqtWLT777DMePXpEUFCQUn39E0aOHIlcLsfHx0fVoagdvXv35uzZs8yYMQNfX19GjBjBqVOn/msP82qqqSA8PJxx48bh6+vLnDlzOHLkSJUXw4IgMG/ePJKTk9m3b997IYb/Lu9Vhjg5OZmpU6fi6OjIggULRLcPr07kL1y4EB0dHTZu3Ch61uzcuXNcunSJMWPGMGjQIFFtw6vDc56entSrV49PPvmkUlqqyeVyYmJiuHPnDgUFBRgZGdGpUydMTU3VqjevuiKVSnn8+DHh4eFIJBKaNm1K9+7dlXbo7U2io6Px8PBAV1cXV1dXpWSqvb298ff3Z9y4cQwYMEB0+7/88gvnzp3j66+/VuoCUCaTMWvWLPLy8jh69KjadUCZNGkS+fn5nDt3Tu0y2OpCXFwca9as4c6dO1haWrJ48eLqMopqfkdRURG7d+/m6NGjGBkZsWHDhkrdZVUmO3bsYM2aNXz77bfMmjVL1eGIxgeXId6/fz+6urpKna997NgxsrKymDNnjug3u3v37nHp0iV69erFwIEDRbUNEBoayunTp2natCnTp09XuhgWBIGEhAROnz5NYGAgurq6jBgxgjFjxmBmZlYthv8mNWrUoGPHjkyaNInevXuTk5ODl5cXfn5+ZGdnK91/27Zt+eyzzwA4ePAgCQkJovsYOXIktra2eHl58fjxY9HtT5w4kebNm7N3716KXj8xLjJaWlrMmjWLly9f4uXlpTQ//xQnJyfi4+N58uSJqkNRW1q3bs3BgwfZvHkzeXl5TJs2jfnz55P4NwcxVPN+c/PmTcaMGcOhQ4cYPXo0np6e740YvnTpEmvXrmXMmDHMnDlT1eFUOu+NIomKiuLatWtMnDiRhg0bKsVHZGQkAQEBDB8+XPS2ZM+ePeOXX36hdevWODs7i5q9EQSB4OBg/Pz8sLCwYMqUKUpvvZSRkcGZM2fw8/NDJpMxZMgQJkyYgImJSXVm6h+ipaWFjY0Nrq6ufPTRR6SmpnLy5EmCgoIoLi5Wqm8jIyOmT59O3bp1+eWXX3j69Kmo9jU1NZk8eTLGxsYcOHCAly9fimpfR0eH2bNnk52dzc8//yyq7Tfp1KkT3bt359ixY0opM3kXhgwZgra2Nr6+vqoORa3R0NDAwcGB8+fPM3/+fG7evImTkxOrVq0iIyND1eFVowKys7P56quvcHNzQ1tbm8OHD7Nq1ar3ptTvyZMnzJw5ExsbG77//vsP8j79XghiQRDYs2cPDRo0YMKECUrxUVJSwk8//YSRkRETJ04U1XZBQQF79+5FX1+fGTNmiNrpQRAELl++zJUrV+jYsSPOzs5KbedVWlrKtWvX8PDwIC8vj379+vHxxx/Tpk2bD/ILpgx0dHTo0qULrq6udOzYkejoaI4fP05kZKRS64vr1avHtGnTaNKkCadOnSIyMlJU+zVr1mTmzJloaWnx008/iS7y27Rpw8iRIwkMDOThw4ei2n4TNzc3iouL+eWXX5Tq521p0KABvXr1ws/P7w8DE6r5IzVr1sTNzY2LFy/i7OyMp6cnDg4O7NixQzFkp5r3G7lczpkzZxg5ciR+fn7MnDkTLy8vunbtqurQRCM7O5vJkydTu3Ztjh49+sH2Kn8vBPGdO3d4+PChUjOfv/76Ky9fvmTWrFmilkrI5XIOHjyIRCLBzc1N1NWmIAj4+/tz8+ZNunTpwqhRo5TWOkUQBGJjYzlx4gSPHj3CysqKTz75hA4dOlT5di3qSs2aNenVqxfOzs4YGhpy7do1vLy8yMzMVJpPPT09pkyZQvPmzfH09CQiIkJU+wYGBkyfPp2MjAx++eUX0QW+s7MzxsbG7Nu3D6lUKqrt1zEzM2Po0KF4e3urXUbRwcFB0cmkmr+HoaEh33zzDefOnaNfv37s2bOHoUOH8tNPP1UL4/eYO3fuMHHiRL755htatmyJp6cn7u7uanc24F0oKSnh008/JS0tjcOHDytlemhVocoLYrlczoEDB2jatCnDhw9Xio/ExER8fX0ZMGAA7dq1E9W2r68v0dHRTJw4ERMTE9HsVojhW7du8dFHHzF8+HCl1ezm5+fj6+uLv78/tWvXZty4cfTp0+e9umioMw0bNsTJyYmBAweSn5/Pr7/+SkhICGVlZUrxV7NmTVxdXTExMcHLy0t0YWVubs7o0aN58OABgYGBotquUaMGM2bMID09HQ8PD1Ftv8mUKVOQy+UcO3ZMqX7elr59+6KlpaWWnTDUHVNTU7Zs2YKHhwd2dnbs3LmTwYMHs23bNrKyslQdXjUikZSUxLx585g2bRrZ2dls2LCBn3/+Wem9zCsbQRD44osvCA0NZefOnXTp8pdnzt57qrwgvnbtGjExMUydOlUppQByuZx9+/ahr6+Pq6urqLYjIyO5ePEiPXv2FHUk4pti2MHBQSnlCoIg8OTJE06dOsWLFy/o1asX48aNo3HjxqL7quav0dDQwMLCAhcXFywtLXnw4IFiV0MZ1KhRg0mTJilEsdglCAMGDMDW1hZvb29iY2NFtW1lZUW/fv3w8fEhOTlZVNuvY2RkhKOjIxcuXFDa3+GfUK9ePbp06VItiN+Bdu3asWvXLjw8POjVqxf79+9nyJAhrF+/nhcvXqg6vGr+ITk5OXz33Xc4OTlx69Yt5s+fr2jD9z4eAt+4cSNeXl4sXbq0eoIlVVwQy2QyDh06hKmpqVJaNcGr8a8xMTFMmTIFfX190ezm5ORw9OhRxbhkMQkMDFS6GC4pKcHf31/R5H/ixIl07NjxvbxoVCVq1qyJvb09Tk5OlJWV4eXlxf3795VSW/y6KD5z5gyPHv3ptPa3RkNDA1dXVwwNDRUlRWIyefJkatWqxb59+5Radz1p0iQEQVC7LPGAAQOIj48nKSlJ1aFUadq1a8fWrVvx8fFh2LBhnDx5kmHDhvH111+L+n2oRrlkZWWxZcsWBg8ezLFjxxgzZgwXLlzAzc1NqcN8VMmJEyfYsmULn3zyCfPmzVN1OGpBle5DHBQUxOrVq1m5ciX9+vUTIbLfI5FImD9/Pi1atGDFihWiCUu5XM6OHTtISkri66+/FjWjeuvWLS5dukTnzp0ZMWKEUsTwixcvCAgIoKioiI8++ghbW1u1FsKCIFBcXExxcTFFRUUUFRVRXFxMWVkZMpmM8vJyZDIZMpkMuVyOlpbW7x7a2trUqFEDPT099PT0qFWrFnp6etSoUUOtDwqWlJQQHBxMXFwczZo1Y9CgQdSuXVt0P1KplJ9//pnnz58zadIkWrVqJZrt5ORkNm/eTPv27XFzcxP1/Q4MDGTPnj3MnTuXvn37imb3TbZu3crFixc5ceKE2kw/S05OZtiwYSxZsoRJkyapOpz3hufPn3P48GG8vLwoLi7Gzs4OV1dXBg4cKOph6WrEISMjg8OHD3Pq1ClKS0sZNmwYM2fOpHXr1qoOTan4+vry+eef07dvX3755Rdq1Kih6pCUzns9ulkul/P5558jCAIHDx5UiiDbv38/ly9fZuPGjaLW9/r7++Pt7Y2rq6uopRLh4eGcOXOG9u3bM378eNHfE7lczv3797l37x516tRh8ODBlTpO+O8glUrJzc0lJydH8VMikfwhC6itrY2Ojg7a2tq/E7+ampoKcVzxKC8vp7S09A82tLS0qFevHvXr16dBgwbUr1+fevXqqdUhwoqyluvXr6Otrc2AAQNo2bKl6H6KiooU0+ymTp1K06ZNRbMdFBSEp6cnH3/8MX369BHNrlwuZ+nSpWRnZ7Nt2zZq1aolmu3Xef78OZMnT2b8+PFq1eh+2LBhtGrVit27d6s6lPeOgoICvLy8OHbsGKmpqRgbG/Pxxx8zZswYtVkUfcgkJSVx7NgxPDw8KCsrY8SIEbi5uWFmZqbq0JTO9evXcXFxwdraGg8PD6UkSdSR91oQBwcHs3LlSr755hulDLFISEjgq6++YtiwYaIO+khKSmLz5s3Y2try2WefiZbxiomJ4cSJE5iYmODq6ip6NqKkpITLly/z7NkzzM3N6devn1qsKktLS3n58iXp6em8fPmSwsJCxb/VqlVLIVIrsrsVGV4dHZ23eu8FQaC0tFSRYS4qKqKwsJC8vDxycnIoLy8HXm31169fn8aNG9OkSRMMDQ3VQiDn5OQQEBBAZmYmXbp0oWvXrqJnt/Pz8zlw4ABlZWV8/vnnot345XI5u3fvJjY2lsWLF4t6CjomJoalS5fi5OQk+hmB11m7di03btzg5MmT1KtXT2l+3obVq1fj7e1NSEiIWnyX30dkMhlXr17l559/5u7du2hra2Nvb8+4cePo2bOnWlwbPhTkcjkhISEcP36ca9euoaWlpRDCpqamqg6vUggLC2Ps2LGYmJhw9uxZGjRooOqQKo33VhALgsC//vUvSkpKOHTokOgXFUEQWLlyJampqWzfvl20FZRUKmX9+vWUlZWxZMkS0VrEPX/+nEOHDmFgYMDUqVNFr3nKzc3lwoUL5Ofn06dPHzp06CCq/bdBEARycnJ4/vw5aWlp5OTkAK968zZu3JiGDRsqMraV1eVCEAQKCwsVGenMzEyysrIQBAEtLS0aNWqEkZERzZo1U2l/x/Lycq5du8aTJ08wMzNj0KBBoh9EzczM5ODBg+jq6jJ9+nTRvjv5+fmsW7eOevXqsWjRIlG/87t37+b69et8//33ShuHnZiYyLRp05gyZYpSJ2m+DUFBQbi7u3PkyJEP/nR5ZRAbG8uZM2fw9vYmJyeHJk2a4OTkhJOTk6hlRtX8noKCAs6dO8eJEydISEjAwMCAiRMn4uzsTKNGjVQdXqXx6NEjxo4dS506dTh//rzSrnXqynsriO/fv8/ChQtZuHChUlqt3b17l02bNjF9+nSGDBkiml1PT0/FTcjS0lIUm3l5eezbtw8tLS2mT58u+tSclJQULl26pJjcpKoehRKJhKSkJJ49e4ZEIkFDQ4OGDRtiZGREkyZNaNiwoVrV85aXlysy12lpaYpDYY0aNcLExITmzZurJCsnCAIPHz4kJCQEAwMDHB0dRT0sCq/qU48cOYKxsTFTpkwRTXSHh4ezd+9eHB0dRf3e5+TkMG/ePDp16sSXX34pmt03+eabb4iIiODkyZNKK894G/Ly8ujVqxezZ89m9uzZqg7ng0EqlXL16lXOnj3L9evXkcvltG3bFgcHB4YNGyZqed6HSnl5Obdu3cLb25ugoCBKS0uxtrZm0qRJDB069IPbEYmOjmb06NHUqFEDb2/vDyYj/jrvrSD+z3/+Q3x8PCdOnBD9g11eXs6CBQvQ1NRk06ZNopUexMbGsm3bNnr37s3HH38sis3S0lIOHjxIbm4un332mej1vI8ePeL69evUq1cPR0fHSt/qLSsrIykpiaSkJLKzs4FXgtLU1JRmzZpVqYuaRCLh2bNnJCUlIZFI0NTUxNjYGFNTU5o2bVrpYj4pKQl/f390dHRwcHBQymfn119/xcrKinHjxon2+g4fPsz9+/dZtGgRLVq0EMUmwOnTp/Hw8GDNmjWij2WvIDIyEnd3d9zd3Rk7dqxSMXFkAwAAIABJREFUfLwt48aNo169ehw8eFDVoXyQZGRkcOnSJfz8/Hjw4AEAHTp0YOjQoQwYMOCDqGkVC0EQePr0KT4+Ppw/f57MzEzFvWvUqFFYW1urOkSVEB8fz6hRoxAEAW9v7/f+wOCf8V4K4ujoaP71r3/h5uaGi4uLyJHBxYsXOXjwIIsWLRJtG1EqlbJu3TrkcjlLliwRpaRBLpdz+vRpnj59yqRJk0RtGC4IAiEhIYSHh2NiYsLgwYMrdchGYWEh0dHRJCYmUl5eTr169TA1NaVFixZVfqRkRcnHs2fPePbsGaWlpejp6WFubo6ZmZlSx2q/SXZ2NhcuXKCwsJBBgwaJfqG8fv06gYGBDBgwQLQuDoWFhaxZswZ9fX0WL14s2oK1pKQEd3d3jIyMWLVqldIWKO7u7mRkZHDs2DG1qB9dv349v/76K7dv365SC8z3kefPn+Pv74+fn59iLLqpqSl9+/alf//+2NnZVf+N3kAmkxEWFkZgYCBBQUGkpKSgra1N//79cXJyok+fPh/0e5aUlMTo0aMpKSnhzJkzou1MV0XeS0G8evVqbt++zalTp0Tf6q24KTZt2pSVK1eKdlM8c+YMly9fZv78+aJlnyrExtChQ0XtVCGXy7l69SpPnjzB2tqaXr16VVpLtezsbJ4+fUpKSgoaGhqYmJhgbm7+3hb+y+Vynj9/TkxMDJmZmejo6NC6dWvatGlTaVvqxcXFisER9vb2ol4wBUHA09OTyMhIXF1dRVu0PXz4kD179jBy5EiGDRsmik2AgIAA9u3bJ+pi+E1u3LjBsmXLlNYq8m0JCAjgiy++4NixY9ja2qo6nGr+P8+fPyc4OJirV69y584dpFIptWvXpnv37nz00Ud07doVc3NztW53qSxyc3O5d+8ewcHBXLlyhZycHHR0dOjevTsDBgxgyJAh1K9fX9Vhqpz4+HjGjh1LUVERnp6eH2yGvIK/I4irVGPE9PR0rl69yvjx40UXwwB+fn7k5eWxcOFC0cRwcnIyQUFB9OzZUzQxHBcXR1BQEFZWVnTv3l0Um/BqtX358mXi4uKU1ongv5GVlUVERAQZGRloa2tjYWGBubm5WtRZKhNNTU2aN29O8+bNycrKIjo6midPnvD06VPMzMxo37690t+DWrVq4eTkhJ+fH0FBQZSXl2NlZSWKbQ0NDZycnHj58iWenp64ubmJsrixsbGhU6dO+Pn5YWdnJ1ofb3t7e3x8fDh58iR2dnZKERs9evTAyMiIM2fOqIUgrhDBDx48qBbEakTTpk1xcXHBxcWFoqIibt++TXBwMLdv31aMM2/QoIHiOm1ra4u5ufl7mQ0tLCzk/v37hIaGcufOHR4/fowgCOjr69OvXz8GDhxI7969P5j2YX+Hp0+fMn78eMrLy/Hy8hLtmv6+U6UEsaenJ4BS6u8kEgnnzp3Dzs4OCwsLUWzK5XJOnDhB7dq1RRuLmJubi4eHB40aNcLJyUk0wVpeXs6lS5dISkqiR48edOrUSRS7f0VBQQGRkZGkpKSgq6tLx44dK71sQF0wMDCgR48eSCQSoqOjFVPE2rZti4WFhVLfEx0dHRwdHQkICODatWtIpVLs7OxEsV2jRg0mTpzI3r17OX36NJ999pkor2XChAk8efKEEydOMG/ePFG+B9ra2jg7O7Njxw5CQkLo3bv3O9t8Ey0tLUaNGsWePXuIi4tTeT1fo0aNaN68uaJ+tRr1Q09PjwEDBiimsaampnLnzh3u3r3LnTt3CAgIAF59jy0sLLCyssLKyor27dtjZmZWpURyaWkpT58+5dGjR4pHXFwcMpkMHR0dbG1tmTNnDt26dcPKyqpKvbbK4uHDh0ycOBEtLa0PvkzibakyJRNFRUVMmDCB7t27s2zZMtFjOnHiBGfOnGHjxo2iDS4IDg7m9OnTTJs2TZQt2PLycg4ePEhWVhZubm6i9XktKyvDz8+PlJQU+vXrp/S2aqWlpURFRREXF4empiYWFha0bdv2gxTCf4ZEIiEyMpLk5GRq1KhBhw4daNWqlVK3SGUymWJUudg7BE+fPuXEiRPY2dnh5OQkis0bN25w4sQJpkyZQrdu3USxKZfLWbx4MaWlpXz//fdKqfPNz8/H2dmZwYMHs2DBAtHtvy2LFy/m1q1bBAcHq1Wnlmr+N4IgkJqaSmRkpOIRFRWl6MeupaWFiYmJohSrdevWioO89evXV9nfu6SkhMTERBISEoiPjychIYG4uDji4+MVPd0bNmxIhw4d6NChgyIL/r6OURaLkJAQpkyZQt26dfHw8Khu5/ca71XJxKVLlygqKmL8+PGi2y4oKMDPz48ePXqIJoYLCgrw8fHBwsKCzp07i2IzKCiI58+f4+zsLJoYLi8vV4jhAQMGKHU1KQgCcXFxREZGUlZWRqtWrejQoUP1Re6/oK+vT/fu3Wnbti0PHz4kLCyMuLg4OnfujKGhoVJ8amlpMXDgQLS0tKhYsH700Uei2LawsKB3797cuHEDMzMzUerZevbsye3btzlz5gw2NjailJdoamri7OzMpk2buHHjhlLKGurWrYu9vT2BgYHMnj1b5aVBdnZ2nD9/nuTk5OqWX1UMDQ0NRdlVRT29XC4nISGBx48fK0RmbGwsQUFByOVyxXNr1aqFsbExTZs2xdjY+Hc93Ct+6uvro6urq3jUqFFDkbiQy+WUl5cjl8uRyWSUlpZSUFCARCL53c+MjAzF4KT09HTS09MVfdpffw1mZmb07dsXa2tr2rdvj7GxcfUC7S3w8fFh9uzZmJiYcOrUKZo3b67qkKocVUIQV7QLsbS0pF27dqLb9/X1pbS0lHHjxolm08fHh9LSUiZMmCDKlzomJoaQkBC6du1K+/btRYjwVUbw4sWLlSKGCwoKuHfvHpmZmTRu3JhOnTpRt25dpfl7X2jYsCH9+vXj+fPnPHjwgCtXrtC6dWusra2VklHX1NTE3t4egHv37qGjoyNa+Yy9vT2JiYn4+PjQrFkzGjZs+E72NDU1mTBhAps2bcLPz0+0UqouXbpgamqKl5cXffr0UUpWfvjw4Vy8eJGgoCCl9FJ/Gyr+vmFhYdWC+D1AU1OT1q1b/6Ecp7S0lMTERFJSUkhNTeX58+e8ePGC1NRUHj16RF5e3u8E81/Z/zu/9zp169ZV9Iy3tLTEyMiIVq1a0apVK0xNTSu1i9H7yIEDB1iyZAmdO3fml19+eedr64dKlRDEYWFhJCUlsXjxYtFtSyQS/Pz86Natm2g3g6SkJEJCQrC3txdlkIVEIuHMmTM0btxYtEEhgiAQFBTEs2fP6Nevn9LEsFwuJzo6mkePHqGlpUXXrl0xNTWtXvm/BRoaGjRr1owmTZoQGRlJTEwMz58/p0uXLkqZNqShoUH//v0Vze11dXVFWYRpaWkxfvx4fvrpJzw9Pfnss8/euSTB1NSUHj16cOXKFXr27CnK+6GhocH48ePZsmULN2/epE+fPu9s8006dOiAqakp58+fV7kgbtOmDXXq1CEsLIxRo0apNJZqlIeuri4WFhZ/ekZGLpeTn59Pbm6uYupmYWEhpaWllJaWIpVKKSkpobS0FE1NTbS0tH73qFGjBvr6+tSpU0fxs06dOhgYGKh8F+R9RS6X891337Ft2zaGDh3Knj17qnxrUlVSJQTxuXPnqFu3ruJQgZj4+flRXFwsWilGRaspfX19HB0dRbFXkW2eOnWqaFnBkJAQYmJi6N69u9JqhvPz87l79y7Z2dk0a9YMOzu76vKId0BbWxtbW1tatGjB3bt3uX79OmZmZnTs2FH0bLGmpiYDBw5EKpUSHBxMrVq1RBkSUL9+fUaMGIGHh4doJQlOTk6EhYXh5eUl2sS1rl270qJFC86ePUvv3r1FX8BpaGgwYsQIdu3aRXx8vEpr/TQ1NenYsWP1wboPHE1NTerXr1/dsqyKUFxczLx58/D29sbV1ZWNGzeK1pf9Q0Xtmxjm5ORw8+ZNhgwZIvqJ0pKSEi5evEjnzp1Fyw6Hh4cTFxfH8OHDRVkVP3z4kKdPnzJw4EDR2kuFh4cTHh6OtbW10rpJJCYmcvnyZSQSCd27d6dnz57VYlgkDAwMGDx4MBYWFiQkJBAQEEBubq7ofrS0tBg6dCiGhoYEBASQnp4uit2KU/DBwcGkpaW9s706deowdOhQHj16xJMnT0SI8JU4GDVqFMnJyYSFhYli800GDRqEtrY2Fy9eVIr9t8Ha2pq4uDiKiopUHUo11VTzP0hPT2fMmDGcO3eOZcuWsWXLlmoxLAJqL4j9/f0pLy9nxIgRotsOCgqioKBAtG3C8vJyzp49i5GRET179nxne/n5+fj5+dGiRQvR+g3HxcVx8+ZNzMzM6NWrl+iZL5lMxr1797h79y4NGzZkyJAhoo7YreYVWlpa2NjY0L9/f2QyGYGBgSQkJIjuR0dHh+HDh6Onp8eFCxfIy8sTxa6joyO1atXizJkzilPl70L//v0xMDDAy8vrresb/4yePXtiYGDAuXPnRLH3JvXr16dnz574+/tTVlamFB9/FysrK+RyOY8fP1ZpHNVUU81fExkZybBhw3jy5AmHDh3C3d29ugRRJNRaEAuCgK+vL1ZWVpiamopqWyaTcf78eSwtLUWrn71x4wYZGRmMGTPmnWsjK0olysvLGT16tCgHe9LS0rh8+TJNmjRh8ODBoh8WKiwsJCgoiISEBCwtLenbt2917ZiSadSoEYMHD8bQ0JB79+5x7949ZDKZqD709PQYPnw4crmc8+fPU1JSIorNkSNHkp6ezrVr197Zno6ODk5OTooerWKgra3N8OHDiYqKIjY2VhSbb+Lo6EheXh4hISFKsf93qWjcHxERodI4qqmmmj/Hz8+PESNGIJfL8fHxEaUss5r/Q60FcVRUFMnJyTg4OIhuOzQ0lMzMTNF6opaWlnLx4kXMzc1Fqcl99OgRMTExDBw4UJQWaxWHB2vXro2jo6Po2ysZGRmKEolevXphbW39QY4VVQU1a9akb9++WFpakpCQQHBwMMXFxaL6aNCgAY6OjhQUFODv7y9KFtbS0hIbGxtu3LjBy5cv39menZ0dJiYmXLhwQZSsM8DAgQOpVasWvr6+oth7ky5dumBgYKAYrqAqDA0NMTIyqs4QV1ONGiKTyfjuu+/49NNPadu2LZcuXfrgRzErA7VWLJcuXUJXV1cpvUAvXLhAkyZNRJvIFRwcTEFBgSjT44qLi/Hz86Np06aiDByQyWRcunSJsrIyxVa1mMTHxxMcHIyuri6DBg2iadOmotoXm7KyMvLz88nKyuLly5e8ePGClJQUkpKSSEhI4NmzZ6SmppKWlkZGRgbZ2dlIJBLRM69ioqGhgbW1NT169CA3N5fLly+Tk5Mjqg9jY2P69etHSkoKoaGhotgcOnQourq6+Pj4vLPI1tTUZMSIEWRlZYmWca1VqxYDBgzg9u3bZGdni2LzdSp6P4eGhopWjvJPsbCwqBbE1VSjZmRlZeHi4sLWrVtxcXHh3LlzSukuVI0ad5koLS0lKCiIvn37ij6jPDY2lujoaKZOnSpKFrOoqIiAgACsrKxEOS0eEBBAUVERrq6uosR38+ZN0tPTGTJkiKj9CQVBICoqiqioKIyMjOjevbtaTZsrKysjLy8PiURCUVERxcXFFBcXv1P2UFdXl1q1alGrVi309PSoW7cuderUUZtsePPmzdHX1+fmzZtcvXqVnj170qRJE9Hst2vXjpcvXxIWFkbjxo3fefRw7dq1GTJkCN7e3vz222/vPNGxffv2tG7dmosXL9K9e3dRDuI6ODhw4cIFLl26hIuLyzvbe5PBgwdz+vRpgoODRdux+ie0a9eO69evU1JSUn0Atppq1IDffvuNzz//nMzMTLZu3Yqrq6uqQ3qvUVtBfOPGDQoLC5VSLnHhwgVq1aqlGEDwrly5coWioiJRDv4lJyfz22+/0aNHD1F6GEdHRxMZGYmtrS1t2rR5Z3sVCIKgmJ7WsmVLOnfurHJRWFZWpuihmZubqxhfCq+ErJ6eHo0bN1YIWh0dnT/00tTU1EQmk/3hUVpaqhDUxcXFZGZmKg5CaWpqUrduXUXLorp166r0vahfvz4D/h975x0c13We/eduB7C72F0AC2Cx6CBAEkRhAyUWkZQok7Yjy5YdWx45jlziuGRiOdbkG8uxx4qjxG0ct7HlltgeN9mRRi6qLCLFAjYARG9ErwvsArvYXu/3B3LWEEOK5D1nG3h+M5gMHd3nnr1b7nPf85Z778Xp06dx+vRp3HXXXUynFu3duxd2ux0nTpxAXl4edZum5uZmdHZ24tixY9i0aRPVA7AgCHjggQfwrW99C2fOnGHSqtFsNmPnzp04duwY3v3udzPvdlNdXY2KigocO3YspYZ448aNiMViGB4e5tuxHE4KEUURP/nJT/ClL30JxcXF+POf/4ympqZUL2vdk7aG+OjRozCbzcw/BE6nE62trTh8+DCT1AG/34/XXnsNTU1N1N0UYrEYXnrpJeh0Ohw4cIB6bS6XC6dOnUJxcTGzLhXA6jovX76MiYkJ1NXVoaGhIWVVrpFIBIuLi1hYWIinCBCDWlFRAYPBAJ1Od1tFjgqF4pZyrEOhEFwuF1wuF5xOJ8bHxwGsboMXFBTAbDbDYDCkxBxnZWXhwIEDOHPmDFpbW9HS0sKsMFUul+Mtb3kLfve73+Ho0aN46KGHqIpIBUHA2972NvzgBz/AiRMn8MADD1Ctb8OGDaitrcWxY8ewb98+JrsWR44cwcWLF3H+/Hncc8891HprEQQBBw8exM9+9jPY7faEjea+GbW1tQBWd9C4IeZwUsPS0hI+85nP4KWXXsLhw4fxne98B0ajMdXLuiNIj33ea1haWsKlS5dw6NAh5mbixIkTiEajzCa+vf766/D7/fE58jRcuXIFs7OzuP/++6lHWUajUbz66quQyWRMr2MsFsOFCxcwMTGB+vr6lJjhaDSKhYUF9PT04OzZsxgcHITf70dZWRmam5uxd+9eNDc3xw0xbcePG6FSqVBQUICamhrs2LEDe/bswZYtW1BQUIDFxUV0dXWhtbUVw8PDcLlcEEUxIet4s/Xdc889MJvNuHjxIkZGRphp63Q63HvvvVhcXGSSr2s2m9HS0oK2tjbMzc1R6x05cgQulwvnz5+n1gJWJ8tZLBa8+uqrTPSu5cCBAxBFkUnHDalYrVZoNBoMDQ2lbA0czp3MyZMnsX//fhw7dgxPPvkkfvGLX3AznETS0hC/9tpriMViOHToEFPdaDSKo0ePorGxkUnhF8lz3rx5M/Vgj0AggOPHj6O0tJRJdKa1tRWLi4u49957odPpqPWA1et37tw5TE9Po7GxEZs3b06qGQ6HwxgbG8P58+fR19cHl8sFi8WCbdu2YdeuXaiqqkpZRBZYbf2Vn5+PjRs3Yvfu3aivr4fBYMDs7Cw6Ojpw+fJlzM/PM+uTeysoFArs3bsXxcXFaG9vZ2p2Kisr0djYiO7ubiY9kA8cOIDs7Gy89NJL1A8PtbW1qKysxKuvvsqkGFIQBNx///0YGhqK7wSwpKysDBUVFTh16hRz7VtFLpejuro6YS3mOBzO9fH7/fjCF76A9773vcjNzcXLL7+MT3ziE7y/cJJJS0N84sQJVFdXMxkVu5aOjg44HA5m0eHW1lZ4PB4m0eGzZ8/C6/XiyJEj1F+CyclJdHV1oaGhgdk1FEURFy9exNzcHLZt24a6ujomurdCIBDA1atX0draiomJCej1ejQ2NmL37t3YsGED9Hp92v1wkLSJ+vp67NmzB7W1tRBFEQMDA7h48SJmZmaS1rVCLpdj9+7dsFqt6OzsxOjoKDPtu+++GwUFBfE8ehpIR4fJyUnqiXOCIODw4cNYWlpCW1sblRZh//79UCqVOH78OBO96+l3d3cz7w5yO3BDzOEklytXruD+++/HD3/4Q3zkIx/B0aNHecpSikg7Q7ywsIC+vj5mBW9rOXHiBHJzc5m0WovFYjhx4gSqqqqoK+1XVlbQ2tqKLVu2oKSkhEorGAzitddeg9FoxN13302lRSAFdCQyTPt6b5VAIICBgQFcuHAB09PTKCgowM6dO9HQ0ACTyZR2JvhGKBQKWCwW7Ny5E1u2bIFKpcLw8DDOnz+PycnJpBhjmUyGXbt2obCwEG1tbZiZmWGiS9qGhcNhnDp1ijqyu3XrVuTn5+PYsWPU16W+vh5FRUU4fvw4k3QVrVaLXbt24cyZMwiFQtR617Jnzx6IosgszUMKVVVVWFhYgMfjSdkaOJw7gUAggK985St461vfCrfbjWeeeQb/8R//wYdZpZC0M8Rky5BFUdlalpeX0d7ejgMHDjAZSnHlyhU4HA7cd9991FonT55ELBZjotXa2gqfz4d7772X2fCN/v5+jIyMoK6uLimR4Wg0ivHxcVy8eBE2mw3FxcXYtWsXdQeCVCMIAvLz87F161Y0NzdDq9VidHQUly5dwuLiYsJzjGUyGXbv3g2TyYTz589jcXGRia7JZEJLSwvGxsaoo4tyuRyHDh2Cw+FAR0cHlZZMJsN9992H6elpDA4OUmkRDh48CK/Xi0uXLjHRW0tNTQ3MZjPOnj3LXPtWIW0jWe4icDicN3L+/Hnce++9+OY3v4l3v/vdOHXqVEKCgJzbIy0N8YYNG6gjpdfTjcVizD50x48fR35+PhobG6l07HY7Ojo6sHPnTurk+enpafT19aGpqYlZ79nR0VH09vaivLw84ds4oijCbrfj4sWLGB8fR15eHnbt2oXa2tp19dQsCAIMBgOamprQ1NQEuVyO3t5edHZ2vqFVXCIgOcU5OTk4c+YMs2EQTU1NMJvNOH36NPWUvLq6OpSWluLkyZPUkdidO3dCp9MxS3Oor6+Pp4iwRhAE7N69G5cvX0YwGGSufytwQ8zhJA6n04nHH38c73jHOxAKhfDMM8/ge9/7HnXrSg4b0soQOxwO9Pb2Yt++fUx1RVHEqVOnUFdXx6SYbnx8HOPj4zh48CB1AdfJkyehUCioWzlFIhGcOnUKubm5aGlpodIi2Gw2tLe3o6ioCDt27EhoioLf70dPTw96enqgUCjQ3NyM+vr6dT8gwGg0Yvv27diwYQPcbjcuX76M0dHRhKZRqNVq3HPPPVAoFDhz5gwCgQC1pkwmw8GDBxEKhdDa2kqlJQgC7rvvPng8Hly+fJlKS6lUYt++fejr62MyHlomk2Hfvn0Jy/W96667EAwG0dnZyVz7VrBarZDL5ZiYmEjJ+Tmc9Ygoinj++eexZ88e/PKXv8THP/5xHhVOQ9LKEJOtwr179zLVHRsbw8zMDLP+oSdPnoRGo6Eeq0xah7W0tFCnArS3t8PlcsWNDi0kr1mn0+Guu+5KWOcGURQxPz+PS5cuYXl5GdXV1di+ffsd9cQsk8lQUlKCXbt2wWw2Y3JyEm1tbQnN48zOzsaePXsQDAZx9uxZJgY8Ly8PTU1NGBgYoM5RrqioQGVlJc6ePUsdJd67dy/kcjmzlmZ79+6FKIrUxv96NDc3Q6VS4eLFi8y1bwWlUomSkhJuiDkcRvT09OBd73oXPvaxj8VbN/7rv/5rRqf/rVfSyhCfO3cOFosFFRUVTHVff/11KBQKJkVmKysraG9vx65du6i38U+dOgWVSoXdu3dT6ZD86A0bNlAPBwFWB06cPXsWMpkMe/fuTdg45kgkgv7+fgwMDECn06GlpQWlpaUpn3iXKlQqFTZt2oTGxkZEIhG0tbVheno6YbnFJPeXdGJgcZ4dO3ZAp9Ph1KlT1Cb7wIEDTPJ1c3NzsXXrVrS2tjKJhlutVlRWVuL06dPUWteiVqvR1NSUMkMMAOXl5dwQcziU2O12PP744zh06BAGBgbwta99DS+99BJ1miUncaSN8/D7/Whvb8eePXuYbs3HYjGcO3cOW7duhVarpdY7d+4cotEo9u/fT6Vjt9vR29tLHR0WRRFnzpyBQqHAnj17qNZE9C5dugSv14vdu3cn7CnW4/Ggra0NCwsLqKioQHNz87pPj7hVTCYTduzYAaPRiKtXr6K3txeRSCQh57Jaraivr8fExASTXsJKpRL33HMPnE4nurq6qLTKy8tRVVWFc+fOxcdkS+XAgQMIBALUKRiEPXv2YGRkBPPz80z01rJr1y5MTU0x6wRyu5SXl2NycjLpg2Q4nPVAKBTC008/jbvuugu/+tWv8NGPfhTnz5/Ho48+yqzQnZMY0sYQt7e3IxwOMx0xDAADAwNwOp1MzCIx17W1tdRFa2fPnoVCoaB+vRMTE5iamsLOnTuRnZ1NpQWsjm2dnZ1FY2NjwkbIzs/Po729HdFoND5RLlNaqCULlUqFhoYGVFdXw263JzSFYtOmTSgsLERHRweTIrvy8nJUVFTg8uXL1L2J9+3bB6/XS51TW1FRAYvFwqyDA9ltSkSLtJ07dwIAM/N+u5SWlsLn86W0HzKHk2lEo1H8/ve/x549e/DFL34R27dvx8mTJ/Fv//Zvd1QKYCaTNob4woULyMrKYt7J4Ny5c1CpVEx6Dw8ODsLhcFCb65WVFXR1dcVbb0klGo3i7NmzMBgM2LJlC9WagNXUi66uLhQXF2PDhg3UetciiiKGh4cxMDAAvV5/x+UK3y6CIKC0tBTNzc2IRqNob29n1irt2vO0tLRApVKhtbWVSTR69+7diEaj1IaRGNlz585RTfgTBAF79uzB5OQkpqamqNYEAAUFBaiurk6IIS4tLUVhYWFCWrvdCqTDz/T0dErOz+FkEqIo4oUXXsDBgwfxqU99CjqdDr/5zW/wzDPPJHWAFYeetDDEoijiwoUL2LFjB9N81VgshgsXLmDbtm1MtuPPnj2LnJwcNDU1UemcP38esViMOne4t7cXLpcLe/bsgVwup9KKRCI4f/481Go1du7cyTxiG4vF0Nvbi5mZGVitVjQ2NkKtVjNWxKsEAAAgAElEQVQ9x3rFYDBgx44d0Gq18WvIGo1Gg5aWFrjdbur+v8DqmhsaGjAwMAC73S5ZRxAE7N27F0tLS+jv76da086dO6FQKHDu3DkqHcLu3bsxOjrKPG1CEATs3LkTHR0dCUuVeTNIHQKLBwcOZ70iiiJOnDiBw4cP40Mf+hAikQh+8pOf4NixY0xmCnCST1oY4qmpKSwsLMS3ClkxMDAAl8vFJA3D6/Wiq6sLLS0tVKY9GAyira0NmzdvhslkkqwTDofR1tYGq9WKsrIyyTqEzs5OeDwe7Nq1i7lRjUaj6O7uht1uR3V1NWpqau7YwjmpqFQqNDU1IS8vD8PDwwkpeiosLMSmTZswPj7OxHRv374darUaFy5coNLZuHEjTCYTdVeHnJwcNDc3o62tjYnRJL8riSiA27FjB3w+H/UIaymQ1pSpymHmcNKZWCyGF198EUeOHMHDDz8Mu92Ob3/723j99dfxjne8g9/bMpi0eOfIDYW1Ib5w4QKUSiWTdAmS80rb47erqwvBYJC6ZVtXVxf8fj927dpFHc2dm5vD6Ogo6urqUFBQQKV1LeFwGJ2dnVheXo4PXOBIQy6Xo76+HmazGWNjYxgZGWFe+LR582YYDAa0tbVRd2TQaDRobm7GxMQEVRRVJpOhpaUF09PT1CatpaUFXq8Xvb29VDrAatpEZWVlQlIbmpubAaxOxEw22dnZMBqNmJ2dTfq5OZx0JRwO43e/+x3279+PRx99FEtLS/j617+O1tZWvP/97+cFc+uAtDDEly5dQmlpKYqKiphpiqKIixcvoqmpiUm6xMWLF1FcXExl6EgKh8ViodIJBoO4cuUKKioqqIv7QqEQLl++DL1ej/r6eiqt62l3dnbC7XZj8+bNKC4uZqp/JyKTybBp0yYUFxdjamoKw8PDTE0xMZ9kB4JWu7GxEVlZWdRRVFb9eTdu3AidTscsqrtz504MDQ3B6XQy0SPk5uaiqqoqJYYYWI0Sc0PM4QButxs/+clPcNddd+Ef/uEfIJPJ8PTTT6O1tRV/+7d/y1P/1hEpN8ShUAhXrlxhHh0eGRmBw+FgMrXNbrdjdHQULS0tVNHYsbEx2O126qhuZ2cngsEgk9e2Vos2D3kt4XAYV65cgc/nw5YtW2A2m5lp3+kIgoDa2lqUlpZidnYWQ0NDTE1xbm4utmzZgtnZWerCKrJDQxvdJdHmnp4eqvHWcrkcO3bsQE9PD3UHDGDVEIuiiLa2NmqtayGvl7blnBQsFgvm5uaSfl4OJ10YGRnBE088gaamJjzxxBMoKirCL3/5S5w8eRIPPfQQjwivQ1JuiHt7exEKhbBjxw6muu3t7RAEAdu3b6fWIjc72jW2tbUhKysLmzdvlqwRCoXQ1dWFyspK6rZodrsd4+PjqK2thdFopNJaC8kZ9vv9aGhoQF5eHjNtziqCIKCqqgplZWWYm5tjnlO8YcMGGAwGdHZ2Uufb1tfXIysri9o07tixA9FolDpqun37dkQiEeo+yQBQVlaGvLw8JoWI19LY2IhgMIjh4WHm2jejqKgIc3NzvBcx544iFovhxIkTeP/734+7774bP//5z3HkyBG8/PLLeOGFF/CWt7yFtwhdx6TcEHd0dEAmkzGf3tLW1oba2lrodDpqrfb2dlRWVlIVwXk8HgwMDKC5uZmqKK+npwehUIja6MdiMXR0dFAb9GsRRREDAwNYWVnBpk2bmBptzhsRBAGVlZUoLCzE+Pg404ieTCbDtm3b4Pf70dfXR6WlUCjQ3NyM6elp2Gw2yTpmsxmlpaVob2+nMmoVFRUwGo1ob2+XrEEQBAFbt25FV1cX844QpAVlT08PU91boaioCH6/H263O+nn5nCSzfj4OL761a9i586dePjhh9Hd3Y1//ud/Rnt7O77//e8zqUPipD8pN8Tt7e3YuHEj04loS0tLGBsbYxIdttlsmJ6epv5CXLlyBbFYjEonEomgs7MTpaWl1CkIo6OjcDqdaG5uZrr1MzIygsXFRVRXV6d1mkQkEkEgEIDX68XKygqWl5dht9uxsLAAh8MBp9MJt9sNn8+HYDBI1QM3kQiCgLq6OhiNRgwODmJpaYmZdl5eHioqKjA0NISVlRUqrfr6eqjVamoTun37djgcDqqIuCAI2LZtGwYGBpikTWzduhWBQIB5RwiTyQSLxZISQ0xqE2geYDicdMbj8eC3v/0tHnzwQbS0tOCb3/wmqqur8fTTT6O9vR2PP/44dY0OJ7NIaRKM3+/HwMAA3ve+9zHVJVuqLJ7qyFbo1q1bJWuIooiOjg6UlZVRdXEYGBiA3++nfl2hUAg9PT0wm83xJvwsIDmnJSUlsFqtzHRpicViCAQC8Pv98T8peZkajQZZWVnxP5VKlRbbZzKZDPX19ejo6EBvby+2bdvG7AGzsbERMzMz6OzsxL59+yTrkMl7ly9fxvLysuSdg82bN+Oll15CR0cHKioqJK9n27ZtOH78OLq6uqjbMjY0NEAul+PKlStMBuSspb6+HpcvX4Yoikn9rBEjMD8/n5AhPRxOKggEAjhx4gT+8Ic/4JVXXoHP50NVVRWeeOIJ/PVf/zXT+yEn80ipIe7r60M0GmWeLtHV1QWj0cikxVdnZ2d8i1UqMzMz1BPuRFFEV1cXCgoK4n1CpdLf349wOIzm5mZmN1mXy4Xh4WEYjUZUV1en3CjGYjGsrKzA5XK9oQhLoVAgKysLRqMRKpUKcrn8DX+CICAWiyEajb7hLxgMwu/3w+VyxUfaymQy6PV65ObmIjs7O6WvWaFQoKGhAW1tbejp6cH27duZRP7VajU2bdqErq4u2Gw2qojJli1b0N7eju7ubtxzzz2SNFQqFerr69Hd3Y23v/3tUKlUknTKy8thMBiYGGKNRoPa2tqERHI3bdqEo0ePYmFhIanRKnKuhYWFpJ2Tw0kEoVAIp0+fxvPPP48XX3wRbrcbeXl5eM973oP3vOc9TFqXctYHKTXE3d3dEASBabuvWCyG7u5ubN26lfpDvry8jMnJSTz44INUOp2dnZDL5VS5upOTk3A6nTh06BDV6/J6vbh69SoqKiqQm5srWWctgUAAPT09UKvV2Lx5c8oak4uiCK/XC5fLhZWVFYiiCKVSiby8vHhU91byt4k5vtE5QqEQ/H5/PN3C6XRCqVRCr9fDYDCkrA2PRqNBfX09Ojs70dfXh4aGBiY/9DU1Nbh69Sq6urqoPn/Z2dmora3FwMAAWlpaJLdDbGxsRHt7OwYGBiQ/TAuCgMbGRrS2tiIUCkk21oQtW7bgf/7nf+DxeKjGsV/Lpk2bAKzuDiXTEJOdLJ4ywclEbDYbjh8/jqNHj+LUqVPweDzQ6/X4q7/6Kzz44IPYt28f06m4nPVByg1xdXU10xvI+Pg43G439XhlYNXIAqDSikaj6OnpwcaNG6n6IXd1dSEnJwfV1dWSNYC/PISw2toVRRF9fX2IxWLUBYM0ayA5wJFIBDKZDLm5uQmJ3AqCALVaDbVaDYPBgFgsBrfbDZfLBYfDAYfDgaysLJjNZqZ58beKwWBATU1NfJodTVoBQS6Xo6GhARcuXKDWbGxsxMDAAPr7+yWnIZWVlSE3NxednZ1Uu0tNTU14/fXX0d/fT/170dDQgN///vfo7e2lHrqzlqqqKiiVSvT392P//v3MdG+GSqVCXl4e87HUHE4iiEQi6OjowKlTp/Dqq6/G0yaLi4vxrne9C4cPH8b+/ft5z2DOm5IyQxyNRtHf34+3vOUtTHXJBCoWho/k2dJEZsbGxuLtx6TicrkwNTWFnTt3UvUKJjobN25EVlaWZJ21TE1NYWVlhXlh5K0giiLcbjcWFhYQCoWQnZ2NoqIiaLXapEWp15rvSCQSN8YTExPQarUwm81MBsPcDhaLBS6XCxMTE8jLy2PSaaW0tBSDg4Po6+tDWVmZ5Oubn5+P4uJi9PX1SU7ZkclkaGhowNmzZ+H1eiV/7jZs2ACNRoPe3l5qQ1xTUwOVSoW+vj6mhlilUqGqqgpDQ0PMNG+VwsJCLC4uJv28HM7NEEURQ0NDeP311/H666/j7Nmz8Hg88YLZz33uc7j//vtRX1/P0yE4t0zKDPHExAT8fj/Tll/AqiEuLi6mbvdF+n9KzXVcux61Wo2amhrJGv39/RAEIb59SrMWhUKBuro6Kh2Cx+PB2NgY8vPzk16N6/P5YLPZ4Pf7oVarUVpaCq1Wm/I83ry8PBiNRiwtLcUHuhgMBhQUFCQtei4IAjZs2ACn04mBgQFs376d+gGBpDadPXsW4+PjqKqqkqy1efNmHD9+HLOzs5KLWOrr63HmzJn465OCXC5HXV0dent7qYvWFApFPB2ENTU1NTh16lTSC+sKCgp4ygQnLfB4PLhy5Qra2tpw+fJltLW1wW63AwAqKyvx0EMPYf/+/dizZw9Ve1TOnU3KDDHpbcrSEMdiMQwMDGD37t3UWkNDQ4hEIlT5zSQKXldXJ7nAibymsrIyqtQSl8uFmZkZbN68mTpfcu26iBFI1o06Go1ibm4OKysrUCgUKC4uhsFgSKsogEwmQ35+PgwGA+x2O5aXl+FyuVBQUIC8vLykrFWpVKKurg7d3d0YGxujTrUBEH/QHBgYQEVFhWSTXV1djTNnzqCvr0+yIS4qKoLRaERvby9Ve0WScz03N0ddrLpx40Y8++yz8Pl8yM7OptJaS21tLV544QXYbDam4+1vRkFBQUpavnHubFwuF3p6etDb24ve3l50d3fH0/KA1QfEQ4cOYdeuXdi3bx/KyspSvGLOeiFlhnhgYAB6vZ5pm5OJiQn4fD4mJruvrw8qlYrKSIyNjSEQCFAX07F4TYODg1AoFMxaKE1OTsLj8aC+vp6Jwb4VfD4fpqenEYlE4uYyVQV8t4JCoUBRURFMJhNsNhsWFhbg9XpRUlKSlLGfeXl5KCoqwtTUFAoKCqDX66n0yC7FuXPnMD09LflGRB6ient7sW/fPkkpJWsj1jQGlHyv+vr6qA3xpk2b4lu5zc3NVFprIbtLw8PDSTfES0tLiEQifEwthzk+nw9Xr17F0NAQhoeHMTQ0hJ6enjf0GM/Pz8eWLVvw2GOPYefOndi2bRsf9sRJGCn7lRsaGmIeWRwcHASwGqlhobVhwwaqbe7BwUEolUoqUz04OIisrCyqp2C/34/Jycl4niMtPp8PExMTKCgooOqrfKuIooilpSXYbDYolUpUVlYyy4FOBiqVClarFU6nE/Pz8xgdHYXVamUaRbwRNTU1WFpawtDQELZv3079fbNYLNDpdBgaGkJpaalkPRK9Hh0dlfywt3HjRpw5cwbDw8OSc4CNRiMKCwsxODiIQ4cOSdIg1NTUQBAE5oa4srISwOoDNk0v6NslLy8vXrCajO85Z30RjUZht9sxNTWFycnJ+N/ExAQmJiYwNTUVnzgpl8tRWVmJhoYGfOADH0BDQwPq6+v5YAxOUkmJIRZFEWNjY3jve9/LVHdoaAhGoxF5eXlUOk6nEzabjbpv8ODgIKqrqyWb6mAwiPHxcWzevJmqmO7q1asQRZEqj5kgiiKGh4chk8mY6N2MaDSK2dlZuN1uaLValJSUUF2LVCEIAoxGIzQaDaanpzE+Po7CwkKYTKaEplAoFArU1NSgr68PMzMz1ANTSH5ye3s7HA4H8vPzJekUFBTAYDBgaGhIsiG2WCzQarUYGhqiKoqrq6vD+fPnEY1GqT5bWVlZKC0txdWrVyVr3EjXYrFgbGyMqe7NIL+jDoeDG2IOgsEg3G433G43lpeXsby8jKWlpfj/tdvtsNlssNlsmJ+fx+LiIqLR6Bs08vPzUV5ejh07duD9738/amtrsWHDBlRVVSVtp5HDuREpMcTBYBCRSIT5BKTBwUHU1dVRGwwSaaYpPpufn8fKygoOHjwoWWN0dBTRaBS1tbWSNSKRCEZHR1FSUsKkvd3i4iKWl5dRU1OT8BY2wWAQU1NTCIVCMJvNScu/TSRZWVmoqqrC7OwsbDYbfD4fSkpKEpr6UVBQAKPRiLGxMRQUFFC/b+Xl5eju7sbQ0JBkQywIAmpra3Hx4kW43W5JnTBkMll8IAbNtn5tbS1ef/11TExMUBULAqudK86fP49YLMb0Pa2oqEipIeYkD9LK0efzwe/3x6dsBgIBBINBhMNhhMNhRKNRhMNhRCIRRCKR+BCh6w0WIv9NLBZDKBSKa0Qikfi/yTnW/vl8Prjdbng8njed7ikIAkwmEwoLC1FUVIRNmzahqKgIZrMZpaWlKCsrQ2lpaUpaUXI4twqVIRYE4esAHgAQAjAC4EOiKDpvdlwwGAQApobY6XRicXERR44codYaGhpCTk4OVU7h8PAwALrXODw8DL1eD7PZLFmDGEoW1zoajWJkZCQeqU0koVAIExMTEEUR5eXl6+qHVC6Xw2q1wuFwYGFhAdPT07BarQkzxSSqe+nSJYyNjVGnFCkUClRVVWFwcBB+v19y+sqGDRtw8eJFXL16VXJP4traWrS3t2NqaiqeWiBlHcDq956FIT5+/DhsNhuKi4uptNZSWVmJ8+fPIxwOJ61bCTHES0tLSTnfeiccDmN2dhZTU1PxNILp6WksLi7C6XRieXkZTqcTTqcznkrAGrlcDpVKBaVS+X/+yGh6tVoNk8kEjUaD7Oxs6HS6+J9Wq4VWq4XRaITRaITJZILRaERubm5G7txxOGuhjRAfBfA5URQjgiB8FcDnAPy/mx0UDAah0WiY3jBGR0cBgEk1/cjICKqrq6kMysjICIqLiyVHZQOBAGZnZ9HU1EQVFR0dHYVOp5McyVvLzMwMgsEgNm3alNBIbSgUwvj4eNwMJ7uPbzIQBAH5+fmQy+WYm5vD9PQ0VU7uzcjOzobVasXU1BSTSA0xxGNjY5JTHnJzc1FQUIDR0VHJhph0uxgZGZFsiLVaLYqKiuK/ITQQQz06Osr0962srAyxWAxzc3NJq6o3GAwAEB9Vzrl1wuEw+vv70d7ejitXrqCjowNDQ0NvSCEQBAHFxcUwm80wGo2oqKiA0WiEwWCIDxUiJjUrKwsajQZqtRpKpRIKhSL+f8mfXC6HTCaDXC6P/5v8KRSKtC5A5nDSASpDLIriq2v+eR7Ae27luGAwiMrKSqZf0JGREQiCQB3hcblcWFxcxN69eyVrBAIBTE1NUbV/Gx8fRywWo3o9TqcTS0tL1KYaWE29mJycjP9gJ4prI8Pr0QyvxWg0QhRFzM/PxyPFiTLFZWVlmJ2dxdjYGPXgGq1Wi8LCQoyNjVE9IFVVVeHChQuSRx5rNBpYrVaMjIxQFcVVV1ejvb2dOtXBarVCqVRiZGSEqgbhWkpLSwGsdndJliHW6/WQyWTcEN8iY2NjePHFF/Hyyy/jypUr8Z1Qk8mE5uZmHD58GBUVFSgtLUVpaSksFgvPm+Vw0giWOcQfBvDMrfyHwWCQ2rhey9WrV2G1WqkN1MjICAC6SDMxszQao6Oj8UlnUhkbG4NMJkN5eblkDQJpdyY1CncrRCIRTExMIBqN3hFmmEAayc/Pz2NmZgYlJSUJMcVKpRJWqxUTExOS83bXUlVVhdbWVszPz0uOhhJDPDo6KnkMc3V1NV577TWqqXXV1dU4e/Ys5ubmqNKBFAoFKioq4r8jrFhriJOFTCaDwWDghvhNsNvteO655/C73/0OXV1dAFanpH74wx/G1q1bsXXrVpSVlWV87QOHcydw01CIIAjHBEHouc7fg2v+m88DiAD41ZvofEwQhMuCIFyORqOoqKhg8gIIY2NjTMza+Pg4FApF/AaUCo1IJILp6WlUVlZK/iGNxWKYnJyExWKhLqKKRqOYmZmByWSi7mX7ZueYnJxEJBJBeXl5RrVVY4HJZILZbMbKygoWFhYSdp7S0lLI5XImxopEuGi0yI7D2t6jtwv53rPQGB8fl6xBqKioiO9ysEKr1cJkMmFqaoqZ5q1gMBiwsrKS1HNmAnNzc3jsscfQ2NiIf/mXf4EgCHjyySdx6dIlnDhxAk8++STe+c53ory8nJthDidDuGmEWBTFN92HFAThbwH8FYD7xDe5A4ii+CMAPwIAnU4nstz2I4UILAzxxMQESktLqRrRT0xMwGq1StaYnZ2NG0Op2Gw2hEIhJtHhubk5hMPhhG3ViqKImZkZBAIBlJaW3nFmmJCXl4dwOAyHwwGlUpmQEaQKhQIWiwVTU1PUE9VkMlk84kxT7FVeXo6enh7JGhaLBQqFAhMTE5LzmQsKCpCVlYWJiQnqVIfy8nIcPXoUdrudabsyq9WKmZkZZnq3gl6vh8vlSuo50xm3243vfve7+OEPf4hoNIpHH30UH/jAB5hOXOVwOKmBKolXEIQjWC2ie4coir7bOZaFUSOQqA6tISZRSpq1BQIBzM/PU2lMTEzEjQuNhkqlop5sFYvFMDU1Bb1en7DcYbvdDo/Hg6KiIupt/ExGEAQUFRVBq9Vifn4efr8/Iechecosoo3l5eXxXtG0GlLNHtmNoYkQC4KA8vJyJpFzsvtFs57rYbVaMT09zVTzZuTm5vIIMVZ37X76059i165d+Na3voW3vvWtOHv2LP793/+dm2EOZ51AW9X2PQA6AEcFQbgiCMLTt3RSmYxp5IQYYlqTzSKqSqbv0GhMTk5SjfeNRCKYnZ1l0srLbrcjGAwmLDrs8/mwuLgIvV7PR3Ji1ZiVlJRAqVRienoasViM+TnUajWKioowPz//pr1Fb4W8vDxkZ2dTGcni4mIolUoqjfLycszPzyMQCEjWKCsrw8zMDPU1IalSiTDEy8vL8Hg8THXfDL1ef8cb4pmZGbz97W/H5z73OdTV1eHVV1/F008/zTSow+FwUg+VWxJFsUYUxVJRFJv/9+/jt3KcSqVi2mFiamoKeXl51K2kSMSMJn94eno6bmqk4Ha74XK5qCaK2Ww2RKNR6qlkwOrNQKPRUE//ux6xWAyzs7NQKBQoLi7muXb/i1wuh8ViQTgcTlg+cUlJCURRxNzcHJWOIAiwWq1YWFiQbCTlcjmKi4upop/kO0uTUlBaWhpvbUZDVlYW8vPzmac3kMLF+fl5prpvhlarhdvtTtr50o2+vj687W1vw9WrV/GjH/0Izz33HNOx3BwOJ31ISWNCms4J14O0q2Kho1QqqeanT09Pw2w2Sy5kIzdRmkr3mZkZKJVK6ii81+uFy+WCxWJJiFldXFxEKBSCxWLhTd2vIScnByaTCUtLS/B6vcz1tVotcnNzMTs7S138VVJSglgsRmXUrFYrnE6n5NdK0otoTCj5zrEwsiUlJQkzxLSG/XbQarXwer0JGxSRzpw+fRoPPPAAAOCPf/wj3vnOd/KHdg5nHZMSQ8yyaCoWi8WHGtAyPT0Ni8UiOXpN1kJjzmkjsiTqV1xcTB2Fn52djee1ssbn88HhcMBoNDIZKb0eMZvNUKlUmJ2dTUjqhMViQSAQoJ5ElpeXF1+nVGjNKInK0kSZCwoKoFKpmORWE0PM8n1LlSGORCJUqSiZyB//+Ec8/PDDKCkpwYsvvoj6+vpUL4nD4SSYjB9dY7fbEQ6HqUcJk04HNDpLS0sIBoNUxXDEzEqNRCwtLSEUClFPyYrFYrDZbHGTwBIyiEKhUDDfLVhPyGQyFBcXIxwOw263M9cvKCiAQqGg3oInE7fm5+clRxKJqaYxeyUlJVSmXCaTUWusXUsoFGLaw1en0yErKyuhbfmuhTysJjNvOdUcPXoUH//4x7Ft2zb86U9/SviYeg6Hkx5kvCEmN1BaA+h2u+H1eql0iLGQquHz+bCyskIVkbXZbABAlfYBAA6HA5FIhFrneiwvLyMQCKCwsJCnStyEnJwc5ObmwuFwIBQKMdWWyWQwm83x95qGwsJChEIhOJ1OqrXQmPOioiJ4PB6qnFdi7Gkh32GW+b6CIMBsNifVEJO2fD7fbTURylhaW1vxkY98BPX19fj1r3+N3NzcVC+Jw+EkiXVjiGmisqx05ubm4jd2KZCbJ60hNhgM1MM4bDYblEol884PkUgEi4uLyM7OTtiQj/WG2WyGIAgJKaYqKipCLBbD4uIilQ75zJMHMqlrITscUmBRdFZUVAS3200dEU2EIQZWo/q079XtcCcZ4vn5eXz4wx9GaWkpfvvb397RLSA5nDuRjDfEs7Oz0Gg01E/yLCLN8/PzMJvNktul2Ww2qpZ0kUgEDoeDOqpLdMxmM9NuIMBq5DkajaKoqIgXqNwiSqUS+fn58Hg8zAvsdDodNBoNddQxKysLer2e2hCLoih5LcSE0qRdsNAAVlNAFAoF83xfbogTgyiK+PSnPw2/34///u//TkhXHQ6Hk95kvCFeWFhAYWEhtblaWFiARqOhilouLCxQ5cQuLi7Gb6RSWFpagiiK1N0llpeXIYoi8vPzqXSuJRqNYnl5GXq9HhqNhqn2esdkMkEul8PhcDDVFQQB+fn5cDqd1GkTBQUFcDgckgvJyOdWquEjD8Y0hpE8TNKaTplMhry8POa53/n5+VheXkY0GmWqeyPI93S9F9U9++yzeO211/CFL3wBtbW1qV4Oh8NJARlviBcXF5kM+VhYWEBBQYFkY+33++F2uyUbYlEUsbi4SGVCyc2XNrrhcDggl8uZ5885nU7EYjEefZGATCaD0WiEx+NBMBhkqp2XlwdRFCXn/xLy8/MRjUYlj/rNysqCVqulMpG0EVSj0Qi5XM4kCpuIaK7RaEQsFkvaOGXSEWg9G+Ll5WV88YtfxPbt2/Hoo4+mejkcDidFZLQhJturLDoVLC4uUumQm7hUc06MDo25t9vt0Ov1VF0hRFHE0tISTCYT03QJopudnc207d6dhMlkgiAI1G3SriU3N5dJ9Jk8zNEY2vz8fGpDbLfbJUep5XI58vLymBSu0b6W62EymQCA+WfgRpBahPVsiJ988kk4nU584xvf4EW+HM4dTEYbYmIiabf2o9EoHA4HtRkFIHemKaQAACAASURBVHktxIzQ9B9eWlqivhZerxehUCh+42WFx+NBOBxmrnsnoVAokJubC6fTyXTLnESfScqNVMjDDo2xpk3fyM/PRyQSoYp2E1NNC0lvoE1FWUuyDTFJmWC9K5EudHV14de//jU+/vGP817DHM4dTkYbYnLjpTWBTqcToihSbeUvLS1BJpPBYDBIOp70K5VqGL1eL8LhMHVXCGIkWHeXcDqdUCgUvHKbEoPBAFEUsbKywlw3GAxSRwKNRiOVGTUajVTpG+T7Q9P/12QyMekfTNZCm4qyFpLGxPr9vxFKpRIAmLf8SxeeeuopmEwmPPbYY6leCofDSTEZbYhJlIQ26kiMNY3O0tISDAaD5C03kk4gtV0auelKNeRrddRqNdOit0gkArfbjdzcXN5ZgpKsrCyoVCqmJgv4y+eGVtdgMMDtdkuOipIHMamGlEUE1WQywev1Uj8csLqmayGGOFk5xCT9aj0a4jNnzuC1117DP/7jP/IWkBwOhxtiVjok71Yqy8vL1McLgkBVCCeKIlwuF7WpvhZy82ateyciCAIMBgP8fj9Tk5KTkwOFQkFttIihlWoCDQYDBEGQbIh1Oh3kcjm1IQbo0xISkd6g1Wohk8m4IaZEFEU89dRTsFgs+NCHPpTq5XA4nDQgow0xy6gorY7T6aQ63uVyUZlZl8sVNwNSCQQCCIfDzLtLrKysQKPRUA8L4aySiG1z8jBFq0kbwSRpNVKPJ2lLNIaRfI9pTWci3ie5XA6tVks1je92ICkTLPOg04HW1la0tbXhscce40W+HA4HQIYbYpfLFY9s0eqQrWgphEIh+P1+ydtuwWAQwWCQatvO7XZT5+eSmyzLPN9IJAK/3w+tVstM805HqVRCo9EwN0U6nQ4+n4/K/GRnZ0Mul1OtTafTUZlIvV5PfTxAb4jJ94h1vq9Wq6WepHerkAfs9WaIf/GLXyA3Nxfve9/7Ur0UDoeTJmS8IWYRzVxZWaHSITc8qRrkeKmGOBqNwuPxUOfBud1uCIKAnJwcKp21kBs3L6Zji06ng9/vZ2pUyHtEY7YEQUi5oc3NzaUys6wiuyqVChqNhrkhzsnJSZohFgQBcrk8aYNAksHy8jJeeOEFvPvd7+bRYQ6HEyejDfHKygqTYghaY01raGmPJ+N8aU2nx+NBTk4O0/7DbrcbCoWCT6ZjDAvzei0kik+rqdPpqCLEer0efr8f4XBY8vEej0dyL2K1Wg21Ws3EyNKa++uRzAgxsJrGIvW9SEeee+45BINBPPLII6leCofDSSMy2hB7PB4mW/Fer5dKh9ycpGoQQ5uq49fqsIwOi6IIn8+HnJwc3l2CMWq1GnK5HD6fj5mmSqWCQqGg1tRqtfD7/ZINKfkMks+1lPOTz55UWJnOnJwcpu8RsNppxO/3M9V8M9bbd/f555/Hxo0b0dDQkOqlcDicNCKjDTGtkSXQGmsWhlYmk0mOopLzZ2dnSzoeWM0RDIVCVBrXEgqFEI1GmWpyVhEEAVlZWUzNliAIyM7OptbMzs6GKIqSTRutIaY9nmjQHM9aZy0ajSapk+MEQaAa2JJOzMzM4MKFC3jXu96V6qVwOJw0I6MNMdnipyEajcajmFJhYWizs7MlR2J8Ph/V+YkGQGeqk6HJ+QvZ2dkIhUJM84hZGGLyXZKqw+r4dDDELK7ntaQiQiw12p9uPP/88wCABx98MMUr4XA46UbGGuJoNIpgMEhtiMmNhca0+Xw+KkPr9/upz5+VlUW1tUmuA8siE7/fD5lMJrl7B+fNIZ8ZluYoKyuL2mSTz5DUdZHXJdVIkuNpDC0rI5sIQ8wjxNL585//jMbGRlRVVaV6KRwOJ83IWEMcDAYBgLpYi9xYaIxgIBCgWgft8cFgkPo6sLqe12pqNJp1l4OYLpC+zuS9Y6lJM4iBfIakmja1Wg1BECQfT85Pc11YmU61Ws30/QFWc72TWeQmiuK6+A7bbDa0t7fjrW99a6qXwuFw0pCMNcQk+sTKENPo+P3+lBraYDBIPfQiGAxCLpdT93QmiKLIZF2cG0PeL5aGi9bMAqt9kgVBkLwuQRCojCSL16DRaJhc10Qa4mSlMYiiyLTzTKo4evQoRFHEkSNHUr0UDoeThmTsrxwLI8tKh0WEmMY40h4PsDHVa4lEIojFYtwQJxjWhotF1FkQBOoIq1qtlny8UqmETCajPj8pCqVBo9EwN68kBSlZUeL1EiF+5ZVXUFpais2bN6d6KRwOJw3JWENMtnRp81PJjZ/GuIXDYcnrEEURoVCI6nXQnH+tBhnTygKSg8pSk/N/USqVTIvqyPtFa7aUSiWVhkqlkpy2IQgC1fHAX34PWFwHFjprIdPjkjUsIxaLZXyEOBQK4fTp07jvvvvWhbnncDjsydhfOXKDoTWCxEzQpArQmElyU5N6fCwWQywWozaekUiEWboE0QPorivn5igUCkQiEWZFT6xG9dIaYlqjT3t+8rmlvQ6sdNZC3qNkpUxEIpH4OTOVS5cuwefz4eDBg6leCofDSVMy3hDTGi6iQ2MoaQwx7etgdR0ikUhCIsSZfiNNd8j7zipaKAhC3GTTQKtBOx2N9vwsI+UsdNZCorXJiBCTB+5Mf7B97bXXoFAosHfv3lQvhcPhpCkZa4hZRSBZGEqa6Crt62B1HVhHgcjNOtNvpOkOq4juWtLFEKdDhJjWyCbi/UmmISbnyPQH21OnTmHHjh3U4+05HM76JWPdCtkupP2hZqFDk2NHzp+q49fqsMwTJOvKlHy9K4euwHncGf+34T4Dmo81p3BFtwZ5z1j2iZXJZNTb8TKZjGpNtMfT9s5ldV0T+flPxneLVa1GKnG5XOju7sY//dM/pXopHA4njcnYCDErw8VCJ5WGmNywacysKIrMWyuRyvRMMMTXmmEAcB534sqhKyla0a1Dri9LQ8xiEAPtdDPa42lNPavrSnRY5vsmc0gGq1qNVHL+/HnEYjGeLsHhcN6UjDXELIwgKx2atkS052dh6MkaWJrXTGrVdK0ZXvu/n5SdRGtFK2y/siV5VbdGIgwXbXSWhUaqI8SsDXEiSMb3az0Y4jNnzkCtVmPbtm2pXgqHw0ljMt4QpwOZZP44N+cSLuHL+DKWsQyIQHAiiMGPDaalKU7U547F94tWI5WGmMUaEkUy05FIW8pMNsQXLlzA9u3bmU7h5HA464+MNcSsc/xStT1LG4licR3Sdds9FcxgBt/CtzCAAWihjf/vMV8Mo58fTeHKrg+rHPK1sEifoc1JT4fjAfoaBVKUxvL9SWbBKovR9qkkEAigp6cHO3bsSPVSOBxOmpOxhpjVVjErQ0lraGkNNW2+JGsDS/TS3RTHYjFM7ZiCG24AwBCGMI95PIknocQb29AFJ9mO4GVBItJdYrEYtR7trgmtKWdliFnVKCSig0syOj/4/X4AdIOLUklvby8ikQiam9O/QJbD4aSWjDXEtEaSpQ5NhJj2/KyuA20R0/X0gPTcco5Go/B4PACA7u5ufPDyB3Fp4yUAwG7sxnN4DjWo+T/HqcvSzxQkKv871RFiWkPNyhDTXodERIiTOfSGxWj7VHLlymphLDfEHA7nZmSsIU6nSVI0PVNp+5SyGszAovfstXpA8sbL3iqhUAgVFRX48pe/DABobGzEM888g39q/SccEA/gsHgYd/3yLsiy3/jVkGXLUPVUVSqW/KYkYgAKi57UtJMPw+FwynqDk+MB+tHjiRhhHgqFIJPJkhIh9nq9AIDs7OyEnysRdHd3Iz8/HyUlJaleCofDSXMy1hCn0yQpmiEA5Py0hpj2OrA2xIkYSCCVz33uc/joRz8KYLU46BOf+AQOHDgAYDWy+t73vhcGgyH+3xc+Uoi6H9VBXa4GBEBdrkbdj+pQ+EhhKpb/prCOFoqiyGSMNwtDmqrpkeR4gN7IJqKPbzAYhEqlSkpRHTHEOTk5CT9XIujq6sKWLVt40TOHw7kpGTuYY70YYlpDK5PJIAhCyieLXU8PSI0hPn36NP70pz/ha1/7GoDVa7R2y/qJJ564qUbhI4VpaYCvJRqNQi6XM7vhx2IxiKLIJDJKk3caDoepCrloDTExsiwMsSAITKO5wWAwaTm9mWyIg8EgBgYG8MlPfjLVS+FwOBlAxkaIScSF3LikwsoQS12HIAgpPZ5AO+r2enoAO0Ns+5UNrRWt1+0L7PF48Mwzz8TzHTs6OvDTn/4Ui4uLAICnnnoKP/rRj5isI92gTS24nh7AxgjSRmilRlVFUWQSIRYEgfrahkIh5tHcUCiUNEPs8/kAZKYhHhoaQiQSQUNDQ6qXwuFwMoCMNcSkyIP0yaTVIdXUUjVo1qFWq1N6PCuNtSgUCgiCwETT9isbBj82iOBEMN4X+PLfXcbwj4cBrDbef/jhh3H8+HEAwN/93d9hfn4eBQUF1OdOd1hHC8n7RaMpiiKCwSBVIVYgEJC8hnA4jFgsRhVh9vv90Gg01EaW6LDE5/MlrQ3aysoKZDJZRhrinp4eAMCWLVtSvBIOh5MJZLwhJlHBVOpoNJqUH8/CEEciEWZFcIIgMDPZo58fRcz3lw4YS1jCO/3vxPf+3/cAAPfeey9OnTqFI0eOAFjtmcqyiCldicViCIfDaWeII5EIYrGYZA1aQ00ebmkNOQsj6/f7mZtXn8+XtCI3t9sNrVbLtEtGsujp6UF2djYqKipSvRQOh5MBZN6v3P/CIrIL/KXhPG2EmPZ4GkOsVqupHwyIeWEZJWZliK/t//tj/BgRRNC03ARgNX3mnnvuSUrVfTrBwrxeC/kc0WjStuoKBoMQRVHy8SxahQUCASZGlpXOWvx+f9IMscfjgU6nS8q5WNPT04NNmzbdcb8LHA5HGhlriBUKBVQqVTzHTSosDHF2djb8fr/knrtZWVlU5yfH0/T8ZXEdrqcZiUSoc5Ov7f9rgQUfxAexqXwTAOCTn/wknn32WapzZCIsIqHX01QoFFQmgqxLqhGkPZ78JtAYUVZpCYmI5no8nqSlMLhcLuj1+qSciyWiKKKvrw/19fWpXgqHw8kQMtYQA6uFHqQKWioKhQIajYZKJycnB5FIRHI0NDs7G16vV7KhzcnJQTQapSqsIzdt2geMtRBDQatZ9VTVG/oC/w3+Bh/J/giqnqqC1+vFqVOncPXqVQCr2/Xf+c53MDs7S3XOTMDn80GhUDBNDyEGjiZ3lrZ3LW1nA3K8Vqu9yX95Y1hFRj0eD9U6bqSZrKjt8vIyjEZjUs7FktnZWbhcLm6IORzOLZPRhlir1cYnjqVSh9y4pZpqrVaLaDRKZahpzg+sdhVQKpVMDbFGo4FMJqPWfLO+wDk5Oejt7cVnP/tZAMClS5fw6U9/GufPnwcAOJ1ODA0NUb+WdEMURSbm9VpYRDTJ+50qQ0y+yzRRVFZGNhGGmOT1JgOn04nc3NyknIslfX19AIDNmzeneCUcDidTyNg+xMDqDY+FIabVITcnj8eDvLy82z5+raGVsv291pCbTKbbPn7tOmgj7msRBAFZWVlMNG/WF5i0x7r77rtx9epVWCwWAMBvf/tbfOITn0B/fz82btyY1KEGiSQUCiESiTDdjg+HwwiHw9SaXq8XWVlZkguxWESIyWdPCrFYDF6vlzotQRRF5uY1GAwiFAolLULsdDrfMLQmUyCGeNOmTSleCYfDyRQyOkKs1+vhdruZ6KysrFAdD0CyBjle6mshN1zaa0Ei5TS5yNfTDIVCTIv1bkZ1dXXcDD3wwAP48Y9/jLq6OgCrQzmamprSbqT07UIe4FiaLfL5odV0u91Uhm1lZYWqU4jL5YJOp6My5LFYjDp31ufzIRqNMo2wOp1OAEiKSQ2FQlhZWZH0kJ9q+vv7UVpampH5zxwOJzVktCHOzc2Fy+VKuQ4rQyx1DQqFAtnZ2dSGWKfTIRaLMU2bIMaIRSRfCiUlJfjoRz8ajwi3tLTgwQcfjBeNfepTn8LXv/71lKyNBrfbDbVazXQkMHmPaMysKIpYWVmhNsS0x9OYUFamk3yfE2GIk5HGsLy8DAAZa4h5dJjD4dwOGW+I3W43dbRPr9fD4/FInqqm0WigVqslG1qNRgOlUkkVpdbpdFTHEw2APtK8FpVKBbVazVSThve973348pe/DGDVvM3Pz8Nut8f//eSTT6KjoyOVS7wpkUgEPp+P+ba52+2OfxalEggEEIlEqCJzKysrVMe7XC4qw0i+x7TRxUSYV6KZjEI3h8MBIPMMcSgUwvDwMDfEHA7ntsh4Q0wiUjSQSBBNlDg3Nzd+s7pdBEGAXq+njlKvrKwgFovd/D++AdnZ2ZDL5dTX81r0ej18Ph/T0dAsEAQBzz77LL761a8CAGZmZvCVr3wFra2tAFbbf7366qtpt27y/rA0xCwiuwC9mYxGo3C73ZJNZCwWS5sIcSLSG0jUNhkpE5lqiK9evYpIJMINMYfDuS0y2hCTH+qlpSUqHVKIRqNjMpmojyc3OykYjUbEYjGqSKwgCFTG/kYQc8JalzVWqxWLi4v44Ac/CAB45ZVXcPjwYZw8eRLAakoB7QAUFrhcLqjVaqb9hwOBAILBILXRojVsLpcLoihKjoC6XC5Eo1Gq4tKlpSXIZDLqyC75PWBpKMluRjJM6sLCAgDAbDYn/Fws6e/vB8AL6jgczu2R0YaY3PRIJEMq5OZCo0MMrdQIrdFohNvtlhyNJAaCxlQDq+bV5/NR9TS+FpVKhezs7LjZSWe0Wm28qOzw4cP4wx/+gAMHDgAAfvCDH6CwsJD6AYyGYDAIv98Pg8HAtFMGy6hoTk6O5Nxmcm2lGlry+acxxA6HA0ajkXrCmcPhgFqtZtoJxOFwQKvVMn0YuhHEEOfn5yf8XCzp7++HUqlETU1NqpfC4XAyiHVhiGkNCjGTtIY4Go1KTjegNbQ6nQ5yuZw6CksMEetorsFgQCgUYlqwl2iysrLwjne8I55Tu3fvXnz2s5+Nf+4+85nP4NFHH03qmhJVVOV0OqFUKqnN2/LyMpWppo0w0xpqokFzPMHhcMBkMjF9cHE4HElLYVhcXITBYGBauJkM+vv7UVNTw3RgDYfDWf9ktCHW6/VQKpXxbUSpKJVKGAwGKh1yk5KqQRulFgQBRqOROlpOjDXrKKher0+IbjK5++678cUvfjH+b51O9wZj+vnPfx5/+tOfEnb+aDSK5eVl6PX6eN9lFoiiiKWlJRiNRirzFggE4PV6qQyb3W6HwWCQ/PoWFxehVCqpcqEXFxdRUFAg+XjWOonWvBHz8/MoKipKyrlYwjtMcDgcKWS0IZbJZMjPz49v7dFgNpuxuLhIdTwAyRq5ubnU5j4/Px/Ly8uSu2UAq9fUZDLB4XAwTW+QyWTxtBCW6Rip5F//9V/x7W9/G8BqKsNvfvMbXLp0CcBqcdfPfvYzqs/UtTidTsRiMSbRy7WQVB3ayCP57NJssdvtdqrjiWGU2oPY7/fD7XYzyZtdWFhgnn9rs9lQWHjjATUsmZubyzhDvLKygunpaT6hjsPh3DYZbYgBeiNLKCgooDLWOTk5yM7OlrwWQRCQn59P9Vry8/Pj0T4a8vLyEA6HmbdKIxFI2ih2OqJWqzEyMoInnngCANDe3o4PfehDePnllwGsDnuYmZmRrE/e16ysLKY5qcBfdiVojbbD4YBMJpOc7hAIBOB2u6kioAsLC9THA6COwpLXwtIQB4NBLC8vJ80Qz8/Po7i4OCnnYgUvqONwOFLJeENcUFAAm81GrWM2m+H1eqkGSNCuJT8/H3a7XXJhHm3aBoFVseK1KJVK6PV6OJ3OtGtlxgJBEOLFTtu3b8eVK1fw4IMPAgCee+45WK1WdHd3A8Btv8cul4tJFPd62O32ePoRDYuLizCZTJKL0cjDoNQIsc/ng8fjoTKh5PtLa2RZ6awlmV0fvF4vVlZWMi5CTAzxxo0bU7wSDoeTaWS8IS4uLobH46GOZpJIyPz8vGSNoqIi2Gw2yYa2qKgIkUhEshFVqVQwGo3UDwgqlQoGgwE2m415VwgSeWPxEJPOCIKApqameD/effv24Rvf+Abq6+sBAE8++SRaWlpu6cEgGo3CZrMhKyuL+TAOr9cLr9dLbbJI9JJGh3z3pGqQ42lM3NzcHGQyGfX1mJubAwBYLBYqnURr3ojZ2dmknYslfX190Ov1sFqtqV4Kh8PJMNaFIQb+crOQCvnhJzcCqWuJRCKSI7RkK5TGLBYWFsLhcFBHYAsLCxEIBJgP6VCpVMjLy8PKygq8Xi9T7XSmoqICn/3sZ+O5rTU1NbjrrrviUdknnngC3/rWt657rN1uRzQaRVFREdOOBQC7SCaJXtJs59tsNphMJqjVaknHk98Amm3+ubk5mM1m6qJF8jvCMsJKUm64Ib4xpKCO9feEw+GsfzLeEJMfbFpDbDAYoNFoqHRoo8w6nQ7Z2dlUaygsLIQoitR51aQwKRGR3Pz8fCiVSszPz6d9X+JE8Td/8zf4zne+A2A1P7irqwsDAwPx//+3v/1t9Pb2IhgMwuFwwGAwICsri+kaRFGMm1Da1lo2mw0KhUJyHjJZC210V6/XU+VYz83NMTGBc3NzMJlMTPsFz87OQq1WMy+qvB7JjEazQhRF3mGCw+FIJuMNsdlshlwupypYAla3uC0WC5VOfn4+FAqFZA1BEFBcXIy5uTnJRjEvLw9yuZz6AUGhUMRzomm6VlwPmUyGwsJCBINB6nzn9YAgCPjzn/+M73//+wBWo62PP/44XnjhBczOziIWi+Hq1atUY7mvx9LSEoLBIHUUUxRFzM/Po7CwUHJ3B4fDQb2W2dlZKgMXCARgt9uZmMDp6WnmZnJmZgYWiyUp0c+ZmRkolcqMGsoxPT2NlZUV3mGCw+FIIiWGmKXBUigUKC4uxvT0NLWW1WrFzMyMZOMhl8thsVio1lJSUgKPxyM5VUEul6OoqAizs7PU0VeLxYJoNMqkrd216PV66PV6LC4upsU45HSAmEmz2Yz5+Xk89NBD8Pv9uHr1Kvbv348XXngBwKpxY/Edmp2dZWJ6nE4n/H4/lQEkD5ElJSWSjvd6vVhaWqLKHSXf29LSUskawGrB5PT0NLXOtUxNTaGsrIyp5o2Ynp6G1WqV/ICTCvr6+gAgnqfP4XA4t0NKfu1o8nSvh9VqxdTUFBOdQCBA1bbMarVifn5esmEhpoImUl1SUoJAIEA9xlmv1yMnJ4eJub4eRUVF8ej+nZo6cSO0Wi3C4TB0Oh0OHjyIX/7ylzh06BAA4L/+679gsVio0ln8fj8cDgcsFgu16SGfVZrc3ZmZGej1eslFg2QNLAwxbUGW3W5HMBhkaojD4TBmZ2eTVixGDHEmQQwxT5ngcDhSSIkhDoVCTA1QaWkpFhYWqCON5AZAY66tViui0ajklAWj0Yjs7GyqNRQXF0MQBOqouSAI8Yi1y+Wi0roeCoUCFosFwWAwIVHoTCUWi2FmZgYymQzFxcXIzc3FI488Es8h3rJlCx555JF4AduXvvQl/P3f//1tfafIQyltn1lRFDE9PY2CggLJxXDRaJTa7E1NTcXTnqQyPT2NnJwc6rHYk5OTAOgjzWuZm5tDLBZLikkVRRFTU1OSo/WpYnBwEFarFVqtNtVL4XA4GQgTQywIwuOCIIiCINzS3isZQcuK8vJyiKIYvxFJxWKxQC6XY2JiQrIG2dKUqiEIAsrKyjA9PS05dUOlUqGwsBCTk5PUDx6FhYVQKBRMIvDXQ6fTwWAwwOFwMB8EkqnYbDYEAgFYLJbrdju455578J//+Z/xfwcCAQQCgXhu6de+9jW88sorN9SPRCKYnZ1FQUEBddGX0+mE2+2mMn82mw2hUIhKY2JiAsXFxVTFgRMTEygvL6fO0R0fH49/j1lBftvKy8uZad6I5eVluN1uVFRUJPxcLBkcHERtbW2ql8HhcDIUakMsCEIpgPsB3JYbpTWvayE/3OPj41Q6SqUSVquVSker1SI/P5/KVJeXlyMYDFJtiZeXl8Pv91MXrcnlcpSUlMDhcCSsTVpRURE0Gg1mZmbu+Hxih8OB5eVl5OXl3XL6wFe+8hX8/Oc/B7C6tf7d734X/5+98w6O8k7z/KdbrZZaOSdAKKCAIkKBJAlEMhiDAQdwGLy2x+P13Mzt3d7U1W7d3c7d7tzW3tRNzY5rpuyZweMAxgQHbEQSQkSBskAB5VZEQgiQhEIrdPd7f+i6F7NgY72/bhC8nypVGQPf36tGan3f532e75OXlwdMVfu++uqrb/Wkd3d3YzKZhBi2jo4OVCqVrMple3s7arV62oZ4cnKSq1evyjJwY2Nj9PT0CDGBbW1tBAUFCU0Fsbyf2MMQW97/7HGWKEwmE83NzcTExDzsS1FQUJihiKgQ/xb4r8APKkXKMYx34+/vj6urq2xDDFM/BDo6OmRN9MvVmD17NiqVStZrJKLabWHWrFmo1WqhNzF3YjFDljMmJiZscs6jzu3bt+nt7cXd3X3aucCOjo60trbyy1/+EoDa2lq2bt3KZ599Bkz1Dl+5cgVvb2/ZSz4sT2WCg4On3S4B8qu7XV1dmEwmWQaus7MTSZKEmMDW1lbh1dX29nYCAgKEr+2+31kwswxxW1sb4+PjyoY6BQWFaSPLEKtUqk3AVUmSLj/An/2JSqUq+/8fQszrHdqEh4ej1+tla4WFhTE+Pi4rtsyiMd3hQScnJ4KDg2ltbZ32NWg0GuuwodxEAq1WS3BwML29vYyOjsrSuh+Ojo6EhoZiNptpb29/LFc7fxdDQ0N0dXWh0+mYNWuWrMf2Go3GuiEvLi6OwsJCnn/+eQB2797NM888w8DAAICslhpLa4ecSvPg4CC3bt2SZb5aW1tltyhYvtfkGtnh4WH6+voIDw+XpXM3bW1tdjOora2taDSaGdVDbMnwVirECgoK0+V7DbFKpcpXqVQ19/h4FvhvwD88yEGSJP1JkqQ0SZLSnJ2dhZjXGJGPWwAAIABJREFUO4mMjKS9vV12dTEyMhKAlpaWaWtEREQI0ejv75fVax0eHo7RaBQSSRcaGoparRZa2b8bZ2dnQkNDMZlMT5QpHh4epqury/r5i4y6UqvVLF26FF9fX0wmEx4eHrzxxhssXboUgN/85jesWLFiWq0qer0eJycnWcbJ8j5g+Z6ZDi0tLcyaNUtWi0JLSwtBQUGyB7Kam5uBqU2EojCZTLS1tcl6jX4ILS0thIWFyd7WZ0/q6upQqVSKIVZQUJg23/uTV5Kk1ZIkJdz9AeiBcOCySqVqA2YDFSqV6nuT9Z2cnNDr9UKTJiIjIzGZTLIf6/v6+uLl5SXLzLq6uhIcHPzQTbWfnx/u7u6yNCxYjE9vby/Dw8Oy9e6Hi4sLoaGhGI1G2tvbhS8FedQYHh6ms7MTJycn5s6di4ODg83Ounr1KoGBgfz617+2roz29vZm9uzZ1uG6X//617z33nvfq2UwGOju7iYsLEyWgdfr9fj7+1sr2j+U0dFRuru7rTey08FsNtPS0iJLw4Lle02kee3s7GRyclLI9T0Ier3ebmeJor6+nrlz5+Lq6vqwL0VBQWGGMu2fZJIkVUuSFCBJUpgkSWFAF7BQkqTv3Vvs5OTE8PCw0C1lIiq7MNV+ERkZSXNzsyzDHhkZSVdX17SHxNzc3AgMDJRVSVepVERERHDr1i3rI3I5hIaGotFoaGlpsWlusMUUT05O0tbW9tj2FA8NDdHZ2YlWqyU0NNSmZnhiYoL29nZ8fHzw8vKy/v8333yT3bt3W3998uRJCgsLrb/+6KOPrFXPO2lra0OSJFmtAUNDQ/T29soyj5YbazkGrqenB4PBIMwQh4SECO31tYXJvh/j4+N0dXXNOEOsrGxWUFCQy0PJIbYM4DQ1NQnT9PPzw9PTU4jmvHnzGBgYoK+vb9oaUVFR1sqTnOu4ceOGrEUhlqrjvUzND8XR0ZGwsDD6+/tlvTYPwp2VYr1e/1hFskmSRG9v77cqw7Z+PN3S0oLZbP5eo3P8+HH+8pe/AFOrnX/84x9bDbPZbKa6uto60R8QECBrME9Ee0FTU5O173q6NDQ0AFPfs3KQJImmpiah7RIw9TlaeuxtjV6vf6Cvk0cJg8FAS0uLYogVFBRkIcwQ//9K8QOVfJ2cnFCpVEINsaV/zPLDTQ6WPjQ5WrNnz0an08nSmDdvnuzXyWK42tvbhUSahYSE4ObmRnNzs83bGVxdXYmIiECr1dLZ2Ulvb++M32g3OTlJe3s7N2/exMvLyy69mv39/fT29jJnzpwHeqRsSXvw8fGhra2Nd955B4CioiKSkpLYuXMnY2NjREREyPr3aGxsJDAwcNqLMMxmM42NjURFRcmqrjc0NBAQEICPj8+0NWBqyHBwcFB40kFjYyMRERHWNhdbYnm/mkl5vg0NDZjNZmVls4KCgiweSoVYrVYTGhpKY2OjUN3o6GjrDyU5BAQE4OXlJcvMOjg4EBUVRVNTEyaTaVoarq6uzJ49m8bGRlnGw1KtFjHIqFariY6OZmJiQlYKxoOi1WoJCwvD29ubmzdvzuhhu5GREfR6PQaDgZCQECFrk78Pi2l0dnaeVkrB7NmzrRvxYmNjef/99wkKCsLd3Z38/HzCw8OntWb8xo0b3Lx5U5bx6uzsxGAwyBqkslS7RRhAy/uZSDMpSRKNjY12GxZramqytvDMFCwrmxVDrKCgIIeHYohhyqSJqObeieUHkVxdlUpFbGwsjY2NsvKIY2JiMBgMsgb9oqOjGRoakhUD5+HhQVBQEM3NzdM253frhYSEcPXqVZusdL4bywrjWbNmYTAY0Ov1DA4Ozphqsdlspre3l/b2dhwcHAgPD/9WH68taW9vx2AwyK6iwlTFeOvWrUxMTBAVFUVoaCgrVqywrkv+7W9/y9/8zd880L9LQ0MDarVaVntBfX09arVa1uP9trY2xsbGhBjO+vp6dDqd0PXKV69eZWRkxG4V24aGBiIjI2dUwkRtbS0uLi4zbrOegoLCo8VDM8Tz58/n5s2bQntRIyMjcXR0tFYM5BAXF8fIyIismLGoqCg0Go2s67G0DMj9nGJjYxkfHxcWdxcREYGTkxP19fVCTPaD4OnpaX10fPXqVdra2myWiywCSZLo7++nubnZ2iIRHh4ue13yg3L79m3a29sJDAzE19dXiOaVK1dwcnIiLCyMVatW8dFHH1kzk7u6uqyZwAB//OMfOXPmzL/TMJlMNDQ0EBYWNu2oNEmSuHLlCvPmzZP1el65cgW1Wi2kzcEy2CWy6m/5vrdHf6wkSdTV1REXF2fzs0RSXV1NXFyczZ+2KCgoPN48VEMMCDGvFhwdHYmJiaGurk62VmxsLCqVitra2mlraLVaoqOjuXLlyrQrzY6OjkRHR9PS0iKrB9jf3x8/Pz9hBlaj0RAbG2ut2NoLJycnwsPDCQ4OtqZQdHZ2Mj4+brdr+D4kSWJoaIiWlhZ6enqsw4iW7YH2wGQyUV9fj1arFTbkdePGDa5fv05MTMw9P4/f/OY3fP3119bz/9f/+l/s3bvX+vsFBQWMjY3R2trK2NiYLONleToh17zV1tYSHh4uOxViYGCAq1evCjeTV65cQafT2WUpx7Vr1xgYGJhRw2lms5mamhoSExMf9qUoKCjMcB6aIZ43bx6Ojo5CzOudxMXF0dbWJjsr19XVlfDwcGpqamTpxMfHy640x8XFYTKZZPdcJyQkMDY2JiSXGKYybGfNmsXVq1dlLRD5oahUKry9vZk3bx7+/v6MjIzQ0tJCd3e3kMHB6SJJEsPDw1aTDlM9uGFhYXZZuXsnra2tjI6OEhsbK2wYq6amBicnp+9sUbBUhx0cHNDr9fzTP/0TMJVesGrVKt577z2ryfP29p72tdTW1uLg4CCr1WFwcJDOzk4SEhKmrWHBcmNvC0McGxtrlxspy3vxTKoQt7e3Mzw8LOTfUEFB4cnmoRliS+VTruG8m/j4eOvjVLkkJCTQ2dkpK8M3KioKR0dHqqurp63h5+dHQEAANTU1svpm/f39CQgIoK6uTthgWkREBDqdjrq6OrtXadVqNf7+/sybNw8fHx8GBgbQ6/Xo9Xpu3rxpl+E7SZIwGAxcu3aNpqYmOjo6mJiYIDg4mMjISDw8PGStYZ4ON27coKuri5CQENnJCRauXbtGX18fsbGxD9xf6uzsjJ+fHwBz5szh+PHjrFu3jq6uLoaHhwkMDKS0tPQHX4ulKhgZGSlrO53lvUfEMFZNTQ06nU7oymZLnJi9hsUsNxkzKWHC8r6qVIgVFBTk8lCbrhISEmhoaBBqpKKionB2dqaqqkq2VnJyMgCXL1+etoZWq2X+/PnU1tbKMmhJSUkMDAzI3sSXlJTExMQE9fX1snQsODg4EB8fj9FopLa2VtYQ4nTRaDQEBQURHR1tTUTo7e2lqamJ9vZ2+vv7GR8fFzaEZzabGR0dpa+vD71eT2trK7du3bIOVEVFReHt7W13IwxTSRZ1dXW4ubkJy5KVJImqqipcXV2nreno6MjatWu5fv06Dg4OLFu2jJ/85CdWI/OnP/2JDRs2MDIy8r1ara2tDA0NWb8/p8ulS5fw8/OzDgVOF0mSuHz5MgkJCUIruZbvJ3uZverqaubNmyfrJsPeXLp0CUdHxxnV5qGgoPBo8lANcVJSEkajUWjbhEajIT4+XoghDgoKIjAwUJYhhiljPT4+LqvlITIyEldXV9nX4u3tbY28EzWQ5ubmRmxsLLdv35YdEScHjUaDr68vERERREZG4ufnx8TEBD09PbS0tNDQ0EB7ezvXr19naGiIsbExJicn72niJUnCbDYzOTmJwWBgYGCAnp4e9Ho99fX1tLW10dfXh1qtJigoiJiYGObMmYOHh8dDG+6ZnJykpqYGtVot1Jy1tbUxODhIYmKiLM2xsTEaGhqIiopi4cKF/Ou//qt1IE6SJCRJsuYkv//++3z44Yf31Ll8+TJOTk6yKpkGg4HGxkaSk5Nl37hYqudyDfrdVFVVoVar7VIhliSJ6urqGVdpvXz5MnFxcdZlTwoKCgrT5aFm61j6vqqrq1mwYIEw3aSkJMrLy+nt7bVWDKdLcnIy+fn5jIyMPNBSg3sRHh6Ou7s7ly9fnvYPNwcHBxISEiguLubmzZuyUgMSEhLo6uqiurqaRYsWTVvnTgICAhgeHqajowM3Nzeh0VPTwcnJiYCAAPz9/ZmYmMBgMFg/7rUyXKVSWc2eJEn3HDxUqVTodDp8fX3R6XTodDq7LEt4EMxmM1euXGFsbIzk5GRhSRZGo5Gamhp8fHxk/5vW1tZiNBrvaRzffvtt3n77beuv9+/fj6enJ6+//joAX331Fenp6fj7+1NXV0diYqKs1/67ruWHYrlJTUpKkq11J1VVVdYbYVvT0dHB7du3Z1QvruXJxaZNmx72pSgoKDwGPNQKsYeHB5GRkVRWVgrVTUlJARCiu2DBAsxms6zKrFqtJjk5maamJm7fvj1tnfj4eDQaDRUVFdPWgKmBwejoaDo6OoTG3oWHh+Pn50dzc7PNVzs/KCqVCicnJ7y8vAgODiYiIoLY2FjCwsKYNWsWQUFB+Pv74+3tjaurK66urri7u+Pr60tAQADBwcHMnj37W38vMDAQDw+PR8YMW5Y39Pf3ExUVJTTj2GKyFyxYIKuSajQaqaqqYs6cOQ90M3fy5El27doFTMXHbdu2jXfffZeamhomJiZkx8hVVFTg6ekppOe3srKSwMBA2TffdzI+Ps6VK1es72W25tKlSwBCCxO2prW1lcHBQbu9RgoKCo83Dz24MSUlxfpDThRBQUEEBwdTXl4uWys0NBQ/Pz/ZJnThwoVIkiTLpDs7O5OQkEBzc7PshRjz58/HxcWFyspKYX2/KpWK+fPn4+HhQV1dnV2WdkwHtVqNi4sLnp6e+Pj44O/vT1BQELNmzWLWrFmEhIQQGBiIn58f3t7eeHh44Ozs/FB6gh+E9vZ2rl27xty5c2X3w96JpQUmLCxMtgGtq6vDYDCQmpr6QH9epVLh5uYGTN0419TU8POf/5zy8nImJibIzMxk//79AD+4RcdgMFBbW0tKSors9paxsTFqampITU0V+vVRU1PD5OSk3cxeZWUl7u7uwvrO7YHlPVkxxAoKCiJ46IZ44cKFTE5Oysr7vRepqanU1tbKjuFSqVQsXLiQhoYGWVFuPj4+REREUFFRIcuAJicno1arZVe/NRoNCxYsYHBwUFgMG/xba4eTkxPV1dWP9OKMx4Genh7a2toIDAwUuqnLcvOm0WhktwKYTCYqKyutN6rTITo6Go1GQ3d3N9nZ2fzmN78hJycHgM8//5z4+PgHHjitrq7GaDQ+sDn/LizGVYTWnVRUVODg4CC8DeN+XLp0yfreMlO4dOkSLi4udltrraCg8Hjz0N/9kpKSUKvVlJWVCdVduHAhRqNR9hCaRctsNss2oampqQwODtLU1DRtDVdXV2JjY6mvr2doaEjW9YSEhBAUFERNTc0DTfc/KFqtlqSkJFQqFZWVlbIzoRXuTXd3Nw0NDXh7exMTEyO0QmkZPrTc3MjBcjMpt4paVlaGRqNhxYoV/O3f/i3+/v7AVAU5KiqKWbNmAbBz507+/u///r43nmVlZXh5eQm5gSgrK0On0wlPOaioqCA2NtYu+dWDg4M0NzfPuEpreXk5SUlJM2rNtIKCwqPLQzfErq6uxMfHTyuP9LuIjY3Fzc2NkpIS2VqzZ88mODhYtlZsbCzu7u6ydSzGQu5rZql+A5SWlgpNh9DpdNa+00uXLsnqnVb493R2dtLY2IiPjw8JCQlCK3ujo6NcunQJX19f2Y/QjUYjpaWlBAYGEhoaOm0dg8HA5cuXSUpK+nexYE899RQHDx60DkVWV1dTWFhofU0+++wziouLgak2kLq6OtLT02W/ZiaTidLSUhYuXCjUlA0MDNDQ0EBGRoYwze+ivLwcSZJIS0uzy3kiGBsbo6qqSnhlXkFB4cnloRtigIyMDJqamoRuO9NoNKSlpVFeXo7RaJSlpVKpyMjIQK/Xc/369WnrODg4kJ6eTktLi6yhMzc3N+Lj42loaJC1NASmbkiSk5Pp6+ujublZlta9tFNSUtBoNFy+fFn2tSpMtTK0tbXR0tKCv7+/8OxbSZIoLS3FbDaTkZEhu+pcW1vLyMgIixYtkqVVUVGB0Wh8IJP4u9/9jlOnTgFT6Rv/5b/8F/7whz8AUxXda9euWW8E5WB5SiMqqcVCWVkZkiTZzRCXlZWh1WpnVORaVVUVk5OTM8rEKygoPNo8EoY4PT0dQHjbxKJFixgdHRWyDS89PR2VSiWkuuvg4GCtWE2XhQsX4uDgIKQCHh4eTnBwMFVVVcIruTqdjpSUFJycnKiqqrpn5JnCgyFJEi0tLbS1tREUFMT8+fOF93y2tLRw/fp1kpOTrUNt02VycpKKigpmzZolK7LNZDJRUlJCWFgYQUFBD/R3LDcJarWa+vp6/vmf/xmA/Px8vvjiCz799FNgyjBPd6C3uLgYR0dH4ckMJSUl1jYQe1BeXk5iYuKMyvK1/KxQDLGCgoIoHglDHBUVhaenp/C2icTERHQ6HRcvXpStZenTLCoqkjUU5+rqSlJSEpcuXZLVW+vi4kJycjLNzc309vZOWwemKuCpqaloNBqKiorumcErBycnJxYsWICrqys1NTV0d3cL1X8SMJlMXLlyha6uLmbNmkVMTIxwMzwwMMDly5cJCgoiIiJCtl5lZSUGg0F2BfXKlSsMDg5OW8fDw4PZs2fT2dnJzZs3+eUvf8lLL70EQGFhIQEBARQVFf0gTbPZTHFxMSkpKcIyny26ZWVlpKWlCa383w/LZsOZ1npQUlJCaGio0Kg7BQWFJ5tHwhCr1WrS09MpKSkRuvpXq9WSlpZGSUmJ7LYJgGXLltHf3y97s97SpUsxGo2yq7spKSnodDoKCwtl9//qdDoyMjIYHBwUMoh4N1qtluTkZHx8fGhsbKShoUG48X5cMRgMVFZW0tfXR0REBPPmzRMeAWc0Grl48SJarVZIq8TQ0BCXLl0iMjLygau690KSJM6fP4+fn5/sNIELFy6g0+n4xS9+YR2o8/b25rnnnrMuzPnss8/Ytm3b9w6s1tfX09/fz9KlS2Vd091YWscWL14sVPd+VFZWYjKZrE/pZgKSJFFSUmK310hBQeHJ4JEwxDDV3jA4OEhDQ4NQ3SVLljAyMkJ1dbVsraSkJNzc3CgsLJSl4+/vT2xsLCUlJYyPj09bR6vVsmjRIq5duyak/zc4OJjo6GhaWlro7OyUrXc3Go2GhIQEQkND6enpsVYQFe7PjRs3KC8vZ2xszPra2SIPuaKiguHhYRYtWiTk0XlRURGSJMk2jC0tLfT29rJs2TJZFfHx8XFKSkqsTyosJCQk8MEHH+Du7g5Af38/7e3t1naRTz/9lL179/47PcvNg4he5DspKipCpVLZzaBakjtm2kKOGzduzCgTr6Cg8OjzyBhiy9T3D310+X0kJyfj4uLChQsXZGtpNBoWLVpEdXW17AGxZcuWMTY2Jnt5SGxsLH5+fly4cIHJyUlZWjDVZuLj40NZWZnsWLd7oVariYiIICEhAYPBQFlZmaxBxccVs9lMc3MzNTU1ODs7k5qaip+fn03Oam1tpb29nbi4OAICAmTrdXd309TUREpKitVoTpdz587h7u4ue+CroqKCsbExli1b9p1/7qc//anVlAL8+c9/5i9/+Yv190+ePElvby9FRUXC2yVgyhDHxMQI3Tb4XZSWlhIfH2+XeDdRWBZyzLQ2DwUFhUebR8YQe3p6Eh8fL8S43omjoyOLFi2iuLhYVjXWQmZmpvUxrhzmzJlDeHg4hYWFsrb0qdVqsrKyGBkZETJgp1arWbx4MWq1Wva1fRd+fn6kpaXh4uLClStXlBaKOxgdHaWiooKuri5CQkKsrTG24MaNG1RUVBAQEEBcXJxsPZPJxJkzZ3B3d5eda2sx6suWLZMVayZJEmfOnCE4OJh58+b9oL9bUFDAnj17gKl/l02bNvEf/+N/ZHBwkKysLKFDojdu3KC+vv57TbsohoeHqa6uFp6SYWvKysqseewKCgoKonhkDDFMmc3m5mauXbsmVDcrK4uxsTEhQ3sBAQHEx8dz/vx52X3JK1asYGRkRHa6RnBwMHFxccJSHFxdXVmyZAnDw8Oyhwi/C0sChaWForS0lJs3b9rkrJmA2Wymvb2dsrIya4tEdHS0zYarhoeHKSwsxMXFhcWLFwtpxbh06RL9/f1kZWXh6Og4bR1Jkjh9+jRubm6yK4F6vZ7Ozk6WL1/+gz9HtVptrczrdDrOnTtHVFQUrq6uuLm5ERAQcM+WiulgKQbYyxCXlpZiMplYsmSJXc4TRVlZmfDsZwUFBYVHyhBbfhDI7dG9m7i4OHx9fTl37pwQveXLlzM0NGR9dDdd5s6dS0REBOfPn5ddiV28eDHOzs6cOXNGyIKNgIAAUlNT6e3tpbKyUujSjjuxtFAsWLAAtVpNdXU1NTU1slduzzT6+/spLS2ltbUVX19f0tPTbdYiATAxMcH58+eRJInMzEwhfcODg4OUlZUREREhewucpTos11gDnDlzxjo0KgeVSsX8+fNpa2tjyZIl+Pj48D//5/+0vm8dPXqUjIwMWltbp6VfWFhISEiI0BXc30VRURHOzs4zqn94ZGSE2tpapX9YQUFBOI+UIZ41axZhYWGcPXtWqK6lreDy5ctCln/ExsYSGBjIqVOnZBvFnJwcRkdHZfdOOzs7s2zZMnp7e4UMEMJUPnFsbCx6vZ76+nohmvfDy8uLtLQ0IiIiuHXrFiUlJbS2tj72bRQGg4GamhouX76MJEkkJiYSHx9v00xYk8lEYWEhw8PDLF26VHafL/xbW4JarSYzM1O2VkFBAe7u7rKH1vr7+6msrGTJkiXChgUnJibIzs4mKCiIf/iHf2DOnDnW33dxcSEkJASAffv28atf/eqBvoaHh4epqKggMzPTJkOT9+LChQukpqai1Wrtcp4IKioqMJlMSv6wgoKCcB4pQwxTbQTV1dXCH53n5ORgNps5c+aMbC21Wk1OTg4dHR2y0x3mzJlDTEwMhYWFjIyMyNKKiooiNDSUoqIiBgcHZWlZsCQb1NTUoNfrhWjeD7VaTWhoKBkZGfj5+dHe3k5JSQldXV2PnTEeGxujqamJkpISbt26RXh4OOnp6fj6+tr0XLPZTFFRETdu3CAjI0PIEB1gzUheunSp7IUedXV1dHV1kZOTI7s6bNlYt2LFClk6FgoKCggJCblnBNz69es5ffq01XifO3eOzz//3NrykpubS1VV1T11LS1Yoq7z+7h69Sp6vV72zYu9sQw82muLn4KCwpPDI2eIly9fjiRJwqvEwcHBzJ8/n4KCAiGP/xctWoSbmxv5+fmytVatWsXExITslg6VSsWKFStQq9VCqtcWzfT0dIKCgigvL6erq0u25vfh7OxMXFwcCxYswMnJiebmZoqKimhvbxeSpPEwGRkZob6+nuLiYrq7uwkMDGTRokXMnTvX5osYJEmioqKC7u5uFixYQGhoqBDdoaEhLly4wKxZs2QP5plMJk6ePIm/vz/JycmytAwGA4WFhSxcuFDIjUZXVxcNDQ2sXLnygaq4v//9761PfiRJ4p133uEf//Efrb/f0NBg/R49ffo0gYGBdhsUs7zXZGVl2eU8URQVFREfH4+Hh8fDvhQFBYXHjEfOEIeFhREWFsbp06eFa69atYpr165x5coV2VparZbs7Gxqamro6emRpRUQEEBKSoq1WigHNzc3li1bRnd3N5cuXZKlZUGtVlt7JouLi4UPPd4PLy8vFi5cyIIFC3B3d6e1tZWioiJaWlpmVI+xJEkMDg5SU1NDaWkp169fJyQkhEWLFhEbG2uXlbmSJFFVVUVrayvz588XthbYbDZz8uRJYOopjNzH/RUVFdy8eZPVq1fLvkE4f/48Y2NjrFq1SpaOhYKCAhwcHMjOzn7gv2OJZVOpVJSXl/N//s//AeDWrVskJCTwq1/9itu3b1NWVkZ2drbd2iXOnj3LnDlz7NavLILJyUnKy8uVhRwKCgo24ZEzxAArV66kqqpK9kriu1m8eDGurq7k5eUJ0Vu+fDlarVaI3ooVK3BwcBCiFRsbS0REBMXFxcJeQ41GQ1ZWFu7u7hQWFnL16lUhug+Cl5cXSUlJpKam4uPjQ2dnJ0VFRVRWVnL16lWbRcPJZWRkBL1eT3FxMZWVlQwMDBAaGsrixYuJiooSnmF7PyRJorKyksbGRiIjI61b2URgqThnZWXJrtoZDAYKCgqYO3cu0dHRsrQmJiYoKCggNjZWSCV8YmKC06dPk5aWNu2M4ICAACIjI4Epo/zBBx/wwgsvcObMGQYGBvjlL38pPHbyXhgMBoqLi8nKyrKbARdBZWUlo6OjMy4VQ0FBYWbwSBpiS0XHUnkShVarJScnh5KSEiHDdW5ubmRmZlJWVkZfX58sLQ8PD7Kysqivr6elpUWWlqV1wtXVlRMnTgjJX4ap12/FihV4eXlx8eJFOjo6hOg+KO7u7sTHx7No0SLCwsKYnJykqamJixcvUlVVxbVr1x6qOZYkidHRUTo6OigtLaW0tJSOjg50Oh0xMTEsXryYiIgIuw4xmc1mysrKaGlpITo6mpSUFGEmqLu7m9LSUqKiomSvVYapft+xsTHWr18v+xovXLjA7du3WbdunezrAqxDiKL0XFxc2LFjB7GxseTn5xMSEkJOTo71RuDQoUO8+eab1gVAvZ/2cjHsIqfVp7kYdpHeT6d/o3vx4kXGxsZYuXKlkM/FXljSh0Svy1ZQUFCAR9QQh4SEkJCQQF5envC4r7Vr12IymYT0/gKsXr0atVotpLK7ZMkSvL29OXbsmOwhMmdnZ9asWcPQ0BCnT58W9jpaWkUXEChvAAAgAElEQVR8fX0pLi6edsSUHHQ6HWFhYaSnp5OWlsbs2bOtvbkXLlygpKSExsZGrl+/blODLEkSIyMjXL16ldraWi5evEhJSQl6vR4HBwfmzZvHkiVLSE5OJjg42O65qWazmeLiYtra2oiLiyMpKUmYGTYYDJw4cQIPD49p5fvezfXr1yktLSU1NZWgoCBZWkajkRMnThAZGfmDF3HcC0mSOH78OHPmzBGyvOROrl27RlVVFS+++CL79++3Ru21tbVx/vx53N3d6f20lw/e+ICC9gKQYLx9nIafNEzbFJ8+fRp3d/cZl9Rw/vx5a4SmgoKCgmge2WTzNWvW8Nvf/pampibZj0/vJCgoiAULFnDixAm2bNki26R4enqydOlSCgsLWbdunaw3a0dHR9auXcu+ffsoLi6WXQkJCgpi0aJFFBUVUVNTI3v97Z3XmZWVxcWLFykrK2N8fJyYmBi7P35VqVS4ubnh5uZGREQEt2/fZmBggIGBAa5du0Z3dzcwZeJdXV3R6XS4uLig0+nQ6XQ4Ojri4OCAWn3v+0JJkjCbzZhMJsbHxzEYDNaP0dFRRkdHrctZtFotXl5eeHl54e3tbbPNcg+K0WjkwoUL9Pb2kpSUJKSCa8HSN2wwGHjuuedkV7wlSeLIkSM4OTmRk5Mj+/ouXrzIwMAAL7/8spCvyaamJvR6PW+++abwr/ETJ04AUzfWd/Lzn/+cn/3sZ6hUKvT/Tc/+if0YMbKMqcxj86gZ/X/TE/hK4A86z2Qycfr0aTIzM2UneNgTy2KlHTt2POxLUVBQeEx5ZA1xTk4Ov//97zl27JhQQwzw9NNP88///M9cuHDhBw3I3I+1a9dy4cIFjhw5wo9+9CNZWrGxsURFRXHq1Cni4uKm3a9oISUlhZ6eHgoLC/Hz8yM4OFiWngWNRsPSpUspLS2luroag8FAcnLyfc2lrVGpVHh6euLp6cncuXMxm80MDQ0xODjIyMgIIyMj3L59+56Vd5VKhYODg9Ucm0wm68e90Gq16HQ6/P398fDwwNPTE51O98j0Y1rSFfr7+0lNTSUiIkKofllZGR0dHWRnZ+Pv7y9b79KlS7S1tfHMM8/g6uoqS2tycpJjx44REREhrJp7+PBhXFxcWL58uRA9C2azmWPHjpGSknLPqrjl62m8Y5z/y/+ln2+3eY13/PBWqPLycm7evMmaNWumd9EPiZKSEsbGxoS8XysoKCjci0fWELu7u5OZmcnJkyf567/+a6F9l0lJScyaNYvDhw8LGSzx9vYmOzubU6dOsWbNGlmPfFUqFRs2bOAPf/gDhw8fll3lUqlUrF69mgMHDnD8+HFefPFFXFxcpq13Jw4ODixatAidTkdjYyO3b99myZIlj0TQv1qtthpkC5IkMTk5aa3yTk5Ofsv8mkwmzGaz1Rzf+aHVaq3VZVvHo8nh1q1bFBYWMjk5ybJly6xLIkTR1tZGWVkZsbGxQobzRkZGyMvLY86cObKXcMBUnNjAwACvvfaakBuUGzduUFxczIYNG4QPQVZXV9Pd3c1rr732nX/OKdQJ2sEf/3///38geXl5ODs7z7i4tTNnzlhvwhUUFBRswSPZQ2xh3bp13L59W/YWt7tRq9WsX7+e1tZWGhoahGiuXbsWrVZLbm6ubC0vLy9WrlxJU1MTtbW1svWcnJxYt24dExMTHD161PqYXwQqlYrk5GTS0tK4ceMG+fn51kGgRw2VSoVWq8XT05OgoCBr7FRkZCTR0dHMnz+f+Ph4a5U+IiKCuXPnMnv2bAICAnBzc3ukzXBbWxunTp1CrVazcuVK4Wb41q1b5Ofn4+/vLywi7Pjx44yPj7Nx40bZTxfGxsY4fvw4sbGxwp4qHT9+HEmShA3T3a2t0+m+15xG/O8I1C7ffm3ULmoi/vcPq/ybzWby8/PJysoSdlNsL86cOUNaWprspS8KCgoK9+ORNsSpqan4+flx9OhR4drZ2dm4ubnxzTffCNFzd3dn5cqVVFZW0t7eLlsvIyOD4OBgjhw5InuDHYCfnx+rVq2it7eXkydPCh9WDA8PZ8WKFZhMJgoKCmhraxOqr3B/TCYTZWVllJaW4uvry+rVq2W32tzNyMgIubm5aDQa1q1bJ2RAsKGhgaqqKjIzM4VszMvPz2d4eJiNGzfK1gIYHR0lPz+fjIwMIa0hd2ufOnWK5cuXf2+/eeArgcT8KQanuU6gAqe5TsT8KeYH9w9XVFTQ19fH2rVr5Vy63enr66OqqspuW/wUFBSeTB5pQ+zg4MC6desoKSmRHWt2N87Ozqxbt46ysjJh29dWr16Nu7s7X375pWzD6eDgwObNmxkfH+fw4cNCDGxkZCRLliyhpaXFJnmnvr6+rFmzBh8fH0pLSykvL3/sVi4/agwPD1NQUEBrayuxsbFkZ2cLX/QxMTHB4cOHGRsbY8OGDbi7u8vWHB0d5dChQwQGBgrpCx0YGODkyZMsXLhQ2LKJ/Px8RkZGePbZZ4Xo3UlBQQFjY2M888wzD/TnA18JZEnbElaYV7CkbckPNsMw1S7h5OQkvBfa1ljWb4tasKKgoKBwLx5pQwywfv16zGazTarE69atQ6vVCqsSOzs7s2HDBpqbm6mqqpKtFxgYyIoVK7hy5YqQ1gmABQsWkJiYyOXLl4Vc4904OzuTnZ1NbGwser2e/Px8IZnPCt9GkiRaW1s5ceIEIyMjLFu2jMTEROFDjSaTiePHj3Pz5k2eeuopYZXSo0ePMjo6yubNm4VUm3NzczGbzcLM6+TkJIcPHyYhIUFIdNvdHD58mLCwMOExbvfDbDZz4sQJsrKyZA8u2hvLKm9RKTkKCgoK9+KRN8QhISGkpqZy5MgR4dVGDw8PVq5cyblz57hx44YQzaVLlxIYGMjBgweF9OouXbrUOgB4+/Zt2XoqlYply5YRHh7O+fPnaW5ulq15N2q1msTERLKyspiYmODkyZPU1NQo1WJBjI6Ocv78ecrKyvD29mbNmjXC+4VhynSfOXOGzs5Oli9fzty5c4XoXrlyherqarKzs4WknnR1dVFUVMTy5cutOb5yOXv2LP39/WzevFmI3p00NzdTX1/Phg0b7JZMcunSJa5fvz7j0iWMRiOnTp1i5cqVDy3BRkFB4clgRrzDbNy4kd7eXoqLi4Vrb9q0CYCDBw8K0XNwcOC5557j+vXr1kd9cvW2bNnC5OQkBw8exGw2y9ZUq9WsXr2aoKAg8vPzbbZxLigoiKeeeorQ0FDq6uo4ceKEsBuPJxFJkmhubub48eP09fWxYMECli9fbpOKnyRJXLhwgfr6etLS0oRVMgcHBzl06BAhISFCkg4kSWL//v24uroKG3wzGo18+eWXREZG2qQqefDgQbRarV17eY8ePSos59melJaWMjAwMOOMvIKCwsxjRhjizMxM/Pz8+Oqrr4Rr+/n5kZOTQ0FBgTCzFh8fT2JiIkePHhWSuODn58e6devQ6/XCen8dHR3ZsGGDdTPe1atXhejejVarJSMjg6ysLEwmE6dOnaKysvKhrlieiQwODnL69GkqKyvx9fXlqaeeIioqymYVxtLSUi5fvkxiYiLp6elCNE0mE1988QVGo5GtW7cKSeywrKXetGmTsOSEs2fP0tfXx/PPPy/89R0aGuLkyZOsXr0aDw8Podr3w2g0cuzYMes695lEXl4ejo6OM87IKygozDxmhCF2cHBg06ZNlJWV0dnZKVx/y5YtSJIkrEoM8Nxzz2EymYRppqamEhcXx8mTJ4W9Bk5OTmzcuBF3d3cOHz5s3exmC4KCgli7di3z5s2jubmZo0eP0tTUJKTi/TgzNjZGeXk5eXl5DA4Okp6ebtM+UEmSKCkpsWYNZ2ZmCjOFZ8+epaOjg2eeeUZIa8PY2BhfffUVoaGhLFmyRMAV/lt1OCIiQkgu8t0cO3aMsbExm7Ri3I+ioiJu3brFhg0b7HamKAoKCli8eLGQQU4FBQWF72JGGGKADRs2oNFobFIl9vf3t1aJRaVZ+Pv7s3r1akpLS2lsbJStp1Kp2LRpE56enhw4cEBIFBuAi4sLzz77LO7u7uTm5trkhsOCo6MjKSkprFmzBi8vLy5dusSxY8fo7OwUHgM305mcnKSmpoYjR47Q2tpKVFQUTz/9NGFhYTarCkuSRFFRkdUM5+TkCDurubmZM2fOkJycTHJyshDNw4cPMzg4yIsvviisv/TMmTNcv37dJtVhyw1yfHw8UVFRQrW/i9zcXNzd3WfcMo7u7m7q6uqU6rCCgoJdmDGG2MfHh9WrV3P06FEhw2V3s3XrVlQqFQcOHBCm+dRTT+Hn58dnn33G5OSkbD1nZ2defPFFRkZG+Pzzz4VVVy2m2NPTk8OHD6PX64Xo3g8vLy+ys7PJzMxEo9FQVFTEyZMn6enpeeKNsdFopKmpiaNHj1JXV0dwcDBPPfUUCxYssOkGQEmSOHfuHJWVlcTHxws1w/39/XzxxRcEBAQIq1J2dHRw6tQpMjMzCQ8PF6I5MTHB559/TlRUFKmpqUI076SwsJDu7m5eeOEF4dr3Y3h4mBMnTrB+/fpHYoPkD+HEiRMASv+wgoKCXZgxhhjghRdeYGxsTFhM2p34+fmxdu1azpw5I6yfVqvVsn37dq5fv87x48eFaIaEhLBhwwZaW1spKCgQogn/Zor9/f05fvy4kKr2d6FSqQgODmbNmjWkp6czPj7O+fPnycvLo62t7YlLpBgbG6Ompobc3FwuXbqEh4cHq1atYsmSJTZ/XGw2mykoKKCmpoYFCxYI20IHU5Xu/fv3Yzab2bZtmxBTZjKZ+Oyzz3B3dxeaEXzixAlu3rzJSy+9ZJMq/P79+wkJCSEzM1O49v3Iy8uze4uGKPLz8wkNDRW2dVBBQUHhu5hRhjgiIoK0tDS++uormwxlbdmyBScnJ/bt2ydMc/78+aSnp5OXlyesR3fhwoWkpqZy/vx56urqhGjCVAV648aNBAcHk5+fT3V1tTDt+6FSqQgLC2P9+vVkZGSgUqkoLS3lyJEj1NXVMT4+bvNreJgMDg5SVlbG4cOHqaurIyAggJycHFasWIGPj4/NzzcajeTl5dHQ0EBGRgZLliwRZgYlSeLIkSP09PSwdetWfH19heiePn2ajo4Onn/+eWGDdAaDgS+//JLExEQSEhKEaN5JbW0ttbW1PPfcc3Zd//31118TFhZGUlKS3c4UwdjYGOfOnWP16tV2i6ZTUFB4splRhhhg27Zt3Lp1y/o4TSQeHh4888wzFBUVCa2QPvfcc+h0Onbt2iWs8rl+/XpmzZrFl19+ybVr14RowlRV+5lnniEsLIxz585x7tw5uwy+qdVq5s6dy5o1a8jKysLT09NaMb148SLd3d2PzQDe+Pg4LS0tFBQUkJeXR0dHB2FhYaxbt46lS5cKy9L9PkZGRjh48CB6vZ5ly5aRlpYm1HwUFxdTWVlJdnY2MTExQjR7e3s5dOgQCQkJQofevv76a4aGhnjppZeEad7J3r17cXd3Z/369TbRvxetra2UlZWxefPmGWcqz507x+jo6IxbM62goDBzmXGGODU1laioKPbt22cTg2QZXNu1a5ewflZ3d3e2bdtGR0eHMCOv0WjYtm0bzs7O7Nmzh6GhISG6Fu1169aRnJxMdXU1R44csVulVqVSERQURHZ2NmvXriU8PJzr169TWFjIoUOHqKio4MaNGzOu19hkMtHZ2cn58+etn8fk5CSJiYls2LCB1NRUu07S9/X18fnnn3Pr1i3Wr18vbNDNQmNjI8ePHyc2NpYVK1YI0TSbzezevRtHR0ehbQ03b94kNzeXZcuW2WQrXUdHB4WFhWzevBmdTidc/358/vnnaDSaGdkucfToUdzd3e3aXqKgoPBkM+MMsUqlYvv27XR2dgrL5L0TZ2dntm3bRkNDAyUlJcJ0LW0OR44cEdaj7OHhwcsvv4zBYGDPnj1C20jUajXLli1jxYoVdHV18eWXXzI4OChM/0Hw9PRk4cKFbNy4kczMTAIDA2lra+PUqVMcPnyY0tJSOjs7H8lMY0mSGBoaorm5mfPnz/P1119TVFREf38/UVFRrFmzhrVr1xIbG4uTk5Ndr02v1/PVV1+hUqnYunWrsKE0Cz09PRw4cICgoCC2bt0qLAGioKAAvV7PCy+8gJeXlxBNwHpzbavq8L59+3B0dGTr1q020b8XExMTHDx4kJUrVwpbt20vTCYTx44dY/Xq1TNuEFBBQWHmonnYFzAdli9fzs6dO9mzZw/Lli0T/jgwJyeHo0ePsnv3bhYuXIijo6MQ3RdffJHGxkY++eQTfvGLXwjRDQ4O5vnnn2fv3r0cOHCA7du3C+1RjIuLw9PTk2PHjvHFF1+wdu1aZs+eLUz/QVCr1QQHBxMcHMzk5CRXr16lp6eHq1ev0tbWBoC3tzcBAQH4+vri7e2NTqez62Nis9nM0NAQAwMD9PX10dvby+joKACurq6EhYUxe/Zs/P39H9rja0mSKC8vp6SkhMDAQNavXy+sB9fCwMAAe/bsQafT8fLLLwszNN3d3Rw6dIjk5GRhi0Jg6ubgzJkzbNy4kYCAAGG6Fvr6+jhx4gRPP/20UBP/fZw4cYKBgQGef/55u50pitLSUm7cuCFs86CCgoLCgzAjDbGDgwPbt2/nt7/9LeXl5aSlpQnXf+211/jVr35Fbm4uW7ZsEaLr5ubGK6+8wvvvv8+hQ4eEVYxiYmJ4+umnOXz4MIcOHeLZZ58VarpmzZrF888/z5EjRzh06BDp6eksXLhQWOXvh+Do6EhYWBhhYWGYzWb6+/u5du0avb29NDU10dDQAEz1Qnt5eeHt7Y2HhwcuLi64uLig0+lk3TBMTk4yOjpq/RgYGKC/v5/BwUFrC49GoyEgIICYmBiCgoJwc3MT8rnLwWAwUFBQQHt7O9HR0axYsQKNRuy3/8jICLt27WJycpLXX39dWAvI5OQkH374ITqdju3btwv72jabzfzlL3/Bw8ND2Pf43ezdu9easGFPPvvsM6ELS+xJbm4uTk5OStyagoKCXZmRhhhg3bp17N69m08++YTU1FThVbekpCQyMjL48ssvyc7OFjYhn5iYSHZ2NidPnmT+/PnMnz9fiG56ejojIyOcPn0aV1dX4T9MPD09ee655zhz5gwlJSV0dXWxevXqh2r21Go1vr6++Pr6Eh8fj9FoZGBgwPrR399/z214Tk5OuLi4oNVqcXBwsH5oNBrUajUmkwmj0YjJZLJ+jI2NMTo6itFo/JaWo6MjXl5ezJs3z2rA3dzcHsrNwv3o6uoiPz+fsbExsrKySEhIEP79Mj4+zqeffsrg4CA/+tGPCAwMFKZ98OBBuru7+elPfyp03fG5c+dobGzknXfescnmv1u3bpGbm8vatWsJDg4Wrn8/mpqaqKys5Be/+MUj9XX4IJjNZg4dOkROTs4jcSOpoKDw5DBjDbFWq+Wll17i3Xff5fLlyyxYsED4GTt27OA//+f/zK5du/hP/+k/CdPdsmULjY2N7Nq1i7//+78XVklbvnw5IyMjFBYW4urqytKlS4XoWtBqtaxevZo5c+Zw9uxZ9u3bx8qVK4X3oE4XjUaDn5/ft1IazGYzIyMj1oquwWCw/rfRaGRsbOxbxtdkMqHRaL5llB0cHHBzcyMgIMBaZb6z4vyoTvCbTCZKS0upqKjAy8tL2MrkuzEajezbt4+enh62b9/O3LlzhWnX1NRw+vRpcnJyiI+PF6Y7OjrK7t27iYqKYvny5cJ072Tfvn0YjUZeeeUVm+jfj/379+Po6Dgjh+nKysro6enhf/yP//GwL0VBQeEJY8YaYpha5/zpp5/y4Ycf8q//+q/CjUlAQABbtmxh//79rFy5UliWp1ar5Y033uDXv/41n3zyCe+8846QSo5KpWL9+vWMjIyQl5eHRqMhIyNDwBV/+4zY2FiCgoI4ceIER48eZf78+WRmZgrrtRaJWq3G3d3drgkOjwK3bt3i5MmT9PX12fTfx2g0sn//fvR6Pc8++6yweDWY2nC3a9cuQkJChC7ggCmzevv2bf7u7/7OJlXUmzdv8vXXX7Nq1SpmzZolXP9+jIyM8M0337B27Vq8vb3tdq4ovv76a5ycnHjqqace9qUoKCg8Ycys52l3odVqefXVV6mqqqK0tNQmZ2zatIng4GA++OADoWkGlr7cK1euCNtiB1MGcOvWrcTExHDkyBGhSRl34uXlxdatW0lJSaGuro59+/bR0dFhk7MUHhyTyURFRQUHDhxgaGiIp556ipycHJua4cbGRp5++mlSUlKEan/wwQdMTk7y5ptvCr1+vV7PsWPHWLt2LZGRkcJ072T37t0YjUZee+01m+jfj0OHDjE8PMzLL79s13NFYDQa+eqrr1izZs0TdwOroKDw8JnRhhimqsRBQUHs3LnTJtm0Wq2WN998k56eHg4ePChUOzMzk/T0dA4fPkx9fb0wXY1GwwsvvGBzU+zg4MCSJUvYvHkzarWa3Nxc8vLyrOkKCvbFEndWVFREaGgo27Zts5nhu9sMi34ScfDgQVpbW3nllVcICgoSpms2m/nTn/6Ep6enzWLWenp6yM3NZcOGDXatDkuSxJ49e4iPjxeeK20Pzp49y40bN3juuece9qUoKCg8gcx4Q+zo6Mhf/dVf0dTUxNmzZ21yRlJSEpmZmRw8eJCuri5huiqVipdeeomgoCA+/PBDbt26JUz7blNcVFQkTPtuQkJC2LZtG+np6ej1evbs2UN1dfVjs1nuUWdsbIzTp09bV5qvX7+e9evX22RQDKZSH2xphsvLyzl16hQrVqwgNTVVqPaxY8fQ6/X81V/9lfDIOQsff/wxarWaV1991Sb696O4uJiWlhZefvnlR7av/bv48ssv8fDwYNWqVQ/7UhQUFJ5AZrwhBli9ejVz585l586d/y4FQBSvvfYazs7OvPfee0KNnpOTEz/+8Y8xGo386U9/EtqWYTHFsbGxHDt2zGY3DDBVLU5PT2f79u0EBARw7tw5vvjiC7q7u2125pOOyWSipqaGPXv2UFdXR3JyMi+99JJNhxzHx8fZs2cPjY2NbNiwQbgZ7uzsZPfu3YSHhwuPQrt27RqfffYZKSkpNosja2lpIS8vjy1btth9IcbHH3+Mr6+vXddDi2JkZITc3Fw2btyIs7Pzw74cBQWFJ5DHwhA7ODjwk5/8hK6uLg4fPmyTMzw9PXn99ddpamriyJEjQrWDgoJ4/fXX6erqYvfu3UJbPyymODExkYKCAvLy8mxaufXy8mLjxo2sXbuW0dFRDh48SG5uLjdu3LDZmU8akiTR1NTE3r17OXv2LD4+Prz44ossW7bMpoONo6Oj7Nq1i7a2NjZv3ix0QQbA0NAQf/zjH3FxceGtt94SmpNsNpv54x//iFqt5q233rJZBfXPf/4zrq6udk+WaG5u5uzZs7z88st233wogmPHjjE6OsqLL774sC9FQUHhCeWxMMQAS5YsISkpiY8//hiDwWCTMzIzM0lNTWXv3r1cu3ZNqHZCQgKbNm2ivLycEydOCNV2cHBgy5YtpKenc+HCBb766iubVdJhqhVk3rx5vPLKKyxZsoTe3l72799PXl6e3dc/P05IkkRHRwcHDhzgxIkTODg48PTTT/Pss88Ky8m+H/39/XzwwQf09PTwwgsvCI85NBqN7Ny5k+HhYd5++208PT2F6ufn51NbW8uPfvQjm0TPAVRWVlJcXMwrr7xi96Gwjz/+GGdnZ7Zv327Xc0Vx8OBBQkJCWLRo0cO+FAUFhSeUx8YQq1Qq3n77bfr7+9m7d6/NzrBUrv7whz8Ir7SuWbOGtLQ0vvnmGy5duiRUW61W8/TTT7Nq1Sqqq6vZtWuXzYffNBoNKSkpvPrqqyxcuJC2tjb27NlDQUGB0H7pxx1Jkmhvb7dW28fHx1m1ahUvvvgiYWFhNu8X7erqYufOnYyMjLBjxw7i4uKE6kuSxN69e2lububVV18lNDRUqP7169fZvXs3iYmJNutPNZvNvP/++/j7+wvbQPmg9Pb2cujQITZv3mzX9dCi6O/vp6CggE2bNs24RSIKCgqPD4/Vu09cXBwrVqxg3759XL9+3SZn+Pj48MYbb9DQ0MA333wjVFulUvHKK68QFhbGRx99hF6vF66flZXF1q1brSbn5s2bQs+4F05OTixevJhXXnmFhIQE6+P+3Nxcurq6bJIO8jhgNBqpra3ls88+4/Dhw9y+fZusrCxefvllYmJi7GIeamtr+eijj3B0dOTNN98UunTDwrFjx7h48SLr1q0TvobdbDbz+9//HpVKxV//9V/b7OYhLy+PxsZG3nrrLbRarU3OuB8ffvghZrOZ119/3a7niuLgwYNMTk7ywgsvPOxLUVBQeIJ5rAwxwNtvv43ZbObPf/6zzc7Iyspi8eLF7Nu3j9bWVqHaWq2Wt99+Gy8vL95//32bGPukpCR27NiBwWBg586dtLW1CT/jXri6upKVlcWOHTvIyMigr6+Pb775hv3791NfX4/JZLLLdTzqjI6OUlJSwieffMKZM2dwdHRk9erVvPrqqyQmJuLg4GDza5AkiXPnznHgwAGCg4N56623bDIkVlRURG5uLosWLeKZZ54Rrv/NN99QX1/PG2+8YbMhN8v30fz58+2ekHDr1i0OHDjAhg0bmD17tl3PFsWBAweIjY0lISHhYV+KgoLCE8xjZ4iDgoLYtm0b+fn5XLlyxSZnWFonPDw8ePfdd4UmQwC4u7vz05/+FJVKxR/+8AeGhoaE6gPMnTuXt956CxcXFz755BNKS0vtVqnV6XSkpaXxox/9iJycHCRJoqCggI8++oizZ8/S29v7xFWNjUYjLS0tHDlyhI8//piysjKCg4PZvHkzzz//PNHR0XYxwgATExN8+eWXnDx5ksTERHbs2GGTCLe6ujo+/fRTYmJibBIVptfr2bdvH8oU4iwAAAkPSURBVIsXLyY7O1uo9p3s2bOHmzdv8rOf/czuj/x3797N+Pg4P/7xj+16rihaW1spKyvj+eefn5FRcQoKCo8PKrnGQ6VS/Rz4GWAEDkuS9F+/7++kpaVJZWVlss79LgwGAzt27MDb25v33nvPZkaiqqqKX/3qV6xevZqf/OQnwvVbW1v53e9+R1BQEH/zN3+DTqcTfobBYOCLL76gubmZxMREnnnmGbtPqUuSxNWrV6mrq0Ov12MymfDy8iI6Opro6Gg8PDzsej32QpIkrl27RkNDAy0tLYyPj+Pi4kJMTAzz589/KP2g169fZ//+/dy4cYOcnByys7NtYlRaW1t599138fPz42//9m+Ff20bDAb+7u/+jrGxMX7zm9/g5uYmVN9CV1cXb7zxBtnZ2fz3//7fbXLG/RgaGmLt2rVkZGTwu9/9zq5ni+Jf/uVf+O1vf0tlZSUhISEP+3IUFBQeU1QqVbkkSd/Zkycr10ilUuUAzwJJkiSNq1SqADl6otDpdLzzzjv80z/9E998843wPFMLSUlJbNq0iW+++YbExETh2abh4eG89dZbvP/++7z//vv8h//wH4T3J+p0Ol5++WXOnz/PqVOnrCkCgYGBQs/5LlQqFbNnz2b27NmMj4+j1+tpaGigpKSEkpIS/Pz8mDt3LnPnziUgIGBGD95MTk7S1dVFW1sbHR0djIyMoNFoiIiIIDo6mtmzZz+0z+/y5cvk5uai1WrZsWMHERERNjmnu7ub9957Dw8PD372s58JN8OSJLFz506uXbvGL3/5S5uZYUmSePfdd3F0dOSdd96xyRnfxd69e7l9+zZvv/223c8WgclkYu/eveTk5ChmWEFB4aEjN+jzHeBfJEkaB5AkyTaTbNMgJyeHI0eO8MEHH7B8+XJ8fHxscs727dupq6vj/fffJzIykoAAsfcE8fHxvPbaa3z00Ud88MEHwvNZ+X/t3X9o3Hcdx/Hni6SpxXZVEDGs1/ygZqZGJaMdgdVgO7VTQymEwgaToX9IxYQTHLps+FfZPyrqoP5jt0rBgko6fyB2dWP2xz+raU7nstaWuCZNc4orRSyUsqZ5+8ddpIwkd5fL3bdf7vX4q3f5Jt9Xebd373y/n/u8KexA0d/fTyaTYXR0lEOHDjEwMLDqW2uVY+3atXR3d9Pd3c2NGzeYnJxkenqaXC7H+Pg469atY/PmzWQyGVpbW1m/fv09fat1fn6e69evk8/nuXLlCrOzs9y5c4eWlhYymQzt7e10dnbWdP/gUm7fvs3x48fJ5XK0tbUxODhYs6vy165d4+DBgzQ1NTE8PLzq26sBnDp1ijNnzrBv375V3xHjbqdPn2ZsbIyhoaGab3v3Xjdv3uTIkSP09/fX9O9YSydPniSfz3PgwIGko5iZVd0QdwGflvQccAt4KiLGqo9VPUlks1mGhoa4dOkSfX19NTlPc3Mz2WyWkZERJiYm2LVr16qfY9u2bf9f2pDP51d9W6oFHR0d7N+/n2PHjnHixAm6urpqNt62HBs2bKC3t5fe3l5u3brFzMwMU1NTTE1NcfHiRQAGBwfrejW7UufOnWNhedDGjRvp6emhra2N1tbWuq0JLuXy5cvkcjl27NjBzp07a5orl8sxNzdHNput2X7A4+PjbN26lcHBwZr8/AXnz59ny5Yt7N27t6bnWcz09DRr1qypyVKtepmdnaW9vZ3du3cnHcXMrPQaYkmvAh9Z5EvPAs8BrwFZYDvwS6AzFvmhkr4GLLx69wATK49tCfsQ4NFz6eTapZvrl16uXbq5fun2QEQsOzGpqg/VSXqZwpKJk8XH/wD6IuKdEt93rtTiZrt3uX7p5dqlm+uXXq5durl+6VZO/ar99M5vgF3Fk3UBLfg3KDMzMzNLkWrXEB8GDkuaAN4FnlxsuYSZmZmZ2b2qqoY4It4FnljBt/60mvNa4ly/9HLt0s31Sy/XLt1cv3QrWb+qB3OYmZmZmaVZeiccmJmZmZmtgkQbYknDki5KekvS95LMYpWT9JSkkFSbDWWtJiR9X9LfJf1N0q8l1X9GtFVE0qPF18pJSU8nncfKJykj6U+SLhTf67JJZ7LKSGqS9BdJv086i1VG0gckjRbf8y5IWnKkcGIN8XvGPn8c+EFSWaxykjLA54ArSWexir0C9ETEJ4FLwEjCeWwZkpqAnwBfALYCj0tK53i6xjQHfCsiuoE+4BuuX+pkgQtJh7AVeR54OSI+BnyKZeqY5BXie3bss5XlR8C3AS9CT5mI+GNEzBUfvg5sSjKPlfQQMBkRbxc/yPwLChcTLAUi4p8RkSv++QaFN+T7k01l5ZK0CfgS8ELSWawyku4D+oEXobARRET8Z6njk2yIF8Y+n5V0StL2BLNYBSTtAWYj4o2ks1jVvgocTzqELet+YOaux1dxQ5VKktqBXuBsskmsAj+mcPFnPukgVrFO4B3gZ8UlLy9Iev9SB1e7D/GySox9bgY+SOEW0nbgV5IWHfts9Veids8An69vIqvEcvWLiN8Wj3mWwu3co/XMZhXTIs/5dTJlJK0HjgHfjIj/Jp3HSpM0APw7IsYlfSbpPFaxZuBBYDgizkp6Hnga+O5SB9dMRHx2qa9J+jrwUrEB/rOkeQqzwpcd+2z1sVTtJH0C6ADekASF2+05SQ9FxL/qGNGWsdz/PQBJTwIDwCP+JfSedxXI3PV4E5BPKIutgKQ1FJrhoxHxUtJ5rGwPA3skfRF4H3CfpJ9HxErmL1j9XQWuRsTCHZlRCg3xopJcMuGxzykUEW9GxIcjoj0i2in8g3vQzXB6SHoU+A6wJyJuJp3HShoDPiqpQ1IL8Bjwu4QzWZlUuHLwInAhIn6YdB4rX0SMRMSm4nvdY8BrbobTo9iXzEh6oPjUI8D5pY6v6RXiEjz22SwZB4G1wCvFq/yvR8T+ZCPZUiJiTtIQcAJoAg5HxFsJx7LyPQx8GXhT0l+Lzz0TEX9IMJNZoxgGjhYvJrwNfGWpAz2pzszMzMwamifVmZmZmVlDc0NsZmZmZg3NDbGZmZmZNTQ3xGZmZmbW0NwQm5mZmVlDc0NsZmZmZg3NDbGZmZmZNTQ3xGZmZmbW0P4H1eHvnNNodKwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = [12, 8]\n",
    "plt.figure()\n",
    "plt.contour(X,Y,F-1,10,cmap='binary')\n",
    "plt.plot(x1,y1,'o',color='r')\n",
    "plt.plot(x1,y1,':',color='k')\n",
    "plt.plot(x2,y2,'o',color='m')\n",
    "plt.plot(x2,y2,':',color='k')\n",
    "plt.plot(x3,y3,'o',color='b')\n",
    "plt.plot(x3,y3,':',color='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "ax.plot_surface(X, Y, F-0.2,cmap='binary',alpha=0.5)\n",
    "ax.plot(x1,y1,f1,'o',color='r',markersize=10)\n",
    "ax.plot(x1,y1,f1,':',color='k')\n",
    "ax.plot(x2,y2,f2,'o',color='m',markersize=10)\n",
    "ax.plot(x2,y2,f2,':',color='k')\n",
    "ax.plot(x3,y3,f3,'o',color='b',markersize=10)\n",
    "ax.plot(x3,y3,f3,':',color='k')\n",
    "ax.view_init(elev=40, azim=-100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Alternating Descent\n",
    "h = 0.1\n",
    "x = np.arange(-6,6+h,h)\n",
    "y = np.arange(-6,6+h,h)\n",
    "X,Y = np.meshgrid(x,y)\n",
    "\n",
    "F1 = 1.5 - 1.6*np.exp(-0.05*(3*np.power(X+3,2)+np.power(Y+3,2)))\n",
    "F = F1 + 0.5 - np.exp(-0.1*(3*np.power(X-3,2)+np.power(Y-3,2)))\n",
    "\n",
    "F_interp = scipy.interpolate.RectBivariateSpline(x,y,F)\n",
    "\n",
    "x0 = np.array([4,0,-5])\n",
    "y0 = np.array([0,-5,2])\n",
    "\n",
    "for jj in range(3):\n",
    "    xa = np.zeros(5)\n",
    "    ya = np.zeros(5)\n",
    "    f = np.zeros(5)\n",
    "    xa[0] = x0[jj]\n",
    "    ya[0] = y0[jj]\n",
    "    f[0] = F_interp(xa[0],ya[0])\n",
    "    \n",
    "    fx = F_interp(xa[0],y)\n",
    "    xa[1]=xa[0]\n",
    "    ya[1]=y[np.argmin(fx)]\n",
    "    \n",
    "    fy = F_interp(x,ya[1])\n",
    "    ya[2]=ya[1]\n",
    "    xa[2]=x[np.argmin(fy)]\n",
    "    \n",
    "    fx = F_interp(xa[2],y)\n",
    "    xa[3]=xa[2]\n",
    "    ya[3]=y[np.argmin(fx)]\n",
    "    \n",
    "    fy = F_interp(x,ya[3])\n",
    "    ya[4]=ya[3]\n",
    "    xa[4]=x[np.argmin(fy)]\n",
    "    \n",
    "    for j in range(1,5):\n",
    "        f[j] = F_interp(xa[j],ya[j])\n",
    "    \n",
    "    if jj == 0:\n",
    "        x1 = xa\n",
    "        y1 = ya\n",
    "        f1 = f\n",
    "    if jj == 1:\n",
    "        x2 = xa\n",
    "        y2 = ya\n",
    "        f2 = f\n",
    "    if jj == 2:\n",
    "        x3 = xa\n",
    "        y3 = ya\n",
    "        f3 = f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rcParams['figure.figsize'] = [12, 8]\n",
    "plt.figure()\n",
    "plt.contour(X,Y,F-1,10,cmap='binary')\n",
    "plt.plot(x1,y1,'o',color='r')\n",
    "plt.plot(x1,y1,':',color='k')\n",
    "plt.plot(x2,y2,'o',color='m')\n",
    "plt.plot(x2,y2,':',color='k')\n",
    "plt.plot(x3,y3,'o',color='b')\n",
    "plt.plot(x3,y3,':',color='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "ax.plot_surface(X, Y, F-0.2,cmap='binary',alpha=0.5)\n",
    "ax.plot(x1,y1,f1,'o',color='r',markersize=10)\n",
    "ax.plot(x1,y1,f1,':',color='k')\n",
    "ax.plot(x2,y2,f2,'o',color='m',markersize=10)\n",
    "ax.plot(x2,y2,f2,':',color='k')\n",
    "ax.plot(x3,y3,f3,'o',color='b',markersize=10)\n",
    "ax.plot(x3,y3,f3,':',color='k')\n",
    "ax.view_init(elev=40, azim=-100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC03_1_OverUnderDetermined.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import fmin\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Underdetermined\n",
    "n = 20\n",
    "m = 100\n",
    "A = np.random.rand(n,m)\n",
    "b = np.random.rand(n)\n",
    "\n",
    "def two_norm(x):\n",
    "    return np.linalg.norm(x,ord=2)\n",
    "\n",
    "constr = ({'type': 'eq', 'fun': lambda x:  A @ x - b})\n",
    "x0 = np.random.rand(m)\n",
    "res = minimize(two_norm, x0, method='SLSQP',constraints=constr)\n",
    "x2 = res.x\n",
    "\n",
    "def one_norm(x):\n",
    "    return np.linalg.norm(x,ord=1)\n",
    "\n",
    "res = minimize(one_norm, x0, method='SLSQP',constraints=constr)\n",
    "x1 = res.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 8]\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[0].bar(range(m),x2)\n",
    "axs[0].set_title('x2')\n",
    "axs[1].bar(range(m),x1)\n",
    "axs[1].set_title('x1')\n",
    "\n",
    "axs[2].hist(x2,40)\n",
    "axs[3].hist(x1,40)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Overdetermined\n",
    "n = 500\n",
    "m = 100\n",
    "A = np.random.rand(n,m)\n",
    "b = np.random.rand(n)\n",
    "\n",
    "xdag = np.linalg.pinv(A)@b\n",
    "\n",
    "lam = np.array([0, 0.1, 0.5])\n",
    "\n",
    "\n",
    "\n",
    "def reg_norm(x,A,b,lam):\n",
    "    return np.linalg.norm(A@x-b,ord=2) + lam*np.linalg.norm(x,ord=1)\n",
    "\n",
    "fig,axs = plt.subplots(len(lam),2)\n",
    "for j in range(len(lam)):\n",
    "    res = minimize(reg_norm,args=(A,b,lam[j]),x0=xdag)\n",
    "    x = res.x\n",
    "    axs[j,0].bar(range(m),x)\n",
    "    axs[j,0].set_ylabel('lam='+str(lam[j]))\n",
    "    axs[j,1].hist(x,20)\n",
    "    axs[j,1].set_xlim(-0.15,0.15)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Matrix Overdetermined System\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "\n",
    "# overdetermined\n",
    "n = 300\n",
    "m = 60\n",
    "p = 20\n",
    "A = np.random.rand(n,m)\n",
    "b = np.random.rand(n,p)\n",
    "lam = np.array([0,0.1])\n",
    "\n",
    "xdag = np.linalg.pinv(A)@b\n",
    "xdag = xdag.reshape(-1)\n",
    "\n",
    "def reg_norm_2d(x,A,b,lam,m,p):\n",
    "    # scipy minimize() does not accept multidimensional x\n",
    "    # To get around this, we pass x as a vector and reshape it\n",
    "    x = np.reshape(x,(m,p))\n",
    "    return np.linalg.norm(A@x-b,ord=2) + lam*np.linalg.norm(x,ord=1)\n",
    "\n",
    "\n",
    "fig,axs = plt.subplots(len(lam),1)\n",
    "for j in range(len(lam)):\n",
    "    res = minimize(reg_norm_2d,args=(A,b,lam[j],m,p),x0=xdag)\n",
    "    x = res.x\n",
    "    x = x.reshape(m,p)\n",
    "    x_pcolor = axs[j].pcolor(x.T,cmap='hot')\n",
    "    fig.colorbar(x_pcolor, ax=axs[j])\n",
    "    axs[j].set_ylabel('lam='+str(lam[j]))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC04_1_CompareRegression.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from sklearn import linear_model\n",
    "\n",
    "rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 100\n",
    "L = 4\n",
    "x = np.linspace(0,L,n)\n",
    "f = np.power(x,2) # Parabola with 100 data points\n",
    "\n",
    "M = 20 # Polynomial degree\n",
    "\n",
    "phi = np.zeros((n,M))\n",
    "for j in range(M):\n",
    "    phi[:,j] = np.power(x,j) # Build matrix A\n",
    "    \n",
    "plt.figure()\n",
    "plt.plot(x,f,color='k')\n",
    "    \n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "for j in range(4):\n",
    "    fn = np.power(x,2) + 0.1*np.random.randn(*x.shape)\n",
    "    an = np.linalg.pinv(phi) @ fn # Least-square fit\n",
    "    fna = phi @ an \n",
    "    En = np.linalg.norm(f-fna,ord=2)/np.linalg.norm(f,ord=2)\n",
    "    axs[j].bar(range(len(an)),an)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.96313364616438, tolerance: 0.23262143211570602\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.980496909240491, tolerance: 0.23009443396543713\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.834149648064171, tolerance: 0.23159754285130368\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.736628142726698, tolerance: 0.23387411099959637\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.39790009634818, tolerance: 0.23255369746526378\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.395653753387025, tolerance: 0.23159019548178722\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.166154772989183, tolerance: 0.23301442617758059\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.65621759089967, tolerance: 0.23448716843418635\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.110071804763539, tolerance: 0.23336026457132766\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.120440744271942, tolerance: 0.23309521320713023\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.339007827311736, tolerance: 0.23417443828074017\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.462602157968517, tolerance: 0.23404950846647243\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.576078152319708, tolerance: 0.2310098923652076\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.101770488766984, tolerance: 0.23088345006432393\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.292858115875047, tolerance: 0.2342122413558959\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.518545276322222, tolerance: 0.2327164984683579\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.481442823171584, tolerance: 0.23168418757340514\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.108061524782494, tolerance: 0.23334965980023964\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.36703812378985, tolerance: 0.23513322989408936\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.927545258493016, tolerance: 0.23233470858687116\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.338989317020477, tolerance: 0.23099109546081883\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.745997946294779, tolerance: 0.23306484913525866\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.693846474113858, tolerance: 0.23584984042630486\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.029047970127138, tolerance: 0.23475830403634632\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.530399941739756, tolerance: 0.23253795654933065\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.630449994040076, tolerance: 0.2343166882501852\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.687452841552897, tolerance: 0.23562913844391825\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.29449036940857, tolerance: 0.23271418434480617\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.177019262790829, tolerance: 0.23177888676317546\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.381013296879575, tolerance: 0.2349845350158184\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.854369954133638, tolerance: 0.23316913814669107\n",
      "  positive)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.563012266253029, tolerance: 0.23583523131668782\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.761618396081548, tolerance: 0.2308814856199967\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.345718833239838, tolerance: 0.23185210928517164\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.233291202472271, tolerance: 0.23116907266402434\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.51554329696776, tolerance: 0.23536383389210788\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.634434248453559, tolerance: 0.2297638224518892\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.616738442202, tolerance: 0.23303849380790234\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.023430280831263, tolerance: 0.23311606036526902\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.75696287773189, tolerance: 0.23386175875562085\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.65106393323172, tolerance: 0.2332251620258169\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.99592587084579, tolerance: 0.23375130373600336\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.793615436299199, tolerance: 0.23275978681469248\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.65014176753386, tolerance: 0.23637887308067312\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.031741244011068, tolerance: 0.23570553706218625\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.506133594885469, tolerance: 0.23445136972942124\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.946972545990764, tolerance: 0.23405850182576834\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.74271695361919, tolerance: 0.23314507675622756\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.870631820693257, tolerance: 0.232785106247468\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.120630825070405, tolerance: 0.23565084496813327\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.517077434364763, tolerance: 0.23491151102835733\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.45271426930172, tolerance: 0.23343573579710256\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.647166495154964, tolerance: 0.2328607053900123\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.688268906121591, tolerance: 0.23099541388747818\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.159106288015579, tolerance: 0.23014685238363236\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.624207934176216, tolerance: 0.2360765393204739\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.094540973416663, tolerance: 0.23398750550274708\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.635871966104654, tolerance: 0.2342609772697318\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.350269072569237, tolerance: 0.23234474011727918\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.231872084266943, tolerance: 0.23142356416579724\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.334469436527279, tolerance: 0.23494604051281026\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.658802557325586, tolerance: 0.23286399038884348\n",
      "  positive)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.848175641718974, tolerance: 0.2303320965111695\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.747253483442849, tolerance: 0.23192194419778916\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.94594311197503, tolerance: 0.23379791274243827\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.365719249828949, tolerance: 0.2329030494636531\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.922592131449534, tolerance: 0.23169455076710957\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.38597103707277, tolerance: 0.23406193281180565\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.806016423318525, tolerance: 0.23127604562124598\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.28754781083886, tolerance: 0.23182593113809905\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.002488490500944, tolerance: 0.23129735510924768\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.804025429492564, tolerance: 0.2347516641386673\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.746815368036373, tolerance: 0.23109837027947053\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.783097278409773, tolerance: 0.22967289808849192\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.863890373507061, tolerance: 0.23212351780600768\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.835518115196432, tolerance: 0.23167416413637162\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.291410886994049, tolerance: 0.2302965517089786\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.033826818609349, tolerance: 0.236142777988498\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.420315341976716, tolerance: 0.23050739291136507\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.208073630023563, tolerance: 0.23468844580486467\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.234145677724662, tolerance: 0.2322157041608075\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.729464155375156, tolerance: 0.23026163203806752\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.990280089487385, tolerance: 0.233561376047733\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.163300421874325, tolerance: 0.23303879870700123\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.046985958973469, tolerance: 0.23472385078327043\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.463047729059378, tolerance: 0.2342473936038503\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.63445386996984, tolerance: 0.23363012961189067\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.081494297780164, tolerance: 0.23426769290217486\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.608094150948627, tolerance: 0.23065559615761586\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.793244984153372, tolerance: 0.23108010589455513\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.207267721833992, tolerance: 0.23442396248026845\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.155821028731497, tolerance: 0.2328034897257374\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.18866161243616, tolerance: 0.23644802069438747\n",
      "  positive)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.446372135018155, tolerance: 0.2299930878420481\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.0539397163259, tolerance: 0.23509858656967408\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.986888284121775, tolerance: 0.2327807847166748\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.179148725808037, tolerance: 0.23481740677888976\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.609089964284479, tolerance: 0.2335215068361321\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.039793635312677, tolerance: 0.23324187394205448\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.537660696068201, tolerance: 0.2306513197868324\n",
      "  positive)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Different regressions\n",
    "plt.figure()\n",
    "plt.plot(x,f,color='k')\n",
    "\n",
    "lam = 0.1\n",
    "phi2 = phi[:,1:]\n",
    "E1 = np.zeros(100)\n",
    "E2 = np.zeros(100)\n",
    "E3 = np.zeros(100)\n",
    "E4 = np.zeros(100)\n",
    "E5 = np.zeros(100)\n",
    "E6 = np.zeros(100)\n",
    "\n",
    "A1 = np.zeros((M,100))\n",
    "A2 = np.zeros((M,100))\n",
    "A3 = np.zeros((M,100))\n",
    "A4 = np.zeros((M,100))\n",
    "A5 = np.zeros((M,100))\n",
    "A6 = np.zeros((M,100))\n",
    "\n",
    "for jj in range(100):\n",
    "# for jj in range(10):\n",
    "    f = np.power(x,2)+0.2*np.random.randn(n)\n",
    "    \n",
    "    a1 = np.linalg.pinv(phi) @ f\n",
    "    f1 = phi @ a1\n",
    "    E1[jj] = np.linalg.norm(f-f1,ord=2)/np.linalg.norm(f,ord=2)\n",
    "    \n",
    "    a2 = np.linalg.lstsq(phi,f,rcond=None)[0]\n",
    "    f2 = phi @ a2\n",
    "    E2[jj] = np.linalg.norm(f-f2,ord=2)/np.linalg.norm(f,ord=2)\n",
    "    \n",
    "    regr3 = linear_model.ElasticNet(alpha=1.0, copy_X=True, l1_ratio=lam, max_iter=10**5,random_state=0)\n",
    "    regr3.fit(phi, f)  \n",
    "    a3 = regr3.coef_\n",
    "    f3 = phi @ a3\n",
    "    E3[jj] = np.linalg.norm(f-f3,ord=2)/np.linalg.norm(f,ord=2)\n",
    "    \n",
    "    regr4 = linear_model.ElasticNet(alpha=0.8, copy_X=True, l1_ratio=lam, max_iter=10**5,random_state=0)\n",
    "    regr4.fit(phi, f)  \n",
    "    a4 = regr4.coef_\n",
    "    f4 = phi @ a4\n",
    "    E4[jj] = np.linalg.norm(f-f4,ord=2)/np.linalg.norm(f,ord=2)\n",
    "    \n",
    "    huber = linear_model.HuberRegressor().fit(phi, f) # matlab's robustfit() does not have an exact sklearn analogue\n",
    "    a5 = huber.coef_\n",
    "    f5 = phi @ a5\n",
    "    E5[jj] = np.linalg.norm(f-f5,ord=2)/np.linalg.norm(f,ord=2)\n",
    "\n",
    "    ridge = linear_model.Ridge(alpha=1.0).fit(phi,f)\n",
    "    a6 = ridge.coef_\n",
    "    f6 = phi @ a6\n",
    "    E6[jj] = np.linalg.norm(f-f6,ord=2)/np.linalg.norm(f,ord=2)\n",
    "\n",
    "    \n",
    "    A1[:,jj] = a1\n",
    "    A2[:,jj] = a2\n",
    "    A3[:,jj] = a3\n",
    "    A4[:,jj] = a4\n",
    "    A5[:,jj] = a5\n",
    "    A6[:,jj] = a6\n",
    "\n",
    "    plt.plot(x,f)\n",
    "    \n",
    "Err = np.column_stack((E1,E2,E3,E4,E5,E6))\n",
    "Err2 = np.column_stack((E1,E2,E3,E4,E5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 18]\n",
    "rcParams.update({'font.size': 14})\n",
    "fig,axs = plt.subplots(3,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[0].boxplot(A1.T)\n",
    "axs[0].set_title('pinv')\n",
    "axs[1].boxplot(A2.T)\n",
    "axs[1].set_title('lstsq')\n",
    "axs[2].boxplot(A3.T)\n",
    "axs[2].set_title('elastic (alpha=1)')\n",
    "axs[3].boxplot(A4.T)\n",
    "axs[3].set_title('elastic (alpha=0.8)')\n",
    "axs[4].boxplot(A5.T)\n",
    "axs[4].set_title('huber')\n",
    "axs[5].boxplot(A6.T)\n",
    "axs[5].set_title('ridge')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(0,M)\n",
    "    \n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "\n",
    "plt.figure()\n",
    "plt.boxplot(Err)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAHWCAYAAABT4nHvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAb00lEQVR4nO3df5Tdd13n8dd7kiUp2y4CTW27a7bF9UeZpgfs4AK2tHKMeuBYWdm1AkfsHqQLJcWz1VWxXberwurBFGq1B4ssJWVTuuJZVxSOVbOAtKUwQRaylh9qLAqlpFJrUxIK6Wf/uJOaTGYyd5JMvp/JPB7n3JPO937vnXemN/O8n+/93plqrQUA6M/E0AMAAHMTaQDolEgDQKdEGgA6JdIA0CmRBoBOrR56gNlOPfXUdtZZZw09BgAcN9u3b3+gtbZu9vbuIn3WWWdlenp66DEA4Lipqnvn2u5wNwB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKfGinRVPa+qfq+qPl9VraouG+M2G6rqA1W1Z+Z2P19VddQTA8AKMe5K+uQkO5L8RJI9C+1cVf8syR8luT/Js5K8Nsl/SnLVkY0JACvPWL9PurX23iTvTZKqunmMm7wsyROT/FhrbU+SHVV1TpKrquq61lo7wnkBYMVYqtekn5PkT2cCvd8fJjkzyVlL9DkB4ISyVJE+PaND3Qe6/4DrAIAFjHW4+wjNPqRd82xPVV2e5PIkWb9+/fif4donHeFo497/Q0t7/wBwGEsV6S/m0BXzaTN/zl5hp7V2U5KbkmRqamr816tFFIAT2FId7r4ryYVVtfaAbRuTfCHJXy/R5wSAE8q475M+uaqeUVXPmLnN+pmP189c/9+q6k8OuMnWJF9JcnNVnVtVP5TkZ5M4sxsAxjTuSnoqyZ/NXE5K8l9n/vsXZq4/I8k379+5tfZQRivnM5NMJ/mNJJuTXHdMpgaAFWDc90m/P/944tdc1182x7ZPJnnekQ4GACudn90NAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANCpsSNdVVdU1c6q2ltV26vqwgX2f2lVfbyqvlJVX6yqd1bV6Uc/MgCsDGNFuqouTXJ9kjckeWaSO5O8r6rWz7P/dyW5Jck7kkwmeVGSpyf5H8dgZgBYEcZdSV+V5ObW2ltba/e01q5Mcl+SV8+z/3OS/G1r7U2ttZ2ttQ8nuSHJvz76kQFgZVgw0lX1hCTnJ7l91lW3J3nuPDe7I8kZVfUDNXJqkh9J8t6jGRYAVpJxVtKnJlmV5P5Z2+9PMudrzK21u5K8JKPD248m2ZWkkvzYXPtX1eVVNV1V07t27RpzdAA4sS3m7O426+OaY9voiqqnJ/m1JL+Y0Sr8+zMK+m/Oecet3dRam2qtTa1bt24RIwHAiWv1GPs8kGRfDl01n5ZDV9f7vS7JR1prb5z5+BNV9UiSP62qq1trf3NE0wLACrLgSrq19miS7Uk2zrpqY0Znec/liRmF/UD7P67FDAgAK9U4K+kkuS7JLVX1kYxOCntVkjOTvCVJqmpLkrTWXj6z/3uSvLWqXp3kD5OckeTNST7WWvvcsRsfAE5cY0W6tXZbVT01yTUZBXdHkhe01u6d2WX9rP1vrqpTkmxKsjnJQ0n+T5KfPlaDA8CJrlqb89yvwUxNTbXp6emhxwCA46aqtrfWpmZv97O7AaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ1aPfQAHGpiYiKttcc/rqo89thjA04EwBCspDuzP9Br167Nhz/84axduzattUxM+F8FsNJYSXdmf6D37NmTJNmzZ09OOumk7N27d+DJADje6sDDqj2Ymppq09PTQ4+xdK590hLe90NLd98ALJmq2t5am5q93Ur6eFsgpFV10Eo6yeMr6d6eUAGwtLzQ2Zmqyt69e3PSSSfl7rvvfjzQVTX0aAAcZ1bSnXnssccyMTGRvXv35tnPfnYSZ3cDrFQi3SFBBiBxuBsAuiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQqbEjXVVXVNXOqtpbVdur6sIF9n9CVf3CzG2+WlWfq6rXHv3IALAyrB5np6q6NMn1Sa5I8qGZP99XVU9vrX1unpvdmuSbklye5LNJvjHJSUc9MQCsEGNFOslVSW5urb115uMrq+r7k7w6yetm71xV35vke5J8c2vtgZnNf32UswLAirLg4e6qekKS85PcPuuq25M8d56bvSjJR5NcVVV/W1Wfrapfq6qTj2paAFhBxllJn5pkVZL7Z22/P6PV8lyeluSCJF9N8uIk35DkhiRnJvm3s3euqsszOiye9evXjzM3AJzwxj3cnSRt1sc1x7b9Jmaue2lr7aEkqapNSf6wqr6xtXZQ8FtrNyW5KUmmpqbmu08AWFHGObv7gST7kpw+a/tpOXR1vd99ST6/P9Az7pn501IZAMawYKRba48m2Z5k46yrNia5c56b3ZHkzFmvQX/rzJ/3LnZIAFiJxn2f9HVJLquqH6+qc6rq+oxeX35LklTVlqracsD+W5P8XZK3V9VkVX1XRm/hendr7UvHcH4AOGGN9Zp0a+22qnpqkmuSnJFkR5IXtNb2r4rXz9p/d1V9T0Yni300yYNJfjfJzx6rwQHgRDf2iWOttRuT3DjPdRfPse3TSb73iCcDgBXOz+4GgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRo70lV1RVXtrKq9VbW9qi4c83YXVNXXq2rHkY8JACvPWJGuqkuTXJ/kDUmemeTOJO+rqvUL3O7JSbYk+ZOjnBMAVpxxV9JXJbm5tfbW1to9rbUrk9yX5NUL3O5tSd6R5K6jmBEAVqQFI11VT0hyfpLbZ111e5LnHuZ2VyQ5PckvHc2AALBSjbOSPjXJqiT3z9p+f0YRPkRVbUjyX5K8rLW2b6FPUFWXV9V0VU3v2rVrjJEA4MS3mLO726yPa45tqao1Sd6V5KdaazvHuuPWbmqtTbXWptatW7eIkQDgxLV6jH0eSLIvh66aT8uhq+skOSPJ05O8varePrNtIklV1deTvKC1NvvQOQAwy4Ir6dbao0m2J9k466qNGZ3lPdvnk2xI8owDLm9J8hcz/z3XbQCAWcZZSSfJdUluqaqPJLkjyauSnJlRfFNVW5Kktfby1trXkhz0nuiq+lKSr7bWvFcaAMY0VqRba7dV1VOTXJPR4ewdGR22vndml8O+XxoAWLxq7ZBzvwY1NTXVpqenhx4DAI6bqtreWpuavd3P7gaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdGjvSVXVFVe2sqr1Vtb2qLjzMvj9UVbdX1a6qeriq7q6qS47NyACwMowV6aq6NMn1Sd6Q5JlJ7kzyvqpaP89NLkqyLckLZ/Z/b5L/dbiwAwAHq9bawjtV3Z3kE621Vx6w7bNJ3t1ae91Yn6jqI0n+tLX2k4fbb2pqqk1PT49zlwBwQqiq7a21qdnbF1xJV9UTkpyf5PZZV92e5LmLmOGUJA8uYn8AWNHGOdx9apJVSe6ftf3+JKeP80mq6jVJ/kWSW+a5/vKqmq6q6V27do1zlwBwwlvM2d2zj4vXHNsOUVUvTvLGJC9rrd075x23dlNrbaq1NrVu3bpFjAQAJ65xIv1Akn05dNV8Wg5dXR9kJtC3JHl5a+33jmhCAFihFox0a+3RJNuTbJx11caMzvKeU1X9cJJ3JrmstfbuoxkSAFai1WPud12SW2bO0L4jyauSnJnkLUlSVVuSpLX28pmPfySjFfRPJflgVe1fhT/aWvvysRsfAE5cY0W6tXZbVT01yTVJzkiyI8kLDniNefb7pV81c99vnrns94EkFx/NwACwUoy7kk5r7cYkN85z3cWH+xgAWDw/uxsAOiXSANApkeaYWLVqVarq8cuqVauGHglg2RNpjtqqVavy2GOP5eSTT8727dtz8skn57HHHhNqgKM09oljMJ/9gX744YeTJA8//HBOOeWU7N69e+DJAJa3sX4L1vHkt2B16NonLeF9P7R09w2wTMz3W7CspFnYAiGtqoNW0kkeX0n39iQQYDnxmjRHbWJiIrt3784pp5ySj33sY48HemLCwwvgaFhJc9T27duXVatWZffu3Tn//POTjMK9b9++gScDWN5EmmNCkAGOPccjAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBoFMiDQCdEmkA6JRIA0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBTIg0AnRJpAOiUSANAp0QaADol0gDQKZEGgE6JNAB0SqQBOK5uvfXWnHvuuVm1alXOPffc3HrrrUOP1C2RZsW68sors3bt2lRV1q5dmyuvvHLokU445513Xqrq8ct555039EgnnOUWvFtvvTVXX311brjhhuzduzc33HBDrr766u7nHkxrbaxLkiuS7EyyN8n2JBcusP9FM/vtTfJXSV41zuc5//zzGyy1TZs2tdWrV7fNmze3Rx55pG3evLmtXr26bdq0aejRThgbNmxoSdoll1zSdu3a1S655JKWpG3YsGHo0U4YW7dubWeffXbbtm1be/TRR9u2bdva2Wef3bZu3Tr0aPOanJxs27ZtO2jbtm3b2uTk5EAT9SHJdJurpXNtPGSn5NIkX0vyyiTnJLkhye4k6+fZ/+wkj8zsd87M7b6W5MULfS6R5nhYs2ZN27x580HbNm/e3NasWTPQRCee/YE+0P5Qc2wsx+BNTEy0LVu2tMnJyTYxMdEmJyfbli1b2sTExNCjDWq+SNfousOrqruTfKK19soDtn02ybtba6+bY/9fSfJDrbVvOWDbbyWZbK0953Cfa2pqqk1PTy84EyxWVS1q/3H+bSy15Tbzcps3MfPx0PO8T3nKU/Lggw8uyX0/+clPzpe//OWx9q2q7a21qUO2L/TFqKonJPlKkpe01n77gO2/keTc1tpFc9zmg0k+2Vp7zQHb/l2SrUme2Fr72nyfT6Q5atc+aYnv/6EluM8lnHkp5k2W38weF7Pu2+NidJ99PC6OJtJnJvl8kotaax88YPvPJ3lZa+3b5rjNZ5K8s7X2Cwdse16SDyQ5s7V236z9L09yeZKsX7/+/HvvvXesvxTMZbHP2hdjMc+Mj4WeVyBzWW7zJmY+HpbbvEOYL9KLObt79let5ti20P5zbU9r7abW2lRrbWrdunWLGAkONdfrOnNdNm3alDVr1iRJ1qxZk02bNi14m+MZ6MX8XfZfhjZ7ng0bNhx0/YYNG7qaN1l+X+Pk4Jm3bt2aycnJTExMZHJyMlu3bu1u5gNnmZyczLZt2w7atm3btkxOTnYzb08c7gbguNn/Fqy3ve1tueCCC/KhD30or3jFK/L6178+L3nJS4YebzDzraRXL3TD1tqjVbU9ycYkv33AVRuT/M48N7sryYtmbduY0dlr8wYagBPb/hBfeeWVueeee3LOOees+EAfzrhnd1+a5JaM3it9R5JXJXlFRmdr31tVW5Kktfbymf3PTrIjyVuT/GaS70pyY0ar8fnCnsRKGoCV54hX0knSWrutqp6a5JokZ2QU4Be01vaf4bV+1v47q+oFSd6U5NVJvpDktQsFGgD4R2NFOklaazdmtBqe67qL59j2gSTfccSTAcAK52d3A0CnRBoAOiXSANApkQaATok0AHRKpAGgUyINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdGqs3yd9PFXVriT3LrjjkTk1yQNLdN9LYbnNm5j5eFhu8ybLb+blNm9i5uNhKef9l621dbM3dhfppVRV03P9Uu1eLbd5EzMfD8tt3mT5zbzc5k3MfDwMMa/D3QDQKZEGgE6ttEjfNPQAi7Tc5k3MfDwst3mT5Tfzcps3MfPxcNznXVGvSQPAcrLSVtIAsGyINAB06oSPdFU9r6p+r6o+X1Wtqi4beqbDqarXVdVHq+ofqmpXVb2nqs4deq7DqarXVNUnZmb+h6q6q6peOPRc46qqn5t5bPz60LPMp6qunZnxwMsXh57rcKrqjKp6x8zjeG9V/XlVXTT0XPOpqr+e42vcquoPhp5tPlW1qqp+sap2znyNd1bVL1XV6qFnm09VnVJVb66qe6tqT1XdWVXPGnqu/RZqRo1cW1VfmJn//VU1uVTznPCRTnJykh1JfiLJnoFnGcfFSW5M8twkz0/y9SR/XFVPGXKoBfxtkp9J8h1JppJsS/K7VXXeoFONoaqeneSVST4x9Cxj+HSSMw64bBh2nPlV1TckuSNJJXlhknOSXJnkS0POtYBn5eCv73ckaUn+55BDLeBnkrwmyWuTfHtG3+dek+R1Qw61gN9K8n1Jfiyjx/DtGX2P++eDTvWPFmrGTyf5yYwez8/K6DH9R1V1ypJM01pbMZcku5NcNvQci5z55CT7kvzA0LMscu4vJ/kPQ8+xwIxPSvKXGT0Zen+SXx96psPMem2SHUPPsYh535DkjqHnOMq/w9VJ/j7JE4ee5TAz/n6Sd8za9o4kvz/0bPPMe1JGC48fnLV9e5JfGnq+OeY9qBkZPem8L8nVs/5ODy/V97uVsJJe7k7J6IjHg0MPMo6Zw28/ktGTizuHnmcBNyV5d2tt29CDjOlpM4fgdlbVu6rqaUMPdBgvSnJ3Vd1WVV+qqo9X1aaqqqEHG8fMnK9I8s7W2leGnucwPpTku6vq25Okqp6e0ZPO9w461fxWJ1mVZO+s7XuSXHD8x1m0s5OcntHqP0nSWtuT5IMZHf085rp93YLHXZ/k40nuGnqQw6mqDRnNuDajZ5//prX2yWGnml9VvTLJv0ryo0PPMqa7k1yW5FNJTktyTZI7q2qytfZ3Qw42j6cluSLJm5L8cpJnJLlh5rpuX/s/wMaMviH/1tCDLOBXMnoi/+dVtS+j7+mvb63dOOxYc2utPVxVdyW5pqp2JPlikpckeU6Svxh0uPGcPvPn/bO2359kSQ7Xi3THquq6jJ5dXtBa2zf0PAv4dEbfiL8hyYuTvKOqLm6t7Rh2rENV1bdldDj2wtbao0PPM47W2vsO/LiqPpzkrzJ6Xe+6QYY6vIkk0621/a+N/llVfUtGr5cuh0i/MslHW2sfH3qQBVya5OVJXprk/2X0b/D6qtrZWnvboJPN70eT/PeMzmXZl+RjSW7N6ByA5WL2DxipObYdEw53d6qq3pTRM8znt9b+auh5FtJae7S19hettf3fmD+e5D8OPdc8npPRb7PZUVVfr6qvJ7koyRUzH68ZdryFtdZ2Z/RN+VuGnmUe9yX581nb7kmyfoBZFqWqTkvyg0neOvQsY3hjkl9trb2rtfbJ1totGT1p6/bEsdbaX7bWLsroJbFvaq19Z5J/kmTnsJONZf87Kk6ftf20HLq6PiZEukNVdX1Gz4yf31r71NDzHKGJJL3G7nczOqv0GQdcppO8a+a/u19dV9XajM7mvW/oWeZxR5Jvm7XtW7N0v4b2WPr3Sb6a0eOhd0/MaDV6oH1ZBt/bW2uPtNbuq6onZ3S29/8eeqYx7Mwo1Bv3b5j5t3hhlugcnBP+cHdVnZzRa4/J6IG7vqqekeTLrbXPDTfZ3KrqNzI6HPSiJA9W1f5nbLtnVk/dqapfTvIHSf4mo9fHXprRW8m6fK90a+3vMzpr93FV9UhGj4nuDs8nSVX9apL3JPlcRs/a/3OSf5rRmbw9elNGr5lfneS2JM/M6G1CPzfoVAuYOWHsx5O8q7X28NDzjOE9SX62qnZmdGTlmUmuSrJl0KkOo6q+L6PvxZ/K6HvzGzN6ueztQ86130LNqKo3J7m6qj6V5DMZnR+yO8nWJRlo6FPcj8Mp9Bdn9FrB7MvNQ882z7xzzdqSXDv0bIeZ+eaMVkhfzeg9g3+c5PuGnmuRf4f3p++3YL0ryRcyWuV/PsnvJHn60HMtMPMLk/zfjM7k/UxGka6h51pg5u+e+ff2nUPPMua8pyR588y/vz0ZnafwhiRrh57tMDP/cEZvffxqRkeCfj3Jk4ae64D5DtuMjF5/vnZm9r1JPpDk3KWaxy/YAIBOdf+6BQCsVCINAJ0SaQDolEgDQKdEGgA6JdIA0CmRBoBOiTQAdEqkAaBT/x+spkkmHluS2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 10\n",
    "En = np.zeros((100,M))\n",
    "phi = np.zeros((len(x),M))\n",
    "for jj in range(M):\n",
    "    for j in range(jj):\n",
    "        phi[:,j] = np.power(x,j)\n",
    "    f = np.power(x,2)\n",
    "    for j in range(100):\n",
    "        fn = np.power(x,2) + 0.1*np.random.randn(n)\n",
    "        an = np.linalg.pinv(phi) @ fn\n",
    "        fna = phi @ an\n",
    "        En[j,jj] = np.linalg.norm(f-fna,ord=2)/np.linalg.norm(f,ord=2)\n",
    "        \n",
    "plt.boxplot(En)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC05_0_Fig4p16_Pareto.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [8,8]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1)\n",
    "x = np.arange(0.2,5,0.1)\n",
    "y = np.divide(1,x)\n",
    "\n",
    "x2 = np.copy(x)\n",
    "n = len(x2)\n",
    "y2 = np.divide(1,x2) + 0.5*np.random.randn(n)\n",
    "\n",
    "y3 = (np.tile(y2,(5,1)) + 2*np.random.rand(5,n) + 1)\n",
    "y3 = np.reshape(y3,-1)\n",
    "x3 = np.tile(x,(1,5)).reshape(-1)\n",
    "\n",
    "plt.plot(x,y,color='k',linewidth=2)\n",
    "\n",
    "rect = Rectangle((0.5,0.4), 0.9, 1.6,linewidth=1,edgecolor='k',facecolor='grey',alpha=0.6) \n",
    "ax.add_patch(rect)\n",
    "\n",
    "plt.scatter(x2,y2,100,color='magenta',edgecolors='k')\n",
    "plt.scatter(x3,y3,100,color='lime',edgecolors='k')\n",
    "\n",
    "\n",
    "plt.xlim(0.2,4)\n",
    "plt.ylim(0,5.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC05_1_CrossValidate.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [8,8]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 200\n",
    "L = 8\n",
    "x = np.linspace(0,L,n)\n",
    "x1 = x[:100]    # Train\n",
    "x2 = x[100:200] # Test\n",
    "n1 = len(x1)\n",
    "n2 = len(x2)\n",
    "ftrain = np.power(x1,2) # Train parabola x = [0,4]\n",
    "ftest = np.power(x2,2)  # Test parabola x = [4,8]\n",
    "\n",
    "plt.plot(x1,ftrain,color='r',linewidth=2)\n",
    "plt.plot(x2,ftest,color='b',linewidth=2)\n",
    "plt.show()\n",
    "M = 30 # number of model terms\n",
    "Eni = np.zeros((100,M))\n",
    "Ene = np.zeros((100,M))\n",
    "for jj in range(M):\n",
    "    phi_i = np.zeros((n1,jj+1))\n",
    "    phi_e = np.zeros((n2,jj+1))\n",
    "    for j in range(jj):\n",
    "        phi_i[:,j] = np.power(x1,j) # interpolation key\n",
    "        phi_e[:,j] = np.power(x2,j) # extrapolation key\n",
    "    \n",
    "    f = np.power(x,2)\n",
    "    for j in range(100):\n",
    "        fni = np.power(x1,2) + 0.1*np.random.randn(n1) # interpolation\n",
    "        fne = np.power(x2,2) + 0.1*np.random.randn(n2) # extrapolation\n",
    "        \n",
    "        ani = np.linalg.pinv(phi_i) @ fni\n",
    "        fnai = phi_i @ ani\n",
    "        Eni[j,jj] = np.linalg.norm(ftrain-fnai,ord=2)/np.linalg.norm(ftrain,ord=2)\n",
    "        \n",
    "        fnae = phi_e @ ani # use loadings from x in [0,4]\n",
    "        Ene[j,jj] = np.linalg.norm(ftest-fnae,ord=2)/np.linalg.norm(ftest,ord=2)\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[0].boxplot(Eni)\n",
    "axs[0].set_ylim(0,0.7)\n",
    "axs[1].boxplot(Eni)\n",
    "axs[1].set_ylim(0,0.02)\n",
    "axs[2].boxplot(Ene)\n",
    "axs[3].boxplot(np.log(Ene+1))\n",
    "axs[3].set_ylim(0,30)\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xticks((1,5,10,15,20,25,30))\n",
    "    ax.set_xticklabels((1,5,10,15,20,25,30))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC06_1_kFoldValidation.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from sklearn import linear_model\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.386736074691015, tolerance: 0.2338364082456627\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.582254721552253, tolerance: 0.22970391087095018\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.49821693608336, tolerance: 0.23180138573541337\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.930527268790513, tolerance: 0.2347486809257047\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.69906847685288, tolerance: 0.23314474214359818\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.623116380645655, tolerance: 0.23277665203653533\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.955815922484355, tolerance: 0.23279328434423038\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.38587253286552, tolerance: 0.23329184738304723\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.420031181345976, tolerance: 0.23313207413478404\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.881186364733814, tolerance: 0.23131539194588477\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.70985186839599, tolerance: 0.2317956604993213\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.955211621299377, tolerance: 0.23226106348937994\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.685786672982502, tolerance: 0.2292990270061494\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.487769083059362, tolerance: 0.23217989739643746\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.801593452430808, tolerance: 0.22976453198413266\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.26525594574272, tolerance: 0.23377142742742696\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.94382204555086, tolerance: 0.23241285443149828\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.883584963257913, tolerance: 0.23435994947033864\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.560833491051305, tolerance: 0.23419163807674023\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.10298124603544, tolerance: 0.23350054119102578\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.75477507774152, tolerance: 0.23461764867216112\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.609220962392833, tolerance: 0.2353812281804645\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.003542292794226, tolerance: 0.23470425720185295\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.23501193932414, tolerance: 0.23165690503081487\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.678377589715385, tolerance: 0.23114988872512338\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.11145342089566, tolerance: 0.23643486781445094\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.35128581482142, tolerance: 0.23187050162990983\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.00828135049151, tolerance: 0.23128843704070673\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.73986507918654, tolerance: 0.2332794821560532\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.787262363512674, tolerance: 0.23253632965614313\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.071453101394354, tolerance: 0.23214135350874496\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.8202301374655, tolerance: 0.2300393963349105\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.467077838054735, tolerance: 0.23502305710140228\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.81667813795755, tolerance: 0.2320636804877328\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.88659250021499, tolerance: 0.23370191872002372\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.753695043173437, tolerance: 0.23085074006287287\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.24597629930734, tolerance: 0.23611915933046776\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.219440763049732, tolerance: 0.23183836202377384\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.12054324433148, tolerance: 0.23341571870784503\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.381181642353503, tolerance: 0.23114478266823527\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.228227447968386, tolerance: 0.23039465932000164\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.33025441033081, tolerance: 0.228885109281057\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.86111483318495, tolerance: 0.23160600551797547\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.64428730087602, tolerance: 0.23396682266871505\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.254717387929922, tolerance: 0.2324826398798131\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.934536474402808, tolerance: 0.23018635197722717\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.684144930124873, tolerance: 0.22991981229904568\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.28661901800622, tolerance: 0.23073338338309027\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.720550501318392, tolerance: 0.23121641340399238\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.786000334443433, tolerance: 0.23064848096607307\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.342125572204658, tolerance: 0.23347261684970497\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.795243936767392, tolerance: 0.23260500421730096\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.736247377361593, tolerance: 0.2342362640354149\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.001198940362194, tolerance: 0.23223096834190193\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.363614800350646, tolerance: 0.22975059914885065\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.07249129270395, tolerance: 0.2342548099488493\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.56949090114297, tolerance: 0.23191117891141882\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.277388287280118, tolerance: 0.22825337341411006\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.00352631814355, tolerance: 0.23336644847178178\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.96702956237427, tolerance: 0.23511057337160457\n",
      "  positive)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.60926083740771, tolerance: 0.23491148471607154\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.32447039498819, tolerance: 0.23265473548952284\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.52188247653253, tolerance: 0.22954580596835733\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.344100825208955, tolerance: 0.23336930102253964\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.64220623082805, tolerance: 0.23525069312904995\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.42731597352406, tolerance: 0.23365637206660145\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.494357803398763, tolerance: 0.23700370654282799\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.573828507416266, tolerance: 0.23280027805960654\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.29039978450121, tolerance: 0.23509621278272153\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.822825261562237, tolerance: 0.2303481544175588\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.426022667960936, tolerance: 0.23157528128628393\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.893823433922073, tolerance: 0.23352443492162853\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.79545689814503, tolerance: 0.23359581249990022\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.02947638383185, tolerance: 0.22941403342597483\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.1191096852244, tolerance: 0.23371826568644785\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.33459943974062, tolerance: 0.23361446059598126\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.500666132494707, tolerance: 0.23369653073259516\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.023369649636976, tolerance: 0.23345662022860633\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.32532259584102, tolerance: 0.23519595063125637\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.068210436831166, tolerance: 0.23006128008541166\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.534764558691805, tolerance: 0.23344121305404658\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.927568340580578, tolerance: 0.2310261354937974\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.03511962859397, tolerance: 0.2347211697590382\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.792814533726386, tolerance: 0.23093170261948373\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.29253928199928, tolerance: 0.23587699795349082\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.91349189664362, tolerance: 0.23211969597095092\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.894330773722395, tolerance: 0.2326908775056565\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.84137333146917, tolerance: 0.23605406738411916\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.509447766531913, tolerance: 0.23348348332195684\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.799046715698218, tolerance: 0.23236735430499814\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.584022737882535, tolerance: 0.23235996472270673\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.764855069756308, tolerance: 0.22964683352072918\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.626221873861674, tolerance: 0.23365457408929644\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.77663060577052, tolerance: 0.2347079538518311\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.22909857888215, tolerance: 0.22994618477620876\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.73596699965796, tolerance: 0.23537823711747757\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.575202171011256, tolerance: 0.23357952832216558\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.61863812396522, tolerance: 0.23532560373752096\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.638817620909023, tolerance: 0.23256998204018742\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.23773969020388, tolerance: 0.22958145662842736\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.822864761010877, tolerance: 0.23187215022150642\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.459833386825792, tolerance: 0.23131613999762604\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.9272142463483, tolerance: 0.23310542740122533\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.071752698746288, tolerance: 0.22982081616569563\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.1570357542048, tolerance: 0.2306291449920942\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.519303563678953, tolerance: 0.2312608198482505\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.576940601396036, tolerance: 0.2322938594217306\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.56892359421117, tolerance: 0.23039854393196862\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.042595734354165, tolerance: 0.23970627958952848\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.130382294154295, tolerance: 0.23417664028416604\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.53128645944835, tolerance: 0.2305578145409616\n",
      "  positive)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.802138769422562, tolerance: 0.23403655690659425\n",
      "  positive)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 100\n",
    "L = 4\n",
    "x = np.linspace(0,L,n)\n",
    "f = np.power(x,2) # parabola with 100 data points\n",
    "\n",
    "M = 21 # Polynomial degree\n",
    "phi = np.zeros((n,M))\n",
    "for j in range(M):\n",
    "    phi[:,j] = np.power(x,j) # build matrix A\n",
    "    \n",
    "trials = np.array([2, 10, 100])\n",
    "\n",
    "fig,axs = plt.subplots(3,3)\n",
    "\n",
    "for j in range(len(trials)):\n",
    "    trial = trials[j]\n",
    "    E1 = np.zeros(trial)\n",
    "    E2 = np.zeros(trial)\n",
    "    E3 = np.zeros(trial)\n",
    "    \n",
    "    A1 = np.zeros((M,trial))\n",
    "    A2 = np.zeros((M,trial))\n",
    "    A3 = np.zeros((M,trial))\n",
    "\n",
    "    \n",
    "    for jj in range(trial):\n",
    "        f = np.power(x,2) + 0.2*np.random.randn(n)\n",
    "        a1 = np.linalg.pinv(np.copy(phi)) @ np.copy(f)\n",
    "        f1 = phi @ a1\n",
    "        E1[jj] = np.linalg.norm(f-f1,ord=2)/np.linalg.norm(f,ord=2)\n",
    "        \n",
    "        a2 = np.linalg.lstsq(np.copy(phi),np.copy(f),rcond=None)[0]\n",
    "        f2 = phi @ a2\n",
    "        E2[jj] = np.linalg.norm(f-f2,ord=2)/np.linalg.norm(f,ord=2)\n",
    "        \n",
    "#         regr3 = linear_model.ElasticNet(alpha=1.0, copy_X=True, l1_ratio=0.1, max_iter=10**5,random_state=0)\n",
    "        regr3 = linear_model.Lasso(alpha=1)\n",
    "        regr3.fit(phi, f)  \n",
    "        a3 = regr3.coef_\n",
    "        f3 = phi @ a3\n",
    "        E3[jj] = np.linalg.norm(f-f3,ord=2)/np.linalg.norm(f,ord=2)\n",
    "        \n",
    "        A1[:,jj] = a1\n",
    "        A2[:,jj] = a2\n",
    "        A3[:,jj] = a3\n",
    "        \n",
    "    A1m = np.mean(A1,axis=1)\n",
    "    A2m = np.mean(A2,axis=1)\n",
    "    A3m = np.mean(A3,axis=1)\n",
    "    \n",
    "    Err = np.column_stack((E1,E2,E3))\n",
    "    \n",
    "    axs[0,j].bar(range(M),A1m)\n",
    "    axs[1,j].bar(range(M),A2m)\n",
    "    axs[2,j].bar(range(M),A3m)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [8,8]\n",
    "\n",
    "Atot = np.column_stack((A1m,A2m,A3m)) # Average loadings of three methods\n",
    "Atot2 = (Atot>0.2) * Atot # threshold\n",
    "Atot3 = np.column_stack((Atot,Atot2)) # combine both thresholded and not\n",
    "\n",
    "for j in range(3):\n",
    "    plt.bar(np.arange(Atot.shape[0])*4+j,Atot[:,j],label='A'+str(j+1)+'m')\n",
    "    \n",
    "plt.xlim(0,4*M)\n",
    "plt.title('Unthresholded')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "for j in range(3):\n",
    "    plt.bar(np.arange(Atot2.shape[0])*8+j,Atot[:,j],label='A'+str(j+1)+'m')\n",
    "    \n",
    "plt.title('Thresholded')\n",
    "plt.xlim(0,4*M)\n",
    "plt.legend()\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 200\n",
    "L = 8\n",
    "x = np.linspace(0,L,n)\n",
    "x1 = x[:100]    # Train\n",
    "x2 = x[100:200] # Test\n",
    "n1 = len(x1)\n",
    "n2 = len(x2)\n",
    "ftrain = np.power(x1,2) # Train parabola x = [0,4]\n",
    "ftest = np.power(x2,2)  # Test parabola x = [4,8]\n",
    "\n",
    "phi_i = np.zeros((n1,M))\n",
    "phi_e = np.zeros((n2,M))\n",
    "\n",
    "for j in range(M):\n",
    "    phi_i[:,j] = np.power(x1,j) # interpolation key\n",
    "    phi_e[:,j] = np.power(x2,j) # extrapolation key\n",
    "    \n",
    "Eni = np.zeros(6)\n",
    "Ene = np.zeros(6)\n",
    "for jj in range(6): # compute inter/extra-polation scores\n",
    "    ani = Atot3[:,jj]\n",
    "    fnai = phi_i @ ani\n",
    "    Eni[jj] = np.linalg.norm(ftrain-fnai,ord=2)/np.linalg.norm(ftrain,ord=2)\n",
    "    fnae = phi_e @ ani\n",
    "    Ene[jj] = np.linalg.norm(ftest-fnae,ord=2)/np.linalg.norm(ftest,ord=2)\n",
    "    \n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs[0,0].bar(range(6),Eni)\n",
    "axs[0,1].bar(range(6),Ene)\n",
    "axs[1,0].bar(range(6),Eni)\n",
    "axs[1,0].set_xlim(-0.5,6.5)\n",
    "axs[1,0].set_ylim(0,0.01)\n",
    "axs[1,1].bar(range(6),Ene)\n",
    "axs[1,1].set_xlim(-0.5,6.5)\n",
    "axs[1,1].set_ylim(0,0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC07_1_ModelValidation.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 10000\n",
    "x1 = np.random.randn(n) # \"truth\" model (data)\n",
    "x2 = 0.8 * np.random.randn(n) + 1 # model 1\n",
    "x3 = 0.5 * np.random.randn(n) - 1 # model 3 components\n",
    "x4 = 0.7 * np.random.randn(n) - 3\n",
    "x5 = 5.0 * np.random.rand(n) - 0.5 \n",
    "\n",
    "x = np.arange(-6,6.01,0.01) # range for data\n",
    "x_bincenters = np.arange(-6.005,6.01,0.01)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = np.histogram(x1,bins=x_bincenters)[0] + 0.01 # generate PDFs\n",
    "g1 = np.histogram(x2,bins=x_bincenters)[0] + 0.01\n",
    "g2a = np.histogram(x3,bins=x_bincenters)[0]\n",
    "g2b = np.histogram(x4,bins=x_bincenters)[0]\n",
    "g2 = g2a + 0.3*g2b + 0.01\n",
    "g3 = np.histogram(x5,bins=x_bincenters)[0] + 0.01\n",
    "\n",
    "f = f/np.trapz(f,x) # normalize data\n",
    "g1 = g1/np.trapz(g1,x)\n",
    "g2 = g2/np.trapz(g2,x)\n",
    "g3 = g3/np.trapz(g3,x)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x,f,linewidth=2,label='f')\n",
    "plt.plot(x,g1,linewidth=2,label='g1')\n",
    "plt.plot(x,g2,linewidth=2,label='g2')\n",
    "plt.plot(x,g3,linewidth=2,label='g3')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute integrand\n",
    "Int1 = f * np.log(np.divide(f,g1))\n",
    "Int2 = f * np.log(np.divide(f,g2))\n",
    "Int3 = f * np.log(np.divide(f,g3))\n",
    "\n",
    "# KL divergence\n",
    "I1 = np.trapz(Int1,x)\n",
    "I2 = np.trapz(Int2,x)\n",
    "I3 = np.trapz(Int3,x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH04/CH04_SEC07_2_RegressAIC_BIC.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from statsmodels.tsa import arima_process, arima_model\n",
    "# Using the StatsModels module available at\n",
    "# https://www.statsmodels.org/dev/install.html\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AIC: [175.44759775 175.44759775   0.        ]\n",
      "BIC: [180.65793813 180.65793813   0.        ]\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(123) # for random data reproducibility\n",
    "T = 100 # Sample size\n",
    "# DGP = sm.ARIMA(x,order=(0,0,0))\n",
    "# arparams = np.array([.2, 0.5])\n",
    "# maparams = np.array([-4])\n",
    "# arparams = np.r_[1, arparams]\n",
    "\n",
    "arparams = np.array([-4, .2, 0.5])\n",
    "maparams = np.array([1])\n",
    "\n",
    "\n",
    "\n",
    "arma_process = sm.tsa.arima_process.ArmaProcess(arparams, maparams)\n",
    "y = arma_process.generate_sample(T,scale=2)\n",
    "\n",
    "logL = np.zeros(3) # log likelihood vector\n",
    "aic = np.zeros(3)  # AIC vector\n",
    "bic = np.zeros(3)  # BIC vector\n",
    "\n",
    "for j in range(2):\n",
    "    model_res = sm.tsa.arima_model.ARMA(y, (0,0)).fit(trend='c', disp=0,start_ar_lags=j+1,method='mle')\n",
    "    logL[j] = model_res.llf\n",
    "    aic[j] = model_res.aic\n",
    "    bic[j] = model_res.bic\n",
    "\n",
    "print('AIC: {:}'.format(aic))\n",
    "print('BIC: {:}'.format(bic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC01_1_FischerExtraction.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "fisheriris_mat = io.loadmat(os.path.join('..','DATA','fisheriris.mat'))\n",
    "meas = fisheriris_mat['meas']\n",
    "\n",
    "x1 = meas[:50,:] # setosa\n",
    "x2 = meas[50:100,:] # versicolor\n",
    "x3 = meas[100:,:] # virginica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x1[:,0], x1[:,1], x1[:,3], c='g', marker='o')\n",
    "ax.scatter(x2[:,0], x2[:,1], x2[:,3], c='m', marker='o')\n",
    "ax.scatter(x3[:,0], x3[:,1], x3[:,3], c='r', marker='o')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdata_mat = io.loadmat(os.path.join('..','DATA','dogData.mat'))\n",
    "catdata_mat = io.loadmat(os.path.join('..','DATA','catData.mat'))\n",
    "\n",
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog = dogdata_mat['dog']\n",
    "cat = catdata_mat['cat']\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog,cat),axis=1)\n",
    "CD2 = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "u2,s2,vT2 = np.linalg.svd(CD2-np.mean(CD2),full_matrices=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    U = np.flipud(np.reshape(u[:,j],(64,64)))\n",
    "    U2 = U[::2,::2]\n",
    "    axs[j].pcolor(np.rot90(U2),cmap='hot')\n",
    "    axs[j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(4,1)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    axs[j].bar(range(len(s)),vT[j,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    Xd = np.flipud(np.reshape(dog_wave[:,j],(32,32)))\n",
    "    axs[j].pcolor(np.rot90(Xd),cmap='hot')\n",
    "    axs[j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KI5SZmdkec0VZ7nBl7Hrq5sjt8TTx48Lhy/e3qjmxvt6vD5kdsasc+v70VnX8ZfGaR5jbwkHrp9TP1LEhEw8Ev/z6zZkHWlW+tZfbXt1pUN66PxS79oVM3atyYTlNfn/rujechl93AN0Q3oc3x66Xh8w7Y9eFIfN7sassSHhX7Cq34zpqPT1sgdhZtknMzFx3zebMXa3q/HjJQ/HLKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLOuwGqzvC2o69dZ1IWb/w/thV1nvcELt2h0x9XEeHzP8Suz4eMh+IXeV/ScqakJmZm0ImLL2YmbxZJbkqZL4hdl0dMmfFrrAi56TjY1fY0vVQXclT1ujMtL8zXvOBuzdndvx46zrVBqsvq9zO5t2x7DWbI/tubFXl1hir8sK0h0LmKbGrbLAKy+pmpn1c6t941Z2bM2WT10x7vs4rL+TM7A9lJ7eq2XHO5szea1vXfSFTt4eVW+ie2FXeX2EJ3MzMPDpkLgwbxmZm5u+FzHGt6iv9ZdQvqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsg67FOBLpeH+eKVyAPyxsStc8+EHW9W2XSH0L1rXvCVkPhK7zgiZF8Wucip0PZH7fwuZY2LXxSFTD7l/esiEQ/Vnpi0PeHwsOy288eOhyuW06uPqsoJ6Gnp5v8bXaMdFIfS21lV2QMzMnBZzXy12lHvoZ2NZOIW8HCRfL5kWGkzfJVJuexfGQ+7TZzSe5L/njs2ZA/H7a2v4Ix8qC2amHXJ/X3zBy1Ox7YTWVe57J8bn/sTw3XTvPa3rgpApI8HMzM0hc1fs2ltCt8ayS0Imbisou3ZmDv34/bIKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzrsEsBTioN9TD5cDr3lfHU2Au+a3NmWzzYNx0m/4TYdWHI1APgyyHHe58Tyz66OXJ7PHL4AyFTT/e+JWReELvOPH5z5o/jm+KU8oL/59a1NRxhXk+u3xsyV8Sum2Iu2BcXg+wO7/0b3t+6HtdiR57wXro33mf3X7Y5EyIzM3NUyDwQu54fc+lt+SOxrCwPKFsIZtKGhK1vj13hmkfHxQe7w3d53QF0b8jsOSWWlSUt/y4uafnjzffjC+Mh9+Uk/x+M9+PLbtucKV+XMzOXhszzP9W69obHNVtb14ktdkh+WQUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlnXYpQDlYPoDt7cLbQ0HIdez0dMigmfFrnKg7bc9r3V9262bMzfFo33vDpld8cT8K9+7OXNnq5ptIVNPCi+ngJfnYWbmmeHA/xftal0PhxOTt/3N1vXsizZnrn9H6/rJkPmWVjXHttj+cKj17vq/vGGhRDzae74Uc0eccPr+tbGq3BIOxK6HQuaE2LUz5vY+JYT+YTzR/OHwl26L95fZsznywMda1es3R+4tJ/RPO8g/LQqamaPPD6G6bOc1IXN5WL4y006mP6tVlaUAaaHBzDwxHL5f9vHMtNeoLOmYmZmPbI7cH99fx9RrHoJfVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBY1mE3WN0bNgzVxUdPun9zZvclsey4kKnrsO4qoSfHsnM2R05/Q6v6fNjING9qXeFhzX2tavbFXPHUkClPw0x7vffHPzJsE5kzH9O65o83R37ql2LXz26OvDD+jWEz1czM9rLN5YbWdWd4LctSs5m2beeIFNZTleVCMzMfDpm4jy9tpzo7du18egymPzTuw9r2/hAKn8+ZmdvCRsEffXHreuCtGyPHxYd1R8jkzUdlMPiN2LUlbBnbF3epPfu/35w58Ketq7ypy7bNmXno7Zsz57WqKUtF6332mnCjfVLsqtsJD8UvqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsg67FKCIRypPONa3HcY+M/O4kHld7Po/QuZDP9e6vvl/D6FPtK7H/kXLFds/szlzUTlKeGb+l5C5vlVNOff6mbHr+JDZ/rzW9anf3Zx54MrWdd43hdC/bV2XhwP/68nqH4y5E0MmbgY5MRwwHd+F5ez7I9ODmyO3xqovhkzZzzIzc3fIhL0x/yV3dcvtLJsjXhWXaDz25hD6idb1UFgKULe0hBfgstaUnv9TYtfOMhg8FMvmos2R8y6PXd+yObL11Fb1i+F1jC/j7pCp+3HKZ7K+J3706M2Zm+LrWO/th9rv45dVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZh10KsD8UxDNv56RwuOycEcvKIbThHOGZmfnbIfMbsevP/1+bM19zQSy7KmSeFLv+1ubIg/+kVZ0TMn/cquaBkDk9du35gc2ZP4kv5FPL9cpmipnZ9webM7vje6IctP3GVjXHxNxNIfOEVnV5OKS9HgxfD6M/0uwLmXjk+WwPmXoUe1F3wtRFNDu/FEL/LJa99udD6A2t6/T/M4T+pHV9ePPB9Ce1prkjZOpzP2Uhw/tj1+lhjcUpPx7LwnfmTd/7iFXNp1pV+dyWr8uZtqOl7OOZmZkwtz0QlwIcVa95CH5ZBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZh91gVTYhnFWv9A0hc2Ls+qch87zYdXzIvDl2vbyEvq91PXzl5sy2H2xd85ubI9fFqodD5mWxq6xWqWttTgjbqZ58Wiy7a3Pkvs+1qvL4rw2v9czML4WqD7aqc8qWrpmZ526OPPwPWtUJIVO2Js20jS9HorIBrNzX/5/kivK63hy7vntHy90RPnt76739mD/dnHnhxa2rrPLZ1qrmls2RO2LV+0ImPvVzXlm3dGwse+3tmzOfe13rOhAy17eqd1+9OVMXBX48ZMpG0Zn2tNZtUveGG0rdalYf/6H4ZRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWNZhlwLc+0he6biQKSfjzszsCZknxK7yR9Ynopz3/4oXtq5yYP7Rr2hd4TD5qefll8OqfyV2/cuQuTt23Rgyl4YTtGfacopPtKp5Ssh8KnaFPQT1ZcyftUseuarytP7ZI9h1JNoVMqfGTS6XhsPRy614ZuZJIVPOkZ+Z+d0aDN4e7+2veWsIhd0rMzPzxM2RfeWE/pl5Z8jUg+mfETL1dnxLOEz+tNfHst0hU0+c/8jmyFWx6o6QOSV2hdvsxNUx6d74xdhVvprqgoG9MXcoflkFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZ12KUAd4aCej7z9rIUoJadEzL1pPJyWvX22HV6yJwQu8r59cfGrvJ81ef+vpC5IHaV5+vW2HV1yHw2dp0ZMh+MXfVE7uLozZEdF8Wu58bcezZHTj++Vd1+z+ZMrLIU4BCOewRP3392yNRb0HtDZl/s+oaYK7eXcmucmXS6+7WXtar9t23O1IPWXxoydefI40Kmfk2cWn4GC4sDZmZuDd/l9ZD7cAudm2LXM2OuKAf+170H5W+sr+OjQ6bsbJjJL/ch+WUVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjWloMHDx7yH2/dsuXQ//iXdsYL7S6nL9eycjD9SbHr9pB5Q+wqB3JfEbu2hkx57DNtEcElsevXQuZzsaucaF1PaP5SyNSFDHeEzEdi1xNC5t7YVd7Tfxa7Lo+5cBj6LW9tVeXtek2rygfI/9bBg1ti9KtDuGfXw7kfCpn6MShv8fJRmemLCMIOirkonr5/Xzh1vlxvpn0OLq73qvIinRa7HnyErjfT7rU7YtfNmyPvCosWZtpB/rviG+zDYclMHWnKfe/82HVq2ApwIL6OZTdRvZ/URS57D3HP9ssqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMt61OH+sWzaiAtAZvd1IXRhLDsuZMpGo5m2KaquaHhnyFwVu14VMhfFrv0hs/PrWterPrY58/FWNXt/aXPmwCtaV1m1cWmrml0h8/zYVVaTlMc+M/OJkClb1Gb6up3wAT8mVpX/M67Ldo6PuSNO2L6zs2wqmpnbwpabuiiw5K6PXWGp2szMnBkyt4XNVDMzd4dMXch0cVlrVFcf/XzI1O+vO0OmfF/OtO+cN8au7ZsjdavZrjA73Bs3Ct4YMvVronzl1M/HveFze27sKqNWfavWx7/3EP/dL6sAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIOuxTg7FBQlwIc8qTX/1o9HP1ZIRMOxp2ZmQtC5r2x65khc0LsOjVkroxdzytHDj+mdW05uDlz6pNb1/zh5kg9hLocaF0WLcy0w6rr/+Y9EDInx65bQ+YtseusFjvwns2Zz8ZLlqeiLCKZmbkh5uJKia8e4fNye7w3lkPu68ezfFziWzJ/53w4ZMqdcabt2qhfObeEQ/qPiQf57y0nrX9X65p3hcyPxq63hkxZaDAz87rNkQuPjl1hCURdMFAWmNT9OOXr66mxqzwVW+M2j6PDDbkuw6j7ag7FL6sAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIOuxTgrlDwhXihHeFw2dPqqbe3hUw9XbycCv382FUeVz28uBwK/YTY9a/v25z5jpfGsktC5g2x66rNkb3Ht6qb79mc+VSrmu0h84nY9dyQ+cXYVR7XcbFrd4ttDYsuLr2idZVD3+vDr4fRH2luvXdz5sTY9ZGQOT92ldvZ/thVc+H89wl3xpmZeThkbo5dLwwvwHXllPiZ2XttCNXvib0hc3nsCifF3/fDraq8jje2qjkqbG6oX9FF2dkwM/OCkKn3xvTVFP/Icp+9ulXNzpg7FL+sAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLOuxSgHKIaz1Ad3c5WP/DsezskDkzdpXDl8vB7jMzl4VMORl9Zua6kKmLD8rf+OD3tq4XlS0K4eTlmZk5Y3PkH4fD/mdmnhMyv9Kq5pyQeVzsKs/9vtj12ZDZFrtuibnwAT89Vh31yFzu/1HuSFOel3rbKMsDypn0M+0jdVLsKrsxZmbeFDKvij/XHPjS5syftaq5K9wT6nNxx/s3Z/aWjQwz7bsp3o7nXZsj5ZtkZtKb+pb4lbM3ZOregyeFTF2aURZwxD0uc055T8f3xA0hU5Y2zMx8MuYOda/wyyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzrsBqu9YYXVrXETwu6y6uTk1jX7Q6asX5mZeWrI1M1HnwqZV8Wushairkx5XsiU52Fm5vL7NmdO+v3WdWfIhc0xMzPznpDZG7vCVph5IHa9MGTujV3PDJnXtaq74vO6J2yPua1VzUtC5srYxZdXtlPtiF0PfiUP5P9feB9dXRffRS8Nmcvi5+D4kHlKq0rL4y6IXbvCi/lAXDO24/rNmRviuqIvhEzYXzgzM3eE98X7Yte3hkz9fJQlmVfFrrI87KT6wMp3U1wD97mQOdCq8rhyKH5ZBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWteXgwYOH/Me7tmw59D/+pf8YL3R+yDw6dm0rpwnvjmWPKxeMXSeFzGmx6+GQqY/rwyFzc+z6/pD5bOwqp2OfELsuC5nzYtcNIXNR7PpEyJTXZ2amHJp+T6sqB23PzFwdMnX/xlEhc2Psuinm/vnBg1ti9KvCdeGeXZXz8st+lpm2L6XuBHhxzL05ZOqB5ueGTN3tUW579fz3cph8+dzNtLPka9d5YQnEHNe67rpzc6bujgl7D/L97JqQqV9f5fHHp2vOD7zGWK8AACAASURBVM/9VfHDVt7TYU3QzMzcHXOvPcQ92y+rAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyHnW4f3xTKHhZvFA5g7YeqnwgnBx+yrGt677f2ZzZ9aTWlf7IclL1zMxPhkw8AH5ODpm6YKCc2l5PaC4H65cTtGfa6di3xa5dIfP+2BVOQ3/g9tgV1EPa69O6M2TqAeZXhExdDLI95o405Sz20+ML9q5wSnw9yL+8rvW1vzzmnhIy9RZ6XcjUQ9svCZmrYlf5vF8Qu8pSgPtjV1lqc1847H+m7aupB85fHDLlta7q1+oxIfPU2HVd+FDWZRjlcdVFEV/p15xfVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZW05ePDgf+vHAAAAX5ZfVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlPeqw//oTWw5ubPi1dqGHP7s5c1WrmgvDiP3wl1rXtmeG0Omta44PmXtj1wtD5qbYdVrIfCJ2HRcy98WurSFzUuw683EhtLN1/e6nNmfubFXzxZC5P3bVXPFAzIXP7XWXtapTQqa8JWZmdjwhBu84uCUmvzo8HO7Z217cuu5/6+bMXa1q3hwyp8auH/qbLffG/7A584x4zfLGfFfsemfInBC7yuf4kthV7rVXx679IbM9dpXH9ZTYdXfIPDd2PRgyRz2CXeUrbmbm5pB5OHaV2WF37Np2bgz+4Ze9Z/tlFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlbTl48NALT67fsnkbytHxQr8dMt8Vu8JSnbyg4cIXhFBc+JI2cpz3rbEsrEO57b9rVR8ImS+0qrQ164zYVTaTXBy7ykapr/3uWFZWhXw8dh1+SdzMzHz+91vV+0MmbpOqG7g+/MHNmT3xkvtC5pbYVe8V2w8eYRus5js3b7Caz7SqD125OfPrrarcE27/+63q3fGSrwpbzm4Ky+pm2vK4H2hV85qQ+e7zY9krQ+ah2PWd4YZ88PbW9faQ+eFWdWV48j/SqubDIfOq2HVeWclXfw4smyHjezXd23+hVd0bPpPHxa+vufA5MXipDVYAAPzVYlgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZh10KcEdYCrB3R7vQ/gc2Z36nVc1RIfPCS2LZpSFTTnGemXltOfQ2nvb86R/ZnHlnq5o3h8zpsaucjl0PL35SyNwdu54RMvE86/mhkLmgLhj4OyHzm7ErrOB4RXmxZ/7hm9oVy7v1vGNa1+zdHHlM3Arwv8dLHnekLQX40OZ79nyiVd0fTrnfWbczhPv/3Nuqbr+25Z4WMg+2qrS/5GPlfjYz8+9C5kDs+mLIlC06MzPlu7x8+c6017t8l8zM7AyZH2tVv3vV5kz8eMw1IVPeNzMzzw2Z8+KslW7aZZnEzMwVIRP2F83MzB/F3OO//D3bL6sAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALOuwG6yuCxusbosXKotpXhu7tv5iCF0Wy8rWlI/HrreHzD2x686QuTp23RQyZ8Susumq/i/Q7pCpW6duDJmwAGpmZp4SMi+OXdeHzM2x67SQiZtcHnio5XZctDlz2/tjV8i8u1XNvpj7h0faBqtXhw1WZevRzPzYGzdn/smxresDYYvSca1qznxWy/3K+zZn6qKoV3wkhOo6rCeEzJdi195QdldcKVhi5+5qXfOfQ2ZP7Prc5shH72tVXwiZn2lV94btTme2qvnRkHnlv4hlZetj3TxXNnx+MHbV78zvtMEKAIC/YgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAs67BLAX4pLAWox/o+/5gQqlsBymH48eDouSZkymHsM/NTf39z5mWtKi1RqMczl8O2T6wH5j8xZOqB1ieGTDlJfmamnAn9QOwqh2MfFbvOCZmzWtU3//TmzIfKgeMzM38Sc+Hg63l97Apv6nff36rKW2dm5pwjbSnA3rAUIJ4RP+HA/+vCYf8zM2eX5QHlszIzE6+ZFr68MHaVRSHfcXzruiFshjnzW1vXPDlkHhO7Tg6ZePh+2nxQb0J/FjJPi12/ujlyTdnkMvPwN27OXJWa2u6bH6w/LZab4/Mfwa66GeqUmHuFpQAAAPwVY1gFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZjzrcP5Yz1OvZsulw93Nj1xdDJh4uPp8LVeGw/5mZ7w6ZZ7SqeWbI/OPY9cchc9tDreucmzdn6nn528qh3bHstrs3Z+pb4uzyXo1ld75nc+afhszMzL8uoVNb1/xszJWFBeXA9JmZ/Zsj98XntewYOSJdEjLvblUfCJ+pupikHL5/15ta1Z6L4zUPhExZCjPTvnO+GA77n5n57heHUHnwM22Twsdj1x/GXFEWDBx2/PivlI018dvw0j/dnIlLTm4MmQv/ReuaH94cuSp+R59/Zgi9tXXNvwmZetj/j8XcK778f/bLKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwrMOeyrunNNTTucOh0POB2FXOXq6P667Nka2x6rQTNmeOCwdtz8wcGzJ1KcD2kKnnbF8fMmHPwszMfD4sBSjnG8/MlP0CH45d14dtGHfGrmtD5l/GruN+MoSuiGU7Y66cx31L7CoLBspJ2zNzUrzkEeeMzZGH4uH7p4XMH7WqOSss99jzylhW3pMzaQnF3Ba7ynKSb41d+8OJ7OWGNjNzwts3Z7Z9XSy7KGT2xq7f3Rw5GB77TPu+v6FVzWWbI6+LiyJ+/A9C6KbWNT+/OXL+u1rV7ZduzpxUD/J/X8j8dux6eswdgl9WAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjWYTdYvfjE0FDH3YdiriibSfbFrrCtaMfxrWp/2E71h7/cuu7/u5szP92q5rMhUxem7A6Zut1pV8iEBWMzM/PFkNkbu8qWrnNj10tCZk/Z7DQzc3XIlCdipm+dKpvgLohdb9kc2RarTq1bjI40ezdHXh2rXhYyT41d6YWtN46wKXBm2vq46g0hc13s+mDIlI2PMzPbvimEnhzLwuqjeWLs+ovNkS2PblXXfmFz5h+2qr/9kc2Zf/UjrSttp6r39rIF6lmt6t7wvj+pftaeETLle2mmLUg7DL+sAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADL2nLw4MFD/uPDW7Yc+h//0rbnxiuFA/PnqNhVDpd9a+wqh57XA8jveYSuNzPz4ObILfFg3xKrOxTKS/Ttseu+kNkZu8rOifr22vX8EKqHKt8fMmX5xkzbyHBs7Loi5n4uZC6LXbdvjuy/qlVtr/+bfeDglpj86nDX5nv26/96qyq7V157SutKB/nXe+ONLXZd+M45+5XxmueETPwc3B8OgN/54tY1W0Omdn19yHzNc1rXgfduzlzZqh741s2Z8l6dad9z9S29/cdD6OFY9p6Q+YXY9bMhE/YszEx7Yuvig6fH3Ku//D3bL6sAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIedbh/3FYOTC4nu8/MPDVkvhi7bguZcljyzMxjQ+aM2FUe13fFro9sjpx2Wqs67Vc2Z274eOs6s5ysXw6vn5kd4XndFw/a3n1+CB3fuuanQuZxsesXQ+YdsSscqp8/Qzti7tKQqUszyuaGqm6LONKEpQovjVVlucdZ5Z43M5e8IITe2bqmfNZnZlfou+yNrat8BdSD6U99TQhdG8tuCJlviF3l83l7OOx/ph2GHxf3/F7IPK9VpR0t22PX337d5sy/qrPDd4ZM/F6dsNTm1/5BqypfJz/0SC5zOgy/rAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzrsUoB08Pk18UqnhMwdseuWkKlLAYo7Yu7ikCnPw8zM910QQvEk/zPu2hg582daVbpkPST+mM2R3S+LXc8NmQv/Uev65E9uztzdqqZcsp4mfmfIfCl2feARvGZcTlHe+9vLIpKZmVfH3JEmHLR+IFb9WsicVl+vck+Ih4bf8OaW+6OQiVVzVsj8XOyaK0OmfMfNzOwKmb2x66SQeVLs+p3NkYfC4puZdqsth/3PzJwavnPqYpV/VT5Isev+sGBgZ13k8uzNkR98fewKn8nveE+r+tfHxmsegl9WAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjW4TdYlW1L98QrlU0OD7aqqz67OXNGq5qd94XQObHs+SETN1rMfGfI/FKrunTzBqu8dapsMNkWu84LmR/61tZ13++H0Pmt6+RfDZnPtK4DYTXYqa0qbYuLS82qWx/YnDn1uNZ1x29vzuyt27DClpYj0b4rNmd2v6R17Srbfqqw7Wd/XCd15ve03Mlv35y5vVWlJW3fGLs+dvXmzM74mZrvD5n6R5afrq6NXWGT3tFxI9Pzwz2obiJ7bdnwd2IsK9+Fp7eqnWUF16Wta54aMvE++66wnSrfiuuMcQh+WQUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlnX4pQDlZP14yP3137s5s7NVzVNC5qHYlQ6mf3rs2vPozZlPfyGWvTRk/nGr+qd7Nme+LywOmJm5KmRe3KrS4cX7ymH/M7P7p+NFi3K896ta1ZtCJj7184Mhc3nsKq/jxH0F17WuveUQ7Rta11wQc0eY3c8Mof8ploUDwcvh7zOT3m/b62Hs9ZD74J/UJRR3bo5cHg6vn5nZWa75rNY1PxoyW38sloUNP7eHTQtV/F494X2bMy+v1zw+ZL4rdpX56DdjV7k33hi7rg+ZMBLMzMxHNkfq05UHvEPwyyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsKzDLwV4cjg59qfbiebl/NytO1LVzIGQ2Ru7yrj+qdh1XzjwP5y7PDMzj39bCH1LLHvH5sgJseqokDkrdm0PmXtj1+7PhNDPxrKTN0fuiMsKysfjwVY1zwmZeDB5PqD5ypCph7mHA6bzQokfjrmySOGrSXn9r45d54TMe2NX+Ejlz3q0oywdqY7dHHl5/ey9JGTKIfEzM1tfG0JPiGX/ZnPk/Fj12ZD51Va17Tc2Z3a9tXXNXw+Za2JXOXy/PvVbQ+YrPFT//8eHW+zckHl9vORr6ufjEPyyCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDr/B6h1h/c6udqGHQmb7F1vXHB0yx8euu0PmuNi16+tCpq4AuXFz5HfDao+Ztp2qbkzZHTJh28vMzOwPmb2x69Nv3pypr+OW79mcKY99ZuaikPmx2HVVyFwbu8o2rJm2wapuHirvw1ti1zNj7kjz8pB5T+wq62tOil0l93ux6ztj7tKQqVsTv7Q5sqduOiye/egYLGuN6pqx39ocOTneYE549ebML7aqtJWtLdJs2y/rRr5yb78/dpXZp9yLq5e12InhfnxavZ98hT+N+mUVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjW4ZcCXB8a4uHo20uoHiZfDvbdGrvKYdV/HLt2f2xz5tkhMzNzSsg8vVWlc6PPjl03h0w9aLucL10Okp+Z+dpwiPZHv9C63vv2zZmy5WJm5qUhc0bsKmd7Pxy73hpz4TD0/FycFjIfiV2/GnNHmnLP/v7YdXnIPC92XRYyj41dZTnGTFswcUnsOnNz5KQPxq6yPODT8V71+LJk5jOta/aFzOFHhv+vrwnbgnbe17rKd8AFrWouDpm68GVPyLwldpVlO+VePDPz/JA5KnaF9+qzYlW6B8zMfPuX/89+WQUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlnX4E37LwfoPxit9V8iUw5Jn5sA1mzNb0xaCaQfY/1DselrIfEPsKofvn/d1retAWERQFi3MzNwdMr8eu14VMlfGrpPDIdrnPqF13RPeiCe2qrkiZG6PXeVA61+IXWGHwszMffduzjwQL7m33E8uimX1APZvjrmvFu8PmfNiVzmXvi6EeFzIPCN2lXtjVd9vLwyZsoRgZub0d4fQa2LZ0SFT3hQzM3tD5t+2qg+FA//rIprt527O/FbZMDMzd4UvuvpdWA7pf2bs+u2Q+frYVe6z3xGWNszMfGTz67i9LrWpM9kh+GUVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjW4ZcClAPZT4lXKksBfrhVbT1/c+bhq1rXtmeFUDnQembm9SFTDv+dmSnn118ZDvufmXlJyFzw37euZ/zp5szuVjV79mzOPPau1vXEkPlo3DrxzpCpB/nfGTJ1wcBPbI48UA6qnpkd4TM0M7PrsyFzUuuacg716bFrX8wdacrB27fFrv0hc2PsKstjLoldZTnGTFvIEc6bn5mZt4bMS747lr0iZJ4Uu/5xyPznVvWfvn9z5mt/oHV982dC6PDjx//tb22OvC1sCpqZOSFk9raquS5k3hu7vj1kjoldR4XM/rC0oXbVxSDPiblD8MsqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMs6/AqJz4WGrfFKZbPKy2NXWFax7amxq2zy+UTsKhsa3t2q3nb95syL6iaXnw6ZHWEz1UzbVnF3q5rfC9upLjmrdX0oPGH/sVXNaSFTtwCFRSH7y5armbk3ZPY+o3XNY1vs4S9uzmyr78OwDWs+H7vic3bEKfezunXq2JB5V+z6kZD5tvLBm5lP3tJyfxQy97eq9LPOp9/Rusrn4NT4wA6ENZNvbFXz0hKKm4/2he2Ku/9u65rv2Rx50b9tVT8Rnq8zWtXcHDLHxa4Xh0zZojbTvqMvj10fCZmdsesnY+4Pv/x/9ssqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALCswy8FKOf/loOjqwdi7iUhc1Xs+tmQ+fHYFQ5Q3/+pVvWi8r8Rz2xdc0/InH186zo7ZD5ZLjgzJ58bQt/SuraFpQDl4OWZmV8JmWfFrvD52F4OcZ6Z7V8KoaNb13y4xbaVA7Ljyz0nxFxRDlY/EpUD/58Qu94QMv/v2FUWhbwtHvYfPy/pu+n9sascfF4PPf+NsOhkf7ifzcxs/4HQ9Rutq9xf5htb1+59mzO3/XLrOuUxmzP3h8P+Z2buCJn6PXFTyNTlRDvDh/JZcXgoC1MeyaUq9b5+0Vd2Gb+sAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsCzDKgAAyzKsAgCwLMMqAADLOuxSgLvCwdt77o9X2h8y8UzoKef/vix2XRwyH49dT9wc2R7Og56ZmZeHTD1k99UltD2Wnbk5cvLhd038324ImXIq/aTnPl1uZuaSkEnP6cycFzJ/PXaVpRlfiF3V3pA5KXZtDZl6WHU9GP5IU5ZCnB+7tu7ZnHnCXa2rXPP1rSotJplpz8WbYlc4436eFLs+EA78rwtynhfutb8Qu04Mme97TSz7ic2RU+Ih9/PvN0d2xs09e1+3OXNHq5p7Q+bZseua8FxcG7vK90ldHlO+V6uvcJGLX1YBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUd9kThPceHhnfGK/1gyJwTu349ZOrh+3tD5uwntK5Lw8G+5WD0mXYo9O5Ht663PWZz5rdub13fVw78/8bWNZ8MmXgq8c6QebBVJfVs7HtCJr69HtGD8MtTP9Oe1/qefkfI1MPQv8IDpr9qlcP3d8eu3wsH/pflJTNt4csJsevrY+70kHl37Cq7Sb4ndl34dSFUbhwz87tv3pz5hlZ13/dvzuz6UtnuMzMv+bMQql/4fxgycaPE3w+Z8DzMTDtY/7TYdU3I1KU2RX3qy/340thVl3kcgl9WAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFjW4dcRlQ0g18Yr3RcyddtDyd0du84tobKNY2YuCQ/skje1rrIa5oayFmZmrv/C5sz37Wpd//pPN2e+o2wcmZn5eMj8m1Z1VcjsaFVTlrTUbVKXPHtz5obLW1d5iY5qVfOKmDs2ZP5O7CrPWd2GdUzMHWkeFzJxCVHaKHV17CqvfbydzUkxVzYM1ecifH/d9oJWdcp/+NjmUFhMNTMzzwiZp7WqXdviNZMyGJT7/8x8KLxIdaNdmQtOiV2fD5md21vX0eFvLNvpZtrno77vy3bFS2LXiTF3CH5ZBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWdfilAOVQ6J3xSuWQ492xqxyEXJcCPBwyRx9oXVvKqb31jwzLA86Mp/FeX04Ajidan1leyP+5daVTjl/aqi4sywN+vXX98dM3Z54WN1jcFQ78/2CrSgc5vzJ23RFzZYfFJ2LXRZsjl/+zVnVcvOTZMfdVoxyEH/d/pEO8Xxy7bgyZs2JX/c4pt9qwe2Vm0nN2yt+LXXeETPzKmf8xbNG4I5Y9kstQ5tKQiffjXT+3OfPNabvPzL5rNmfKgpmZmXtD5k/i6ftlyUnYL5O7Hlu2h8zMHZ/bnLmgVdUdEIfil1UAAJZlWAUAYFmGVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFlbDh48eOh/PX3LYf7xL+2NVwrnrE881zedNxzOEZ6ZmWtDph5WfWfIPLn+ka/fHLm8PKkzc33IPLdVzZPLYfifjGXfFzLhUOKZmfk7IVNe7JmZmzdHHn5rqwpnUOdD9a8MmV+OXWFXwczMXB0yp8eut22O7P9Iq9petwJ8+uCWmPzqsC/cs98Yu8qt6jmx64GQ+c3Y9f0xVxZa/FS8uV8XbqLf2qrmKSETd46kpQzbY9cTQuaW2PW0Hw+hj7au3/v9zZn6uMJikjlzT+vad9fmzE2tau4PmYtj1xdDph7QXxYMPLluGfmLmLv/y96z/bIKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzrUYf913JY+ZfilU4ImfNi10Mh8wuxqxyG/57Y9YyQ+XQ5JX5mHv/vN2fKIc4z7fH/WOy6/Fs2Z/bHE5r/zps3Z/5Jq5rH/1kIlROhZ+bWcOD/qV/Xuq7+2ObM1lY1rw2Z2lV3LbwkZN4Zu07aHNm+N3ZdF3NHmt3hBPiX7G9dR4XMlr/Zuh576ubMX3t77Iqn3O8Of+eny8aUmTk2ZOoimtJ1T+wqr9HjYldZFvEzL4hl79ocuen2VnV0yJzSqubMssXiMa3r/ndsztSFQuV+ti12fTZk7otdJffkOIjsi5+13V/+P/tlFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlHX6D1Y7QcFu80r8Kmbj4aC4MmWtj198PmfNj166QuTx2fUfIPPl5res3btic+am4TeTAL2/O1O0YLwuZsq1sZmbOCZk3taq7Q+bUva3rQNhgVbbQzMyUBSDfELvKFp2ZmRtD5o7YVZTnnsP4W5sjp1zaqj4Q1pzt+w+t62lhDdFxrWrmb7TYt/7B5kzZjjTTvgvrRsFnhsy7Y9ffeHEIxS+wnwlfTnf8Tuu6ImSOaVVzbsgcH7vm/pB5f6vaWa8ZlPf+1vhH7jljc+aK329d+0Lm28qXxMzs3tNyh+CXVQAAlmVYBQBgWYZVAACWZVgFAGBZhlUAAJZlWAUAYFmGVQAAlmVYBQBgWVsOHjx4yH88sGXLof/xL22thyr/esj8x9j19JAph9nWa35T7NodMifGrlPLCdP1kN0/2Rz5znAA+MzMu/5uCH2ydc1FIfNLsevw+y3+i1fErp8Nmce1qo/+6ebMtlaVFiT8o9hVdijMzHw4ZOrjLwtE6kHh22PuQwe3xORXh+s237PnSbHrSyFTl3bsDi/YP9/fuuo99NsfvTlzxxda195wMv1t17SuUy5oueTfh8xHY9drQuYzrerWsCzi461qDoTMU2NXeU/vfXYs+8bNkbt+slXt+enNmT//udb1NeH99Z+ubF33hswXW1VefvM3vvw92y+rAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDrsUYC7cfMD0TVe0C53+PSF0Seuay0JmKpg8UAAABExJREFUZ+wq5zi/NHZ9KmSeEbvK4cUXfF3r+vOPbc58zQta162/szlz6q+1rvmJkCnLEWpXXApw/12bM29rVel9WA9pf3PI1PPGfyXmTguZs2PXb4dMOQB8ZmZXzP27I2wpwH1hKcB1sevbyuKLv9e69v/M5kxdMHBszG0pb977Wtf992zO1J9+Hnt8CMXn9Y9fvTnztK2ta3/48L2xVaXvzMfHzR5/HpZFlO/LmZmyxOgDsevbfiCEwvdldnLM1U1NRfhQ3nR9q6qf2z2WAgAA8FeMYRUAgGUZVgEAWJZhFQCAZRlWAQBYlmEVAIBlGVYBAFiWYRUAgGUZVgEAWNbhN1h9e9iGUpclfDhkvhC7/mXI1A1D54fMnbHr6pD5jdi1I2Tqtp+yRWlX3BR1MKzpSptjZtqb5/tj1z/bHLnr9lZ1Y8jU574s9/ih2HVHyPxc7Don5srn9u7YVRbW1Of1pJh7xxG2werKcM9+IHZ9Q8jE5Uiza8/mzP6wOW6mbR2cmbkwbOX787hh6Ishc2+rmpPDc1G3FV3zB5szx7WqKU//P4pd5Z5Wtzk+Ntw4Phm2XM20e1B9vrb+WAh9JpZdFTJ7Y9dHQ6auACzPa9x+OY+JuZ+3wQoAgL9aDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzr8EsBHh8OmH4oXumMkPls7HppyOyOXVeGTD3s+eMhc3HsOiVk4jn+qWvv17Wuyz+2OfPscvLyzMybNkfuiEsBbg2Zm1vVXBsy9VD6cl7yn8Wu8r+W8YzzvOjiqSET9jHMzMxTQuaRXDAwM/OfjrClALN38z37P4XFHjMzX1sODo+Hi9//p5szO+Mykf23tFxZHlC+l2bad1NZHDAzc3q4cf/z+BqVp78u7nlHyJTvkpmZi0JmX+w6M2SOj13lPfFtdalNGTKeHLvCUoA/Cd+9MzNP/rubM7/7y63r9JB5YquaLX8zBq+1FAAAgL9aDKsAACzLsAoAwLIMqwAALMuwCgDAsgyrAAAsy7AKAMCyDKsAACzr8EsBdoWlACfEK5VDgvfGrnKY8M7YdUXI1AOHzwmZD8auV4bMHbHrPSFzbOx6UcicGxcM7A+HHJcD+mfa4ob6Op4YMnXpRDjrOR9MHnYozPmxqy66uD1k3hm7wiKCA3HJyNb6+f4/j7SlAI/ZfM/+8P5WVRZCbG1V6cD87bHstw60XPkcX/iPWtef/+TmTPkumZn59j0h9JlYdnLI3BO7/mJz5Fc+16qeETL1u7AsYCnzxczM1m8Kofrcl89ReX1m5tNhO9HjnxO73rs5U5evnBkWJHwyLuk4ud4s/sJSAAAA/moxrAIAsCzDKgAAyzKsAgCwLMMqAADLMqwCALAswyoAAMsyrAIAsKzDLwUAAID/hvyyCgDAsgyrAAAsy7AKAMCyDKsAACzLsAoAwLIMqwAALOv/AmUtbqCPjuh1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    U3 = np.flipud(np.reshape(u2[:,j],(32,32)))\n",
    "    axs[j].pcolor(np.rot90(U3),cmap='hot')\n",
    "    axs[j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(4,1)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    axs[j].bar(range(len(s2)),vT2[j,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LawEn6GxxdKcqKrfjU78ZQ9WI6g3p0uWiv7AoSNZ1Pavro0DTtCHAJGC5rusnkj+P//NyYK6maRG2LFT0MfkpqpgtbDjETIbcrSoFox0VtY3kVdTZFiRrBggejItB4/5zE8kqruHTnUd584dDrNyTzwPzkk58cLU3ec8SCyfFYDLrLN/eZje5LAuKfoGkBSe/5uIKs/8ExQdg73Lrvh8hhOjnmnsk99pI6qoC+PQWeONseOdieOciKEq1y6VDfD0YPTBA8pL7EXsX7k06/vpTO+9tATRggp3vKZxR/m41wMPFDWKmQF3FyZ3fNtILLRtHfYriNAiMU2kOwLwR4YyJCeT/vknln1+ncv7ICG5LTjh5fNgIMLie7LphobgBPkwbPIBl23Ja55odON7/OemC1ieccSlEjIL1j0NTg3XfkxBC9GO91iO5qQE2PwcvTIBfPlOF1uc/oX5WvTINvvmj+jnVTcnDQtmZXU6FsdEOixa9zd5BctTx1/ZaCDR/LdrO9xTORtfVB0/k8Z3bmCnqtYOUi9TjnS0SrexsQUkGhJ6ctKdpGg/OS6SspoFBIT48ecUYNK1FiyE3T5X6kW9d8R7Awsmx5JbXtm7vk7oSIkZDUFzrgw0GmPNXOHYEdv7P6nsJIUR/lV1mxMfdhSDvrier2k3mdyoQXvMXiD8Lbt8Cc/4CU26FO3fCuGtgyysqgN71fodPPS2RPCwUsw6bD0oruP7A3kFy86+G7XXTrmtzTCuapt2iadp2TdO2FxfLo4o+rfyQ+o08coz684DBqodwbvvFe2kFlfh5uhIV0PmAj1bMJlW412bS3vQhIby4eBzv3DgZXw/XU8+LGqPSLazMQ5s3IpwgbzeWbTuez1xVqIoRh1/Y/glD5kLsNNjwBDTUWHUvIYTor3LLjcQEe7fewHCU8sOw7Gp47zI12GrxR7D4Q/UzqZlPCFz0PNy8DoLi4Yvb4a1zu+zI1JGxMYH4e7ryvUzf6xfsHSQ3jybzaOc9zzbHtKLr+uu6rk/UdX1iaGionZclelTzTm1zDrCmqbzkDjpcpBVUkRjuZ92H5rEjYKqHkMRT3lowOoqowA7aC0WOBWMpVFreLxnAw9WFX40fyJr9hZRU10PaKkBvnY/ckqbB3L9CTRH8/KpV9xKiu6Rtp3BWOWW1js9HbjCqdLeXpsDBdWrX+PYtMGxex+dEj4cbv4VLXoHyI/DGbPjyTqixbkfY1cXAjKGhbEgv7nTAlegb7B0kN3e+aC+lovlr1kUnou/JSwGDG4SdcfJrMZNVTrKxrNWhuq6Taktni+KTnS2s0pwCYmVeMsDCyTE0mnQ+2ZGr8pGDE1RhYkdip8LQeSoPrrbTzolC2Ju07RROR9d1ssuMxDiq/Zuuw/4v4aXJsOFfql7kt9tV/rFre3t3bRgMMHYx3LkdzrwDUj6AF8bDz6+DqcniZSQPC6Wwsp60ws6HaAnnZ+8gedvx1zPbeW8qqg3cDjvfUzib/N0qeGz5odScl5y7rfWhFXVU1TVZX7R3ov3b0M6Payt8hOqIYWWHC4AhYX5Mig9ixdZU9EMb1QdwV7vfc/6sUk82P2f1/YToBmnbKZxOaU0DtY0mxwwSKU6Ddy+Bj5aAhz9cvwoufwsCbCiD8gyAeY/BbZvVxsrXD8BrM+HwDxadPnOYehouXS76PrsGybquZwLbgSs0TWsu4uP4P18BrNN1vaCj80U/oOsqAI1q86Q2ajxoLqcU76XZXLSXBj6h4B1s3Xnu3hCaZFPxHsDCSbEklG9GMzdCUgf5yC1FjIKRl8OWV1XrISF6gLTtFM7IIZ0t6iph9Z9UYV7eLjj/Sbh1oyrQ666wJLj2C7jyHaivhLcvgI9vhIrOH4hHBHiSFOHHBgmS+zxLx1Iv0TTtYU3THgZCgYDmP2uatqTN4XejcpI3aZp2j6Zp9wCbjt/rfnsuXjihY9kqtaC5aK+ZuzdEjj4lL/lEZ4twa3eSM9rNR7ZIpPWT95rNHxXJAvcdVLgEw8BJXZ8AcPZDYG6EjU9afT8hHEzadooeY/ceyYW/wIsT4aeXjqdJ7IQpt6h+9faiaXDGxXDHVjVR9cBKeHESpH3T6WnJiaFsP1JGdb3laRrC+Vi6k3wT8I/j/wsDAlv8+aaWB+q6/iMwCzgMPHr8mEzUozzbtu9E39G8Qxs57tT3Bk6Gozta5XalFVQSGeBJgDXtgHRdPVqzNtWiWeQYVVBXlW/1qV5aA8mG3XzVOJ5jdRZ++A0YDOOWwI63oeyQ1fcUwoFsbtspHYmEtZqn7Q0MskO6RVUhfHCVSp+7eR1c9MLJyaeO4O6tNjx+u1X97Pn4hk6fSCYPC6XRpPPTwVLHrUk4nKUT92bpuq518L9Z7Rz/k67rc3Rd99V13U/X9Xm6rtvWT0X0LfkpKq0ifMSp78VMhkYjFO478SWbivZqStR46VAbd5JPTN6z4Xe2rO/xMNfyddMEPt1pRQ1q8oNqkMn3/2f9PYVwHJvbdkpHImGt7FIjIb4eeLt3c6e3sRaWLVadihYtU50pekpQvGoj5xUMHyyEyvY3WybGBePj7iKt4Po4exfuidNdXooq2nNrp+fxiaEiKuWi0WTmYHG1DeOo09SrrTvJ4SMBzaYOFxxYCR4B1ERNY9m2bMtb/PhHweRbYM+HULjf+vsK4Rg2t+0Uwlo55cbuF+2ZzfD5b9RTycveOLX+pSf4RcDiZSpPeenCdnvhu7samDYkRFrB9XESJAv7aTtpr62AgeAXdaJ471BJDY0mvRudLWzcSfbwVa3jrN1JNjVB2lcw7FyumJxAemE1O7OtaO121r3g4QfrHrXuvkI4jrTtFD0mp9wO7d++f1yNlT7nbzC8gz71PSFiFPzqTSjYA5/d2u6UvuRhoeSW15JVIgOl+ioJkoX9VB4FY8mpRXvN2gwVOVm0Z2Vni+J0cPMG/25MOI8aa30buOyfoLYMkhZw4ZgofNxdWLo1x/LzvYNh2l1qEEnOtq6PF8LxpG2n6BFNJjN5x+q619li9zJVAD1uifos7W2J58G5j8GBFfDd3055O1lawfV5EiQL+2k7aa89MVOgIhsq80krqMTFoDE4zMe6+5Skq1QLQzf++kaOUYV7VYWWn5O6Elw8YMhcfDxcuWhsFCv35FFZ12j5Nab+RrWu++5vNnXXEMKepG2n6Cn5FXWYzLrt6RZHflIT8OJnwAXPdN2jvqdM/Q1MvBE2Pwu73mv1VkywN4NDfdiQLkFyXyVBsrCfvBRVaRw+suNjYiar19ytpBVUkRDig4eri3X3KUm3ftJeW5FWFu/pOqSugsGzVboGsGhyLHWNZr5I6WpWQwsevjDjd3B4E2Stt3LRQlhG2nYKZ5PTnfZvZVmqUC8wFq56F1zd7by6btA0OP8JSDgbVtwNhza1ejt5WBg/Z5VS12jqpQWK7pAgWdhPforKE3bv5EMwYrTajc3Zaltni4YaqMixPR/5xDqOT9u1NOUiP0Xdt0UO3KjoAM6I9Gfpz1YU8AFMvAECYuG7v8tusnAUadspnMqJHsnW5iTXHlOt3tBh8UfgFWT/xXWXixtc8TYED4YPr4GSzBNvzUoMpb7JzE9ZvdQKztTUaj3COhIkC/vJ3911pbGrO0SPx3RkC7nltTYU7WWoV1s7WzTz9IcBQyzfST6wUu2SDzv/xJc0TWPR5Bj251ey92iF5fd29YBZf1DToQ58aeXCheiatO0Uzian3IiLQSMyoJ3ORx0xNcJH16r+8le9p3rOOyuvQNUazuACH1wJxjIAJg8KxtPN0DvT93QdPrsFXpoMlVY88RQnSJAs7KMyH6oLOy7aaylmMlrBbjxosGEc9fEg2dYeyS01T96zROoqiJsOPgNaffnicdF4uhmsK+ADGLNQ7Yave7TVcBUhhOiPcspqiQ70wtXFwrBD1+Gr38GhDXDhc/YZM+1owYNg4QfqqeOHS6CpAU83F6YmDGBjb+Qlf/9P2PcJ6CY4vLnn798PSJAs7OPEpD0LelbGTMFgbmSkdsiGneQ0taMbnGD9GtuKHAOVuWo4SWdKD0LxAUg6td2Qv6cbF4yK4suUo9RYM37U4AKzH1b51XuWWblwIYToW7LLrOyR/NNLakrpWffCuKsdti67i50KF78ER36AlfeCrpM8LJSskhqyS3uw5fiej2DDv2DMYvDwhyMSJNvCjgPOxWktPwXQTub6dmagKt470y2T6EArK51L0iFokEpZ6K4Tk/dSYMjcjo87sEK9Jl3Q7tuLp8Twyc5c7l6WQnSgFY8S9UHc7D0c36/+zvOHz8BksL4YZVZSGGcnhll9nhBC9KTcciNzh4dbdnDa1/DtwzD8Ipj9F8cuzBFGX6meem58AkKGMCvpFv62Yj8b0otYcma84++f/TN8cQfEnaV24Y0lcORHx9+3H5IgWdhHXorKEz7e+aFTvqEUuERylschDAYr2/gU26GzRbOI0eo1r4sgOXWl2iEPjGn37fGxQSQPC2X7kTK2H7FuCcf0C3lOf4L8PWv5SbNuclRdo4nPdh1l04OzCfB2s+7GQgjRQ2rqmyipbrCss0X+Hvj4JrWJcelr3Wv12ZvOfghKM2HtI8QHJxAb7M+G9GLHB8nlh1UnkICYk51A4qZBxrdQXQy+MkLeGhIkC/vI321xzpiu62wzDWWWtk/lnVna79LUBGUHYdi53VhoC16Bale6s+K9ynzI3aZSIzqgaRr/u3GybWtomA7/929emVoF51r3fe3Pq2T+85t4beNBHjwvybb7CyGEg+WW1wIWtH+rKlBjnr0CYdGyzjslOTtNg0tehooctE9vZVHCi7yQWk99k8n6tqeWqqtQnUDMTaoTiHew+nrcdPWa/ROccZFj7t1P9dFf0YRTqS6CqryuO1scV1RVz5bGIfg1lanfei117AiYGuy3kwxdT95LW6Veky603z1bcvdRA1YObbD61DOi/LlwTBT/3XyYoqo6ByxOCCG670SP5KBO0usajCpArj2mukT4RfTQ6hzIzUsV8vmEcmP2H/FvKGL74XLH3MvUBMuvV7vXV70LIUNOvhc5Fly9JOXCBhIki+47UbRnQWcL1DjqHebjge7xEdUWKUlXr93tkdxS5Bg4ln2iXc8pDqxUreLs0U2jIwnJ6hFjR2voxH3nDKPBZObFddIHUwjhnJp7JHc4ktpsVq3K8lLg8jctq23pK3zDYPGHuJuNvOXxND8esDInzxK6Dl8/CAfXwYJnYdDM1u+7ukPMJCnes4EEyaL7mtuoNef4diGtoJJ0fSC6uy/k/Gz5fYrT1Gt3eyS31NnkvdpyNRkvaYFjR6AmzAJ0OLTR6lMHhfhw5cQYlm7NPrFbI4QQziSn3Ii3uwvBPh0UJ6/7uyqQnvcYJJ7f/jF9WfgZaFf8jyQtm+SU+zFVFtr3+j+/BtvfhOl3w/i2AzWPi5sOBXtVSoawmATJovvyU9SkIU/Leh6nFlQR4ueFNnAS5Fqzk5wBvuEqX81emne/20u5SP9W5XYNd1CqRbOo8eDuB1nf23T63XOGYtA0/r023b7rEkIIO8gpqyUmyButvc2GXe/BD/+GCTfA1Nt7fnE9Zehcdo/5M2Ob9tD43Dj46WU1LKW70lfD6j+qzZw5j3R8XNw0QFedL4TFJEgW3WfJpL0W0prHUcdMhsJfoL7KshNL0uybjwyqsCEwtv2hIqkrwC9SBbGO5OIK8dNtyksGiAjw5Lpp8Xy26yjphRb+fymEED0kp8zYftHe4R9gxT2QcDbMf9KxT+ycwLhL7+PVM97l54bBKrB9dQZk2fa5D0DBPvj4RpWectnrnXcCiZ4IBjdJubCSBMmie2pK1XQhS4aIAE0mMxlF1WqISMxk0M1wdEfXJ+q6ykm2d5AMau1t0y0aayHzO9UbuSdaECXMgrIslR9tg98kD8bX3ZWnVqfZdVlCCNEduq6TU97OIJHSg/DhNWpK3RVvg8vp0cby9svP5634p7it8X7qaqvhnYvU6O1jVk5trSpUnSw8/I53AvHp/Hh3b4geL8V7VpIgWXRP/i71amHR3uFSIw1NZjWOOnoioFlWvFddpHKpHBIkj4HyQ6qqutnBddBobHfKnkMMSlavNu4qBPm4c/PMBIFS+9MAACAASURBVL7dX8iubAdVTwshhJVKaxowNphaF+0Zy+CDKwFNdbKwZwqdk3N1MfDC1ePJCklmRvU/KZ30O5Uy8eIk2PAkNFrQqaixFpYtgtoyFSD7R1l287hpkLdTdRIRFpEgWXSPlZ0t0gpUOkBShJ/6YAwbblnxXnNni1AHBMnNqSIFe05+7cBK8AywuPdzt4UNB58wm/OSAW48axADfNx5UnaThRBO4mT7t+NBclPD8Z3TbNUeLTihF1fXO/w93Xjzuknorp5ctv8sjt34Iww9B9Y/Ci9PgdSv1NPT9pjN8NltcHQn/Oo/VqU6Ejdd1dnkbrPPN3IakCBZdE9eCgTFW7wTkFZQiUGDIWHHJ/PFTIacbeo//M6caP/moHQLOJmXbGqC9K9h2Hk99whQ01QruEMbOv5w7IKvhyt3nD2EHw+W8kNGiZ0XKIQQ1stpOUhE12HVfapr0EUvQtyZvby63hMT7M1rSyaSX1HHLV8WUf+rt+HaL8DFQ+0Sv385lLTT2nP9Y7D/czjn7yod0KqbTgbNoIaKCItIkCy6J3+3xfnIoDpbxIf44Ol2fOJQzBSorzgZBHekJB3cfMA/uhuL7YBPCPgPPNnh4shm1f6tp1ItmiXMgppiKNpv8yWunhpLdKAXT65ORbcx2BZCCHs5sZMc7AU/Pg+73oWZD8CYq3p5Zb1vQlwQT10xhq2Hy/jjp3vRByXDbzbDvMdVGuLLU2HNX04Wt+9eBpuegvHXwrQ7rb+hZ4Aq8pPiPYtJkCxsZyxTU/Cs6WxRWKVSLZoNPD7OuauUi5J01R/ZUdXPUS2K91JXgqsnDJnjmHt1pJt5yQAeri7cPXcou3MrWP1LgZ0WJoQQtskpMxLi6473wW9gzV9hxKUw66HeXpbTuGhMFPfOHcanO4/y8vcH1dPLM++AO3fA6Cth83PH85WfgC/vhPgZMP9p238Wxk1XT2+bGuz7jfRTEiQL21mZj2xsaCK7zEhieIt+ygMGg1dw18V7xemOnXoXOUaN86yrgNRVMHhO19XC9hYYo/pNdyMvGeCycdEMDvXhqW/TMZllN1kI0Xtyyo3M9M2DT29W3RUueaVnOgb1IXfNGcLFY6N4cnUaq/bkqy/6hsElL8NNa9WI7vWPqXalV72rJujZKm4aNNW2PxtAnEL+pgrbnQiSLdtJTi+sRtdRPZKbaZpKuehsJ7m+Gipz7Ttpr63m72HnO1B5FIb3cKpFs4Rk9SisG03mXV0M/O7cRDKLqvl0Z64dFyeEENYxluTwl+q/g/cAWLgU3Ly6Puk0o2ka//rVaCbEBXHfRynszmnRaSlmEvx6HVz1Ply3AryCunez2ON54JJyYREJkoXt8lMgIFYN5LBAWkElQOt0C1DFBKUZqudye0oz1GuIg3eSQU1+0lxU0V5vSJgFDdWW9Y7uxHkjIxg9MIBn12ZQ32Syy9KEEMIaTbWV/MP4KN5mo2pV5hfe20tyWp5uLry2ZAKhfh78+p3tHD1We/JNg0Ft3Fja6q0zPiEQmiT9ki0kQbKwXf5uiLIs1QJU0Z6Xm0vrfpmgdpKh47Y0Jc1BsgM6WzTzC1fT9YylavqdhYG/3cXPALTuTWFC7Uw8MC+Ro8dq+eBn2waUCCGEzcwmGpb/muHaEX4a/yREjOztFTm9EF8P/nv9JOoaTNz09jaq65scc6PYMyF7C5hlA6UrEiQL29RVqAlxVnS2SCuoYli4LwZDm4KDqHFgcIXcDvKSi9PU7q6j+2k2fy9JFzr2Pp3xDla72t3MSwY4a0gIZyYM4MV1mdTY68O2qV6lvwghRGfWPoJ31mr+0bQEt6ReejLXBw0N9+Olq8eTUVTNXUt3OaauJG461FdC4T77X7ufkSBZ2MbKfGRoDpL9Tn3D3Vu1pemoeK8kXY0u7U6xgiUGTlA9JK3tPWlvCclqV72hpluX0TSNB85LpLSmgbd+OGSftX18I7x5js29nIUQp4Ed/4Mfnycj7ireNs1TPZKFxWYOC+WRi0awLrWIx1YdsP8NmvtTS8pFlyRIFraxsrNFcVU9pTUNrYv2WoqZovJw2ytYK0l3bD5ys6m3w83rIcABvZitkTALzI1wpPsN38fHBjF3eDivb8yivKabLX+yt6j2eEX7u9XLWQjRj2VtUANDBs/hi8i7cDEYiAzw7O1V9TlLpsZxw/R43tp8iPe2HLHvxQMGQmCcFO9ZQIJkYZu8FDXYwzfUosNPjqP2b/+AmMnQaDz18Y+pCUoPOrazRTN3H+tGfDpKzFRwcYes9Xa53APzEqluaOLVDQdtv4iuw9q/qQp1NDW2WwghWirJgI+WwIAhcMV/yS5vJCrQE1cXCTVs8fAFZzA7KYy/fvkLG9OL7XvxuOlqJ1meCnbKtbcXIPooqyftqc4Wne4kg0q5iBp38uvlh9WuqiN7JDsbd2/1/8eh7hXvNUuM8OOSsdG8/eNhbpg+iAhbdnUy10L2jzD/Kdi7HFJXwKzf22V9Qggnkr7a9lzVne+CwQ0WfwieAeSUG4kJklQLW7kYNJ5fNI7LX/mRO97fyfs3T2H0wED7XDxuGuz+QD2pPZ1+vlpJgmRhvfoqNXhj9JUWn5JWUMUAH3dC/TzaPyBgoNqZzvkZptx68uvN46od2dnCGSUkw7pHoaZEtezppnvnDmPF7jyeX5fB45eOsu5ksxm++5t6PDf+OmishTV/Vr/ABMV3e21CCCfRUAMfLgFTvW3newbA4uUnPhdyyozMHS5t37rD18OVN6+fxGUvb+aSlzZzzdQ47jtnGIHe3azRiZumXo9sliC5ExIkC+vl7wF0i/ORQY2j7nAXuVnMZDUus6WSNPXaE+kWzmTQLOBROLQRRl7W7cvFDvBm0eRYlm7N5pYZCcSHWDFNcP/nULAXLn1NFU8OX6CC5NRVanyqEKJ/OPyDCpCv/hgGzbT+fIMrGFwANWG1pLpBivbsIDrQi2/vSeaZNWm8u+UIK3bn8cC8JK6aFINL225RlgpOAN8IlXIx8Ub7LrgfkUQhYT0rO1uYzDrplgTJAydDRTZU5p38WkmG+g/ZM8DGxfZRUePAw98ureCa3Tl7CK4uGs+sSbf8JFOTGocaOhxGXaG+FpwAYSMkL1mI/iZzLbh5q37trh7W/+94gAyQW66GYQwMkgl79hDg7cbfLh7JqrtmMDTcj4c+28vFL/3AjiPltl1Q09Ru8uHNkpfcCQmShfXyU1TgauH0pOwyI3WN5lMn7bXVMi+5WXEahJ5mqRYALq4Qf5bd8pIBwvw9uWH6IL7cncf+vErLTkp5X6XWzPlzqx+ADF8A2T9BtZ2LSYQQvSdjjQqQ3brfjSK71Ahw6vAo0S3DI/358JapPL9oHCVVDfzqlR+576MUiqrqrL9Y3DSoyoNjdu6e0Y9IkCysl5diVReItBNFex10tmgWMQpcPU8GybqudpJPt3zkZgmzVN5v+WG7XfK2mYPx93TlqW/Tuj64sQ42/AsGToLE+a3fS1oA6JD2ld3WJoToRaUHofwQDJlrl8vllKsgWdIt7E/TNC4aE8V39ydz+6zBrNydz+ynNvDGxiwaTWbLLxQ3Xb1Kv+QOSZAsuvTYqv0sfP0nDuRXqsKOknQrO1tUoWkwLNy38wNd3SFqvCreA6guhPqKnumR7IwGJavXbo6obinA241bkwezLrWI79OKOj9423+g8ijM+Yt6NNdSxCgIjFV5yUKIvi/zO/U61D5BcnaZES83Fwb4OHgI1GnMx8OVB89LYvW9M5kUH8RjXx3gvGc3sinDwid8oUngFST9kjshQbLoVFlNA//78Qhbssq48IUfeO+LlVhdtFdQRWywN97uFtSJxkxWOc+NdS06W5xmRXvNQhNVWosd85IBbpw+iMRwP+75MIWcMmP7B9VVwqanIeHs9gt4NE2N785ar7qdCCH6tsy1qt4gOMEul8spqyU22But7S/Ywu4Ghfjw3xsm8+Z1E2ky6yx5cyu3vru948/3ZgYDxE6TneROSJAsOvXpzlwaTGY+vGUql42PJiNF/ca5tT7W4mukFVSR2N446vbETFF9kfNTVD4ynL7taTRNtYI7tFG1YbMTL3cXXlsyAbNZ57b3dlDXaDr1oJ9egtoytYvckeELwNSg8hiFEH1XY536nLFTqgVAbrmRmGAp2utJc4aHs/qemTwwL5GN6SXMfWYD/16T3v5nfLO4aVCWBZX5PbfQPkSCZNEhXddZujWbcbGBTEkYwBOXj+GOxCrKtACuXHqY+z5MobS6836adY0mDpfWdF2012zgJPWa87PKR3b3Bb/I7n0jfVnCLDCWQNEvdr1sfIgPzy0cx/78Sh76dC96y+rmmhL46UUYfhFEj+/4IjFTwDtEjaoWQvRd2T9CUy0MOccul9N1newyIwNlkEiP83Rz4Y6zh/Dd/cmcc0Y4z32XwfznNlFT39T+Cc39krNlN7k9EiSLDm0/Us7B4hoWTTq5axxWnUpAwiTumj2UFXvymPvMBj7Zkds6yGoho7Aas25B0V4z31D1uC9nq+qRHDL01HzY04kD8pKbnZ0Uxj1zhvHprqO881OL6uZNz6gR4bMf7vwCBhdImg/p30KTjcMHhBC9L/M7cPGA+Ol2uVxZTQPGBpN0tuhFUYFevLh4PC8uHkdWSQ3fpXZQgxIxWm1GScpFuyRIFh1a+nM2vh6uLBhzfCe3wQjFqbhEj+O+cxNZddcMEkJ9uX/5bq5582cOl9Scco0ux1G3J2aK2kkuTj99i/aaBUTDgKF2z0tudufsIcwdHsY/Vu5n2+EyqMhVBXtjFlmW5pJ0ITRUqUe1Qoi+KWON2lF0t2LIUCdyjvdIls4WvW/+yEjC/DxYuTuv/QNcXNXPXAmS2yVBsmhXhbGRVXvzuXhs1MmCu8JfQDefKNobFu7H8lvP5NFLRrInp4J5z27kpfWZrVrQpBVU4e5qIH6AFR+WMZOhplj1bzxdi/ZaSkhWH2BNDXa/tMGg8cxVY4kJ9ub293dSu+YxQIdZf7B8be5+cGCF3dcmhOgBx7LVUzs75iNnl0mPZGdhMGjMHxXJ9+nFVNU1tn9Q3DQo2g/Gsp5dXB8gQbJo1+cpR6lvMrNocosCvfwU9dqi/ZvBoHHN1DjW3p/M7KQwnlydxoUv/MDObDUFKK2wiqFhvri6WPFXrXmoCJy+RXstJcyCxho4ut0hl/f3dOPVayYQWp+N+75lmMbfoNq7WcLVA4aeo/olmzspDhFCOKcTrd/sk48MnOiqINP2nMOFYyJpaDKzZn9h+wc090vO/qnnFtVHSJAsTtFcsDcy2p+R0S3GQeengFcwBAw85Zxwf09euWYCry+ZwDFjI7965Uf++sU+DuRXWpdqAap3o8fxHObTdZBIS/FngWZwSF5ys8QIP/4Ts5o63Y0njRdad/LwBWrnv+WkRCFE35C5FgJi7PpZm1NmZICPOz4eFrT9FA43LiaIqABPVu3poINF9HiVky4pF6eQIPl0cXA9fHStRf8R7M6tILWgqvUuMkDebjVpr5NCunNHRLDmvplcd2Y872w5Qkl1g+WdLZoZXCB6Ahhc7dazs0/zClIpLnYcUX2KvBSijn5DSvRiXt1RyfLtOZafO+QccHGXLhdC9DVNDeqX7yFz7FognVNulHxkJ2IwaFwwOpKNGcVUGNtJuXD1UJ2lZKjIKSRI7u9qSuDTW+HdS+DASvjv+bDibqg91uEpS3/OxsvNhYvGRJ38YmMdFB+waNKen6cbj1w0gk9/M42LxkRx/kgbWrhNvR3Oug9c3Kw/tz9KmAW526C+2jHX/+7v4BXElKv/yvQhA/jT5/vYm1th2bme/mp9B1aoUeJCiL4hd6sqvLVT67dmOWW1EiQ7mQtGR9Fo0lm9v6D9A+KmqUFeMhyqFQmS+ytdh5Sl8OIk2PcJzHwQHsiEM38LO9+BlybDL5+dEtRU1zexYk8eF46JxM+zRYBa9AuYm6yatDcuNojnF42z7cNy2Lkw+0/Wn9dfDUpW//874nHY4R/g4Hdw1r24+gTx/MJxhPp6cNt7O7rsg31C0gI4dgQK99l/fUIIx8hcq57YtTdV00ZNJjNHj9USI/nITmXMwABigr1Y2VHKRdw0VZif83PPLszJSZDcH5UehHcuhs9vU90hbtukAk7vYJj3GNy8HvwiYPn1sHQhHDv5aP3LlDyMDSYWtk21yN+tXqO63kkWDhA7VeWM2bsVnK7D2r+pgS2TbwFggK8Hr1wznuLqeu5atosmkwXT/hLnq7zpA5JyIUSfkbEWYqaqp0F2kl9Rh8msS2cLJ6NpGheMimJzZgnlNe10SoqZrH5hkrzkViRI7k9MjbDpaXhlGuTtgguehhu+gbDhrY+LGgu/XgfzHlf9bV+aAlteAbOJZduySQz3Y1xMYOtz8lLAMxAC43ru+xEnuXlB7BT75yWnr1aPXJMfVPc4bvTAQB69ZCSbM0t5cnVa19fxDVU/bCUvWYi+oTIfCveqfGQ7yilXnS0k3cL5LBgdicms880v7aRcuPuodEoJkluRILm/yN0OryWr3NKh58IdW2HSr8HQwb9iF1c48w64fYt6zPLNHzC+PIumo7tZNDkGrW0RR36KSrU4naff9baEWSqdobrYPtczm2HdP1Rx5Lglp7x95cQYrpkay2sbs1i5p4NG9C0NX6DWV3bIPusTQjjOwXXq1Y6t3+Bk+7cYGUntdEZE+TMoxKfjz/O4M+HoDmis7dmFOTEJkvu6ukr46gH4z1yoLYeFH8BV74K/hcVyQXFw9XK4/C3Mx3L40v1hFlX8R03Xa9bUAIX7JdWitw2apV7ttZu87xMV1J79pw4LJP+yYATjYgN58OM9pBd2UdCRtEC9ym6yEM4vcy34hkP4SLteNqesFheDRmSgp12vK7pPpVxE8tPBUoqr2qk3iZsOpgYVKAtAguS+LXWVSpXY+obKJ73jZ0i6wPrraBrGYRczr/FptgXNx2Pri/DyVPUhCmoSj7nRqqI94QBRY8EjwD55yaZGWP8YhI+CEZd1eJi7q4FXr5mAt7srt767g4raDiY2gfqFK2KU5CUL4exMTWonechcuz8dzCk3EhngiZs1A6REj1kwJhKzTvspF7FTAQ2OyFCRZvK3uC+qzIMPr4Fli1Ux3q/XwvwnulV8sWpPPkfrPTFc9Dxc/5Xqe/ver+CTm08Gyxa0fxMOZHCBQTNUX9Putlrb+Q6UH4I5f+44Jee4cH9PXr56PDllRu7/KAWzuZN7J12oqqOri7q3PiGE4+TthLpjdh1F3Sy7zChFe04sMdyPIWG+rNzdTsqFVxCEj5B+yS3IOJzeUFUA29+CJgvba7XUVA8p76tHInMfUS3d7NBLeNm2HBJCfZg8KBi06fCbzbDpGVUIaG5UO5gy2KP3JcxS6Qzlh2z/91FdBBueUIV2Q8+16JTJg4J5+ILhPLJiPy+sy+TuuUPbP3D4Avj+cfWUY+INtq1PCOFYmWtVN5qEWXa/dE5ZLXOSwux+XWEfmqaxYHQkz32XQWFlHeH+bdJi4qbBrvfV00aZUyBBco9rrIUProT8PWq31hbxZ8EFT9ktaE0vrGLHkXL+NH/4yYI9Vw84+48w8jL4+kF1Lyna632DktVr1gbr//3rOux6D759GBqNKnfdin+n102LZ09uBc9+l86ogf7MTgo/9aCwMyBokArkJUgWwjllrIHoiepJpB0ZG5ooqa4nJlh6JDuzBaMjeXZtBl/tzeeG6YNavxk3Dba+rmKUgRN6Z4FORILknqTrsPI+1XN40YeQeF5vrwiApVuzcXPRuGx89KlvhibCtV/0/KJE+0KGgl+Uyku2JggtyYSV98DhTRA7DS58DkKHWXVrTdN47NJRpBZUcfeyFFb89iziQ3zaHqR2k7e8CnUV4Blg1T2EEA5WU6JahM76o90vnVuuuiJI+zfnNiTMj6QIP1btaSdIjp2mXo9sliAZyUnuWdv+A7s/gOQ/OE2AXNdo4rNdRzl3RAQDfD16ezmiK5oGCcmqv7XZgiEfTQ2w4UnVO7tgD1z4PFy/yuoAuZmXuwuvLZmAi0Hj1nd3YGxoOvWgpAUqRSdjjU33EEI40MH1gA5D7Z+PfKL9mwTJTm/B6Ei2Hykn71ibdm9+4TBgiPRLPk6C5J6S/TN88wcYdh4k/763V3PC6l8KOGZsZNGk2K4PFs4hYRbUlqlBAJ3J3gKvzYD1j6quJ3dsgwnXdVmo15WYYG+eXziO9KIqfv/JXvS2RYQDJ4NPGBxY0a37CCEcIHMteA+AyHF2v3S29EjuMy4YHQXAV3vbGVMdNw2yf7RsI6afkyC5J1QVwEdLICAGLn2t20GKPS3dmk1ssDfTBg/o7aUIS7XMS25PXQWsvBfemgcNNbD4I7jiv2qHwE5mDgvld+cmsmJ3Hm/+0GZ4iMEASfPVD+PGOrvdUwjRTWaz+u9y8GyH/BzKKavFy82FEF8b621EjxkU4sOIKH9W7GkvSJ6ufo4U7e/5hTkZ54nW+qumBvjoOqivUoM+vAK7PqeHZBVXsyWrjKsmxWAwSFFen+EfCSHDTh0qouuw/wt4cTLseBumHp+oOGyeQ5Zx+6zBzBsRzj+/TuXHgyWt30y6EBqq7dPTWQhhHwW7wVgCQ+w7Za9ZTrmRmGCvUye2Cqe0YHQUu3OOnUiTOSGuOS9ZUi4kSHa0b/8EOVvg4hch/IzeXk0rH27LwcWgccWEgb29FGGthFnqA6ypQf25Ilf1zf7oWvANg5vXwXmPg4evw5agaRpPXTGG+AHe3PnBrta5bYNmgoc/pErKhRBOo7nn/eDZDrl8TplRUi36kAWj1WTeVW1TLgJj1ZNv6ZcsQbJDpSxVrVTO/C2M/FVvr6aVhiYzH+/IZU5SGGFt+yQK5zcoWbVxy9kCP7+mJi9mfQ/nPgo3r4co++cbtsfP043XlkykvsnMb97bQV2jSb3h6q56MKd9raZ7CSF6X8ZaNRTKN9Tul9Z1XQXJUrTXZ8QEezMmJpCVe9oZLBI3TW3EdHdwVR8nQbKj5KWollvxM2Du31q9Vd9kYt/Ril5amLL2QCGlNQ0smiwFe31S/FlqGMDSxaqPdexUuP0nmHYnuPRsZ8chYb48dcUYdudW8MiXv5x8Y/gCMJaqQF4I0btqyyF3q0Om7AGU1TRQ02CSILmPWTAqkn1HKzlcUtP6jbhpUFMEpQd7Z2FOQoJkR6gphQ+XgHcIXPF2q6BF13Xu/TCFBS/8wKc7c3ttiUu3ZhMV4MnMYfbfURA9wCtQBcquHvCrN+HqjyEovteWc97ICO44ezDLtuXwwc/Z6otDzgEXDziwstfWJURf1tBkx+4CWRtAN8NQR+UjH++RHCSDRPqSCzpKuYibrl5P85QLCZLtzWyCT26E6kK46h3wCWn19usbs/hqbwFhfh788dO9vbKjnFNm5IfMEq6cFIOLFOz1XYuWwb37YNTlTjEN8b5zEpk5LJS/frmPndnlKh968Nlq+t5p/shOCGvtO1rBhEfX8NgqO3UYyFwLHgFq0p4DrE8tAjh1wJBwalGBXkyIC2LF7jYpFwOGgG84bHr6ZC77aUiCZHv77u8qN/SCpyG69bSaHzJK+Nc3qVwwKpJVd80g2Med297bQXlNQ48u8cNtOWjAlRNjevS+ws7cfcDNeXZtXAwazy8cS0SAJ7e/t5Piqno1WKQiR02ZFEJYpKCijpv+t436RjNvbDrEu1uOdO+Cug6Z38HgWQ5Jx/pmXwHPr8vgglGRDA1zXLGwcIwFoyNJLagis6j65Bc1TT2lNLjAe79SqX3lh3ttjb1FgmR72v8FbH4WJtwA45e0eiu33MidS3cyJMyXJy4fTaifB69cM4GiynruWrYLk7lndtqaTGaW78gheVgoUYHOE2CJ/iHQ253XrpnIsdoG7vhgJ41D5qnc6VRJuRDCEsaGJm763zaq65r49PZpzEkK45Evf2FDerHtFy3aD1V5Dmn9tu9oBfd+mMLogYE8feUYaf/WB80fFYmmcWoB36AZqo3onL+qzb8XJ8O6x6DB2O51+iMJku2lKBU+vx0GToLz/9XqrbpGE7e9t4Mmk85rSybi46F+kx8bE8jfLx7BpowSnvo2rUeWuT6tmMLKeinYEw5zRpQ//3fZaLYeKuPxDcUQO03ykoWwgNmsc8+yFA7kV/LC4nGMjA7guUXjGBrmy2/f30l6YZVtF25+XD5kjv0Wy8kd72Afd964dgKebi52vb7oGeH+nkyKD2ZVe4NFXD1gxn3w222qGHvjE/DSZLUpeBqk0UmQbA91FfDh1erR95XvqL9Ux+m6zp8+28e+o5U8u3Asg9rkay2cHMuiyTG88v1Bvm5vPKSdLduaTZifB7OTwhx+L3H6umRcNDdMj+e/mw+zx28GFB847aukhejKv1an8u3+Qh6+4AxmJ6kJmb4errx1/SQ83V248e1tlFTXW3/hjDUQNgL8o+y21pr6kzve/7luImF+0kq0L7twdCQZRdWkFXTwi1hANFz+Fly/SvXA/+haeOditUHYj0mQ3F1mM3z2G5Wrc8X/TvkQem/LET7Zmcvdc4YyZ3j7Y4EfuWgEY2IC+d3y3WQW2bhTYIH8ilrWpxVxxcSBuLrIv3rhWA/NH87kQcHcs/v4fxMHZLCIEB35cFs2r23I4pqpsdwwPb7Ve1GBXvzn2okUV9Vz67st+pFbor4KsrfYdRfZZNa550O14/3i4vEMj/S327VF7zhvZCSG9lIu2oo/C27dCOc/Cfkp8Op0+OYhtVnYD0mk1F2bnoa0VXDuYxA/vdVbO46U8bcV+5mdFMbdc4Z2eAkPVxdevWY8Xu4u3PLuDqrqGh2y1I+25WLW4aqJkmohHM/NxcBLi8dT4xVFmpZA034JkoVoz48HS/jTZ/uYMTSERy4c0W5e75iYQP591Vh2HCnn95/sQbf0UfehTWButGvr2T9n9AAAIABJREFUt399k8qa/YX8ecEZnC1PJfuFUD8PpiYMYOWe/K7/brm4wpRb4M6dMPZq2PIyvDARUj5QG4f9iATJ3ZGxBtY/BqOuhCm3tnqrqLKO37y3k+ggL/591VgMXbRaiwzw4sXF4zlSauS+j3ZjtnMhn8ms89H2HM4aEkLsAGn2LnpGc4HqV00TcM3bjqnC8SlFQvQlWcXV/Oa9nQwK8eGlq8d3+pRv/qhIHpiXyBcpeTz/XaZlN8hcC24+EDPVLutdtjWb1zeqHe/rp8Xb5ZrCOSwYHcWhkhr251dadoJPCFz0PNy8DoLi4PPfwFvnQt4uxy60B/XsaK7+wtQEW1+DdY9C+Ei48LlWfWobmszc/v5OquqaeOemyQR4uVl02akJA3ho/nD+sXI/L3+fyW9nd7z7bI3S6nr+vnI/R4/V8sf5SXa5phCWGh8bxNHkxfDDclJfXkjgVa8SnTC8t5clRK8rr2ngxre34WLQePO6Sfh7tvhZ0WBUxVGRYyD8jBNfvn3WYLKKa/j32nQGhfpw0ZhO8ox1HTLXQEKyGhXfTT9mlvDw553veIu+67yREfz5i32s3JPPiKgAy0+MHg83fgt7lsGav6K/fjaHoxcQHpuIt7sNYWb4CBh+oVP0/5cg2Vr5u+HLu1QuztB5KkB2b70z+9iq/Ww/Us7zi8aRFGFdrtaN0+PZk3uMp9ekMzI6gFmJtj/K0nWdj3fk8thXB6ipb+KuOUOZPzLS5usJYasFc85mS/lfGLnvSVz+N5Mtg29jwsKHcXP36PpkIfqhhiYzt723g7xjdXxw85STT/h0HQ58Cav/pHqMay4w6ddw9kPgFYimaTx+2Uhyyoz8bvluoo8Pg2hXaSYcy4bp93R7vQeLq7ntvR0W7XiLvinYx53pQ0JYuSePB+clWvdLkMFA/cireLdkOK6bnmRR7td4HO1Gil3cdDj/CYgYafs17ECCZEs11MD6x2HLK+A9AC7/L4y49JTfdD7Zkcv/fjrCzTMGdf4bfgc0TeP/LhtNWkEVdy9LYcVvz7IpPeJQSQ0PfbqXn7JKmRgXxD8vG8XQcD+rryOEPWiaxtQr7qfwzEvI++BOpmY9z8F/rcB0wXMMG5/c28sTokeprkd7+flQGc9eNZaJ8cHqjaJU+PpBOLRBdaNY9CFkfAvb3oB9H6t+teOWqDqWJRO49OXN3PLOdj6/Yzoxwe38nLBT67fmHW83FwNvXd9mx1v0KwtGRfLgJ3vYk1vBmJhAi89bn1rE31fu51BJDeeccR+Dz3yO1zZk8UNmCUkRfjxy0QimJgzo+kJmE+x8Rw1me20GTLxJ/YLoHdyN78p28qugJTLWwEtT4acX1ZCQ326FkZedEiDvO1rBQ5/t5cyEAfz+PNvTGrzcXXh9yUR0XeeWd7dT22B5JXNDk5mX1mcy79mN7Mur4LFLR/LRrWdKgCycQvjAwYx78Ct2nvkifqYKBn9xMVtevpnqyvLeXpoQPebVDVks35HLXXOGcsm4aNUZ4JuHVKeA/BS1g3brRkg8DxY8A7d8DwOGwoq74D9zIHc7wT7uvHndJBpNZm763zYq2yv4zlijzguKt3mt9U0mbn1vB/kVdbx+7YT2g3HRb8wbEYGbi8YqC1vSHimt4aa3t3HD29vQgLdvmMQb105kxtBQ3r1pMq9cPZ6quiYWvr6FO5fuIr+itvMLGlxg4g1w5w6YeCNsfxNemAA73lYBdA+TILkz1UXw8U3w/uXg5gk3fK3SK7xOfbRVVtPAre/uYICPOy8uHtftR1GxA7x5ftE40gqr+MOnllUy7zhSzoUv/MCTq9M4Z3g4392XzNVT4rosGhSip42ftwTPe7azPfRSJhcup/qZiaSsXdrbyxLC4b7Zl8+/vknlwjFR3DtnsOoI8MJE1SFg7GLVMWDKra3HR0eOgRu/gcvegMo8FSh/fgdDvI28cs0Esopr+O0Hu2gytegs0FgLRzbDkLk2r1XXdR76dB9bD5Xx5OWjmRDXO7t5oucEeLsxY2goq7rocmFsaOLJ1amc88xGtmSV8sfzk/jmnpmtUkQ1TeP8UZGsvS+Zu+YMZfUvBcx+agMvrc+kvqmLgNc7GC54Wv2yGJoEK+6GN2ZDzjZ7fasWcUiQrGmaQdO0ezVNS9U0rU7TtBxN057WtP9n777Do6rSB45/TwqpkABJ6CWQhN47CKGKFewFe+9rXX/W1V1dy9r7imXtDbuooKIgPSQISEsjoZNCAul1zu+PkyiGAJlkZu6U9/M884zO3HvnTSbceefc97xHhR17bzegtRnuf3GUqQ2bfDdcuwx6jG9081qb5m8f/kZecSWvXDiC9uGOqbOc3CeG22ck8NW6PfxvefYRtyuqqOb+Lzdy1n9XUFxRzesXj+SlC4YT00aauwv31SayPWNu/B9pp3xKuV8YQ5ddy9onTyV/z3arQ/M5Hn/O9hAbdh3glo/XMax7JE9OsKHenGk6AkR2Nx0CZr1gOgY0RikYfA7clAzj/wYbPoYXRjAh7xMentWHX9Py+Nf8zX9un70caiogvvlJ8suLM//o8z97aJdmH0d4llMGd2L3gXLW7jhw2HNaa75Zv4dpTy3hpV8yOXlwJ36+YzLXJPamVUDjKWVIK39um5HAotsSmRgfxRMLU5n5zK/8vDXn2MF0HASXfQdnvA4lOfDGdLM2RXET9nUAZ40kPwM8DWwGbgLmAX8DvlFKuffodX46vHUKfH0TxPSHa5fD5Lv+sopeQ08sTGVZRj4PnTbArhqeprh+chwz+nfg399tYdW2/Yc9v2DjPmY8vYT3Vm/n0vE9+eG2RKb3b3zREiHcUd9R0+nyf0ms6nkDA4pX0mruWFbPexJbresvrfkwzz1ne4i9B8u58u1keoVW8kGHDwl6c5pZhGr2y3DFj6ZDQFMEtYbjH4LrV0LXUbDwbs5LuYCHh+znnZXbeXtFttku4ycICDYToJrh+9/38sTCVGYN6cwt0x3TaUl4hun9O9DK3++whUW27ivi/NdM2UTb0FZ8eu04njl3KB2aOCDXrV0ocy8eyTuXj8bPT3H5W8lc/tYasvNLj76jUjD4bLgx2UxC/X2eKcFY8SLUOmddiT9euskNyZt6QKUGAL8DX2itzzzk8ZuA54ELtNYfHO0YI0eO1MnJyQ6N65hqqmD5s/DrE2Z56RkPwbCLwO/onw/f/76X695fy5wx3Xnk9EFOCa24oprZLy6nqKKab246jk4RIew9WM4DX23ih8059OvUhsfOGOTwBF0IV9uZ8TsH593IwMp1bAnsT+gZL9Kj3wirw7KLUipFaz3S6jiaymPP2R6ktLKGc19ZxrjCr7gr6DP8a0ph9DUw+f8g2I5WWw1pDanfwYK74cB2kkMncUvhWTx06YlM+eFEU4t84Wd2H3bDrgOc8+pK+ndqwwdXjSU40L/5MQqPdNU7yWzYdYCVd02juLKGZ35M491V22kdHMAdx/fh/NHd8W9BKWdVjY23VmTx3E/pVNdqrpoUyw1T4prWMi4/AxbcZdobRvWBEx+H3lOaHcvRztnOSJIfBu4FJmmtlx7yeDCwH1iitT7paMdw+Ql3xypT75K3FQacASc8Bq2PPRqbnlPMaS8tJ6Fjaz66eixBAc47kWTkFjP7xeXEd2jNaUM78+QPadTYbNw6PYHLj4slUNrxCC+hbTaSv36Z+HWPEqrLWdvtUoZe8BDBIZ5x5d8Dk2TPO2d7kFqb5sm5/2PWnmfo57cDYhPNxLwYB/asry6HFS+glz5NZY2NT/Q0LlbfwQmPw9hr7TrUngPlzH5pOUEBfnx5wwSiHFQ+KDzLV+t2c/NH67jiuFi+/G03hWVVzBnTndtn9KFtWMt7btfLLargse+38vlvu+kUEcw9J/XjlMGdjt1+TmtIW2CS5cJs01d55iOmdMlOrk6SFwLTgVCtdWWD55YDCVrr6KMdw94TbkHubmwvN14v3BRRHGAvUTzmdzXL/Zo+alVSWU14UADzb5pIxwjn1/8u2LiXa99bC8DE+Cj+fdogWT1PeK2C3N1se+9mRhb9SLEOoVJZ8GF99a9Ede5h1y4emCS7/JwNkPrwGNrX7LM3XI+j0LTnICXBnQif9Tj0m+W8RRIO7KD827sJSZ8PwBn+L7BD2deKtKyqBj+l+Oy68fTpKF2RfFVpZQ3DH/qRyhobI3u05cFZAxjYpQVXPY4hObuAB77exKY9RbQNDcT/GFfx67XSVVyov+Zym7lisnXckwydeYldr+3qJPl3IEZrfdhQrFLqE+BsIEhrXdXguauBqwG6d+8+Yvv2pk/eKT5YwOZ3mt8svSgwmuVR51Dlb1/C6afg/NHd7VuZpoU+S9lFUKAfJw9qwjctIbzA779+Rdn6zwHHnquaou8FTxHR7qj54WE8MEl2+TkbYOXrt+JXfvg8C2/UKqoXw86887CFp5xlZ8oC1v+2mhXtDu/lfywKOHNEV4Z3P8ICJcJnzN+wB61p2siuA9TaNJ+l7GLdrsMnDB5LRFUOx++bS/DMB+jXd4Bd+7o6Sc4EArXWh415K6XeAS4C2mqtj/hbkEt3QghP5YFJspyzhRA+62jnbGcUspYBR7ouGnzINkIIIawn52whhGiEM5LkPUCUUo0WEHYB8htethNCCGEZOWcLIUQjnJEkr6k77uhDH6ybKT0UkGtyQgjhPuScLYQQjXBGkvwxZoZNw5l0VwGhwPtOeE0hhBDNI+dsIYRohMMn7gEopV4AbgS+AL4D+mFWb1oOTNVa246yO0qpPMDd16aNAvKtDkI0i7x3nssT3rsex2qZ5m585JwNnvH3Iw4n75vn8oT37ojnbGclyf6YUYmrgZ6YX9DHwD+01iUOf0ELKKWSPWkGu/iTvHeeS9475/CFczbI34+nkvfNc3n6e9eE9f/sp7WuBZ6quwkhhHBjcs4WQojDyVrGQgghhBBCNCBJcvPNtToA0Wzy3nkuee9ES8jfj2eS981zefR755SaZCGEEEIIITyZjCQLIYQQQgjRgCTJQgghhBBCNCBJshBCCCGEEA1IktxESqmLlVK/KaXKlVI5SqnXlVJNWjBAKdVFKXW3UmqJUmqvUqpUKbVJKfWEUqq9s2P3dkopP6XUrUqprUqpCqXUTqXUU0qpMFfsL5qvJb97pVSCUupfSqlVSqk8pVSxUmqdUupeee8EyHnbXck523P52jlbJu41gVLqVuBpYAnwAdAVuA2zwtRorXXpMfa/FngO+BZYBhQDo4FLgb11x9jnrPi9nVLqOczqYF8A32NWC7sJWApMb8JqYS3aXzRfS373SqnHgBuAr4FVQDUwBTgH2ACM1VqXO/UHEG5LztvuS87Znsvnztlaa7kd5YZZUrEUSAL8D3n8VEAD9zThGAOAjo08fmXdMZ60+uf01Fvd79YGfNbg8ZvqfrdznLm/3Cx970YCEY08/nDd/jda/TPKzZqbnLfd9ybnbM+9+eI5W8otju00IBR4QZtVqQDQWn8DbAMuPNYBtNabdOMjDh/X3Q90RKA+6nxAAc82ePw1oIxjvz8t3V80X4t+91rrZK31wUaekn9XQs7b7kvO2Z7L587ZkiQf26i6+5WNPLcK6KuUCm/msbvW3ec0c39h3h8bZsToD1rrCmAdf75/ztpfNJ+zfvfy70rIedt9yTnbc/ncOVuS5GPrXHe/u5HndmO+VXVu5Lmm+Gfd/dvN3F+Y332+1rqyked2A1FKqVZO3F80n8N/90opf+AfQA2mDlX4Jjlvuy85Z3sunztnB1gdgKsopSKBW+zY5XmtdQHmkh1AY38UFXX3oY08d6x4bgfOBuZqrX+2d3/xh1Aaf2/gr+9PlZP2F83njN/9s8BYTM1pagtiE25AztteSc7Znsvnztk+kyQDkcADdmz/HlCAqbMBCAIazroMrrsvww5KqSuBJzCzpm+0Z19xmDIg5gjPNeX9aen+ovkc+rtXSj2E+fc0V2v9aAtjE+5BztveR87Znsvnztk+U26htc7WWis7bhl1u+6pu+/SyGG7YGZk7mnkuUYppS4H5gI/AGdqratb8nMJ9mAu8QQ18lwXzKWho32rben+ovkc9rtXSj0I3Af8D7jWYREKS8l52yvJOdtz+dw522eS5BZYU3c/rpHnxgCpWuuSphxIKXUZZhboT8BpR6jrEfZZg/k7Hn3og0qpYGAokOzk/UXzOeR3r5R6ADPa+A5wpa7rKSR8mpy33Zecsz2Xz52zJUk+tq8wl+turCswB0ApdSrQG3j/0I2VUt2VUn2VUoENHr8UeB34BZhdNxtUtNzHmFGhhnWLV2Fqo/54f5RSvZVSfZu7v3C4lr53KKX+ATwIvAtcpmURAWHIedt9yTnbc/ncOVtW3GuCuskaTwKLgQ8xlxVuB3YCow4dkVBKLQYSgVitdXbdY7Mwq9MUAXdyeI1cidb6S6f+EF5MKfUCpq7pC+A7zApAfwOWA1Pr/xEqpbKBHlpr1Zz9heO15L1TSt0AvAjsAO7HtCY6VI7W+kdn/wzCPcl5233JOdtz+dw525Url3jyDbMU6XrMDM5c4E0gppHtFmO+afU85LEH6x470i3b6p/Pk2+AP+bDLxUz83Y3Zjna8AbbZZs/+ebtLzf3eu+At47x72qx1T+f3Ky9yXnbPW9yzvbcm6+ds2UkWQghhBBCiAakJlkIIYQQQogGJEkWQgghhBCiAUmShRBCCCGEaECSZCGEEEIIIRqQJFkIIYQQQogGJEkWQgghhBCigQCrA2hMVFSU7tmzp9VhCCGE3VJSUvK11tFWx+FKcs4WQniqo52z3TJJ7tmzJ8nJsvy6EMLzKKW2Wx2Dq8k5WwjhqY52zpZyCyGEEEIIIRqQJFkIIYQQQogGJEkWQgghhBCiAbesSRbCkxwsq+bVXzPZWVjerP0jQgK47+T+BAf6OzgyIYRwjdyiCt5YnsWt0xPkXCa8hiTJQjRTrU3zSfJOnliYyoGyKnq0D0PZeYyqWhu7CsuZFB/N8QM6OiVOIYRwtvkb9vLqkm10jgjhkvE9rQ5HCIeQJFmIZli7o5AHvtrE77sPMqpnWx6cNZoBnSPsPk5VjY1h//qBJWl5kiQLh1FKJQAXAscDvYFgIBOYBzyrtS5tsH0f4HEgEWgFrAUe0Fr/7Mq4hedKzy0GYO6v25gzpjuB/lLNKTyfJMlC2CG3uILHv0/ls7W7iGkdxLPnDmX20M4oZe8YstEqwI/xcVEsSctDa93s4wjRwOXADcDXwPtANTAFeBg4Ryk1VmtdDqCU6g2sAGqA/wAHgauAhUqpE7XWP1kQv/AwaTkltA4KYPeBcr5at4ezRnS1OiQhWkySZCGaoLrWxtsrsnnup3Qqamq5JrEXN02NJzyo5f+EEhOi+XFzDpl5pcTFhDsgWiH4FHhUa33wkMf+q5RKB+4FrgBerHv8USASGKG1XgeglHoH2AS8pJTqq7XWrgtdeBqtNWn7ipk9rDPJ2YW8sjiDM4Z1wc9PvvQLzybXQ4Q4huUZ+Zz43FIe/nYLw3u0ZcEtk7j7xH4OSZDBJMkAS9LyHHI8IbTWyQ0S5Hof190PBFBKhQGzgMX1CXLd/iXA60ACMMrJ4QoPt6+oguLKGvp0aM31U+LIzCvlh837rA5LiBaTJFmII9hVWMZ176Vwweurqaqx8drFI3nrslH0jnbsaG+3dqH0jg6TJFm4Qv018Jy6+8FAELCykW1X1d1LkiyOKnWfqUeO79Cakwd1omf7UF5enIlcgBCeTpJkIRqoqK7luZ/Smf70En5JzeX2GQn8cOskZvTv4LSa4cSEGFZt2095Va1Tji+EUsof+Aem9viDuoc7193vbmSX+se6HOF4VyulkpVSyXl58gXPl6XnlACQ0KE1/n6KaxJ7s2HXQZZl5FscmRAtI0myEHW01izctI/pTy/hmZ/SmNa3A4tun8xN0+Kd3vczsU80VTU2VmXtd+rrCJ/2LDAW+IfWOrXusdC6+8pGtq9osM1faK3naq1Haq1HRkdHOzZS4VHScoqJCg+iXVgrAM4Y3oUObYJ4+ZdMiyMTomUkSRaizn8WpnLNuymEtvLngyvH8NIFw+kSGeKS1x4T247gQD+WpMqInHA8pdRDwI3AXK31o4c8VVZ3H9TIbsENthGiUWk5xfTp+GcZWlCAP1dN7MXKbftZu6PQwsiEaBlJkoUAPl6zg1cWZ3L+6G58+7eJjI+LcunrBwf6M7ZXe36VumThYEqpB4H7gP8B1zZ4ek/dfWMlFfWPNVaKIQQANpsmPbeE+JjWf3n8/NHdiQwNlNFk4dEkSRY+b0VmPvd+sZGJ8VE8NHugZU3wExOi2ZZfyo79MnAnHEMp9QDwAPAOcGUjrdx+x5RajGtk97F198nOi1B4ut0HyimrqiWhw1+T5LCgAC4d35OftuT8MbFPCE8jSbLwadvySrjuvbXERoXx0gXDCbBwlag/W8HlWhaD8B5KqX8ADwLvApdprW0Nt6lr9fYNMFkpNeSQfcOBK4F0IMklAQuPlJZjEuBDyy3qXTq+J6Gt/HllcYarwxLCISRJFj6rsLSKy99aQ4Cf4s1LR9EmONDSeGKjwujeLlRawYkWU0rdAPwT2AH8BMxRSl14yG3GIZvfjVll7wel1F1KqeuBpZhyi5tkIRFxNGl1nS3iGpRbAESGtuKCMd35ZsNeuUImPJIkycInVdXYuPa9FPYcqGDuxSPo1q7RCfwupZQiMSGaFZn7qayRVnCiRep7G3cH3saMJh96u7d+Q611BjAB0xf5LuBJoBQ4QWu90IUxCw+UllNMp4hgIkIaH2S4cmIv/JXi1V+lNll4HkmShc/RWnPPF7+zOquA/5w1mBE92lkd0h8SE6Ipq6olOVtmhIvm01pfqrVWR7lNbrD9Fq31bK11pNY6VGt9nNb6J4vCFx4kLaeY+A6HjyLX69AmmDNHdGVeyi5yiyqOuJ0Q7kiSZOFzXlmSyacpu/jbtHhOG9boOgmWGde7Pa38/aTkQgjh9mptmozcEhJijr4K6bWJvaiptfHGsiwXRSaEY0iSLHzK97/v5T8LUjl1SGdunR5vdTiHCQsKYFRsW+mXLIRwezsKyqissZHQ8cgjyQA92odx8uDOvLdqOwfLql0UnRAtJ0my8Bkbdh3g1k/WMax7JE+cNdhpS0y3VGJCNKk5xew5UG51KEIIcUT1nS0atn9rzPWTe1NaVcs7K7OdG5QQDiRJsvAJew6Uc8XbybQPC2LuRSOdvsx0SyQmxADIwiJCCLeWVtf/OP4Y5RYA/Tq1YWrfGN5cnkVZVY2zQxPCISRJFl6vtLKGK95OpryqljcvHUV068ZW4HUfCR3C6RQRLHXJQgi3lpZbQte2IYQFBTRp+xum9KawrJqPknY6OTIhHEOSZOHVam2amz/6jdR9Rbw4Zxh9jlE75w7qW8EtS8+nuvaw9R+EEMItpOcUN6nUot6IHu0YHduO15Zuo6pGzm3C/UmSLLzao99t4actuTxw6gAm94mxOpwmS0yIpriyht92HLA6FCGEOEx1rY3MvBK7kmSAG6bEsfdgBV/+tttJkQnhOJIkC6/1weodvL4si0vG9eCS8T2tDscuE+Kj8PdTskS1EMItbd9fSnWtJqHDseuRDzUpPooBndvwypJMam2ymKNwb5IkC6+0LD2f+7/ayOQ+0dx/Sn+rw7Fbm+BARnRvy2JpBSeEcEP1y1HbO5KslOKGKXFk5ZeyYOM+Z4TmnWqqQFaIdzlJkoXXycgt5rr3U4iLDueF84cR4O+Zf+aJfaLZtKeI3GJZpUoI4V5S9xWjFMQ1obNFQzMHdKRXVBgv/ZKBlsTv2CqK4NlBsOJ5qyPxOZ6ZPQhxBDW1Nq56J4WgAD/euHQkrYMDrQ6p2RITogFYmpZvcSRCCPFX6bnF9GgX2qx2mv5+imsTe7N5b5F08WmK5DehZB9smW91JD5HkmThVbbsLSYrv5S7T+xH17ahVofTIv07tSEqPEg+RIQQbid1n32dLRo6bVgXOkUE8/LiTAdG5YWqK2DlS4CC3SlmVFm4jCTJwqusztoPwPi49hZH0nJ+fopJCVH8mp4nE1yEEG6jsqaW7P1lLUqSWwX4cdXEXiRlFZCcXeDA6LzMuvegNBcS7wRdC9uXWx2RT5EkWXiVpKwCurcLpVNEiNWhOERiQjQHyqrZsEtawQkh3ENWfim1Nk28nZ0tGjpvdDfahbWS0eQjqa2B5c9Dl5Ew8XYICIFtS6yOyqdIkiy8hs2mWZNdwOjYdlaH4jCT4qNRCim5EEK4jdS65ahbujhTaKsALhvfk5+35rJ5j5QRHGbT53Bge12CHAQ9xsG2xVZH5VMkSRZeIyOvhMKyaq9KktuGtWJI10hpBSeEcBvpOSX4+ylio8JafKyLx/UkPCiAB77eyMHyagdE5yVsNlj6NET3g4QTzGOxiZC3BYpzrI3Nh0iSLLzG6ixT1zbGi5JkMCUX63cdoLC0yupQhBCCtJxierYPJSjA/s4WDUWEBvLwaQP5bccBznxlBTv2lzkgQi+QtsAkxBNvA7+6VK1XornPkpILV5EkWXiNpKwCOrQJons7z+5q0VBin2i0hqUZ0gpOCGG9tJziFpdaHOq0YV1494ox5JdUctrLy1nj6xP5tIalT0FkDxhwxp+PdxwMIW2lLtmFJEkWXkFrTVLWfkbHtkcpZXU4DjWkaySRoYEsTpUlqoUQ1qqormV7QRnxMY5LkgHG9W7PF9dPIDIkkAteW81nKbscenyPkr0UdifDhJvBP+DPx/38oedEU5csi7C4hCTJwivsKCgjp6jSq+qR6/n7KSbGR/NrWj42aQUnhLBQRm4JWrd80l5jYqPC+OL6CYzs2Zbb563niYVbffOct/QpCO8AQy84/Llek6FoFxRsc3VUPkmSZOEVvLUeuV5iQjT5JZVs3iszwIUQ1knLMZ3mWvEjAAAgAElEQVQtElrY/u1IIkIDefvy0Zw/ujsv/ZLJDR+spbyq1imv5ZZ2p5iR4nE3QGDw4c/3mmzut/3iwqB8lyTJwiskZRXQNjSQuGjnnLitNikhCpBWcEIIa6XllBDor+jRvuWdLY4k0N+PR04fyH0n92PBpn2c8+pKcooqnPZ6bmXp0xAcASMvb/z5dr0gopvUJbuIJMnCKyRlFTCqZzv8/LyrHrleTOtgBnRuwxJpBSeEsFBaTjG9o8MJ9Hdu+qCU4sqJvXjtopFsyyth9ovL2bj7oFNf03K5W2HrfBh9NQQdoZxFKdMKLutXsPnQCLtFmvRXrpS6Wyk1Tym1TSmllVLZx9h+jFLqJ6VUsVKqSCm1QCk11CERC9HA3oPl7Cgo88p65EMlJkSTsqOQogrpJSqEsEZaTjHxLViO2l7T+3fg0+vG4++nOPu/K1m4aZ/LXtvllj8LgaEw5rqjb9drMlQcgH0bXBGVT2vqV8FHgKlAJlB4tA2VUmOBJUAs8A/gASAeWKqUGtT8UIVoXNIf9cjtLY7EuRIToqm1aVZIKzghhAVKK2vYVVhOHyfVIx9Jv05t+OKG8fTp2Jpr30vhlcWZaG/r7lC4HTZ8AsMvgbBjfJbFTjL3svqe0zU1Se6ttW6vtZ4B7DnGts8DVcAkrfUzWutngEmABp5qfqhCNC4pq4DwoAD6dXLd6IYVhvdoS+ugAFl9TwhhifTcEgCXjiTXi2kdzEdXj+XkQZ14fMFW7vx0A1U1NpfH4TQrXgDlB+NvPPa2rTtATH+pS3aBJiXJWusm9RpRSsUBo4B5Wuvdh+y/G5gHTFdKdWxOoEIcyZrsAkb0aEuAk2vkrBbo78eEuCiWpOV53yiKEMLt/dnZwpoBieBAf144fxg3T4tnXsouLnxjNQXesBJpSS789i4MORciujZtn9hE2LESqn1kQqNFHJ1VjKq7X9nIc6sABYxw8GsKH1ZQWkVaTsmf9cg1lbDoX5CXam1gTpLYJ5q9Byv+GNERQghXSdtXTFCAn6WrmiqluHVGAs+dN5R1Ow9w+svL2X2g3LJ4HGLVK+aza8KtTd+n12SoqYBdSc6KSuD4JLlz3f3uRp6rf6xLYzsqpa5WSiUrpZLz8uRysmia+uVLx8S2MysQfXOzacS+7FmLI3OOxIRoAFl9Twjhcmm5JcTFhOPvBl2EZg/twodXjaWgpIrr3kuhotpDOz1UHIQ1r0P/2RAV1/T9eowH5S91yU7m6CS5/utlZSPPVTTY5i+01nO11iO11iOjo6MdHJbwVklZBQQF+DGoa4RJjtd/aNa2z/gJbF5Ur1anc2QICR3CpV+yEMLl0nOKLSu1aMyIHm156pwhbNh1kPu/3OiZZWhrXofKIph4m337BbeBriOlLtnJHJ0kl9XdBzXyXHCDbYRosaSsAoZ1jyQo9Wv4+SEYdDYc/28ozYWcjVaH5xSJCdGsySqktLLG6lCEED7iYHk1ew9WuFWSDHD8gI7cNDWOeSm7+CBph9Xh2KeqDFa+DHHTodMQ+/ePTYQ9a6H8gONjE4Djk+T6zheNlVTUP9ZYKYYQdiuuqGbTnoPMitoHX1wL3cbArBfNCQcg40drA3SSxIQYqmptrNq23+pQhBA+IiPXuctRt8Qt0xOY3CeaB7/eRMr2o3apdS+/vQdl+TDx9ubt32syaBtsX+7IqMQhHJ0kr6m7H9fIc2MxbeBSHPyawkelbC+ko87nrLQ7IDwGzn3frHXfugN0HAwZi6wO0SlGxbYlJNBfWsEJIVwmdZ+ZLOxuI8kA/n6K584dRqeIEK5/P4XcYg/o+FBbDSueh25jTX1xc3QdZRYfkbpkp3Fokqy1zgCSgbOVUvWT+Kj777OBn7XWXrxcjnCldRk7eaPVkwTqSpgzD8IPqWWPmw47V5tJEV4mKMCf8b3bszgt1zNr8IQQHictp5jQVv50iQyxOpRGRYQG8upFIzhYXs2N7/9Gda2T5qTU1pgSiaylZrJ4c/0+Dw7ubP4oMkBAK5NgS12y0zR1WeqLlFL3KaXuA6KBiPr/V0pd1GDzmzE1yUuVUrcopW4Blta9Vgv+GoQ4hK2WievvIsFvF+rstyCm71+fj58BthqvPXkk9olmZ0E52fulxF8I4XzpucXEx4Tj5wadLY6kX6c2PH7mYJKyC/j3t1uc8yKL/gkL74a3T4GXx8GaN6DSzpacNhssewY6DDKfVS0Rmwj5qVB0rHXeRHMENHG7K4DEBo89VHe/BHi3/kGt9Qql1GTg4bqbBlYAZ2ut17coWmENWy2UFTRvX/8A023CwWoW3MOIqiQW9ryDmfU1yIfqOgqC2pguF/1nOfz1rTY5IQbYxOLUXGKjYq0ORwjh5VL3lTClj/t3npo9tAvrdx7kzeVZDOkWwenDmrg4R1Ns/NyUSIy41HzGrH4Vvr0NfnoQhs6BUVdCVPyxj7N1PuSnwVlvgmrhl45edalZ1q8w5LyWHUscpklJstZ6sj0H1VqvBKY1JyDhRrSG1O/Nt+bC7OYfp+8pMPMRaNvDMXGteYOApP/yv5qZ9Bh7dePb+Aeak0fGIvNztPRE5Ga6tw8lNiqM+Rv2cun4nigv+/mEEO6jsLSK/JJKt6xHbszdJ/Vl056D3P357yR0aM2AzhEtP2jOZvjqRjNB/MQnTKnD0Atg1xpImmtGlFf/F3pPhdFXQ/zx4Od/+HG0Nu1K2/WC/qe1PK4OgyCknalLliTZ4Zo6kix8TX4GLPg/MxIb1QdOeAz8mvHnUrTHnDheGg0TboHjboHAFtS0ZSyC7/5OVtsJPLzvItb2aHfkbeOmw5ZvIG8rxPRr/mu6qcsn9OT+rzbxw+YcZg6Q1d6FEM7xx3LUHT0jSQ709+PFOcM59YVlXPNuCvNvOo7I0FbNP2D5Afj4AggKh7PfNgkymMGXbqPN7fh/w9q3IflN+PA8iOxuRpaHXQShh3xObfsF9q6DU59rPIm2l58fxE4ypYVeOCBkNUmSxV9VFsOvT5iJCYEhZgR49NVmZLa5Rl0BP9wPSx6DdR/AzH9Dv1Pt/8ecuxXmXQrRfXk44A76dAwkIuQocf3RCu4nr0ySzx/dnbdXbufR77YwpU8MrQIc3axGCCEOSZLdsP3bkUS3DuKVC4dz7quruOnD33jrstHNWynQZoMvroEDO+CS+dCmU+Pbte4AiXfCcbeacoqk1+DHf8Avj8Cgs2DUVdB5KCx9Glp3giHnt+wHPFSvybD5S8hPh+gExx1XOLwFnPBUWsOGT+CFkbD8ORh8DtyYDONuaFmCDBDRFc7+nznBBIXDJxfBu6dBXmrTj1GaDx+cAwHBVJ37Ict3VjI69iijyPWvG93PJMleKMDfj3tP7kf2/jLeWZltdThCCC+VllNC66AAOrYJPvbGbmRY97b8c/YAlqbn8/SPdnzeHOrXJyBtgbma2qOx7rYN+AfCgNPhsu/g2uWmBGLj5zA3Ef47EbKXwrgbIaCxNdea6Y+6ZO+cqG4lSZIF7N0A/zsRPr/KfEu+4ic47WXzzdiRYifCNUvhxP/A7t/glfGw8F6oKDr6fjWV8NEFUJID53/ExtI2VFTbGHOsJBkgbhpsXwFVpY75GdzMlD4xTEqI5vlF6RSWVlkdjhDCC6XmFJPQsbVHzn04f3R3zh/djZd+yWTBRjs70KYthMWPmlHfUVfa/+IdB5qyitu2wMxHoaoEWnc2E/8cqW2sKe+QfskOJ0myLysrgPm3mW+4+Wlw6vNw5c/QbZTzXtM/AMZcAzelmBPPypfghRGmDMPWSF9LreHrm2DnKjj9v9B1BElZptPGqKYkyfEzoLbK9LT0Uvee1I+SyhqeW5RudShCCC+jtSY9p9ijSi0aenDWAIZ0i+SOeevJyG1iu7b9mfDZVdBxEJzyTMtqfUMiYdz1cGMK3LzeXFF1JKVMK7ispaYblXAYSZJ9ka3WzMR9YTik/M/USt2UAiMuMZMAXCE8Gma/CFctgshu8OV18OZM2LPur9v9+gRs+Bim3mcuYQFJWQX0jg4jKrwJl6u6jzMrEnlpyQVAn46tOX90d95dtb3pHwBCCNEE+SVVFJZVEx/jGZP2GhMU4M8rFwwnKMCPa95Nprii+ug7VJbAxxeaz8Nz32vZZPND+fn9OenP0XpNhsqDh3+GihaRJNnX7FgFcyeb3o4x/U35w0n/cUov4ybpMsKUd8x+CQqzTGzf3Ayl+2HjZ/DLv82I88Q7AKi1adZkFzA6tn3Tjh8QZGb+enGSDHDrjARCA/159DsnNdAXQvik+kl7fTyks8WRdI4M4cU5w8neX8Yd89Zjsx1htbz6q5d5W00fY0e1LnW22Pq65MWWhuFtJEn2FcX74PNrzGhtaT6c+QZc+q2pmbKanx8Mu9CMZo+9Dta+a0a5v7gOuo83NV11l7q27iuiuKKG0bF2JPVx000Cvj/TST+A9aLCg7hhahyLtuayLD3f6nCEEF6iPkmO9+Byi3rjerfn7hP7snBTDq8sOcLnwcoXYdPnMO0fpuexpwiPhg4DpS7ZwSRJ9nY1VbD8edO1YtPncNxtcOMa05LG3SZhBEfACY/Cdcuh8zBo39tc6jpkFnB9PXKTR5Lhr63gvNil43vSrV0ID3+7mdojjZIIIYQd0nKKaRsaSHRTyts8wBXHxTJrSGee/CGVJWl5f31y2xLTtq3fLNPX39PEJsKO1VBdbnUkXkOSZG+Wsch0kPjxfugxHq5fBdMfcPykAUeL6QcXfwnXr4SwvybDSVkFdIkMoUukHTVi7WKhXW+vT5KDA/2564R+bN1XzCfJO60ORwjhBdJySojv4JmdLRqjlOKxMweRENOa+7/ciNZ1AwoHdsKnl0H7eNPdyRN/3l6TobbSlFUKh5Ak2RsVZpuWae+dAboW5nwCF3xiRmY9mNaapKyCprV+ayhuupn5W13h+MDcyEmDOjKyR1ue+iGVksoaq8MRFlFK3a2UmqeU2qaU0kqp7GNsP0Yp9ZNSqlgpVaSUWqCUGuqicIWb0lqT5uGdLRoT2iqASyf0ZEdBGem5JeZz4ZOLzJXX896HIA+tv+4x3qyMK/2SHUaSZG9SXQ6/PAovjYHMn01N1fWrIGGm1ZE5RGZeKftLq469iEhj4mdATTlsX+74wNyIUor7T+lPfkkVL/+SYXU4wjqPAFOBTKDwaBsqpcYCS4BY4B/AA0A8sFQpNcjJcQo3tq+oguKKGvp08NCk8Sim9IkBYNHmHPjudtjzG5zxKkTFWxxZCwSFQ9dRUpfsQJIkewOtYfPX8OJos/Rz35PNankTb3fsqj4W+7MeuRlJco8J4B9kSlC83JBukZw+rAuvL8tiZ0GZ1eEIa/TWWrfXWs8A9hxj2+eBKmCS1voZrfUzwCRAA085OU7hxtJyTEvJeC9MkjtGBDOwSxv8fnsLfnsPJv3dfHZ6uthE0wau/KjfjUUTSZLs6fJSzRLPn1xkLhFd+q1pWxPRxerIHC4paz9R4UHERoXZv3OrUOg5ATJ+dHxgbujvM/vgp+A/C5u5FKvwaFrrbU3ZTikVB4wC5mmtdx+y/25gHjBdKdXROVEKd5de19kiwQuTZIALuuRy2cGXqY6dCpPvtjocx+g1GdBevYCWK0mS7KkqisySzq+MN5eJTnwCrvkVeh5ndWROobVmdV09crMnkMTNMCsLFm53bHBuqHNkCFdP7MU36/eQsl1GFMQR1S+vubKR51YBChjhunCEO0ndV0xUeBDtwpy0AIaVinM4M+Nu9ur2/NjvYfDztzoix+gyAgLDpC7ZQSRJ9jQ2m1nC+YURZknnoRfATWthzNVmyWcvtauwnL0HK5pXalGvvhVcpveXXABck9ibmNZBPDR/858zuIX4q85197sbea7+Me+7LCWaJC23xOsm7XFgJ/z0T3hlHIFVRdwVeCcLMqusjspxAlqZCXzbJEl2BEmSPc2nl5olnNv2gKt+hlnPQ1iU1VE5XYvqketFxUNEd0j37lZw9cKCArhjZh/W7TzA1+uPVZYqfFRo3X1lI89VNNjmL5RSVyulkpVSyXl5eY1tIjyYzaZJzyn2jlILrU3S+NEF8NxgWP4sdB+HunQ+XfuOZnFqLjW1NqujdJxek2F/Ohxs7LuvsIckyZ5k3++w+SvT5PzyH6DLcKsjcpmkrALaBAe0bJa1UhA3zVyGqvGikYOjOGt4VwZ0bsN/FqRSUV1rdTjC/dTP7Gxshm9wg23+Qms9V2s9Ums9Mjo62inBCevsPlBOWVWtZyfJlcWQ9Jrp+PTOLNi+AibcDDevN63euo5kWr8YiipqvKssrVf9EtUymtxSkiR7kqS5EBACx91ilnL2IUnZBYyObYefXwsbvMfPgKoS2LnaMYG5OT8/xX0n92f3gXLeWJZldTjC/dRfYmispKL+MRmO8kHpufWT9jyw3CIvDb77OzzVD767AwJD4LRX4LYtMP1BiOz+x6bHxUcT6K/4eWuuZeE6XMwACI2SVnAO4FuZlicrK4AN82DwORDS1upoXCq3qIKs/NKWlVrUi51kmq37SJcLgHG923N8/w68/EsGucXevZiKsNuauvtxjTw3FtMGLsV14Qh3kbrPw9q/2Wph67fwzmx4aRSkvAV9T4IrF8HVi2HoHAgMPmy38KAAxvZqzyJvSpL9/Mxn3bYlptRENJskyZ7it/fMYhijr7Y6EpdLyq6vR25/jC2bIKg1dB/nE/2SD3X3Sf2oqrXx9A9pVoci3IjWOgNIBs5WStVP4qPuv88GftZa77MqPmGd9JxiOrYJJiIk0OpQjq50Pyx7Bp4bCh/Ngfx0mHo/3LoZzpgLXUcec4npqX1jyMgtYfv+UhcF7QK9JkPJPtMmVjSbJMmewFYLa143C2J0HGh1NC6XlFVAaCt/BnRu45gDxk2HnI1QtNcxx/MAsVFhXDyuJx8n72TzniKrwxFOppS6SCl1n1LqPiAaiKj/f6XURQ02vxlTk7xUKXWLUuoWYCnm8+F210Yu3EVabjEJHd18FDk/w0zE++lBM5n9nHfh5g0w6Q4Ib3qd/NS+ZvU9ryq5kLpkh5Ak2ROk/wAHtsPoq6yOxBJJWQWM6NGWQH8H/bn6WCu4en+bGk9ESCAPfyst4XzAFcBDdbcYIPKQ/7/i0A211iuAyUA28HDdNhmYFfjWuyxi4TZqbZr0nBISYty8Hnnd+1BdDtcshUvnQ/9ZzWqF2qN9GHEx4d6VJLftaW5Sl9wikiR7gqS50Loz9D3F6khc7kBZFVv3FTO6pwPqket1GADhHSHdd+qSASJCA7llWjwrMvezaIsXfRiIw2itJ2ut1RFukxvZfqXWeprWOlxr3VprPVNrvdaC0IUb2FlQRmWNzb07W2gNm74wtbedBrf4cNP6xrBq235KKmscEJybiE2E7GVQ60U/k4tJkuzu8tMh82cYeTn4u3ltmBOsyTZteRwyaa+eUmY0edsvjjt57M+E8gOOOVZTleRCab5du1wwtge9osN45LstVHtTX1AhhMOk1i9H7c7lFnvXQWEWDDzDIYeb0jeG6lrNsnQv6vndazJUFplVeUWzSJLs7pJeA/9WMOJSqyOxRFLWflr5+zGkW6RjDxw/HSoOwm4HTNzfuQZeHgf/O9EsF+4KBdtM78+P5ti1W6C/H/ec2I9t+aV897vv1GQLIZouvS5JjnfncouNn5tORQ66wjqiR1vaBAd411W22EnmPmuxpWF4MkmS3VllsVmCesDpdk1C8CZJ2YUM7RZJcKC/Yw/cazIov5a3givcDh+dD6HtIT8NPr3M+Ze2yg/AB+dCeYHp91yYbdfuU/vG0LFNMPM3SJIshDhcWk4JXduGEBZkf32vS2gNm76EXlMg1DFXGQP9/UjsE8MvqbnYbF4yZyMsCjoOkiWqW0CSZHe2/iOoKobR11gdiSVKK2vYuPugY0st6oW0ha6jIKMFS1RXFMGH55nV+y7+Ck5+yhxv4d2Oi7Oh2mr45GIoyILT/mse2/SFXYfw81OcNKgTS1LzKKqodkKQQghPlubuy1HvToGDOxxWalFvWt8Y8kuq2LD7oEOPa6nYRDOYUu5FKwq6kCTJ7kprM2Gv83DoOsLqaCyxdkchtTbtnCQZIG6GqdUqaUYNWm0NfHq56UF5ztsQnWBKYsbdaN631XMdHi5am9WjspbArOdh6PnQZYS57Ginkwd3oqrWxo+bchwfpxDCY1XX2tiWV0q8O6+0t/FzU4bY92SHHjYxIRo/5WWt4IacZwZXFj9mdSQeSZJkd7Vtsbl874OLh9RLyirA308xvIeTVhiMm2buM3+2f9+F95hSjZOfgt5T/nx8xr+gz0mw4P8gvQWj1I1Z9bJZReq428zqUQADzoB9G8zEQTsM7x5Jl8gQvpW6ZCHEIbbvL6Wq1kYfdx1JttnM1bO46RAc4dBDtw1rxYgebfl5qxcNHnQcZCb+J70GOZusjsbjSJLsrpJeM2uvDzjd6kgsszqrgIGd2xDurLq4TkPN79jekouk1yDpVTNqPPKyvz7n5w9nvGbazM27FHI2OybW1O9h4b3Qf7ZZTaregNPM/Sb7RpOVUpw8uBNL0/M4WCYlF0IIIy3HLEfttuUWu5KgeI/TPhun9u3Axt1F7DtY4ZTjW2LqfeYLxXd3yjLVdpIk2R0Vboe072HEJY2uNe8LKqprWbfzgPNKLcCsbx83zSwqYmtiO7T0n+D7OyHhRDNq3JigcDj/Y2gVZibYlbTw0t3eDfDpFdB5mKlD9jvkn21EV+g2FjbaV5cMcMrgTlTXahZuklWHhRBGWk4xSkHvaDctt9j4OQQEQ58TnXL4af3M6nu/pHpRyUVoO5j2D9i+DDZ+ZnU0HkWSZHeU/AagzCUSH7Vh10GqamyMjm3v3BeKmw5l+2FvE/pI5mw2o8MxA+DM182o8ZFEdIE5H0FpnmnTVl3evPiK95nJgSGRcP6H0Cr08G0GnA65m0x9tB0GdYmge7tQvtmwp3mxCSG8TlpOMT3ahRLSysEdhRzBVgubv4T4GRDknJHu+JhwurYN8a5WcADDL4ZOQ+CH+6CyxOpoPIYkye6muhzWvmMmJER0tToay6zM3A/AqJ5Oqkeu13sqoCDjGEtUl+SaUeFWYSb5DWrCKEvnYXDGXNi1Br66wf7LXFVlJkEuPwBzPobWHRvfrv9s8zPY2eWivuRiReZ+Ckqr7ItNCOGVUvcVE++upRbbV0BJjpmL4SRKKab1jWF5Rj4V1bVOex2X8/OHk56E4r3w6xNWR+MxJEl2N79/alq1jPHNtm8AxRXVvLsqmzGx7YgMbeXcFwuLgs5Dj16XXF1hRoNL88xorj1fXvrPgukPmktcix9t+n42G3xxNexZB2e9YSZfHEmbTtBjgrkMaWcifsrgTtTaNAs2SsmFEL4uI7eYzLxSRjprsnRLbfoCAkMhYaZTX2ZK3xjKq2tZuW2/U1/H5bqNhqEXwMqXzGq+4pgkSXYnWpsJYTH9TdLjo15enEl+SRX3nNTPNS8YN8OM9pYVHP6c1mYUeNcaMyrcZbj9x59wCwy9EJY8Dhs+ado+P/8LtnwDM//dtNq7gadDfirk2jdRsH+nNvSKCmO+lFwI4fM+StpJgJ/ijOFueBWztgY2f2US5FZhTn2psb3aExLoz8/eVnIBZtAmMAS+/z+ZxNcEkiS7k52rYd/vMPoqUMrqaCyxs6CMN5ZlcfqwLo5fivpI4qaDtpm2ew0tfgw2fgrTHjCjws2hFJzyDPQ4ziTcO1Ydffvf3oNlz8CIy2Ds9U17jX6zzAqCdvZMri+5WLVtP3nFlXbtK4TwHpU1tXy2dhcz+ncgunWQ1eEcLnsplOU7tdSiXnCgP8fFR/Hz1ly0tyWS4TEw5R4zYT31O6ujcXuSJLuTpLkQFAGDz7U6Ess8vmArfgruPKGP6160ywjTHqdhXfKGebDkMTMKfNytLXuNgFZw7rsQ0c2UbhRkNb5d9jL45haz3OpJTzT9y1J4DPScaC5H2l1y0RmbhgUbpWeyEL7qh005FJZVc97o7laH0rhNn0OrcDNpzwWm9Y1h94FyUnOKXfJ6LjXqSojuBwvuav6kch8hSbK7KNprLiUNu9Dpl5LcVcr2AuZv2MvVk3rTKSLEdS/sH2Am8GX89GeCuWM1fHW9Gf095RnHjOyHtoM5n5gZ2h+eBxUNlj7dnwkfXwjtesHZb4F/oH3HH3gGFGSaxUXs0Kdja+JjwvlmgyTJQviqD5N20CUyhIlxUVaHcrjaalN+1udEUyrgAlP6mlZwXtflAsxny0n/gQM7YPlzVkfj1iRJdhcpb5nkadQVVkdiCZtN86/5W4hpHcQ1k3q5PoC46VCyD3I2QmG2Ge2N6GZGfwMcOHkwKs4cc3+GaSdXW2MeLyuAD84xJRNzPjYt3+zVbxYo/2YtU33K4M6syS4gp8iLGugLIZpk+/5SVmTu57xR3fDzc8NSv21LzIR2F5Ra1OvQJphBXSK8a4nqQ8VOMr/PZc+YtRlEoyRJdgc1VZDyP3MZqX1vq6OxxDcb9rB+5wH+PrMPYc5aYe9oetctUb3xc9PqzVZjRn1DnbCYSewkOOVZsxz293ea9/+Ti823+nPfh3axzTtuaDvoNdlclrSz5OLkwZ3QGr6V0WQhfM5Ha3bip+Dskd2sDqVxmz43pYhx01z6slP7xrB2R6H3tsg8/mEzMLPwHqsjcVuSJLuDLV+b3o+jr7Y6EkuUV9Xy+PdbGdC5DWdaNau6TSfoMBCWPW1Gec9914z6Osvwi2DCzWbhmNenmkkps16EHuNadtyBZ5hke89au3aLiwmnb8fWfPu7JMlC+JLqWhvzkncxtW8MHSPccIXXmkrYMt+sHRDg2gmF0/rFoDUs9qbV9w4V0QUm/R22zj96G1QfJkmyO0iaa+pQe7v2W7K7eGPZNvYcrOD+U/pbe6kv/nhzf8ozZrTX2aY9CM4hmLEAACAASURBVH1PMR1NJv0dhjhgwmbfk8EvsFklF6cO6UzK9kL2HJCJHEL4ikVbcskvqeR8d52wl/kLVB40K4u62MDOEUS3DmKRt5ZcAIy7Adr1Ni3harx0xLwFJEm22p51pvXbqKvAz/fejtyiCl5enMnMAR0Y28vJS1AfS+KdcPkPZvlOV/DzM8tbX/QFTHbQ5a6QtuaS5KYvzYIkdjh5UCdASi6E8CUfJu2gY5tgEhOirQ6lcZs+h+BIU0rmYn5+iql9Yvg1NY/qWvvOpx4jIAhOfNxcQV31stXRuB3fy8rcTdJrEBgGQ+dYHYklnvohjepaG3ef6KKFQ44mMAS6j3H9a/ae6tgvSANOh6JdZgEUO/SMCmNglzaysIgQPmJXYRm/pudxzsiuBPi7YTpQXQFbv4N+pzp2ArUdpvSNobiyhuTsQkte3yXiZ0Cfk8xy1UVy/j+UG/6r8CFlBfD7PHOZvTndDDzcpj0H+SRlJ5eM60nPKN9se+cUfU4C/yDTM9lOpwzuzPpdB9lZUOaEwIQQ7uST5F0AnDPKTSfsZfwIVcVmroVFjouPopW/Hz9vzbEsBpeY+YhptffjP6yOxK1IkmyltW9DbaVPTtjTWvPvb7cQGRLITVPjrQ7HuwS3MSMDm5tfcjFfSi6E8Gq1Ns285J1Mio+ma9tQq8Np3KYvILQ99HTBHJEjCA8KYEyvdt5dlwymq9Jxt5iBu+zlVkfjNiRJtoqtFta8YVZJi3GDUgMX+2lLLisy93PL9AQiQu1cNEMc24DToXgv7Fhp127d2oUytFuklFwI4eWWpOWy92AF549201HkqjJIXWD6v/tb0Bb0ENP6xrAtr5Ss/FJL43C6CbdARHf47u9/9vD3cZIkWyX1ezi40ydHkatqbDzy3RZ6R4cxZ4ybzqj2dAknQECImfRip1MGd2LTniLv/0AQwod9sHonUeFBTOvXwepQGpe+EKpLLS21qDe1r/kdee3CIvVahcIJj0DuJtOeVEiSbJmkudCmq6kf9THvrdpOVn4p957cj0B3nCziDYLCIeF4s9S5rdauXU/6o8uFjCYL4Y1yiir4JTWXs0Z0dd9z8MbPISwGekywOhK6tw8lPibc++uSwbQl7TUFfvk3lORZHY3l3PRfh5fL3QpZS2DU5ZZfRnK1A2VVPLconYnxUUzpE2N1ON5twBlQmgfZy+zarXNkCCN7tG28LnnPOkiXpvNCeLJ5yTuptWnOc9cJe5UlkP4D9J8Nfv5WRwPA1H4xrN5WQHFFtdWhOJdScOJ/oKoUFv3T6mgsJ0myFRY/AoGhMPwSqyNxuecWpVNcUc29J/dDKQsXDvEF8ceb9oLNLLnYuq+YjNziPx/M2QxvnQIfngf7Mx0YqBDCVWw2zcfJOxnfu737dhVKWwA1FW5RalFvWt8O1Ng0S9Pzm32M/JLKv55T3VV0Aoy9Hn57F3alWB2NpSRJdrXtK80l8ONuhbAoq6Nxqcy8Et5duZ1zR3Wnb8c2Vofj/VqFQp8TYPPXprWPHU4c1Aml4Jv1daPJJXnwwbnmmAFB0iZICA+1PDOfnQXlnOeuK+yBKbVo3Rm6jbU6kj8M7x5JREggi7bYV5estea3HYXc+vE6xj/6Myc+t5SU7QVOitKBEu+E1p3gy2uhosjqaCwjSbIr2Wyw8G5o0wXG3Wh1NC736HdbCA7057YZCVaH4jsGnAHlBZD1q127dWgTzOie7fj2973o6nL4aI4p3Tj/I/MFb+t8yFrqpKCFEM7yYdIO2oYGMnOAm07Yqygy/ZEHnOZWq9AG+PsxuU80i1NzqbXpY25fUV3Lpym7mP3Sck5/eQU/bs7h/NHd6BwZwnXvrSW3qMIFUbdAUGs44zVz1fDL60Af+2f2Ru7zF+gLfv8E9vwG0x4wI3I+ZHlGPj9tyeX6Kb2Jbh1kdTi+I246BLVpXsnFkM5k5BZT9PE1sCsJzpgLXYbDuBsgohssvMfuPsxCCOvkl1Ty4+YczhzelaAA96j1PUzqd1BbZdpYupmpfWPYX1rF+l0HjrjNrsIyHvt+K+MeXcQd89ZTVlXLQ7MHsOqeafxz9kBevWgExRU1XP/+Wqpq3Pz8GTsRjn/IDIose9rqaCwhSbKrVJXBT/+EzsNg0NlWR+NStTbNQ/M30yUyhMsnxFodjm8JDDYdVLZ8AzVVdu164sCO3BrwGREZX5kvdv1n1R0zBKY/CPs2wPoPHR6yEMI5PkvZRXWt5jx37Y0MptQioht0HWV1JIdJTIjGT8HPDUoutNYsS8/nqneSmfSfX5j7ayajY9vxwZVj+PHWSVw0rifhQWaSft+ObXj8rMEkby/k399utuLHsM/Y62HgmbDoIchYZHU0LidJsquseAGK98DMR93qEpIrfJqyk637irnrxL4EB7rp6IU3G3A6VByEbb/YtVvUtq+5OeBzvguYhp5wy1+fHHgmdBkJi/5lZkELIdya1pqP1+xkVM+2xMW0tjqcxpUXQubPptTCDSd2R4a2YmSPP1ffK66o5u0V2Ux/egkXvrGalO2FXJvYm6X/N5VXLxrJ+LioRieozxrSmasmxvL2yu18lrLL1T+GfZSCWS9ATH/47AoozLY6IpfyrWzNKkV7YPmz0P806DHO6mhcqqSyhicWpjGiR1tOGdzJ6nB8U++pEBxhlnhtqh2r4avryWk3kptLLmHT3gYzspWCEx6Fkn2w/DnHxiuEcLjVWQVsyy/lvFFuPGFv67dgqzZzKdzU1H4xbNlbxJ2frmfsI4t44OtNhAcH8tTZQ1hx11TuPKEvXSJDjnmc/zuhL2N7teOeL35n4+6DLoi8BVqFwXnvgbbBxxeaK+M+QpJkV/j5YbDVmEvUPua/izPJL6nkPmn5Zp2AVtD3VPMBVN2EySKF2WaiXkQ3gua8j/YLbLxncrfRZkR5+fNwcLfDwxZCOM6HSTtoExzAye48WLHxc2jb05Qluqnp/Ux//y9/28PMgR358oYJfHXDBM4c0dWuK6UB/n68OGc47cJacc27KRSW2lcO53LtesEZr8O+jTD/Vp+ZyCdJsrPtWQfrPoCx10E736rHTd1XzGtLtzF7aGeGdW9rdTi+beDpUFkEmceoKas4aFq92WpgzidERnVkQlwU8zfsQTd2Upz+oBldWPQvZ0RtrHwJ3jwBSvc77zWE8GIHyqr4fuM+Th/WxX1L3kr3w7bFpjzMjQdU4mJa89l141l591SePmcoQ7tFNvtYUeFB/PfCEeQVV/K3j35rUtcMSyUcD1PugQ0fmVWDfYAkyc6kNSy8F0Lbw8TbrY7GpfKKK7n8rTVEhARyz0n9rA5HxCZCSDszUnMktTUw71LYnwHnvgtRcQCcPLgTuwrLWb+rkUuCkd1Nt4sNH8FuJzSd3/i56aKxYyV8fAHUVDr+NYTwcp+v3U1Vjc29eyNv+Rp0rVuXWtQb0aMt7cMd06VpSLdIHjptAEvT83nyh1SHHNOpJt5hJoMvvAe2r7A6GqeTJNmZts6H7cvMN6/gCKujcZmK6lqufjeZ/aWVvH7JSDq0CbY6JOEfCP1OhdTvobr88Oe1hu/vNJNmTnkGYif98dTM/h0J9Fd8u2FP48c+7lYIizZfCB15CW5XsunP2X0cnPaKSZS/udlnLvMJ4Qhaaz5as4Mh3SLp18mNF3Ha9AW0j4OOg6yOxOXOHdWdOWO688riTL7/vZHSNnfi5wen/xcie8Anl5g5V15MkmRnqamE/2fvvuOjKtYGjv8mnRRaCC0EEkJoobcASuioKKgo9g7Y9dqvvXv1qlx7A0EEG6CvgkrvJbTQe0hIQk8jQHrb8/4xoBgCZHfPZneT5/v5rCu7e+ZMspvJkzkzz7PgJQhpV6PKTxuGwTM/b2PzgRN8eGMXOjWz/VKUMFmHUVCSB/sWnPvcui8hfhL0fRS63fGPp+r4exMbFcKf245iqehyoF9tGPSiDmJ3zTKnrycOwI83Q1BjuPF76HILDHhep5xbOd6ccwhRA2w6cIKEtFxuceW0b7npkLLS5ZdaONIrI9rTJawuT83cyr40Fy9d7VcHbvpeZzaacUe1vsInQbKjrJ8I2clw2Zvg6eXs3lSZDxftY/bWIzxzeRsu7+DCG0RqohaXgn+Dc5dcJMzXl87aXgVDXqvw0Cs7NeHIyUI2H8yuuO2ut0PDaF2uujKbAy+k8BT8cJMeeG+ZAQHB+vH+z0DHG2DJG9Zl6hDCTVW4D8BKP64/QICPJ1d1ampCjy7CUqaXbVl72zVL721wg6UWjuLr5ckXt3Wjlo8n903byKnCEmd36cIatoNrPoNDG2Des87ujcPUnOitKuVlwfJ3odVQXfGshpi15TAfLd7H6O7NeKB/pLO7I8rz9IL2V+uNpEW54Buodyr/fI++xDlqwnlzeA9t3wgfLw9+33qU7i3qn/sCD0+47C2Ydg2s/wou+ZdtfSwr1bk4M/bAbb9ASJu/nzuTr/NEKvx6P9RpDs2623YeIVxcXFImj/64mciQQO7sG87Q9o3w9rRuXutUYQl/bDvCtV2bEeDrwF/3hqF/5614V2/6tUVIW2jU3tx+uZkmdWrx2S3duOXrdTw5Yytf3dYdDw8XnlmPvlZXEV79ETTtBt1ud3aPTCdBsiMsfweKc2HYm87uSZXZmHqcp2duIyaiPm9d21HSvbmqDqP0soqEeRB+qc5k4RsEN/+kc2GeR5CfNwNahzBn+1Fevqp9xQN35ECIugxWvA+db4HAEOv7t+AFvRzkqg90e+V5++nlF18Pgh9vgnFLoK4LX0YWwgY/rT/Ai7/tIKy+P4dPFPDg95toXNuPW2Oac1Ov5oQEVW7T2KwtRygssXCzI5dalBTCrIdgx89630Pjzra102qQuf1yUzEtg3lheDte/2MXny9L5OFBUc7u0oUNelln8frzSWgUDaHdnN0jU0mQbLaMvbBhEvS4Gxq2dXZvqsTB4/ncO3UjofVq8eVt3fHxklU8Lqt5HwhsrNf2rvkMCo7D3XOh9sUvxV7VuSkLdqWxIeU4MS2DK37RsDfhiz6w7G246n/W9W39RL02uvdD0OOe878uMARumQmThuogf8x8HegL4ebKLAbvzN3NxJXJ9ItqwGe3diPAx4sle9KZuiaF8QsT+HjJPq7s2IQ7+obTNazuBSckflp/gPZNatMx1EEbx3PTdU71Qxt06fpLH6+xa4rNdPcl4Ww7dILxCxOIDq3DwDYNnd2l8/P0guu/gQn9YfrtcN9yCGjg7F6ZRqIZsy14EXwCYcBzzu7JPxSVlrHpQDYlZRZT2z1VWMI9UzZQajGYdGcP6gX4mNq+MJmHp15ykbhIXya77mto2qVShw5u2xA/bw9mb73AbuaQ1tBjDGz8BtJ3V75fiYtg7r+h9RUw7I2Lv75hWxg9RS/L+HmMXgsphBvLKyrlvmkbmbgymTv6tOCbu3pS288bTw/F0PaNmDYmhsVP9ufWmBYs2p3OqM/jGPnpambGH6Sw5NzP//ZDJ9l55BQ3xzR3zJW9tJ0wcZBesnXDNOj3hATIJlFK8faoTrRtXJt//biZ1Kw8Z3fpwgKCddrQvAz4+W69bK6akCDZTImL9aXi2Kdc6i+pJXvSuOyDFYz6PI7hH60kLjHTlHZLyyw89P0mkjPz+OK2brQMCTSlXeFgnW8CD28djLa9stKHBfh6cXl0Y75fd4AnZmwhPec8G/QGPKtndue/ULmG03fDzLuhYXsdtHtUsthBq8Ew/F3YN7/y5xLCBR05UcD1X65hyZ40XhsZzetXd8CrgvXHkSGBvDoymrXPD+aNazpQWFLG0z9vo8/bi3ln7h4OZf9dLviH9Qeo5e3J1V0csGEvYT5MGqbXH98zF9qPNP8cNVwtH0++uq07Sinum7aR/GIXDzybdtXL5JJXwOJXnd0b00iQbJayUj2LXC8cYu5zdm8ASMnM454pG7hnSjweHoqXrmpPYWkZt3y9jge/38jhExXky60kwzB47fddrNyXyVvXdqBvpOv8USAuIrQb/DsZ+j5i9aFvXduRBwZE8vvWIwx6fzkTV+ynuLTc1Qn/+tD/37q6375FF24wNwN+uAG8a8EtP+nNhNboORZiHoB1X8CGr607VggXsOXgCa7+bDUHj+cz+a6e3Nk3/KLHBPp6cXvvFix4PJYfxsUQExHMhBVJxL67lHFT41m8O43ZWw5zZacm1PbzNq+zhgFrv9D7Aeq31HsCXLiEtLtrHuzPRzd1YW9aDs/933ZTsp04VNdb9Zgc98mFC1c5Slmp6Xn0lSt+03v06GHEx8c7uxvWiZ+s65nfMFVfznai/OJSPluayMQVyXh7Kv41JIq7+kbg4+VBYUkZE1fs57NliQA8OKAV98a2tLpU6Terk3nt913cF9uS56SiXo2TnJnH67/vZOneDCJDAnh1ZDT9os7aqFdaDJ/HgKcP3L+64jSIJYXw7Qg4th3u/hNCbcxUYSnTOZUTF8GtM/UMsxMppTYahtHDqZ2oYm45ZruAP7Yd4ckZWwkJ8mXyXT1p3cj2tfWHTxTww7pUNq9bzjXFfxLlcZjgPrfSfOBYncvcXmUluuBQ/GSdLnLUhAtu9hXm+XTJPt5fkMCVnZow9tIIulxkLbpTlRbDt1fpcb3vI9D9bqjt4HSwuemw8Vv92bxuot6UboULjdkSJJuh8BR83BUatIa75zhtXZZhGPyx7Sj/mbOboycLGdU1lGevaEvDCireHT5RwFt/7mLO9mOE1a/FS1e2Z2j7RpX6wVuyJ42x38YzpF0jvnT1FDXCoRbvTuP1P3aRmpXPZdGNePHK9oTV99dP7v5Dl5K+cryeXTibYcAvY/WO+NHfQvQ19nWkKAcmX66LkIxZ6NRNsxIki4sxDINPlyQyfmEC3VvUY8Lt3e0rc1xarHMNr58Ah9ZT6lmLE37NaJC3T++R6XwT9Bxn+89FwQmYeSfsX6Y35w16+bzpIoX5LBaD9xfsZeqaVHKLSunUrA539Annqk5NrJ7gqhI5x3R11IT5evlcuxHQ6169cdys+MgwdFXW9RN03nxLCUQOgoEvWp0atMqDZKWUB/Av4D4gHMgAZgAvG4Zx0RXobjfgLnwFVn8I45Y6Lf3JnmOneHX2TtbuP05009q8NjKaHuEV5LMtZ3ViJq/O3sm+9FxiW4fwyoj2RF5gbfHuo6e4/os4IkICmHFfH/x9JEFKTVdYUsakVcl8uiQRi2Fwf/9IHhgQiZ+XB0y5CjJ2wyOboNZZ1ReXvaMzYAx+Gfo9aU5HThzUG4m8a+nLwE7aF+COQXKNG7OdqLCkjGd/2cZvW45wbddQ3h7V0fZA59QRiP8GNk6BvHSoHwm9xkHnm/XP2+GNsP5r2PELlBXpcvO97tUbZCtb5CorSS+vOJ4MIz7Sl9SFU+QWlfLrpkN8uyaVxPRc6vl7c1Ov5twa05xm9fyd3b1zHd+vs31tngaFJ6FRBz1h0ukG269ClBTopRzrJ8DRLeAT9Pcyjwa2pctzRpD8EfAo8CswF2gHPAKsBIYYhnHBFAtuNeBmp8CnPaHDdbqeeRU7mV/CB4sSmLY2lSA/L56+rA039WyOpxWzuyVlFqauSeXDhQkUlpZxzyURPDI4isByyefTcwq55tPVlBkGsx66lMZ1zp2hFjXXkRMF/GfObv7YdpTQurV46ap2XFb/GGrCQOj78N95w7f/rAuGdL4Frvnc3CsvhzbClOHQpDPcMVvnVa5ibhok15wx24kyc4u4b9pGNqZm89Sw1jw0sJX1l80NA1JX6yBh9x+6Ul3ry3Vw3HJgxTO8eZmwaaq+HH3yINRuBj3vgW53XviPyZRVMP02/f83fg/hl1jXV+EQhmGwJimLb9eksHBXGgCD2zXizj7hXNIq2PWWYhTnw/aZOs1n2nbwrQNdb4OeYyC4koXHslP153fTVJ26NKSt/sx3utHuFKBVGiQrpaKB7cCvhmFcd9bjjwAfA7cahvHDhdpwqwF35l2wdx48shHqhFbZaS0WgxnxB3l3/l5O5BdzS0xznhzaxq4UbBk5Rbw7bw8zNx6iYZAvzw9vx9VdmqKUorCkjBsnrCXhWA4z7+9DB0fl3RRub01SFq/O3snetBwubdWAzwO/pva+3+ChdXqj3rcjoFkPuP038HJAysCdv+qfy46jYdTEKl/+5G5Bco0bs51k77Ecxny7gYycIj64sQvDO1q5TrMoF7bP0IFG+i7wqwvd7tCBRr3wyrVRVqoLCa2fAMnL9Z6BDtfpYKP8noDN38Hvj+m2b5le+WBGVKnDJwr4fm0qP204yPG8YiJDArijTzijuoUSZOamTTMYBhxcpz9/u2bp7CithuqrG62GnPsHnmHoJT7rJ0LCXEBB2+H69eH9TBvbqzpIfhN4AYg1DGPlWY/7AVnAcsMwhl+oDbcZcA+shcmXQf9nYWDV5UXefCCbV2bvZNuhk/QMr8erI6OJbmpe0Fq+/VdGRPPF8iTmbD/Kl7d157LoxqadS1RPpWUWvlubyviFCQQVZ7DM7yk8wnrglbFb/9U/drHOrekoK96DJW/CgOdhwL8dd54KuGGQXHPGbCdZtjedh3/YTC0fT76+owedw+pe/KAzspJ05pbN30PRSV1Cvtd9Orj1seMSe8ZeHXxs/VFXiA3troOP9lfr5VCrP4SWA3Q+8lr1bD+PqBKFJWX8ue0oU9emsvXgCQJ8PLmuezPu6NOCVg1dsNhSzjG9TCh+MuSmQb0IvWSi662gPPXncv1EyNoH/g2g+126SFudZqZ3paqD5PnAEMDfMIyics+tBlobhnHBerXWDrgnj2dw8KvrbemuXZqUHEJh8GSjyRR5VM1l3eJSC/Gp2efM9Jrt7Jnq43nFADx3RVvu6y+zCaLyMnOLeG/eXhpt+YgnvH4mTwXycsiHHPV2cClpw+D+7PeJLVjELp9OWJRtm4xCx/5EvRDrZvzcMEiu8jEbYMMHo6lVmG5td92PoYsu+ft40q5JbXytqUhanA+H48HDC9pfo4PYsF7mXh0pPAXbpuvZvcwE8PKD0kJd9fKKd8HTxWYjxUVtOXiCqWtS+GPrUYrLLHRqVuec5ZOuwtMooWfBaoblzaZt8U6KlC8WPKhlFLDPuy0LAkeyrlY/SlXlrjo+PKiV1SlpLzRmO+K71hTILD/YnnYY6KuU8jEMo7hcJ+8F7gVo3ry5dWc0LHhaSmzrrR2OeTbhl8CbyTV8wORKduejFDw4IJIHB7Zy6Ifew0NxU6/mXNGhCZ8u3Uctb0/ujW3psPOJ6qlBoC//vb4T27q/ycpfclngM5gDHqFV8vPyRe1HKMaL0NKDeBq2VeS7yFLc6qLqx2zAw1LqlHHbGZoEetK8vj+eqgzKrPgsevnqqyHd74QgB13B86utl1v0HKuXYGz8Flr01f92tbWtolK6hNWlS1gXXhjejp82HGRFQobp1XbNUoInK31jWekbS4uS/QzL/xMPLCzyv5wk7zb6RZa//nNRZm+zc8RMchLgbRjGOaOmUmoqcDtQzzCME+drQy7dCSHclRvOJMuYLYSosS40Zjsi0WE+cL6Ej35nvUYIIYTzyZgthBAVcESQfARooJSqaNANRV/WK67gOSGEEFVPxmwhhKiAI4LkDafb7XX2g6d3SncB5JqcEEK4DhmzhRCiAo4IkqcDBvBYucfHAf7A9w44pxBCCNvImC2EEBVwVMW9T4CH0dWb5qCrNz0KrAYGXax6k1IqA0g1vWPmagBkOrsTwiby3rkvd3jvWlwsZZqrqSFjNrjH50ecS9439+UO7915x2xHBcme6FmJe4Fw9DdoOvCyYRi5pp/QCZRS8e60g138Td479yXvnWPUhDEb5PPjruR9c1/u/t45JNGuYRhlwPjTNyGEEC5MxmwhhDiXI9YkCyGEEEII4dYkSLbdBGd3QNhM3jv3Je+dsId8ftyTvG/uy63fO4esSRZCCCGEEMKdyUyyEEIIIYQQ5UiQLIQQQgghRDkSJAshhBBCCFGOBMmVpJS6Qym1WSlVoJRKU0p9rZSqVMEApVSoUuo5pdRypdRRpVSeUmqnUuo9pVSwo/te3SmlPJRSjyul9iilCpVSB5VS45VSAVVxvLCdPd97pVRrpdTrSqm1SqkMpVSOUmqLUuoFee8EyLjtqmTMdl81bcyWjXuVoJR6HPgfsBz4AWgGPIGuMNXLMIy8ixx/P/AR8CewCsgBegF3AUdPt3HMUf2v7pRSH6Grg/0KzEVXC3sEWAkMqUS1MLuOF7az53uvlHoHeAiYDawFSoCBwA3ANqC3YRgFDv0ChMuScdt1yZjtvmrcmG0YhtwucEOXVMwD1gOeZz0+AjCA5yvRRjTQuILHx55u431nf53uejv9vbUAv5R7/JHT39tbHHm83Jz63vUA6lTw+Junj3/Y2V+j3Jxzk3HbdW8yZrvvrSaO2bLc4uKuAfyBTwxdlQoAwzB+B/YDt12sAcMwdhoVzzhMP33fwYyO1lA3Awr4sNzjE4F8Lv7+2Hu8sJ1d33vDMOINwzhZwVPycyVk3HZdMma7rxo3ZkuQfHE9T9+vqeC5tUBbpVSgjW03O32fZuPxQr8/FvSM0V8MwygEtvD3++eo44XtHPW9l58rIeO265Ix233VuDFbguSLa3r6/nAFzx1G/1XVtILnKuO10/ff2ni80N/7TMMwiip47jDQQCnl48Djhe1M/94rpTyBl4FS9DpUUTPJuO26ZMx2XzVuzPZydgeqilKqLvCYFYd8bBjGcfQlO4CKPhSFp+/9K3juYv15EhgNTDAMY4m1x4u/+FPxewP/fH+KHXS8sJ0jvvcfAr3Ra0732tE34QJk3K6WZMx2XzVuzK4xQTJQF3jFitd/BxxHr7MB8AXK77r0O32fjxWUUmOB99C7ph+25lhxjnyg4Xmeq8z7Y+/xwnamfu+VUm+gf54mGIbxtp19E65Bxu3qR8Zs1aUc4QAAIABJREFU91Xjxuwas9zCMIwUwzCUFbfE04ceOX0fWkGzoegdmUcqeK5CSql7gAnAAuA6wzBK7Pm6BEfQl3h8K3guFH1p6EJ/1dp7vLCdad97pdSrwIvAN8D9pvVQOJWM29WSjNnuq8aN2TUmSLbDhtP3fSp4LgbYaxhGbmUaUkrdjd4Fugi45jzreoR1NqA/x73OflAp5Qd0AeIdfLywnSnfe6XUK+jZxqnAWON0TiFRo8m47bpkzHZfNW7MliD54mahL9c9fHqBOQBKqRFAJPD92S9WSjVXSrVVSnmXe/wu4GtgKXD16d2gwn7T0bNC5dctjkOvjfrr/VFKRSql2tp6vDCdve8dSqmXgVeBacDdhhQREJqM265Lxmz3VePGbKm4VwmnN2u8DywDfkRfVngSOAj0PHtGQim1DOgPRBiGkXL6sZHo6jSngGc4d41crmEYvzn0i6jGlFKfoNc1/QrMQVcAehRYDQw680OolEoBWhiGoWw5XpjPnvdOKfUQ8ClwAHgJnZrobGmGYSx09NcgXJOM265Lxmz3VePG7KqsXOLON3Qp0q3oHZzpwGSgYQWvW4b+Syv8rMdePf3Y+W4pzv763PkGeKJ/+e1F77w9jC5HG1judSn6I2/b8XJzrfcOmHKRn6tlzv765Obcm4zbrnmTMdt9bzVtzJaZZCGEEEIIIcqRNclCCCGEEEKUI0GyEEIIIYQQ5UiQLIQQQgghRDkSJAshhBBCCFGOBMlCCCGEEEKUI0GyEEIIIYQQ5Xg5uwMVadCggREeHu7sbgghhNU2btyYaRhGiLP7UZVkzBZCuKsLjdkuGSSHh4cTHy/l14UQ7kcplersPlQ1GbOFEO7qQmO2LLcQQgghhBCiHAmShRBCCCGEKEeCZCGEEEIIIcqRIFmIM3LTYdM0KMpxdk+EEEI40N5jOaxJynJ2N4SLkyBZiDMWvQazH4YPO8Ly96DwpLN7JIQQwgFenrWDMd9u4GR+ibO7IlyYBMlCABRkw45foPXlEBYDS9+EDzrC0rf1c0IIIaqFguIyNh84QX5xGT+sP+Ds7ggXJkGyEABbp0NpAQx8Hm6ZDvcuh4h+sPwdHSwvfgPyjzu7l0IIIewUn3qc4jIL9QN8mBKXTHGpxdldEi5KgmQhDAPiJ0NoD2jSWT/WtAvc9D3cvwpaDYKV4+GDDrDwZcjNcG5/hRBC2CwuKQsvD8Vb13Qg7VQRv2894uwuCRclQbIQqashcy/0uOfc5xp3hBumwoNroM0VsPpjvWZ5/guQk1b1fRVCCGGXuKQsuoTV5fIOjWnTKIiJK/djGIazuyVckATJQsRPBr86EH3t+V/TsB1cPwkeWg/tr4a1n8NHnWDuv+GUzEIIIYQ7OFVYwvZDJ+gbGYxSinGxLdlzLIeV+zKd3TXhgiRIFjVbbgbsmg2dbwEf/4u/PqQ1jPoKHo6HDtfD+onwUWf44wnIk3RCQgjhytbvP47FgD6RDQAY2bkpDYN8mbhyv5N7JlyRBMmiZtvyHVhKoMfd1h0XHAnXfAaPbITON8Omb/V6ZSGEEFXDUgY7f4PS4kofEpeUha+XB12b1wXAx8uDuy4JZ+W+THYfPeWongo3JUGyqLksFoj/BlpcCiFtbGujfgSM/FinjktdbW7/hBBCnN+WH2DmnbDy/UofEpeUSY/wevh5e/712K29WuDv4ymzyeIcEiSLmmv/EjiRav0sckXCYiA7WVftE0II4ViGAWs+1f+/6kPISrroIVm5Rew5lkPf00stzqjj780NPcKYveUIx04WOqK3wk1JkCxqrvhvwL8BtBthf1thMfr+4Hr72xJCCHFhiYsgYw8MeQ08ffQm6otkqFi7X+e67xMZfM5zYy6NwGIYTIlLcURvhZuSIFnUTCcPw9650O128PK1v70mnfVAfXCd/W0JIYS4sLiPIagp9H5QF4FKXAh7/rzgIauTMgn09aJTaJ1zngur788VHZvw/bpUcotKHdVr4WYkSBY10+ZpYFig253mtOftB026yEyyEEI42tGtkLwCYu4DLx/odS80jIZ5z0Jx/nkPW5OURa+I+nh5Vhz6jOvXkpzCUqZvOOiongs3I0GyqHnKSmHjt9BqsN54Z5awXnBks1U7rYUQQlgp7lPwCYTud+l/e3rBle/DyYPn3cR35EQByZl59K1gqcUZXcLq0iu8PpNXJVNaJqWqhQTJoiZKmAc5RyqusGePsBgoK4Jj28xtVwghhHbyEOz4RV8FrFX378db9NXpOFd/DJmJ5xy2JknnsS+/aa+8cbEtOXyigLk7jpnabeGeJEgWNU/8ZL2WLeoyc9sN66XvZV2yEEI4xrov9X3v+899bujr4F0L5j59zia+uKQs6vl707Zx0AWbH9y2IS0bBEipagFIkCxqmuPJkLQYut+pL9GZKagx1G0uQbIQQjhC4UmInwLR1+ixtrzAhjDoRUhaArtn//WwYRisScqkT2QwHh7qgqfw8FCM6RfBtkMnWZ983OQvQLgbCZJFzbJxCihP6HaHY9oPi9Gb92QGQgghzLVpKhTnQJ+Hz/+aHmOgUUeY9xwU5wGQmpXPkZOFf5WivpjrujWjfoCPFBcREiSLGqS0CDZ/B22ugNpNHXOOsBjIOao3kAghhDBHWQms/VJXSA3tdv7XeXrBlePh1GFY/i6gl1oAF9y0dzY/b0/u6NOCRbvTSUzPtbvrwn1JkCxqjt2/Q36mORX2zuevdcmSCk4IIUyz8zc4dQj6PnLx1zaPgS636Yp8GXuJS8qkUW1fWjYIqPTpbu/dAl8vDyatSraj08LdSZAsao74b6BuC2g5yHHnaBgN3gESJAshhFkMQxcPadAaooZV7pghr4JPAMacp1mTmEnfyAYodeH1yGcLDvTluu7N+GXTITJzi2zqtnB/EiSLmiFjL6Su0rPIHg782Ht66UuBsnlPCCHMkbJSp9bs83Dlx+/AEBj0Eip5Ob0LV1ZYivpixlwaQUmZhalrUq0+VlQPEiSLmiF+Mnh4Q9fbHX+usBg4tv2vTSNCCCHsEPcJBIRApxutO67HPWQGteUl72lcEuZr9WkjQwIZ3LYR361NpaC4zOrjhfuTIFlUf8X5sOVHaH81BFRud7NdwmLAKIPDmxx/LiGEqM7S98C+Bbr0tLefdcd6eDIh8CEaq2xCt35s0+nvjW3J8bxiftl0yKbjhXuTIFlUfzv/D4pOml9h73ya9dD3suRCCCHss+ZT8KqlU7tZqbTMwo9HGrG+/lWw9gtI3211Gz3D69E5rC6TViVjsUhqz5pGgmRR/cVPhgZtdNnSquBfX5/v0IaqOZ8QQlRHOWmwbTp0uQUCrF9TvPPIKXKKSjne+3nwCYQ551biuxilFOP6RZCcmcei3WlW90G4NwmSRfV2ZAsc3qhnka3Y2Wy3sF56JlmKigghhG3WT9D5kfs8ZNPhZ/Ijd2/XCoa8ojcA7vjF6nYuj25Ms3q1pLhIDSRBsqjeNn6jL9V1tnLDh73CekFBNmQlVu15hRCiOijOg/hJ0PZKCI60qYm4pExaNwokJMgXut0JTbvC/Beg8JRV7Xh5ejDm0gg2pGSz+UC2TX0R7kmCZFF9FZ6CbTOhw3VQq17VnjssRt/LumQhhLDelh/0RENliodUoLjUwoaU4/Q9U4raw1NX4stNg2XvWN3eDT3CqO3nxdcrpbhITSJBsqi+ts+Akryq27B3tuAo8KsrQbIQQljLUqY37DXr+feEg5W2HDxBYYnln/mRQ7tD97tg3ZeQttOq9gJ8vbi1dwvm7jjKgax8m/ok3I8EyaJ6MgzYMBkad9LFPaqah8fpdclSeU8IIayy50/ITtGzyDbuJYlLykQp6B1RbsPf4JfBrw78+ZTVe0bu6huOp4di8mqZTa4pJEgW1dOhDZC+s+o37J0trBdk7IGCE845vxBCuKO4T6BeOLS9yvYmkrLo0LQOdfy9//mEf31dsvpAnM6cYYVGtf0Y2TmUGfEHOZFfbHPfhPuQIFlUTxsmgU8QdBztvD6cuUx4KN55fRBCCHdyYB0cWg+9H9LriG2QX1zK5gPZ9D1fKequt0NoD1jwotWTGONiI8gvLuOF33ZI3uQaQIJkUf3kH4edv+qMFr6BzutH026gPGRdshBCVNaaT/R+jq632txEfEo2JWUGfVudp8Kqh4fexJeXCcvetqrtto1r89wVbflz21Fe/2MXhqT5rNYkSBbVz5YfoKwIut/t3H74BkKjDhIkCyFEZWQlwe4/oOdY8AmwuZm4pCy8PBQ9wy+Q1ahpF+g5RudiPrbdqvbvjW3JmEsjmBKXwhfLk2zup3B9EiSL6sVi0bmRw2KgcQdn90b34/BGKCt1dk+EEMK1rf0cPL2h1712NbMmKZOuzevi7+N14RcOelGnB/3zSf27o5KUUrwwvB1Xd2nKu/P2MiP+oF39Fa5LgmRRveyepQt42DnImiYsBopzIX2Xs3sihBCuK/84bP4eOt0AQY1sbuZkQQnbD5+kT+R5llqcrVY9GPq6vtq39UerzuPhoXjv+s70i2rAc/+3ncVSsrpakiBZVB+WMp0kvkEbiL7W2b3Rwnrpe1lyIYQQ57dhEpQWQJ+H7WpmffJxLAbn37RXXudb9GTGwpd18RIr+Hh58MVt3YluWpuHftjExlSpxlfdSJAsqo+dv+qUawOetXlXtOnqNofAxjolnRBCiHOVFML6r6DVUGjYzq6m4pIy8fXyoGvzupU7wMMDhr8PBcdhyVtWny/Q14vJd/WkcW0/xny7gcT0HKvbEK5LgmRRPZSV6l3KDdtD+2uc3Zu/KQVhPWUmWQghzmf7DMjLsLkE9dnWJGXRM7w+vl5WTJQ06QQ9x0H8JDiyxepzNgj0Zeo9MXh5eHDHpPUcPVlgdRvCNUmQLKqH7TP1WuQBz+mZAVcSFqOrR+XImjUhhDjH+onQuCNExNrVTGZuEXuO5fyzFHVlDXwe/BtYvYnvjObB/nx7T09OFZZy5+T1nMwvsb4PwuW4WDQhhA3KSmD5f/Uga0eFJof5q6iIlKgWQoh/OHEQjm3ThZ/srI66dn8WYMV65LPVqgvD3oDD8bDlO5vOH920DhPu6E5KZj5jp26gsKTMpnaE65AgWbi/rT9BdjIMfMH1ZpEBmnQGTx9ZciGEEOUlzNP3ra+wu6nViVkE+XrRMbSObQ10uhGa94GFr+hsGzboG9mAD27sQnxqNo/8uJnSMutnpYXrcMGIQggrlBbDinehaVdofbmze1MxL1/dv4MykyyqhlLqOaXUTKXUfqWUoZRKucjrY5RSi5RSOUqpU0qpeUqpLlXUXVGTJcyD+i2hQZTdTa1JyiSmZX28PG0MbZTSm/gKT8KSN2zux5WdmvDayGgW7krjpVk7pCqfG5MgWbi3Ld/DiQN6FtnOS3UOFdZLbwgpLXJ2T0TN8B9gEJAEXDAvlVKqN7AciABeBl4BooCVSqmODu6nqMmKciF5hZ5FtnP8PnyigJSs/MrlR76Qxh0g5j6I/0YXgrLRHX3CeXhgK35cf5APFibY1yfhNBIkC/dVWgQr3odmPaHVEGf35sKa9dKlso9uc3ZPRM0QaRhGsGEYQ4EjF3ntx0AxEGsYxgeGYXwAxAIGMN7B/RQ12f6lUFYMbey/CrgmyY71yOUNeA4CG57exGf7uuInh7Xmxh5hfLwkkWlrU+3vl6hyEiQL97VpKpw6pHclu/IsMkhREVGlDMPYX5nXKaVaAT2BmYZhHD7r+MPATGCIUqqxY3opary988C3jl4HbKe4pEzqB/jQplGQ/f3yqw3D3oIjm/XvGRsppXjr2g4MadeIl2ftYM72o/b3TVQpCZKFeyophJXj9eDacqCze3NxQY2hbgsJkoWr6Xn6fk0Fz60FFNC96rojagyLBfbNh6gh4OltV1OGYbAmKYs+LYPx8DBpwqTj9dDiUlj8GuRl2dyMl6cHn9zcle7N6/HYT1v+mvEW7kGCZOGeNn4DOUfdYxb5jLAYHSTLJg7hOpqevj9cwXNnHgutor6ImuTwRl1ApM1wu5tKycrn6MlC2/Ijn49ScOX7UJQDi1+1q6laPp58fWcPWgT7c9+0eDJyZG+Ku5AgWbif4nxY+T8I72d38vkqFdYLctP0RkMT7D56ikPZ+aa0JWos/9P3Ff3WLiz3mn9QSt2rlIpXSsVnZGQ4pHOiGts7B5QntBpsd1NxSZmASeuRz9awHfR+QC+5OLjBrqbq+vvw5e3dKSgp4525e0zqoHA0CZKF+4mfBHnpehbZnfxVVMS+wXZjajZ3Tl7PFR+t5PZJ6yUPp7DHmb+yfCt4zq/ca/7BMIwJhmH0MAyjR0hIiEM6J6qxhHnQoi/Uqmd3U3FJWTSu7UdEgwATOlZO/39DUBOYY98mPoDIkEDG9WvJL5sOsSHFtjzMompJkCzcS1EurPpQr0Nu0dfZvbFOw/bgHWDzuuT1yce57et1XPdFHNsOnWBUt1CSM/P4dXNFV8qFqJQzmS8qWlJx5jH5gAlzZadC+i5TcttbLAZrk7LoGxmMcsTSO98guOwtOLpVL/Oz08ODWtG0jh8v/bZDJjjcQKWCZElML1zGhomQn+l+s8gAnl7QrLtVQbJhGMQlZXLThDXc8NUa9hw7xfPD27Lq34MYP7ozHUJr8/GSfZTIYCtsc+ayRkXpBXqj08DZnixWiIqcqbLXxv4qewnpOWTlFdO3lZ35kS8kepRe2rf4dcjLtKspfx8vXh7Rnj3HciQtnBuo7EyyJKYXzld4ClZ/BK2G/p1Szd2ExcCxHXpG/AIMw2Dlvgxu+GoNt0xcR1JGHi9d1Z6Vzwzi3thIAny9UErxxNDWHDxewC8bD1XRFyCqE8MwEoF4YLRS6swmPk7//2hgiWEYx5zVP1FN7Z0LwVEQHGl3U6sTdbYIUzftlacUDB+v98MsfMXu5i6Lbkxs6xD+tyCB9FOFFz9AOE1lg2RJTC+cb/1XUJANA59zdk9sFxYDRhkc2VTh04ZhsHRvOqO+iOP2Ses5lF3AayOjWfnMQMZcGkEtH89/vH5gm4Z0CavLJ0sSKS6V2WShKaVuV0q9qJR6EQgB6pz5t1Lq9nIv/xd6TfJKpdRjSqnHgJXo3w9PVm3PRbVXeApSVplSQAR0KerwYH9C69Yypb3zCmkNfR6CLd/BAftSeSqleG1kNEWlFt6WTXwurVJBsiSmF05XeBLiPtHlS0PdOG1rsx76vtySC8MwWLQrjas/W83d32wg/VQRb13bgWVPD+DOvuH4eXtW0Bh/zSYfPlHAjPiDju69cB9jgDdO3xoCdc/695izX2gYRhwwAEgB3jz9mkT0RMfWKuuxcA2WMsemqUxaApYSPZbbqbTMwrr9x+0vRV1ZsU9D7VC9ia+s1K6mIhoEcF//lvy6+TDr9kvuZFdl9sY9SUwvHGPN5zpQdudZZNA7uUPa/pVOyGIxmLfjGFd+vIqxU+M5kV/Cf6/ryNKnBnBrTAt8vSoOjs/WL6oBPVrU47OliRSW2Lf7WlQPhmEMMAxDnec2oILXrzEMY7BhGIGGYQQZhnGZYRgVX+4Q1Vd2CnzURRfQcJSEeeBX9+9sP3bYdvgkOUWljl1qcTbfQLjsP3BsO+z8P7ube3BAK0Lr1uLlWTtlX4mLMjtIlsT0wnz5x2Ht59BuBDTp7Oze2K9ZT4xD6/lj6yGGf7yS+7/bSEFJGe+P7sziJ/tzY8/m+HhV/kfzzGzy0ZOFTN8gs8lCCBvkZcK0UXDyAKz9Uo+7ZrOUQcJ8iBqmNzLbacnudDw9FLFRVTSTDND+aggIgcRFdjdVy8eTV0a0Z29aDt/GpdjfN2E6s4NkSUwvzLfmMyg6BQPcfBYZKLMYbKY1qiCbD36aQ0mZhQ9v7MLCx2O5vnszvD1t+5HsExlMTER9mU0WQlivKBe+Hw2nDsOIj6G0ADZMMv88B9dDwXFTsloALNqdRvcW9ajr72NKe5WilM50kbzClGUpQ9s3YmCbED5YmECabOJzOWYHyZKYXpgrLwvWfQnR10KjaGf3xmalZRZ+2XiIof9bzlNr9Y/C//oUseDx/lzTNRQvG4PjM5RSPD60Nek5RXwnaYWEEJVVWgwz7tB5gEdPge536pne9V9BiclBW8Jc8PAypcreoex89hzLYUi7hiZ0zEoRsZBzFLIS7W5KKcWrI6MpsRi89eduEzonzGR2kCyJ6YW54j6G4jzo/6yze2KTkjILMzYcZND45Tw5cyu+3p48fcuVGLXq0dnYi6eHecnve7cM5pJWwXy5PIn8Yvs2lQghagCLBWY/DEmLYcSHf8/w9nkY8jJg23Rzz7d3HrS4BPzq2N3Ukj3pAAxu18jutqwWEavvk5eb0lyL4AAe6B/J7K1H/iqxLVyD2UGyJKYX5snNgPUToOP10LCts3tjlaLSMr5fl8qA95bxzC/bqFPLm4l39GDOo5dyecdQVLNe+tKjyZ4Y2prM3GKmrZHZZCHERSx6WQfCg16Ebnf8/XhELDTupJe6WUzaUHZ8P2TuNXGpRToRDQKIDAk0pT2r1IuAOmF6yYVJHhgQSVh9vYlP0nm6DlODZElML0y1+kMoLYT+/3Z2TyqtsKSMqWtSGPDeMl74dQchQb58c3dPZj98CUPbN/q7bGpYL/0Lw+TNMd1b1Kd/6xC+XJ5EbpHMJgshziPuE33rOQ76PfXP55SCvo/qMSpxoTnn23u6yp4Jpahzi0pZm5TF4LZOWGoBp9cl94fklab9EeHn7cmrI6JJTM/lm9XJprQp7FfZstSSmF5UrZxjsOFr6HQTNIiy6lDDkTk+z6OguIzJq5KJfXcpL8/aSWjdWkwb04tfH+zLwDYN/w6OzziT/uiw+RdWHh/amuz8EtktLYSo2NbpsOBFaH8NXPFfHfSVF32Nzgkc94k550yYq9Nf1o+wu6lV+zIoLrM4Z6nFGRGxehNi2g7TmhzcrhFD2jXko8X7OHqywLR2he0qO5MsielF1SkrgT+f1Pf9n7bq0LRThQx4fxmTVlXdX+J5RaVc9clKXv9jFy1DAvhhXAwz7+9Dv6iQc4PjM0K7gfI8p6iIGbqE1WVw24ZMWLGfnMIS09sXQrixxEUw60EI7wejJoDHeXKxe3pD7wcgZSUc2WzfOQtPQmqcKbPIoJda1Pbzokd4PVPas0lEP31v4pILgFdGRFNmMXhTNvG5hMpW3JPE9KJqlBbDzLtgzx8w7E2o37LShxqGwbO/bCM1K5935u5m15FTjuvnWd6Zu4f9mXlMvKMHP93bh76RDc4fHJ/hEwCNOzgkSAY9m3yyoIRvVqc4pH0hhBs6vBGm3wEh7eCm78GrokRUZ+l2B/gEQdyn9p03cRFYSk1Zj1xmMViyJ50BbRranDLTFLWbQnCU6UFyWH1/HhrYij+3HWXVPtnE52xO/IQJUU5pEcy8UwfIl/8X+jxo1eEz4g+ydG8Gjw6Ook4tH56YscXhGyBW7ctk2tpUxlwSwdD2Vl76C4uBQxvtLm9akQ6hdRjWvhETV+7nZL7MJgtR42Um6lzIAQ3gtp8rl2HCr45OCbfzVzhhR6GivfPAPxia9bz4ay9iy8FsjucVM8Ta8dYRImIhdbW+6mmie2Nb0iLYn5dn7aCoVPLeO5MEycI1lBTC9Nth7xwY/j70vt+qww9l5/PGH7vp3bI+jw2O4u1RHdlzLIdPluxzUIfhVGEJz/y8lciQAJ66rI31DYTFQEkepO80v3PAY0Nak1NYyqRV+x3SvhDCTeQcg++uBRTc/isENa78sb0f0GuW131p27nLSmHfAoi67PxLO6ywaHc6Xh6K/q1doJ5CRCwU58KRLaY26+ftyasjo9mfmVelSwfFuSRIFs5XUgDTb4V98+GqD6DXOKsOt1gMnvl5G4Zh8N71nfHwUAxt34jrujXj82VJbD14wiHdfuP3XRw7Vcj4G7rg523D4B/WS987IBUcQPumtRnesTGTV6eQnVfskHMIIVxc4Un47npdmOnWmRAcad3xdZrpYk4bp0CBDWPpwbVQeALamLMeefHuNHqG16dOLW9T2rNL+Jl1yebkSz7bwDYNuSy6EZ8sTuTwCdnE5ywSJAvnKs6HH2+GxMUw8hPocY/VTXy3LpW4pCxevKo9YfX/rnr+8oj2NAzy5cmZW00v1bx4dxozNx7igQGRdAmra1sjdcIgqInDgmTQs8l5xaVMXCmzyULUOCWF8NOtkLEbbpymNwzbos/DesZ007fWH7t3Lnj6QOQg2859loPH80lIy2WwM6rsVSQgGBp1NH1d8hkvXdUeA4M3ft/lkPbFxUmQLJynOA9+vBH2L4NrPv9nMvtKSsnM4+05e+jfOoSbeob947k6tbz573WdSEzPZfyCvSZ1GrLzinn2/7bTtnEQjw62Lj3dPyil1+g5aPMeQOtGQYzo1JQpcSlk5RY57DxCCBdjKYP/G6ezU1zzhX2loJt20UsL1n6pN1dbI2EehF8KvkG2n/+0RbvTABjizNRv5UXE6jHc7BLeQLN6/jwyKIp5O4+xbG+66e2Li5MgWThHUa7eRJKyCq79CrrcYnUTZRaDp2ZuxdtT8d/rOlWYUSK2dQi3xjTn61XJbEgxp3DHK7N3kp1XzPgbOuPrZecau7AYOJEKp46a0reKPDo4isKSMiaskNlkIWoEw4C5z8Du2TDsLeh0g/1t9nkEco7oTXyVlZkIWYnQ2pwqe4t3pxMZEkB4gwBT2jNFRKwuenXIMVcEx/aLIKJBAK/O3imb+JxAgmRR9Ypy4Lvr4MBaGDUROt9oUzOTVu0nPjWbV0dG07iO33lf9/zwdjSrV4unZm4lv9i+TBJzth9l9tYj/GtwFNFNK7E7/GLO5Nrcv9T+ts6jVcNArukSyrdrUsjIkdlkIaq9TVN1Maa+j0Dfh81ps9UQXQwk7hMdhFdGwlx9b8J65JzCEtYlZ7nWLDJAi75g+WqQAAAgAElEQVQ6572Dllz4enny2shoUrLyeeC7TSRn5jnkPKJiEiSLqlV4EqaNgsPxcP1k6Hi9Tc3sS8vh/QUJDGvfiGu7hl7wtQG+Xrx3fWcOHM/nnbl7bDofQEZOES/+toNOzerwwAArN7+cT+NOENgYEuab0955PDI4ipIygy+XJzn0PEIIJ7OUwcrxENoDhrxuXrseHnptctr2ym9U2zsPGkZD3eZ2n35FQiYlZYZzq+xVxK+2XuvtoCAZ9BXRF69sx7r9WQz933Jenb2T47IZu0pIkCyqTsEJmHYtHNkEo6fosqc2KC2z8OTMrQT4ePLWtR0vXrgD6N0ymLv7RjB1TSqrE61P0G4YBi/8up3colLGj+6Ml1lJ7JWCqKGQtNT0XJtni2gQwKiuoXy3NpW0U+avnRNCuIjdv+slXJf8Swe2Zup0AwQ0rFyp6oJsOLDG1KwW9fy96dbcxo3SjhQRqwu1FOU47BRj+7Vk2dMDubFnGFPXpND/3aV8sSzJ9E3p4p8kSBZVI/84TL0ajm6DG6ZBuxE2N/XFsiS2HTrJW9d2JCToIhWjzvLM5W1oGRLAMz9v45SV5Zp/23KYBbvSeGpYa6Ia2b8B5R+ihkHRSYdmuQB4ZFAUZRaDz5cmOvQ8QggnMQyI+xjqRUDbK81v38sXYu7VFfTSLpJxYd8iMMpMWY9cWmZh6d50BrZpaN4EhZkiYnVFwQNrHXqakCBf3rq2I/Mfi6VXRH3+O28Pg8cv57fNh7FYKrkERljFBT9totrJPw5TR0L6Ll0Kte1wm5vaeeQkHy3ex4jOTRnesYlVx/p5ezJ+dGeOnizgzT8qn1Ln2MlCXp61kx4t6jHm0sqXya60lgPAw1vniXag5sH+jO7RjB/XH+SI5N0Uovo5sFbPaPZ5yJTCHRXqMQa8/WHNZxd+XcJcCAiB0O52n3LTgRNk55e43lKLM8JidJo7B+RLrkhUoyAm3dWTH8bFUC/Am8emb2HkZ6uIS5Iy1maTIFk4Vl4mfDsCMhLg5h+h9WU2N1VUWsaTM7ZSL8CH10dG29RG1+b1uL9/JDPiD7FkT9pFX28YBv/+ZRulZQbvj+6Mp8fFl3ZYza82tOgD+xaa33Y5Dw1shYHBZzKbLET1s+ZTqFXPpmxBleZfH7rcCtum60p+FSkr0TPJrS8zZcnH4t1peHsqYls3sLsth/CupQNlB65LrkjfyAbMfuhSPrixM8dzi7ll4jrGfruBxHTHLfuoaSRIFo5TeEoHyFmJcMt0vTvaDh8v3seeYzm8M6oj9QJ8bG7nX0OiaNs4iH//sp0T+Rfe/PDThoMsT8jg2SvaOjbtUNQwPdN+4qDjzoHOu3lTz+bMiD/IvB1H5RKdENVFZiLs+RN6jgUfB6dI6/OgXl6w7quKn0+N00vITEr9tmh3GjERwQT5uUCVvfOJiNXLCfPNSTVaWR4eimu7NmPJUwP49+VtWbf/OJd9uJIXft0u2YxMIEGycJz5z0HGHrj5J4gcaFdTmw9k88WyJEZ3b2b3JTdfL0/eH92Z7LxiXpm987yvO3g8nzf/2EXfyGBu793CrnNeVNTpGfZ9Cxx7HuCRQa0Iq+/P/d9tYvjHK/lzmwTLQri9tZ+Bpzf0HOf4c9VvqfeVxE/WOe/LS5gHnr52j/ugC0YlZeS5TpW984mIBQxIXe2U0/t5e/LAgEiWPT2A23u3YPqGgwx4bymfLN5HQbFs7rOVBMnCMRLmw+bv4JLH7B4oC0vKeHLmVhrX9uOlEe1N6V6H0Do8MiiKWVuOMHf7uYU8LBaDp3/eilKKd6/vhIcjllmcrUEU1G1RJUsuGtb2Y8FjsXxwY2eKyyw89MMmLvtwBbO2HKZMgmUh3E9eJmz5ATrdCEFVtG637yNQeAK2fP/Pxw1Dl6KOiDVlRtslq+xVpGk38A6A/VWzLvl8ggN9eXVkNAsej+XSqAaMX5jA0A+Wc7LAcdmTqjMJkoX58o/D7Ed0fswBz9rd3Hvz97I/I493r+9MbRMvtz04MJKOoXV44bcdZJYr2Tx1TQpr9x/npava0ayev2nnPC+l9JKL5OUOKW9anpenB9d2bcbCx/vz8c1dUQr+9dMWhn6wnP/bdIjSMovD+yCEMMmGSbrqWx+TCodURlgvvQ53zWc6N/MZmQmQnWxi6rd0WjcKJKx+FYzD9vDy0XtLqnhd8vm0DAnkq9t78M3dPTmUXcCP6w84u0tuSYJkYb45T0N+Flz7pU4ZZId1+7OYvDqZ23o359IoczdteHt6MP6GzuQWlvLCr9sxTleR2p+Ryzvz9jCwTQg39Agz9ZwX1PoyKMmH1FVVdkpPD8XIzk2Z969Yvri1Gz6eHjwxYyuD/7ecGfEHKZFgWQjXVlIA6yfoP7Ibtq3ac/d9ROdk3v3734/tPV1lr7X9QfLJghI2pBx33awW5UXEQube829odIKBbRrSNzKYKatTKC6V8dxaEiQLc+38DXb8DP3/DU062dVUXlEpT/28lbB6/jx3RTuTOvhPrRsF8eSw1szfmcasLUcosxg8NXMrvl6evHNdp0oVKjFN+KXg5VclSy7K8/BQXNGxCXMe7ceE27sT5OfFMz9vY+D7y/hx/QEZXIVwVdumQ36mDlirWpvhOidz3Md/l6pOmAeNO0KdZnY3vzwhg1KL4fpLLc6I6K/vk1c6tx/ljIttybFThfyx7Yizu+J2JEgW5snNgD+fgCZd4NLH7W7u7bm7OZRdwPujOxPg62VCBys2tl9Lureox8uzdvCfObvZdOAEr42MplFtP4eds0LetfRMRML8v3/hVDEPD8Ww6Mb8/vClTL6rB8GBvjz3f9sZ8N5Spq1JkepOQrgSiwXiPoUmnSG8X9Wf38NT52Q+vFHnaM4/DgfXmZbVYvHuNIIDfOgS5oJV9irSuCP41a2yfMmVNaB1CFENA5mwYv9fV0xF5UiQLMxhGPDHY3qn87Vf6l3Wdli2N53v1h5gzCUR9Iqob1InK+bpoXh/tN7ENmlVMpdHN+bqLk0des7zihqm1/NlJTnn/KcppRjUthG/PdiXqff0okndWrw0ayf931vKjHjHpqkTQlTSvvmQtQ/6PKL3NThDl1uhVn2do3nfAjAspqxHLimzsHRPOgPbNnRMfnpH8PDUVwRdZF3yGUopxvVryZ5jOaxOzHJ2d9yKBMnCHNtmwJ4/YNCL0NC+pRFrkrJ44LtNtGkUxFOXtTGpgxcW0SCAN67uQHTT2rx5bYeqXWZxtqih+r4KUsFVhlKK2NYh/Hx/H34YG0NYPX+e+Xkbny+TYiRCOF3cp1C7GURf47w++PhDzzE6R/O6ryCwMTTpanez8SnZnCosZYirp34rL6K/XqedneLsnvzD1V2b0iDQlwkr9zu7K25FgmRhv1NHYO7TENZbX3qzw+rETO6esp5m9Wrx3dgY/LwdVFq1AqN7hPHno/1oEGjfZkO71AuHBm0cXqLaWkop+rZqwE/39mZk56a8O28vnyze5+xuCVFzHd6oN/n2fsDuK3d263Wv7sORTaZW2fPx9KBfVIgJHaxCEbH63sXWJft6eXL3JeGsSMhgz7FTzu6O25AgWdjHMHS6t7ISuOZzfbnJRisSMrhnygbCgwP48d7ehAQ5MVh1ptbDIGV1xUn6nczL04MPbuzCqK6hjF+YwAcLE2SNmxDOEPcp+NaGbnc4uycU+gazq+GVABxrYn8BEYDFe9LpHRns0P0oDhHSBgIautySC4BbY5pTy9uTr1cmO7srbkOCZGGfTVMhcREMeQ2CI21uZumedMZOjadlSCA/jOvt3NlcZ4saBpYSl9v8cYanh+K90Z0Z3b0ZHy3ex/gFEigLUaWyU2HXLOh+J/jVdlo3LBaDXzcfYtD7y7gneRATLCO4eYk/6Tn25XpPysglOTPP/ZZagF4bHhGrx28XGxfr+vtwQ49mzNpymLRTjs/HXx1IkCxsl50K85/XA0LPsTY3s2hXGvdN20jrRoH8OC6G+gE+JnbSDTXvAz5BOsuFi/L0UPz3uk7c1DOMT5cm8t95eyVQFqKqrPtSB2Mx9zutC3FJmYz8bBWPT99KcKAvH4y7kl7jPuVYrsFdkzeQU2h7hbfFp6vsDWrrhkEy6N+JuWm6sIqLuefSCMosBlPiUpzdFbcgQbKwjcUCsx4CFFz9mc1r0ObvPMYD32+kXZMgvh/Tm7r+NTxABr22L3KgzpfswoGnh4fiP9d25NaY5ny5PIn/zNktgbIQjlZwQl/B63CdKbmIrbUvLYcxUzZwy8R1ZOeV8OGNXZj10CX0iQymS1hdvritGwlpOdw3bSNFpbaljFy0O512TWpXTbVTR/hrXbLrLbloERzA5R0a8/3aVPKKSp3dHZcnQbKwzYaJkLISLv8P1G1uUxNzth/loe830SG0DtPGxlDH38mbT1xJ1DDIOQJpO53dkwvy8FC8eU0H7uzTgokrk3n9j10SKAvhSBunQHFu1ZagBtJzCnn+1+1c9uEK1icf59kr2rL4yf5c0zUUj7NStA1o05B3r+9EXFIWT8zYisVi3XhwIr+YjanZ7rnU4ox64VCnucsumRvbryWnCkslnWcluNmKeOESMhNh4Ss6kOt6u01N/L71CI9N30KXsLpMubsnQX4SIP/DX6ng5kPjDs7ty0UopXh1ZDSeHh5MXp1MaZnBayOj//GLUwhhgtJivdQior/dFU0rK7+4lK9XJvPl8iSKSy3c0SecRwdHXXBZ3KhuzcjMLeI/c/YQEujLKyPaVzqt5rK9GZRZDPcpRV0RpaBlLOz+Q191NSHbh5m6Na9Hjxb1mLQqmdt7t8DL07X650rkOyOsYymD3x4AL18Y8bFNCexnbTnMv37aTPfm9fj2nl4SIFckqLGuouWEEtW2UErx0lXtuDe2JdPWpvLirB1WzyAJIS5ixy+QcxT6PurwU5VZDGbEH2Tg+8v438IEYqNCWPhEf14dGV2pfSP3xkYy9tIIpsSl8PmyyhdHWrQ7jZAgXzqF1rGn+84X0R8KT0Dadmf3pELjYltyKLuA+TvTnN0VlyYzycI6cZ/AofUwaiLUbmL14b9sPMTTP28lJiKYSXf1wN9HPoLnFTUMVo7XpV79HVt10AxKKZ67oi2eHoovliVRVmbw9qiOMqMshBkMQ1e1C2kHrQY79FQrEjL4z5zd7DmWQ5ewunx2Szd6hFs/Bj0/vB2ZuUW8N38vIYG+3NAz7IKvLymzsDwhg+Edmrj/uHGmTHjyCj3h4WKGtGtEeLA/E1YkMbxjY+cV0HJxMpMsKi99Nyx9C9qN+H/27jq+yasL4Pjv1oW2UIO2WIG2UNxlDBkDtgFzF+bu7sz37p2+c2NuMIEJgzHc3aVUgCKlVCiUCtXc94+nRUolSZMmac/388knW/LIpaEPJ/c59xzofpnFu/+8Zh+P/LqJIR1D+fKG/hIg1yVmrNHided8R4/EbEopHhsbx31ndWLq2n08+utmymVGWYj627UAMrbCkHvs1oK6uKyc279by8QvV1NQUsYHV/dm+l1DrAqQwViz8PqlPTkzJpQnp285XrWiJmt255BXVMYoV85HrhQYAaGxTrl4D4wKRTef2YFN+3NZk3rY0cNxWhIkC/OUl8L028E7AMa9Y/FF+sdVe3nst80M7RTK5Ov74evVcJ30XFZUH/ALcZmUi0pKKR4aE8eDZ8fy2/r9PPzzRsrKTY4elhCubfn70KylVRMU5jCZNA/9vInZ2zJ4dGwccx8azvgekfWeYfTycOOTa/vSNTKQu39cz7o9OTVuOychAy8PN4bGhNbrnE4jehjsWW78++mELu3TmhZ+nnwuraprJEGyMM+StyF9E4z/HzSzrE3odyv38NT0LYyMC+Pzif0atNW0S3Nzh05nQ8ocIxfcxdx/dgyPjInl940HePDnTRIoC2Gtg1uNO0oDbjPWg9iY1poX/trG35vTefq8Ltw9shPeHra7Tvt7e/DlDf1pFejDTV+vJTkjr9oxzEvI5IyOIY3nLmP0MKMSSdp6R4+kWr5e7lw3qB1zEzLYmeV8HV6dgQTJom4HNsLi140ZjPjzLdr162W7efb3rZzdJZxPrusrAbKlYsZA4SE4sMHRI7HKPWfF8Pg5nflr0wHum7KBUgmUhbDcig/B0w/63WSXw3+0cCffrNjDrWdGc+uwDnY5R2gzb767eSBeHm5M/HI16bnHTnk/JTOfvTmFrl3VoqqT85Kd1HWD2+Pp7sYXS6VVdXUkSBY1y8uA2U/DV+eCXyic+7pFu09esovn/9rOmPiWfHRNX5vOTDQZHc8C5QbJ/zp6JFa7c0RHnj6vCzO3HOT1f3Y4ejhCuJaj6bDlF6Pcph0W8E5ds5c3ZidyUe8onjy3i82Pf7I2wX58fWN/8orKmPjFao4Ulhx/b25CJkDjyEeu5BcMrbo7bb1kgLAAby7pE8Vv6/ZzKL/Y0cNxOhIki9MdPQCzHod3e8DKj6DL+XDTLIsu0J8u2snLfydwbrdWfHhNH7w85K+aVfyCofUAp25RbY5bh3XgmoFtmbx0N2tSa85JFEJUsfpT0OUw6E6bH3ru9gyenLaFYbFhvH5pjwapKNE1MojPJvZlz6FCbvlmLUWlRirZvIQMukUFEhHka/cxNKjo4bBvNZQeq3tbB7l5aAeKy0x8t3KPo4fidCRyEScc2Qd/Pwzv9oQ1k6H7pXDPWrj4Uwg2/xbchwtS+M+sHYzvEcF7V/XGUwqV10/MaEjfaMzsu7CnzutC6xa+PPLLJgpLpB2qEHUqzoO1XxoVhYKjbXrodXtyuPvH9XSPCuLja/o06HV6SMdQ3rmiF+v2HuaeHzeQmVfE+r2HGdW5EaVaVIoeBuXFRqDspDqFN2NU53C+XbHn+JcWYZDoRcDhPfDX/fBeb1j3DfS6Gu5dBxd8CCEdLTrUe/OSeWN2Ihf2iuR/V/SSANkWYsYYzylzHTuOevL39uCNS3uyN6eQ12ZJ2oUQddrwPRTl2rx5SHJGHjd9vZbI5r58eUN//L0bfqHcuB4RvHB+V+YmZHD156swaaN2b6PTdjAod6fOSwbjbl9OQQnT1qc5eihORSKYpixnF/xxN7zfBzb+CH2vh/s2wIR3jd7zFtBa8/acJN6ek8TFfaJ46/Je0urSVlp1h4AIo0W1ixvUIYQbh0Tz7Yo9LEvJdvRwhHBexXmw4iNoMwha97PZYQ8cOcbEL1fj5eHGtzcNIKSZ7atlmGvi4PbcM7ITKZn5tAz0pltUoMPGYjc+gRDV1+mD5IHRwXSPCmLykl1Gt1STCea/bHR5tIDWmn+2HuSBKRvIbgQ5zo2kzoqwSHay0clt88/g7gn9b4Ez7ofASKsOp7XmzX8T+XDBTi7v15r/XNwDd1fvluRMlDJSLrb9btTbdHftNt6PnRPHwqRMHvt1M7MeOJNAaUsuxKnKSmDqdXA0DS780GaHPVJYwvVfria/qIyptw+mTbCfzY5trYfHxOLj6UZEkG/j7foWPQyWvmN88fEOcPRoqqWU4tZhHbjvpw3MS8hg9L53jTVJnn7GupjmtXdLBNiw9zCvzkw43pzETSnevqKXvYduVzLV15Rk7oDfboEPBxgB16A74f5NcO5/6xUgv/bPDj5csJOrBrTlNQmQ7SNmDBQfhb0rHT2SevPxdOety3qSnnuMl2dst+u5TNLtT7gakwn+uMvosHf+e0aAZQPHSsq5+Zu17DlUyGcT+xEf6Ryztkop7jkrhkv6tnb0UOwnepix+HLPCkePpFbndWtFVHNfMv553QiQe1xhtEOf/VSt++3LKeSeH9dz0UfL2Z1dwCsXdeOO4R2ZtiGNVbsONdDo7UOC5KYi8R/4eDDsmGnktz2wBca+AgGtrD6k1pqX/07g00W7uG5QO165sFuDrI5ukjqMADdPly4Fd7LebVtwx/CO/Lx2P/N32GdBYuLBPIa8Np+HpOOfcBVaw7/PGCXfRk2C3tfa5LBl5Sbu/Wk96/ce5t0rezG4Y4hNjivM1GYAuHs7dSk4AA93N17psIVr877gcPR4uPATGPYIJPxZ7ZqYI4UlvDxjO6PeWsTchAzuO6sTCx8dyTUD23H/qBiimvsy6Y9tLl0fX4LkpqAwB/68F8LjjeB49AsWd82ryujQtJ0vlu7mhiHtefGCrhIg25N3ALQb4nItqmtz/9kxdG4VwOO/bTmlXqotJKQf5arPV1JQUsa09WncP3WjS1+oRROx/D1Y+SEMvAOGPmSTQ2qteWr6FuYmZPLiBd04t3uETY4rLODpawTKTh4kkzyH4QkvsJLuPO9+L7i5wZB7IbgjzHwMyowc4+KyciYv2cXwNxbyxbLdXNg7koWPjOShMXE0q1gE6uvlzqQJ8SRm5PHtCtctLSdBclPw98Nw7DBc9An4138GwWTSPPvHVr5ensotQ6N5bkJ8480lcyaxYyErAY7sdfRIbMLbw503L+vJ4YISnvtzm82OuzUtl6s+X4m3hxt/3TOUp8/rwt+b07nvpw2UlEmgLJzUpikwZxJ0vRjG/sdYi2ADb/2bxM9r93PfWZ24blA7mxxTWCF6OBzcYkxaOaP9a+HniaiWXVnW93/8te0Q+3IKjTbo570OOTvRy99nxuYDjH57MS//nUCP1kHMvO9MXr+0J62CfE475Jj4loyIC+OdOUlkHC1ywB+q/iRIbuy2ToNt02DE40aVhHoymTRP/76V71fu5fbhHXh6XBcJkBtKZSm4RpJyAdAtKoh7z4rhj40HmLUlvd7H27z/CFd/vhJ/Lw+m3jaY9qH+3DqsA5PGxzNr60Hu/nG9BMrC+STPMSoNRQ83JjPcbPNP8zfLU/lgQQpXDWjDg6NjbXJMYaXK3PLUJY4dR3Wyk+GHy6BZOFz7G1cP64qbUny5rKJVdaezyWl3DiXzX+e1n/7Fz8udb24awHc3D6RLRM257UopXji/KyXlJl6dmdBAfxjbkiC5McvLMGaRI/vAGQ/W+3DlJs0T0zbz0+q93D2yI0+c01kC5IYU0skozdeIUi4A7hrZke5RQTz9+9Z6lQzauO8I10xeRaCvJ1NuG0TbkBMr928aGs2LF3RlzvYM7vx+HcVlUjBfOImKGTzC4+GK742ZOxuYsfkAz/+1jdHxLXnpgm5yrXa0qD7g6e98peCOpsN3F4ObO1w7DZqFExHky/k9I5m6Zh+b9h3hju/WMS5xHCZgSts/+Pu+Mxkea17KZrsQf+4Y3pE/Nh5gxU7XW8QnQXJjpTXMeABKCoyZCff6VfsrN2ke/XWTcdtuVAyPjImTi25DUwpixsKuRU7d4tRSnu5uvHV5T/KLynh6+ha0trwixbo9h7lu8ipa+HnVWNpq4uD2vHJRN+btyOT279ZJZylhvoJDMONB4wuqFX8/a1RlBg+f+lecMJk0v6zdx0NTN9GvXQvev6q31Kx3Bu6exrqSnfOh3Ek6jh47At9fAsdy4JpfTmkedsuZHSgsKeeCD5exODmLq0YPxn3k47TOmI97imUTNXeN6EjrFr5M+mOry60Nkd+cxmrTFEicaayQDour16HKyk089PNGpq1P46HRsTw0OlYCZEeJGQNlxyB1maNHYlOxLQN4eEwss7dl8MfGAxbtuyY1h4lfrCKkmRdTbx9EVHPfGre9ZmA7/ntJdxYlZXHrt2slUBZ1KymAHy832kP/cCl8dyGkb67/cauZwauv5SnZTPhgKY/+upmuUYFMntgfH0/3+o9V2Eavq4wmXjPut+2XLWuUFsGUqyE7ybiDEdn7lLfjIwO5ZWg01w1qx8JHR3DfqBi8zrgXQmJg1mPG/mby8XTn+QldSc7M56vKFA4XIUFyY5S7H2Y9brTDHHRnvQ61bk8O132xmj82HuDRsXHcNyrGRoMUVml/Bnj4Nqq85Eq3nNmBvu1aMOmPrRzMNe8CvHLXIa7/cjUtg3yYevtgIoJqDpArXdG/La9f0oOlKdnc9PUajpVIoCxqUF4Kv9wAB9bDpV/BOf+F9E3w6TD4/S7ItbKFby0zeNYw2kyv4erJqzhSWMq7V/bitzuGEOQnjXqcSrdLYNhjRrvx+S85bhymcph2C+xZZtxp7jiy2s2eGR/PSxd2IzygYlGehxec9wYc3g3L3rXolGfHt+TsLuH8b24y6bmucydUguTGRmuj3JupFC78yJilsMKqXYe4ZvJKLvl4BYkZebx6UXfuHtnJxoMVFvP0hQ7DjRbVjp6JsDF3N8Wbl/WkpNzE479trjPtYnlKNjd8tZrI5r5MuW0QLQNPX11dk8v6teHty3uyctchbvhqNQXFTnL7UzgPreHP+4wvpOPehm4Xw6A74L6NRlmsLb/A+31h3ktGJzVz1TGDZ4nMvCKenLaFsf9bzJrUHJ48tzPzHh7OBb2ipCSnsxr5FPS53uh6u+rThj+/1jDzEUj4C855Dbpfatn+HUdC14tg6duQY9ms8HMTulJu0rzyt+ss4pMgubFZ95WR8zT6RQjuYNGuWmuWp2RzxacruOKzlSQezOfp87qw9PGRXD2wrZ0GLCwWMxoOp8KhFEePxOaiQ/154pzOLErKYuqafTVutzgpixu/XkO7YH+m3DboxEyHBS7q3Zp3rujF2j2HueGr1eRLoCxONvd52PQjjHgK+t144nXf5jDmJbhnLXQZD0vehPd6w5rJdeeamjmDV5fCkjLenZvMiDcW8svafUwc3J5Fj47k9uEdJb3C2SllfOmKG2fc8d06rWHPv+h1I3XojAesv9M89lVQ7vDPkxbt1ibYj7tGdGLG5nSWpWRbd+4GJkFyY5KzG2Y/Y3Rn63ez2btprVmclMVln6zg6smrSD1UwHMT4ln6+EhuHdYBP6/6LfoTNlZZCi5ptmPHYScTB7dncIcQXpqx3ajTWcXCxExu+XYt0aH+/HjrQEKbWV8N4IJeUbx3ZW/W7z3CxC9WkVdUWp+hi8ZixUew7H/Q73Igj0AAACAASURBVCYY/lj127RoB5dMhlsXQGicUUno48GQOKv6uzz1ncHDWEA9dc1eRryxkHfmJjE8Now5Dw3n+fO7EuzvZfHxhIO4e8ClX0DbQTD9dmMxdkNY+yUsfBV6Xg1nP2/9cQIjYcQTkDTL+PtugduHd6BdiB/P/rHVJcpxSpDcWJhMRp1NN3c4/wOz6mxqrVmwI5OLPlrOxC9Xk3bkGC9d0JVFj47kxjOiZUbCWTVvC2FdGmVeMoCbm+L1S3sA8NivmzGZTgQc8xIyuO3bdcSEN+OnWwcRUo8AudK4HhF8eHVvNu/P5dovVpN7TALlJm3LrzD7SegyAc57s+6mHlF94IYZcOVPRiD805XwzQQ4sOHU7eo5g7coKYtx7y3h8d+2ENXCl1/vGMzH1/YlOtTf4mMJJ+DpC1f9ZHSzm3KNketuTwkzjC9yMWPg/Pfq36xm0J0Q1tmYDbeg2pKPpzvPn9+VXVkFfLHU+RfxSZDcWKz6xLiFd85/oHmbWjfVWjNnewbnf7CMG79eQ1ZeMa9e1J2Fj47gusHtJTh2BTGjYc9yy3IhXUibYD+eHR/Pil2H+HZFKgD/bjvIHd+vo3NEAD/eMogWNpw5O6dbBB9d04ftB3K5dvIqm7fJFi5i53yYfge0OwMunmz+mg6loPN5cNcKGPcWZCbAZyPgt1uNDpn1mMHbfuAo132xiuu/XE1hSTkfXt2HaXcOoV/7YEv/dMLZ+LaoKP0XBN9fanGOr9lSl8GvN0FUX7jsa6McXX25expfIo/sgaXvWLTryLhwxsS35L15yRw44tyL+JQ1NUntrV+/fnrt2rWOHobryE6GT4YaaRZXTanxG6LJpJm97SDvzU8hIf0obYP9uGdkJy7qE4Wn1NF0LalL4etxxsKfLhMcPRq70Fpz49drWLnrEI+MieO1WTvoFhXENzcNIMjXPqv25yVkcOf364lp2Yzvbx5oVSCulFqnte5nh+E5rUZxzT6wAb4eD83bwY0zjdxjaxUdNVb/r/jAmF02lUKns+HKH80OUA7mFvHWv4n8un4/gT6e3DcqhmsHtcXbQyYxGp2sRPhyrBE03/QvNDOvUYdZUubBLzdCQEu4aTb42fjL1W+3wPY/jS+IFlRp2ZdTyOh3FjEyLpyPr+1r2zFZqLZrtgTJrq68zPjlOpQCd6+CgFanb2LSzNySzgfzU0jMyCM61J97Rnbigl6RUmTeVZWXwusdjJXxF30KgRGOHpFdHMwtYsw7izhaVEbfdi34+sb+BPjYt6zVwsRMbvtuHR1C/fnhloEWp3RIkOyCDu2EL8aApx/c/K/tfp9y04wZ5MIcI3/Zq+7UiPziMj5dtJPPl+zCZILrh7TjnpExUs6tsdu3Gr453+hrcMMM8A6o3/EytsGcSZAy11jEP/EPI1XP1o6mwwf9jfzqa36xKI3jg/nJvPlvEt/cNMDsDn72UNs1WyIkV7f8PUhba9ziqxIgl5Wb+H1DGmPeWcS9P22gzGTi3St7Mfeh4VzSt7UEyK7M3RPOfMiYUX63J8x81PqarU6sVZAP717Zm8v6tuabmwbYPUAGGBEXzhfX98PdTVHuhJMIwsbyMuD7i0Gb4Lpptv3CGRQFF3xo5J7WESCXlZv4fuUeRryxgPfnpzAmvhXzHh7O0+PiJUBuCtoMMFIhDm6BqddBmZUpX0fT4Y97jLvL+9fAmFfgrpX2CZDB+H0Z+SSkzDEamFng1mEdiA715/k/t1Fc5pz16mUm2ZVlbINPhxu5cJd9c/wbXFm5id83HuDDBSnszi4grmUA947qxLndInCX2pmNS85uo17lxh9BuUHva2Hog/a7IDYhJpO2qtaszCS7kKKjRtrSoRS4/i9o3fAfm9aa+TsyeXVmAjuzChjQPpinxnWhV5t6pHsI17Xhe2MRfrdL4eLPzVqED0BxvjFptvx9407jwNvhzIdtn15RnfJSo8FOcb5xR9vLz+xdFyVlcf2Xq3lkTCz3nOWYZmW1XbPtUttLKeUG3A/cDrQHsoCfgUla6wJ7nLPJKSsxFpj4BBk1F5WipMzE9A37+XDBTvbmFBIfEcgn1/ZlTHxLKSzfWAVHw/nvw7BHjcUT67+D9d9Cr6th6EPG+8IqTel3pkles8uKYeo1kLndWMvhgAB5y/5cXpm5nZW7cugQ6s9n1/VldHxLVH0rDwjX1ftayM+AeS9Cs5Yw9pXaUxjKy2DDd7DgVSjIhK4Xw6hJDXvtr1zE9/V5RpOUUc+avevw2DDO7daKDxakcEGvKNoEmx9gNwR7FcB9B7gPmA68BXSp+P/eSqmztdbOXxzP2S15Ew5uhit+oNi7Bb+u2sNHC3aSduQYPVoHMWl8P0Z1CZeLbVPRvC2Mf8eYOVj2Lqz7Bjb8AD2ugGGP1LvtrWj0mtY122Qy6tPuXgwXfmJUi2lA+w8X8ubsRH7feIBgfy9evKArVw1oKwuohWHoQ5CfCSs/NBbcnXH/6dtobZQBnTMJsnZAm0HGwtA2/Rt+vADtz4AeVxqz2T2vglDzO/Q+Oz6ehYlZvDRjO59NdK6bcDYPkpVSXYF7gWla60tOen038B5wJfCjrc/bpBzYAIvfpLzb5fxwpBsfv7GQ9NwierdtzssXdWNEbJgEx01VUGs47w3jIrv8PVj7FWyeYty6G/aIsShEiJM0uWu21vDPE7BtutGZtNdVDXbqo0WlfLRgJ18u240C7hrRkTtGdCSwAXLthQtRCsb+xwiU50wC//BT/56mb4J/nzG+5AV3gMu/M6ocOfrf/dEvGnnJsx6Fa6eZPZ7I5r7cNyqG//6zgwU7MhnZOdzOAzWfzXOSlVIvA08Dw7TWS0563Qc4BCzSWp9X2zFcNr+tIZQWYfp0GMfycji//E125nvSv30L7h8VyxmdQiQ4FqfKzzRy1NZMNgq+d73ISM1oGe/okTVarpaT3OSu2UveMm5lD7q77lvZNlJSZuLHVXt4d14yhwtLubhPFI+MiSOyua/dzy1cWFkx/HCZsUD76qkQ3gXmvQSbpxrl4kY8AX1vBA8n6ra48hP453G4/FuIv8Ds3UrKTJzz7mLKTZrZDwxr0H4NDVoCTik1Gzgb8NNaF1d5bxkQq7WutdaHpRfcvNwctn1fQ+vQRia4aC+xeau4vuRxStqfxX2jYhjUIViCY1G7gmxY8SGs/gxK8iH2XKOtrqjdiCctrpfrgkFyg1+zAVZ89Tiq8JClw60X7/ICeufMZHOLMUxvPwmtGia9YVFSFruzCxjSMYSnzutCt6igBjmvaAQqF5dmJwPauBMy6E5jgXZ9annbS3mZ0UinMNuiIBngwJFjzN52kNYtfK2uZBQ69AY69Rxq0T4NHSRvAcK11i2ree9n4DLAW2tdUuW924DbANq2bdt3z549Zp/zUMZ+PD8eUK9xu5IFAecTcfGrDIiWjkvCQoU5sPJjY6FHaaGjR+P87lplcUkwFwySG/yaDZDyUh/Cyw9aPW5rraA7T3IfZXZbknO6NsF+PDImjhFxkgonrJCXAVOugpBOcNYzzl+9aP86+OUGKM61eNdjpSZKy61fArFz8H/oPfZ6i/Zp6CB5J+CptT7tU1RKfQtcB7TQWh+p6RgudetOCCFO4oJBslyzhRBNVkM3EykEampR5XPSNkIIIRxPrtlCCFENewTJB4BQpVR1F90oILvqbTshhBAOI9dsIYSohj2C5DUVxz0lSbhipXQvQO7JCSGE85BrthBCVMMeQfJUQAMPVHn9VsAP+MEO5xRCCGEduWYLIUQ1bL68V2u9RSn1IXCPUmoaMJMT3ZsW0ZiK0gshhIuTa7YQQlTP5tUtAJRS7hizErcB7YFsjNmKSVrrfDP2zwIsqyfU8EIx/lzC9chn57pc4bNrV1ddYWfTRK7Z4Bp/f8Tp5HNzXa7w2dV4zbZLkNwUKKXWulKZJ3GCfHauSz47UR/y98c1yefmulz9s2uYdkNCCCGEEEK4EAmShRBCCCGEqEKCZOt95ugBCKvJZ+e65LMT9SF/f1yTfG6uy6U/O8lJFkIIIYQQogqZSRZCCCGEEKIKCZKFEEIIIYSoQoJkMymlJiqlNiiljimlMpRSk5VSZtVCVUpFKaWeVEotUkqlK6UKlFLblFJvKKVC7D32xk4p5aaUelAptUMpVaSU2qeUeksp5d8Q+wvr1ednr5SKVUq9qJRaqZTKUkrlKaU2KqWels9OgFy3nZVcs11XU7tmS06yGZRSDwJvc6L7VGvgIYzi+QO01gV17H8H8C7wN7AUyAMGADcA6RXHOGiv8Td2Sql3MbqDTQdmYXQLuxdYApyttTbZc39hvfr87JVSrwF3A38CK4FSYCRwObAZGKS1PmbXP4BwWnLddl5yzXZdTe6arbWWRy0PjG4xBcBqwP2k1ycAGnjKjGN0BVpV8/otFcd409F/Tld9VPxsTcBvVV6/t+Jne7U995eHQz+7fkBQNa+/XLH/PY7+M8rDMQ+5bjvvQ67ZrvtoitdsSbeo24WAH/C+1rq88kWt9V/ALuDaug6gtd6mq59xmFrx3M0WA22irgIU8L8qr38OFFL351Pf/YX16vWz11qv1VrnVvOW/F4JuW47L7lmu64md82WILlu/SueV1Tz3kqgs1KqmZXHbl3xnGHl/sL4fEwYM0bHaa2LgI2c+Pzstb+wnr1+9vJ7JeS67bzkmu26mtw1W4LkukVWPKdV814axreqyGreM8cLFc/fWLm/MH722Vrr4mreSwNClVJedtxfWM/mP3ullDswCSjDyEMVTZNct52XXLNdV5O7Zns4egANRSnVHHjAgl3e01rnYNyyA6juL0VRxbNfNe/VNZ6HgcuAz7TW8y3dXxznR/WfDZz6+ZTYaX9hPXv87P8HDMLIOU2sx9iEE5DrdqMk12zX1eSu2U0mSAaaA89ZsP33QA5Gng2AN1B11aVPxXMhFlBK3QK8gbFq+h5L9hWnKQTCa3jPnM+nvvsL69n0Z6+Uegnj9+kzrfV/6jk24Rzkut34yDXbdTW5a3aTSbfQWqdqrZUFj5SKXQ9UPEdVc9gojBWZB6p5r1pKqZswepn/C1yitS6tz59LcADjFo93Ne9FYdwaqu1bbX33F9az2c9eKfU88AzwFXCHzUYoHEqu242SXLNdV5O7ZjeZILke1lQ8D67mvYFAotY635wDKaVuxFgFOhe4sIa8HmGZNRh/jwec/KJSygfoBay18/7Cejb52SulnsOYbfwWuEVX1BQSTZpct52XXLNdV5O7ZkuQXLc/MG7X3VORYA6AUmoC0BH44eSNlVJtlVKdlVKeVV6/AZgMLAAuqFgNKupvKsasUNW8xVsxcqOOfz5KqY5Kqc7W7i9srr6fHUqpScDzwHfAjVqaCAiDXLedl1yzXVeTu2ZLxz0zVCzWeBNYCPyEcVvhYWAf0P/kGQml1EJgOBCttU6teO18jO40R4HHOD1HLl9r/btd/xCNmFLqfYy8punATIwOQPcBy4CzKn8JlVKpQDuttbJmf2F79fnslFJ3Ax8Ae4FnMUoTnSxDaz3H3n8G4Zzkuu285JrtuprcNbshO5e48gOjFekmjBWcmcCXQHg12y3E+KbV/qTXnq94raZHqqP/fK78ANwx/vFLxFh5m4bRjrZZle1Sjb/y1u0vD+f67ICv6/i9WujoP588HPuQ67ZzPuSa7bqPpnbNlplkIYQQQgghqpCcZCGEEEIIIaqQIFkIIYQQQogqJEgWQgghhBCiCgmShRBCCCGEqEKCZCGEEEIIIaqQIFkIIYQQQogqPBw9gOqEhobq9u3bO3oYQghhsXXr1mVrrcMcPY6GJNdsIYSrqu2a7ZRBcvv27Vm7VtqvCyFcj1Jqj6PH0NDkmi2EcFW1XbMl3UIIIYQQQogqJEgWQgghhBCiCgmShRBCCCGEqEKCZNHoJGXkUVRa7uhhCCGEcFYF2XA41dGjEE5OgmTRqOQVlTL+vaV8sXS3o4cihBDCGZlM8P0l8MPljh6JcHJOWd1CCGslZ+ZTUm5i474jjh6KEEIIZ7R9OqRvBBSUHgNPX0ePSDgpmUkWjUrSwTwAth846uCRCCGEcDrlpTD/ZXDzBDRkJzt6RMKJSZAsGpWkjHwA0o4cI7ew1MGjEUII4VTWfwM5u+Csp43/z0p07HiEU5MgWTQqyZl5uLspALany2yyEEKICsX5sPC/0HYIDLoblDtk7XD0qIQTkyBZNCqJB/MY2ikUkCBZCCHESVZ+DAWZMPoF8PCCkI4SJItaSZAsGo0jhSVk5hUzuGMI4QHebDuQ6+ghCSGEcAYFh2DZu9B5PLQZYLwW1lmCZFErCZJFo1GZjxzXMoCukYGyeE8IIYRhyZtQWgCjJp14LayzkZ9cVuy4cQmnJkGyaDSSMozKFjEtmxEfGUhKZj7FZdJURAghmrQje2HNZOh1NYTFnXg9LA60CQ6lOG5swqlJkCwajeSMPPy93Ilq7kt8RBBlJk1yxeyyEEKIJmrBq6DcYMSTp74e1tl4zkxo+DEJlyBBsmg0EjPyiGkZgFKK+MhAQBbvCSFEk3ZwK2yaAgNug6DWp74XGmMEz1IGTtRAgmTRaCRn5BPbshkA7YL98Pdyl7xkIYRoyua9CD6BMPTB09/z8IbgDrJ4T9RIgmTRKGTnF3OooITYlgEAuLkpukTI4j0hhGiyUpdB8mwjQPYLrn4bqXAhaiFBsmgUKhftVQbJAPGRgWxPP4rJpB01LCGEEI6gNcx9DgIiYMDtNW8XFgeHdkJZScONTbgMCZJFo1C5QC+u1UlBckQg+cVl7D98zFHDEkII4Qg7/ob9a4zFel5+NW8X1gV0OeTsbLixCZchQbJoFBIz8gj08SA8wPv4aycW70lTESGEaDLKy2DeCxAaC72uqX3bypJwknIhqiFBsmgUkjPyiK2obFEptmUA7m6KbQ2Rl1xaBCapySyEEA636UfIToKzngV3j9q3DY0BFGRKkCxOJ0GycHlaa5Iy8ok9KdUCwMfTnY5h/vZfvGcywcdDYNZj9j2PEEKI2pUegwX/gah+0GVC3dt7+kKL9jKTLKolQbJweZl5xeQeKyU2vNlp73WNDLJ/reR9K418tg3fQ2GOfc8lhBCiZqs+hbwDMPoFOOnOYq3Cu0itZFEtCZKFy6uuskWl+IhA0nOLyCmw48rlrdPAzRPKimD9t/Y7jxBCiJodOwxL34aYMdB+qPn7hcUZranLS+03NuGSJEgWLi+porJF1XQLOLF4L8Fes8mmctj+B3Q+D9oNhTVfSG6yEEI4wtL/QdFRGPWcZfuFdQZTKeTsss+4hMuSIFm4vKSDeQT7exHazPu097pEGEHytgN2qnCRuhQKMqHrRTDwNsjdC0n/2OdcQgghqpebBqs+gR6XQ6tulu0rFS5EDSRIFi4vKTPveDvqqoL9vYgI8rHf4r1t08DTH2LGQtw4CIyC1Z/Z51xCCCGqt+g10CYY+bTl+4bGAUryksVpJEgWLk1rTXJGfrX5yJW6VnTes7nyMtj+J8SdYxSrd/eAfjfBroVysRVCiIaSlWQsnO53M7RoZ/n+Xn7QvK3MJIvTSJAsXNqB3CLyi8uIqSVIjo8IZGdWAUWlNs4V3r0IjuVA14tPvNbnenD3gtWf2/ZcQgghqjfvBeOO3rBHrD9GWGeplSxOI0GycGmVlS3iaguSIwMpN+nj29rMtmngFQCdzj7xWrMwI2je9JOxgEQIIYT97FsDO2bAGfeBf6j1xwnvDIeSjTuEQlSQIFm4tKSDleXfqs9JBoiPCAKwbee9shJI+MuoauHpc+p7A2+DknwjUBZCCGEfWsPc58A/HAbdVb9jhXWG8hI4nGqToYnGQYJk4dKSMvIJC/CmuZ9Xjdu0buFLgLeHbRfv7VoIRbmnplpUiuprPFZ/ZnTjE0IIYXtbf4M9y2D4Y+Bd80SJWaTChaiGBMnCpSVn5tWaagHg5qboYuvFe9umgXcQdDyr+vcH3G4Up9+1wHbnFEIIYTi8B2Y8CK0HQN8b63+80MogOaH+xxKNhgTJwmWZTEZli5haUi0qxUcEkpB+FJNJ1//EpUWw42/oMh48apjB7noh+IfJAj4hhLC18jKYdpvx35d8blQWqi/vZhDUVioTiVNIkCxc1v7DxzhWWl7nTDIYi/cKS8rZk1NY/xPvnAfFR6tPtajk4Q19bzAai+Tsrv85hRBCGJa8BftWwri3oEV72x03LE7SLcQpJEgWLiuxolpFbeXfKsXbsvPetungGwwdhte+Xd8bQbnB2i/qf04hhBCwbzUs+i90v9zormdLYXGQnQwmG5cLFS5LgmThspKOB8l1p1vEtGyGh5uq/+K90mOQOAu6TAB3z9q3DYoytlv/HZTYYAZbCCGasqJc+O1m49o67k3bHz+sM5QVSYULcZwEycJlJWfkERnkQ6BPHcEq4O3hTkzLgPov3kv+1yjv1vUi87YfcBsUHYEtv9TvvEII0dT9/QjkpsHFk8EnyPbHD+9iPEtesqggQbKo2/yXYfodRk1KJ5KYkW9WqkWl+IjA+s8kb50GfqHQ/kzztm83BMK7Ggv4qvn5bdmfy4T3l5Jgj7bZQgjRWGz+Gbb8DMMfh7YD7XOO0FjjWfKSRQUJkkXdtv1uNMZImevokRxXbtLszMqvtYlIVfGRgWTmFZOVV2zdSUsKIGk2xF9g/mpqpYzmIhlbYO+K097+bmUqW9JyufnrNWTmFVk3LiGEaMwOp8KMh6DNIDjzYfudxycQAqMkSBbHSZAsaldaBDm7jP+e/TSUlzp2PBX2HCqgpMxErIUzyYD1KRdJ/0DZMehWS1WL6nS/zLg1uPqzU14uKTPxz9aD9GvXgiPHSrn123UUlcqCESGEOK68DH671ZhwuPgz25R7q41UuBAnkSBZ1O5QMuhy6HYJZCfCuq8dPSLgxKI9q4Jka1Mutk6DZi2h7WDL9vPyh97XwfY/4eiB4y8vTcniaFEZd47oyLtX9mbz/iM8/PMm29RyFkKIxmDxG7B/NYx/B1q0s//5wrpAVpJ0SxWAmUGyUupJpdQvSqldSimtlEqtY/uBSqm5Sqk8pdRRpdQ/SqleNhmxaFiZFd+oz3zEyMNd8CocO+LYMWG0owbzKltUCvLzJKq5r3UzyUVHIXkOxF8Ibu6W79//FtAmWPvV8ZdmbE4n0MeDM2PCGB3fkqfO7cLfW9J5e06S5ccXQojGZu9KWPw69LgSul/aMOcMizPuGObubZjzCadm7kzyq8BZwE7gcG0bKqUGAYuAaGAS8BwQAyxRSnW3fqjCIbISwM0DQjrB2Ffg2GHjm72DJWbk0SbYFz8vy269dY0MZLs1tZKT/oHyYstTLSoFR0PsWFj3FZQVU1RazpxtGYzt2govD+PX8JYzo7myfxs+WJDCb+v2W3ceIYRoDIpyjTSL5m3hvAb8Nyess/GcKSkXwvwguaPWOkRrPRo4UMe27wElwDCt9Tta63eAYYAG3rJ+qMIhMhOMANnDCyJ6Qq9rYNWnJ/KUHSQ5I4/YcPNTLSrFRwayK7uAwpIyy3bcOs1Y0NF6gMXnPG7ArVCQBdv/YHFSFnnFZYzrEXH8baUUL13YjSEdQ3hi2mZW786x/lxCCOGqtDYW6h2tLPcW2HDnDoszniUvWWBmkKy1NisiUkp1AvoDv2it007aPw34BThbKdXKmoEKB8lMOPHNGuCsZ8DdC+ZMctiQSspM7MoqILaVFUFyRCBaw46DeebvdOyIUdkj/kJwq0caf4ezILgjrP6MGZvTaeHnyRmdQk/ZxNPdjY+v6UubYD9u/24tqdkF1p9PCCFc0eapsPVXGPEEtOnfsOf2bQ4BEVIrWQC2X7hX+bf59FpXsBJQQF8bn1PYS0mhUXonPP7Ea4ERMPQBSPgLUpc5ZFiphwooM2mLyr9Vio+0YvHejr/BVGp9qkUlNzejucj+NaQnLOecbq3wdD/9VzDIz5Mvr++PBm76Zg25hc5RUUQIIewuZ7fRNKTtEPuWe6uNVLgQFWwdJEdWPKdV817la1HV7aiUuk0ptVYptTYrK8vGwxJWyU4ENIR3PvX1wfcYqQezn3LICmBrKltUimruS5Cvp2WL97ZNM/Liomzw/a7XVZS5+3GF/ofxPSJr3Kx9qD+fXtuXfTmF3PnDOkrLZaW1EKKRKy+FabeCcjPKvVmzSNoWwjobM8lS4aLJs3WQ7FfxXF23hqIq25xCa/2Z1rqf1rpfWFiYjYclrFK5cCGsy6mve/nBqOcgfSNsntLgw0rKyMdNQccwy2eSlVKWdd4rzIFdC4021EpZfL7T+ASxrNloJrivYGB47RfggR1CeO3iHizfeYhJf2xFO1nHQyGEsKlFr8P+NTDhHWjexnHjCOsMpQVwVBZQN3W2DpILK569q3nPp8o2wtllbjfyj4M7nP5e98sgsg/Me9HoRNeAkg7m0S7EHx9P62YZ4iMD2XHwKOXm1CNO+AtMZUaQbAMFxWW8nnMm3pTisem7Ore/pG9r7h7ZkZ9W72Pykt02GYMQQjidPcthyZvQ82qjLr8jVa7DkbzkJs/WQXJl5YvqUioqX6suFUM4o6wdRi/76jocubnB2FchLx2Wvdegw0rKzLMqH7lSfEQgRaUmdmfn173xtmnQIhoibFPme/6OTLaVRpLbagis+dLoJlWHh0fHcV73Vrw6K4F/tx20yTiEEMJpHDsC026D5u3gvNcdPRqpcCGOs3WQvKbiubqWZIMwysCts/E5hb1k7oDwLjW/326wUfFh2bundJKzp6LSclKzC6zKR65UuXhvW10pF/lZsHuxsWDPFqkWwIzNBwgP8KbZsLuMW3mJM+vcx81N8dZlvegRFcT9UzayNc2KOs9CCJdSVm7inh/X899/dpCZV1T3Dq5s9tPGvyGXTAZv66/tNuMXDP7hUitZ2DZI1lqnAGuBy5RSx1clVfz3ZcB8rbVMhbmCC6pEugAAIABJREFU4jyj41BY59q3O/t5o231vBcbYlTsyirApCGmHkFyp/BmeLm71b14L+FPo0te13pWtaiQV1TKgsQszusegXvn8yCoDaz+zKx9fb3c+fz6frTw8+SWb9ZyMLeR/6MpRBO3aX8uMzan8/HCnQz97wKenLalcZaELCmErb9B3+uhdT9Hj+aE8M4ykyzMbkt9nVLqGaXUM0AYEFT5/0qp66psfj9GTvISpdQDSqkHgCUV53JQPRdhscpcrNpmksHoJDfoTtj0E6Stt/uwkjONyhZx9QiSPd3diG3VrO7Fe9umQ0gMtOxq9blONjchg5IyE+N7RBirtvvfDKlLIGO7WfuHB/jwxQ39ySsq5ZZv11jeEEUI4TKWJmejFEy/awiX9m3Nb+v3c9ZbC7n7h/Vs2d+I7ibtWmi0ge5yvqNHcqrKCheyYLpJM3cm+WbgpYpHOND8pP+/+eQNtdbLgRFAKvByxTYpGB34Ntli0KIBZFYEbnUFyWDUsvQLNW6Z2fmCkngwDw83RXSof72OU1nhosaKEXkHIXWpbVMtNqUTEeRDn7YtjBd6TwR3b1jzudnH6BIRyHtX9Wb7gaM8MGUjJnMWHwohXM6ylGy6RQbRu20LXr2oO0sfH8kdwzuyODmLCR8s5ZrJK1manO36VW8SZ4J3ILQ7w9EjOVVYHJTkNVgqoXBO5nbcG6G1VjU8RlSz/Qqt9SitdTOtdYDWeqzW2v7TjMJ2MneAhy80b1/3tj5BMPIp2LvcSFGokHuslAembGC3DW8RJmXkEx3qj5dH/TKF4iMCOVRQQmZeddUKge1/ANpmqRa5x0pZnJzFuO4RuLlVBN3+IUaVkE1TjIUrZhrVpSVPj4vn3+0ZvD8/xSbjE0I4j/ziMtbvPczQmBMdOcMDfHjsnM4sf+Isnjy3M8kZ+Vz7xSomfLCUGZsPmFetx9mYyiHpH4gZDR5ejh7NqY5XuEhw7DiEQ9l64Z5oLLISICzW/DbMfa436inPmQRlRuD5wfxkft94gA8X2C6QS87Mq9eivUrxkUFALZ33tk03Og1WbaRipX+3HaS0XDOuR8Spbwy4FUoLYeOPFh3vpjPaMzw2jF/X77PJ+IQQzmPVrkOUmTRDq7StBwjw8eT24R1Z8vhIXru4O4XF5dzz4wZGvbWQH1btoai03AEjtlLaOijIgrjzHD2S01X2B5AycE2aBMmiepkJp7ajrou7B4x92WhjvepT9hwq4Ovlqfh6uvPnpgMcyq9hxtYCx0rK2ZtTSEw9yr9V6hJhBNrVLt7LTYO9K2xWGxlgxuZ0WrfwpVeb5qe+EdkL2gw0Ui4s6O6klGJ4bBj7co5x4Mgxm41TCOF4S1Oy8fZwo2+7FjVu4+3hzpUD2jLnoeF8cm0fgnw9eXr6Vob+dwEfLkghp6CEotJyix/FZQ0YZO/4G9w80J1GNdw5zeUfYqQRyuK9Jq2aAriiyTt22Kh/XFdli6o6nQ2dRsPiN3g/uSue7m58PrEf10xexdS1+7hrRKd6DSslMx+t67dor1KAjyftQvyqn0ne/rvxbKNUi8MFJSxLyebmM6NR1eU3D7gNfrsZds4zbjuaaUB0MABrUnO4oFe13d6FEC5oaXI2A6KDzWqY5O6mOKdbBGO7tmLFrkN8smgXb8xO5I3Z1s+A3nRGNJMmWDBJYq3EWZjancGV3+ygbYgfb17W0/7ntETl4j3RZEmQLE5XWRvSnEV7VY15Gf3xEHqkfEy7kf/hjE6hnNEphO9X7OG2Mzvg4W79zYvEDKOyRX3Kv50sPiKw+pnkrdOgVXcIrV9QX2n2toOUmTQTekRWv0GX86FZS1j1qUVBcpeIQAK8PVi1W4JkIRqLg7lFJGfmc2nf1hbtp5RiSMdQhnQMZWtaLktTsjFZsahvW9pRvly2mwHRwZzTrZXF+5vt0E7ITmR+s/GsTs1h474jPDsuniA/T/ud01JhcbDlV2NBuo0WcAvXIkGyOF3lQgUrgmRTaByzvM7haj2Lss4lAEwc3J7bv1vH3ITMel10kzPy8HJ3o32In9XHOFl8RCCzth4kv7iMZt4VvwqH90DaWhj1nE3OAUaqRfsQP7pWNDE5jYcX9L0RFr1m/MMR0tGs47q7Kfq1b8Hq3Tk2G6toHJRSTwJ9gL5ANLBHa92+lu0HAq8AAzGaPi0HntBab7T/aMXJlqVkA5yyaM9S3aKC6BYVZNW+JWUm9uYU8sS0zfRq05xWQT5Wj6NWFY2Unk9sy4DoYFbvzmHm1nSuGtDWPuezRngXKM41qh0FRtS9vWh0JCdZnC5zB3g1M5pdWGjahjSezZ2A9vDHZ4ERaI7qHE5Uc1++WZ5ar2ElZeTRIcy/XrPRJ6vsvLfj5Nnk46kWtslHzs4vZvnObMb1iKg+1aJSvxvBzQPWfGHR8QdEh5CSmU+2DXK+RaPyKnAWsBM4XNuGSqlBwCKMYHoS8BwQg1HrvrudxymqWJqSTYi/F11a1fCl2s68PNx498peFJeaeHDqRrtVzSjbPoMk1R7PkPZ8dUN/OoT5M31Dml3OZTVpT93kSZAsTpe53cjFsvD2UmFJGW/M3kGb1m1wH/EYpMyBlLl4uLtx7aB2rNh1iKSKlAlrJGXk26SyRaXKIPmUlIut0yCyt9EkxQZmbT2IScP4mlItKgW0gvgLYMP3UJxv9vEr85LXpspssjhFR611iNZ6NFBXodf3gBKMWvbvaK3fAYZhzCi/ZedxipNorVmaks2QTqEnSkU6QIewZjx/fjwrdh3is8W7bH58XZCN2/7VzC7rw7tX9sLf24OLekWxencOac60EPl4GTjJS26qJN1CnC5rB8SOtXi3TxftIuNoMR9e3Qe31v1h3RdGg5GgtlzVsYzfPQ4yc8FiYs+OtfjYBSVleOfuZGBgNGQnW7x/dVppTS/fTDJ3a4gphfwMSN8Io1+yyfEB/t58gI5h/nRuZUZwP+A2oz3rlp+h301mHb97VBA+nm6s2p3DOd3kdqAwaK3NimyUUp2A/sCXWuvj03ha6zSl1C/AjUqpVlrrg3YaqjhJUkY+WXnFnFlN6beGdnm/NixKyuKtfxM5o1MIPVo3r3snM63+9ycGYiJi4MXHj3tBryjempPEHxvT6r3I22b8w8C3hdRKbsIkSBanKsg26laGWZaPfDC3iE8X72Rcjwj6tTdmNxn9Ivw8ET7sT3Ngtgewo+JhIX9gvjewpuJhAwr4HSCp4lH5atcLbXL8zKNFrNqdw31nxdSealGpzUBo1QNWfWbkKJuxj5eHG33aSl6ysFr/iucV1by3ErgJI6/57wYbURO2JDkLqF8+sq0opfjPRT3YsHcx90/ZyIx7h+LvXf+QYVdWPrkb/+SQeygXnzvu+OttQ/zo264Fv29I487hHc27ZtqbUsa/hTKT3GRJkCxOlWndor3XZ+/AZIInzjmpbFz8BXDD38aiB2BfTiFvzE7k4j5RjIgLt+j4K3Zm89PqfTw7vgthAbZbSPL7xjQWJWXxxqU98HBzg8BIaG6bhSMzt6SjNYyv2kCkJkoZs8l/3mO0xI4+06zd+rcP5r35yRwtKiXQx4lWhgtXUJkHVF0yaOVrUjqlgSxNyaZDmD+RzX0dPRQAgvw8eeeKXlz1+Upe/Gs7/720R72OV1Jm4pGfVvO92gTdrsKtyvqSC3tH8ezvW0lIzzueDudwYXFGcympcNEkSZAsTpVlefm3zfuPMG19GncM70ib4CqVJ9oPPf6fbYC07ct5fncx8y8eYVHO3dw92/nXfQ/vDDoHbJmrV5bG9G0buaPlMOLMSYmwwIzN6cS1DLCsZF33S2HOs7D6U7OD5IHRwWgN61IPM7KzZV8+RJNX+Qtb3crPoirbnEIpdRtwG0Dbtk5UkcBFlZSZWLUrh8v6WVb6zd4GdQjhzuEd+WjhTkbEhXFud+vTut6ek0TgweX4eRVD9wmnvT+uewQv/LmN3zemOVGQ3BmKjkB+JgS0dPRoRAOThXviVJnbwTsIAsy7EGqteXlGAiH+Xtw9su7SZRMHtyP1UCGLK24rmispI49O4c1wt/FilhOL93Jtetz03GOs3XPY/FnkSp6+0Gei0YnqiHktp3u3bYGHm2KVpFwIyxVWPHtX855PlW1OobX+TGvdT2vdLywszC6Da0rW7z3MsdLyaltRO9qDo2Pp2TqIJ6ZtsbrD5/Kd2Xy6eCd3tko0qidVMwkQ7O/FiLgw/tx4wG5VNSwWXrl4TypcNEUSJItTZe4wZpHNvK30z9aDrE7N4aExsQSYcav/3G4RhAV4W1wOLikjj9hw2870AnQI9cfbw636znv18PfmdADGWRokA/S72Xhe95VZm/t6udOjdRCrdx+y/FyiqausfFFdSkXla05Wl6txWpqcjbubYlDHEEcP5TSe7m68e2VvSstNPPSz5WXhDheU8NDUTXQI8aV/ySroNAo8qvteZizgO3i0iFW7nOR6JhUumjQJksUJWhureMPNa0ddXFbOf2btIK5lAFf0M6+mspeHG1cPaMvCpCxSswvM2ie3sJSMo8XE2jgdAsDD3Y3OrQKq77xXDzM2pxMfEUiHsGaW79yiHcSeC+u+htKiOjcHo17y5v25HCspt/x8oimrXAY7uJr3BmGUgVvXcMNpupamZNOzdZDTritoH+rPC+d3ZeWuHD5ZtNPs/bTWPDFtM4cKivlslDtu+RkQN67G7c/u0pJm3h78vtFJvps1awk+QTKT3ERJkCxOyM+AY4chPN6szb9ZnsrenEKeHtfFogYfVw9si7tSfLdyj1nbJ2UatZVjW1oRcJohPjKQbQeOoq1o4VqdfTmFbNx3hPE961GSbcCtUHjIWDBihoHRwZSZNBv21to3QohTaK1TgLXAZUqp48W8K/77MmC+lH+zv9zCUjbvP8LQGOdOW7m0b2vG9YjgnTlJbNp3xKx9pqzZx+xtGTw6No6OOYtBuUPM6Bq39/Vy55xurZi15SBFpU7wpV8pYzZZguQmSYJkcUJlZYuwumeSD+UX8/68FEbGhTEs1rILe8tAH87tHsHPa/dRWFJW5/aVDUhs2UjkZPERgRwpLCU917xZ27rM3GKkWozvXkcDkdp0GAGhscYCPjOC977tW6AUkpcsAFBKXaeUekYp9QwQBgRV/r9S6roqm9+PkZO8RCn1gFLqAWAJxr8PDzfsyJumFbuyMWk40wlKv9VGKcWrF3YnPMCb+6dsoKC49uv3zqx8XvxrO0M7hXLL0A5GK+p2Q8AvuNb9LuwVRV5xGfMSMm05fOtJkNxkSZAsTrCgssX/5iZTWFrO0+MsKxVX6frB7cgrKuP3DXU1A4PkjHz8vdyJslNZpOOL92yUlzxjczo9WwfRNqTaogDmqSwHd2ADpNV9tzvQx5P4iECplywq3Qy8VPEIB5qf9P83n7yh1no5MAJIBV6u2CYFowPfpgYbcRO2NCUbfy93erWxXcMOe6ksC7c3p5Dn/9xW43YlZSbun7IBH0833rq8J25HUo2F4XHn1nmOwR1DCA/wdp6Ui7DOxp29gmxHj0Q0MAmSxQmZ28EvxOgyVIvkjDx+XL2Xawa2pZOVi+n6tmtB18hAvlmeWmeaQ+LBPDq1DLBbcfnOrQJRCpvkJadmF7AlLde6BXtV9bwSvAJg1admbT4gOpj1ew9TUmaq/7mFS9Naj9BaqxoeI6rZfoXWepTWupnWOkBrPVZrvd4BQ2+SliZnM6hDCJ4WpK050sAOIdw9shO/rNt/fJFyVW/9m8jWtKP895IetAz0gcRZxhtmBMnuborze0ayMDGTI4Ulthy6dcLijGeZTW5yXOM3UjSMzB1Gd6E6gtFXZibg5+XOA1a0l66klOL6we1JzMirM0UgOTOPODvlIwP4e3sQHeJvk5nkv7dUVrWoR6pFJe8A6HW1kZecX/dtx4HRwRSXmdiSZl6uoBDC8fblFJJ6qNApuuxZ4r5RMfRq05wnp20mrUpZuGUp2Xy6eBfXDGzLmK6tjBcTZxr/vgR3MOv4F/aOorRcH7+mOlRlCmKmtKduaiRIFgatjW/JdVS2WJSUxcLELO47K4Zgf696nfL8XpE09/OstRzcofxisvNL7JaPXKlLZCDbbFArecbmdPq0bW671JABt4KpFNZ9U+em/Svaga/eLYv3hHAVy1KMW/jOWB+5NkZZuF6UmzQPTj1RFi6noISHft5Ip/BmPDOuYhF4YQ7sWQ6dzzP7+F0jA4kJb8bvG5wg5SIwErwDpQxcEyRBsjAcTYPio7XmI5eVm3h5xnbahfgxcUi7ep/Sx9OdK/q34d/tGTUWqE/KyAfst2ivUnxEIPtyjpF7rNTqY+zMyich/SjjbTGLXCk0BjqeBWu/gPLaxxbSzJtO4c2kXrIQLmRJSjYtA43fXVfTLsSfFy/oxurdOXy8MAWtNY//tpnDBaW8e2UvfL3cjQ1T5oIuhzjzg2SlFBf2jmJN6mH25VTbz6bhKGWkXEi6RZMjQbIwZFb88ofVHCRPWbOP5Mx8njy3M94e7jY57bUD26G15odV1ZeDS860b2WLSpWL93bUIy95xqZ0lILz6tG2tVoDboe8dNgxo+5No4NZm3rYebpVCSFqZDJplqdkM7RTmN3WXNjbxX2imNAzknfmJjPpj23M2Z7BY+fE0TUy6MRGO/426g1H9rHo2Of3NCYc/txU9wJvuwuLk5nkJkiCZGHI3G481zCTfLSolHfmJDEgOpixlTlmNtAm2I9RXVry0+p91dbETDyYR4CPBy0Dq+/OZCtdIyrbU9cjSN58gP7tgmkV5FP3xpaIGQ3N28Gqz+rcdGB0MHnFZSTYuDmKEML2tqcf5XBhKUNjnK/LnrmUUrx8YTdaBfrw3co9nBkTyk1nRJ/YoKwYUuZB7DngZlnI0SbYj/7tWzB9Q5rN6thbLawzFGQaqSOiyZAgWfy/vfsOj7LYHjj+nU1PCAkJCSW0UEMA6aFLVxAsKFhQEREBFRXLtfzs1+61YEcEEQUvolxFpdfQIVSpKUDopBACCSF1398fEwTCpm12s9nkfJ5nn8DuW2azm9nZec+coyUd0N/0C8lf+eWqOFIysnllSLjNZzwe6NaIlAvZFldJxyak08KOmS0uCa7uSc1qHlYv3otJSCM2Mb1sBUQKY3KBzmPh6AY4vbvITS/HJUtHLkRFtzZWxyP3cLJ45IL8vNz4YmR7BrSsxUcj2mIyXdFfx6+F7DQIK7zKXlFuax9CXGI6e22UotNql66ySshFlSKDZKEl7iu0iMjRMxnMWBfP7e3r0aaen8VtyqJH00CaBPnww8b4q+43DIOYxDSa2TnU4pJLlfes8deuk5gUDGptu1n2q7S/D1y9YMu3RW5W19+L+gFeMkgWwgmsi0sirLYvwb42vvrkAO0b1GDaA50Irl7guUQvAjdvCL3equMOaVMHNxfl+AV8kgauSnJ1dANEBWA261irDg9YfHjyihhcTIp/3djCLqdXSvFA90a8On8vO4+l/pNQPykti9SMHLuVoy4ovE51psQcJOyVRaXeNzvXTJfQQPt92HkHwHUj4O+5MOD1IitWRTQKZFV0IoZhOG2coxCVXWZOHlHxZ7m/a9kXQVdYhqEHyU36gZt1GX/8vd3p0yKYP3ad5MWbWuJiclCf5lcP3KtJXHIVI4NkAeeOQk6GxfRvuXlmlu9LYOh1dWwfa3uF2zvU44PF0czcEE+7u9oBlzNbtCinmeT7uzXEpLB60dst7WyY1cKSiHGw/QfYORu6P17oZl1CA5i3/TgHk9KtLvYihLCvqPgUsnPNTpcfuVRO7dKZk/q+VKbDDGsfwrJ9CWw8eMZxv69LGS4kV3KVIoNkcfmP3kJmi13HUzmfmUufFsF2bUI1D1eGd6zHT5uP8n83tSTI14OYBJ3ZorzCLUL8vXhuUNF5oh2qdhto0F2HXHR9VMcqWxARqmeZNx9OkUGyEBXUuthk3F1MdAkt/KqQ04teCMoEzW8s02H6hQXj6+HKbztOOPZLRVCYXoQoqgyJSRaXB8kWZpJXRydhUuWT6P7+bg3JzjMzZ8tRQC+GC/Bxp2a1shUtqVS6jIPUIxC7rNBNGgZ6E+zrIXHJQlRg6+KS6dDQH2/3SjxXFb0Q6ncBn7J9fni6uTC4TW2W7D3NxexrsyCVm6AWkH4aLkrBpqpCBslCL0SoHgKe1y7Ki4xJokODGvh5u9m9GU2CqtGrWU1mbz5KTp6ZmIQ0mgVXk7jaK4UNBd86sOWbQjdRShERGsDmQymOT5skhLjGmfQs9p48X/Gq7OVmwX/vgRVv6njiskg9qrPxlKKASFFuax9CelYuy/cn2OR4Vrm0uD0pxnFtEOVKBsmi0MwWyelZ/H38HL2bB5VbUx7o1ojT5zNZsvc0sQnpdi8i4nRc3KDTGDi4EpJjC92sS2gAp89ncvys5UqGQgjHWX9QV8Xs2az8+tYSWfFvPfu79kP4YyLk5Vp/rOjF+qeNBsldQwOpXd2T+TsdmOXin0GyxCVXFTJIrurMefpbsYUiImtjkwDo3aL8OvK+YcHUD/Di46UxpGXl0ry2DJKv0XE0mNwgalqhm0SE6uIEmyXkQogKZ31sMtU9XWkTYvuUmlaLWwEbv9A52Xs/Dztmwa+j9eyyNaIXQM3mULOpTZpnMilubVeX1dFJpFzItskxS82vvk5nJxkuqgwZJFd1KYchL8viIDkyOolAH3da1y2/jtzFpLi/a0MOJV8AoHlw+aR/cyrVgqHVMNgxG7LSLG7SLLga/t5ubDl8ppwbJ4QoimEYrItLpnuTmo5LZ1bQhWT4/RE9U3rDW9D3/+DGd2H/n/DTnZCVXrrjZZ6D+HXQYrBNm3lruxByzQYLdl9beKpcmEx64C+5kqsMGSRXdZcuGxUYJJvNBmtik7m+edDV1ZPKwZ2d6uPppt+aEm5RiC7jdRWrHbMtPmwyKTo3CpDFe0JUMIeTL3Ai9WLFSf1mGDB/ol6Mdsf0y/mMuz0Kt34Fh9fAj7eVrhxz7DIw50IL66rsFaZlHV9a1PJ1bGGRoDBIlEFyVSGD5Kru0h97zasLhew5eY6UC9nlGo98ib+3O3d3bkDjIB9q+EhmC4tCOupV44tfgL+esvgB1iU0gPgzGSScz3RAA4UQlqyP06Woe1WUQfLW6RCzCAa8AbVbX/1Y+3vhzh91vuPvh0Da6ZIdM3oReNeEep1s2lSlFLe1D2HbkbMcPZNh02OXWHAYpJ3Us+Wi0pNBclWXuA/8G4DH1WENq6OTUMpxHfkrQ8NZ+EQvh5zbKSgFI+dClwmwbSZ83kHHKJsvp0e6lC9ZZpOFqDjWxiZTr4YXDQK8Hd0UPUmy5CVo0l/3JZa0HAr3/gJnj8B3N+oQvaLk5eiZ5BaDCs3lXhaXijY5bAGfZLioUmSQXNUlHYDg8GvujoxJ4roQPwKreTigUTo22dPN9h1speLlD4PfgwnroFZrWPAMTO0NRzYCusy2j7uLDJKFqCBy88xsPHiGXs1qOj61ZW4WzBurSy3f9rWOty1M4z7wwB9wMRW+GwQJ+wrf9sh6yDpns6wWBYX4e9ElNIDfdp5wTIrLS5+XC56CffOvmpgQlY8MkquyvBydRqxA+rdzGTnsOHrWIaEWwgq1wuGBP2H4DB12MWMQzHsY1wsJdJS4ZCEqjL9PnCMtK5eeTStA37r8DUjYDbd9Bb61it++Xid4cJH+94zBcHyr5e0OLARXT2jc13ZtLeC29iEcSrrAnhPn7XaOQtVoCMO+0YsZ546CLzrDtu+tzwIiKjQZJFdlZw6COeeaRXtr45IwG+Wb+k2UkVLQ+naYGAW9noV9v8MXnZjg8ieHEs5y1lEpk4QQ/1gXm4xS0L1JoGMbErscNn0JEeNKVzK6VjiMWayvYs28BQ6tvvpxw9DxyI37grv9wklual0HdxcTvzlqAV/bu+HxbXpiwqMa/PkkTL4O1k2WWOVKRgbJVVkhmS0io5Pw83KjbT1/BzRKlIm7D/R/BR7bDI160f3wZyx2f55Dm353dMuEqPLWxSbTuq6fYxckpyfpdG/B4TDw36XfPyAUxizRM6qzR+g0cZck7IFzRyHMPqEWl/h5u9E3LIg/dp0kN89s13MVyuSiJybGRcL9v+uS1ctfg09aw7LXIM2BlQGFzcgguSpL3A8qP+9jPsMwiIxJomezmri6yNvDaQU0hpFzyLn7Z0zKoOPah3W52eIW3Qgh7OJCVi7bj551bOo3w9CV9DLPwR3TLqd7Ky3f2jB6AdRpq0MOLqWijF4EKGg+yGZNLsyw9iEkp2ex4aCDc8ErBU366pjtcauhST/Y8BlMbqNnmM8cdGz7RJnIKKgqS9wPNRpd1VHuP5VGYlqWxCNXEm5hg3i5zlS+9x4NhyLhyy6w8m3IdlD6JCGqqM2Hz5BrNujZ1IGD5KhpELNYzyDXalW2Y3kH6BnU0N4w/1HY+BUcWAD1OuuCR3bWp0Uw1T1dHZszuaC67eHOmTBxK7QbCTv/C593hLkPwMkdjm6dsIKroxsgSmnVO+BXDzqMKvuxLGS2iIzRpaj7yCC50ujYuDb/XnUDI555Bp/If8OaD2DXf/VMUI2GpTrW7M1HiE++wIuDW5Z7kRkhnNna2GQ8XE10bFjDMQ1I3A9LX4amA3UxIlvwqAYjf4Z5D8GSF/V9/V+zzbGL4enmwk1t6vDHrpMM2H0Ka7qj5rV8aRxkh6qugU3g5snQ50XY/DVETdfrREJ7Q+/noFFP259T2IUMkp3JmYMQ+YFeOdykP/iFWH+s3Cx9vJa3XHV3ZEwiLetUJ7i6ZxkbKyqKiNBAzCvj2JriRe87pkHHB3UFrY1fwE3/KfFx/vr7JC/9tgcAF5OJFwaHFbOHEOKS9XHJRIQGOCa1ZU4m/PoQePjqdG+2TD/n6gHDv4e/noS/517zmWJPwzvWY07UMR6dvd2q/d1dTXw1sgPdsPCuAAAgAElEQVQDwkuQ3cMavrVgwOvQ82nYNkPPtn8/FIZ+DJ3G2OecwqZkkOxMoqbrxQKGGVa+CcOmWH+s5Fgw8q5atJeelcvW+LOM7dXYBo0VFUWHhv64mhRbDp/RYTSNekCr22HnT9DvFfCsXuwxdh5L5Zm5u+jUsAZNg6sxJfIgjYN8uLNT/XJ4BkI4t4TzmcQkpHNHh3qOacDy1yFxL9z7K1Szw1VCF1e45Qu48R3w9LP98QvRqVEAkf/qQ0Z26XMV5+SZeeX3PYyftY0PR1zHsPZ2fG08q0OPJ6Hzw/DLaF0l9WIq9HrafucUNiGDZGeRfQF2zNLf0ms0hHWf6PQ9IR2sO17itZkt1sclk2s26COp3yoVb3dXWof4XZ0vucs4+HsO7Jqj/12EE6kXGTtzK7Wqe/LN/R2p7uXGidSLvPTbbhoEeNO1sYPTWQlRwa2L1aWoHbJoL3aZvuTfZQI0G2i/8yhVrgPkSxoG+li97+yHu/LwzK089fMu0jJzGdWtke0aZom7N9w9G36bACvegMxUXQ7c0YVlRKFk4Z6z+PtnXcWoy3h96cYnSJcTtbbiUNJ+UC4Q2PSfuyJjkqjm4UqHBg6KmRN20yU0gF3HzpGZkz/jEtJR37ZMBXPhKZTSs3J56PsosnLz+G50JwKreeDmYuKLkR1oGOjDhFnbOJx8oZyehRDOaX1cMoE+7rSsXfxVG5tKT8xP99ZKD8bEVap5uDLjwc4MDK/Fq/P38vmKWPtX8XNxg9u/hU4PwfpPdQYMqdpXYckg2RkYBmz5Fmq3gfpd9KWbvi/B0Q2w/w/rjpl4QA+QXT3yT2EQGZ1E9yaBuLvK26KyiQgNIDvPzM5jqVfcOQ7OxMLh1Rb3yTMbPPHfHcQmpvPVvR1oGuz7z2N+Xm5890BnTEox5vsoUjOkWIkQlhiGwbq4ZHo0rVm+i10NA+Y/Bpnn89O9yToTSzzdXPj63g7c3j6Ej5bF8NaC/ZjNdh4om0ww5CPo9Qxsnwm/joFc6UMrIhkNOYMj6yFxnx7UXLos02GUnh1Y9qp15TAT90Hw5YVXB5PSOZF6UarsVVKdGgagFERdGXLRahh414TNUy3u89aCfaw8kMgbt7SiV7Nr3xcNAr2Zen9HTpy9yIRZ28jOdVBSfyEqsJiEdBLTsso/9duWqRC7FG58W1fKE4VydTHx4Yi2jO7eiOnrDvPcvL/tX6REKej/Kgx8U2e++O/dOqxSVCgySHYGm78BrxrQZsTl+0wucONbcDZeP14a2Rl6v6DL8ciro3XqN8mPXDn5ebsRVrs6W+KvGCS7ekDH0Tpv6tn4q7b/cdMRZqyPZ0yPUO7rWniauE6NAnh/eBs2HUrh5d932/9SpRBOxGw2+H2nzuNbrvHICXth6Su6qEfnseV3XidmMileuzmcSQOa8eu240z8aQdZubYLgzAMg9XRify24/jVD/R4Am75HA6tgh+H6QV9osKQQbKDnM/MKdmG547rBO3t77+2OlKTftDsRljzH7iQXPKTJ8cAxlWL9iJjkmgaXI16NbxLfhzhVLqEBrDtyFlyrpwh6TRGV12Mmv7PXZExSbz+x176hwXz0pCWFo50tWHt6/F4v6bM3Xqcb9YcskfThXAqWbl5/Bx1lAGfRPL16oN0axxIXX8rq9uVVs5FmDdWL6K75QtZFFYKSikmDWjOq0PDWbz3NGO+j+JCVm6ZjpmbZ2b+zhMM/nQto2dE8dTPu9h25OzVG3UYBcNnwIntOkVcemKZzilsRwbJDjB1zUE6v7Wc/afOF7/x1u90yrfCZgNueFNfoln9bskbUCCzxcXsPDYfTpFZ5EouIjSAjOw89p684n3nFwIth8L2HyA7g5iENCbO3k6z4Gp8ek97XEoYQ/nUgOYMua4O7y8+wOI9p+30DISo2NIyc5i65iDXf7CK5+ftxtPVhc/uac+PD0WUXyOWvabD6YZ9bZ90b1XAmJ6hfDSiLZsOpXDvtM1Wrbm4mJ3HzA3x9PlwNU/O2Ume2eD9O9pQs5oH7y86cO1Vt1a36cIsKQfhuxvh7BEbPRtRFjJILmeJaZl8ujyWrFwzby3YV/Tl6ZxM2PY9tBhceGW0oBbQ+SHYOkMvxiuJpP3g4g4BOh/ypkNnyM41S+q3Sq5zowAAthw+c/UDEeMhM5W0bXMY830Unu4ufDe6M9U8Sp4h0mRSfDSiLW3r+TPp5x3sPn7Olk0XokJLSsviP0sO0P29lbyz8ABNgqrxw5gIFjzRk1va1sXVpZw+amOWwJZvoOuj0HRA+ZyzkrqjYz2+urcD+06e585vNpJwPrNE+6VmZPPZilh6vL+S1/7YS63qnkwb1Yklk67nrs4NeLJ/U7bEp7Aq2sJscdP+MGo+ZJyB7waV/DNd2I0MksvZx0tjyM4zM7p7I9bHnWHlgSIuq+z7Xf+xRBSdx5Y+L+ryoEtfKlkjEvdDYDOdigZ9ed3TzfTPIEpUTkG+HjQO8rk6XzJAw+6Yg8NJXvE5yemZTBvVyapLw55uLnw7qhOBPh48NDOKU+cu2qjlQlRMR89k8PLvu+nx/kq+Wn2Qnk1rMv+xHvz0cFeubx6EKs9Qh7QE+P1RqNW63EpDV3Y3tqrN9w925sTZi4yYspGjZzIK3fZk6kX+/ec+ur+3ko+XxdC+vj+/TOjGvEe6MyC81j+ZTe6OaEDDQG8+WBxNnqUsGvUjYPRCMOfCjME6BEM4jAySy9G+k+f5eesxRnVrxEtDWtI4yIe3F+6/Okb0Spu/0YPZxn2KPrB3AFz/HMQth9jlxTck8cBVmS0iY5Lo1jjQMeVSRbnqEhrAlsMpV6U4MoC5psGE5h5iRj8zbev7W338IF8Ppo/uREZ2Hg99v7XM8XxCVER7Tpxj4k/b6fPhKuZGHeeODiGseLo3X9/XsUx/P1Yzm2H+o5CdDndMl3RvNtS9aU1mP9yV85k5DJ+ygejTaVc9HpuQxjNzd3H9B6uYuTGeQa1qs2TS9Uwf3dnixJObi4lnb2jBgdNpzM9f1HmN2q1hzGI9+TXzZji81g7PTJSEDJLLiWEYvLVgH35ebjzRrxluLiZeuqklh5IuMHuThdij49vg5Par074VJWKcDp9Y+hLkFTEwyUqDc0f/iUc+cuYCh5Mv0KdFsJXPTDiTiNAAzmfmEp1wuaP/bEUcb8S3ItPVl27Jv5b5HGG1q/P5yPYcOH3+n1g8IZydYRhsiEvm/umbGfr5OlZHJ/Hw9Y1Z93xf3r39OhoHVXNc47Z8oydJbnz7qgkQYRvt6vszd3w3lII7v9nI9qNn2RqfwtiZUQz8ZA0Ld5/ivq4NifxXHz6+qx0tavsWebwhberQOqQ6Hy2NKTyDRmATGLME/OrBrDvgwEI7PDNRHBkkl5MV+xPZcPAMk/o3w89bhzn0CwumR9NAJq+I5VxGgWwXW74Bd19od0/JTuDqDgP/DUkHdHLywiRF65/56d8iYyT1W1USEapLSF8Kufhj10k+WR7DTR2a4tFpFOz/E86fLPN5+rYI5tWh4Szfn8D7iyWuTji3YykZDPtqAyOnbWb/qTSeG9SC9S/048XBLQmu7uBZ29N7dL78FjfpKm7CLprX8uXXCd3x93ZjxJSNDJ+yka1HzvJk/2asf6Efr9/SqsTZoUwmxfODwjiRepFZm44WvmH1uvDgIqjVCn6+D3bNsdGzESUlg+RykJNn5p2F+2kc5MO9V+ScVUrx8pBwzl3M4bOVsZd3SE+Evb/pAbJH0d9IrxI2FBr2hFXvQGYhC6cKZLaIjE6iYaA3jWr6lPZpCScU4u9FiL8XWw6nsO3IWZ79ZRcRjQJ45/bWqIixujzq1hk2OdfoHqGM6taQqWsOMWdLER8EQlRgMQlpDJ+ygcPJF3hnWBvWPd+XR/s0xc/LzdFNy0/39pDOo3/L55Luzc7qB3jzy4Ru3NSmDq/dHM6GF/rx1MDmBPi4l/pYvZoF0bNpTb5YGVt0SljvAHjgD2jUA34bX/q6CKJMZJBcDmZtOsKh5Au8dFNL3Aqscm5Zpzp3darPDxvjOZycX21n20zIy4bOD5fuRErpy20ZZ2DNh5a3SdwPrp5QoxGZOXlsOHhGZpGrmIjQANYfTGb8j1up4+fJlPs74uHqosN1mt0A22ZYV8XRgleHhtO7eRAv/76H9XGlyOUtRAWw61gqd36zEbMBP4/vysguDSrW2o2lL+urh8OmgE85V/SrooJ9Pfn8nvY82CMUb/eSZwCy5PlBYZzNyOHb4vLLe/jCyF/0RNii5yDyA112XNidDJLtLDUjm8nLY+nZtCb9wizH/T59Q3PcXUy8u3A/5OXo3MiN+0JQ89KfsG47aDcSNk+BlMPXPp60H2o2B5MLW+PPcjEnT1K/VTERoQGkZuSQnWvmu9Gdr54F6TIOLiTBvvk2OZeri4nPR7ancZAPj8zaxtb4lOJ3EqIC2HAwmZHfbsLX05V5E7oTVru6o5t0tehFEDUNuk3UhaWE02lTz48h19Vh2trDJKYVk2LOzRNGzIS298Cqt2HJ/+kFm8KuZJBsZ5+tiCMtM4eXh7YsNB1QsK8nj/ZtytJ9CURHzoG0k9BlvPUn7fcKmFxhuYU0QIkHLodaxCTi7mKia+NA688lnE7fFsGE1fZlyn0daVJwsVHjfhDQBLZMtdn5qnu6Mf0BnXd5+JSNPD13Z/EfCEI40NK9pxk9I4p6Nbz5dUJ3GgRWsEqkaadh/mNQuw30f9XRrRFl8OwNLcjJM/P5irjiN3ZxhVu/gi4TYNNX8MfEohfqizKTQbIdHUpK54eN8dzVuX6xsxAP9QwlxN+L7A1TMPwb6Mve1qpeB3pM0rOBRzZevv9iqh6A5w+SV0cnEREaUOZLRsK51PbzZPGk6+ne1MLlWZMJIh6G41E2zc9ZP8CbZU/3ZkLvJvy56yT9Poxk2tpDhac/FMJB5m07ziOztxNepzo/j+9KLUcvzCvIbIbfH4HsDJ3uzdXD0S0SZRBa04e7I+rz3y1Hib8UclkUkwkGvQd9/g92zoZfHtCFx4RdyCDZjt5ddAAPVxNPD2xR7Laebi683V3RJncPf9cZAaYyxr11fxx868KSFy9fkknKzzIQ1JITqReJTUyXUAtxrXYjwc0Htnxr08P6eLjywuAwlky6nk6NavDWgv0M/nQt62IlVllUDDPWH+aZX3bRtXEAs8d2wd+79Auy7G7z13BwJQx6R1dcFU7vif46LeyHS6NLtoNS0Od5GPQ+HPgLfroTstLt28gqSgbJdrLhYDLL9iXwaN+mBPmW7Jt+79TfyMKdp2PblL0Ig7s3DHgNTu6A3XP1fVdktlgjqd9EYTz9oO3dsGceXLD9ALZxUDVmjO7MtFGdyM41c9/0zUz4cRvHUgqvZiXEJb/vOEHXd1bwxp97OZFqm6qOhmEweXkMb/y5jxtb1eK70Z3xKUVZ9nJz6m9Y/jq0GAIdH3R0a4SNBPt6MrZXKH/9fYrdxwvJTGVJ1wlw2xSIXwc/3AoZsubD1mSQbAd5ZoO3/tpPiL8XD/UMLdlOF8+i/p5LWvNhHEx355vIg2VvSJs7oW57WP6GvjSXuF/PEPrVJzI6ibp+njQNdmACfFFxRYyDvKyic26XgVKKAeG1WPrU9Tx7Q3NWxyQy4ONIJi+PITOnkOT6osqbuSGeST/vxMvdhR83HqH3B6t4eu5OYhLSit+5EGazwRt/7mPy8liGd6zHlyM76GwvFU12Rn66twBJ91YJjbu+MTW83UqfV77dPXDXj3B6N8y4Cc6fsk8DqygZJNvBvG3H2XfqPC8MDit5uqAdsyD3IjX7TuSWtnWZuvYQJ8s6S2IywY3v6jjkDZ/rzBZBLcgxYH1cMr1bBBe6mFBUccFhEHo9RH1n14Uhnm4uTOzXjJXP9GFAeC0mL49lwMeRLN5zGkNSHIl8hmHw2YpYXvtjLwPDa7HoyV5EPteXUd0asWj3aW74ZA1jZ0aVOntKbp6ZZ3/dxfcb4nmoZygf3HEdri4V9GNx6UuQHJOf7k0WW1c2vp5uTOzXjHVxyayNTSrdzmFD4L5f4dwx+O5Gy5mthFUqaG/gvNKzcvnP0mg6NPBn6HV1SraTOU+n8mnQDepcx3ODWmAY8IEtKpU17Abht8L6yXByFwSHs/3IWdKyciXUQhQtYjycPw7R9i+HWtffiy9HduCnh7vg4+7KhFnbGPXdFuISJc6uqjObDd5asJ+Pl8Vwe4cQvr63A55uLoT4e/HqpYIOA5qz7chZhk/ZyPCvN7BifwLmYsqhZ+bk8cjs7fxv+wmeGdicl4e0xGSqoJMGBxbo1KDdH4cmfR3dGmEn93VtQIi/F+8vPlDs+/caodfroiNZ5+G7QZCwzz6NrGJkkGxj30QeJCkti1eGhpd8ljZuOZyN15e4gXo1vBnbK5Tfd55k57HUsjdqwBtgzoWscxAcRmRMEq4mRfemMhshitB8EPjVt2k6uOJ0b1KTBU/05LWbw9l5LJVBk9fw9oJ9pBVVkUpUWrl5Zp6b9zfT1x1mdPdGfDi87TUzvTV83HlyQH5p4JvDOXUuk4dmbmXQp2uYt+24xQwq6Vm5PDgjimX7EnjjllY83r9Zxb2qdv4UzJ8Ita+DfpLurTLzcHXh6YHN2XPiPAt2WxE2EdIRHlysQ3FmDIZjUbZvZBWjKuIlzU6dOhlbt251dDNK7UTqRfp9uJpBrWvz6d3tS77jj7dD4j6YtBtcdKnT9Kxc+vxnNY0CdRnMMnfgS1+BDZ/BffO4aYEH1TxdmTu+W9mOKSq/tR/DijfgkY1QK9y6Y+TlwtbpOq9nwx4w4HWoZrmwzpWS07P4YPEB5m49DlgXgqmAfmG1eGVoSxoGlk/pdaXUNsMwOpXLySoIe/TZmTl5PDlnB0v2JjBpQDOeLOFANifPzF9/n2TK6kNEJ6RR18+Tsb0ac3dEfbzdXTl7IZvRM7aw5+R5PhrRltvah9i03TZlNsOsYXB0M4xfY12BKeFU8swGQz5by8WcPJY/3fuaKr0lcvaIXsiXngh3z5arD8Uoqs+WQbINTZqzg0V7TrPy2T6E+HuVbKfkOPiiI/R9CXo/d9VDc7Yc5YX/7ebLkR0YUtLQjcJkX4Bdc0hsdhcR70Xy3KAWPNqnadmOKSq/C2fg45bQ/l4Y+knp9z+8VpdRTdynF5Ge3gNuXtDnBX3lJP9LYVF2HUtlxYFEq8qwpmfl8XPUUXLMBuN6NebRvk3snhdcBslldyErl3E/bmV93BleHRrOmJIugL6CYRisjk7i69UH2RKfgr+3G/d3bcjiPac5mpLBlyM7MCC8VskPmJYAPkF6rUd52fC5Lj1986fQcXT5nVc41MoDCYz5fitv3tqK+7s1su4gaQkw63Ydx37zZ7rwjDUCQsG9fCYYHKWoPrsC5rhxTjuPpfL7zpNM7Nu05ANkgKhvweQGHR645qERnerz/YZ43l20n/4tg0u+CNASdx/o/BBrtulZOYlHFiXiEwhthsOuOdD/NfDyL9l+507oD/e9/wP/BnDXLAgbCmfiYPELuqTq9h9g8PvQuE+Rh2pb35+29Ut4XgvG927Muwv388WqOP63/Tj/N6QlQ9rUqbiX16u41IxsRs+IYveJc3w0oi13dKxn1XGUUvQNC6ZvWDDbjqTw9epDfL4yjmoerswcE1GySqOGAbHL9JqOI+shqCX0eFL/TZTgC57VjmzU54xZrP9uLHw+iMqrb4tgIhoF8OmKOG7vUM+6dIS+tWD0XzD7Tvh9gvWN8fSDzg/rKn/Vqt64QWaSbcAwDIZP2cjRlAxWPduHaiV9Q2elwcfhOvbzDsuFG9bHJXPvtM08PyiMR/o0KXNbJ/60nc2HU9jyf/1lkCBK5uROmNpbZ0rp9mjR2+Zm6dmvtR+BYYaeT+lBhdsVXxwNA6IX6UI3Z+P1wtIb3gb/+nZ9GlHxKbw2fy/7Tp2nW+NAXr+lFS1q+9r8PDKTbL2E85ncP30z8Wcy+OKe9tzQqrYNWnfZoaR0XE2m4stM5+XAnv/B+k8hcS9Ur6dzh0cvuvz/bo9Bh1HgYaM0mmYzxC6BdZPh2Cad6q3LeOg20XbnEE5j25Gz3PH1Bp4e2Jwn+jez/kA5F+HQav2eLi1zDuz9Dfb/pSs7tr9Pvx8DSn9lpyIr93ALpZQJeBIYDzQCkoC5wKuGYRRbd9HZBsl//X2SiT/t4P072nBX5wYl33HLt7DwWXhoOdTvXOhmY2dGselQCqv/1Yea1awvQZpnNujw5jIGhtfiwxFtrT6OqIKmDYSMZJi4rfDLzdGL9Szx2cPQ8mY98K3RsPBj5mReHlAD9Hoauj8BbvYrA5xnNvhpy1E+WhpNWmYuo7o1ZNKA5vh52W5W0BkHyRWhzz5y5gL3Td9MSno23z7Qie5NLJRNt7fsDNjxI2z4As4dvXbm2DD0Qut1n+iZZa8aOmwoYrz1adnycmD3r3pAnrQf/BpA94l6QFLJL3OLoo37YSsbDp4h8l99CCzDZ3+ZJcfq9+euOWDkQath0GMS1LnOcW2yoaL6bHsFV30CfAzsAx4HfgGeAP7M74wrjcycPN5bdICWdaozvGMpZsIMQw+S67SDekV/nr54U0syc/L4eFlMmdq663gq5y7mSKiFKL2IcZByCA6uuPaxMwdh9gj47116IHH/bzq8oqgBMujBcO9/wcQoaH4jrHobvozQ6a7sdIXLxaS4v2tDVj3Th7s763Cmfh+uZm7UsdKnXKpcHNpnR59OY/iUjaRl5jL74a7lP0DOSIHV78EnrXQMffW6cM/P8MgGXazhUmiFUtBsIDy4EB5aBg26Q+T7er+F/9ILpkoqKx02fgWfttOXw5WCYVPhie16BlkGyFXec4NakJGdy5erbFBcrCxqNoNbv9DJBbpNhJil8E0vnXTg8Bq79dcVgc07P6VUK3Qn+z/DMG43DONbwzCeBp4G+gJ32/qcjjRjfTzHz17klSEtcSlNjs3DayA5WneGxYQ9NAmqxn1dGzJny1GiT1tfWSoyOgmTgl7NHDBDI5xb+K3gE3x1OrisdF3N8auuOobyhrf1oKJJv9Id278+3DkTRv0Bbt4wZyTMukPPXthJDR933h7Whj8n9qRRTR+em/c3w77eYJuUi07G0X329qNnufObjZgU/DK+G+3KEH9eaqnHYNELepC7+l2o3wXGLIGHlkCLQUUv0qsfAff8BI9tgdZ3wNYZ8Fl7mPewXqBamAtnYNU7MLm1DjnybwAjf9F/O23vsm+ss3AqTYN9GdGxPrM2HeFYSoajmwPV68ANb8JTe6D/q7rK38ybYVp/2PeHDhmqZOwxQ3APOvPS5AL3fwtkAPfZ4ZwOkZSWxZer4hjQshbdm5Zy4LllKngHQqvbS7T5pAHN8PV0460F+6yuRLY6Jol29f3x93a3an9Rhbm6Q6cH9SKmMwf15eEvOsO6j/UA4fFt+hJxWT7gG/eGCWth0HtwPAq+6qZTF2ZZ/8WwOK1D/Ph1Qjc+vrMtJ1MvctuX63nu110kp2fZ7ZwVkMP67HWxydw3bTP+3m78OqE7zWrZPkbcooR98L/x8Fk7vXg6/FZ4dBOMnAMNupbuWEEt4LYv4cld0PURXXxnSg+YNRzi11+eZTt7RM82f9JKzz436K5no8csguY3SJlpYdGkgc1QCj4p45Vkm/Lyh17P6JnloZ/oKzFz74cvO8O2mXptSiVh85hkpdQSYADgbRhGVoHH1gPNDcMo8np/aePbLl5IY/ciywvf7OnA6TSiT59n0oDmBPmWIl4oNxsWP69jega8VuLdpq87zJt/7eOJ/s2o41e6uM3cPDOv/rGXSf2b8+SAMiwCEFXX+VN69sujOlxMgTptYfB/oEEX258rPQlWvK7LtVerrRdJeVa3/XmukJmTx8oDiayPS8bN1cSAlrXocst43LxKN3BztphkR/TZADsXTefX9fup6evBmB6NqG7DuPBCGWaIWaKzRrh567RqXR+17aLRi2d1BdVNU3Qcf73O4N9QL4BSJrjuTh17Hxxmu3OKSu3dhfuZuvYQL93U0rpMF3amjDzqnV5G+MHvCDi/nwyPIOIa3EmmR/lftQ7pcCMhjVuVap9yXbinlNoNBBuGcU0CSqXUXGAE4GEYRnaBx8YB4wAaNGjQ8ciRksd2JZ8+Rs0prcvU7nLn6qVjMUvROWfnmhn21Xr2njxv1SmVggWP9yK8rn0HG6ISm/8YHFioL7V1GAWmMqQlLInjW/Xs28nt9j1PIeIf2Eqj0NJ9qXTCQXK599lZuXkkvt2K+oYVVcXKyitAp7OKeBi8A+x3npyL+kvehs90iEWnB/WA3K8CFy8RFVJqRjaDP13LqXOZjm5KMQx6mPbwiMsf9HTZ65AWbOv8ER2HjC3VPuU9SD4IuBmGcU2aB6XUD8D9QA3DMAoN/ivtrERebi5nEo5Z09wyMSmszzbh7qPzD5ZSTp6ZM+nZxW9ogZebC37eEu8mysCcpy8fu5TjbIZhQNppoPwWhxiGweHkCzQObVLqLwJOOEgu9z4b4PjReAJ9THi5lfPMmHegTmdVXsxmnRFAYo1FGWTm5JGaYUUaNwdRGckoc/m319e/Jl4+trv6Z4/eKQMorOas5xXb2IyLqyvBIZUrb19h3FxM1C5lqIUQNmPvmWNLlNILRsrzlEDj0n+HdVbl3mcD1GvQyNaHrJhMJuyXSEpUFZ5uLtT2c0D/ay0/64oAVTT2+Ms9CdRUSln6qh4CJBe8bCeEEMJhpM8WQggL7DFIjso/bsSVdyqlPIF2gPNUCRFCiMpP+mwhhLDAHoPkn9HBg5MK3P8w4A3MtsM5hRBCWEf6bCGEsMDmMcmGYexWSn0JTFRK/Q9YCLREV2+KBH6y9TmFEEJYR/psIYSwzObZLQCUUi7oWYlxQCMgGT1b8aphGOkl2D8JKEV9T4eoiX5ewvnIa+e8nOG1a4Y21UoAAAW2SURBVFhcXuGKpor02eAc7x9xLXndnJczvHaF9tl2GSRXBUqprc6U5klcJq+d85LXTpSFvH+ck7xuzsvZXzvJSyOEEEIIIUQBMkgWQgghhBCiABkkW2+qoxsgrCavnfOS106Uhbx/nJO8bs7LqV87iUkWQgghhBCiAJlJFkIIIYQQogAZJAshhBBCCFGADJKFEEIIIYQoQAbJJaSUGqWU2qGUuqiUSlBKTVNKlahggFIqRCn1olIqUil1Sil1QSm1Vyn1H6VUoL3bXtkppUxKqaeUUgeUUplKqWNKqY+UUj7lsb+wXll+90qp5kqpfyulNimlkpRSaUqpnUqpl+S1EyD9dkUlfbbzqmp9tizcKwGl1FPAx1wu0VoPeBpdYSrCMIwLxew/AfgUWACsA9KACGA0cCr/GKft1f7KTin1KbqE7m/AInRJ3ceBtcAAwzDM9txfWK8sv3ul1HvAY8AfwCYgB+gL3An8DXQ1DOOiXZ+AqLCk3664pM92XlWuzzYMQ25F3NAlFS8AWwCXK+6/GTCA/yvBMVoBtS3cPzb/GB86+nk66y3/d2sG5hW4//H83+1Ie+4vN4e+dp0APwv3v5W//0RHP0e5OeYm/XbFvUmf7by3qthnS7hF8W4DvIHPDcPIu3SnYRh/AoeA+4o7gGEYew3LMw4/5/9sbYuGVlH3AAqYXOD+b4EMin99yrq/sF6ZfveGYWw1DOOchYfk70pIv11xSZ/tvKpcny2D5OJ1zv+50cJjm4AwpVQ1K49dL/9ngpX7C/36mNEzRv8wDCMT2Mnl189e+wvr2et3L39XQvrtikv6bOdV5fpsGSQXr27+zxMWHjuB/lZV18JjJfFG/s+ZVu4v9O8+2TCMLAuPnQBqKqXc7bi/sJ7Nf/dKKRfgVSAXHYcqqibptysu6bOdV5Xrs10d3YDyopTyByaVYpfPDMNIQV+yA7D0psjM/+lt4bHi2vMMMAKYahjGytLuL/7hjeXXBq5+fbLttL+wnj1+95OBruiY0+gytE1UANJvV0rSZzuvKtdnV5lBMuAPvFaK7WcBKeg4GwAPoOCqS8/8nxmUglJqLPAf9KrpiaXZV1wjAwgu5LGSvD5l3V9Yz6a/e6XUm+i/p6mGYbxbxraJikH67cpH+mznVeX67CoTbmEYRrxhGKoUt7j8XU/m/wyxcNgQ9IrMkxYes0gpNQaYCiwF7jAMI6csz0twEn2Jx8PCYyHoS0NFfast6/7Cejb73SulXgdeBmYAE2zWQuFQ0m9XStJnO68q12dXmUFyGUTl/+xm4bEuQLRhGOklOZBS6kH0KtDlwG2FxPWI0olCv48jrrxTKeUJtAO22nl/YT2b/O6VUq+hZxt/AMYa+TmFRJUm/XbFJX2286pyfbYMkos3H325bmJ+gDkASqmbgSbA7Cs3Vko1UEqFKaXcCtw/GpgGrAJuzV8NKsruZ/SsUMG4xYfRsVH/vD5KqSZKqTBr9xc2V9bXDqXUq8DrwI/Ag4YUERCa9NsVl/TZzqvK9dlSca8E8hdrfAisBv6LvqzwDHAM6HzljIRSajXQGwg1DCM+/75b0NVpzgPPcW2MXLphGL/b9UlUYkqpz9FxTb8BC9EVgJ4A1gP9Lv0RKqXigYaGYShr9he2V5bXTin1GPAFcBR4BZ2a6EoJhmEss/dzEBWT9NsVl/TZzqvK9dnlWbnEmW/oUqS70Cs4E4HvgGAL261Gf9NqdMV9r+ffV9gt3tHPz5lvgAv6wy8avfL2BLocbbUC28Xrt7x1+8utYr12wPfF/F2tdvTzk5tjb9JvV8yb9NnOe6tqfbbMJAshhBBCCFGAxCQLIYQQQghRgAyShRBCCCGEKEAGyUIIIYQQQhQgg2QhhBBCCCEKkEGyEEIIIYQQBcggWQghhBBCiAJkkCyEEEIIIUQBMkgWQgghhBCiABkkCyGEEEIIUcD/AzhodXyx+hukAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xbin = np.linspace(-0.25,0.25,20)\n",
    "xbin_edges = np.append(xbin,xbin[-1]+(xbin[1]-xbin[0])) - (xbin[1]-xbin[0])/2\n",
    "fig,axs = plt.subplots(4,2)\n",
    "for j in range(4):\n",
    "    pdf1 = np.histogram(vT[j,:80],bins=xbin_edges)[0]\n",
    "    pdf2 = np.histogram(vT[j,80:],bins=xbin_edges)[0]\n",
    "    axs[j,0].plot(xbin,pdf1)\n",
    "    axs[j,0].plot(xbin,pdf2)\n",
    "    \n",
    "    pdf1 = np.histogram(vT2[j,:80],bins=xbin_edges)[0]\n",
    "    pdf2 = np.histogram(vT2[j,80:],bins=xbin_edges)[0]\n",
    "    axs[j,1].plot(xbin,pdf1)\n",
    "    axs[j,1].plot(xbin,pdf2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(211, projection='3d')\n",
    "ax1.scatter(vT[0,:80],vT[1,:80],vT[2,:80],c='r',marker='o',s=20)\n",
    "ax1.scatter(vT[0,80:],vT[1,80:],vT[2,80:],c='b',marker='o',s=20)\n",
    "\n",
    "ax2 = fig.add_subplot(212, projection='3d')\n",
    "ax2.scatter(vT2[0,:80],vT2[1,:80],vT2[2,:80],c='r',marker='o',s=20)\n",
    "ax2.scatter(vT2[0,80:],vT2[1,80:],vT2[2,80:],c='b',marker='o',s=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "master = np.zeros((32*5,32*4))\n",
    "count = 0\n",
    "\n",
    "for jj in range(4):\n",
    "    for j in range(5):\n",
    "        T2 = np.flipud(np.reshape(dog[:,count],(64,64)))\n",
    "        T = T2[::2,::2]\n",
    "        master[32*j:32*(j+1),32*jj:32*(jj+1)] = T\n",
    "        count += 1\n",
    "        \n",
    "plt.figure()\n",
    "plt.pcolor(np.rot90(master),cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "master = np.zeros((32*5,32*4))\n",
    "count = 0\n",
    "\n",
    "for jj in range(4):\n",
    "    for j in range(5):\n",
    "        T2 = np.flipud(np.reshape(cat[:,count],(64,64)))\n",
    "        T = T2[::2,::2]\n",
    "        master[32*j:32*(j+1),32*jj:32*(jj+1)] = T\n",
    "        count += 1\n",
    "        \n",
    "plt.figure()\n",
    "plt.pcolor(np.rot90(master),cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC02_1_Fig5p7_Fig5p8.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training and test set sizes\n",
    "n1 = 100 # Training set size\n",
    "n2 = 50  # Test set size\n",
    "\n",
    "# Random ellipse 1 centered at (-2,0)\n",
    "x = np.random.randn(n1+n2) - 2\n",
    "y = 0.5*np.random.randn(n1+n2)\n",
    "\n",
    "# Random ellipse 5 centered at (1,0)\n",
    "x5 = 2*np.random.randn(n1+n2) + 1\n",
    "y5 = 0.5*np.random.randn(n1+n2)\n",
    "\n",
    "# Random ellipse 2 centered at (2,-2)\n",
    "x2 = np.random.randn(n1+n2) + 2\n",
    "y2 = 0.2*np.random.randn(n1+n2) - 2\n",
    "\n",
    "# Rotate ellipse 2 by theta\n",
    "theta = np.pi/4\n",
    "A = np.zeros((2,2))\n",
    "A[0,0] = np.cos(theta)\n",
    "A[0,1] = -np.sin(theta)\n",
    "A[1,0] = np.sin(theta)\n",
    "A[1,1] = np.cos(theta)\n",
    "\n",
    "x3 = A[0,0]*x2 + A[0,1]*y2\n",
    "y3 = A[1,0]*x2 + A[1,1]*y2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[0].plot(x[:n1],y[:n1],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[0].plot(x3[:n1],y3[:n1],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "\n",
    "\n",
    "axs[1].plot(x[:70],y[:70],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[1].plot(x3[:70],y3[:70],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[1].plot(x[70:100],y[70:100],'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=15)\n",
    "axs[1].plot(x3[70:100],y3[70:100],'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=15)\n",
    "\n",
    "axs[2].plot(x5[:n1],y5[:n1],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[2].plot(x3[:n1],y3[:n1],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "\n",
    "axs[3].plot(x5[:70],y5[:70],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[3].plot(x3[:70],y3[:70],'o',markerfacecolor=(0.8,0.8,0.8),markeredgecolor='k',ms=15)\n",
    "axs[3].plot(x5[70:100],y5[70:100],'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=15)\n",
    "axs[3].plot(x3[70:100],y3[70:100],'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=15)\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(-6,6)\n",
    "    ax.set_ylim(-2,2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n1 = 300 # training set size\n",
    "x1 = 1.5*np.random.randn(n1)-1.5\n",
    "y1 = 1.2*np.random.randn(n1)+np.power(x1+1.5,2)-7\n",
    "x2 = 1.5*np.random.randn(n1)+1.5\n",
    "y2 = 1.2*np.random.randn(n1)-np.power(x2-1.5,2)+7\n",
    "\n",
    "fig,axs = plt.subplots(2)\n",
    "axs[0].plot(x1,y1,'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=15)\n",
    "axs[0].plot(x2,y2,'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=15)\n",
    "axs[0].set_xlim(-6,6)\n",
    "axs[0].set_ylim(-12,12)\n",
    "\n",
    "r = 7 + np.random.randn(n1)\n",
    "th = 2*np.pi*np.random.randn(n1)\n",
    "xr = r * np.cos(th)\n",
    "yr = r * np.sin(th)\n",
    "\n",
    "x5 = np.random.randn(n1)\n",
    "y5 = np.random.randn(n1)\n",
    "\n",
    "axs[1].plot(xr,yr,'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=15)\n",
    "axs[1].plot(x5,y5,'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=15)\n",
    "axs[1].set_xlim(-10,10)\n",
    "axs[1].set_ylim(-10,10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC03_1_Kmeans.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from sklearn.cluster import KMeans\n",
    "from scipy.cluster import hierarchy\n",
    "from scipy.spatial.distance import pdist\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training and testing set sizes\n",
    "n1 = 100 # Train\n",
    "n2 = 50  # Test\n",
    "\n",
    "# Random ellipse 1 centered at (0,0)\n",
    "x = np.random.randn(n1+n2)\n",
    "y = 0.5*np.random.randn(n1+n2)\n",
    "\n",
    "# Random ellipse 2 centered at (1,-2)\n",
    "x2 = np.random.randn(n1+n2) + 1\n",
    "y2 = 0.2*np.random.randn(n1+n2) - 2\n",
    "\n",
    "# Rotate ellipse 2 by theta\n",
    "theta = np.pi/4\n",
    "A = np.zeros((2,2))\n",
    "A[0,0] = np.cos(theta)\n",
    "A[0,1] = -np.sin(theta)\n",
    "A[1,0] = np.sin(theta)\n",
    "A[1,1] = np.cos(theta)\n",
    "\n",
    "x3 = A[0,0]*x2 + A[0,1]*y2\n",
    "y3 = A[1,0]*x2 + A[1,1]*y2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x22416e76eb8>]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3Gm9g86a4ULLvdRBT/BsCo7FrzcyWnWrvuWe9rx+a4A1s3i4slFxX30F4in9DYDR2rZnZslPwhQu7NUeh1ARgVbtUEAlwB7tYzbbsFDzGU7Mab8EbACDJ7tV47xo13gAAJFHNNhTBGzi5Xdq9AIAkNrYdwr1DDwDYcUevVx7usJg4iwPALcx4sx4zmxy1az2p5sjzFmAUBG9Wdzizee1a18X+cGZz11/EhZKTOWlPKn//7Zrq8xZgB+lqwup2sffQ3VjWfXIn+Xfh7799U3zeAoycdoKC98n1vWV2H4SSkztJePb3374pPm8BRk47QU6u7y2z+7BrW3eN0Ul6Uvn7b98Un7cAO0rwZnV9b5ndB6FkM9bpSXVrTfepJacgf//NmeLzFmBHCd6sbord9oWSfh1d6PfYY7d/jb//Zk3xeQuwo9R4w/5+1/ru+vVupvXSJaFkXav+DZfVdN9zTzdb7u8PwASo8WZ8xtJGztZdy63yGK3Trm5Z7fbNm/7+wKSM5SWOcRG8GYbewuO36mO0zgY6auqBGfASxzJKTRiGNnLjt+pjtE67On27gRnwEodSk7nYlWtb2siN36qP0Tqz2Bb6sS27cu5jFrzEsYzgPSW7dG1LycH4rfoYrdsZRk09m7ZL5z5mwUscywjeU7JOre3QtPEbv1UfI7PYDG2Xzn3Mgpc4llHjPSW7tjW0Nn7j5zFiF+zauY9ZcPqct2U13oL3lFjNAcyRcx8wMhZXzoFrW8AcOfcBO0LwnhK1tsAcOfcBO0KpCQDAlqn5npdlpSb3DjEYAIC5OLp32GHHy0T4nhulJgBTYzMZGBUdLzkkeAP9Egq3y2YyMDp2suSQ4A30RyjcPlNrMDp2suSQ4A30RyjcPlNrMDo6XnJI8IZVKZE4OaFw+0ytwejoeMkhwRtWoURiM4TC7TO1BqO0t9dtpHrzZncrdM+T4A2r2MUSiTHO0AuF22dqDWC0bKADqzh1qpvpPqqqm74Ym6NNY5Mu4I4hgNlFAoCJW7aBjuANqzh3risvOers2e6a4djs2ngBYEKWBW+lJrCKXSuRsIgRAEZH8IZV7FrdrEWMADA6gjesapeWpO/aDD0AzIDgDVO0azP0ADAD9w49AGBL9vYEbQAYETPeAADQA8Gb3TDGzWAA4ICXKVYheI+BZ+ud2a6dW3m+ACPjZYpV2UBnaGPeYXAsbAYzX0d3uXzBC5IHH/R8AUbFyxRH2blyrMHbs/Xudm27djZj0ZvSqsX/FjxfgAF5meIoO1eOlR0G724Om8Eon7jdxYtPDN3J4le2xPMFGNQcXqbYjF6Cd1WdqqpXVNXbq+pDVfXrVfXqqvrIPr5/1Dxb727qm8EoDlxsnTDt+QIMaOovU2xOXzPefzfJtyf5f5O8LMkbk3xFkh+uqlXGcNLvHy/P1rub+mYwi2Z2b9zojs/ZsjBd9cSPPV+AgU39ZYrN2XqNd1V9YpJfSPKDrbUX3nL8ZUlek2Svtfb92/r+Q6Ot8U5uX0B26ZJn65woDlxs2cLjBx5I3vQmzxcARmvIGu+/mqSSfMeR469LciPJi7b8/eO3t9ctDLt5s7sVIuZFudFiy6aQ/v7f93wBYCf1Ebyfl+Rmkp+79WBr7UNJ3nbw+W1+P4ybcqPlvCkFYEL6CN7PSvKe1trvLPjcO5PcX1VP3uL3w7gpDgSAWbi3h59xOsmi0JwkH7rla353099fVReSXEiSM3O/bM+47e0J2gAwcX3MeN9I8hFLPveUW75m49/fWrvcWjvfWjv/zGc+864DBQCAbekjeL8rXTnIovD87HRlJMtmuzfx/TBONs0BgFnpI3i/9eDnPP/Wg1X1lCSfnORuPf5O+v0wPjbNAYDZ6SN4vyFJS/LyI8e/NF1t9u8njar62Kp67nG/H46t79nnbW+aYzYdAEZn64srW2u/UFV/L8lLq+ofJ3lTkk9It/Pkm5PcuvnNTyY5m65v93G+H9Z3dKOWw9nnZHsLHpdth77ONunLDPH7AAB31dd26y9P8tVJPjHJ30vyhUlem+TPt9ZW2ZrvpN8Pyw2xZfs2N82Zyhb0U5q1n9LvAvTK6WNatr5l/FiMest4hjXElu3LtkPfRP/uKWxBv82/T9+m9LsAS+3vd/Mb1693cyiXLp38Ke70sbuWbRkveMO5c105xlFnz3a7JW7LNs7SyXC/zyZN4Xc4NKXfBVhoWwHZ6WN3Cd6CN8tMbUphCr/PFGbtD03pdwEW2lZAdvrYXcuCd1813jBeU9uyfQq/zzZr4Ps2pd8FWGhb6+WdPqZH8IakC6VXr3ZTCFevbi+k9rVKpq/fZ1suXepm6W91+nR3fNdM6XcBFtpWQHb6mB7BG/pi05zVTWHW/tCUfhdgoW0FZKeP6VHjDX2xSgZgsra1Xp7dZHGl4M3QrJIBgFmwuBKGZpUMAMya4A19sUoGAGZN8Ia+WCUDwAbZTn73CN7Qp11v8wewAQLjyWmUtZsEb4BdJb2wgwTGzbh48YkbFCfdxxcvDjMeVqOrCcAuOkwvt77ynj6tfInR01l1MzTKGjddTQCmxHQXO2pb26vPzbKGWKdOuXowZoI3wC6SXthROqtuxqJGWUny2GNKd8ZM8IY5UyO8u6QXdpTOqptx2Cjrnntu/5yLX+MleMNcWeG026QXdpTOqrc77hzI3t7yem4Xv8bJ4kqYKyucdt/+fjetdf16N9N96dK80wvsoJOuk3YqH6dliysFb5grS+IBBnfS4KzB0TjpasJuUXu8Xfv73d92ETXCAL056TpppTu7RfBmczYVltUeb9fh3/exx27/nBphgF5tYp20TZF3h+DNZmwyLOtPvLrjvNlZ9PdNuqXxpkkAemWd9Lyo8WYzNrm6Q+3xao5b2OfvCzAq1klPj8WVgvd2bTLMWaK9muP+nfx9AWCrLK5kuza5mccmrrvNYXHmcVfkuK4JjNkczt/MluDNZmwyzJ10ifZcFmce982OJfDAWM3l/M1sCd5sxqbD3EmWaM9lceZJ3uz0tQTezBWwjrmcv9fkVDodaryZnjktHhzzihy7OgDrmtP5e0VOpbtJjTfzscl687Ebc/PWsc9cmUKC8ZnT+XtFYz+Vsh7Bm+mxeHAcTrod2zapI4Vxcv6+zZhPpaxP8GZ6LB4chzHPXJlCgnFy/r7NmE+lrE+NN7AdYy5MVEcK7Igxn0pZTo332Kk3ZWrGPHNlCglmaRdfasd8KmV9ZrzHwNtZ6JfnHMyOpz19smX8mIO3Lbyhf2NuxQhsnJda+qTUZMwsWYb+jbkV4xTt4jV+JsVLLWMgeI+BelM2RbhhjLRvZAS81DIGgvcY6FvKJgg3jJX2jYyAl1rGQPAeA0uWN2uus77CDWPlGj8j4KWWMbC4kmmZ87J1vakZK6vagJmxuJJ5mPOsrwJGxso1foAkgjdTM+dL2sINY+UaPxs012pCpuHeoQcAG3XmzOJL2nOY9T0MMXpTM0Z7e/4tcmJHqwkP15An/nmxG9R4My1zrvEGmDjLBdgVaryZB5e0ASZrUehO5lFNyDQI3uyOVQv77Ei4HQorgQHt73fzKYvMoZqQaVDjzW5Q2Dcsf39gYBcvLu+Yag05u8KMN7thzm0Cx2Dbf3+z6cBdLCsnac37f3aH4M1umHObwDHY5t/fVvfACpaVk5w9u/2fve25AXMP8yF4sxtsDjOsbf79Xc0AVjDUVgXbnhsw9zAvgje7weYww9rm39/VjHkz1bcTxvAwDdW0attzA+Ye5kXwnrIxnCk3RZvAYW3z7+9qxnyZ6tsJY3qYhmhate25AXMP82IDnamykQy7wr/V+bIbyk6Y+8O07d9/7n/fqbKBzty4dsWucDVjvkz17YSxP0zbvri7rNLuBS/YzM9VSTkv+nhP1djPlHCrvT1Be47OnFk81afMaFTG/DD1scXA4f1cvNi9hJ4504XuBx/czM9ddP+XLjklTpUZ76lSNwuMnam+nTCGh2nZrHZfF3eP1pa/6U2b/bk2XJ4PwXuqxnCmBLgTZUY7YeiH6U6LO4e6uOuiMscleE/V0GdKgFWY6tsJRx+mpL+mWXea1R7q4q6LyhyX4D1lXtAA2LC+2wveaXZ5qIu7LipzXII3ALCyvptm3Wl2eaiLuy4qc1yCNwCwclu+vuub7za7PNTFXReVOQ7BGwBmbp3ykbvVN2+6r7bZZabEzpUA9G9/X+PiEVln98Q7bTab2IgWEjtXAjAWfa/O467WKR+50wy0TZPhzsx4A9CvdaZX6cWmHpJTp7r3UkdVdbXQMBdmvAEYB7uPjM6m2uPpbw13JngD0C/pbHQ2tYBRf2u4M8EbmI5Nt1NgO6SzUdpEezwdSODO7h16AAAbcbTVwuGCvcSr/tgcPh66mkzS3p6HEpbpZXFlVf21JK9I8twk70vyw0m+prX28IrffzXJ2SWffmZr7T13uw+LK2HiLNgDYCSWLa7c+ox3Vb0iybcneXOSr0zynCR/I8mnVdXzW2sfWPGu3p5k0XXI929koMBus2APgJHbavCuqvuTfEuStyb57NbaYwfH35rkn6YL4t+64t29u7X2+q0MFNh9Z84snvG2YA+Akdj24srPT3I6yWsPQ3eStNZ+OMk7krxonTurqnur6qM2O0RgEizYA2Dkth28n3dw+zMLPvezSZ5bVU9b8b4+JcmNJL9dVb9VVQ9W1bM2MUhgArRTgFnRxIhdtO0a78Ng/M4Fn3tnkjr4mn93l/v5xSTfna7O+94kn5HkJUk++6BO/F2LvqmqLiS5kCRnXG6G6dNOAWZBEyN21UpdTarq6Ulevsb9vqa19t6q+skkn5XkntbaEzaLraq/leTrkvzJ1trb1rjvw+//b5LsJ/nu1tqX3u3rB+lqsr+vXRYAbJgmRozdSbuaPD3JN6zx816f5L3pSkOS5COSfPDI1zzl4PZGjqG19v1VdSnJ5xzn+7fO23HYHm9qYdY0MWJXrVTj3Vq72lqrNf771YNvPSwBefaCu312knbL1xzH1ST3n+D7t+fixcdD96EbN7rjwPEdvqm9di1p7fE3tQo8YeetWre9rHpUVSljt+3FlW89uP20BZ/7lCS/3Fp79AT3/3FJ3n2C798eb8dhO7yphUla5z21Jkbsqm0H73+SrsTkpVV1z+HBqvrcJB+brkY7txw/U1XPraon3XLsGYvuuKq+PN1mPD+8jYGfmLfjsB3e1MIkrfOeWhMjdtVWg/fBlvBfl+T5SX6iqi5U1Tcl+UfpOpR8x5Fv+d4kv5Qnlqb8tar6hap6VVV9eVV9ZVX9YJLvSvJrWa/2vD/ejsN2eFMLGzOmlnzrvqfe2+sWUt682d0K3eyCbc94p7X26iQvTvKMJK9J8t8l+YEkn75imclbk/z7JH8lyd9J8reTPPfg9vxBuB8fb8dhO7yphY0YarnEsrDvPTVzsFI7wSkYpJ0gsB26msCJDdGS72jDr6R733z5cvf/yz7n6c2uWdZOUPAGgBk6daqb6T6qqivf2Ia7hX3vqZmKZcF766UmAMD4DFHacbc67k3VbY+pdh1uJXgDwAwNsVyij7Cv1T9jJngDwAwN0QOgj7Cv1T9jJngDwEz13ZKvj7B/p3IWJSgMzeJKAGAyli3gvO++5IMf1DWFflhcCQBM3rJylkQJCsMTvAGAyVhWzvLe9y7++mWlKbANgjcAMCmLatftjMkYCN4AwNaMZUHjEO0T4ah7hx4AADBNR7eIP+ypnfS/oPHw533lVyaPPNL9/1Of2u8YwIw3ALAVY+yp/cEPPv7/jzxicx36JXgD6xnLdWNg9O62RXzfNvFGwCmQkxC8gdXZi/n4vFozQ894xuLjQy1oPOkbgUWnwC/5kuT++z21WY3gDaxujNeNd4E3LOyATb833N9P3v/+248/6UnDLWg8aWeTRafA3/3drmTFU5tVCN7A6sZ23XhXeMPCyG3jveHFi10oPeqjPmq7Cyvv9AbipJ1NVjnVeWpzJ4I3sDqNcI/HGxZGbhvvDZf98162kc0m3O0NxLLNdVZ9I7Dqqc5Tm2UEb2B1GuEejzcsjNw23hsO8c9+lTcQizbXWdWiU+AintosI3gDqzvpdNFcecPCyG0jJA/xz37bF5eOngLvu6+rWYZeXJgAACAASURBVL+VpzZ3IngD6znJdNFcecPCyG0jJA/xz76PWfZbT4HveU/yD/+hpzarq9ba0GPoxfnz59uVK1eGHgYAjNL+fleScf16F1QvXdq9AHl0p8ykewMhDNO3qnqotXb+6HEz3gDARi9mDdW23sUlxk7wBoCJ6zMID922XjUcYyZ4A8CE9R2Eta2H5QRvAJiwvoOwtvWwnOANABPWdxDWth6WE7wB+jDUajNmr+8grG09LCd4A2zb0KvNmLW+g7DOIrCcPt4A23buXBe2jzp7tmu7AFs2hR7dsEuW9fEWvAG27dSpbqb7qKqu5xkAk2IDHWCadqF22mozACJ4A7tsV2qnrTabjV14HwgMR/AGdteu7NRhtdks7Mr7QGA4gjewu3Zppw77WE/errwPZPxcOZkuwRvYXWqnGZFdeh/IeLlyMm2CN7C71E6zzABTht4HsgmunEyb4A3sLrXTLDLQlKH3gWyCKyfTpo83ANMy4IZFNqrhpOy3NQ36eAMwDwNOGU5lDe02K3UsHLwzV06mTfAGYFoUW5/INit1LBy8OxV00yZ4z4UpBmAuTBmeyDYX9x33vuf2EjaVKyfc7t6hB0APDqcYDs92h1MMiWczMD2H5zXF1seyzUqd49y3lzCmxOLKObBSA4AVbfMl4zj37SWMXWRx5ZzpTQTAil7wgq62+FabqtRZVAWUJI8+urx8xEsYUyJ4z4GFRgCsYH8/efDBbuHjoarkgQc2U9ZxuHDwvvueePyRR5YvsvQSxpQI3nNgoREAK1i0+LG15E1vuvv3rroAcm8vedrTbj++bJGllzCmRPCeA72JAFjBccs61m0TuM7P8RLGlFhcCQAkOf5CxnW/z4JJps7iSgDgjo5b1rHuTLnyEeZK8AYAkhy/rGPdBZDKR5grwRumYm5buwFbsWjXxLudXo4zg213RubIzpUwBbZ2A7ZkldOLzUJhNWa8YQoW9QBb1puL1bmKACufXo4zUw5zY8YbpsDWbpvnKgIkWdx9JFm9xaCnEDzOjDdMga3dNs9VBAY0lpni/f3bt48/tOj0cuu4H3jAUwiOErxhCvTm2jxXERjIupvRbOpnLgr6Fy8+cfv4Q1W3n16Ojvuxxxb/LE8h5swGOjAV+/tWNm2SHT4YSN//9I6WhCTd+/bLl5Mv+qLFwTu5/fiycR/lKcQcLNtAR/AGWOROacQbGrbo1Knls8w3b27+5y0LzPfdlzztaau/CVg27lt5CjEXdq4EWIcdPtiwVeu2+16ysaz045FHkhe8YPUqtmXju+ceTyE4JHgDLGOHDzZknbrtvpds3CnQv+lNq7//XDbuBx/0FIJDgjcAbNk6TXKOc7HlJF1Q7hTor19f/f2ni0Rwd4I3AJM1lrZ86zbJWediy6LZ9Be9KLn//tV+3729rp57kXXLW5aNeyyPAwxN8AZgkoZoy7fMNuu2F82mJ12N9qq/73d+5/bKW8b0OMDQBG8AJmlMeyBts277Tn2xV/19t1kmMqbHAYamnSAAk9R3W7672Var/bv1zx7q9z00tscB+qCdIACz0ndbvrvZVpOcRbPptxrq973bzx96XDAEwRuASeq7Ld9QDstEFi2QfNKTkkcfHXZR41weB1iF4A3AJM2pvd3eXvKe9ySvf/3jv+9993W3jzxy90WN2+w6MqfHAe5GjTcATMz+fvLAA8ljj93+uaPbvR92Hbl1AaSt3eFkBqvxrqovq6r9qnp7VT1WVcdK+lX1gqr6V1X1gap6b1W9sar+8KbHCwC77DBILwrdye1dUHQdgf70UWryNUk+L8l/TPKu49xBVf3FJD+S5KlJ/ockr0ryZ5P8y6p61obGCQA7b1lf70NHFzWuu7kPcHz39vAzPiPJ9dbazar6kSTPWeebq+pJSV6b5NeT/JnW2qMHx38syUNJvjHJhU0OGAB21Z0C86JFjWfOLG5HqOsIbN7WZ7xba1dbayfp1PnpSZ6V5LsPQ/fB/b4tyU8n+SsH4RwAZm9ZYL7nnsV127qOQH92oavJ8w5uf2bB5342yUcl+SP9DQcAxmtZkH7wwcWLJXUdgf7sQvA+rOF+54LPHR579qJvrKoLVXWlqq48/PDDWxkcAIzJcYL0tjb3AZ5opRrvqnp6kpevcb+vaa2993hDus3h+/bfWfC5Dx35midorV1Ocjnp2gluaDwAMGp7e8IzjNGqiyufnuQb1rjf1yfZVPA+XJv9EQs+95QjXwMAAKO0UvBurV1NUtsdylKHLQifneSXjnzusMRkURkKAACMxi7UeL/14PbTFnzuU5O8L8m/6284AACwvlEF76r6mKp6blXdWrP95iS/keQlVfW0W772k9L1CH9ja+3D/Y4UAADWs/UNdKrqc5N80sGHH3dw7JUHH/9Wa+27bvnyb0vyQJLPTNejO621D1fVVyZ5Q5K3VNXr0rUQfEWSh7Ne7TkAAAyij50rX5guTN/qmw9uryX5rtxFa+2NVfXBJK9M8nfSdTj5ySR/s7WmvhsAgNGr1ubRZe/8+fPtypUrQw8DAICJq6qHWmvnjx4fVY03AJDs7yfnziWnTnW3+/tDjwjYhD5KTQCAFe3vJxcuJDcOdqi4dq37OLEpDuw6M94AMCIXLz4eug/duNEdB3ab4A0AI3L9+nrHgd0heAPAiJw5s+T4Mx7dyP3vRP34TgwS1id4A8CIXLqUnH7y7z3h2Ol8IJfe97ITB9DD+vFr15LWHq8fH1Wu3YlBwvFoJwgAI7N//1fk4iN/I9dzJmdyPZfytdnLP0rOnk2uXj32/Z471+XYo054t5u1E4OEO1vWTlDwBoCxOXWqm+09qiq5eXNsd7tZOzFIuDN9vAFgVywt9F5yfNi73aydGCQcj+ANAGNz6VJy+vQTj50+3R0f391u1k4MEo5H8AaAsdnbSy5f7uqaq7rby5dPvIPOlu52s3ZikHA8arwBYAL297tNdq5f76oyLl2SVWEoy2q8bRkPADvONvOwG5SaAMCOs8087AbBGwB23Ca3mbdpJGyP4A0AO+owJC9brrVuBz6bRsJ2Cd4AsINuDcmLHKcDn5IV2C7BGwBWNKYyjEUh+dBxO/BtsmQFuJ2uJgCwgrF1DlkWhquSq1ePd59nziyeQbdpJGyGGW8AWMHYyjC2sbO6TSNhuwRvAFjBEGUYdypt2UZItmkkbJdSEwBYQd9lGHcrbTkMw5verfLW+wY2y4w3AKxg0Qxzkjz66HYWWa5S2rK319Vz37zZ3QrMMG6CNwCs4LAM4777nnj8kUe20+tahxGYHsEbAFa0t5c87Wm3H9/GIsttLJ4EhiV4A8Aa+pqJ1mEEpkfwBoA19DUTfacOI2PayAdYneDNfHnlAo6hz5noRYsnb90qvrXHu504hcH4Cd7Mk1cu4JiG7nU9to18gNVVa23oMfTi/Pnz7cqVK0MPg7E4d25xQ96zZ4+/1zJAD06d6uYLjqrqZsaB4VXVQ62180ePm/FmnvTpAnbUSWvMVdnBcARv5kmfLvok6bBBJ6kxV2UHwxK8mSd9uuiLpMOGnaTGXH04DEuNN/O1v9+92ly/3s10X7pkv2U2z3oCRkR9OPRjWY33vUMMBkZhb0/QZvusJ2BEzpxZ/D5QlR30Q6kJwDZZT8CIqLKDYQneANsk6TAiQ/cgh7lTagKwTYeJxnoCRkKVHQxH8AbYNkkHgCg14W70HwZmwKkO6IMZb5Y77D982PT1sP9wYvYOmAynOqAvZrxZzk4LmAZkBpzqgL6Y8WY5/YfnzTQgM+FUB/TFjDfL6T88b6YBmQmnOqAvgjfL6T88b6YBmQmnOqAvgjfL2Wlh3kwDMhNOdUBfqrU29Bh6cf78+XblypWhhwG742iNd9JNA0okAHBHVfVQa+380eNmvIHFTAMCwEbpagIsZ8dFANgYM94AANADwRsAAHogeAMwCzZiBYamxhuAybMRKzAGZrwBmLyxbMRq1h3mzYw3AJM3ho1YzboDZrwBmLwxbMQ6lll3YDiCNwCTd+lSt/HqrU6f7o73ZQyz7sCwBG8AJm8MG7Eum11/xjPUfcNcVGtt6DH04vz58+3KlStDDwOAmTpa450kT35y0lry4Q8/fuz06f7fFACbVVUPtdbOHz1uxhsAerBo1v0P/IEnhu5E3TdMmeANAD3Z20uuXk1u3uxu3/vexV+n7humSfAGgIGModsK0B/BG2DmbOoynDF0WwH6I3gDzNjhgr9r17pFfoebugjf/dhWtxVvpmCcdDUBmLFz57qwfdTZs10NMrtnUfcUnVKgX7qaAHAbm7pMjx0yYbwEb4AZs7jv+MZazuHNFIyX4A0wYxb3Hc+Ya+O9mYLxErwBZmwMW6nvojGXc3gzBeO19cWVVfVlSf5skj+d5OOTnGqt1Zr38dNJPn3Jp5/XWrvrqkmLKwHYlFOnupnuo6q6zXGGtr/fvQm4fr2b6b50yZsp6NOyxZX39vCzvybJfUl+PslHJnnOMe/nPUleseD4O455fwBwLGfOLO4GM5Zyjr09QRvGqI/g/RlJrrfWblbVj+T4wfsDrbXXb25YAHA8ly4tbtmnnAO4k63XeLfWrrbWNnLhrapOVdVHVdVapSoAsElq44Hj6GPGe1OeneTRJE9NcqOq/lmSr22tvX3YYQEwR8o5gHXtSvD+90n+ZZJ/k+SxJJ+S5KVJPruq/svW2i8s+qaqupDkQpKcGUvhHQAAs7RSV5OqenqSl69xv69prb13wf38SJLPWberyZIx/ZkkP53kp1pr/9Xdvl5XEwB2je4ksJtO2tXk6Um+YY2f9/oktwXvTWqtvaWq/s8kn1lVT22tfXCbPw8A+nS4Sc/hAs7DTXoS4Rt21UqLKw8WSNYa//3qtgd+4GqSe5L8wZ5+HgD0Ysyb9ADHs+s7V358kt/LlmfXAaBv16+vdxwYv1EF76r6mKp6blWdvuXYR1fVPQu+9nOS/BdJfry19qE+xwkA27asJ4BeAbC7tt7VpKo+N8knHXz4cQfHXnnw8W+11r7rli//tiQPJPnMdAsnc/D/315VP5xul8rfS/L8JC9Kt5vlOos+AWAn2KQHpqePdoIvTBemb/XNB7fXknxX7uyXkzyU5M8n+U+TPCnJf0jyvyb51tbaOzc3VAAYh8MFlLqawHSs1E5wCrQTBNhtWusBu+Kk7QQBYDBa6wFTMKrFlQCwiNZ6wBQI3gCM3q611tvfT86dS06d6m7394ceETAGgjcAo7dLrfUOy2KuXUtae7wsRvgGBG8ARu/Spa6V3q3G2lpPWQywjOANwOjt7SWXLydnzyZV3e3ly+NcWLlrZTFAf3Q1AWAn7O2NM2gfdeZMV16y6Dgwb2a8AWCDdqksBuiX4A0AG7RLZTFAv5SaAMCG7UpZDNAvM94AbJw+1gC3M+MNwEbZ3h1gMTPeAGzU1PtYm80HjsuMNwAbNeU+1mbzgZMw4w3ARu3S9u7rmvpsPrBdgjcAGzXlPtZTns1PlNHAtgneAGzUlPtYT3k2/7CM5tq1pLXHy2iEb9icaq0NPYZenD9/vl25cmXoYQCww47WeCfdbP4U3licO7d4q/uzZ5OrV/seDey2qnqotXb+6HEz3gCwoinP5k+9jAbGQFcTAFjDVHelPHNm8Yz3FMpoYCzMeAMAk14UC2MheAMAky6jgbFQagIAJJluGQ2MhRlvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBG4C17O8n584lp051t/v7Q48IYDfo4w3Ayvb3kwsXkhs3uo+vXes+TvR/BrgbM94ArOzixcdD96EbN7rjANyZ4A3Ayq5fX+84AI8TvAFY2Zkz6x0H4HGCNwAru3QpOX36icdOn+6OA3BngjcAK9vbSy5fTs6eTaq628uXx72wUhcWYCx0NQFgLXt74w7at9KFBRgTM94ATJYuLMCYCN4ATJYuLMCYCN4ATJYuLMCYCN4ATJYuLMCYCN4ATNYudmEBpkvwBqAXQ7X129tLrl5Nbt7sboVuYCjaCQKwddr6AZjxBqAH2voBCN4A9EBbPwDBG4AeaOsHIHgD0ANt/QAEbwB6oK0fgOANQE8WtfUbqsUgwBC0EwRgEFoMAnNjxhuAQWgxCMyN4A3AILQYBOZG8AZgEFoMAnMjeAMwCC0GgbkRvAEYhBaDwNzoagLAYPb2BG1gPsx4AwBADwRvAADogeANAAA9ELwBGJyt44E5sLgSgEHZOh6YCzPeAAzK1vHAXAjeAAzK1vHAXAjeAAzK1vHAXAjeAAzK1vHAXAjeAAzK1vHAXOhqAsDgbB0PzIEZbwAA6MFWg3dVPbuqvqaq3lxVv1FVH6iqX6yqV1XVfWve16dU1U9U1fur6n1V9X9U1Sdva+wAALBJ257x/twk35jkkSSvSvLyJP/q4Pbnq+oPrXInVfWpSd6c5A8n+fok35Dk45O8par+xOaHDQAAm7XtGu+3JDnbWvvNW469rqr+dZLXJfnqg//u5jVJfjfJn22tvTNJquoHkvxSklcn+a83OmoAANiwrc54t9Z+8UjoPvSGg9s/frf7qKqPS/K8JG88DN0H9/3OJG9M8udWnTkHAIChDLW48jkHt+9e4Wufd3D7Mws+97NJKsmf3sSgAABgW4YK3t90cPvgCl/7rIPbdy743OGxZy/6xqq6UFVXqurKww8/vOYQAaZjfz85dy45daq73d8fekQA87NSjXdVPT3dgshVvaa19t4l9/VVSb4gyeXW2k+tcF+H+5n9zoLPfejI1zxBa+1ykstJcv78+bbCzwKYnP395MKF5MaN7uNr17qPE72zAfq06uLKp6frJLKq1ye5LXhX1UvSdTf50SQvXfG+Dl4q8hELPveUI18DwBEXLz4eug/duNEdF7wB+rNSqUlr7Wprrdb471eP3kdVfUm62ed/nuSFrbUPrzjGdx3cLionOTy2qAwFgCTXr693/G6UrQAcTy813lX14nTtA38iyee31haVjSzz1oPbT1vwuU9N0pI8dLIRAkzXmTPrHb+Tw7KVa9eS1h4vWxG+Ae5u68G7qr44yXcn+RdJ/kJr7UN3+Nr7q+q5VfXRh8cOZs+vJPmCqnrWLV/7rHS14j+1pGUhAEkuXUpOH1kJc/p0d3xddypbAeDOtrqBTlV9XpJ/kOR96Xp3v7Cqbv2SR1trP3TLxy9NV0v+4iTfc8vxr0wX3N9SVa89OPaydG8cvmorgweYiMM67osXu/KSM2e60H2c+u5Nl60AzMm2Z7z/1MHPeHq6+u7vO/Lfd6xyJ621f5XkM5JcTfItSb45ya+m28ny/9n0oAGmZm8vuXo1uXmzuz3uoso7la2o/Qa4s2ptHl32zp8/365cuTL0MAB22tHWhElXtvLAA8mDD95+/PJlnVOA+amqh1pr548eH2oDHQB20N5eF6bPnk2qutvLl5M3vUntN8DdmPEG4MROneq6nBxV1ZW3AMyJGW8AtmaTLQsBpkrwBuDENtmyEGCqBG8ATmxZ7beFlQCP22ofbwDmY29P0Aa4EzPeAADQA8EbAAB6IHgDAEAPBG8AAOiB4A0AAD0QvAEAoAeCNwAA9EDwBgCAHgjeAADQA8EbAAB6IHgDAEAPBG8AAOiB4A0AAD0QvAEAoAeCN8DI7e8n584lp051t/v7Q48IgOO4d+gBALDc/n5y4UJy40b38bVr3cdJsrc33LgAWJ8Zb4ARu3jx8dB96MaN7jgAu0XwBhix69fXOw7AeAneACN25sx6xwEYL8EbYMQuXUpOn37isdOnu+MA7BbBG2DE9vaSy5eTs2eTqu728mULKwF2ka4mACO3tydoA0yBGW8AAOiB4A0AAD0QvAEAoAeCNwAA9EDwBgCAHgjeAADQA8EbAAB6IHgDAEAPBG+AO9jfT86dS06d6m7394ceEQC7ys6VAEvs7ycXLiQ3bnQfX7vWfZzYSRKA9ZnxBlji4sXHQ/ehGze64wCwLsEbYInr19c7DgB3IngDLHHmzHrHAeBOBG+AJS5dSk6ffuKx06e74wCwLsEbYIm9veTy5eTs2aSqu7182cJKAI5HVxOAO9jbE7QB2Awz3gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAeiB4Awxofz85dy45daq73d8fekQAbMu9Qw8AYK7295MLF5IbN7qPr13rPk6Svb3hxgXAdpjxBhjIxYuPh+5DN250xwGYHsEbYCDXr693HIDdJngDDOTMmfWOA7DbBG+AgVy6lJw+/cRjp093xwGYHsEbYCB7e8nly8nZs0lVd3v5soWVAFO11eBdVc+uqq+pqjdX1W9U1Qeq6her6lVVdd8a9/M9VdWW/PeXtvk7AGzT3l5y9Wpy82Z3K3QDTNe22wl+bpJvTPKjSV6V5P1Jnp/k5Un+SlU9v7X2m2vc3xctOPZzJx0kAABs27aD91uSnD0Srl9XVf86yeuSfPXBfytprb1+w+MDAIBebLXUpLX2i0tmtN9wcPvH17m/6nxUValNBwBgpwwVYJ9zcPvuNb/vtw/++2BV/XhVfcpmhwUAANsx1Jbx33Rw++CKX/+bSf5ukoeSfCDJJ6WrE39LVb2gtfYTi76pqi4kuZAkZzTGBQBgQNVau/sXVT09XdBd1Wtaa+9dcl9fleTvJLncWvuyNe7z6P18fJK3JXlXa+3j7/b158+fb1euXDnujwMAgJVU1UOttfNHj6864/30JN+wxs97fZLbgndVvSRdd5MfTfLSNe7vNq21X6mqH0jyxVX1R1pr/+4k9wcAANu0UvBurV1NUif5QVX1JUkuJ/nnSV7YWvvwSe7vwNWD2/uTCN4AAIxWL4srq+rF6doH/kSSz2+t/c6G7vqwxGTdRZoAANCrrQfvqvriJN+d5F8k+QuttQ/d4Wvvr6rnVtVH33LsI6vqKQu+9k8m+YIkv9Ra+7XNjxwAADZnq11NqurzkvyDJO9L17v7hVVPqFh5tLX2Q7d8/NJ0teQvTvI9B8c+PsmPVdUPJfmVPN7V5EuSPJaDriUAADBm224n+KfSzao/PV1991HXkvzQguO3+s10JSqfmWQvyVOT/Ea6IP9trbW3b2y0AACwJSu1E5wC7QQBAOjDsnaCtl4HAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA+qtTb0GHpRVQ8n+UCS9ww9Fjbu/nhcp8ZjOk0e12nyuE6Px/TkzrbWnnn04GyCd5JU1ZXW2vmhx8FmeVynx2M6TR7XafK4To/HdHuUmgAAQA8EbwAA6MHcgvfloQfAVnhcp8djOk0e12nyuE6Px3RLZlXjDQAAQ5nbjDcAAAxC8AYAgB4I3gAA0INZBu+qenZVfU1VvbmqfqOqPlBVv1hVr6qq+4YeH8dXVV9WVftV9faqeqyqLGLYEVV1qqpecfDYfaiqfr2qXl1VHzn02Dieg/PsG6vqHVXVqurq0GPiZKrqj1TV36qqn62qh6vq/VX1tqq66Lm6u6rqjx68dv5SVf12Vd04OBd/e1V9zNDjm5JZLq6sqr+e5DuT/GiS/yvJ+5M8P8kXJ/mNJM9vrf3mYAPk2A5e2O9L8vNJ/nCS57TWatBBsZKq+s4kX5HkB5P8WJJPSPKyJG9J8udaazcHHB7HcPDG971J/u8kfzrJ+1pr5wYdFCdSVf9zki9P8k+T/GySDyf5zCR/Ocm/SfKprbUPDjdCjqOqPjvJxXSP6X9I8ntJ/kSSFyd5X5JPbq39x+FGOB1zDd6fmOSRo+G6ql6S5HVJXt1a++pBBseJVNW5JNdbazer6keSfI7gPX4Hz8lfSPKDrbUX3nL8ZUlek2Svtfb9Q42P46mq/6y19o6D//+3SZ4meO+2qjqf5Fdaa7995Pi3pAtuL2utfdcgg2PjquoLkvxAkr/ZWvtfhh7PFMyy1KS19otLZrTfcHD7x/scD5vTWrtqZnQn/dUkleQ7jhx/XZIbSV7U+4g4scPQzXS01q4cDd0HvH5O07WD2z846Cgm5N6hBzAyzzm4ffego4D5eV6Sm0l+7taDrbUPVdXbDj4PjJfXzwmoqqckeVqSpyT5Y0n+9sGn3jTYoCZmljPed/BNB7cPDjoKmJ9nJXlPa+13FnzunUnur6on9zwmYAVVdU+Sr09XF6wkbLe9JMnDSX49yT9L8vQkL2qtvWXQUU3ITs94V9XTk7x8jW95TWvtvUvu66uSfEGSy621n9rE+DieTT6u7IzTSRaF7iT50C1f87v9DAdYw3ck+dQkX9ta++WhB8OJ/FCSt6eb9f6TST4vyTMHHdHE7HTwTvdO7BvW+PrXp1th/wQHiypfla7LyUs3MzROYCOPKzvlRpL/ZMnnnnLL1wAjUlXfnO5183Jr7duGHg8n01r7D+m6miTJD1XV/57krVX1VI/vZux08G6tXU23IOvYqupLklxO8s+TvLC19uENDI0T2MTjys55V5I/VlUfsaDc5NnpylDMdsOIVNU3Jnllkn+Y5K8POxq2obX2b6rq55P890kE7w2YdY13Vb04XdeEn0jy+UvqS4Hte2u689Hzbz14sNDnk5NcGWJQwGJV9Q3prkx+b5KXtDn2Jp6PpyZ5xtCDmIrZBu+q+uIk353kXyT5C621D935O4AtekOSlttr+780XW33fu8jAhaqqq9P8o1Jvi/Ji7Vw3X1V9YeWHP/MdC0if7bfEU3XXDfQ+bx0u+O9L8n/mOToLluPttZ+qPeBcWJV9blJPungwxcl+aNJvu7g49+yscN4VdVr09WK/mC61lWfkG4ny3+Z5LO8uO+eqvqiJGcPPnxZkicnefXBx9daa983yMA4kUSaeAAAANpJREFUtqr68iTfleR6unPr0eflu1trP977wDiRqvrBJB+T5KfS9e5+SrrdZr8w3fqaz2itvW24EU7HXIP3N+bOi/eu2V1tN1XV9yR5YMmnPa4jdtCS7OVJLiQ5l+Q96WbCv7619uiAQ+OYquqnk3z6kk+/ubX2Gf2Nhk24yzk28bjupKr6y+ke1/88XReTli6A/3iSV7XWrg84vEmZZfAGAIC+zbbGGwAA+iR4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAevD/A2JdPrW5nzsIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(x[:n1],y[:n1],'ro')\n",
    "plt.plot(x3[:n1],y3[:n1],'bo')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training set: first 200 of 240 points\n",
    "X1 = np.column_stack((x3[:n1],y3[:n1]))\n",
    "X2 = np.column_stack((x[:n1],y[:n1]))\n",
    "\n",
    "Y = np.concatenate((X1,X2))\n",
    "Z = np.column_stack((np.ones(n1),2*np.ones(n1)))\n",
    "\n",
    "# Test set: remaining 40 points\n",
    "x1test = np.column_stack((x3[n1:],y3[n1:]))\n",
    "x2test = np.column_stack((x[n1:],y[n1:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g1 = np.array([-1, 0]) # Initial guess\n",
    "g2 = np.array([1, 0])\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "for j in range(4):\n",
    "    class1 = np.zeros((1,2))\n",
    "    class2 = np.zeros((1,2))\n",
    "    for jj in range(Y.shape[0]):\n",
    "        d1 = np.linalg.norm(g1-Y[jj,:],ord=2)\n",
    "        d2 = np.linalg.norm(g2-Y[jj,:],ord=2)\n",
    "        if d1<d2:\n",
    "            class1 = np.append(class1,Y[jj,:].reshape((1,2)),axis=0)\n",
    "        else:\n",
    "            class2 = np.append(class2,Y[jj,:].reshape((1,2)),axis=0)\n",
    "    class1 = np.delete(class1, (0), axis=0) # remove zeros used to initialize\n",
    "    class2 = np.delete(class2, (0), axis=0)\n",
    "    \n",
    "    axs[j].plot(class1[:,0],class1[:,1],'ro',ms=5)\n",
    "    axs[j].plot(class2[:,0],class2[:,1],'bo',ms=5)\n",
    "    axs[j].plot(g1[0],g1[1],'k*',ms=30)\n",
    "    axs[j].plot(g2[0],g2[1],'k*',ms=30)\n",
    "    \n",
    "    g1 = np.array([np.mean(class1[:,0]),np.mean(class1[:,1])])\n",
    "    g2 = np.array([np.mean(class2[:,0]),np.mean(class2[:,1])])\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kmeans code\n",
    "kmeans = KMeans(n_clusters=2, random_state=0).fit(Y)\n",
    "c = kmeans.cluster_centers_\n",
    "ind = kmeans.labels_\n",
    "\n",
    "# result from previous section\n",
    "plt.plot(g1[0],g1[1],'ko',ms=20)\n",
    "plt.plot(g2[0],g2[1],'ko',ms=20)\n",
    "\n",
    "# kmeans result\n",
    "plt.plot(c[0,0],c[0,1],'k*',ms=20)\n",
    "plt.plot(c[1,0],c[1,1],'k*',ms=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "midx = (c[0,0]+c[1,0])/2\n",
    "midy = (c[0,1]+c[1,1])/2\n",
    "slope = (c[1,1]-c[0,1])/(c[1,0]-c[0,0]) # rise/run\n",
    "b = midy+(1/slope)*midx\n",
    "xsep = np.arange(-1,2,0.1)\n",
    "ysep = -(1/slope)*xsep+b\n",
    "\n",
    "fig,axs = plt.subplots(2)\n",
    "axs[0].plot(x[:n1],y[:n1],'ro')\n",
    "axs[0].plot(x3[:n1],y3[:n1],'bo')\n",
    "axs[0].plot(xsep,ysep,c='k',linewidth=2)\n",
    "axs[0].set_xlim(-2,4)\n",
    "axs[0].set_ylim(-3,2)\n",
    "\n",
    "# error on test data\n",
    "\n",
    "axs[1].plot(x[n1:],y[n1:],'ro')\n",
    "axs[1].plot(x3[n1:],y3[n1:],'bo')\n",
    "axs[1].plot(xsep,ysep,c='k',linewidth=2)\n",
    "axs[1].set_xlim(-2,4)\n",
    "axs[1].set_ylim(-3,2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Dendrograms\n",
    "\n",
    "Y3 = np.concatenate((X1[:50,:],X2[:50,:]))\n",
    "\n",
    "Y2 = pdist(Y3,metric='euclidean')\n",
    "Z = hierarchy.linkage(Y2,method='average')\n",
    "thresh = 0.85*np.max(Z[:,2])\n",
    "\n",
    "plt.figure()\n",
    "dn = hierarchy.dendrogram(Z,p=100,color_threshold=thresh)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(100),dn['leaves'])\n",
    "plt.plot(np.array([0, 100]),np.array([50, 50]),'r:',linewidth=2)\n",
    "plt.plot(np.array([50.5, 50.5]),np.array([0, 100]),'r:',linewidth=2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC04_1_Dendrogram.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy.cluster import hierarchy\n",
    "from scipy.spatial.distance import pdist\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training and testing set sizes\n",
    "n1 = 100 # Train\n",
    "n2 = 50  # Test\n",
    "\n",
    "# Random ellipse 1 centered at (0,0)\n",
    "x = np.random.randn(n1+n2)\n",
    "y = 0.5*np.random.randn(n1+n2)\n",
    "\n",
    "# Random ellipse 2 centered at (1,-2)\n",
    "x2 = np.random.randn(n1+n2) + 1\n",
    "y2 = 0.2*np.random.randn(n1+n2) - 2\n",
    "\n",
    "# Rotate ellipse 2 by theta\n",
    "theta = np.pi/4\n",
    "A = np.zeros((2,2))\n",
    "A[0,0] = np.cos(theta)\n",
    "A[0,1] = -np.sin(theta)\n",
    "A[1,0] = np.sin(theta)\n",
    "A[1,1] = np.cos(theta)\n",
    "\n",
    "x3 = A[0,0]*x2 + A[0,1]*y2\n",
    "y3 = A[1,0]*x2 + A[1,1]*y2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3vAjezJMv4dWMoQBxzjW6ThTPz7gBRsrhPS+CN/PkS3h5Y+lpnnO3kBPF9Vg0cg4G5vCeFzXewOnGUoA4lnYMZa717TADDu/tY3Cl4A1nM5aBqIb+AzARBlfCVA1dXz2WAkTlQeMw9PsRYMIeHroBwCmO9/Ie1lcn/QXO69cX9zQPUYB4uJoFwxjD+xFgwpSawJiNpa5ZASLJeN6PACOnxlvwZorGUl8NifcjwJLUeMMUjaW+GhLvR2bFcAY2QfCGMTPBa3/6/pYdy7f6Ku3wfmQmxrJ8AdtH8IYxM5NHP/r+lh3Lt/qq7fB+ZCbmvFAum6XGG6DvQYNjGaQ4lnbAyBjOwHmp8QY4Sd/L0ff998beDhgZwxnYFMEboO9v2bF8q4+lHTAyhjOwKYI3bJOxDNibmr6/ZcfyrT6WdsDIGM7ApgjesC3GMmBvivr+lh3Lt/pY2gEjtLvbDXW4e7fbOixYB4MrYVsYKMcYWOUU4MTBlQ8P0RhgAwyUY2iHV10O52E7vOqSCN8AUWoC/dl0/bWBcgzN5MdsIUNnWCfBG/rQR/21gXIMzVUXtoyhM6yb4A19WGdP4EndLwbKMTRXXdgyLuKwboI39GFdPYEP6n4xDP90rhlvlqsubBkXcVg3wRv6sK6eQN0vZ+ea8ea56sKWcRGHdRO8oQ/r6gnU/XJ2Tlr64aoLW8RFHNZN8IY+rKsnUPfL2Q1x0qK0BSbNRRzWzQI6MCXH50lOuu4X3wQP1vcCQ/6tAGbrpAV09HjDlGxT90vfvcF9XzNW2gLAMXq8gf4N1Rvc53LmFy50gziPq+rqnwHYWnq8gbM57JmuSh5+uNuet4d6qN7gPgf+qccH4BjBGzjZ0Sn4kuTxx7vteafim8PsLKZDmK4JDoqdYJNhlgRv4GSLeqYPnaeHeg69wdtUjz8nY57v/YR0PeYmA0+kxhs42Ul1yofOWq9sxg/Gqu/Zb5Z1yjFz5druKJsMc6bGG1jdg3qgz9pDrTeYsRprGdQp4yLG2mTgfoI3cLJFdcqHzluvbIVDxmisZVCnpOuxNhm4n+ANnOxoz3SSPPRQt9VDzbYa66DYU9L1WJsM3E/wBk532DPdWvLrv95t9VCzrcZaBnVKuh5rk4H7GVwJAFPQ5wJQwLmcNLjy4SEaAwCsaHdX0IaJ66XUpKouVNU3VtXPVtVjVfVLVfXKqvroPn4fAACG1leN959N8p1J/mWSb0jy2iR/NMmPVtUybTjv7wMAwKA2XmpSVZ+cLiz/SGvtBUf2vyXJq5J8eZK/sqnfBwCAMeijt/grklSS7zq2/9VJ7iR54YZ/H4CxOmEZdIBt1MfgyucluZvkp47ubK09VlU/c3D/Jn8fgDE6vgz6/n53OzGIENhKffR4PyvJO1prH1hw31uTPKOqPmKDvw/AGJ2yDDpMnYs5LNJHj/fFJItCc5I8duQxH1z371fV1SRXk+SStXMBxuWUZdBhylzM4SR99HjfSfKRJ9z35COPWfvvt9ZutNZ2Wms7z3zmMx/YUAB6dMoy6DBlLuZwkj6C99vSlYMsCs/PTldGclJv9zp+H2Catv1a9SnLoMOUuZjDSfoI3m86+DvPP7qzqp6c5NOSPGgd9/P+Pgxr28MTm3F4rXp/P2mt277oRUnV9ryPdneTGzeSy5e7/6/Ll7vbrsUzcS7mcJI+gvcPJWlJXn5s/9emq83+8LdHVX18VT33rL8Po7MoPF29+uDQJKyz6Fp1a9122ffRFOzuJrduJXfvdtvzhG7HDSfo+63hYg4naq1t/CfJ96QLzz+S5CVJXpnkQ0len+TCkcfd6pp0tt8/7efTP/3TG/Tu8uXWurj0xJ/Ll0/+nde8prWLF5/4+IsXu/305zWv6f6dqrpt369/1eL3zrLvo7lx3HCCod4aQ3+EMKwkN9uCPFrtsAdlg6rqoXQ91leTXEnyjnQ92d/SWnvvkcfdSnK5tVZn+f3T7OzstJs3VaXQswsX7vVSHlXV9fAtcuVK16N53OXLXY8gm3d8SoKk667qswzipPfBUae9j+bGcbOcvb3uasrt213dw/XrW1/a463BEKrq0dbazn37+wjeYyB4M4izfOKfJayzXmP4pl4U/odsz9g5bh5sDCeUA/DWYAgnBe8+arxhvs5S6GdUzvDGMCXB0YGHSZcSjlIw+kSOmweb6Rx33hqMieANm3SWWRuMyhneWL6pDwcetpb84A9u3+wf6xzx5rh5sDGcUA7AW4MxEbxh01adtcEUa8Mb4zf1Omf/GNJh2K7qpkdcdcafkzhuTrW3l1y5cDsX8niu5C3Zy1fcu/McJ5RTmEjGW4MxUeMNsMgMB6FtnLr1QSws7c77ciNfm92Lf+PMKXSmJeOwFIMrBW+AYZmpZRAnjhV+6N/m1g+84cwpeQxjkGGsDK4E6NNp1+CncH1+E5apJTbibe1OLO2++5xzdU3PtGQczuXhoRsAsHWOX4M/rF8+dNJ92359/tKl03u8h66j31InveznPcfZ1PPCNtPjDXM0xR7XKbX5tGnbZjqlW5LFg1YPp0k04m1jNjVWeJ3PO6XDG85DjzfMzWm9sWMNPVNr81muwc/h+vzhv5VBq73a1Mu+rued2uEN52FwJczNFEdETa3Np7U3mdb/C2zY1A5vWIbBlUBniiOiptbm067Bj3GOcBjQ1A5vOA/BG+ZmLKsyruKktj396f22Y1mnrdhhNQ94gil+JMFZCd4wN1Pscb1+PXnSk+7f/573jHcU1mkrTW7LKpSwBlP8SIKzErxhbqbY47q7m3zMx9y//4MfnMdsILDFpviRBGdlcCUwDRcuJIs+r6x0CMDIGFwJTJtCUAAmTvCGuZraihUKQc9vav/mAFtG8IY5OlyxYn+/K984XLFizEFMIej5TPHfnMlyjgeLqfGGKdjbW++yc1asmB//5vTk+EqUSXdxynkyc6LGm+0yp+6UTfRUWrFifvyb05Nr154YupPu9kkTEM3p4xwEb6ZnbpfMV/0WW4aBivPj35yerHKON7ePcxC8mZ5NBNEx20RPpYGK8+PfnJ6sco637o9zveeMneDN9MztkvkmeioNVJwf/+ank9jWZpVzvHV+nOs9ZwoEb6ZnbpfMN9VTuWjZcuFju1mqfjGJba1WOcdb58f53C6GMk2CN9Mzt0vmffVUCh/MlcS2dsue463z43xuF0OZJtMJMk3rnl4P080xXxcudCebx1V1yZGNWtfHuY8wxsR0gmwXl8zXb+zdRX2XwSi7mY+5la+dwSYPh3V9nM/tYijTJHgDnTGHj77LYJTdzIvEdqqpHA7GDzMFSk1gW5z3eu2Yl5vr+xqya9bzo3ztRA4HWJ1SE5iCs17PXUeX1Ji7i/ougxl72Q3rp3ztRA4HWB893jAW5+lx3vYuKT3eMBiHA6xOjzeM3XmmNNv2Lqm+a3DV/MKHORxgfQRvGIvzhOcxD4xch77LYMZcdgM9czjA+ig1gbE4z/XcMQ+MBLaacalwP6UmMHbnuZ6rSwoYwFSmGoSxELxhLM4bns3KAPTsPENTFrFuFdtOqQkAcCYXLnQ93cdVdX0Aq1AxxzZRagIArNU6x3Wvu/ccxkjwBmA61CKMyjqnGtz2WVEhEbwBmAoj+UbnPENTjp9DPf3pix+3LbOiQqLGG4CpsITi1lhUz/2kJ3Xh/YMfvLdPjTdTpcZ7CC6JAqyPWoRROc9X3KJ67g99KPkNv8GsqGw3wXtTXBJlFU7S4MG2fYXWJYzlo+K8X3EnnSu96133ZkW9fr0L6EP/v8I6Cd6bYng2y3KSBstZ50i+Cerjo2LZYH/er7gHnUP5WGRbqfHelHVObsp2U7cKy5vx+uSb/qhYVHedJI88knz3dz/xZT7vV9yD5uz2scjUnVTjLXhvik8NluUkDVjCpj8qTvraSu4f5HjSYx96qGvLMudEp51D+Vhk6gyu7NvML4myAnWrwBI2/VFx2hjV42Uki77ikuTxx5cvDdndvVfPfevWE0O6j0W2leC9KeeZ3JR5cZIG228NoyI3/VHxoFB7NJgf/4p76KH7H3+eYU0+FtlWSk1gDGZctwpb70EFzSs+1aY+Kk6q8T50WqXkJkpDfCwyZWq8BW8AhjChMT97e8nLXpa8851P3P+g84ST/hcfeSR5ylOEZ+ZHjTcADGFCC//s7ibveEfymtesVim5qDTkIz4iefe7TQkIRwnewLDGsiIIbMoIRgquepidNvDxpMcfH9b0G35DtxrlUZazYO4Eb2A4VslgDgYeKdjXYXY8rL/rXYsfN8KOfuiN4A0MxwqvzMEGZ7lapid7k4fZaX9/BB39MDoGVwLDsUoGnNmyk6Ws8zA7OtPI05+evOc9yQc/uPjvr3EyF5gcgyuB8dElNk3q8kdh2Z7sdR1mx0tW3vnOJ4bu43/fchZwP8EbGI5VMqZHXf5oLDtZyroOs0VB/0F/f9VBmkc5v2MbCd7AcHSJTY+6/NFYtid7XYfZsoMi13HByvkd20rwhiHp0jlfl9ihqbyOU2nnaSY0J/W2W6Unex2H2TKBel0XrJzfsa0EbxiKLp31WPQ6vuhFXdfemMLttvx7q8sfjb4vGC0K+k96Urc65br/vvM7tpVZTWAoE1pGetROeh0PjWUahW359zZVxawdndVkk0vAb8vhwnyZ1QTGRpfOejzo9RrL9elt+fdWl78RU6lCWkfJyjKMu2ZbCd4wFJfs12OZ12sM4Xab/r37Sl8zsS1VSGdx0gnHSed3yTROUOAkgjcMRZfOeix6HY8bQ7j1780J5jqQ8EEnHMfP75L5nqCwPQRvGMrUL9mP5dr40dcx6V7Lo8YSbqf+783GrFqFNJZD77xWPeGY6wkK28XgSmB1Yx5g19foL1iTVQYSjvnQO2qZw3DVpexXfTwMyeBKYH3G3PWk/ph16qF7eZUqpDEfeocvVVU3o+eDSkJWHfawTcMkmC/BG1jdtszQAafpadTjKlVIYz30jr5Uyf0904tODlYd9mCYBNtA8AZWN4Wup20phGU4PXYvL3uhZhOH3joOlUUv1XHHTw5WHfZgmATbQI03sLqxF5qOvX1MwwiLitf91l7X8530Uh1l8RvmZNAa76r6Q1X101X1/qr61ar63qp65gq/f6uq2gk/z9hk24EFxt71tImeSj3o89P3lZ0l3mPrPvTWdag86CVREgKdjfd4V9U3JvnOJG9I8leSPCfJf51kP8nzW2vvW+I5biV5f5JFh+1rW2sfeNBz6PGeGTNbzNu6eyr1oM9Tn//uA73H1nWoLGp+Vffcly/7CGZ+Turx3mjwPuiN3k/y5iSf1Vp7/GD/Fyb5m0mutdb+1BLPcyvJrdba55y1LYL3jAhJrDI/2xDPx3T0dRI/0HtsnX9WfwfcM1TwfkmSVyf5Q621Hzx23y8k+UBr7bct8Ty3ktxK8nlJLrbW3r1qWwTvGRGSWPfJ1whrfdkyA73H9FPAZgxV4/28g+1PLLjvJ5M8t6qesuRzfUaSO0l+rar+fVX9QFU9ax2NZMucNK/WojDOdlp3IewUZnFh2gZ6j419uAZsm00H78Ng/NYF9701SR15zGnenK6++w8m+Yok/3uS3SQ/JXxzn5O+qKoMiJuTdS6kYwJhNm3A95g1p6A/Dy/zoKp6WpKXr/C8r2qtvSvJ4afIosGPjx1sLy647wlaa19wbNf/XlX/OMlekj+e5GsX/V5VXU1yNUku6Zmaj+vXu2XTjl+2ba0rQPStwqoO3zMKWNmUDb7H1F7DeCxV411VV5K8ZYXn/cTW2s9X1Y8m+f3p6rLff+w5/0yS/ybJb2mt/ZsVnvvoc7wlyUe21h7Y663Ge2aqTt6vJheYCTXcMIxz1Xi31m611mqFn58/+NW3HWyfveBpn52kHXnMWdxKYh5v7nf58uL9rnzMm7m4mZkeF98ElrDpGu83HWw/a8F9n5HkX7fW3nuO5/+EJL96jt9nW6nJ5bjDrr/9/a7saH+/uy18s8VOGmt+0n5gszYdvP9GuoVvXlpVDx3uPJjH++PT1WjnyP5LVfXcqnrSkX1PX/TEVfVH0i3G86ObaDgTZ6g+x+n6Y4ZMyAPj0sfKla9I8h1JXp/kr6YrMXlFkl9K8ryjPd5V9Sue7hkAACAASURBVPokn53k41prtw72vTzJ1yT5e+lKSx5O8jlJviTJL6RbmOftD2qHGm+YOXNxM0NqvGEYQ83jndbaK5O8OMnTk7wqydcn+eEkn71kmcmb0g3s/LJ0Af5/TvLcg+3OMqEb2DLHa7X/8B9+cO22rj9myMU/GJeN93iPhR5v2BKLuvCOW9Slt61df+aKYyK8VZmTwXq8gQ2Z6wwdi2q1j1tUu72NXX8GjDIR3qrQEbxhiub8LbbsdAyLHrdtS/QZMDpLZz3nPsvvrev83lsVOkpNYIquXOnC9nGXL3eBcpud9P9+3BxeCwNGZ+esFVNn+b11Vmd5qzI3Sk1gm8x5ct5Fc7QfN5c52w0YnZ2z9hyf5ffW2UvtrQodwRumaM7fYotqtb/+67erdntZFoqanbOec5/l99Z5fu+tCh3BG6Zo7t9ix2u1/8Jf2K7a7WVt44BRTnXWc+6z/N46z++9VaEjeMMU+Rbj0LYNGOVUZz3nPsvvrfv83lsVBG+YLt9iMDtnPec+y+85v4f1M6sJAACskVlNgGmZ6wJBsAUcvrDYw0M3AOA+xycQPlwgKHGdG0bO4QsnU2oCjM+cFwiCiXP4glITYErmvEAQTJzDF04meAPjM+cFgpiNba2DdvjCyQRvYHzmvkAQW++wDnp/P2ntXh30NoRvhy+cTPAGxscEwmy5a9fuDT48dOdOt3/qHL5wMoMrAaBnFy50Pd3HVXVrYgHTZnAlAIyEOmiYJ8EbAHqmDhrmSfAGgJ6pg4Z5ErwB5m5b57Ubud3dbkGZu3e7rdAN28+S8QBzZn1vgN7o8QaYs22e1w5gZARvgDmzvjdAbwRvgDkzrx1AbwRvgDkzrx1AbwRvgDkzrx1AbwRvgLkzr11vzNwI8yZ4wxz59ofeHc7cuL+ftHZv5sbzHH4OZZgWwRvmZhPf/nASyfDD1j1zo0MZpkfwhrkxbzN9mVAy7OP8YB0zNx5t51d+pUMZpkbwhrkxbzN9mchJXl/nB6fN3LhM8D/ezscfX/x8DmUYL8Eb5mZb5m1WwjB+EznJ6+v84KSZGz//85cL/ovaucjUDmWYE8Eb5mYb5m2eUAnDrE3kJK+v84OTZm78O39nueC/THumdijD3AjeMDfbMG/zREoYZm8iJ3l9nh8smrlx2eB/Unseemi6hzLMjeANczT1eZsnUsIwexM5yRv6/GDZ4H9SO3/gB6Z7KMPcCN7A9EykhIFM4iRv6PODZYP/0O0Ezq9aa0O3oRc7Ozvt5s2bQzcDWIfDGu+j5SYXL0ohTNbeXlcpdft2d/54/bq3MkxZVT3aWts5vv/hIRoDcC6HiURSYUvs7nr7whwI3sA0SSoATIwabwAA6IHgDTB2FgsC2ApKTQDG7PhA0sPFghKlNgATo8cbYMwsFgSwNQRvgDGzWBDA1hC8AcbMYkGTsq3l+Nv6/wV9E7wBxmzo9cxZ2mE5/v5+0tq9cvyph9Rt/f+CIVi5EmDsLGs4CVeudKH0uMuXk1u3+m7N+mzr/xds0kkrV+rxBhi73d0u4dy9222F7lEaYzn+KiUiJz12jP9fMFWmEwSANbh0aXHP8FDl+KvMRHnaY5/+9OSd77z/+Q0zgNXp8QbmxSgxNmRs5firzER50mNf9rLkPe+5//FPepJhBnAWgjcwH0aJsUG7u8mNG13tc1W3vXFjuMqgVUpETnrsO9+ZfPCD9+//mI9R8QRnYXAlMB9GiTEjq7zdT3rsSaq6IQfAYgZXAhglxghtqvppldKXkx77yCOLn1t9N5yN4A3Mh8VoGJlF1U9f/dXJM55x/iC+SunLSY/97u8eV906TJ3gDczH2Ea/MXuLBjV+8INdbfWywxBO6zFfZSbKRY8dW906TJ0ab2BeLEbDiFy40AXsBzlpGMLxaQCT7lxSOIZhqfEGSCxGw6gsW+V00jCEVaYMPIkZNqE/gjewvSQKRm5R9dMiJwX0844XNsMm9EvwBraTRMEEHK+hfuSRbnGao04bhnDe8cLr6DFPnOPCsgRvYDutK1HAhh2tfnrHO5Lv+77lBzOed7zwOmbYdI4LyzO4EthOJ41as/IHW+Y844XXsaaUdangfgZXAvNizm4m4rxlGucZL7yOGTatSwXLE7yB7WTObiZg6DKNdczT7RwXlid4A9vJyh9MwBiGIpx3hk3nuLA8Nd4AMJBtGYpgXSp4opNqvB8eojEAQBdSFw1MnFqZxuHy8sDplJoAwECUacC8CN4AMBBDEWBelJoAwICUacB8bLzHu6q+rqr2qupnq+rxqjrTaM6q+vyq+qdV9b6qeldVvbaqPm7d7QWAvllyHeahjx7vb0rySJKfTvLRSZ6z6hNU1X+R5K8l+X+S/DdJnprk5Un+SVXttNbetr7mAkB/DufyPpxW8HAu70RPOGybPmq8PyfJU1trvytdcF5JVT0pyfck+aUk/1lr7S+01v50kt+X5Dcl+bb1NRUA+nXSXN4vfKHeb9g2Gw/erbVbrbXzzEb62UmeleR7W2vvPfK8P5Pk9Um+7CCcA8CZDVXucdrS6n2vZAls1hRmNXnewfYnFtz3k0k+Jskn9dccALbNOpduXzXAP2jO7r5XsgQ2ZwrB+1kH27cuuO9w37N7agsAW2hdS7efJcAvmsv7uNN6xYHpWGpwZVU9Ld1gxmW9qrX2rrM16T6HH0cfWHDfY8ce8wRVdTXJ1SS5NLVlwADozUnBdtXAe1qAP2mg5OH+a9cWr2KZTG8lS2CxZWc1eVqSb13heV+TZF3B+/Aj7CMX3PfkY495gtbajSQ3kmRnZ+dM0xgCsP3WtXT7WQP84Vzex2c4SaxkCdtkqVKTgwGStcLPz6+xjYdTBS4qJznct6gMBQCWsq6l208K6ssGeCtZwnabQo33mw62n7Xgvs9M8u4k/6a/5gCwbdYVeNcR4Hd3k1u3krt3u63QDdtjVMG7qn5zVT23qo5+bL0hyS8neUlVPeXIYz813Rzhr22tfajflgKwbdYReE8K8Mm0Vqa0kiZsRrW22dLnqvrCJJ96cPOFSX5Lkv/h4Pa/b639uSOP/f4kX5nkc1trrz+y/0uT/FC6BXhenW4KwW9M0pJ8emvtgaUmOzs77ebNm+f93wGAlZxUtz3WEpKptRfGqKoeba3t3Le/h+D9/enC9CL7rbUrCx77hOB9cN/vT/LNSX5HuhlO/s8k/11r7ReWaYfgDcAQrlxZPHDz8uWuZ31sptZeGKPBgvdYCN4ADOHChW5O7+OqurKWsZlae2GMTgreo6rxBoBtc96ZTvqutz5ve4GTCd4AsEHnmelknUvZL2tdUysC9xO8AWCDzjNV4bqWsl+FucRhc9R4A8BIqbeGaVLjDQATo94atovgDQAjpd4atovgzRNZrgxgNNRbw3Z5eOgGMCLHlys7HD6f+JQHGMjuro9g2BZ6vLlniOHzAAAzIXhzz+3bq+0HYHRUDMJ4Cd7cY/g8wKQNseAOsDzBm3sMnwdmaJt6iFUMwrgJ3txj+DwwM9vWQ6xiEMbNypUAzNaVK13YPu7y5eTWrb5bc37b9v8DU2XlSgA4Ztt6iFUMwrgJ3gDM1raNKVcxCOMmeAMwW9vYQ7y725WV3L3bbYVuGA/BG4BJWsdsJHqIgT5ZMh6AyTmcjeRw6rzD2UiS1UOzJdmBvujxBmByzFcNTJHgDcDkbNtsJMA8CN4ATM62zUYCzIPgDcDkbONsJMD2E7wBpmId03hsCbORAFNkVhOAKVjnNB5bwmwkwNTo8QaYAtN4AEye4A0wBabxSKLaBpg2wRtgCkzj8eFqm/39pLV71TbCNzAVgjfAFJjGY6urbfTkwzwI3gBTYBqPra220ZMP81GttaHb0IudnZ128+bNoZsBwBldudKF0uMuX05u3eq7Neuzrf9fMGdV9Whrbef4fj3eAEzCtlbbbGtPPnA/wRuASdjWahvjZmE+BG8AJmN3tyu/uHu32049dCfb25MP3E/wBoABbWtPPnA/S8YDwMB2dwVtmAM93gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwB6treXXLmSXLjQbff2hm4R0AfBG1hMMoCN2NtLrl5N9veT1rrt1asOMZgDwRu4n2QAG3PtWnLnzhP33bnT7Qe2m+AN3E8ygI25fXu1/cD2ELyB+0kGbJkxVU5durTafmB7CN7A/SQDtsjYKqeuX08uXnzivosXu/3AdhO8gftJBmyRsVVO7e4mN24kly8nVd32xo1uP7DdqrU2dBt6sbOz027evDl0M2A69va6ZHL7dtfTff26ZMAkXbjQ9XQfV5Xcvdt/e4DtV1WPttZ2ju9/eIjGABOwuytosxUuXerKSxbtB+iTUhMAtprKKWAsBG8AttoQNdVjmkUFGA+lJgBsvT4rpw5nUTkc0Hk4i8phO4D50uMNAGs0tllUgPEQvAFgjaw/BZxE8AaANbL+FHASwRsA1sgsKsBJBG8AWCMrUwInMasJAKyZ9aeARfR4AwBJzD8Om6bHGwAw/zj0QI83AGD+ceiB4A3AKCl76Jf5x2HzBG8ARuew7GF/P2ntXtmD8L055h+HzRO8ARgdZQ/9M/84bJ7gDcDonFTesL+v9GRTzD8Om7fx4F1VX1dVe1X1s1X1eFW1MzzH66uqnfCzs4l2AzCc08oblJ5szu5ucutWcvdutxW6Yb366PH+piRflOTfJXnbOZ7nHUletODnF8/bQADGZVHZw3FKT4Cp6WMe789Jcru1dreq/laS55zxed7XWnvN+poFwFgd9rReu9aVnbQTrpWacQOYko33eLfWbrXW7q7juarqQlV9TFXVOp4PgPE6WvZw+fLix5hxA5iSKQ2ufHaS9yb5tSTvraofqarnDtwmAHpgxg1gG0xlyfi3JPknSf55kseTfEaSlyb53VX1n7bW/sWQjQNgs46Xnly61IVug/+AKal2UuHc0QdVPS3Jy1d43le11t614Hn+VpIvaK2du1Skqv6zJK9P8uOttd9zwmOuJrmaJJcuXfr0/f398/5ZAAA4VVU92lq7b+a9ZXu8n5bkW1f4e69Jcl/wXqfW2hur6h8n+dyq+qjW2vsXPOZGkhtJsrOzs/I0hgAAsC5LBe/W2q0kYxzQeCvdrCm/Mcl9wRsAAMZiSoMrF/nEJL+eDfeuA9Cfvb1uZUorVALbZlSDK6vqNyd5arp5v+8c7Htqkve21h4/9tgvSPKfJPm7rbXHem8sAGu3t9etSHnnTnf7cIXKxEBKYPo2Hryr6guTfOrBzU842PfNB7f/fWvtzx15+J9O8pVJPjfdwMkc/Pd3VtWPplul8teTPD/JC9OtZrnKoE8ARuzatXuh+9DhCpWCNzB1ffR4vyBdmD7qTxxs95P8uZzuXyd5NMnvT/Kbkjwpyb9N8r8k+VOttbeur6kADOmklSitUAlsg6WmE9wGOzs77ebNm0M3A4BTXLnSlZccd/lyt4olwBScNJ3g1AdXArBFrFAJbDPBG4DR2N1Nbtzoeriruu2NG+ev7zZTCjAGo5rVBAB2d9c7kNJMKcBY6PEGYKudNlMKQJ8EbwC2mplSgLEQvAHYapcurbb/vNSTAycRvAHYasvOlLKOwHxYT76/n7R2r55c+AYSwRuALbfMTCnrCszqyYHTWEAHgNlb18I9Fy50wf24quTu3bO2DpgaC+gAwAnWNQCz73pyYFoEbwBmb12B2cqbwGkEbwBmb12BeVMrbwLbwcqVAMzeYTC+dq0rL7l0qQvdZwnM6155E9geerwBmJWTpg3c3e0GUt69222FZ2Dd9HgDMBuH0wYeTvl3OG1gImgDm6fHG4DZMM82MCTBG4DZWDRX92n7AdZJ8AZgNh56aLX9AOskeAMwG48/vtp+gHUSvAGYjcuXV9sPsE6CNwCzYWVJYEiCNwCzYWVJYEjm8QZgVqwsCQxFjzcAAPRA8AYAgB4I3gAA0APBG4BR2NtLrlxJLlzotnt7Q7cIYL0MrgRgcHt7ydWryZ073e39/e52YiAksD30eAMwuGvX7oXuQ3fudPsBtoXgDcDgbt9ebT/AFAneAAzu0qXV9gNMkeANwOAs5Q7MgeANwOAs5Q7MgVlNABgFS7kD206PNwAA9EDwBgCAHgjeAADQA8EbAAB6IHgDAEAPBG+ALba3l1y5kly40G339oZuEcB8mU4QYEvt7SVXryZ37nS39/e724lp+wCGoMcbYEtdu3YvdB+6c6fbD0D/BG+ALXX79mr7AdgswRtgS126tNp+ADZL8AbYUtevJxcvPnHfxYvdfgD6J3gDbKnd3eTGjeTy5aSq2964YWAlwFDMagKwxXZ3BW2AsdDjDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGmLm9veTKleTChW67tzd0iwC208NDNwCA4eztJVevJnfudLf397vbSbK7O1y7ALaRHm+AGbt27V7oPnTnTrcfgPUSvAFm7Pbt1fYDcHYbDd5V9eyq+qaqekNV/XJVva+q3lxV315Vj6z4XJ9RVT9WVe+pqndX1d+rqk/bVNsB5uDSpdX2A3B2m+7x/sIk35bknUm+PcnLk/zTg+1PV9V/sMyTVNVnJnlDko9L8i1JvjXJJyZ5Y1X99vU3G2Aerl9PLl584r6LF7v9AKzXpgdXvjHJ5dbarxzZ9+qq+mdJXp3kjx38PMirknwwye9qrb01Sarqh5P8qySvTPJ719pqgJk4HEB57VpXXnLpUhe6DawEWL+N9ni31t58LHQf+qGD7ac86Dmq6hOSPC/Jaw9D98FzvzXJa5N83rI95wDcb3c3uXUruXu32wrdAJsx1ODK5xxsf3WJxz7vYPsTC+77ySSV5NPX0SgAANiUoYL3Hz/Y/sASj33WwfatC+473PfsRb9YVVer6mZV3Xz729++YhMB5sMiOgCbt1SNd1U9Ld2AyGW9qrX2rhOe6xVJvjTJjdbajy/xXIfDfj6w4L7Hjj3mCVprN5LcSJKdnZ22xN8CmB2L6AD0Y9nBlU9LN5PIsl6T5L7gXVUvSTe7yd9O8tIln+twaYePXHDfk489BoAVnbaIjuANsD5LlZq01m611mqFn58//hxV9dXpep//QZIXtNY+tGQb33awXVROcrhvURkKAEsYYhEdpS3AHPVS411VL043feCPJfmS1tqispGTvOlg+1kL7vvMJC3Jo+drIcB89b2IzmFpy/5+0tq90hbhG9h2Gw/eVfVVSb43yT9K8sWttcdOeewzquq5VfXUw30Hvec3k3xpVT3ryGOfla5W/MdPmLIQgCX0vYjOaaUtANtsowvoVNUXJflLSd6dbu7uF1TV0Ye8t7X2uiO3X5qulvzFSb7/yP6XpQvub6yq7znY9w3pThxesZHGA8xE34voDFHaAjAGm1658nemC8dPy8HsIsfsJ3ndgv1P0Fr7p1X1OUn+5MFPS7f0/Je21v6ftbUWYKZ2d/sbSHnpUldesmg/wDar1uYxy97Ozk67efPm0M0AmL3j0xcmXWnLjRtmUQG2Q1U92lrbOb5/qAV0AJip3d0uZF++nFR1W6EbmINNl5oAwH36LG0BGAs93gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBZmxvL7lyJblwodvu7Q3dIoDt9fDQDQBgGHt7ydWryZ073e39/e52kuzuDtcugG2lxxtgpq5duxe6D9250+0HYP0Eb4CZun17tf0AnI/gDTBTly6tth+A8xG8AWbq+vXk4sUn7rt4sdsPwPoJ3gAztbub3LiRXL6cVHXbGzcMrATYFLOaAMzY7q6gDdAXPd4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAMAQA8EbwAA6IHgDQAAPRC8AQCgB4I3AAD0QPAGAIAeCN4AANADwRsAAHogeAOcwd5ecuVKcuFCt93bG7pFAIzdw0M3AGBq9vaSq1eTO3e62/v73e0k2d0drl0AjJseb4AVXbt2L3QfunOn2w8AJxG8AVZ0+/Zq+wEgEbwBVnbp0mr7ASDZcPCuqmdX1TdV1Ruq6per6n1V9eaq+vaqemSF5/n+qmon/PyBTf4/ABx3/Xpy8eIT91282O0HgJNsenDlFyb5tiR/O8m3J3lPkucneXmSL6uq57fWfmWF53vRgn0/dd5GAqzicADltWtdecmlS13oNrASgNNsOni/McnlY+H61VX1z5K8OskfO/hZSmvtNWtuH8CZ7O4K2gCsZqOlJq21N5/Qo/1DB9tPWeX5qvMxVaU2HQCASRkqwD7nYPurK/7erx38vL+q/mFVfcZ6mwUAAJsx1AI6f/xg+wNLPv5XkvzZJI8meV+ST01XJ/7Gqvr81tqPLfqlqrqa5GqSXDLdAAAAA6rW2oMfVPW0dEF3Wa9qrb3rhOd6RZLvSHKjtfZ1Kzzn8ef5xCQ/k+RtrbVPfNDjd3Z22s2bN8/65wAAYClV9Whrbef4/mV7vJ+W5FtX+HuvSXJf8K6ql6Sb3eRvJ3npCs93n9baz1XVDyf5qqr6pNbavznP8wEAwCYtFbxba7eS1Hn+UFV9dZIbSf5Bkhe01j50nuc7cOtg+4wkgjcAAKPVy+DKqnpxuukDfyzJl7TWPrCmpz4sMVl1kCYAAPRq48G7qr4qyfcm+UdJvri19tgpj31GVT23qp56ZN9HV9WTFzz2P0rypUn+VWvtF9bfcgAAWJ+NzmpSVV+U5C8leXe6ubtfUPWEipX3ttZed+T2S9PVkr84yfcf7PvEJH+3ql6X5Odyb1aTr07yeA5mLQEAgDHb9HSCvzNdr/rT0tV3H7ef5HUL9h/1K+lKVD43yW6Sj0ryy+mC/J9urf3s2loLAAAbstR0gtvAdIIAAPThpOkELb0OAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAeiB4AwBADwRvAADogeANAAA9ELwBAKAHgjcAAPRA8AYAgB4I3gAA0APBGwAAelCttaHb0IuqenuS/SUf/owk79hgc+bIa7p+XtP185qun9d0/bym6+c1Xb+5v6aXW2vPPL5zNsF7FVV1s7W2M3Q7tonXdP28puvnNV0/r+n6eU3Xz2u6fl7TxZSaAABADwRvAADogeC92I2hG7CFvKbr5zVdP6/p+nlN189run5e0/Xzmi6gxhsAAHqgxxsAAHogeAMAQA8EbwAA6IHgfYqq+tiq+r6q+udV9a6qeqyqfr6q/lJVfcLQ7Zuiqnp2VX1TVb2hqn65qt5XVW+uqm+vqkeGbt9UVdXXVdVeVf1sVT1eVQZvLKGqLlTVNx68bo9V1S9V1Sur6qOHbttUHRzfr62qX6yqVlW3hm7TlFXVJ1XV/1hVP1lVb6+q91TVz1TVNe/Ts6mq33LwefmvqurXqurOwWfAd1bVbx66fduiqi5W1VsOPgf+3NDtGQuDK09RVb8lyf+W5CfSrXr5/iSfmOSrk3xkks9srf3L4Vo4PVX1XyX57iR/O8n/leQ9SZ6f5KuS/HKS57fWfmWwBk7UQbh5JMlPJ/m4JM9prdWgjZqAqvruJH80yV9P8neT/NYk35DkjUk+r7V2d8DmTdLBSd+7kvzfST49ybtba1cGbdSEVdX/lOSPJPmbSX4yyYeSfG6S/zLJP0/3PfT+4Vo4PVX1u5NcS/d6/tskv57ktyd5cZJ3J/m01tq/G66F26GqviPJ1yV5SpI/31p76cBNGgXB+wyq6nlJfirJX2yt/eGh2zMlVfXJSd55PFxX1UuSvDrJK1trf2yQxk1YVV1Jcru1dreq/laSLxC8T3fwXvwXSf56a+0FR/Z/Q5JXJdltrf2Vodo3VVX1H7bWfvHgv//fJE8RvM+uqnaS/Fxr7deO7f+T6cLjN7TW9CauQVV9aZIfTvLftdb+zNDtmbKq+p3pctJ/m+SVEbw/TKnJ2ewfbH/joK2YoNbam0/o0f6hg+2n9NmebdFau6V3dmVfkaSSfNex/a9OcifJC3tv0RY4DN2sR2vt5vHQfcBn5vr5bl+Dqnoo3efo30vyIwM3Z3QeHroBU1BVT0ry1CRPSvIJSb7t4K6/M1SbttBzDra/OmgrmJPnJbmbrlfmw1prj1XVzxzcD2PlM/OcqurJ6cognpzktyX5nw/u8t1+Pt+Y5LlJXvCgB86RHu/l/L4kb0/ytiT/OMknJ3lFa+0HB23VdvnjB9sfGLQVzMmzkryjtfaBBfe9Nckzquojem4TPNBBj+K3pKtNVg51di9J993+S0n+fpKnJXlha+2Ng7Zqwqrq49J9n/+PrbVbAzdnlGbR411VT0vy8hV+5VWttXcduf2TSX5Pko9Kd1b8ZUl+Y1U93Fr79fW1dDrW8Joefa5XJPnSJDdaaz++jvZN0TpfU5ZyMcmi0J0kjx15zAf7aQ4s7buSfGaS/7619q+HbsyEvS7Jz6br9f6PknxRkmcO2qLp+4tJ3pLkO4duyFjNIninO4v91hUe/5p0o/KTJK21dyT5sYObP1pVP5huNPnHphuxO0fnek0PHQyq/PZ0s5zMfeDFWl5TlnYn3TG8yJOPPAZGPLdOGQAAAw1JREFUo6r+RLrPyhuttT89dHumrLX2b9PNapIkr6uq/yPJm6rqo7y2q6uqFyb5vUl+V2vtQ0O3Z6xmUWpyMPCsVvj5+Qc839vSBfGvqaqP7Of/YlzW8ZpW1VcnuZHkHyR5wdwP1HW/T3mgt6UrJ1l0DD87XRmK3m5Go6q+Lck3J/m+JP/VsK3ZPq21f55uSlazla3o4HP0O9PVx/9KVX3CwXonlw8e8tSDfU8brJEjMYvgvSEfleShJB8zdEOmqKpenG7U848l+ZIT6mxhk96U7jPw+Ud3Hgy4+rQkN4doFCxSVd+a7orYX07ykmYu4E35qCRPH7oRE/RR6cp0viDJzx35ef3B/S88uP2SIRo3JnMpNTmTqvpNrbX7RoxX1W9L8ruT/GJr7e39t2zaquqrknxvkn+U5Itba4+d/huwET+U5L9PV1d/dDDV16ar7d4bolFwXFV9S7rZtH4wyYtNHXo+VfUfLJrWtqo+N930jK/vvVHT9750Y7WOe2aSv5BuasG/lK5Md9YE79N9U1X9nnT1x7fSzfn7KUlelG5qQZejVlRVX5Tu4Ht3uuDzgqonrPPy3tba64Zo25RV1Rcm+dSDm59wsO+bD27/ewts3K+19i+q6s8neWlV/Ui6S6S/Nd1Klm+I2SLOpKpelHuXl5+Z5COOvBf3zQa1mqr6I+lmibid7grhHzz2mfmrrbV/OETbJuwvHiwN/+Pp5u5+crpVVr883WrKrxiwbZN0UCr6147vP1jcLUl+obV23/1zZOXKU1TV5yX5+nQH5MemKy15a7ov5e9orb15wOZN0kGN4mkDCPetcre6qvr+JF95wt1e0xMcTMv28iRXk1xJ8o50J4Tf0lp774BNm6yqen2Szz7h7je01j6nv9ZM3wOO7cRrurKq+i/Tvaa/I93JYUsXwP9hkm9vrd0esHlb5SB4vyVWrvwwwRsAAHpgcCUAAPRA8AYAgB4I3gDA/99uHQsAAAAADPK3nsWuoggYiDcAAAzEGwAABuINAAAD8QYAgIF4AwDAQLwBAGAQk5ZxdDl1AjQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(x[:n1],y[:n1],'ro')\n",
    "plt.plot(x3[:n1],y3[:n1],'bo')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training set: first 200 of 240 points\n",
    "X1 = np.column_stack((x3[:n1],y3[:n1]))\n",
    "X2 = np.column_stack((x[:n1],y[:n1]))\n",
    "\n",
    "Y = np.concatenate((X1,X2))\n",
    "Z = np.column_stack((np.ones(n1),2*np.ones(n1)))\n",
    "\n",
    "# Test set: remaining 40 points\n",
    "x1test = np.column_stack((x3[n1:],y3[n1:]))\n",
    "x2test = np.column_stack((x[n1:],y[n1:]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Dendrograms\n",
    "\n",
    "Y3 = np.concatenate((X1[:50,:],X2[:50,:]))\n",
    "\n",
    "Y2 = pdist(Y3,metric='euclidean')\n",
    "Z = hierarchy.linkage(Y2,method='average')\n",
    "thresh = 0.85*np.max(Z[:,2])\n",
    "\n",
    "plt.figure()\n",
    "dn = hierarchy.dendrogram(Z,p=100,color_threshold=thresh)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(100),dn['leaves'])\n",
    "plt.plot(np.array([0, 100]),np.array([50, 50]),'r:',linewidth=2)\n",
    "plt.plot(np.array([50.5, 50.5]),np.array([0, 100]),'r:',linewidth=2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "thresh = 0.25*np.max(Z[:,2])\n",
    "\n",
    "plt.figure()\n",
    "dn = hierarchy.dendrogram(Z,p=100,color_threshold=thresh)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC05_1_GaussianMixtureModels.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "from sklearn.mixture import GaussianMixture\n",
    "import os\n",
    "from mpl_toolkits import mplot3d\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dogcat = v[:,(1,3)]\n",
    "GMModel = GaussianMixture(n_components=2).fit(dogcat)\n",
    "AIC = GMModel.aic(dogcat)\n",
    "\n",
    "plt.plot(v[:80,1],v[:80,3],'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "plt.plot(v[80:,1],v[80:,3],'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "x = np.linspace(-0.15, 0.25)\n",
    "y = np.linspace(-0.25, 0.2)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "XX = np.array([X.ravel(), Y.ravel()]).T\n",
    "Z = np.exp(GMModel.score_samples(XX))\n",
    "Z = Z.reshape(X.shape)\n",
    "\n",
    "CS = plt.contour(X, Y, Z,levels=np.arange(3,32,4),colors='k',linestyles='solid')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_wireframe(X, Y, Z, color='black')\n",
    "ax.view_init(30, -20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## AIC Scores\n",
    "AIC = np.zeros(4)\n",
    "GMModels = [GaussianMixture(k+1,covariance_type='diag',max_iter=500).fit(dogcat)\n",
    "          for k in range(4)]\n",
    "\n",
    "fig,axs = plt.subplots(2,2,subplot_kw={'projection': '3d'})\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "for j in range(len(axs)):\n",
    "    Z = np.exp(GMModels[j].score_samples(XX))\n",
    "    Z = Z.reshape(X.shape)\n",
    "    AIC[j] = GMModels[j].aic(dogcat)\n",
    "    axs[j].plot_wireframe(X, Y, Z, color='black')\n",
    "    axs[j].view_init(30, -20)\n",
    "    axs[j].set_title('AIC = {:.4}'.format(AIC[j]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC06_1_LDA_Classify.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from mpl_toolkits import mplot3d\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xtrain = np.concatenate((v[:60,np.array([1,3])],v[80:140,np.array([1,3])]))\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "test = np.concatenate((v[60:80,np.array([1,3])],v[140:160,np.array([1,3])]))\n",
    "\n",
    "lda = LinearDiscriminantAnalysis()\n",
    "test_class = lda.fit(xtrain, label).predict(test)\n",
    "\n",
    "truth = np.repeat(np.array([1,-1]),20)\n",
    "E = 100*(1-np.sum(0.5*np.abs(test_class - truth))/40)\n",
    "\n",
    "fig,axs = plt.subplots(2)\n",
    "axs[0].bar(range(40),test_class)\n",
    "\n",
    "axs[1].plot(v[:80,1],v[:80,3],'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "axs[1].plot(v[80:,1],v[80:,3],'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADnCAYAAACTx2bHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAeNklEQVR4nO3da7DdZXXH8d8xEAIhcEomkiEGziScmgYiF0EQiRRq5DIIFbkoRShysXa8iyBio3gBxBEcvOCdkTJgLNIGEEQQQSAYgwwQZIBoJophDoTYAzEa0XD6om+f75onedHmzHw/L9d/7/U/e+//fz9nz6z1rIGxsbFIkqTay/6//wBJksYDF0xJkjq4YEqS1MEFU5KkDi6YkiR12Ko8uu1Au4R2Z3j8/kWuZRAfgvhTnOpjK9vxp+HxEzhV1kN8DcQnF7lmQpz+KyleYiZuYq7qNW6EePVa6Dl/hPikIhc5AOL0mSTJVIgfCfHpHyiSwYe88Zp2/I4i1eFjYwPF4S3Di3A/Tzy9/fjRq9rx1cU5roT4HIi/+zWc6/Kft+OHwuOrm2ARxK+D+C5FrnUQPxbis4pc90KcboLqpqXz7Alx+sJMkjdDnL4Ati5y0XN2hPijRa4XIT4X4tOLXBMPKg7e17yf/YUpSVIHF0xJkjq4YEqS1MEFU5KkDi6YkiR1cMGUJKmDC6YkSR0Gymkld0Hf1sPw+H2LM80/tR2/6ep2/HpOtQGecjE8nlqwkuR5iFOr1XZFrikQH4L4aJFrGOLUnlW1jT2wGeentrkHIU4tVUnyDMThisj5Ra7pl8CB894FBy4rslH36Dua0Q0D0JeYZNJ46MPMSXCzP9cO33VnO/714hR7tcMrP9KOF7d5zt2tHV/+m3a8up7PgvhCiJ98SJGMens3QPykohFzDJrK4Tsu7+dUd8IbQPf/PZwq50J8Pn0xVT+9pkEcPseyQR3u/zVwfU37UZFrwTHFwcX2YUqStLlcMCVJ6uCCKUlSBxdMSZI6uGBKktShrpK9HapkaSIBjetIkoMhTgVkFxS5oBptxd3t+NuLVIMQ/wvEq2pQ2hifBgxUxWBUjUvTOqq/i4YSUCVwwtW49BpHilyzIb4PxE+m6rkk2ZXetfMg2bWci17MZZ9vx9/+Ic717+OgSpaq3n/VfvgolJYOvq04B11UMBlm5VJOdSDEafhFNRTkkVfCgR9CnMb1JPzl8HuIU/l8wlM+6H2sSoHpy+zD7fAN8H2Z4CWRJRCv3nsafDKf3pfNqVCmUUJVi8T9xbGXt+9nf2FKktTBBVOSpA4umJIkdXDBlCSpgwumJEkdXDAlSeqwVXl0AWyPvQR2Bqb+iSRPndiOz9wPnnAR58rl7fDw3Hb8q49xqk9CnCrHD+NUWFVOFeI7F7loH2eqdqe/tzo/bT2ecFsLdQ5VbSW0xfH8T8GBXQ/iZL+Av+DQdnhF0TszTLXwl325Ha/apsaDWyEOF89n4OGfu41PcTvcBLT/9t5Hcq6F8PfSPfA+2mU84V6UzfnJMBt2hV8N/VBVm9RB1Cj2B4jPKJLBKInPr22Gj/tzkerj7fAaaN/Yu0hFt838z8EB6oNLeMoE9dXRZvFJ8pPi2EntsL8wJUnq4IIpSVIHF0xJkjq4YEqS1MEFU5KkDi6YkiR1qKeVvADTDS6Bx3+TU10K0wqOh8dXLReTqTyeKrShRDoJbsv/zRXtOE3xSLh8uppKQiZCnN4XqppPuH2k+m+JBnlQSf/8alzBQoif9q52/GQah5N87bp2nF4/dDMlSWbsBQceguah0+7kZN8ZB9NKhuB+praHndrhZdQ/lWR/eE4OgHiRiyac5BSI71nkOgHunIeeacf3fmORbA+Ibw9xmteTJO2WjwRaV/LLItfvIE5zX6B9KkmWPNgMv/i69sOLwSdZCfF30hdQ1b5FCwY9B77Hk9QtJ+9zWokkSZvNBVOSpA4umJIkdXDBlCSpgwumJEkdXDAlSepQTyuhcvNt2uG1VAYenr5Bgw+oOj1JDoMJB9P+C55wy+s52Q9/2gyfeS88/gpOtRYmY9DbSO9JhYrNqXQ74bYSmiCRcIfOFJgIk7OLZKed1Y5f2G4fWQqtIwm320yAeDXFhcvKod/kqaKtZDw4FuLXt8O3w9QIujaSYMvHarhvZhxd5KIepiUQrz7sv0D7yMmnb+LJE+6ReQLi9xW5CLWiVF/ZdKd/th1e/CSnurQdfhgevuCrnCrvb4fvhi/AQ6rRJ1dB/PsQr1pHPlwce1877C9MSZI6uGBKktTBBVOSpA4umJIkdXDBlCSpgwumJEkd6raSUYjDhI+qTYK6Dqh7o8pFBd8v/mM7PvHodutIkuQmmExxB7QQFP0uU6G3Yeru8AQo20+S9cWxlvnVvz7Uc3Fw8ZxBiL8Z4m+/mXNd2O4dWPqJ9sOp1Sjhthqa4lK27tCgCJo6Qe/jeAHdMhug5YM6iO4vTrHv1u34jA/AE6gTIuHRQDSBAs6dJKHhI+uhT6FokcsuV7fjE18FTzi8SDYE8Rva4TE4d5JA50wegnhxy14MrTvn01fpcs6Vi9rhQxa14ysXc6pZ1CZCE6yu4Vzl9x/wF6YkSR1cMCVJ6uCCKUlSBxdMSZI6uGBKktShrpKlHb2hso0KKxMu4ILCPayGTLiydgji2xTVYDP+BqphaQPwajPf/4T4snZ43e851RSq+KPKLtrhvTD6Ez42+D04cMJR7fhRvIv2bVDBRntlw/7dSbh4kQoBh4pcvFl3uzx85A5ONb06z5ZiqB0+Dx7+LojvV52Ddsd/CuK7FLmWVidquKw4Bvdg6B6oLsKJNMxhD4gXZZ+hEvq/tsMDMPkiSZb+uR3/dDv81gc41Xc/BAeoGnZfzoWVqjBEY03xuc+i6+hQiNNikdTFy8BfmJIkdXDBlCSpgwumJEkdXDAlSerggilJUgcXTEmSOgyMjY3x0csH2gepsvlGTrUUdtR+JTx+sFrKd2iHb4bN4qs9madA/KAT4UDVO0Me3sR4kvWwazhtJj61epHk+OIYlW8/2A4//kdOtQ7iMyFepMoLEKe96o+iCyzhnqZFn2+GRwao1j6ZPjY2UJxpy7C6fT9f+or2w2nv8wur1ipqE9kO4sU9sAw+1P1pI/cDOBdtND4KLQ+Dpxe5aBN+es4+Ra5tj2nHN8KXKXTBJck62GCePscRToXdc5PPhwMvFsmo3e4SiH+yyAWdM/giq3aXavP189r3s78wJUnq4IIpSVIHF0xJkjq4YEqS1MEFU5KkDi6YkiR1qNtKDoS2EhrNUC2/d7fDy2Fix9wiFQ1RgY4HbF9IePoFtW9UwxXoPEMweuWxYsLIXOh32QA9GlVXyQQo6b++6N+YBnHqNqGq7oSHAtAEm6o7gAYZUHvQ3KoN6PsQP2xqM7x4YC2mOnY8tJVc276fR/+p/fA3QZpzilMcewEcoOk/xYe9Ep7zGDyeuoQSvj7nLIQD1aQUGo1zEcSHilz0ZUZtGldxqmth+shx8PhVnCpzIP5WiH+3evNhwBFNK6laZ772iXacBg+9uxp7VV3I77atRJKkzeaCKUlSBxdMSZI6uGBKktTBBVOSpA4umJIkddiqPEolz7MgPqnIBX0KU6CtpOi4wNN/CeJVZwENHqAGAmpfSJLZEN8FXgwMV0mSvAjtI1TufUeRay9oH1lSPIfabegj5oYLvozeBvEVRS4a/EBl5dm5SHYY1JxvbH9g1E01bkBLwkZ4+NcgPpemhSR8gUBv0UNXcqr7IU5PqQZTfIoOUAsD9a4kSbvriNtH6Asr4XFN32uHN0DrSMITe+h7Zg5NkEnwhvouXSx4AyajF7fjg/RlSm0oSd55KRyA6+sEmpSS5D924mPEX5iSJHVwwZQkqYMLpiRJHVwwJUnq4IIpSVIHF0xJkjqUbSW3Q2/BAuo5gBaRJDjKYwies47OkeRWiFPZf/Vn0VAAKmk/psj1AsRpuEHVhTME8ZshTtNFEh68UFWV03QHei+3KXLRUBSq3J9X5KLqdTrH5KLcPdmxHYbJOvQ5JvWElS3FCPQeTT+zHZ9aXSAE2g7WQy/I3qdyqtlXt+PUplRNOHodxB+5tx0frG6oMyBOf1j1s4Ruzpfa4UlFX9vx0IpGbTgXwjmS8OglaoMpbtpB6mtZDPH9OBd9yIugfaToUKm/gIG/MCVJ6uCCKUlSBxdMSZI6uGBKktTBBVOSpA5lleyCreEAVbBWmwxTBRlUY40UVbLLIU4VnLRfcMIbNlMF51NFLiosOxrizxS56G+mSsC59FklWQmVotcU56eNnKkatKpEptcCBYr4PiZYPJhp1SbraPt2GK7ViZtzii3I9DfAgX+BOG1cXVVXQoXxZPpQ6Xuh8Dm6CYqb8xaoIB2kXEcWf8A5EJ/wYThQ3OkroRSYHMyHdoH2gffSE6p7hiYj7AXxbxW5qLL2YYg/WOSaAXHYlJ5eRpJ6KgfwF6YkSR1cMCVJ6uCCKUlSBxdMSZI6uGBKktTBBVOSpA5lW8kKaEcYHoYn7FQkg/LxW6CEGKrAk3CbAlUvV5Xr1L3yboiPFLmoSnkBldTTDudJ1kCfxuPw+IeKTcYfhTiWmye5DuILIH5TkYsq9xdBfJci1/MQPxgq9weppydJli1px1e3w4cUqcYFuqmov4d6iG4szjEb4kWbGJlSbcLdUnz/vJdeO2w8j18mSTLhQjiwG8S/z7nooqI+rS9zqonfaMenXgVPeAXnCtwa2PJBLz1JJkB8M9o6ck87fBA8/NIi1cJqkQH+wpQkqYMLpiRJHVwwJUnq4IIpSVIHF0xJkjq4YEqS1KFsK5lOB66H+ELONQI700+Cx9NG9kkyBeIbIL5nkYuq3amivWpRob/rbpiiUFWu02uZD2/YenpCuNJ/CrUNJBla2o6vhcdXFeLUikODB6oOBKpq3wbiC4p2m3wQ4tPa4XH/3yX1EdFUEqrVr6YS0THqOzqpyLUY4nSjFVNUZvymOE/LUXRFJXy1U7/NtznVbLjRdjmvHf8Cp8K2IWiTKsc4USvc4RAfLXLRPXhn8RzyrnZ4JoyXmkvXdrJZN/S4/w6QJOn/ggumJEkdXDAlSerggilJUgcXTEmSOrhgSpLUoWwrmUK7/9NO+lTzH26ToFTY0hIe8kFtGguodyXBFgIqXZ+xilNt/GM7PgH+sA1PcC5qxVgLbyRV2ifJRBr/UfSCzISEM7drx9fAtJAkOQzi34Q4TVdJuEJ+iJ5A412S5FiIw3VMQz3K829J6P48A+K3QPy44hw3Q3wHiN9d5IJWAfzc9uZUs34CB6jd5Nk/c7KX04iR5yBezTiCr+Btp7bjg9TYFR7zQzdgNcmHvmSpF4xu5oS/zKkN6Pgi19YQh8/xyCIVXqtJ8qZ22F+YkiR1cMGUJKmDC6YkSR1cMCVJ6uCCKUlSBxdMSZI6lG0lmdsOr4H6+vVFmS4doiph2ng/4apj3DD/Q0UyajmhHhXqg0ky4epNyzWpaHeZDuNa6DVWEz5mDMOB1xZP+uHkdvxn7XrzBUVLEfWJvPOOdvzmFZyKOg1osMXxxZSKITrPhHaYBjiMG7dBfD7EqbOimIyTHSF+KMSrHiJCEzNOKZ5DF868zRi9hF8a9AYPFbl+0A7fBe0j+xepJsN4mW/DRJTVxbgSOkStIG/gVLkG4vtAHO6/JMkJ0G7zQPv9mrxXkQu+4ir+wpQkqYMLpiRJHVwwJUnq4IIpSVIHF0xJkjrUVbJQwgo1V3mqSEVFV1RwR/sIJ7xn+NCecODTRdnVi/CXTYRqLNx9OMm6R9rxS9vhNUVpKx2aBfFJtB90kuwG8aoQ8BbYfZlKRfctclElJFTp7l5Uyd4OcXpfqAo7SfJAOzwKbz7sOz9+UFUgvd+0ATdUcCdJYAABbphebQAOVdSBYtBcVeQ682Q48D6IU5l8knwW4n9oh39Lu9sn2fWsdvzvaSP36iv7Le3wd5a049WX7BDEl0H8xiIXbGSON1R1066H6mF6TlXRfUxxDPgLU5KkDi6YkiR1cMGUJKmDC6YkSR1cMCVJ6uCCKUlSh7qtBPpHqIPhniIV7X1Mlc3VHsODB8MBbK2gRpQkE2nD5E+2wyuK+ulzTm/H17Xr3afBKZJkFcSx4rrq6fkGxAeKdpsRaLc56m/b8Y1Pci76kKE9YQNtYh/eJ3wlxKtN/JdA+wg1FGzGXs1bFro/qE1kJ4gvKs5Bgw6OgEkOv6ZvhiT3Q5wmEFT//j97bTtOwxTm4CiHZOOd7fjl8PizOVUCbRIj0KI2/T1FrlPb4dNgg/ePwutIEtq0nFrEpnGqwNcitgFVrSC3QBxaxKqv/lxQHLuvHfYXpiRJHVwwJUnq4IIpSVIHF0xJkjq4YEqS1MEFU5KkDnVbCUweeBwe/pciFVUdPw3xoqg7o/e244M04uNcKN1Okh2oTvqj7fCGalt+OA+8+JuLTPT6hyE+WJVPY5n24fyc+VS//Q/t8IQ5nOsL8J7B2zWdM+UZiNP1Vb3H50xqx5fD+0WtK0kCTRNbFmofoWk2l0H874pz0A39HWgfqVoIqK2FOsE2p4XgGzBmZ/2DnGsyTBhZD/1bL3Gq5HXt8PSRdnzFFznV8Pbt+Ci0j6ziVNgKshzi+xW5BuECO/I37XjVIlcda6kmshRff8RfmJIkdXDBlCSpgwumJEkdXDAlSerggilJUgcXTEmSOpRtJVDYHGogqKY5UJMCWVEco+rxQSrf/nyR7MKL4ADU1M/77yLZL9vhe9ptFbOKTKsgjpXz1FKTcBn+PGoQSjJ8PhyAWR7L/5lz0fgPqCqn6y7h6SNUbU7V8UkSaCtZB60OOClmvIDXi1NMJsxox3dbzeegXJdCvBpLRH/vFRCvLhy6Bm+H9pFqzM1x8LV5CTx+ZpHrHQvhALS1DcNNkyT5cTs8CPfy0MWcahXE6XvmKE6VJfA3wzSsvKLIRdfE7sVzCE2qKfgLU5KkDi6YkiR1cMGUJKmDC6YkSR1cMCVJ6uCCKUlSh7KthCZmUAn/pm4kn3ArCs0QSZKTp7Tjq6AXZejKItl2T7bjpxzdjle9BRMhDoMaVhWpboU4vPTMr8rgaerDhcX8jeeh5HwjPL4Y7nA9TJfZDh7/BKfKeojTS6w+rjVwgVPrDp173KCWDxoPcxO0j7y3OAdc6zg1Yp8i1zyIXw/xvYpcp0J8wavgAM3FSXIDfKG8th1eewanmvoSXFVn/g6ecQAny30Qh56ejxSp6G+mto5qXM8SiD9UPIfQy6fvv8VFrqqlCfgLU5KkDi6YkiR1cMGUJKmDC6YkSR1cMCVJ6lBWyU6F+Jx92/HFRaUkbOOMeyJXRZ83VAcbri42Jl94FRz4FsSLTX5HoLT1Ong8VYkmyaEQfxrij1FJc5K5tPE1VUcmXBL6QDt8d5FqFcSHIX5sketOiNP+1n8pctE21lRZO1TkGhd2hDh91lTZClXPSRLYuB6rZ6sJBFSRSX/vWk614sR2fPjnj7QPVJX1dHMe2A5Pper5Eu1MXtSQ3wVvDG0yTl8mCd+cL0B8sBi9MQn+Lqrarq4J+ux3g3j1ZVJtig/8hSlJUgcXTEmSOrhgSpLUwQVTkqQOLpiSJHVwwZQkqUPZVjJtE3s+jipy0ebYN0J8pMgFexzjXs3VdsVUPr305nZ8PWzwnnA7wtkQp7aGhDsAqKNmTvWvD7ScPF5UqFM7BlX6Ly9O/4biWAu1jiRcVU5/V9WBtA3Eqdum6NwZH+hNov4xKrs/vTjHwxCHVjTc6T7hD4I2f6fXkWT4g3BgFcRpyECSvH0C5IInVbv2UxsO7hr+dc419VPt+N8f1I6P0K7o4T4xatH7ZfEiqX+OFoyq324H+GZc9Xw7fliRq5ryAPyFKUlSBxdMSZI6uGBKktTBBVOSpA4umJIkdXDBlCSpw8DY2FhxdKB5kMrrsUI6OOQCq5Rp8/mEW1Segfjh1O+RZC30T1CulZwqR9N0B3pj5hbJ/riJuejcSTIF4o/yUxZB+wy1iEylDyXJPTAtgToKimJ3HHAwB1omNhYXJQ3QoOu7Gm4wNDY2UBzeMoy07+dcDo+HboQcU5yD+nho+s8ZRa4rIP4x6FFZVoxLeiPE94R4dW9SWw0N7Ki+zOgiPPB8OPALznXTjzbtHIdzquwN86VGVrfjVV8Z3VBHQ7waMUStINSKskfRa5S/FsdGm/ezvzAlSerggilJUgcXTEmSOrhgSpLUwQVTkqQOLpiSJHUop5VQ/8YgtDysKEr4Z21ivCgQpwEj2RviK4oy5achTp0YR1fTFejYRRCvxl88BXEYlFBORKC2ASqDD7fuTJ3Wjq+h/qDwAIvj6RycCq+LNXDtUWdEksBLwY+xuiaHimNbjOnwgZ8JFw+1Yw28hs+xw5x2/GVXw+OLi3A6/F3PwidRtDYFBnlsco9awu8LjRii+y9JPn4iHFjUDi8vGttoGg1+YVb9Qdu3w6PXtuM0jSZJlkF8IsShDS1JsnYT43sUPT0jxR0Nk3L8hSlJUgcXTEmSOrhgSpLUwQVTkqQOLpiSJHVwwZQkqUPdVgItDCuhhJ9aMYpUuGJXVcpU1X0PxKs2hVdCnDpkHitaQbaDY0NUvfw2zkVV5TkH4lcVuait5WJ+ygIqUYcWnaqinwY/0OAB6qhJkv0gTn/uBOpbSjIJKvTpOqZrZfx4Szs8vLgdv/35dnzk53yKA+GToB6evJpzvfGn7Th92NUXEHUX0Pid64tcr6ZxJTBL5+O3cK5V32vH74DH01SOhHuodqYnVH1tt7XDVVsdoc9+AvxhM/biXHfARJYRePwR1NSWZDpMZCn4C1OSpA4umJIkdXDBlCSpgwumJEkdXDAlSeowMDY2hgcfHxhoHpwJj3+gOBHUj2Gd1ooiF1kHcaqqTbiw7lGIn0IvPskyKO/c/3B4Au27nPCbSVVysCF+kqy9sh0v9qTHDdPpvaTCxYQrjukc1dtCBXe/gvhcKtFNsu6xdnwJPL4qEDxgbGygOLxlWNa+n7H89yWIF0MWcIP3r8BG6sX9lDdt046v+nM7PlRstb8CPtXhw4o/gPwY4r+A+MIi13Pt8ONQiUyl5UmyEeJUWk6fb5IMHQUHXtcOr76Ac834t3b8T7Aj/rbFZ/LbO9txGv5QfclVC8Or2/ezvzAlSerggilJUgcXTEmSOrhgSpLUwQVTkqQOLpiSJHUo20pWQVsJtW9AQXkSrvo9AOJri1x0nisgfm7xb8FGKK2+FR6/D6fC1gp6v4boxSe8+zwlo83aEy6tLnpB7oTWgSF4fLG9NHYt0Kb41ebr0yF+AH3G9IQk9zzdjsOW43mBU+Xk8dBWshbaSpbB44/YEQ58kM+x/uPtOLWiVLv2D1BPEHw7jD7Duej62IF2Ji9e48/Oa8cPhBET66nfI8nlED8b4i8vvmX/BK071D5S9YLdDvEjzoIDsIl8aTbEqz+MwAW2nCZfpL72ZthWIknSZnPBlCSpgwumJEkdXDAlSerggilJUgcXTEmSOmxVHVwJcZrwUQzMYFBBfG81EQFQJfbNxa78VFS+J8RhwEWShPbYnwpv2LqlnGsKVEM/BC0iML8hSbIXxFcV7zG11bwR4nRNJMneEL8b4tRRkySz6ESb0etE7SPUBPA7TjU+0HgYuniehXdoArSOJMnUGXBgdTt8B6fKArgL/wQtDNW//9TXtgN9Bf6Ac9H3yQq4cuClJ+GbYB7ED4XWkSTZAS72X8Nzqj7ABXSAZvYcVySjF0m5aOpLws1o8BrnvafItX1xrM1fmJIkdXDBlCSpgwumJEkdXDAlSerggilJUgcXTEmSOpTTSpbBtBJSdG9Q0W9+A/Gqq+R0iF8J8WJWQA6COFWhV20l1PFAbRJbF7moS4KeM7/a4H9aO7y6GAtCnyXt/T+zOP0SiO+yiedO8KXkEHj9dxcXEn3GNCkHhpskSS4cD9NKMtS+n38Ld+GuVMJP8SSjT7bjgzB5ZH1xR9GFQ31Sv+dUOLFn3m7t+Ffomyn88ukevJZTZRjih0N8pMhF/VvUO0fvb5IcQZNiaPzPHkUyaCv55SOQqmgFueGL7Ti14ezOqTLwmuLgUqeVSJK0uVwwJUnq4IIpSVIHF0xJkjq4YEqS1MEFU5KkDuW0EqqSngf9E4uoFyLcJrLNJsaT5BaI04SRZ4pcyyBO7QvHFrloT35qqaHpJgm3lYzSE17kXGuhfeTR4vzUQnE0xOl9rEyE+HbFc/aj88MFVrUU0XmodYem94wfz7XD1EExDRpsJlDjTYpeqSfa4UWcCnuVXv6ZdnzKBZyLpqLM+2s7/q/VN9BsiMM3zbFwjiT5EkyE2QkeTxNnkmQFxGdB/IjXF8ngWsmvi+eAZ6l95Bh4PLSOJPxahqEN5tdF29LsaipKm78wJUnq4IIpSVIHF0xJkjq4YEqS1MEFU5KkDuXm65Ik6X/5C1OSpA4umJIkdXDBlCSpgwumJEkdXDAlSerggilJUof/AZtUbD/uDDQ3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [8,4]\n",
    "fig,axs = plt.subplots(1,2)\n",
    "for j in range(2):\n",
    "    U3 = np.flipud(np.reshape(u[:,2*j+1],(32,32)))\n",
    "    axs[j].pcolor(np.rot90(U3),cmap='hot')\n",
    "    axs[j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdata_mat = io.loadmat(os.path.join('..','DATA','dogData.mat'))\n",
    "catdata_mat = io.loadmat(os.path.join('..','DATA','catData.mat'))\n",
    "\n",
    "dog = dogdata_mat['dog']\n",
    "cat = catdata_mat['cat']\n",
    "\n",
    "CD = np.concatenate((dog,cat),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "xtrain = np.concatenate((v[:60,np.array([1,3])],v[80:140,np.array([1,3])]))\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "test = np.concatenate((v[60:80,np.array([1,3])],v[140:160,np.array([1,3])]))\n",
    "\n",
    "lda = LinearDiscriminantAnalysis()\n",
    "test_class = lda.fit(xtrain, label).predict(test)\n",
    "\n",
    "fig,axs = plt.subplots(2)\n",
    "axs[0].bar(range(40),test_class)\n",
    "\n",
    "axs[1].plot(v[:80,1],v[:80,3],'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "axs[1].plot(v[80:,1],v[80:,3],'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Cross-validate\n",
    "E = np.zeros(100)\n",
    "\n",
    "for jj in range(100):\n",
    "    r1 = np.random.permutation(80)\n",
    "    r2 = np.random.permutation(80)\n",
    "    ind1 = r1[:60]\n",
    "    ind2 = r2[:60]+60\n",
    "    ind1t = r1[60:80]\n",
    "    ind2t = r2[60:80]+60\n",
    "    \n",
    "    xtrain = np.concatenate((v[ind1[:, np.newaxis],np.array([1,3])], v[ind2[:, np.newaxis],np.array([1,3])]))\n",
    "    test = np.concatenate((v[ind1t[:, np.newaxis],np.array([1,3])], v[ind2t[:, np.newaxis],np.array([1,3])]))\n",
    "    \n",
    "    label = np.repeat(np.array([1,-1]),60)\n",
    "\n",
    "    lda = LinearDiscriminantAnalysis()\n",
    "    test_class = lda.fit(xtrain, label).predict(test)\n",
    "\n",
    "    truth = np.repeat(np.array([1,-1]),20)\n",
    "    E[jj] = 100*np.sum(np.abs(test_class-truth))/40\n",
    "    \n",
    "plt.bar(range(100),E,color=(0.5,0.5,0.5))\n",
    "plt.plot(range(100),np.mean(E)*np.ones(100),'r:',linewidth=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "fig,axs = plt.subplots(1,2)\n",
    "for j in range(2):\n",
    "    axs[j].plot(v[:80,1],v[:80,3],'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "    axs[j].plot(v[80:,1],v[80:,3],'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "# Linear Discriminant\n",
    "xtrain = np.concatenate((v[:60,np.array([1,3])],v[80:140,np.array([1,3])]))\n",
    "test = np.concatenate((v[60:80,np.array([1,3])],v[140:160,np.array([1,3])]))\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "\n",
    "\n",
    "\n",
    "lda = LinearDiscriminantAnalysis().fit(xtrain, label)\n",
    "test_class = lda.predict(test)\n",
    "K = -lda.intercept_[0]\n",
    "L = -lda.coef_[0]\n",
    "\n",
    "\n",
    "x = np.arange(-0.15,0.25,0.005)\n",
    "axs[0].plot(x,-(L[0]*x+K)/L[1],'k',linewidth=2)\n",
    "\n",
    "\n",
    "# Quadratic Discriminant\n",
    "qda = QuadraticDiscriminantAnalysis().fit(xtrain, label)\n",
    "y = np.arange(-0.3,0.25,0.005)\n",
    "X,Y = np.meshgrid(x,y)\n",
    "\n",
    "Z = np.zeros_like(X)\n",
    "\n",
    "for jj in range(len(x)):\n",
    "    for kk in range(len(y)):\n",
    "        Z[kk,jj] = qda.predict(np.array([[x[jj],y[kk]]]))\n",
    "\n",
    "axs[1].contour(X,Y,Z,0,colors='k',linewidths=2)        \n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC07_1_SVM.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from sklearn import svm\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from mpl_toolkits import mplot3d\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random ellipse 1\n",
    "\n",
    "n1 = 300 # Training set size\n",
    "\n",
    "x1 = 1.5*np.random.randn(n1) - 1.5\n",
    "y1 = 1.2*np.random.randn(n1) + np.power(x1+1.5,2) - 7\n",
    "x2 = 1.5*np.random.randn(n1) + 1.5\n",
    "y2 = 1.2*np.random.randn(n1) - np.power(x2-1.5,2) + 7\n",
    "\n",
    "plt.plot(x1,y1,'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "plt.plot(x2,y2,'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z1 = np.power(x1,2) * y1\n",
    "z2 = np.power(x2,2) * y2\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "ax.plot(x1,y1,z1,'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "ax.plot(x2,y2,z2,'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "ax.view_init(20, -135)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = 7 + np.random.randn(n1)\n",
    "th = 2 * np.pi * np.random.randn(n1)\n",
    "xr = r * np.cos(th)\n",
    "yr = r * np.sin(th)\n",
    "x5 = np.random.randn(n1)\n",
    "y5 = np.random.randn(n1)\n",
    "\n",
    "zr = np.power(xr,2) + np.power(yr,2)\n",
    "z5 = np.power(x5,2) + np.power(y5,2)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.view_init(20, -135)\n",
    "\n",
    "ax.plot(xr,yr,zr+40,'ro',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "ax.plot(x5,y5,z5+40,'bo',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "\n",
    "\n",
    "x = np.arange(-10,10.5,0.5)\n",
    "y = x\n",
    "X,Y = np.meshgrid(x,y)\n",
    "F3 = 54 + 0*X + 0*Y\n",
    "\n",
    "ax.plot_surface(X, Y, F3, cmap='gray',linewidth=0, antialiased=True,alpha=0.2)\n",
    "\n",
    "ax.plot(xr,yr,np.zeros(*xr.shape),'ro',markerfacecolor=(179/255,1,179/255),markeredgecolor='k',ms=12)\n",
    "ax.plot(x5,y5,np.zeros(*x5.shape),'bo',markerfacecolor=(240/255,194/255,224/255),markeredgecolor='k',ms=12)\n",
    "\n",
    "theta = np.linspace(0,2*np.pi,100)\n",
    "xrr = np.sqrt(14)*np.cos(theta)\n",
    "yrr = np.sqrt(14)*np.sin(theta)\n",
    "\n",
    "ax.plot(xrr,yrr,np.zeros(*xrr.shape),'k-',linewidth=2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Classify dogs vs. cats\n",
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = np.arange(1,21)\n",
    "xtrain = np.concatenate((v[:60,features],v[80:140,features]))\n",
    "test = np.concatenate((v[60:80,features],v[140:160,features]))\n",
    "\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "truth = np.repeat(np.array([1,-1]),20)\n",
    "\n",
    "\n",
    "Mdl = svm.SVC(kernel='rbf',gamma='auto').fit(xtrain,label)\n",
    "test_labels = Mdl.predict(test)\n",
    "\n",
    "CMdl = cross_val_score(Mdl, xtrain, label, cv=10) #cross-validate the model\n",
    "classLoss = 1-np.mean(CMdl) # average error over all cross-validation iterations\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH05/CH05_SEC08_1_Trees.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from sklearn import tree, preprocessing\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from IPython.display import Image  \n",
    "from sklearn.externals.six import StringIO  \n",
    "import pydotplus\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import pandas as pd\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "fisheriris_mat = io.loadmat(os.path.join('..','DATA','fisheriris.mat'))\n",
    "meas = fisheriris_mat['meas']\n",
    "species = fisheriris_mat['species']\n",
    "le = preprocessing.LabelEncoder()\n",
    "le.fit(species.reshape(-1).tolist())\n",
    "species_label = le.transform(species.reshape(-1).tolist()) \n",
    "\n",
    "decision_tree = tree.DecisionTreeClassifier(max_depth=3).fit(meas,species_label)\n",
    "\n",
    "dot_data = StringIO()\n",
    "\n",
    "tree.export_graphviz(decision_tree, out_file=dot_data,  \n",
    "                filled=True, rounded=True,\n",
    "                special_characters=True)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "Image(graph.create_png())\n",
    "\n",
    "cv = cross_val_score(decision_tree, meas, species_label, cv=10) #cross-validate the model\n",
    "classError = 1-np.mean(cv) # average error over all cross-validation iterations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = meas[:50,:]     # setosa\n",
    "x2 = meas[50:100,:]  # versicolor\n",
    "x3 = meas[100:150,:] # virginica\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot(111,projection='3d')\n",
    "ax.plot(x1[:,0],x1[:,1],x1[:,3],'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "ax.plot(x2[:,0],x2[:,1],x2[:,3],'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "ax.plot(x3[:,0],x3[:,1],x3[:,3],'o',markerfacecolor=(1,0.64,0.098),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dogs vs. cats\n",
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "u,s,vT = np.linalg.svd(CD-np.mean(CD),full_matrices=0)\n",
    "v = vT.T\n",
    "\n",
    "features = np.arange(1,21)\n",
    "xtrain = np.concatenate((v[:60,features],v[80:140,features]))\n",
    "test = np.concatenate((v[60:80,features],v[140:160,features]))\n",
    "\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "truth = np.repeat(np.array([1,-1]),20)\n",
    "\n",
    "Mdl = tree.DecisionTreeClassifier(max_depth=2).fit(xtrain,label)\n",
    "cv = cross_val_score(Mdl, xtrain, label, cv=10) #cross-validate the model\n",
    "classError = 1-np.mean(cv) # average error over all cross-validation iterations\n",
    "\n",
    "dot_data = StringIO()\n",
    "\n",
    "tree.export_graphviz(Mdl, out_file=dot_data,  \n",
    "                filled=True, rounded=True,\n",
    "                special_characters=True)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "Image(graph.create_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Census Data\n",
    "adultdata = pd.read_csv(os.path.join('..','DATA','census1994.csv'))\n",
    "\n",
    "adultdata = adultdata.loc[:,('age','workClass','education_num','marital_status','race','sex','capital_gain','capital_loss','hours_per_week','salary')]\n",
    "\n",
    "nFeatures = len(adultdata.columns)-1\n",
    "\n",
    "# convert categorical variables to one-hot representation\n",
    "adultdata = pd.get_dummies(adultdata, columns=['workClass', 'marital_status', 'race', 'sex', 'salary'])\n",
    "\n",
    "adultdata_input = adultdata.drop(['salary_>50K','salary_<=50K'],axis=1)\n",
    "adultdata_salary = adultdata['salary_>50K']\n",
    "\n",
    "Mdl = tree.DecisionTreeClassifier(max_features=10).fit(adultdata_input,adultdata_salary)\n",
    "imp = Mdl.feature_importances_\n",
    "imp_combine = np.zeros(nFeatures)\n",
    "imp_combine[:5] = imp[:5]\n",
    "imp_combine[5] = np.mean(imp[5:14])\n",
    "imp_combine[6] = np.mean(imp[14:21])\n",
    "imp_combine[7] = np.mean(imp[21:26])\n",
    "imp_combine[8] = np.mean(imp[26:28])\n",
    "\n",
    "plt.bar(range(len(imp_combine)),imp_combine)\n",
    "infeatures = ['age','workClass','education_num', 'marital_status', 'race', 'sex', 'capital_gain','capital_loss','hours_per_week']\n",
    "plt.xticks(range(len(infeatures)), infeatures, size='small',rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Splitting Procedure\n",
    "fisheriris_mat = io.loadmat(os.path.join('..','DATA','fisheriris.mat'))\n",
    "meas = fisheriris_mat['meas']\n",
    "species = fisheriris_mat['species']\n",
    "\n",
    "x1 = meas[:50,:]     # setosa\n",
    "x2 = meas[50:100,:]  # versicolor\n",
    "x3 = meas[100:150,:] # virginica\n",
    "\n",
    "plt.plot(x1[:,2],x1[:,3],'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "plt.plot(x2[:,2],x2[:,3],'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "plt.plot(x3[:,2],x3[:,3],'o',markerfacecolor=(1,0.64,0.098),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.plot(np.array([2.35, 2.35]),np.array([0, 3]),'k:',linewidth=2)\n",
    "plt.plot(np.array([2.35, 10]),np.array([1.75, 1.75]),'k:',linewidth=2)\n",
    "plt.plot(np.array([4.95, 4.95]),np.array([0, 1.75]),'k:',linewidth=2)\n",
    "\n",
    "plt.xlim(0,7)\n",
    "plt.ylim(0,3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x1[:,0],x1[:,1],'o',markerfacecolor=(0,1,0.2),markeredgecolor='k',ms=12)\n",
    "plt.plot(x2[:,0],x2[:,1],'o',markerfacecolor=(0.9,0,1),markeredgecolor='k',ms=12)\n",
    "plt.plot(x3[:,0],x3[:,1],'o',markerfacecolor=(1,0.64,0.098),markeredgecolor='k',ms=12)\n",
    "\n",
    "plt.xlim(4,8)\n",
    "plt.ylim(2,6)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH06/CH06_SEC01_1_NN.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from sklearn import linear_model\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dogs vs. cats\n",
    "dogdata_w_mat = io.loadmat(os.path.join('..','DATA','dogData_w.mat'))\n",
    "catdata_w_mat = io.loadmat(os.path.join('..','DATA','catData_w.mat'))\n",
    "\n",
    "dog_wave = dogdata_w_mat['dog_wave']\n",
    "cat_wave = catdata_w_mat['cat_wave']\n",
    "\n",
    "CD = np.concatenate((dog_wave,cat_wave),axis=1)\n",
    "\n",
    "train = np.concatenate((dog_wave[:,:60],cat_wave[:,:60]),axis=1)\n",
    "test = np.concatenate((dog_wave[:,60:80],cat_wave[:,60:80]),axis=1)\n",
    "label = np.repeat(np.array([1,-1]),60)\n",
    "\n",
    "A = label @ np.linalg.pinv(train)\n",
    "test_labels = np.sign(A@test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "lasso = linear_model.Lasso().fit(train.T,label)\n",
    "A_lasso = lasso.coef_\n",
    "test_labels_lasso = np.sign(A_lasso@test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(4,1)\n",
    "axs[0].bar(range(len(test_labels)),test_labels)\n",
    "axs[1].bar(range(len(A)),A)\n",
    "axs[2].bar(range(len(test_labels_lasso)),test_labels_lasso)\n",
    "axs[3].bar(range(len(A_lasso)),A_lasso)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "A2 = np.flipud(np.reshape(A,(32,32)))\n",
    "A2_lasso = np.flipud(np.reshape(A_lasso,(32,32)))\n",
    "axs[0].pcolor(np.rot90(A2),cmap='gray')\n",
    "axs[1].pcolor(np.rot90(A2_lasso),cmap='gray')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## To be implemented: Python version of Matlab's patternnet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH06/CH06_SEC04_1_StochasticGradientDescent.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import interpolate\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Failed to converge after 100 iterations\n",
      "Failed to converge after 100 iterations\n",
      "Failed to converge after 100 iterations\n"
     ]
    }
   ],
   "source": [
    "iterMax = 100\n",
    "h = 0.1\n",
    "x_grid = np.arange(-6,6+h,h)\n",
    "y_grid = np.copy(x_grid)\n",
    "n = len(x_grid)\n",
    "X,Y = np.meshgrid(x_grid,y_grid)\n",
    "\n",
    "F1 = 1.5 - 1.6*np.exp(-0.05*(3*np.power(X+3,2)+np.power(Y+3,2)))\n",
    "F = F1 + (0.5 - np.exp(-0.1*(3*np.power(X-3,2)+np.power(Y-3,2))))\n",
    "dFy,dFx = np.gradient(F,h,h)\n",
    "\n",
    "x0 = np.array([4,0,-5])\n",
    "y0 = np.array([0,-5,2])\n",
    "\n",
    "x = np.zeros(iterMax+1)\n",
    "y = np.copy(x)\n",
    "f = np.copy(x)\n",
    "\n",
    "x_out = np.zeros((iterMax+1,3));\n",
    "y_out = np.copy(x_out)\n",
    "f_out = np.copy(x_out)\n",
    "\n",
    "interp_type = 'linear'\n",
    "\n",
    "for jj in range(3):\n",
    "    q = np.random.permutation(n)\n",
    "    i1 = np.sort(q[:10])\n",
    "    q2 = np.random.permutation(n)\n",
    "    i2 = np.sort(q2[:10])\n",
    "    x[0] = x0[jj]\n",
    "    y[0] = y0[jj]\n",
    "    \n",
    "    F_i12 = F[i1[:, np.newaxis],i2]\n",
    "    dFx_i12 = dFx[i1[:, np.newaxis],i2]\n",
    "    dFy_i12 = dFy[i1[:, np.newaxis],i2]\n",
    "    \n",
    "    F_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], F_i12, kind=interp_type)\n",
    "    dfx_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], dFx_i12, kind=interp_type)\n",
    "    dfy_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], dFy_i12, kind=interp_type)\n",
    "    \n",
    "    f[0] = F_interp(x[0],y[0])\n",
    "    dfx = dfx_interp(x[0],y[0])\n",
    "    dfy = dfy_interp(x[0],y[0])\n",
    "    \n",
    "#     tau = 2\n",
    "    tau = 1.5\n",
    "    for j in range(iterMax):\n",
    "        x[j+1] = x[j]-tau*dfx # update x, y, and f\n",
    "        y[j+1] = y[j]-tau*dfy\n",
    "        q = np.random.permutation(n)\n",
    "        i1 = np.sort(q[:10])\n",
    "#         ind1 = np.sort(q[:10])\n",
    "        q2 = np.random.permutation(n)\n",
    "        i2 = np.sort(q2[:10])\n",
    "#         ind2 = np.sort(q2[:10])\n",
    "        \n",
    "        F_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], F_i12, kind=interp_type)\n",
    "        dfx_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], dFx_i12, kind=interp_type)\n",
    "        dfy_interp = interpolate.interp2d(x_grid[i1], y_grid[i2], dFy_i12, kind=interp_type)\n",
    "        \n",
    "        f[j+1] = F_interp(x[j+1],y[j+1])\n",
    "        dfx = dfx_interp(x[j+1],y[j+1])\n",
    "        dfy = dfy_interp(x[j+1],y[j+1])\n",
    "        \n",
    "        if np.abs(f[j+1]-f[j]) < 10**(-6): # check convergence\n",
    "            print('Converged after {} iterations'.format(j+1))\n",
    "            break\n",
    "        if j == iterMax-1:\n",
    "            print('Failed to converge after {} iterations'.format(j+1))\n",
    "    x_out[:,jj] = x\n",
    "    y_out[:,jj] = y\n",
    "    f_out[:,jj] = f\n",
    "    \n",
    "    # If converged before iterMax, replace 0s with NaNs\n",
    "    x_out[(j+2):,jj] = np.nan\n",
    "    y_out[(j+2):,jj] = np.nan\n",
    "    f_out[(j+2):,jj] = np.nan\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BOkqd5ObmYuzYsVBXV4eXlxcUFBRYRyL1RE9PD15eXkhOTsaMGTOkYi/y3LlzoaysjF9++YV1FKlCZZoQQkiDUFxcjN9++w0jRoyAkZER6zjvxPM8ZsyYgeTkZHh4eKBVq1asI5F61q9fP2zduhWnT5/G9u3bWcd5Jw0NDUydOhVHjx5FVlYW6zhSg8o0IYSQBsHd3R3Pnj3D4sWLWUepk927d+PkyZPYsmULrKysWMchAlm4cCHGjBmDFStW4Nq1a6zjvNP8+fNRXFyMAwcOsI4iNegBREIIIVKP53l069YNTZo0wc2bNyV+33FsbCwsLCwwePBg+Pj4SHxe8nFycnLQvXt3yMvL4+bNm1BRUWEd6a1sbGyQnJyMBw8eNLpLXOgBREIIIY3SuXPncOfOHSxdulTii2lxcTGcnJygpqaGgwcPSnxe8vHU1dXh5uaGhw8fSsXZ5wsWLMCjR4/g5+fHOopUoDJNCCFE6m3fvh16enqYOHEi6yjv9O233yI2NhZ//vkntLS0WMchIhk4cCBWrFiB/fv3w8fHh3Wctxo1ahT09PTw22+/sY4iFahME0IIkWp3795FQEAA5s+fDzk5OdZx3iokJAQ7duzAF198gWHDhrGOI7qKigq8ePECWVlZqKioYB1HdOvXr0e3bt0wZ84ciT4uT05ODrNnz8b58+eRmJjIOo7Eoz3ThBBCpNoXX3yBgwcPIi0tDZqamqzj1KqgoAA9evRARUUFbt26JfH7Zj9ESUkJ7ty5gxs3buDmzZu4e/cuXrx4gZycHGRnZ+Ply5evvH2zZs2goaEBDQ0NNG/eHF26dEHPnj3Rs2dPmJiYoEmTJow+EuFERUWhd+/emDp1Kg4ePMg6Tq3S09PRtm1bLFmyBFu2bGEdRzQfsmeayjQhhBCplZOTU7O9Q9JPH/j666/xyy+/IDAwENbW1qzj1IuysjIEBQXB29sbYWFhuHPnDsrKygBUFeWuXbtCS0sL6urqr7wAIDs7+5XXs2fPEBsbi4KCAgBVl4iYmpqib9++GDNmDKysrBrMw3DffvstfvzxR/j5+Un0dyjGjh2Lq1evIi0trdGcgU5lmhBCSKOyfft2LFmyBDdu3ICZmRnrOLUKCgqCjY0NvvrqK+zcuZN1nI9SWlqKgIAAeHl54dSpU3jx4gWaNm0KKyurmlVlMzMztG/fHjIy77ebtKKiAvfv38eNGzdw48YNREVFITw8HMXFxdDR0cGYMWMwbtw4DBw4UKqLdUlJCXr27Im8vDzExsZCTU2NdaQ3CggIwJAhQ3DkyBFMnjyZdRxRUJkmhBDSaFRWVqJjx47Q19fH1atXWcepVVFREbp16wag6urwpk2bMk70YZKTk7F9+3YcOnQIubm5UFVVhYODA8aNGwc7OzsoKSkJMvfly5fw8/PDiRMn4Ofnh6KiImhpaWHmzJn4+uuvoa2tLchcoUVERKBv375wcXHBvn37WMd5o8rKShgaGkJbWxshISGs44iCjsYjhBDSaAQEBCApKQnz5s1jHeWtNm/ejIcPH2Lfvn1SWaRjY2Mxbdo0dOzYEbt374a9vT18fHzw7NkzHDlyBKNHjxasSAOAqqoqJk6cCE9PTzx79gweHh7o168fNm/eDAMDA8yfPx9JSUmCzRdKr169sHDhQri6uiIiIoJ1nDeSkZHB7Nmz8ffffyMhIYF1HIlFK9OEEEKk0vjx43HlyhWkp6dL7H7OBw8eoGvXrhgzZgyOHj3KOs57CQsLw48//ggfHx8oKytj9uzZWLRoEdq0acM6GgAgISEBP/30Ew4dOoTKyko4Ojpi5cqV6Nq1K+todfby5UsYGhpCT08P4eHhErl1JTMzE/r6+li5ciU2btzIOo7gaGWaEEJIo/D06VOcPn0a06ZNk9gizfM8vvzyS8jLy+Pnn39mHafOHj9+jClTpqBfv34ICwvD+vXrkZKSgh07dkhMkQaAzp07w9XVFUlJSVi4cCFOnToFU1NTLFiwALm5uazj1Ymqqiq2bduGyMhI7N+/n3WcN2rVqhWGDh2Kw4cPN8rjDOuCyjQhhBCpc/jwYZSVlWHWrFmso9Tq5MmTOHfuHL7//nu0atWKdZx3qqiowG+//QYjIyOcOHEC3333HZKTk7FmzRq0aNGCdbxa6enpYdu2bUhJScFXX32FPXv2wMjICH/99Rek4bvvTk5OsLa2xjfffIOsrCzWcd5o+vTpSEtLw+XLl1lHkUi0zYMQQohU4XkexsbG0NTUlNiHogoKCmBsbAwNDQ1ERUVJ/HnJkZGRmDt3LqKiojB48GDs3r0bnTt3Zh3rg0RFRWHu3LmIjIzEp59+it27d6NTp06sY71VbGwsevToARcXF+zdu5d1nP8oLi6Grq4uhg0bBnd3d9ZxBEXbPAghhDR4f//9N+Lj4+Hi4sI6Sq02b96M1NRU7N69W6KLdHl5Ob755hv07t0b6enpOHbsGC5evCi1RRoAzM3NER4ejl9//RUREREwNTXFjh07JHqVumvXrvjyyy/x+++/IyYmhnWc/1BUVISjoyO8vb3/c/EOoTJNCCFEyvzxxx9QVVXFuHHjWEd5o9TUVGzbtg1OTk6wsrJiHadWT548ga2tLTZv3owZM2bg3r17cHR0BMdxrKN9NFlZWcyfPx/37t2Dra0tFi9eDEdHR+Tn57OOVqs1a9ZAXV0dy5cvZx3ljSZPnozi4mKcOXOGdRSJQ2WaEEKI1MjLy8OJEyfg5OQksddxr1q1CjzPY9OmTayj1CosLAw9e/ZEWFgY/vzzT/zxxx8Se3HIx2jVqhVOnTqFLVu2wNPTE71790Z8fDzrWG+koaGB7777DhcuXMD58+dZx/mPvn37onXr1jh27BjrKBKHyjQhhBCp8ddff6GwsBAzZ85kHeWNIiMjceTIESxevBht27ZlHec/eJ7Hr7/+CmtraygqKiIsLAzOzs6sYwmK4zgsX74cFy5cwNOnT2FpaYlTp06xjvVG8+bNQ7t27bBs2TKJOzlDRkYGjo6OOH/+PF68eME6jkShMk0IIURq/PHHH+jWrRssLS1ZR/kPnuexfPlyaGpqYuXKlazj/EdRURGmTp2KL7/8EnZ2doiMjESPHj1YxxLN4MGDERUVBUNDQ3z22WdYtWqVxBVWBQUFbNq0Cbdv38aRI0dYx/kPR0dHlJeXw9PTk3UUiUJlmhBCiFSIjY3F9evXMXPmTInc13v+/HlcuXIFa9asQbNmzVjHecXLly8xbNgwHD16FBs2bMDp06ehoaHBOpbo2rRpg+DgYLi4uGDTpk2YOnUqysvLWcd6xYQJE2Bubo61a9eitLSUdZxXmJmZwcjIqMGf6PG+qEwTQgiRCm5ubmjSpAkmT57MOsp/8DyP7777DgYGBpgzZw7rOK/IycmBra0tQkJCcOTIEaxevRoyMo3307+ioiJcXV2xefNmHDt2DI6OjhJVWjmOw8aNG5GcnIw///yTdZxXcBwHJycnBAcHIyMjg3UcidF4/zQRQgiRGpWVlXB3d8ewYcOgqanJOs5/+Pj4IDIyEt999x3k5eVZx6mRlZVVs73hxIkTmDRpEutIEmPFihXYsWMHvLy8MG7cOJSUlLCOVMPW1hZ9+vTBxo0bJaroA8D48ePB8zy8vLxYR5EYVKYJIYRIvMDAQKSnp2PKlCmso/xHZWUl1qxZgw4dOmDatGms49R48uQJbGxscOfOHZw6dQqfffYZ60gSZ+HChfjtt99w9uxZjB49GkVFRawjAahaAV63bh1SUlIkbnXa2NgY3bp1g4eHB+soEoPKNCGEEIl35MgRqKqqYuTIkayj/MepU6cQHR2NtWvXSswFLenp6bC2tkZiYiJ8fX0xfPhw1pEk1rx58+Dq6orz58/DwcEBhYWFrCMBkOzV6QkTJiAkJATp6emso0gEKtOEEEIkWlFRETw9PTFu3DgoKSmxjvOKyspKrF27FoaGhhKzheL58+f45JNPkJGRgfPnz2Pw4MGsI0k8FxcXHDx4EJcvX8aIESMkYsuHJK9Ojx8/HgDoVI9/UJkmhBAi0fz8/PDy5UuJKav/durUKcTGxmLNmjWQlZVlHQfFxcUYPXo0UlJS4O/vj/79+7OOJDWcnZ3x559/4sqVK5g9e7ZEXD9ua2uL3r17Y8uWLRJ1jJ+hoSFMTU2pTP+DyjQhhBCJ5unpCU1NTdjY2LCO8gqe57F582Z06NABEyZMYB0HPM9j5syZ+Pvvv+Hm5ibRV5lLqqlTp2L9+vU4fPgwNm/ezDoOOI7DihUrkJiYCG9vb9ZxXjF69GiEhobi+fPnrKMwR2WaEEKIxCoqKsLZs2cxZswYidmPXO3y5cu4fv06li9fLhHZ1q9fj6NHj2LTpk0YN24c6zhS67vvvsOkSZOwatUqiVh5dXBwQKdOnbB161aJWC2v5uDggMrKSvj6+rKOwhyVaUIIIRLr3LlzKCgoqNmjKUk2b94MHR0diTjBw93dHevXr8eMGTOwYsUK1nGkGsdx2L9/P/r27Ytp06bh+vXrTPPIyspiyZIliIyMRFBQENMs/9azZ0/o6enh9OnTrKMwR2WaEEKIxDpx4oREbvGIiopCQEAAFi1aBEVFRaZZQkJC8Pnnn2PQoEHYu3evRN4OKW0UFRVx6tQpaGtrw8HBAampqUzzTJs2DVpaWti6dSvTHP/GcRwcHBxw/vx5FBcXs47DFJVpQgghEql6i8fo0aMlYhvFv23btg3NmjVjftthcnIyRo8ejXbt2sHLy0uiLoyRdlpaWvDx8UFBQQFGjRrF9AxqJSUlLFiwAP7+/oiLi2OW43WjRo1CYWEhLl++zDoKU1SmCSGESCR/f3/k5+dj4sSJrKO8Ij09HZ6ennBxcYGamhqzHOXl5Zg0aRLKyspw9uxZaGhoMMvSUHXp0gV//fUXoqOjsXDhQqZZ5s6dC3l5efz2229Mc/ybtbU1lJWVce7cOdZRmKIyTQghRCJJ6ikeu3fvRmVlJRYsWMA0xw8//IDQ0FDs27cPnTp1YpqlIRs+fDiWLVuG33//nen+4JYtW8LR0RGHDh1CXl4esxz/pqioCBsbGyrTrAMQQgghr6ve4vHZZ59J1BaPoqIi7Nu3Dw4ODmjXrh2zHMHBwdiwYQOcnZ3h6OjILEdjsWHDBvTs2RMuLi7IzMxklmPBggXIz8/H4cOHmWV43dChQ3H//n0kJiayjsIMlWlCCCES5/z588jPz5e4UzyOHTuGrKwsfP3118wyZGdnY/LkyWjXrh127drFLEdjIi8vD3d3dxQUFGD69OmorKxkksPS0hK9evXCr7/+yizD6+zs7ABU/ZltrKhME0IIkTgnTpxAixYtMGjQINZRavA8j507d8LU1BTW1tbMMsydOxeZmZk4evQoVFVVmeRojIyMjLB9+3ZcuHCB6RcxCxYsQHx8PAICAphl+LdOnTqhXbt28Pf3Zx2FGSrThBBCJEppaSl8fHwwatQoidriERYWhlu3buHLL79kdvzc8ePH4eHhgfXr16NXr15MMjRmc+bMwYgRI7By5Urcv3+fSYYJEyagRYsWcHV1ZTL/dRzHwc7ODleuXEFZWRnrOExQmSaEECJRgoKCkJeXh1GjRrGO8gpXV1eoqKgw26P85MkTLFiwAL169cLy5cuZZGjsOI7Dvn37oKCgABcXFyZbLRQUFDB16lScPn1aYq7ytrW1RX5+PsLCwlhHYYLKNCGEEIly5swZKCkp4dNPP2UdpUZubi6OHz+OSZMmQUVFhUmGefPm4eXLlzh48KBErdg3Nrq6utixYweuXr2K3bt3M8nw+eefo6ysDEeOHGEy/3WffPIJZGVlceHCBdZRmKAyTQghRGLwPI/Tp09jyJAhUFZWZh2nhru7O4qKijBr1iwm88+cOQNvb2+sX78eJiYmTDKQ/zd9+nTY2dlh5cqVTG5H7NatGywtLXHgwAHwPC/6/NepqamhT58+VKYJIYQQ1mJiYpCamipRWzx4noerqyt69OgBc3Nz0ecXFhbiq6++gomJCZYsWSL6fPJfHMdhz549qKioYPbf5PPPP8ft27cRGRnJZP7rbG1tERkZKTFbT8REZZoQQojEOHPmDDiOg729PesoNW7cuIHo6LIGftkAACAASURBVGjMmjWLyYOHmzdvRnJyMvbs2QM5OTnR55M3a9euHVatWoUTJ07gypUros93dHSEoqIiDh48KPrsN7GzswPP87h06RLrKKKjMk0IIURinDt3DhYWFtDW1mYdpcahQ4egoKAAJycn0WenpqZi27ZtcHR0xMCBA0WfT95u2bJlaNOmDZYsWSL6w4jq6uoYNWoUPDw8JOIUDXNzc6iqqiIwMJB1FNFRmSaEECIRXrx4gWvXrmHYsGGso9QoLS3FsWPHMGrUKGhoaIg+/5tvvgHP89i8ebPos8m7KSoqYtOmTbh58ybc3NxEnz9lyhRkZWVJxIUpTZo0wYABA6hME0IIIaxcvHgRlZWVGDp0KOsoNc6dO4fnz59j2rRpos++du0a3N3dsXjxYrRt21b0+aRuHB0dYWlpiW+//RaFhYWizrazs0OLFi1w9OhRUefWxsbGBvfu3WN65ToLVKYJIYRIhHPnzkFDQ0OiLiM5dOgQtLS0YGtrK+pcnuexaNEi6OjoYOXKlaLOJu9HRkYG27dvR3p6On7++WdRZ8vJyWH8+PE4ffo08vPzRZ39JtU3lgYFBTFOIi46qJIQQghzPM/j3LlzsLW1haysLOs4AKq2nZw9exYLFiwQ/cE/Dw8PhIWF4Y8//pDqK8N5nkdeXh4yMzORmZmJx48f16xa6urqQk9PD7q6utDV1YWSkhLjtB+uf//+GDNmDLZs2YJZs2ZBR0dHtNmTJk3C3r17cfr0aUyePFm0uW/So0cPNGvWDFeuXGF2uRELVKYJIYQwFxsbi8ePH8POzo51lBre3t4oKyvDlClTRJ1bVlaGb7/9Fqamppg+fbqos+tDSkoKfH194ePjg6CgIBQUFNTp/Zo3bw5ra2uMHDkS9vb20NLSEjhp/dq8eTNOnz6NTZs2YefOnaLNtbKygp6eHk6cOMG8TDdp0gRWVlYICQlhmkNsVKYJIYQwFxAQAAASdeuhh4cHOnbsCDMzM1HnHjx4EA8fPsTZs2clZpX+XW7cuAFPT0/4+Pjg9u3bAID27dvD2dkZ7du3h46ODlq1aoVWrVrVrNpmZGS88nr48CHOnTuHkydPguM49O3bFyNHjsTYsWPRqVMnlh9enXTq1AnTp0/H3r17sXTpUrRu3VqUuTIyMhgzZgxcXV2Rn5/P7IbOalZWVvD390d2djaTh3aZ4Hle4l/m5uY8IYSQhmvIkCG8kZER6xg1nj59ysvKyvKrVq0SdW5paSnftm1bvlevXnxlZaWosz9EeHg4P2zYMB4A36RJE97Gxobftm0bHxcX90H5Kysr+Rs3bvDr1q3jzc3NeQA8x3G8k5MTf+/ePQE+gvr16NEjXk5Ojp87d66ocwMDA3kA/PHjx0Wd+yaXL1/mAfC+vr6so3wQAJH8e/ZUegCREEIIUwUFBQgKCpKoI/G8vb1RUVGBiRMnijrXzc0NycnJWLt2LZMLYuoqIiICw4cPR58+fRAREYFNmzbh6dOnuHLlCpYsWQIjI6MPys9xHMzMzLB27VpERkYiNTUVK1aswJkzZ2BiYoJp06bhwYMHAnxE9aNt27aYMWMGDhw4gIyMDNHm9u/fH1paWvD09BRtZm169eoFWVlZhIaGso4iGirThBBCmLpy5QpKS0slqkwfP34choaG6Natm2gzy8vLsXHjRpibm0vUv4t/i4uLg729PXr37l1TopOSkrBy5UpBvqWvr6+PTZs2ITExEYsXL4anpyeMjIwwc+ZMpKen1/u8+rBixQpUVFSIerKHrKwsPvvsM/j5+aGoqEi0uW/StGlT9OjRg8o0IYQQIpbz589DSUkJAwYMYB0FAPDs2TMEBQVhwoQJoq4Oe3h4IDExEatXr5a4VWme53HgwAGYm5sjLCzslRItxmkjWlpa+Omnn5CYmIgFCxbA3d0dPXr0kIjLSl7Xvn17TJo0Cfv27UN2drZoc8eOHYuCggJcvHhRtJm16devH65du4by8nLWUURBZZoQQghTAQEBsLa2hqKiIusoAAAfHx9UVlbis88+E20mz/P4+eefYWhoCAcHB9Hm1kV+fj6mTZuGmTNnom/fvrh7965oJfp1Ojo6+N///oeYmBi0atUKw4YNw3fffYeKigrRs7zNkiVLUFBQAFdXV9FmWltbQ1VVFb6+vqLNrE2vXr1QWFiIuLg41lFEQWWaEEIIM2lpabh3755EneJx+vRptG7dGj169BBtZlBQEG7cuIHFixdDRkZyPjXfunULFhYWOHr0KNavX48LFy6IeoZybQwNDREeHo4ZM2bghx9+wJAhQ/D48WPWsWp0794dgwYNwq5du1BWVibKTHl5eQwZMgS+vr6oeo6OHUtLSwBAZGQk0xxikZw/sYQQQhqdS5cuAZCcI/EKCwtx4cIFODg4iLrV4ueff0bLli0xdepU0Wa+yx9//IHevXsjNzcXly5dwpo1ayTqqD5lZWXs378ff/75J8LDw9GjRw9cuXKFdawaixYtQlpaGry8vESbOWLECKSnpyMmJka0mW/SqVMnNGvWDNevX2eaQyxUpgkhhDATEBCAli1bivqg39sEBASgqKgIo0aNEm3mvXv34OPjg3nz5knELYA8z+P777/HrFmzMGDAAERHR8PGxoZ1rFo5OzsjIiICGhoaGDJkCI4ePco6EgDA3t4enTp1wo4dO0RbKa5+cJX1Vg8ZGRmYm5tTmSaEEEKExPM8Ll26hMGDB0vM1oYzZ86gWbNmsLa2Fm3m//73PygoKGDevHmizXybNWvWYO3atZg+fTr8/f2hra3NOtI7de3aFRERERgwYACmTJkCd3d31pEgIyODr7/+GhEREQgPDxdlpo6ODiwsLJiXaaBqq0dMTAxKSkpYRxGcZPztRQghpNFJSEhAZmYmBg0axDoKgKpy7+fnBzs7O8jLy4syMzc3F25ubpg0aZJEXJ+9ceNG/PDDD5g1axb2798vUds63qX64TsbGxs4Ozvj5MmTrCPB2dkZqqqq2Lt3r2gzhw0bhmvXriEnJ0e0mW9ibm6OsrIy3L17l2kOMVCZJoQQwkRQUBAAiLoK/DYxMTHIzMwU9YxnNzc3FBYWSsSq9Pbt27F69WpMnToVe/fulZjvFrwPZWVlnDlzBpaWlnB0dMSFCxeY5lFRUcHkyZPh4eEh2jF5Q4YMQWVlJQIDA0WZV5vqB3ijo6OZ5hCD9P1JIYQQ0iAEBQVBW1sbnTt3Zh0FAODv7w8AopVpnuexZ88eWFhYwMLCQpSZtdmzZw+WLFmC8ePH48CBA1JZpKupqKjAz88PxsbGGD16NIKDg5nmmT17NoqLi+Hm5ibKvN69e6Np06bMz5vu2LEjmjZtihs3bjDNIQbp/dNCCCFEavE8j6CgIFhbW0vMBSV+fn7o2bOnaEe/hYaG4u7du/jiiy9EmVebI0eOYN68eRg5ciSOHDmCJk2aMM1THzQ0NHDhwgW0adMG9vb2TI9oMzMzg6WlJX7//XdRHkSUl5eHtbU1AgICBJ/1NjIyMujZsyeioqKY5hADlWlCCCGiS0xMRHp6usRs8cjOzkZoaCiGDx8u2sw//vgDqqqqmDBhgmgzXxcZGQkXFxcMGjQIHh4eou0VF4OWlhYCAgLQvHlzODg4MD2Hevbs2bhz545oDyIOGTIECQkJSElJEWVebczNzREdHd3gb0KkMk0IIUR01d96HzhwIOMkVQICAlBZWYmhQ4eKMi8/Px8eHh5wdHSEioqKKDNfl5ubiwkTJkBbWxseHh4ScwNlfdLX18eZM2eQnZ0NZ2dnVFZWMskxceJEKCkpibbVY/DgwQD+/xx3VszNzVFUVIR79+4xzSE0KtOEEEJEFxoaCnV1dZiYmLCOAqCqdKioqKBXr16izDt9+jQKCwsxbdo0Uea9jud5fPHFF0hJScGxY8egqanJJIcYTE1NsX37dly4cAE7d+5kkkFVVRUODg44ceKEKDcidunSBS1atKh5yJeV7t27A6i6SbMhozJNCCFEdKGhoejbt6/EPOh26dIl2NjYQE5OTpR5R44cQdu2bdGvXz9R5r3u8OHDOHbsGNavX88sg5jmzp0LBwcHrFy5ktnpEk5OTnj+/Lkoe5llZGQwcOBA5mXayMgI8vLyzG9kFJpk/C1GCCGk0cjJycGdO3ckpsSlpKTgwYMHNd8aF9qTJ09w8eJFTJ48mckXEwkJCZg/fz5sbGywcuVK0eezwHEc9u/fjxYtWmDSpEkoLCwUPcPQoUOhrq6OY8eOiTLP2toajx49YrpvWk5ODiYmJrQyTQghhNSn6oewJKVMV+8rFatMHz9+HBUVFZg8ebIo8/6tpKQEjo6OUFBQgJubm1RdyvKxNDU1cejQIcTFxWHp0qWiz1dQUMDYsWNx8uRJFBUVCT6v+gp41qvTpqamtDJNCCGE1KfQ0FDIysqKtj/5XS5dugQtLS107dpVlHnu7u4wMzNjsl98zZo1uHnzJg4cOAB9fX3R57M2ZMgQLFmyBHv27IGfn5/o8ydNmoT8/HxRrvvu1q0bNDQ0mJfp7t27IzMzE8+ePWOaQ0iil2mO45Q5jkviOI7nOO5XsecTQghh69q1a+jWrRuzUyxeFxwcLNp51ykpKYiIiGByHN7Nmzexbds2zJo1C6NGjRJ9vqTYuHEjunTpgjlz5iAvL0/U2dbW1tDU1MSpU6cEnyUjI4O+ffsiLCxM8FlvU/1FakO+VpzFyvT3ABruY8OEEEJqxfM8IiIiJGZVOiUlBSkpKRgwYIAo86pL1JgxY0SZV43neSxatAjNmzfH1q1bRZ0taRQUFLB//36kpaVh06ZNos6WlZXFyJEj4ePjI8qpHn379sXdu3eRk5Mj+KzaGBsbAwDi4uKYZRCaqGWa47ieABYCWCvmXEIIIZIhPj4eOTk5ElOmQ0JCAAD9+/cXZZ63tze6du0q+hXqp06dQlBQEDZs2AB1dXVRZ0ui3r17Y8qUKdixY4foD+iNGjUKubm5omy/6NOnDwDg+vXrgs+qjb6+PlRUVGhluj5wHCcLwBXAOQDeYs0lhBAiOcQur+8SHByMZs2awdTUVPBZT58+RXBwsOir0iUlJVi6dCm6dOkCFxcXUWdLso0bN4LjOKxatUrUuUOGDIGSkpIoWz0sLS3BcRzTrR4cx8HExITKdD1ZBMAIwAIRZxJCCJEgISEh0NTUFH1ltjYhISHo16+fKKdanDlzBpWVlaKX6V27diExMRHbt29HkyZNRJ0tydq0aYNFixbB3d1d1JVbZWVl2NnZ4dSpU+B5XtBZampqMDExEe0a89oYGxvTNo+PxXFcOwDrAXzP8/yjOr7PbI7jIjmOi2zIT4ASQkhjEhoain79+onysN+75Obm4s6dO7CyshJl3pkzZ2BgYCDKKni1vLw8/Pjjjxg6dChsbW1FmystVq5cCU1NTaxZs0bUuQ4ODkhPTxfl/OXevXsjIiJC8OL+NsbGxsjIyBD9gU+xiLUyvQdAEoDtdX0Hnud/53negud5i5YtWwqXjBBCiChevHiB+/fvo2/fvqyjAKjaR8rzPHr37i34rOLiYly6dAn29vaifiHxyy+/IDs7Gz/88INoM6VJs2bNsHTpUpw7dw7Xrl0TbW71Fzbnz58XfJa5uTmysrKQlpYm+KzadOrUCQDw4MEDZhmEJHiZ5jhuCgBbAHN5nhf+0VVCCCESKSIiAgBEKa91UZ3HwsJC8FnBwcEoLCzE8OHDBZ9VLScnBz///DMcHBxgbm4u2lxpM3/+fLRo0QLr168Xbaaenh66du0qSpnu2bMnAODGjRuCz6pNdZm+f/8+swxCErRMcxyngKrVaD8AjzmO68hxXEcAbf95E7V/fo4eLSaEkAYuPDwcMjIyopTXuoiIiEDnzp2hoaEh+Cw/Pz8oKCjU3Eonhp07dyInJwfr1q0TbaY0UlFRwdKlS+Hv71/zBZYY7OzsEBISgoKCAkHnmJqaQkZGhmmZ7tChA4Cqq+wbIqFXppUAtARgD+D+v16B//z6lH/+mR4vJoSQBu7atWvo2rUrVFVVWUcBz/O4du2aaKvk586dg42NDZSVlUWZl52dje3bt+Ozzz6DmZmZKDOl2fz589G8eXNRV6dtbW1RWloq+BF5ysrKMDY2ZlqmlZWVoaenRyvTH6gAwPg3vOb98+vn/vnnMwLnIIQQwpDY5fVd0tLS8PjxY1haWgo+KyUlBffu3YOdnZ3gs6r98ssvyMvLo1XpOlJVVcWSJUvg5+cnWukcMGAAFBUVceHCBcFn9ezZk2mZBqq2elCZ/gA8z5fxPO/5+guA/z9v8vCfn2uY6/6EEEIAAElJScjOzhalvNbFzZs3AUCUvcSBgYEAgE8//VTwWQBQWlqK3bt3w97eXtSTQ6Td/PnzoaKigh07dogyT0lJCf369RPl8hZTU1NkZGQgKytL8Fm1ad++PR49esRsvpBYXCdOCCGkkYmMjAQgTnmti5s3b4LjOFHKZmBgIFq0aIEuXboIPgsATp8+jadPn2LevHnvfmNSQ01NDdOnT4eHh4dopXPAgAGIiYlBbm6uoHOq/9+7c+eOoHPepl27dnj8+DGKioqYZRAKkzLN8/wjnuc5nufpAhdCCGkEoqKiIC8vj65du7KOAqDqZIPOnTtDRUVF8FmBgYGwtraGjIw4n3L37duHNm3aiLqtpKGYPXs2SktL4ebmJsq8gQMHgud5hIaGCjqn+s9dbGysoHPexsDAAACQnJzMLINQaGWaEEKI4CIjI2Fqagp5eXnWUQBUlWkxVsmTk5ORlJQk2ikeDx48wKVLlzBr1ixRbnVsaLp164bevXvD1dVVlEtO+vTpgyZNmiA4OFjQOfr6+mjWrBnTMt2uXTsAVVu+Ghoq04QQQgTF8zyioqIkZovH06dPkZaWJup+abHKtKurK2RlZfH555+LMq8hcnFxwd27dxEWFib4LGVlZZibm+Pq1auCzuE4Dl27dsXt27cFnfM2VKYJIYSQD5SUlITc3NyayyNYi4mJAQBRjoz7+++/oa6uLsp+6YqKChw5cgT29vbQ1dUVfF5D5ejoCCUlJbi7u4syz8rKCpGRkSgrE/ZeOxMTE8THxws64210dHQgJyeH1NRUZhmEQmWaEEKIoKKjowGIU17r4tatWwCqvqUvtPDwcPTp00eU/dJXr15FRkYGJk+eLPishkxFRQUjR47EiRMnUF5eLvi8Xr16oaSkRPBV486dO+PZs2fIzs4WdE5tZGRkoKenx/Rac6FQmSaEECKo6OhoyMjISMzDh7dv34aOjg40NTUFnfPy5UvExsaiT58+gs6pdvToUaioqGDEiBGizGvIHB0d8ezZM1y5ckXwWdXHRV6/fl3QOYaGhgDYXumtr69PK9OEEELI+4qOjoaRkRGUlJRYRwFQVabFWJW+fv06eJ4XpUyXlJTA09MTo0ePFu2WxYZs2LBhUFVVxfHjxwWf1a5dO7Ro0ULwMt25c2cAbK/0bt26Na1ME0IIIe8rOjoaPXr0YB0DQNW+4rt374q2xQOo+ja+0M6dO4ecnBxMmjRJ8FmNgaKiIkaPHg0vLy+UlpYKOovjOFhaWiIiIkLQOe3bt4esrCzTMq2vr4+0tDRRTkoRE5VpQgghgsnOzkZqaiq6d+/OOgoA4OHDhyguLhZly8m1a9dgaGgIDQ0NwWd5eHigRYsWot2y2BhMnDgROTk5uHTpkuCzLC0tcefOHUEvNJGXl4eBgQHThxD19fVRUlLC9CZGIVCZJoQQIpjqc23FWAmui3v37gGoOtlAaDdv3hTlBJOysjL4+flh5MiRkJOTE3xeYzF48GAoKyvDx8dH8Fndu3dHZWUl7t69K+icDh06IDExUdAZb9OqVSsAwOPHj5llEAKVaUIIIYKpPqFAUsp09apc9cNYQsnKykJqaqoo21v+/vtv5OTkYOTIkYLPakwUFRXx6aefwtfXV/BtCdXX2lefNCOU9u3bMy3TOjo6AKhME0IIIXUWGxsLNTU16OnpsY4CoGplWltbG+rq6oLOEfM4wLNnz0JeXh62traCz2ps7O3tkZycLPiKcfv27aGkpCRKmX7x4gVycnIEnVMbKtOEEELIe4qNjUW3bt3AcRzrKACqVqaFXpUG/r9Mi7EyffbsWQwaNAgqKiqCz2pshg8fDgDw9fUVdI6srKwoNxS2b98eALtbCKlME0IIIe+B53nExsZKzPnSQNXKtFhlWk9PDy1bthR0Tnx8PO7fv09bPASir6+P7t27C16mgaqtUGKsTANgttVDRUUFysrKyMzMZDJfKFSmCSGECOLx48fIzs4W5SrtusjJyUFWVhY6deok+CyxvoioPmli2LBhgs9qrOzs7BAWFobCwkJB53Tp0gXPnj0T9KSLtm3bAgBSUlIEm/E2HMdBS0sLz549YzJfKFSmCSGECCIuLg4AYGxszDhJlerVuA4dOgg6p7KyEvHx8aKcGBISEgJdXV20a9dO8FmNlbW1NcrKymrODRdK9aUqQt5QqKGhAWVlZaa3EGpqauL58+fM5guByjQhhBBBVD+0JWlluvpb3UJJTk5GUVGRKB93SEgI+vfvLzF70hsiKysrcByH4OBgQedUl2khz4HmOK7m4hRWWrZsSSvThBBCSF3ExcVBTU2t5mxZ1sQq02KtyKekpCA1NRX9+/cXdE5jp6amhq5duyIsLEzQOe3atRPlhkLWV3rTyjQhhBBSR7dv30aXLl0kZtX04cOH0NTURLNmzQSdI1aZDgkJAQAq0yKwsrJCWFgYKisrBZshJyeH9u3bC16m9fX1aZtHPaMyTQghpN7xPI/bt2/XXEYhCZKSkt57b/Gpm+mw2nwZ7Vb6wmrzZZy6mf7O94mPj4empiZatGjxoVHrJCwsDE2bNpWYC3Easj59+iAvL6/mBk2hdOrUSdA900BVmc7IyEBFRYWgc2rTokUL5Ofno6SkhMl8IVCZJoQQUu8yMjKQk5MjUcfipaamok2bNnV++1M30/GN922k5xSBB5CeU4RvvG+/s1AnJiYK/pAjANy4cQNmZmZo0qSJ4LMau+rLd2JiYgSdY2BgIPhJG9ra2qisrBT01JC30dDQAABkZ2czmS8E+hNIyD94nkdOTk7NcV4vXrx45cfi4mKUlpaitLQUZWVlKC0tRUVFBeTl5SEnJwd5efmal6qqKjQ0NGpezZs3R4sWLaCrqwt5eXnWHyohgouNjQUAiSnTPM8jNTUVQ4cOrfP7/HQ+HkVlr67eFZVV4Kfz8RhtVvuNjomJiejTp88HZ62LiooKxMTE4PPPPxd0DqliZGQEOTk5xMTEwMnJSbA5bdq0QXZ2Nl6+fAlVVVVBZmhrawMAnjx5Ai0tLUFmvE11mc7Jyam5xEXaUZkmjUpJSQkSEhIQFxeH+Ph4JCcnIzU1FampqUhJSUFBQUGt7/vvslz9kpGRQVlZWU25rn6Vl5fX+vtoa2ujdevWNa/27dvD2NgYxsbG0NfXl5j9pYR8jDt37gCARJ0xXVBQgNatW9f5fTJyit7r5wGgvLwcKSkpmDRp0ntnfB8PHjxAQUGBKNeVk6q//42NjQVfma4+Bzo5OVmwL0T/XaZZbBFq3rw5AODFixeizxYKlWnSYGVmZuL69euIiIjA7du3ERcXh4cPH77yAImOjg5at24NExMT2NnZoU2bNtDR0UHz5s3RvHnzmlVlNTU1yMrK1nl2UVERsrOza14vXrzA8+fPkZaWVlPe4+PjcfHiReTn59e8n4qKCoyMjGBiYgIzMzNYWlrCzMwMysrK9frvhhChxcbGQltbG5qamqyjAEDNA1fvU6Z11ZWQ/obirKuu9NY5FRUVgp8YcvPmTQCgMi2i7t27IyAgQNAZYpdpFqhMEyKhioqKEB4ejr///huRkZGIjIxEenrVvkZZWVkYGhqie/fucHR0hImJCYyNjdG5c2coKdX+SfFjKCkpQUlJCbq6um99O57n8fTpU8TFxb3yunjxIg4fPlyT38TEBObm5ujVqxcGDhwIExMTWsEmEu3OnTsSsyoN/H+Z1tfXr/P7LLMzxDfet1/Z6qEkJ4tldrVfR159/J7Ql6hER0dDTk5OlIthSJXu3bvDzc0Nz549E+ya+H+XaaFQma5/VKaJVKouz4GBgQgMDER4eDhKS0sBAIaGhrC2toalpSV69eqFHj16SOzKLsdx0NbWhra2NmxsbF75tYyMDERGRuL69euIioqCr68v/vzzTwBVRwsNHDgQ1tbWsLa2Rrdu3SAjQ88TE8nA8zzi4uLg7OzMOkqNzMxMAICeXu17nV9XvS/6p/PxyMgpgq66EpbZGb51v3R1aX+fBx0/RFxcHAwNDekZDBFVf+GSkJAgWJnW1taGjIxMzf+vQlBXV4esrCyzBxDV1NQAALm5uUzmC4HKNJEaaWlp8PHxwdmzZ3H58mUUFxdDRkYGPXv2xFdffQVra2v0798f6urqrKPWC11dXTg4OMDBwQFAVUFJTExEUFBQzcvb2xtA1XaV4cOHw97eHkOGDBHswRVC6iIjIwMvX76UmJsPAeDx48cA/n9Vrq5Gm+m9tTy/rvo7Yu/6rtTHSkhIoFVpkXXs2BFA1X51KysrQWbIyspCS0ur5v9XIXAch+bNmzNbGa7+/JSXl8dkvhCoTBOJxfM8YmJi4O3tjbNnzyI6OhpA1e1lc+bMga2tLaysrGq+ym3oOI5Dhw4d0KFDh5on+JOTkxEYGAg/Pz94eXnhwIEDkJOTg7W1NUaOHIlx48YJ/kmdkNdVX1piZGTEOMn/y8zMhIaGBhQUFASdk56ejubNmwu2hQyoesjx4cOHGD16tGAzyH8ZGBhAVlZW8HOgtbW1Bd+CoaGhwexoOgUFBSgoKFCZJkRIiYmJOHbsGNzd3REXFwcZGRlYWVlh69atGDFiBIyMjGi/8D/atm0LZ2dnODs7o6ysDKGhofDx8YGvOoDt1AAAIABJREFUry++/vprLFy4ENbW1nBycsLYsWMFv0SCEAA1F1tI2sq0GNeap6env9e+7A/x6NEjlJWVwdCw9r3bpP7JycnBwMAADx48EHSOjo6OoCvTAJiuTANAs2bNGlSZpk2WRCJkZWVh165d6Nu3Lzp06IDVq1dDU1MTe/bswZMnT3D16lUsW7YMxsbGVKRrUb0i/dNPP+Hu3buIi4vDmjVrkJGRgTlz5kBHRwf29vY4duwYiopqP9qLkI8VFxcHNTU1iTpD9vHjx6LkSU9Pf6992R+i+rrpzp07CzqH/JcYNxRSmZY+VKYJM5WVlbh06RKcnJygq6uLr776CoWFhdiyZQuSk5Nx9epVzJ07V2KO1pI2RkZGWLduHe7du4cbN25g8eLFiI2NxaRJk6Crq4v58+cjKioKPM+zjkoE8CHXYNeX+Pj4ev8O0sd+PGJdUJGZmSn4CvjDhw8BQJRbFsmr2rdvj6SkJEFnaGlp4enTp4LOUFdXZ3oDoYqKCl6+fMlsfn2jMk1El5GRgY0bN6Jjx4749NNPcf78ecyZMwfR0dGIiYnB8uXLBX8SvjHhOA5mZmbYsmULkpKSEBAQAHt7exw4cAAWFhbo3r07/ve//yEnJ4d1VFJPPvQa7PqSkJBQr6um9fHxZGVlCf6FOc/zeP78uWAnPVRLS0uDvLw8k9vrGjtdXd2aG3GFoqGhgZKSEkG/g6iqqvrKHQdiU1ZWblDfIaUyTUQTExODadOmwcDAAKtXr0a7du1w9OhRZGRk4JdffkH37t1ZR2zwZGRkMHjwYBw5cgSZmZnYs2cPlJSUsGjRIujr62PBggU130Im0utt12B/qLquDBcWFiI1NbVey/THfjzl5eXIyckR/JmB/Px8lJaWCl7a09LS6LZURqof6Bby6Lrq67aFXDlWVVVlujKsrKyMwsJCZvPrG5VpIiie5+Hv749PP/0UPXr0gLe3N7744gvcv3+/ZouHoqIi65iNkrq6OubOnYtr167h5s2bGD9+PFxdXWFoaAh7e3tcvHiRtoBIqQ+5Bvtt3mdluPrhrA8t028q7R/78VSXEqHL9PPnzwFAtDJNxFddpjMyMgSbIUaZVlFRQVFRESoqKt79xgKgMk1IHVRUVMDd3R1du3bF8OHDERcXh82bNyM1NRU7d+6sOa+TSIYePXrg4MGDSElJwbp16xAZGQlbW1t0794df/31F7O/cMmHqe26ax74oP3G77My/DEPx9VW2tWV5d749m+71vvfqi+n+Ngy/a7Vee+oVOjNPYB191oKuk/9fR5yZLl3viGq3g8v7WW6+qxnVls9aJsHIW9RXl6Ow4cPw8TEBFOmTIGsrCzc3NyQlJSEFStW1PwlQSSTtrY21q5di5SUFPz5558oLy+Hk5MTjIyMsH///ppbJolkW2ZnCCU52Tf+2ofsN36fleHqMv0hXzDXVtp5Hv/5eN51rfe/1UeZftfq/Kmb6dh34yWaqFXtYxZqnzrP83Uu06z3zjdE1WVa2rd5qKioAACzrR5KSkq0Mk3I60pLS7F//34YGhrC2dkZSkpK8PLyQnR0NKZMmUJX3koZBQUFODs7IzY2Fp6enmjWrBlcXFzQoUMH7Ny5s0GtKDRE/8feeYc1dbZ//HuAsJSloiKKiAtFUNwMFURExYHUgYM6q7a2jvpSaeuqWsfrtr5qtbXi+KFg3YpoVVBBBQQUNyBLRHGwCRCS5/eHb3gdCWSdc5JwPteVS6+QnPs+SSDf53vu5779nK2x1t8R1lKcW3nrp6U5wJLuT0tLg5WVVc2XtSSkuaXSRHsRX1BzPhQAa3MjrPV3lHkyoXhssTLTUety5zdEPkGVCFJ/rirKy8tRUVEh0yZHOmrn6ztMusZ0ik3xUCE6N1LWhoGBgVaZM5yY5lAKQgiOHDkCe3t7zJw5E40aNcLp06eRlJQEf39/6OhwHzFNRkdHB1988QUSEhJw4cIF2NnZYcGCBWjXrh327NkDgUDAdoocUvBztkZM8EBI26ImT/20JKdbmjOclpZWqytdm1tam2gXn0/GOl/EBA+Ua8S3WEwrMy21Lnde1XXq0hD3Bm7UqFGdj2Uqp/qEnp4eGjZsSGv3I2NjYwBAWVkZbTHEe5XYEtP6+vqcmObgAIDr16+jb9++mDBhAkxMTHDu3DnExcVhxIgR3C5zLYOiKPj4+CA6OhpRUVFo3bo1Zs+eDQcHBxw9ehQikajug3CwgjyusjQ+dLrrcobT0tJq7X9cm1sqj2iXB/FwCFNTU4WPUdfrqIrXWRbEjqgsJXNM5VTfMDc3r1mg0YFYTNPpTBsYGAAAKisraYtRG5yY5qj3PHnyBH5+fujfvz9yc3Px119/ITExEcOGDeNEdD1gwIABiImJwalTp2BgYICAgAD07NkTkZGRbKfGIQFFBeqnpRgA6nSGy8rKkJeXV6szXZtbKo9olwex8FFGTNf1Ogb5dIQuhFJ/rirEzrQsYpquxUl9x9zcnBFnmk4xzTnTqoUT0xwyU1RUhAULFsDBwQGXL1/Gr7/+iqdPn2Lq1KnQ1ZW82YlDO6EoCiNHjkRycjIOHjyIgoICDBkyBL6+vnj8+DHb6XF8gCICVdGNa8+ePQNQ++bDutxSZco5JHEyKRch79rC5ofT8NlxW+HNd3W9jn7O1nAWPISw+LVKFwKfInamZSnzoGtxoizff/89vv32W1ZzUAYzMzNanWmx0NV2Z1ogEGhN+1U9thPgUH9EIhEOHjyIH374Aa9fv8asWbPwyy+/oFmzZmynxsEyurq6mDx5MsaNG4fffvsNK1euhKOjI+bOnYtly5bJ9IXPQT9+ztZyCajaSjFqO454zLWdnZ3UxwT5dMSPx1M+Oj5dbql4UcCHISgKyC2swI/HUwBAIUEpfs6GyCd4Uciv2cgnvr9RyTMITm9FzsuXNfHd1l3Bi0I+WpgbIcino9JCVlyyIt6kJkvObIvnD0lOTsaWLVsAAF9//TUcHBxYzkh+GjZsSOsGRB0dHejr69PqGoubArDlDuvpvZef1dXV4PEkt77UJDhnmqNWkpOT0a9fP0ydOhV2dnZISEjA7t27OSHN8RH6+vpYtGgRUlNTMXPmTPz2229o3749duzYwW1S1EAU3biWkZEBoHYxzaRbqupuFnU59lVVVTWOH11t6cROoqYOu9q7d2/N/48ePcpiJorD4/Fo/7ump6dHa39/8dVktva7iJsTaIszzYlpDokUFxfju+++Q48ePZCamop9+/YhJiYG3bt3Zzs1DjWmadOm2LVrF5KTk+Hs7IzvvvsOPXv2xK1bt9hOjUMOZNm4Jqm93bNnz2BqalrnFQlVl3JIQ5r4zy3kSx1kUtuQk7rEeWVlZY2YpqstnVhMi+PUhToNbSkrK8OhQ4cQGBgILy8vHDlyRCPFFBNiWldXF9XV1bQdXyxm2RrIJY6vLZvXOTHN8RmRkZHo0qULdu7ciW+++QZPnjzBtGnTuDZ3HDLj6OiIS5cu4fjx43j37h1cXV3xzTff0Lppp75Bp0iqa+OaNNc16Z0u2rRpozYbkaUtCihAomNcl5tcm2N/MikXCS1GoWr0Zritu4JcmtrSySOm1W1oS1hYGIqLizFr1iwEBAQgNTUVSUlJrOSiDEyJ6frgTHNimkPrKCwsxIwZMzBkyBA0aNAAMTEx+O2337iphRwKQVEURo8ejYcPH2L+/Pn4/fff0alTJxw9elQj3Sh1gm6RVFcphjTXNbdxz1pLPOhE0uJC0qKAwvux6h8idozrcpOliXMzIx5+PJ4CAc8EoCjkFvKl9vdWti2dPGJa3Ya27NmzB506dYKbmxv8/f2hp6eHI0eOsJKLMjDRiYLuMg/OmVYtnJjmAACcOXMGDg4OCAkJwY8//oikpCT07duX7bQ4tAATExNs2bIF8fHxsLa2RkBAAIYNG4bs7Gy2U9NYmBBJtZViSHNXRUZmaNOmjcpykBVJi4uFR5MRnpANQ54OQAhACMyNeJ8JaTEvCvl11opLc+wpCp+9HwT4TFCrYqOlWMTJsmlLnYa2vHv3Drdu3cKYMWNAURQaNWqEvn374vLly4znoix6enq0lmAA9ceZZkvMqxpOTNdziouLMWXKFIwcORKNGzfGrVu3sGbNGo3d3MKhvnTv3h23b9/Gtm3bcP36dXTp0gV79+7lXGoFYFskSXNXhcVvYGtry0gOHyJpcUEAxKS/Q0G5AKAogKJQWS2CuZFkEdrC3Eimtn2SHPvCcsmX/Ml/H6PKjZbylNCo09AWCwsLtG3btmb/hEAgQEpKCrp168Z4LspSXV1d042CLoRCIa2llWIRzVb5pvjvvraUj2rHWXAoxO3bt+Hs7IxDhw5hyZIlSEhIQM+ePdlOi0OL0dXVxbx585CSkoKePXti1qxZ8PHxQVZWFtupaRRsiyRJDq2+LlAQHYLWrVszksOHyLqI4AuEoChIrQeXZciJJMde2utubW6k8o2WYkdRFkdPnYa2UBSFgIAAXLlyBfn5+YiJiUFRURGGDx/OeC7KIhAIaG/nJhQKaRXs4s8PW2KWbTGvarTjLDjkQigU4tdff4WbmxuEQiGio6OxatWqmr6THBx006ZNG/zzzz/YtWsXbt68CUdHR+zZs6deutSKbCRkWyRJcmi/aFWJ8kfRrIhpeRYRheUCqfXgirbtU+b9kPf9l0dMq9vQloCAAAiFQvz99984c+YM9PX14e3tzUouysCEmK6urqZ1GJpYzLI1cE3bxDQ3tKWekZ2djcDAQFy7dg0BAQHYtWsXzM3N2U6Lox6io6ODOXPmYMiQIZg5cyZmz56NY8eOYf/+/WjRogXb6TFCzVCR/5YoiDcSArUPFfl0eIiqBoLIw6fDQDZs2AAArIjpIJ+OWHg0WWo99Ie0MDeqdZCJIkNOxI//14FrqNY3gbWFsUzvhyLvvzxiWnwcdRna0qVLFzg4OODIkSN4+fIlPD090bBhQ7bTkhuBQMBImQedQpdtZ5rt+KqGE9P1iNOnT2PKlCmorq5GSEgIAgMD1aaFFUf9xdbWFpcuXcLvv/+ORYsWwdHREXv37oW/vz9jOZxMymVFmCo6aRBQnUhS1blnZWXBzMyMlcW5n7M1ErLe4fCt7FoFNZ3uvZ+zNXYE/YmKigrcuHFDpuco8v6LBRbdG+DoIiAgAEuXLgUAfPfddyxnoxhMlXkwIaY5Z1o1aMdZcNRKdXU1goODMWrUKLRt2xZJSUn48ssvOSHNoTZQFIU5c+YgMTERbdq0wRdffIGZM2eitLSU9ths9uJleyOhpHMPOnYX3X65KHf/6uzsbNjY2NCbcC2s9nPElvHdPippmNzXBtbmRgAhMKguk1jioMp+3To6OnJ1J1Dk/Tcyel/SQueoaTqZNm0amjRpglatWmHs2LFsp6MQ5eXlMDY2pu34hBBUVlbSWnop7pNNt8MuDfFikC0xr2o4Z1rLefnyJSZMmICoqCjMnj0bW7du5Tp1cKgtHTt2RGxsLJYvX47169fj2rVrOHz4MHr16kVbTGXcYWVpYW4kcbiHohsJ5XWZJZ27QEhQyH//RStr2QnwXkyzUeLxIdLcejs7O/Rxd4ef87iP7le0zEYaBgYGePPmjcyPV+T9NzExAQCUlJSgadOmcufINtbW1sjPzwcgX2cSdaKoqIjWz7p4odSgQQPaYrA9ll5cKsM50xxqz/Xr12vakYWEhGD37t2ckOZQe/T19bF27VpcuXIFfD4frq6u2LhxI22bE9l0h1W5kVARh12Wc5S1f3V2djZatWolT8ofQedEx08/O+JYC44mq7Rft4GBQY1IkQVF3n9TU1MA79uaaioURWmskAbeDzgzMzOj7fjl5eUAtFtMV1VVaVXTA86Z1kIIIdiyZQt++OEH2NnZITIyEo6OjmynxcEhFx4eHrh37x5mzJiBoKAgXLt2Dfv370ejRo1UGkdZd1iZmmNVbiRUxGGXdu6fUpfoLi0tRUFBgcJlHqp2iCUhFm+fxpKEogup2ibj1fY5kef9/9CZVhVs7RnQVIqKimjdGyAW03SWkojdb05MqwZOTGsZlZWVmD17NkJCQjB69Gjs37+/xsng4NA0LCws8Pfff2P79u0ICgpC9+7dcfToUfTp00dlMYJ8On4mruRpa6asCFTVRkJFHHZJ5y6JuhYWIdEPYT1nH3YXWuLMuityizEmS20kxfoURctspDnTdX1O5DlHVTvTTCxktAmRSITi4mJGnGk6xbQ8Y+npQNvENFfmoUXk5+dj4MCBCAkJwYoVK3Ds2DFOSHNoPBRFYf78+TUdEvr164dt27aprOxDmV68TIz1lhVpAtCIpyO1fOLTc7cw5oGnQ33y/NoXFieTcrEt5jX0zJoCoGpGedvKUa7BRKmN+PNS1zGV6fhhYGDw0cZAOspJxCKusLBQoRw/RZ0+w5pAcXExRCIRrc50WVkZAO12puneYMk0nDOtJaSkpGDEiBHIz89HWFiYxu6S5uCQRu/evZGUlIQpU6ZgwYIFiImJwb59+1TSp1ZRd5jtbhwfEuTTEUHH7kIg/HiRUS4Qofy/+UhyHT8tNTA35oEQoIgvkHkTY5Xo4/vEGUiKJ6mkQNUbMT9FT0+vpstGbaUt1kqWOJiYmNR0oKGrnKRZs2YAgFevXimUo6w5sPEZ1gTy8vIAAFZWVrTFKCgoAABaBbu4TIitPt98Pp/WxQLTcM60FnDmzBm4urpCIBDg2rVrnJDm0FosLCxw6tQprF+/Hn///Tf69u2LtLQ01vJhe6z3h/g5W6OBft3+yKeu46cbFwvKBaisFmHL+G4yjcCuS3R9GE/aJklPe0taJzrq6ekhT78l3NZdQW4hH59ufTPi6WKrjOdbGyYmJuDz+aiurqatnMTU1BSGhoZ4+fKlomnKlAMbn2FNQCym6RwsJRbTFhYWtMVgW0yXl5fXtHnUBjgxreFs374do0aNgr29PeLi4tCzZ0+2U+LgoBWKovDDDz8gMjISL1++RK9evRAREcFKLmyP9f6Uov+2tKuL3EJ+TQmGspf5ZRFdYsEtLdbVx69pHXtNbHoiw9KlxpEmQI2gtjY3whc9rLEh8onSnUTEZXUlJSUyl5PI28WEoig0b95cZWJa3T7D6s6LFy8AMONM0ymmS0tLYWBgQPvwGWnQ3aubabgyDw1FJBIhODgYGzZswOjRo3Ho0CGt+mBycNTFoEGDkJCQgNGjR8PX1xerVq3CTz/9xGjLLVV141BVNwVZu3MA/3OFpbmnsl7mD/LpiAX/FwfoSq9/bGFuhJNJuVJze1HIp3XsdZW9D4jOx6KB4H9lHaragPdhpw1ZykkAICj8LgQiUhM7KPxunbFVKabVYTS9JqFNzrT488oGnJjmYJ2qqipMnz4dhw8fxty5c7Ft2zatmSLEwSEPtra2iImJwaxZs7BkyRLcuXMHISEhjH5JKCsCVdlNQdbuHGL4AiF0KQpCCZs5Zb3MP6pbC8ycuQeWXjPA13nvLH94NCOeLjztLWvOSRJ0lxSIDCXXnr4o5Ku0k8iHnTakdYn50HHv9svFGiEtRiAiWHH6QZ1iOjU1Va7caoPOhYy28eLFCzRo0IDWvzEFBQXQ09Ojtc90SUkJayUewPuaaVW3OWUTrsxDwygpKcGIESNw+PBhrFmzBr/99hsnpDnqNcbGxjh48CA2b96M06dPw93dHVlZWWynJTOq7KYgqTNJzUhtKQgJkXqZX5YShMLCQrxNvICvmmcjc53vZyO91/o74urj11IFPhMlBbqVktvItTA3UukGPLGTWFBQIFOXmEIpZTnS7hfTqlUrZGVl0TbIiEM6GRkZsLW1pTXG69evYWlpSetVtsLCQlo3ONYF2864quGcaQ0iPz8fw4YNQ3JyMvbt24dp06axnRIHh1pAURQWLlwIBwcHjBs3Dr1798bJkyfh4uLy2WPVbUCFqrspSHMZxZvvPoUC8EUPa1x9/Pqj1wSATI55ZmYmANQIDEnxFx5NlpqvKmujpWH58iZethr4USmKEU8Xto2ll2Io4pZbWloCeC+GAPoc37Zt26K0tBRv3rypicnBDGlpaWjXrh2tMV6+fInmzZvTGqOgoIBVZ7i4uFirWvdyzrSGkJ2dDXd3dzx8+BAnT57khDQHhwQGDx6MW7duwcTEBB4eHjh06NBHP1dk5DbdMNVNIcin42ddLID3JRlXH79GTPBAZKzzreloUZdjLnatRx/NhfWcfcimmkqNLe1crM2NGFnIWFU+h1HKiY9c4u42ZohJfyfx8Yq65U2aNAEAvHnzRqbH60gxHqXdL8bOzg4AkJ6eLnNuHMojEomQnp5Ou5h+9epVTQtEunj37h2tNdl1UVJSwolpDmZJS0tDv379kJ+fj3/++QfDhw9nOyUODrXF3t4et2/fhqurKwIDA/Hzzz9DJHrfCFkdB1Qw1U3Bz9ka0ooCJLngtTnmHy5KAAp6Zk2x+06J1EWJpHMEgPKqakYWMkZGRqhOv/nRguHWswKpj1fULZdXTIukvCHS7hfTtm1bAMCzZ89kzo1DeXJzc1FRUYH27dvTGocJZ/rdu3esOdMCgQB8Pp8T0xzM8ejRI/Tv3x9lZWW4cuUKXF1d2U6Jg0Ptady4MSIjI/HVV19hzZo1GDt2LMrLy9VyQIUyExjlRVrttCTnuDbHXNKipKJaJHVRIj5Hc6OPO2oUlAuw8GgylpyUvjlRFRgZGYHP//g9lrTpUoyir72BgQFMTExqyjzqQtr7UVuNOwC0adMGAOdMM424pz2dzjQhhHZnmhDCapmHuMc1J6Y5GOHevXsYMGAACCGIjo5G9+7d2U6Jg0Nj0NfXx++//44tW7bgxIkT8PT0RDMTye3b2B5Q4eds/VmZBR142kuur5V0f22OuSKLEj9nazQw+HybDgFw+FY2rQ51gwYNakY0i9GVsrlL2v2yYmlpKfN0QkWvShgZGaFly5Z4+vSpwnlyyM/jx48BgFZn+u3btxAIBLT2sS4tLUVVVRVrYrqoqAgAJ6Y5GCAxMRGenp7Q19dHdHQ0HBwc2E6Jg0PjoCgKCxYswIkTJ5CSkoKXF/fAQPdjsVSfBlRcfSzZMZV0f22OuaJ13tLENgFoLbUxNTVFSUnJR90vJvRpJfGx0u6XFWtr65rBHnWhzFWJLl26ICWFXkef42Pu3r0Lc3NztGql3GekNsSdiFq3bk1bDPFij+66bGm8e/d+r4I2tcbjunmoIfHx8Rg8eDBMTU1x5cqVmvo4Dg4OxRg1ahSioqIwYsQIlJeXo9XwuXjHJ2rRzYNJ5HWUpXWjkNZDua5FSW2DTOgstTE1NYVQKASfz68ZFLHazxEAEHo7B0JCoEtRmNCnVc39imJtbY34+HiZH69oxw8nJydcvnwZAoGAtSl29Y179+7BycmJ1pZ1nJjWTDgxrWYkJiZi8ODBsLCwwNWrV2n9heLgqE/07t0bN2/exLBhw3B/zWiEhIQgIMCX8TzYbM0nTczKW+Yiznd9xCO8KOLDVFeIVf7d6jyPIJ+OWHg0WeJGSHEOdLw+Hw5T+XDq2mo/R6XF86e0bNkSJ0+eBCGEVtHl5OQEgUCAp0+fclcuGUAkEuHevXuYPn06rXGYFNN0b3KUBhMTHpmGK/NQI+7duwdvb2+YmZlxQpqDgwbs7OwQGxuLPn36YMKECVi/fj2jgy/Ybs2nys4hfs7W2DWsCbL/PRIreghlErx+ztaY1NfmsxZ9Hw6JoeP1EYtpca0mnVhbW6OioqJGMNCFo+P7RcC9e/dojcPxnmfPnqGsrAxdu3alNU5WVhYaNmxIq9BUF2eaE9McKufRo0cYNGgQjI2NceXKFU5Ic3DQRKNGjXDx4kUEBAQgODgY8+bNg1Ao2/htZWG7NZ+qO4dkZmbCuNMArH1gXOuUxA9Z7ecocUqiLL2tFYVpMQ0AOTk5tMaxt7eHnp4e7t69S2scjveIX2cmxLSNjQ2tVzVevXoFiqJYG/ijjc40V+ahBqSnp2PQoEHQ0dHB5cuXaxryc3Bw0IOhoSEOHz4Ma2trbNq0Cfn5+Thw4AAMDAxojatIFwxVlz0oM5Xv01waV5ah8dDv8Kb8fR9vaVMSZc1B2usgrc5aVsS1mYq4xfK+/uK2dZmZmbQKL319fXTt2hVxcXG0xeD4H7du3YK+vn7NFQG6SEtLo72PdW5uLpo1awY9PXYk4Nu3b2FsbAwjI3a7KKkSTkyzTE5ODry8vFBRUYHo6Gh06NCB7ZQ4OOoFOjo62LhxI5o3b46goCC8ffsWJ06cgImJCW0xzYx4KOQLPrtfWs2yuOyhrpHeynAyKRe/nHmAgvL3eZkb8bBipMNnx5eUSy4xgw7vYwdN7CTLm9/JpFzoUJTE/s/Uf3+u6Dk3btwYgOzDVD7MSd7Xn8nphC4uLvjrr79QXV3NmjCqL8TGxqJnz560LrhFIhFSU1MxZMgQ2mIA73VHy5YtaY1RG2/evKkZcKQtcGUeLJKfn49BgwahoKAAFy9eRJcuXdhOiYOj3vGvf/0LISEhiIqKgoeHB/Lz82mJczIpF2VV1Z/dz9OhpNYs010WcjIpF0HH7tYIaQAo5AsQFH73s3INSblAyqVoscMsHjleVwmIWLRKG6SibOs8sZh++/atXM9T5PW3sLCAmZkZI9MJXVxcUFZWhvv379Meqz5TWVmJhIQEuLi40BonJycHlZWVtJtqz58/p7W9X11wYppDZRQXF2Po0KHIycnB+fPn0aNHD7ZT4uCot3z55Zc4ffo0Hj16BFdXV1qE0IbIJxAIPxeLDQ31pLqcdE9slJaTQEQ+E4zyxGxhbiTXZkKJQv0TlDlnCwsLUBQltzOtyOtPURTatm3LmDMNADdv3qQ9Vn0mPj4eVVVVcHNzozWOeAgP3WKac6ZVDyemWaCyshL+/v64e/cuwsPDaf8F5eDgqJthw4bhypUrKCgogKv7RtWYAAAgAElEQVSrq8o3dkkTYIXln5d9iFF0OIqYupzh2kThpz+TGvMTN1ncmUMeV1cWoazMlEpdXV1YWFjI7Uwr+vrb2dkx4kzb2tqiWbNmnJimmejoaABAv379aI3DhJguLi5GcXExJ6ZVDCemGUYkEmHatGm4fPky9u3bB19f5vvccnBwSKZv3764ceMG9PX1MWDAAMTGxqrs2IoIM2mt7DztLessn5DFGa4t9qc/k5SLSFCBzvpvJXbmkMfVrUuc1lYK8yG1LR4sLS1lLuERHye3kC+1jV9ttG/fHs+ePYNAIH2hpAooioKbmxuuXbvGaIvH+salS5fg5OREuwB8+PAhTE1Nae3/nJ2dDQCwsbGhLUZd5Ofns9ZJhC44Mc0wixcvRmhoKNauXYsvv/yS7XQ4ODg+oVOnTrhx4waaNm0Kb29vXLp0SSXHVaTHs6RWdl/0sMbfd3LrLJ+QxRkO8ukInu7ndc+SxOunuVg20MXbiN8Q2FkfMcEDkbHOFzHBA2tKVuRZPEh6bT5Chi5hdS0emjdvjpcvX8p1HOB9vbY4vKytBDt37ozq6mqkpaXVnbiSeHl5ISsri5FY9ZGioiLcuHEDw4YNoz3WvXv34OjoSGtbPPEVE7a6hpWVlaGkpARWVlasxKcLTkwzyLZt27Bx40bMnTsXixcvZjsdDg4OKdjY2OD69eto164dhg8fjhMnTih9zLp6PEtzVf2crT8Sq1cfv5apfEIWZ9jP2RobxnSFhfH/xlGbG/GwYWxXiYLxw1x+6SFC+aNoqT3x5Vk8fPjaSEIg/LyG+1PqWjxYWVnJJKYlHYfg/fv14WKhNjp37gzgvdNIN+LODxEREbTHqo9cvHgRQqGQ9qvIhBCkpKTAycmJ1jhsi2m2py/SBddLhyGOHTuGhQsXYvTo0di2bRutK08ODg7ladasGaKiojBs2DCMHTsW+/btU/pqkrT+yvK0YJO1fELW0eGK9p3OzMwE8L5uVxLiY8rao1mcR5vgcxLHjddVV13X69K8eXPk5eXVegxZjiML9vb2oCgKDx8+xBdffCHz8xTBzs4OHTt2xPnz5zFv3jxaY9VHzp07BwsLC/Tt25fWODk5OSgqKqK9j3VGRgZMTExqOtwwjXhBy4lpDrm5efMmJk+eDFdXVxw+fBi6urVczuTg4FAbLCwscOnSJfj5+WHKlCl49+4dFixYoPI4tbmqn4pPWUVykE/HjwQ6oPjocElkZWVBX1+/5ktR2nATeYW6LOcnKVZdz7OyskJZWRlKS0vRsGFDpeLXhbGxMWxtbRlxpgHA19cX//nPf1BWVoYGDRowErM+IBKJEBERAR8fH9r7eKekvF88M+FM29nZsWboiRe02iamuTIPmsnKysKoUaPQsmVLnDx5Uqsm/nBw1AcaNmyIc+fOwd/fHwsXLsTKlStVvtlLHjdU1vIJVY8O/5SsrCy0atUKOjo6crXBq4u6zk9aLE97y1qfJ67RfPHihVLxZaVz586M9X8eNmwYKisr8c8//zASr74QFxeH/Px8RhoFiLsH0T1vIj09ndUpy2Ix3axZM9ZyoAPOmaaR0tJSjBgxAlVVVTh79qzWtYKpL5SVleHNmzcoLy9HZWUlKioqUFlZicrKSohEIujr68PAwOCjm7m5ORo3bsxdhdASDAwMEBYWhpkzZ2L58uXg8/lYs2aNytwdedzQT8snzIx4oChg4dFkbIh88lEphTKjw+siMzOzZnS2PM76h9Q2qru2+yXFuvr4Ndb6O0p9nnhIRU5OTq2tx+QtT5FGt27dcOHCBVRUVMDQ0FCu58pL//790bhxY4SFhWHUqFG0xqpPhIWFQV9fH8OHD6c9Vnx8PNq3bw8zMzPaYgiFQqSlpWHkyJG0xaiL3Nxc8Hg8NG3alLUc6IAT0zQhEokwefJkPHjwABEREbC3t2c7JQ4JlJaWIj09HWlpaTX/Pn/+HK9fv0Z+fj5ev34NPl+xYREURaFRo0awtLRE06ZN0axZM9jZ2aFt27Zo164d2rZti5YtW0JHh7tApAno6urizz//hKGhIdatW4fy8nJs3bpVJYJa3pIMsUhmYty4NDIzMzFixAgAitUZ15W7IoNsanueuBWYuDVYbahiEdK9e3cIhUKkpKSgV69eSh2rLng8Hvz9/REaGgo+n89dAVUBIpEIYWFh8PHxgbm5Oe3x4uPjMWDAAFpjZGVlQSAQ0D4UpjaeP38Oa2trrfve48Q0TSxZsgSnTp3Ctm3bMHjwYLbTqfcQQpCVlYXExETcuXMHiYmJSE5O/mx3f5MmTWBjY4OmTZuic+fONUK4SZMmaNCgwWcOtI6ODqqqqlBZWVnzb0VFBQoLC2vEuFiYJycn4+TJkx/1ntXX14e9vT26d++O7t27o0ePHujatStX96im6OjoYOfOnTA0NMTWrVtRUVGBXbt2Kf3FoKgbqqgjrCx8Ph+vXr2q2XyoSJ2xorkrWtPcsmVLUBQlk5hWBd27dwcAJCYm0i6mAWD8+PHYu3cvzp8/T/umx/pATEwMcnNz8e9//5v2WHl5ecjNzaX9c8LUhMXaeP78OasDY+iCE9M0cOjQIaxduxazZs3Cd999x3Y69RKhUIjExERcvXoVV69eRVxcHN69ewfgvcPo4OAAHx8fdOzYscYlbtu2La2X2MR55eTkID09Henp6UhNTcX9+/dx7tw57N+/H8B7R9ve3h79+vWDp6cnPD09ta6+TJOhKAqbN2+GsbEx1qxZg7KyMvz111/g8Xh1P7kWFHFD6R43Lo2srCwA/+vkIclZpwB42ksfzKBo7opurNTX14eVlVVN7nTTunVrWFhYIDExkZF4AwYMQNOmTXHkyBFOTKuAo0ePwtDQsObqC53Ex8cDQL0R0z179mQtPl1wYlrFxMXFYebMmRgwYAB+++03rgUegzx+/BgRERG4evUqrl27hqKiIgDvh3D4+/ujR48e6N69O5ycnGivYZSGrq4ubG1tYWtrCy8vr5r7CSF48eIFEhMTkZiYiLi4OISGhmLPnj015+Dp6YlBgwbB29u71m4EHPRDURR+/fVXNGzYED/99BOKi4sRFhbG+OdKFZ0nFOHTtnh+ztZIyHqHw7eya9raEQB/38lFz9aNJC4SFM1dmZpmGxsbxsQ0RVHo3r077ty5w0g8PT09jBkzBn/99RdKSkpgYmLCSFxtpLq6GuHh4Rg+fDgjr2NcXBx0dXXh7OxMa5ynT5/CzMyMtemDhBA8f/4cfn5+rMSnE05Mq5BXr17B398fVlZWOHbsGPT19dlOSasRCoW4efMmTp06hdOnT9esutu1a4dx48Zh4MCB8PDw0IgWPBRFwdraGtbW1jVOSHV1NRITExEVFYWrV68iJCQEO3fuhIGBAby8vDBy5EgMHz4c1tb01sZySOfHH3+EmZkZ5s6di9GjR+P48eO11qvWtuFOEehufyeNjIwMAB/3mL76+PVn/aFrK9tQJndFa5ptbW0RFxcn9/MUpVevXti0aRNjdcyTJk3Czp07ERYWhhkzZtAeT1u5cOEC8vPzMXHiREbixcbGwsnJCcbGxrTGefjwITp27Miayff69WtUVFSwOsqcLrSrApxFqqurERAQgLdv3+L48eNc5w6aEIlEiIqKwowZM9C8eXP069cP27Ztg62tLXbs2IGsrCykpqZiz549CAgI0AghLQ09PT307t0bP/zwAyIiIlBQUICoqCh88803ePz4MebMmYOWLVuiV69e2LhxY50tvzjo4ZtvvsEff/yByMhIjBw5EuXl5RIfp8r2cWLobn8njWfPnsHAwOCjkcDylm2wkXu7du2QmZmJqqoq2mJ8iKurKwQCAWPutIuLCzp16oQ//viDkXjayh9//IGmTZsy0sWjqqoKt27dQr9+/WiPdf/+fdqHwtSGeBEu7gKkTXDOtIoIDg5GVFQUDhw4QPulmvpIWloaDhw4gIMHDyIzMxMmJiYYMWIERo4ciSFDhtBe66wO8Hg8DBgwAAMGDMCmTZvw6NEjnD59GidOnEBQUBAWL14Mb29vfPnll/Dz86Pd5eD4HzNmzICenh6mTZuG4cOH48yZM59tIq1r3LWijjWd7e+kkZGRAVtb2482XipStsF07u3bt4dIJEJmZiYjdaMuLi4A3m9mc3d3pz0eRVH46quv8P333+P+/fu09yzWRvLy8nD27FksWrRI6X0QspCYmAg+n0+7mBZviGfzM1HX1FRNhnOmVcDRo0exadMmfPvttwgMDGQ7Ha2hsrISISEhcHd3R/v27bF69Wp06NABhw8fxsuXL3H48GGMHz++XgjpT6EoCp07d0ZwcDBu376NJ0+e4KeffsKjR48wadIkNG/eHDNnzkRSUhLbqdYbpkyZgoMHDyI6OhpDhgypqdkXI82hFTvUqnSs6ebZs2efuUuqGnZCJ+3atQPwfnHOBE2aNEGHDh0QGxvLSDwACAwMhL6+Pvbu3ctYTG1i//79EAqFmDlzJiPxrl+/DgC0i+kHDx4AoH8oTG1IKg/TFjgxrST379/H9OnT4ebmhk2bNrGdjlaQl5eHZcuWwcbGBlOnTsXbt2+xbt065OTkIDIyEhMnTuRc10/o0KEDVq1ahYyMDFy9ehVjxoxBaGgounfvDnd3d4SFhX3Uko+DHiZNmoTQ0FDcunULAwcOxOvXr2t+Js2h1aWoWh1rdSQjI+OzKWpslZzIA9NiGgDc3NwQGxur8qmZ0mjSpAlGjx6NgwcPoqKigpGY2kJ1dTV27doFDw8PtG/fnpGY169fR/v27Wnv2CSexsm2M92kSROt3EDPiWklKC4uhr+/P0xNTREeHs5tOFSSW7duYeLEibCxscHq1avRt29f/PPPP3j48CEWL17MbbSTAR0dHXh4eGDfvn3Izc3Fpk2bkJeXh/Hjx6NNmzZYvXr1RwKPQ/WMGzcOp0+fxqNHj+Dh4YFXr14BkO7cCqWILLrb2ylKQUEBCgsLJdY9+jlbIyZ4IDLW+SImeKBaCWkAsLS0hKmpac1mZSZwdXXFmzdv8PjxY8Zizpo1CwUFBTh69ChjMbWBsLAw5OTkYMGCBYzEq66uxvXr19G/f3/aY927dw+NGzdmtc2quDxMG6FdTFMU1YGiqJUURd2iKOo1RVElFEUlUxT1M0VRGjuZghCCr776Cs+ePUNYWNhHG3E4ZIcQgqtXr8LT0xMuLi44f/48vvvuO6SmpuLUqVPw8vLi2gsqiLm5Ob7//ns8ffoUp0+fhoODA5YuXQpbW1t8//33yMvLYztFrWXo0KE4f/48MjMz4enpiZcvX0p1bq2lONZ0t7dTFLGrK3Z5NQmKotCpUyc8fPiQsZienp4AgCtXrjAa08HBARs2bIBIJGIsriYjFAqxevVqdOnShZHe0sD7/tKFhYWMDHZLSkqCs7Mzq9+nqampjDn+TMOEMz0dwEIA6QBWAggC8ATAagCxFEWp5zdGHfz+++8ICwvDr7/+ysguXG2DEIKLFy+iX79+GDhwIJ48eYItW7bg+fPn2Lx5M9q2bct2ilqDrq4uRowYgcjISDx8+BBjxozB9u3b0aZNG8ydO5exvrv1DQ8PD0RERCA7OxseHh7Iy8uT6NxqQq3xh2iymAaAzp07Myqm7ezs0Lp1a1y+fJmxmBRFYcmSJXjw4AH+/vtvxuJqMseOHcOjR4+wdOlSxkZdX7x4ERRFfTRzgA6qqqqQkpJSM5WTDaqqqpCVlaW1YhqEEFpvAHoCMJNw/2q87+v/bV3H6NGjB1EnkpOTiYGBARkyZAgRCoUKH+ds+lniHe5NHPc7Eu9wb3I2/awKs1RPRCIRiYiIIL179yYASMuWLcmOHTsIn89nO7V6RVpaGvnqq68Ij8cjenp6ZMaMGSQrK4vttLSS69evk4YNG5IOHTqQ58+fS3zMicTnxHXtZWK7+CxxXXuZnEiU/Dh1YNWqVQQAKSsrYzsVhdi4cSMBQN68ecNYzOnTpxNzc3NSXV3NWMzq6mrSqVMn4uDgoNT3VH1AKBQSBwcH0rlzZ0ZfKxcXF9K7d2/a4yQlJREA5MiRI7THksajR48IAHLw4EHWcpAVAAlETq1L+/KLEJJACCmS8CNxMZdG9e4pLS3FuHHj0LhxYxw4cEDhFey5Z+ewInYF8sryQECQV5aHFbErcO7ZORVnrD7cvXsXPj4+GDp0KF69eoXff/8daWlpmDt3LmsTCesrbdu2xZ49e5Ceno6vv/4ahw4dQocOHRAcHPxZFwoO5XB3d8eFCxeQl5cHd3d3pKamfvYYda81/pC0tDRYW1tr7Cbgzp07AwCj7rSXlxcKCwsZ7a6jq6uLZcuWce60DBw/fhwPHjzAkiVLGHOlCwsLcfv2bUZKPMQj7dl0psV/9zT1ilZdsLkBseV//33FYg5yM3fuXKSlpeHw4cNKjeTclrgNFcKPd1pXCCuwLXGbsimqHbm5uZgxYwacnZ1x584dbN26FU+fPsWsWbNgYGDAdnr1mlatWmH79u14+vQpxo0bh/Xr16Nt27bYtm0bY4Mt6gNubm64cuUKSktL4e7ujpSUFLZTUpjU1FSNLsNycHAA8L9WYUwwcOBAAMA///zDWEwAGDt2LDp16oQVK1ZAKBTW/YR6iFAoxMqVK9GxY0eMGzeOsbiXL1+GSCSCj48P7bESExNhYmLC6u+tWExra5kHK2KaoihdAMsAVAP4PymPmUVRVAJFUQnq0n0gNDQUBw4cwJIlS+Dh4aHUsV6WvZR4f15Znta402VlZVi+fDk6dOiAQ4cOYeHChUhLS8P8+fO5zidqho2NDQ4cOIDExER069YNCxYsQKdOnfD3338z1tJL2+nZsydu3LgBHo8HT09P3L17l+2U5EYkEiElJYXVKWrK0qpVK5iZmTH6+jdv3hxdu3ZFREQEYzGB9+70ypUr8fDhQ+zbt4/R2JrCwYMHkZKSghUrVkBXV7fuJ6iI06dPw8LCAn369KE91u3bt9GjRw/GXHdJPH78GI0bN0bjxo1Zy4FO2HpltwLoC2AZIURiM1VCyB5CSE9CSE9lHGBVkZmZiTlz5sDFxQVLly5V+njNG0gfc60N5R7nzp2Dg4MDVq5ciZEjR+Lx48fYtGkTLCws2E6NoxacnZ1x6dIlREREoEGDBhgzZgyGDRuG9PR0tlPTCjp27Ijo6GgYGxtj4MCBNZdfNYUnT56gpKQEvXr1YjsVhaEoCt26dWN8oNHw4cMRExODd+/eMRr3iy++gJubG5YsWYLi4mJGY6s75eXl+Pnnn9G7d2+MHz+esbjV1dU4e/YsfH19aZ+yyOfzkZycXDONky0ePXpUU2KljTAupimKWgXgWwB7CCFrmY6vCNXV1Zg8eTIIITh8+DD09JSfwj6/+3wY6kquE64QVuCnGz9ppKB+8eIFxo4di+HDh8PY2BjXrl1DaGioxJ60HOoJRVEYMmQIEhMTsXXrVsTExKBLly5YvXo1Kisr2U5P42nbti2ioqLQsGFDeHl5ISEhge2UZCY+Ph7Ae5ddk3F2dsa9e/dQXV3NWMwRI0ZAKBQy7k5TFIUtW7YgPz8fa9dqxFcuY2zevBkvXrzAxo0bGW0Zd+PGDbx79w5+fn60x0pMTER1dTX69u1LeyxpEELw4MEDTkyrCoqiVgBYAuAvAHOYjK0M69atQ0xMDHbu3KkyUehr54sVriuk/lxERBrlUAuFQuzYsQP29vY4e/Ysfv31VyQnJ3NtAzUYPT09zJ8/H48ePcKIESOwdOlSdO3aldF+udqKnZ0doqOjYW5uDi8vL0RHR7OdkkzEx8ejQYMGsLe3ZzsVpXB2dgafz8eTJ8xNmezVqxeaNWuGM2fOMBbzw9iTJ0/Gli1bkJmZyXh8dSQvLw/r16/H6NGjGf+eOnnyJAwMDBipl7558yYAsCqm8/PzUVBQwIlpVUBR1HIAywEcADCTaEghZkJCAn755RcEBARg0qRJKj22r50vrBpIH/aiKRsSHz9+DDc3N3z33XdwcXHB/fv38dNPP3F10VqCtbU1wsLCEBERgerqanh5eWH69Olc1w8lsbW1xbVr12BtbY3BgwcjPDyc7ZTqJCEhAT169GC0tpQOxF0NmCz10NHRga+vLy5cuMDK5t61a9dCR0cHixcvZjy2OjJ//nxUVVVh/fr1jMYlhODUqVMYNGgQI2O1b926BTs7OzRt2pT2WNJ49OgRAKBTp06s5UA3jIhpiqKWAVgB4CCAaYQQjRjJxOfzERgYiObNm2Pnzp20XAaqrdwDeL8h0SnECYOPDVY7l1okEmH79u1wdnZGWloa/u///g8XLlzQ6J3+HNIZMmQIUlJS8OOPPyIkJASOjo6MdyfQNlq1aoUbN26gV69eCAgIQEhICNspSaWiogJJSUlK10ufTMqF27oraBN8Dm7rruBkUq6KMpQde3t7GBoa4s6dO4zGHTlyJIqKinD16lVG4wJAy5YtERQUhLCwMERGRjIeX50IDQ1FeHg4li1bxnh3icTERGRmZjJS4kEIQWxsLKuuNADcv38fADhnWhkoipoL4BcA2QD+ATCRoqjJH9y86c5BUZYuXYrHjx/jzz//pG3jnLjcQ4eS/laoYx/q7OxseHt7Y/78+fDy8sL9+/cxYcIEbvS3lmNkZIQ1a9YgNjYWxsbG8Pb2xjfffIPS0lK2U9NYGjVqhIsXL2LgwIGYOnUqfv/9d7ZTkkhcXBwqKyvRv39/hY9xMikXPx5PQW4hHwRAbiEfPx5PYVxQ6+npoUePHrh9+zajcX18fGBiYoKwsDBG44oJDg6Gg4MDpkyZglevNKorrcrIysrC119/DRcXF1Zc+tDQUPB4PPj7+9MeKzU1FXl5eUr9zqqCe/fuoXHjxmjRogWredAJE8602MawARCC9+70h7efGchBbm7cuIHNmzdj9uzZtDdV97XzxRr3NbU61IB6lH0QQnDgwAE4OjoiLi4Oe/fuxZkzZ9C8ufTuJBzaR58+fZCUlISFCxdi9+7d6Nq1K65fv852WhqLsbExzpw5A19fX8yZMwfbtqn+91xZRzg6OhoURcHd3V3hHDZEPgFf8HG/Y75AiA2RzNUui+nTpw8SExMZLbkwNDTEqFGjcPz4cVZKPYyMjHDkyBEUFRVh6tSpEIk04iKxyhAKhQgMDIRIJMKhQ4dU0kxAHkQiEY4ePQofHx80atSI9njivRgDBgygPVZt3L17F05OTlpttjExAXEqIYSq5eZBdw7yUlZWhqlTp6J169bYsGEDIzHFDrVVAytQkP6Bk9afmglKSkowYcIETJkyBU5OTrh79y5mzpyp1b8gHNIxMjLC5s2bERUVBUIIPDw88Msvv3DDIRTE0NAQx48fh7+/PxYsWIBVq1aprMe3Khzha9euwdHRUSkR8KKQL9f9dNKnTx9UVlYyPkBn/PjxKCwsxKVLlxiNK6ZLly7YvHkzLly4gK1bt7KSA1v8+9//xvXr17Fjxw7Y2dkxHv/GjRt4/vw5JkyYwEi86OhoNGvWDB07dmQkniSEQiHu37+Prl27spYDE7A5AVFtCQ4ORnp6Ov766y+YmJgwFtfXzhcXx1zEvSn3pG5MrK0/NZ3cu3cPPXv2RHh4OH799VdERUWx8seIQ/3o378/7t69i4kTJ2LFihUYPHgw8vLy2E5LI9HX18fRo0cRGBiIZcuWYdq0aSppR6isIywQCBAbG6u0w9XC3Eiu++mkd+/eAN6XrzDJ4MGDYW5ujiNHjjAa90PmzJkDPz8/BAcHM143zhbx8fFYtmwZxo8fj8DAQFZyCA0NhZGREUaOHEl7LEIIoqOjMWDAAFYNr/T0dJSXl8PJyYm1HJiAE9OfEBUVhR07dmDevHlKTzlUBkkbEw11DTG/+3zGc/nrr7/Qp08fFBcX48qVK/jpp580fjc/h2oxMTHBgQMHsG/fPty8eRPdunXjNicqiJ6eHkJCQvDLL78gJCQEQ4YMUXrYhrKOcHx8PMrLy5WuvQzy6Qgj3sd/O4x4ugjyYd45a926NSwtLRmvm9bX18fo0aNx6tQplJeXMxpbDEVR+PPPP9GsWTMEBASgsLCQlTyYori4GBMnToSVlRV27drFirgUCAQ4duwYRo4cyUgXj4yMDDx//lwtSjwAcM50faK8vBwzZ85E27ZtWW9u/2nZh1UDK6xwXQFfO1/GcuDz+ZgxYwamT58OFxcXJCcns/6LyaG+UBSFadOmIT4+Hk2aNMHgwYOxfPlyruxDASiKwrJly3Do0CHcuHEDAwcOxOvXrxU+nrKO8Llz56Crq4uBAwcqnAMA+DlbY62/I6zNjUABsDY3wlp/R/g5Wyt1XEWgKAouLi6IiYlhPHZgYCBKSkpw4sQJxmOLadSoEY4cOYLMzExMmjRJa+unq6urERgYiIyMDBw+fJi1Kbxnz57FmzdvMHnyZEbiic0MT09PRuJJIzExETweDw4ODqzmQTuEELW/9ejRgzDBv/71LwKAXLlyhZF46kxmZibp2rUrAUCWLFlCqqur2U6JQ4MoLS0lX375JQFABg8eTN69e8d2ShrL2bNniaGhIbG3tyfZ2dkKHeNE4nNivySCtF58tuZmvySCnEh8LtPzu3TpQjw8PBSKrc5s2LCBACB5eXmMxhUKhcTW1pZ4eXkxGlcSO3fuJADITz/9xHYqKkcoFJKpU6cSAGT79u2s5jJ06FBibW1NBAIBI/HGjh1LrK2tiUgkYiSeNAYNGkS6d+/Oag7yAiCByKlTWRfKstyYENNxcXFER0eHzJo1i/ZY6s6NGzeIpaUlMTMzI+fOnWM7HQ4NZs+ePYTH45F27dqRhw8fsp2OxhIdHU1MTU2JjY0NSU5OVugYJxKfE9e1l4nt4rPEde1lmYV0eno6AUC2bNmiUFx15tatWwQACQ8PZzz2L7/8QgCQjIwMxmN/iEgkIjNnziQAyIYNG1jNRZWIRCIyb948AhEClhYAACAASURBVIAsX76c1VwyMzMJRVFk2bJljMQTCoWkUaNGZMqUKYzEk4ZIJCIWFhbkq6++YjUPeeHEtIJUVlYSR0dH0qJFC1JYWEhrLHVn//79RF9fn7Rr1448evSI7XQ4tIDr16+Tpk2bEhMTE3LmzBm209FY7ty5Q6ysrIiRkREJCQlhLO6WLVsIAJKWlsZYTKaorKwkRkZGZN68eYzHFgsstoUeIYQIBAIybtw4AoBs27aN7XRUwvLlywkAsmDBAtbd2aVLlxKKokhWVhYj8e7cuUMAkEOHDjESTxqZmZkEANm1axerecgLJ6YVZNWqVQQAOXXqFK1x1BmhUEgWL15MAJCBAweSt2/fsp0ShxaRlZVFunfvTiiKImvWrGH9y01TefnyJRkwYAABQL7++mtSVVVFe0xPT0/i4OBAexy28PT0JM7OzqzE9vb2JjY2NkQoFLIS/0OqqqrI6NGjCQDyn//8h+10lGLTpk0EAJk2bRrrr61AICAtWrQgw4YNYyzmunXrWClf+pQTJ04QAOTmzZus5iEvnJhWgKdPnxJ9fX0ybtw42mKwxdn0s8Q73Js47nck3uHe5Gz6WYmPKy0tJX5+fgQAmTNnDiNf0Bz1j7KyMhIQEEAAkEmTJpGKigq2U9JIBAIBCQoKIgCIt7c3KSoqoi1Wbm4u0dHRIUuWLKEtBtssX76cUBTFSl3/kSNHCAC1KaerrKwkI0aMIADIxo0b2U5HITZv3kwAkDFjxqjFXp/w8HACgJw8eZKxmJ6ensTR0ZGxeNJYunQp0dHRIaWlpWynIhecmJYTkUhEvL29iampKXnx4gUtMdjibPpZ0vNgT9Jlf5eaW8+DPT8T1Pn5+aRXr15ER0eHbNu2jXMMOWhFJBKR1atXEwDEw8ODFBQUsJ2SxvLnn38SPT094uTkRHJycmiJsXbtWgKApKam0nJ8RVG0/lsS169fJwDIsWPHVJihbFRWVhIrKyvi4+PDeGxpVFZWkrFjxxIAZNmyZRrznSAQCGquro4ZM0ZtTCFXV1diZ2fHmLAvLCwkenp6JDg4mJF4tTFkyBC1EPXyooiYrtet8cLCwnDp0iWsXr0aVlaSh6RoKtsSt6FCWPHRfZ+OI8/KyoK7uztSUlJw4sQJzJs3j5tmyEErFEXh559/xqFDhxATE4P+/fsjN1e+sdYc75k+fTrOnz+PjIwMODs749ixYyo9PiEE+/btQ//+/dGuXTuVHlsZVDHN8UP69OkDExMTViYS6uvrY+7cuYiMjMTDhw8Zjy8JfX19hIaGYvr06Vi5ciWmTp2KkpISttOqlZcvX2LQoEFYv349Zs+ejdDQUPB4PLbTQlxcHGJjYzFv3jzGZjNcvHgR1dXV8PVlro2uJAghSEhIQM+ePVnNgynqrZguKirCwoUL0aNHD3zzzTdsp6NypI0dF9//4MEDuLq64tWrV7h48SIjE5k4OMRMmjQJ58+fR2ZmJlxcXPDgwQO2U9JIvL29cfv2bbRu3Rpjx47FxIkT8fbtW5Uc+/Lly0hNTcX06dNVcjxVoew0x0/h8Xjw8PBgbcjQrFmzYGhoiO3bt7MSXxK6urrYu3cvVqxYgUOHDqFHjx5qOynx2rVrcHZ2RlxcHA4cOIDdu3dDT0+P7bQAAFu3boWpqSmjv0Pnzp2DhYUF+vbty1hMSWRlZeHNmzfo1asXq3kwRb0V08uWLcPLly+xe/durZzmJ23sePMGzREbG4t+/fqBEILr16+jX79+DGfHwQEMGjQI165dg0AggLu7O65fv852ShpJp06dcPPmTaxcuRLh4eHo0qULzpw5o9Qxc3JyEBgYiDZt2mDMmDEqylQ1KDvNURLe3t5IT09HRkaGwsdQFEtLS0yePBkHDhxQ2UJIFejo6GD58uW4evUq+Hw+XFxcsHnzZrUZ7kIIwYYNGzBw4ECYmJjg9u3brI0Jl8Tz588RHh6OmTNnwsTEhJGYIpEIERERGDp0KOsLivj4eADgxLQ2k5ycjB07duDrr7/W2ksQ0saRD9AZgEGDBqFJkyaIjY2Fo6MjSxlycADdunXDzZs30axZM3h7e+PkyZNsp6SR8Hg8LF26FPHx8WjatClGjhyJ7777Dny+/ALz2bNn8Pb2Rnl5Oc6cOYMGDRrQkLHiKDvNURLe3t4AgMjISIWPoQzz588Hn8/H7t27WYlfG/3790dycjJ8fX2xaNEi+Pj4ICcnh9WcHjx4AF9fX/zwww8YPXo0EhIS1O67bPv27RCJRPj2228ZixkfH4/8/HzWSzzEuejr68PJyYntVJhB3iJrNm6q3IAoEomIm5sbsbS01PqpbJ9281gWuozo6ekRZ2dn8urVK7bT4+Co4c2bN6RPnz5EV1eXhIaGsp2ORlNZWUkWLlxIABBLS0uyevVqmf/WxcTEkCZNmhALCwty7do1mjNVDGWnOUpCJBKRNm3aEF9fXxVmKh/Dhg0jjRs3VtvOByKRiOzevZs0aNCANGjQgPzrX/9ivPVaWloamTx5MqEoipiYmJDt27er5QbJt2/fkoYNG5KAgABG4wYFBREej6cWG7vd3NyIi4sL22koBLhuHnVz8OBBAoD8+eefKjumJnDs2DGip6dH+vbtW+8H03CoJ8XFxaR///5ER0eH7N+/n+10NJ5r166RYcOGEQCkYcOGZNGiReT5c+mC88iRI8TAwIC0a9eOPHnyhMFM5UeV3TzEzJ8/nxgYGLAmZmNjYzWiJV16ejqZOHEi0dHRIQYGBuSbb74hmZmZtMbMyckhs2fPJnp6esTIyIgEBQWRN2/e0BpTGVasWEEAkHv37jEWUyQSETs7OzJkyBDGYkqjoqKCGBgYkEWLFrGdikJwYroOioqKSPPmzUnv3r1Zb+TOJOHh4URXV5e4uLjQ2pOWg0NZysrKyKBBgwgA8vvvv7OdjlaQnJxMJk6cSHR1dQmPxyPDhw8ngYGBZNasWWT+/PkkODiYzJo1iwAg7u7u5PXr12ynzAqXL18mAMiJEydYy8HLy4s0b96clJeXs5aDrKSmppKZM2cSHo9H9PT0yJQpU0hsbKzKWsCVlZWR48ePk8DAQGJgYEB4PB6ZO3eu2rexLSwsJBYWFmTkyJGMxk1KSiIAyN69exmNK4mbN28SAOTvv/9mOxWF4MR0HSxatIhQFEXi4uJUcjxNICwsjOjq6hJXV1dSXFzMdjocHHXC5/NrHFVtGW2sDjx79ozMnTuXdOrUidja2pJmzZoRU1NTwuPxCADy5Zdf1utBOlVVVcTMzIxMmzaNtRyuXr1KAJDffvuNtRzkJTs7m8ybN48YGRkRAMTc3JyMGTOG7N27l2RnZ8t1rLdv35KQkBDi5+dXczwLCwvy1VdfkYyMDHpOQMWIXemEhARG4/78889ER0eH5OfnMxpXEhs3blSLCYyKooiYpt4/T73p2bMnSUhIUOoYjx49gpOTE6ZOnYq9e/eqKDP1Jjw8HBMmTEDfvn0RERHB2I5iDg5lqaqqQkBAAE6cOIH169fjhx9+YDslrUYkEkFHp17uR/+IiRMn4p9//kFeXh4rXZ4IIejfvz8yMzORlpYGAwMDxnNQlHfv3uHSpUuIjIxEZGQkXrx4AQBo164dWrVqhSZNmqBx48Zo3LgxzM3NUVFRgfz8fOTk5CArKwvZ2dk13Uysra3h5+cHf39/9OvXTy16RsvCu3fv0KZNG3h5eeH48eOMxSWEoHPnzrCyssKVK1cYiyuNL774AsnJyUhPT2c7FYWgKOoOIUS+7hTyqm82bqpwpocOHUrMzMzUYtXGBMePHye6urrE3d2dc6Q5NJKqqioyfvx4AoBs2rSJ7XQ46gHi8d7R0dGs5XDx4kWNc6c/RSQSkfv375NNmzYRf39/4u7uTjp27EiaNGlCdHR0CADC4/GIqakpcXBwIMOGDSNz5swha9euJbdv39bYMsyFCxcSHR0dkpKSwmjcu3fvEgBk586djMaVhEgkIpaWluTLL79kOxWFAVfmIZkLFy5oxMYOVXHx4kXC4/FI3759OSHNodEIBAIyZswYroaagxFKSkqIoaEh+fbbb1nLQSQSkQEDBpCmTZtq5d9voVBI3r59S0pKSthORaWkpaURHo9HZsyYwXjsxYsXEz09PbXY73D//n0CgOzbt4/tVBRGETGt9df1qqursWjRIrRt25bRfo9scfv2bYwePRr29vY4f/48V9rBodHo6enh8OHD8PX1xZw5c3Do0CG2U+LQYho2bIihQ4fi+PHjrA0noSgK//73v5Gfn4+1a9eykgOd6OjooFGjRmjYsCHbqaiU4OBg8Hg8rFq1itG4IpEIoaGhGDx4MJo0acJobElcvXoVAODh4cFuIgyjHjM3aeSPP/7AgwcPcOzYMY2qP1OEBw8eYNiwYWjWrBkiIyNhYWHBdkoaR3V1NfLy8vDixQu8ePGi5v8vX75EWVkZ+Hw++Hw+KioqwOfzIRQKYWhoCENDQxgZGdX8v0mTJrCysoKVlRVatGgBKysrtGzZEmZmZmyfosahr6+P8PBwDB8+HFOnToWxsTH8/f3ZTotDgzmZlIsNkU/wopCPFuZGCPLpCD9nawDAmDFjcOLECdy6dQuurq6s5Ne7d29MmjQJmzdvxuzZs9G6dWtW8uCQjdjYWBw7dgwrVqyAlZUVo7FjYmKQnZ2NNWvWMBpXGlFRUbCxsYGtrS3bqTCKVm9ALCoqQvv27dGpUydERUWBoigaslMPMjMz4ebmBkIIbty4ATs7O7ZTUmsIIUhLS8P9+/fx4MEDPHz4EA8ePMDjx49RVVX10WN1dXXRtGlTmJiY1Ahm8b+6urqoqKioEdcVFRUoLy/HmzdvUFpa+llcKysrdO7cGQ4ODjU3R0dHmJqaMnXqGktpaSl8fHwQHx+PU6dOYejQoWynxKGBnEzKRVD4XQhE//vu4+lQ2DC2K/ycrVFcXAxLS0vMnTsXmzdvZi3PnJwcdOzYEaNGjUJoaChreXDUDiEErq6uyMrKQmpqKuMTQ+fMmYODBw/i1atXrLv9IpEIzZo1g6+vL/bv389qLsqgyAZErXam169fj9evXyMiIkKrhfTr168xePBglJeX49q1a5yQlkBFRQUSEhIQExODmJgYxMbG1uwcB4DWrVvDwcEBPj4+aNeuHaytrWtcZUtLS4V29peWltY423l5ecjOzq4R7X/88QfKy8sBvL/s6eTkBDc3t5qbjY2Nys5dW2jYsCHOnTsHLy8v+Pv7IzIyEv3792c7LQ4NY8XpBx8JaQAQiAhWnH4AP2drmJqawsfHB+Hh4di4cSNrXU5atWqFoKAgrFy5EnPmzMGAAQNYyYOjdkJDQ3Hr1i388ccfjAvpiooKhIWFwe//2bvzuBrT/3/gr9OplJKsUbaQsqTVVpStskv2fV+GMYUxQig+RkaYhtHIWMuWLdQQCilrqmlTkhYle9Kuc87794efvhrSos51n9zPx+N+zDxOnft+ddQ573Od63pftrbMC2kAiImJwatXr767KR5ALR6ZzsjIgI6ODuzs7Gr1PMu8vDz069cP0dHRuHLlCszNzVlH4oyEhAScO3cOfn5+uH37dsmIs66uLszNzWFmZgZ9fX107NhR6nPLJRIJ0tLSEBsbi3v37iE0NBS3b98uGc1u2bIlBg0ahGHDhmHgwIGoW7euVPNx2atXr9CnTx9kZmYiJCQEXbp0YR2JJ0PaOPqX+bUU16EAgOPHj2PChAkIDAxE//79pRXtM/n5+ejcuTOUlJQQGRlZ66cqypp3795BT08PWlpauH37ttTbKX78Pb106RKsrKykeu0vcXNzw/Lly/HkyRO0aNGCdZwqq8rIdK0tpufMmQMvLy/Ex8dDW1u7hpKxJRaLMWrUKPj7++P06dMYOXLkN5/T/7E/3MPd8SzvGZqpNIO9sT2Gth1aDWlrnlgsxo0bN3D+/HmcP38eiYmJAAADAwNYW1uXFNBNmjRhnPTLRCIRoqKiEBoaiuvXr+PSpUvIycmBkpISBgwYgOHDh2PEiBFSn5PHRampqejVqxeEQiFu3bol00/cPOmqSDFdUFCAZs2aYdSoUcw/rv7nn38wdOhQbNiwAU5OTkyz8Eqzt7fHjh07cPv2bXTv3l3q17exsUF8fDySk5M50Sfe2toaGRkZiI2NZR3lm/B9pv+/2NhYkpOTIwcHh0rdT9Y4ODgQANq5c2e1nM8vyY9MvUypy4EuJYeplyn5JflVy/lrSlxcHK1YsYI0NTUJACkqKpKNjQ39+eeflJqayjpelRUVFdHly5fpp59+Im1tbQJAcnJyZGNjQ0eOHJGJLYdrUkREBNWrV4/09fXp7du3rOPwZIShSwC1XuH32WHoElDq+2bPnk2qqqqUm5vLKOn/GTNmDNWpU4cSExNZR+H9fyEhISQQCGjRokVMrp+amkoCgYDWrVvH5Pr/lZeXR3Xq1KElS5awjvLNwLfG+2DlypVQVVXF6tWrWUepMbt27cLvv/8Oe3t7LFq0qFrO6R7ujkJxYanbCsWFcA93r5bzV6esrCx4eHigR48e6NSpE9zc3GBsbAwfHx+8evUKFy9exMKFC2V67rGioiIGDhwId3d3JCUlISYmBqtXr8aDBw8wadIkNGvWDHPnzkVoaOiHpvHfGUNDQ5w6dQoPHjyAnZ3dZwtHed8v34gMmLsGQdvRH+auQfCNyCj52rrhnaEgLL2GRkEowLrhnUvdNnXqVOTm5sLX11cqmb/G3d0dioqKWLhw4Xf5t841hYWFmD17Nlq1asWsfeGBAwdARJgxYwaT6//XjRs3UFRUBGtra9ZRmKh1xXRISAjOnTsHR0dHTvRcrAkBAQFYvHgxhg0bhq1bt1bbeZ/lPfvi7Zl5meh6sCusT1rD/3HZH5FKw4MHDzB//nxoampi4cKFKCgowNatW5GRkYHz589j7NixtbK3tkAgQOfOnbF+/XokJycjKCgItra2OHLkCHr37g0DAwPs27cPhYWF5Z+sFrGyssK+ffsQFBSEWbNm8YUGD74RGVh5OhoZbwtAADLeFmDl6eiSgtrWSAtbxhhAS10ZAgBa6srYMsagpDXeR3369EHr1q1x6NAh6f8Q/6GpqYmNGzfi8uXLOHz4MOs4371169YhISEBnp6eTF5vJBIJ9u/fjwEDBnCmBd2lS5dQp06d73ZReK2aM01EsLS0RGJiIpKSkmrloq34+Hj06NED2traCAkJqdYVvNYnrZGZl/nV71ESKsHZzFmq86iJCJcvX8b27dtx8eJFKCkpYerUqViwYAGMjIxqdaeW8uTm5uL48eNwd3dHdHQ0mjZtih9++AE//PADNDQ0WMeTmo0bN8LJyQnr1q2Ds7Mz6zg8hsxdg5DxtuCz27XUlRHqWLnFhM7Ozli/fj2SkpKYr70Ri8Xo06cPYmNjERkZyTzP9+r69evo168fZs+ejT179jDJ8HEe/bFjxzB+/HgmGf5LX18fGhoauHLlCuso36wqc6Zr1cj05cuXcePGDTg5OdXKQvrNmzcYPnw4lJSUcPbs2WpvhWNvbA8lodJXv0ea0z7EYjG8vb2hr68PGxsbREZGYsOGDXjy5Ak8PT1hbGz8XRfSwId2cbNnz8a///6LwMBAdO/eHS4uLmjVqhVmzZqFx48fs44oFatWrcKMGTPg4uKCI0eOsI7DY+jpFwrpr93+NXPmzIGcnBx27979rbG+mVAoLBmVnjRpEoqLixkn+v68ffsWU6dORbt27bB9+3ZmOXbu3InmzZtj1KhRzDJ8Kj09HTExMRg0aBDrKMzUmmKaiODk5IRWrVphzpw5rONUO5FIhPHjxyM1NRWnT5+ukR2xhrYdCmczZzRXaQ4Byi5Sy5oOUl2ICKdOnULXrl0xdepUCIVCHDx4ECkpKXBycqq103e+hUAgQP/+/XH+/HkkJCRg7ty5OHr0KHR1dbFgwQKkp6ezjlijBAIBdu/eDUtLS8yaNQt3795lHYnHiKa6cqVu/5oWLVpg+PDh2Lt3L4qKir412jfT1taGp6cnbt++DRcXF9ZxvjsLFy7E06dP4e3tzayv86NHj3Dx4kXMnz8fioqKTDL8V0BAAADwxXRtcPbsWdy7dw/r1q2rlb04V69ejStXruCvv/6q0V7SQ9sOxaUxlxA1PQrNVb7cgq2ZSrMauTYR4cKFCzA1NcWYMWMgkUhw4sQJREREYNq0abXy37UmdOjQATt37sTjx48xf/587Nu3D+3bt8eSJUvw/Plz1vFqjKKiIk6ePInmzZvD1tYWGRkZ5d+JV+sst9GFskLpfr/KCkIst9Gt0vl++OEHvHr1CqdOnaqOeN9s/PjxmDVrFn799VdcvXqVdZzvxpEjR3D06FGsW7cOPXr0YJbDw8MDQqEQ8+bNY5bhvwICAqClpYXOnTuX/821VWXbf7A4ymuNJxKJqHPnztShQwcqLi6uYPMT2eHj40MA6IcffpDqdaXZKu/evXvUu3dvAkDa2tp08OBBEolE1X6d71FKSgrNnj2bhEIh1a1bl9auXUt5eXmsY9WYqKgoUlVVJVNT0+++feD36kx4OpltCqQ2K/zIbFMgnQlPr/K5xGIxtWvXjnr37l2NCb9Nbm4u6erqkqamJr18+ZJ1nFovMTGR1NTUyMzMjGmNkZubS+rq6jR+/HhmGf6ruLiY1NXVadasWayjVBtUoTUe80K5Ikd5xfSRI0cIAB07dqzyjxrHPXjwgFRVValXr15UVFQk9ev7JfmR1Qkr0j+gT1YnrKq9kH758iXNnTuXBAIBaWhokIeHB5Of83uQkJBA48ePJwDUqlUrOnHiBEkkEtaxaoSvry8BoGnTptXan5EnPVu2bCEAFBERwTpKifDw8JKe+vzAQ815+/YtdezYkRo2bEjJyclMs/z1118EgG7cuME0x6du3LhBAMjHx4d1lGrzXRbTIpGI9PT0qHPnziQWi6v2yHFUbm4ude7cmZo0aULp6VUfWeEikUhEf/75JzVo0ICEQiEtXbqU33hDSoKDg6lr164EgAYMGECxsbGsI9UIZ2fnat3UiPf9evPmDdWtW5emT59e4ftU5+h4WXbv3k0AaM2aNdV+bt6HUVcbGxuSl5enoKAgpllEIhHp6OiQqakppwYIli9fTgoKCpSdnc06SrX5Lovpo0eP1rp3RUREEomEpk2bRgKBgC5fvsw6TrW6efMmGRoaEgDq378/xcTEsI703SkuLqadO3eSuro6ycvL09KlSyknJ4d1rGolFotp2LBhJC8vz6mRHJ5sWrRoESkqKlJmZma533smPJ30nC6U2mFRz+lCtRfUEomEZs2aVWs/mWXtp59+IgDk6enJOgqdPn2aANDx48dZRymlQ4cOZG1tzTpGtfruimmRSEQdO3aslaPSe/bsIQDk7OzMOkq1yc/Pp2XLlpFAIKAWLVqQj48Pp95hf49evnxJ8+bNI4FAQNra2nTt2jXWkapVVlYWtW/fnpo1a0ZPnz5lHYfHYeWNJD98+JAEAgGtXbu23HOZbQr84pblZpsCqz13QUEBWVhYkKKiIl2/fr3az/+98vDwIACc2R67V69epK2tzal1YQ8ePKiVn/5VpZiW6W4eJ0+exIMHD7B27VrIycn0j1JKZGQkfvzxR1hZWcHJyYl1nGpx584dGBsbY+vWrZg/fz7i4uIwduzY775PNGuNGzfG7t27cf36dQiFQvTt2xc//fQT8vLyWEerFurq6jh9+jSys7MxYcIEiEQi1pF4HFTerokAoKOjg2HDhsHDw6PcnUars9d1eZSUlHDmzBm0bdsWI0eORFxcXLVf43tz5coV/PjjjxgyZAi2bNnCOg5CQ0Nx69YtLFu2DPLy8qzjlDh37hwAYMSIEYyTsCezFahEIsH69evRqVMnjBkzhnWcapObm4tx48ahUaNGOHz4MIRCYfl34rCioiKsWrUKZmZmyMvLw6VLl+Dh4VErt/yWZX369MG///4Le3t77NixAwYGBggJCWEdq1ro6+vD09MTwcHBWLNmDes4PA7aEpCAgmJxqdsKisXYEpBQ6jYHBwe8fPkSXl5eXz1fdfa6roiGDRviwoULUFJSwuDBg2t9X/ma9ODBA4wdOxYdO3bE0aNHOfEavHnzZjRq1AgzZ85kHaWUs2fPwsjICC1btmQdhTmZLabPnj2LuLg4ODk51apRaQcHBzx69AiHDx9GkyZNWMf5JnFxcejevTs2bdqE6dOnIzo6GlZWVqxj8cpQt25d/P7777h27RokEgksLCzwyy+/1Iqd1qZMmYJ58+bB1dUVly5dYh2HxzEVHUnu168fTE1N4erq+tW/i+rudV0Rbdq0wT///IO3b9/CysoKL1++rLFr1Vbx8fEYMGAA6tSpg/Pnz0NNTY11JEREROD8+fP46aefOLWzc3p6Om7evMmZXRhZk8kqlIiwadMmtGvXDmPHjmUdp9qcOnUKe/fuhaOjI/r27cs6zjfx9vZGt27d8OzZM5w7dw779u1D/fr1WcfiVYClpSWioqIwd+5cbNmyBZaWlnjy5AnrWN9s+/bt6Ny5M6ZOnYpnz2p2F0+ebKnoSLJAIMDatWvx+PHjr25bb2ukhU12+tBSV4YAgJa6MjbZ6cPWSKs6Y3/GyMgIfn5+SElJwaBBg5CdnV2j16tN4uLi0LdvX4jFYgQGBqJNmzasIwEAXFxcoK6uDnt7e9ZRSjl58iQAYNy4cYyTcERlJ1mzOP67APHSpUsEgHbv3v3NE8254smTJ9SgQQMyNTWl9+/fs45TZQUFBTRv3jwCQBYWFvyiLxl37NgxUlVVpUaNGtE///zDOs43i4mJIWVlZRo4cGCtW7TMq7rKdN+QSCRkaGhI7du359RisE/9888/JC8vTz179qTXr1+zjsN50dHR1KRJE2rWrBnFxcWxjlMiPDycAJCLiwvrKJ/p1asXGRgYsI5RI/C9dPPo27cvFXjJfQAAIABJREFUaWpqUmFh4bc/ahwgEomoX79+pKKiQg8fPmQdp8oePXpU0vLO0dGx1AtNTW/+wqs5CQkJpK+vTwBo1apVnC0gKsrT05MA0KZNm1hH4XFIZfpCf2xT5uXlJcWElXPmzBlSVFSkLl26UEZGBus4nBUZGUmNGzcmTU1Nio+PZx2nFFtbW1JXV6esrCzWUUpJTU0lALRx40bWUWrEd1FMh4aGEgDavn179TxqHODq6koAaO/evayjVNmZM2dITU2NGjRoQOfPny/1NWluS86rGfn5+TRnzhwCQJaWlhXqtctVEomExo0bR0KhkG7evMk6Dk8GicVi6tq1K+nq6nJ698HAwEBSVVUlbW1tSkxMZB2Hc+7fv08NGzakFi1acO7xiYiI4Gx73K1btxIAmR78+5qqFNOCD/fjNlNTUwoLCwPwoQXLrVu3kJKSAhUVFcbJvt2///6Lbt26YcSIEThx4oTMtYoj+jB/ffXq1ejWrRt8fHw+m2tmfdIamXmZn923uUpzXBrDLwaTJV5eXliwYAEaNWoEPz8/dO3alXWkKsnOzoahoSHk5OQQGRnJd5fhVdqpU6cwZswYHDx4ENOmTau28/pGZGBLQAKevi2AproyltvoftNc67CwMAwePBgA4Ofnhx49elRXVJkWEBCAcePGQV1dHVevXkXbtm1ZRypl+PDhuHHjBlJSUqCurs46Tindu3eHSCRCeHg46yg1QiAQ3Cci08rcR6YWIMbFxeH8+fNYvHhxrSiki4qKMHXqVDRq1Ah//fWXzBXSRUVFmDlzJlavXo1JkyYhODj4i4s2nuV9ebFXWbfzuGvq1Km4ceMGxGIxzM3N4efnxzpSldSvXx+HDh1CcnIylixZwjoOTwaNGjUKxsbGWLNmTbl9pyuqIv2uK8vU1BQ3b95E/fr10a9fP/j6+lZLVln1cQBo8ODBaN26NUJCQjhXSIeGhsLPzw8rVqzgXCGdmJiIe/fuYfLkyayjcIpMFdNubm6oW7cuFi1axDpKtdiwYQOio6Px999/o3HjxqzjVMrr169hbW2NgwcPwsXFBd7e3lBSUvri9zZTaVap23ncZmxsjLt370JXVxcjRozAtm3bIAufcP1Xnz59sGLFCuzduxdnz55lHYcnY+Tk5LB582akpaVh165d1XLOiva7riwdHR3cvHkTXbt2hZ2dHdavXw+xWFz+HWuZnJwcjBkzBqtWrcL48eNx69YtzvVIJiL8/PPP0NTU5FwHDwA4duwYBAIBxo8fzzoKp8hMMZ2RkQFvb2/Mnj0bjRo1Yh3nm4WFhcHV1RUzZszA0KFDWceplISEBPTs2RN37tzBkSNHsHbt2q+Oqtsb20NJWLrQVhIqwd6Ye08UvIrR0tJCcHAw7OzssGzZMsyfP18m+1G7uLjAyMgIc+fOxfPnz1nH4cmYgQMHwtraGhs3bsTbt2+/+Xw1uXNi06ZNERQUhMmTJ2PdunUYMGAAMjKqPuItaxISEtCjRw/4+vpi69atOHLkCCc/4T558iRu376NDRs2cKqvNPCh0D969Cj69OmDFi1asI7DKTJTTLu7u0MikWDp0qWso3yzoqIizJgxAxoaGti+fTvrOJUSHByMnj17Ijs7G0FBQZg4cWK59xnadiiczZzRXKU5BBCguUpzOJs5Y2hb2XoTwSutbt268PHxwapVq7Bnzx4MHjwY7969Yx2rUhQVFeHt7Y13795hzpw5MjnCzmNr8+bNePPmDTZv3vzN56rpnRPr1q0LLy8vHDx4EGFhYTAwMJDZqVqV4evri+7du+Ply5e4fPkyli5dyslple/fv8fKlSvRpUsXTJ8+nXWcz0RHR+PBgweYMGEC6yjcU9kViywOQ0NDqlevHk2cOLFaVmqy5uTkRADI39+fdZRK8fPzIyUlJdLT06OkpCTWcXgccuDAAZKXlycTExN6+fIl6ziV9vvvvxMA2rNnD+soPBk0efJkUlJSopSUlG86T2X6XX+r+Ph4MjAwIAD0448/Un5+frVfg7Vnz57RxIkTCQCZmJhQamoq60hftW3bNgLA2Z7+jo6OJBQK6cWLF6yj1CjU1tZ4LVu2JAB07969an3AWIiOjiZ5eXmaOnUq6yiV4uPjI9PFEq/m+fv7k5KSEnXq1InS06v/xb8micVi6tevH6mpqVFaWhrrODwZk5qaSsrKymRnZ/fN56pMv+tvVVBQQPb29gSAOnToQP7+/iSRSGrsetIiFovJ09OT1NXVSVFRkZydnamoqIh1rK/KzMykevXqkY2NDSf/DUQiEWlpadHQoUNZR6lxtbaYVlRUJHNz82p9sFgQi8XUs2dPatSokUwVpPv27SM5OTnq3bs3ZWdns47D47Br166V9LWVtU8vkpKSqG7dujRo0CBOvpjxuO3XX38lAHThwgXWUSrt0qVL1KFDBwJANjY2FBsbyzpSlcXGxlLv3r1LeuJzbSOWskybNo0UFBQoISGBdZQvCggIIAB04sQJ1lFqXK0tpgGQj49PtT5YLOzcuZMA0KFDh1hHqbA//viDAJC1tTXl5uayjsOTAXfv3qWGDRtS8+bNKSYmhnWcSvn4+37gwAHWUXgyprCwkHR0dKh9+/YyuTtvUVERbd++ndTV1UkoFNKiRYtkatAnNTWVFi1aRAoKCtSgQQPat2+fzLwpDgkJIQC0cuVK1lHKNHHiRGrQoIFM/m5XVq0tphUUFGR+C+MnT55QvXr1yMrKSmb+wD+OtIwaNeq7+APiVZ+YmBhq3rw5NWzYkMLCwljHqTCxWEzm5ubUoEEDmd7lkcfGxYsXv3mbZWlO8/iSly9f0qJFi0goFJK6ujqtW7eO038Ljx49otmzZ5O8vDwpKCjQ3Llz6fnz56xjVZhIJCIDAwNq0aIFZwessrKySElJiRYtWsQ6ilTU2mK6U6dO1fpAsWBra0vKysoy89H3x0J68uTJMv9GhsdGUlIStWnThtTV1Sk8PJx1nAqLj4+nOnXqVMv8V973x87OjpSVlSk5ObnS95XmAsTyxMTE0PDhwwkAKSgo0JQpU+jOnTtSz1GWqKgomjJlCsnJyVGdOnXoxx9/5PwCwy/5+Ik1lz993717d61Zt1YRtbaYNjExqdYHStr8/PwIALm6urKOUiEfOxtMmTKFRCIR6zg8GZacnEytWrWixo0by9SUj02bNhEAOnv2LOsoPBmTmppKqqqqVfoU0mxTYKlC+uNhtimwhtKW7+HDh7R48WJSVVUlANS9e3favXs3vXr1SupZkpOTadOmTSVdSOrWrUvLli2jp0+fSj1LdUhLS6N69erRwIEDOf2JtYmJCXXp0oXTGatTVYppwYf7cZupqSmFhYWxjlElBQUF6Ny5M5SUlBAZGQlFRUXWkb5q3759mD17Nuzs7HD8+HHIy8uzjsSTcY8ePYKFhQWICMHBwdDR0WEdqVzFxcUwMjJCTk4O4uLiOLm5A4+7du3ahUWLFuHvv//G7NmzK3w/bUd/fOkVWQAg2ZVtX/53797h0KFD2LlzJ5KSkiCRSNCzZ08MGzYMQ4cOhb6+frX3bpZIJHj06BEuXryIo0eP4vbt2wCAXr16YcKECZg0aZLM7R78ERFhyJAhCA4ORnR0NOe2NP8oLCwM3bp1w86dO2vN7tPlEQgE94nItFL34YvpmuXs7AwXFxcEBQWhX79+rON81fHjxzFx4kTY2NjA19cXderUYR2JV0vExcXB0tISysrKuHHjBlq3bs06UrlCQkLQp08fLF++HL/99hvrODwZIpFIMGDAAISHhyM2NrbCu8WZuwYh4wu7HWqpKyPUsX91x6wSiUSC+/fvw8/PD/7+/rh//z4AoGXLljA3N0enTp3QuXNndOrUCe3atYOCgkKFzisWi/HixQvcv38fd+/exZ07d3D37t2SnSUNDQ0xYcIEjB8/Hm3atKmpH09qDh48iBkzZuCPP/7A4sWLWccp0+zZs3Hs2DE8ffoU9evXZx1HKvhimmOSkpLQuXNn2NnZ4ciRI6zjfNX58+dhZ2cHMzMzXLhwgXPbmLJCRHjx4gWePHmCnJwc5OfnlzqKi4tRt25d1K1bFyoqKiX/r6GhgRYtWkBJSan8i3wnIiIi0L9/fzRq1AjBwcHQ1NRkHalcc+bMwYEDBxAeHo6uXbuyjsOTIUlJSejatSssLS3h7+9foVFb34gMrDwdjYJiccltygpCbLLTh62RVk3G/WqmLQEJePq2AJrqylhuo1sqS2ZmJi5cuAB/f3+Eh4cjJSWl5GsKCgpo164d1NTUSp4bPx7FxcV48eIFnj9/jhcvXuDVq1eQSCQAADk5Oejr66NHjx7o3r07+vTpgw4dOkj7R68xT58+RefOndGlSxdcv34dcnLc3Iz67du30NTUxJQpU+Dp6ck6jtTwxTSHEBGGDRuG4OBgJCQkcLpwCAoKwpAhQ9C1a1dcuXIFampqrCNJXVZWFsLDwxEeHo74+HikpaUhNTUVaWlpKCoqqvJ5NTQ00Lp1a7Rq1Qra2towNDSEsbExdHR0IBQKq/EnkA23b9+GlZUVWrZsiRs3bqBRo0asI33V69evoaenBx0dHYSEhHD2RY/HTX/88Qfs7e1x4MCBCm8PXV7xKk1VKe7z8vIQHx+P2NhYxMXF4dGjR8jLyysZgMjLy0NeXh4UFBSgoaGBpk2blhwaGhowMDCAsbFxrZ1aRUSwtbXFpUuXEBUVxelpbx9/f8PDw2FkZMQ6jtTwxTSHnD9/HiNGjICbmxuWLVvGOk6ZoqOjYW5ujtatW+PatWucL26qw8ePKYOCghAWFob79+8jOTm55OvNmjVD69atS4rg1q1bo2XLlqhfv/5noyvy8vIoKCgoNVqdl5eHZ8+elRTjH4/k5OSSwlxFRQVGRkYwNjaGmZkZBg4c+F089gBw7do1DBo0CMbGxggMDISysjLrSF/18ePYPXv2YM6cOazj8GSIRCKBpaUloqOjERUVhVatWrGOVCmyMO1E1nh5eWHatGmcrw3oQyc1qKmp4c6dO6zjSBVfTHPE+/fv0aVLFwiFQkRFRVV4zpi0PX36FD169IBEIsGdO3cqPK9PFj19+hSXLl1CQEAALl++jNevXwMA2rVrB2NjY5iYmMDY2BjGxsY1VtSKRCI8ePAA9+/fR3h4OO7fv4/IyEjk5+dDIBCgW7dusLGxgY2NDXr06FGrF3+ePHkSY8eOxdixY3Hs2DFOj/gSESwsLBAfH4+HDx+iQYMGrCPxZMjjx49haGgIQ0NDXL16VaY+keLygkhZlJKSgq5du8rE70JgYCAGDhyIgwcPYtq0aazjSFVVimnmbe8qcshaa7ytW7cSAPrnn39YRylTTk4OGRsbk4qKikz1AK6MzMxM2rZtG5mYmBAAAkDNmjWjadOm0eHDh+nFixesI1JxcTHdunWLnJ2dqWfPniQnJ0cAqH79+jRz5kwKCgoisVjMOmaN2LJlCwGg5cuXs45SroiICJKTk6PFixezjsKTQV5eXgSA1q9fzzpKpXCxVZ+sEolE1Lt3b1JTU6tSD3Jps7W1pcaNG1NBQQHrKFIHvs80ey9evKD69evToEGDWEcpk0gkouHDh5OcnBz5+/uzjlOtcnNzycvLi2xsbEoKU1NTU3J1daXIyEjO98l8/fo1+fj40LRp00r6urZo0YJWrFghU32aK0IikdAPP/xAAGjXrl2s45Rr4cKFJCcnR//++y/rKDwZNHnyZJKTk6OrV6+yjlJhXNpE5tNMLHeIrCpnZ2cCQIcOHWIdpVypqakkJydHjo6OrKMwwRfTHLBw4UISCoUUFxfHOkqZFi9eTADozz//ZB2l2sTHx9OCBQtIRUWFAFDr1q1p9erV9ODBA9bRqiwvL4+OHj1KQ4YMIaFQWPLGwNvbm96/f886XrUoLi6moUOHysQbu9evX1OjRo3IwsKC82/KeNzz7t070tXVpWbNmnF6e+7/4lLxysXiviIuX75MAoGApk2bJhPPHStXriQ5OTlKSUlhHYUJvphmLDY2loRCIaf3r3d3dycAtHTpUqle1y/Jj6xOWJH+AX2yOmFFfkl+33xOiURCV69epWHDhhEAqlOnDs2cOZOCg4Nr3dSI58+fk7u7O+np6REA0tLSIldXV3rz5g3raN9MlqYcfdxW98iRI6yj8GRQVFQUKSsrU9++fam4uJh1HJkji9NO0tPTqUmTJtSpUyfKzc1lHadcBQUF1LhxY7K1tWUdhZmqFNP8AsRqNHLkSFy7dg1JSUmc3JXp8uXLGDRoEIYPH45Tp05JbfGD/2N/ON90RqG4sOQ2JaESnM2cMbRt5RexiMVi+Pj4wM3NDeHh4WjSpAkWLlyIhQsXomnTptUZnXMkEgkCAgKwdetWBAYGQkVFBbNmzcLy5cvRsmVL1vGqLDMzEz169IBAIEBYWBiaNGnCOtIXicVidOvWDa9fv0ZCQgLfR5xXaR+7w9jb2+P3339nHUemyNqCyKKiIlhaWiImJgZ3795Fp06dWEcq1549ezBv3jyZ2GiuplRlASJ3l9DLmJCQEJw7dw6Ojo6cLKRTUlIwceJEdOzYEd7e3lJdRewe7l6qkAaAQnEh3MPdK3UeIoK/vz+MjIwwadIk5Ofnw9PTE6mpqXB2dq71hTTwYTODwYMH48qVK4iMjMTo0aPx119/QUdHBz///HNJlxJZ07x5c5w5cwbPnz/H+PHjIRKJWEf6IqFQCDc3N6SlpWHHjh2s4/Bk0PTp02Fvbw93d3fs37+fdRyZoqn+5TaaZd3OEhFh0aJFuHPnDg4dOiQThbRYLIabmxtMTU3Rt29f1nFkCl9MVwMiwvLly6GpqQl7e3vWcT5TUFCA0aNHo7i4GGfOnIGqqqpUr/8s71mlbv+SW7duwdLSEsOGDUN+fj6OHj2K2NhYzJ07l/N9imuKgYEBDh48iEePHmHixInYvn072rZti40bNyIvL491vEozMTGBp6cnrl69ihUrVrCOU6b+/ftj6NCh2LhxI169esU6Dk8Gubm5YeDAgViwYAFu3brFOo7MWG6jC2WF0gNBygpCLLfRZZSobLt378bevXuxevVq2NnZsY5TIefOncPDhw/xyy+/VGjHTt4nKjsvhMXB9TnTp06dIgC0Z88e1lE+I5FIaMaMGQSAzp07xySD1Qkr6nKgy2eH1Qmrcu+bkJBAtra2BIA0NDRo165dtWbxXXWLiYmhkSNHljxWHh4eJBKJWMeqtI8LZA8fPsw6SpliY2NJTk6OfvrpJ9ZReDLq9evX1K5dO9LQ0KC0tDTWcWQGlxZEliUkJIQUFBRo8ODBMvMcLJFIqEePHtS2bVuZyVxTwC9AlL7i4mLq0KEDdezYkZMLSjw8PAgArVmzhlkGvyQ/MvUyLVVIm3qZfnURYkFBAa1du5YUFRWpXr16tGHDBsrJyZFiatkVGhpKffr0Ken+cf/+fdaRKuX9+/fUp08fUlZWpoiICNZxyjRv3jySl5enhw8fso7Ck1ExMTFUr1490tfXp7dv37KOw6sGycnJpKGhQe3bt6esrCzWcSosODi41nX5qiq+mGZgz549BIB8fX1ZR/nM3bt3OfPuuDLdPK5evUodOnQgADRp0iR69uyZFJPWDhKJhI4ePUoaGhokJydHS5culak3I8+ePSMtLS3S1tbm7AtSZmYmqaio0JgxY1hH4cmwS5cukby8PFlaWlJ+fj7rOLxv8OLFC+rQoQOpq6tzuj3ulwwePJgaN25MeXl5rKMwxxfTUlZYWEgtW7akHj16cK535Js3b6hNmzbUqlUrevXqFes4FfL69WuaNWsWAaC2bdtSQEAA60gyLysrixYsWEAAqFWrVuTn9+0tCaXl5s2bJC8vTyNHjuTc39dHa9euJQB079491lF4MuzIkSMkEAho+PDh/DS2MnB9ese7d+/I1NSUlJSU6MaNG6zjVEpYWBgBoF9//ZV1FE7gi2kp27FjBwGgK1eusI5SikQiIVtbW1JQUKDbt2+zjlMhfn5+1LRpUxIKheTo6Mi/O65mISEh1KlTJwJAkydPpuzsbNaRKmT79u0EgLZv3846yhdlZ2dT48aNaeDAgayj8GTcrl27CABNmTKl1vXJ/1Zc36ylsLCQBgwYQEKhkNnapG8xatQoUldX56ca/X98MS1FeXl51KxZM7K0tOTcqNnHJ+WtW7eyjlKugoKCkgVnBgYGFBkZyTpSrVVUVETOzs4kFApJW1ubbt26xTpSuSQSCY0YMYIUFBQ4O/f7Y8F/+fJl1lF4Mu5///sfAaDFixdz7nWFJS5v1iISiWjs2LEEgA4cOMA6TqVFR0cTAFq7di3rKJzBF9NS5ObmRgA493FOdHQ0KSkp0aBBgzg/uhEXF0ddu3YlAGRvb08FBQVf/f6a2EXxexQaGkqtW7cmoVBI//vf/5jPpy/Pq1evSEtLi3R0dDg577ugoIBatWpFpqamfAHE+yYSiYSWLVvGfNE417T5QiHdeoUftVnB9jVAIpHQDz/8QADIzc2NaZaqmjhxIqmqqsrMdFBpqEoxzfeZroLc3Fxs3rwZ1tbW6N27N+s4JQoLCzFp0iSoqanhwIEDkJPj5j8vEeHvv/+GiYkJMjMz4e/vj99///2ru8l93EUxMy8TBEJmXiacbzrD/7G/FJPXDmZmZoiMjMTYsWPh5OSEgQMHIiMjg3WsMjVq1AiHDx9GUlISFi9ezDrOZ5SUlODi4oKwsDCcOnWKdRyeDBMIBNiyZQtmzZqFDRs2YO3atR9Gvb5z0tisxTciA+auQdB29Ie5axB8I77+nEhEcHR0hIeHB3755RcsW7as2rJIS0JCAo4fP46FCxeiUaNGrOPING5WWxz3119/4eXLl3B2dmYdpZS1a9ciOjoa+/fvh4aGBus4X1RYWIjp06dj7ty5MDMzw7///oshQ4aUe7/q2kWR94G6ujqOHDmC/fv34+7duzA0NMS1a9dYxyqTpaUlVq1ahQMHDnCyYJ06dSr09PTg4uICiUTCOg5PhgkEAnh6emL27NnYsGED7O3tv/vfqZrerMU3IgMrT0cj420BCEDG2wKsPB1dZkEtkUjw448/4rfffsOCBQvg6upaLTmkbd26dVBWVpbJNwJcwxfTlZSfn1+ye1WvXr1YxykRHBwMNzc3zJ8/v0LFKQuZmZmwtLSEl5cXXFxcEBAQgObNm1fovmXtlpiZl8mPTleRQCDAjBkzEB4ejiZNmsDKygqenp6sY5Vp7dq1MDExwfz585GZmck6TilCoRBOTk6IiYnBmTNnWMfhyTihUIg9e/Zg2bJl2LFjB2bMmAGRSMQ6FjO2RlrYZKcPLXVlCABoqStjk50+bI20quX8WwISUFAsLnVbQbEYWwISPvtekUiEmTNnYteuXfj555+xa9cumdwtMDIyEsePH4eDgwOaNm3KOo7ME8jCR0impqYUFhbGOgYAwN3dHQ4ODrh+/TosLCxYxwEA5OTkoGvXrhAKhYiMjJT6duEVER4ejpEjRyIrKwteXl4YNWpUpe5vfdIamXlfLqCUhEpwNnPG0LZDqyPqdyk7OxuTJk3CP//8g8WLF2Pbtm2Ql5dnHesz8fHxMDIyQr9+/eDv78+pFzGxWIxOnTpBSUkJERERnJ1mxZMdRIRff/0VTk5OGDFiBI4fP/7V6XC8qtF29MeXKiEBgGTX/3tdKSoqwqRJk3D69GmsX78eTk5OnHoOqoxhw4YhNDQUycnJUFdXZx2HUwQCwX0iMq3Mffhn+0ooLCzEb7/9BgsLC84U0gCwZMkSpKWl4eDBg5wspE+ePInevXtDIBAgNDS00oU0ANgb20NJ+OUXEX66x7erX78+zp07VzISNmTIEGRlZbGO9Rk9PT1s2bIFFy5cwF9//cU6TikfR6ejoqJw7tw51nF4tYBAIMDq1auxc+dOnDt3DkOGDEFOTg7rWLVOReZk5+fnw9bWFqdPn8b27duxZs0amS2kQ0ND4e/vjxUrVvCFdDXhi+lK2L9/P54+fYo1a9awjlLC398fe/fuxS+//AJzc3PWcUohIqxfvx5jx46FoaEh7t27BwMDgyqda2jboXA2cy7z62VNA+FVnFAohJubG/bt24dr166hZ8+eSEj4/GNO1hYuXAhra2v8/PPPSEpKYh2nlIkTJ6J9+/ZwcXHhF47xqs2iRYvg7e2N4OBg9O7dG6mpqawj1Srlzcl+8+YNBg8ejICAAPz9999wcHBgEbNaEBFWr14NDQ0NTi7ollV8MV1BIpEIv/32G3r27IkBAwawjgMAePfuHebPn48uXbpwbjGkWCzGvHnzsG7dOkybNg1Xr1795kWRQ9sORXOVL8+xbqbS7JvOzfs/M2fORFBQELKysmBubo779++zjlSKnJwc9u7dCwUFBcydO5dTRau8vDycnJwQGRkJf39+Lj+v+kyePBn+/v5ISUmBqakppxcMy5qvzcmOiYlBt27dcPv2bRw9ehSzZ89mHfebXLx4EdevX8fq1auhoqLCOk7tUdleeiwOLvSZPnz4MAEgX19f1lFKLFy4kOTk5OjOnTuso5Ty/v17Gj9+PAGg1atXV2vvXb8kPzL1MqUuB7qUHKZepnzP6RqQmJhIrVu3JjU1NQoODmYd5zOenp4EgPbs2cM6Sinv37+nNm3aUM+ePfm+07xqFx8fT3p6eiQUCsnd3Z3/HatBp0+fJhUVFWrevLlMbHJVHpFIRF26dKF27dpRUVER6zicBX7TlpohkUjIwMCAOnbsyJmNUEJCQggAOTg4sI5SSn5+Pg0bNowA0ObNm2vkGvzmLdLz5MkT0tPTI2VlZbpw4QLrOKVIJBLq27cv1a9fnzIyMljHKeXjLqSBgex3aOPVPtnZ2TRixAgCQNOnTy93wyte5YjFYlq3bh0BoO7du3Pu+aWq9uzZQwDIx8eHdRRO44vpGnLhwgUCQPv372ea46PCwkJKnotGAAAgAElEQVTS09Oj1q1bc2pHuHfv3lG/fv1IIBCQh4dHjV2HL6al68WLF2RkZEQKCgp04sQJ1nFKSUxMJCUlJbK1teXUCF1BQQE1b96c+vfvzzoKr5YSi8Xk7OxMAMjExIQSExNZR6oV3r17R7a2trXujUpOTg41a9aMzMzMOPVcyUV8MV1D+vXrR1paWpz5WGTt2rUEgFMjha9fv6YePXqQUCgkb2/vGrsOP82DjaysLDI3Nyc5OTnat28f6zilbN68mQBwrtB3c3MjALXi42Eed/n6+pK6ujqpqKjQnj17+ELpG9y5c4d0dHRIKBTS77//XqseyzVr1vDPRxXEF9M14N69ewSA3NzcmGX4VGxsLCkoKNCUKVNYRynx5s0bMjAwIEVFxRqfU251wqpUIf3xsDphVaPX5RHl5uaStbU1AaDdu3ezjlOiuLiYjI2NSUNDg7KysljHKZGTk0MNGzak4cOHs47Cq+XS0tKoX79+BIBGjBhBmZmZrCPJlPfv39O6detIKBRSy5Yt6dq1a6wjVau0tDRSVlamcePGsY4iE6pSTPPdPMqxbds2qKmpYe7cuayjgIiwcOFCqKqqYtu2bazjAAByc3MxZMgQPHjwAOfOncPIkSNr9HpltcDjW+PVPBUVlZJetwsWLMDRo0dZRwLwoYPGnj178PLlS6xevZp1nBKqqqr48ccfcf78eTx8+JB1HF4t1rJlS1y5cgXbtm1DQEAAunTpghMnTrCOJRNiY2PRs2dPuLi4YOLEiYiKioKlpeVn3+cbkQFz1yBoO/rD3DWozK3GuWjp0qUgImzevJl1lFqLL6a/4smTJ/Dx8cHcuXOhpqbGOg4OHz6M69evw9XVFU2aNGEdB4WFhbC1tcXdu3dx7Ngx2NjY1Pg1y2qBx7fGk446derg5MmTsLCwwLRp0+Dn58c6EgDA2NgYP/74Izw8PHDv3j3WcUosXLgQioqKcHfnNxXi1Sw5OTksWbIEERERaNu2LcaNG4fRo0cjJSWFdTROEolE2Lp1K0xMTJCWloZTp07By8vri5uY+EZkYOXpaGS8LQAByHhbgJWno2WioL506RJOnjyJ1atXo02bNqzj1Fp8Mf0VO3bsAABONDbPzs7GsmXL0L17d8yZM4d1HIhEIkycOBGBgYHYt29flXY1rIov7YSoJFSCvbG9VK7PA5SVlXHu3DkYGRlhzJgxuHr1KutIAIANGzagWbNmWLRoESQSCes4AAANDQ1MmTIF+/fvx5s3b1jH4X0HOnbsiJs3b2LTpk24ePEi9PT04OTkhNzcXNbROCMwMBDGxsb4+eefMWjQIMTExMDOzq7M798SkICCYnGp2wqKxdgSwL1NrT5VVFSExYsXo3379li+fDnrOLUaX0yXITc3F56enhgzZgxat27NOg5cXFzw8uVL7Nq1C3JybP/ZJBIJZs+eDV9fX/zxxx+YPn261K79cSfE5irNIYAAzVWaw9nMGUPbDpVaBh6gpqaGCxcuoF27dhgxYgTu3LnDOhLU1NSwZcsW3Lt3D3v37mUdp4SDgwMKCgqwe/du1lF43wl5eXk4OjoiISEBY8eOxcaNG6GrqwsvLy/OvNFkITExESNHjsTAgQORk5ODEydO4MyZM+VuKPb0bcEXb894W8DpqR/btm3Dw4cPsWPHDtSpU4d1nFpN8GGuNbeZmppSWFiYVK+5Y8cO/PTTT7hz5w66d+8u1Wv/V1xcHAwMDDBz5kx4enoyzUJEsLe3x44dO7BhwwY4OTkxzcNj6+nTp+jTpw+ysrJw/fp16OvrM81DROjbty9iY2Px8OFDNGzYkGmej6ytrREbG4vk5GQoKiqyjsP7zty6dQv29va4d+8eevTogfXr18PKygoCgYB1NKnIzs7Ghg0b8Mcff6BOnTpYvXo1HBwcoKSkVP6dAZi7BiHjCwW1AMCnFZSygrBk50TW0tLSoKenh8GDB+PUqVOs48gUgUBwn4hMK3MfqQxxCgQCOYFAsEQgEMQLBIJCgUDwRCAQbBUIBJzcy1IikWDHjh3o1asX80IaAJYtWwYVFRVs3LiRdRRs3rwZO3bswNKlSzm12IvHhqamJq5cuQJlZWUMGjQIGRlsR2YEAgF27tyJrKwsuLi4MM3yqSVLluDp06c4efIk6yi871CvXr1w+/ZtHDx4EOnp6bCxsUGPHj3g6+tbq0eqX7x4AScnJ7Rp0wbbtm3DlClT8PDhQzg6Ola4kAaA5Ta6UFYQlrrtv4U0wJ2pH0SERYsWQSAQcKZZQW0nlZFpgUDgDuAnAGcAXADQEcBiADcADCSir/41S3tk+tKlS7CxscHhw4cxadIkqV33Sy5evIjBgwdj69atWLp0KdMsZ86cgZ2dHSZMmIDDhw8zn25S00QiEdLS0pCYmIjHjx/j7du3yMnJQW5ubslRXFwMVVXVz44WLVpAR0cH7du358Ti1ZoWHR0NMzMz6OrqIjg4GHXr1mWaZ8GCBdi7dy9iYmKgq6vLNAvw4Q26np4eGjZsiNu3b7OOw/uOFRUV4dChQ3B1dcXjx4/RuXNnrFy5EuPHj4e8vDzreNUiOTkZbm5u2LdvH4qKijBq1Cg4OTnByMioyuf0jcjAloAEPH1bAE115S+OVAMfiuxkV7bTDn18fDB+/HhO1A2yqCoj0zVeTAsEgs4AogGcIaLRn9y+GMAfACYT0ZGvnUPaxfTIkSNx+/ZtpKWlMZ1nJBKJYGhoiKKiIsTGxjL9eDgiIgK9e/eGvr4+rl69CmVlZWZZqpP/Y3+4h7vjWd4zqMupQztDG69DXiMxMRHJyckoLi4u9f1CoRD16tUrKZoVFBSQl5dXUlzn5+d/do2mTZtCR0cHurq6MDMzg4WFBdq3b1/rPmL18/PDiBEjYGdnBx8fH6Zvtl68eAEdHR1YWFjg/PnzzHJ86uPUsdu3b6NHjx6s4/C+cyKRCD4+Pvj1118RGxuLVq1aYcaMGZg+fTratm3LOl6lSSQShIaGwsPDo+T5Z9q0aVi+fHmNvKEua+qHlroyQh37V/v1KurNmzfo2LEjWrZsidu3b9eaN0jSxNVi+n8AVgOwIKIbn9yuBOA1gOtENORr55BmMZ2amoq2bdvC0dGR+bSK3bt3Y8GCBTh9+rTUumV8SWZmJrp37w6BQIC7d++iWTPZb0OXn58PN383nMo9BYnc/30wIimSQO6KHHQlumjfvj10dHSgo6ODdu3aoVGjRqjz8BwEgeuB7HSgfgtgwFqg67iS+4vFYuTm5paMaH96xMbG4vXr1wCAZs2aoU+fPrCwsIC1tTU6dOgg9cegJmzbtg3Lli3DqlWrmP/9/Pbbb1ixYgUuX76MgQMHMs0CADk5OdDS0sLw4cNx+PBh1nF4PAAfitDz58/Dw8MDly5dAhHBwsICM2fOxJgxY6Cqqso64lfFx8fD29sbhw8fRkpKClRVVTF//nwsWbIEWlo1N3f5Y7u8T7t8KCsIMdpEC1fjX5aMYC+30ZXqHOrZs2fj4MGDCAsLg6GhodSuW5twtZgOADAQQF0iKvrP10IBdCCirzZNlmYxvXLlSvz2229ITk5Gq1atpHLNL8nOzoaOjg46duyIa9euMRvFLCgogKWlJeLi4hAaGgoDAwMmOapDQUEBLl68iOPHj+P8+fNosb4FFBt/PtrfXKU5Lo259PkJonyA8z8BxZ+MRigoA8P/KFVQf/F+getB2ekorquBYIW+OHA/D8HBwXjy5AkAwMDAAOPHj8e4cePQrl27b/1RmSEizJs3D3///TcOHTqEqVOnMstSVFSEjh07QlVVFRERERAKheXfqYY5ODjgzz//RGpqKjQ1NVnH4fFKSU9Px6FDh3DgwAEkJiZCRUUFNjY2GDx4MAYNGoQWLVqwjggiQlxcHAICAnD06FGEhYVBTk4OVlZWmDJlCmxtbaX2BuC/Uz/66TXBqfsZnxXY0lqUePXqVfTv3x8rVqyAq6trjV+vtuJqMR0NoCkRfdZ7RiAQ+AAYC6AOEb0v6xzSKqaLiorQsmVLmJmZwdfXt8av9zWrVq3Cpk2bEBYWBhMTEyYZiAhTpkzB0aNHcfr0adja2jLJ8S2ICFeuXIGXlxd8fX2Rk5ODxo0bY/To0QjtFfrF+wggQNT0qM+/sL0LkP3k89vrtwSWxHw5QDkFeEpKCs6ePYvjx4/j1q1bAABTU1NMmDABM2bMQKNGjSr7IzP3/v172NjY4ObNm7h+/Tp69uzJLMvJkycxduxYeHp6cmIX06SkJOjo6GDNmjWcWiDJ432KiHDr1i0cOnQI/v7+SE9PBwB06dIFgwcPhrW1NUxMTNCgQQOp5Hn69CmuXLlScmRmZgIAjIyMMGXKFEycOBHNmzeXSpavYTn1Izc3t2QkOjo6utZMxWSBq8V0EgAFIvpsmFcgEBwCMBVAAyJ6+5+vzQMwDwBatWplkpqaWqM5AeDYsWOYOHEiLl68KJXd/MqSkZEBHR0d2NnZwdvbm1mOrVu34ueff8bGjRuxatUqZjmqorCwEN7e3ti+fTvi4uKgrq6O0aNHY/z48ejXrx/k5eVhfdIamXmZn923zJFpZ3V8vn4bAASA89sv3I5KFeCpqak4ceIEjh8/jrCwMCgrK2PatGlwcHCAnp5e+T80h7x58wbdunVDQUEBwsLCmI3CEhF69+6N5ORkPHr0iPnCSAAYPHgwoqKikJqays9n5HEeESE2NhYXLlzAhQsXEBISUrKWRFtbG0ZGRjA2NoaxsTF0dHSgqalZ5b+zwsJCJCQkIDo6GjExMSXHx9f/xo0bY+DAgSUHF/aA+JS2o39ZrxA1vihx0aJF8PDwwLVr12BhYVGj16rtuFpMy8zIdN++ffHkyRMkJiYyXTw1f/587N+/HwkJCdDW1maS4dq1axgwYEDJYjJZWSz3/PlzeHh4YNeuXXj58iUMDQ2xZMkSjB8//rPFpP6P/eF80xmF4sKS25SESmVvAlOVkemqFOAAYmNj4e7ujkOHDqGoqAhDhgzB0qVL0b9/f5n5t4iOjkbPnj1hYmKCoKAgZoVjaGgoevfuDVdXV6xYsYJJhk/5+vpi1KhROHv2LEaMGME6Do9XKTk5Obh58yYiIiIQERGB8PBwPHr0qNT31K9fH5qamtDU1ISGhgYUFBQgFApLHQUFBXj58iVevXpV8t+3b//vOVFBQQF6enro0qULjIyMMHDgQBgYGHC6ixSrkenLly/D2toaS5cuxdatW2vsOt8LrhbTMjFn+sGDB+jUqRPzF9zExER07NgRP/zwQ8l25tL2/PlzGBoaon79+ggLC+PuApT/PxcZ2emQ1KmP/IIC1BUUIi2bcDKrE0xmuKJv375fLT4/7ebRTKUZ7I3ty95NsSpzpqtSgH/ixYsX+Ouvv/Dnn3/ixYsXMDY2xubNm9kuqPvkcf/SIsxPeXt7Y+rUqXB0dMSmTZukHPT/DB8+HCEhIXj8+LHUPpouS3FxMVq3bg0jIyP4+/szzcLjVYd3794hMjISKSkpePr0aanj+fPnEIlEEIvFJYdEIkGdOnXQpEkTNGnSBI0bN0bjxo3RpEkT6OrqQl9fHzo6OlBQUGD9o1VKWYsSa3LOdFZWFrp27Yp69erh/v37/PSOasDVYrq8bh7BRDT4a+eQRjHt4OCAXbt2IT09HU2bNq3Ra33NpEmTcPbsWTx+/LjcLU5rglgsxqBBgxASEoI7d+6ga9euUs9QIV8qbD9VkYWBVb1uBQvJMnNWIVthYSGOHDmCDRs2ICUlBTY2Nvjtt9+k/+9ThZ9n3rx52LNnD/z9/TFkyFcb99SYqKgoGBoaYsWKFUyL+o/WrFmDjRs3Ijk5mXMfVfN4vKr776LEmuzmQUSYMGECTp8+jVu3bsHUtFL1H68MVSmmQUQ1egDQByABcOo/ty/Gh8+/p5R3DhMTE6pJ+fn5pK6uThMmTKjR65Tn33//JQC0atUqZhnWr19PAGjPnj3MMlSEZFsnonVqXz+2dWYd84N/j3/Isq7+h//+e7zKpyosLKStW7dSgwYNSCAQ0IwZMyg9Pb0aw5ZjW+dKP9b5+flkYGBADRs2pLS0NOll/Y8pU6aQsrIyZWRkMMvwUUpKCgkEAnJycmIdhcfjyaiDBw8SAPr1119ZR6lVAIRRJWtdae2AuAPAj/iwA+I/+LAD4k8AQgH0J8Y7IB4+fBhTpkxBUFAQ+vXrV2PXKc/o0aMRGBiI5ORkJh9Fh4aGwsLCAhMmTIC3tzdn5+ZGRUWhy6k+kCs33tfnJcuyrKws/Prrr/jjjz8gLy+PdevWYdmyZTXf/q2Kc8ATExNhbGwMExMTBAYGMmlT9/jxY+jq6mLhwoVwd3eX+vX/a/DgwYiJiUFKSgon2vbxeDzZ8eDBA5iamqJbt27MnlNrq6qMTEtrJr8DgJ8BdAbwJ4AJAHYAGFZeIS0N+/fvh7a2NiwtLZlliIqKwunTp+Hg4MCkkM7OzsbkyZPRunVreHh4cLKQLi4uxoYNG2BqaoqM3ArcoT77nqg1pUGDBtiyZQvi4+NhbW2NFStWwNzcHA8ePKi+i0T5fJjz7az+4b9RPmU/puU81jo6Ovjzzz9x/fp1Zv1P27Zti+nTp2P37t14+vQpkwyfmjlzJtLT0xEUFMQ6Co/HkyH5+fkYN24cVFRUcOTIEb6Q5gCpFNNEJCairUSkS0R1iEiLiJYSUUVKohqVkpKCwMBAzJgxg+kq4fXr16N+/fpwcHCQ+rWJCAsWLEB6ejqOHDkCNTU1qWcoT1RUFHr27Im1a9di9OjRqG+37cNc3bIoKH+Yz1zLaWtr4/Tp0zh69CgePXoEIyMjbN68GSKR6NtO/HFudPYTAPThv+d/AnSsP3/cK/hYT506FRMnTsS6detKempL26pVqyAWi7F582Ym1//UiBEj0KBBA+zfv591FB6PJ0Ps7e0RGxsLb29vfvMnjuBujxkpOXjwIAQCAaZPn84sQ1RUFE6dOgV7e3uoq6tL/fpeXl44duwYXFxcmG6w8SWfjkanp6fj1KlTOHr0KNTMZ39Y9Fa/JQABoNzwwwHBh9tqYvEhRwkEAkyYMAGxsbEYOnQoHB0dYW5ujri4uKqfNHD954s7iwuAxEulH/dKPNYCgQAeHh5o2bIlJk2ahHfv3lUsy5dGyKuIS6PTSkpK+H/snXlcTfkbxz+3TauUrYwlEVnakco6LdOCipR97OuYGOYnhik7g+whyyATUhKloZIlCe2yJEuR0oK07+f3x3Wb5N6693bPOd2c9+vVq9ecOef7PLeb7uc85/l+nsmTJyMwMPArSzAGBgYGXpw5cwbHjh3D6tWrYWVlRXc6DF+gpGe6uZDVM11bWwtNTU1oaWkhLCxM5Ovzi5OTE8LCwpCenk55i8fbt28xcOBA6OnpITIyskU9LsrMzMTEiRMRExODSZMmYf/+/ejQoQP5gQV17GgEgaz3RABBEPDz88OSJUtQXFyMgwcPYs6cOYIvJGRvND9ER0dj+PDhmD17No4ePdr4ySJyQ6lPS+qdjouLw6BBg3Do0CEsXLiQ1lwYGBhaNqmpqTAyMoKhoSGt3v2tnZbcM90iuXXrFjIyMjBr1izacnj8+DECAgLw66+/Ui6kCYLAvHnzUFNTg5MnT7YoIX3r1i0YGhoiJSUF586dw9mzZ6kT0tzaG4SohnKGwmSXZIMAgeySbHhEeyDkFXnewiwWCy4uLnj8+DGGDx+OuXPnYsGCBaioqGj64voI2RvND6ampvj9999x7NgxXLt2rfGTeVXIIzYIHb9+dZozlpguDA0NoaurixMnTtCaBwMDQ8umsLAQjo6OkJOTw9mzZxkh3cL4rsX0mTNnoKSkBAcHB9py2LZtGxQUFGjplfbx8cG1a9ewbds2aGpqUh6fGwRBYN++fTA3N4eqqioePnwIFxcX6hIQoXjbG7/3q+mKAFBeU469MVtF1rbAi86dO+Pff//FmjVr4O3tjVGjRuHdu3f8L2D+p9C90fzg4eEBbW1tzJ8/H0VFRbxP/Jwp2HE+cXNzQ1VVFXbv3t2sdZoLp8Xs4cOHSE1NpTUXBgaGlkltbS2mTZuG58+fw8/PDz/8QI5vNYPwfLdiuqysDP7+/pgwYQLk5eVpyeH169c4e/YsFixYgPbt21MaOycnB8uWLYOZmRkWL15MaWxelJaWYsaMGXB1dcXYsWPx4MEDaGtrU5sET/HGZYphE7wvec/9eGWB8JVvAfqHJSUlsXnzZgQEBCAlJQVGRka4c+cOz/O/QtdZ6N5ofpCVlcXx48fx9u1brFmzhveJJFXIe/fuDWdnZxw6dAifPn1q1lrNZfLkyZCQkICPjw+teTAwMLRM3N3dceXKFezZs4dW+14G3ny3Yjo4OBiFhYWYNm0abTns2rULEhISWL58OeWxly5ditLSUhw7doxWFxMO7969w7Bhw/DPP/9g48aNCAgIoMdVhKdIYwlcQVZTUON+vLrm6wP8Vr6FbEEZP3487t+/j7Zt2+LHH3/EkSNH+HsBus7skeceBezvIt7QaWpqiqVLl+LAgQOIiorifhKJFXI3NzcUFxfDy8ur2Ws1B3V1dVhaWuLMmTOoraXdKZSBgaEFceHCBWzatAlz5szBkiVL6E6HgQf0qyia8PHxQZcuXTBq1Cha4ufm5uL48eOYPn06unal1g85MDAQFy5cgLu7O/WVXy48e/YMpqamSEtLw5UrV7B27Vr6BL75nwC4eWwTArd6uBq6QlZS9qtjsrW1cP3EZQMfP20LzWhB6d+/Px4+fAgrKyssXLgQ7u7uaAmbjzdv3gwNDQ3MmTMH5eXl355AYoVcT08Ptra22LNnD0pLS5u9XnOYPn06MjIy+H9ywMDA0OpJTEzEzJkzYWpqioMHD7bI+Q8MbL5LMZ2Xl4fQ0FBMnTqVtk13+/fvR0VFBX7//XdK4xYUFGDx4sXQ19fHypUrKY3NjQcPHsDMzAzl5eW4desW7OzIc7rgC11ncHexgMB9unaadvAw9YC6gjpYYEFdQR0epSzYlXARbvy0LTSzf1hZWRlBQUGYPXs2NmzYgEWLFqGmpqbpC0lEUVER3t7eeP78OdavX8/9JBIr5G5ubsjPz6d9A6CDgwMUFBSYVg8GBgYA7IKbg4MDVFVVERAQgDZt2tCdEkMjfJdi+sKFC6iurqatxaO0tBReXl4YN24c5ZXhNWvWIDc3F8eOHYO0tDSlsRsSGRkJc3NzKCsrIzo6GoaGhrxPFqHXcJMod+NxXPAnCHaadrjudB3JPyfjutN12A1vRtuCCPqHpaSk6jxKjxw5gqlTp6KyspLv68nA0tISs2bNws6dO5GSkkJp7OHDh8PExAS7d++m9cZCQUEBjo6OCAgIoP39YGBgoJeysjI4ODggNzcXgYGBUFPj3jLI0HL4LsX02bNn0b9/f+jo6NAS38fHBx8/fsRvv/1GadwHDx7g8OHDWLp0KYyMjCiN3ZDLly/DxsYGPXr0QFRUFHr16sX7ZBHa1TUKR7B/fotvWj1E5WTRnLYFEfUPs1gsbNmyBX/99RfOnz8PR0dH2tsc/vrrLygrK2PhwoWUt5/89ttvePXqFa5cuUJp3Ia4uLigoKAA4eHhtObBwMBAH9XV1Zg0aRJiYmLg4+ODQYMEsjtmoInvbmjLmzdv0KNHD2zcuBFr164VyZqCUFtbiwEDBkBBQQEPHz6krAeqtrYWQ4cOxdu3b5GamkrryPCzZ89i+vTpMDQ0RGhoaNNOJnUCtwHK3diP/UUBt+EgYAEg2HGaMbhFpIhwoAwAHD16FAsWLMDw4cMRHBwMJSUlESYrGMePH8fcuXPh4+ND6VOj6upq9O7dG927d8ft27cpi9uQiooKdO7cGQ4ODjh58iRtebR0amtr67znFRUV0bFjR3To0AEdO3ZEx44doaOjg759+9KdJgODwBAEgfnz5+PYsWPYv38/fvnlF7pT+i4RZmgLCIJo8V9GRkaEqPjrr78IAMSLFy9EtqYgXL16lQBAnDlzhtK4x48fJwAQp0+fpjRuQ/z9/QkJCQli5MiRRGFhIX8XuSsThHtbLl/KokvMcwD3GJ4DRBejhXLu3DlCUlKSGDlyJFFSUsI+mHT+y89Emf096TzpedTU1BCDBw8m1NTUiM+fP5Merz6enp4EACI2NpbSuA2ZOXMmoaysTJSXl9OaR0uktraWuHjxIjFw4EACAKGhoUH07t2bUFZWJsDe6FD3paenR2zbto1IT0+nO20GBr5Zu3YtAYBYu3Yt3al81wCIJQTUqd9dm8fZs2cxZMiQxtsKSMTT0xNdunTBxIkTKYtZUFAANzc3mJmZ0WoFePXqVUyePBkmJiYICQnhvwpK4jS+OkgaDkI5QvSWu7i4wMfHB7dv38b48eNRFe8rXFtNM/vaJSQkcODAAbx//x4bN24U6NrmMmfOHCgpKdE+xMXZ2RmfP39GWFgYrXm0NCIiIjB48GD272dVFc6fP4+XL18iLS0NBQUFqKioQFZWFhITE7Fnzx7IysrCzc0NGhoaMDMzw4EDB/D582e6XwYDA08OHDiATZs2Ye7cudiwQfgJrwz08F2J6efPnyMhIQGTJk2iJf6TJ08QHh6OX375BTIyMpTF3bhxI/Lz87F//37arHXu3LmDCRMmQEdHByEhIVBQUOD/YpKn8QEA5HiMcud1vCXSjN7yyZMn4+jRo7h27RoK/JcLbsEnTGwu4nvIkCGYM2cO9uzZg+fPn/P1skVB27ZtMWfOHJw/f57WEePm5uZQUVHBhQsXaMuhpbFp0yZYWFjgw4cP+Pvvv5GSkgJnZ+ev7DNlZGSgrq4OPT09uLq6IiYmBi9fvsTmzZtRWFiIpUuXQkNDA+7u7vj48SONr4aB4VvOnDmDpUuXwt7eHocOHWIs8MSQ70pMBwQEAACcnJxoie/l5YU2bdpg3rx5lMV8+fIl9u/fj1mzZqXx4ZwAACAASURBVMHAwICyuPVJSkrC2LFj0aNHD/z7779QVlYWbAGSp/G1Gpo5Cn3OnDnYuXMn2kuXcT+hsSq9oLEbEd+bNm2CrKwsVq1axVfePBGwUr5kyRJUV1fD29u7eXGbgYyMDMaOHYsrV66gqqqKtjxaCklJSVi3bh0mTZqEp0+fYubMmZCSkuLrWk1NTaxZswaPHj3Cw4cPMXr0aGzYsAEaGhpYvXo1cnNzSc6egaFpgoKCMHPmTIwePRrnzp3j+/eboWXxXYlpf39/GBsbo1s3HtZnJFJYWIhTp07BxcUFHTp0oCyum5sbpKWlKX9szuHVq1ewtraGoqIirl+/jo4dOwq3EMnT+FDGY6Q0r+MtERG0qqxYsQKfCR7tN4211fAat87reCPiW01NDW5ubrh06RJu3brVdNLcEKJS3rt3b9jY2ODIkSO0CllHR0d8+vSJ1s2QLQV3d3coKyvDy8sLsrKyTV/Ag0GDBuHixYtITk6Gra0ttm/fDg0NDaxcuRIfPnwQYcYMDPxz6dIlTJw4EUZGRggKCmrW7zgDvXw3Yvr169eIj4+nrSrt4+OD4uJiSseB3r17F/7+/li1ahW6dOlCWVwOOTk5sLKyQmVlJa5fv47u3btTngPfUNGXTTYieg3tnHajorbBMKOm2mpYPIYf8TrehPBfvnw5unbtihUrVgg3YlvIKv2SJUuQnZ2NwMBAwWOKCCsrK8jJyeHixYu05dASiI2NRVBQEH777TeoqIim3UpHRwfnzp3DkydP4OTkhN27d6NXr17Yvn07ysp4PJFhYCCBgIAATJw4EYaGhrh27RqtTkoMzee7EdOcFo8JEyZQHpsgCHh5ecHIyAiDBw+mJGZtbS1+++03dOnSBStWrKAkZn3Ky8vh6OiIrKwshISEoH///pTnIBBU9GXzQcirEFj5W0H3lC6s/K0Q8iqE/4tF5UOt6wyp8V7IrWyDWoJAqUyHpttqCB4DT3gdb0L4y8vLY8uWLYiLi4Ovr68A2X9ByCq9tbU1evbsCS8vL8Fjigh5eXnY2NggMDBQuBuJVsKff/4JVVVVLFu2TORra2tr4/Tp00hKSsKwYcPg5uaGPn364OTJk7RPBWVo/fj5+cHFxQVDhgzB9evX0a5dO7pTYmgm35WYNjIyQs+ePSmPfefOHTx58gRLliyhbGPBhQsX8ODBA2zevFmwzX4igCAILFq0CPfu3YOPjw+GDh1KaXyhaAF92SGvQuAR7YHskmwQIJBdkg2PaA/+BXVzX0O9HmPJyE1o67gLg670htq2PDyVbmTAUbIf7wo0r2mSfAj/qVOnwsjICKtXrxa8aihklV5SUhILFy7ErVu38PjxY8FiihAnJydkZ2fj3r17tOVAJ7GxsQgNDcXvv/9Oqif+wIEDERwcjMjISKirq2PWrFnQ09NDUFAQ5cODGL4Pzpw5g8mTJ8PU1BT//vsvrTMfGETHdyGms7OzERMTA0dHR1rie3t7Q1lZGS4uLpTEq6qqwtq1a6Gjo4Pp06dTErM+Xl5eOHnyJNzd3Wl5EiA0ZPdlN8He+L0oryn/6lh5TTn2xu/lfxFhXwOXHmPZ678jzHM+5OTk4OjoyN1ajHMdtwq0tBygZcV9EyAfwl9CQgI7d+5EZmYmDh8+zP/PAGhWlX727NmQlpbG0aNHBYspQuzs7CAtLY2goCDacqATX19fyMjIYNGiRZTEGzVqFO7fv4/z58+jpqYGDg4OsLS0xKNHjyiJz/B94O3tjRkzZmDkyJG4evUq09rRivguxDRnTLC9vT3lsT9+/Ah/f39MnToV8vLylMQ8ffo0Xrx4gc2bN0NSkkfFkCTu3LmDZcuWYezYsfjzT2pbJMSd9yXvBTouUnj0GLdPOIALFy7g5cuXmDFjxrdtB9yuA9iVar0pQJIv702AfAj/UaNGwcLCAlu3bkVxcTH/r6cZVfoOHTrA0dERPj4+KC8vb/J8Mmjbti1GjRqFy5cv0xKfTgiCQEBAAKysrAR3/mkGLBYLzs7OSE5Oxv79+5GQkAB9fX0sWrQIeXl5lOXB0PogCALbtm3DggULYGNjg5CQECgqKtKdFoMI+S7EdFBQEHr27IkBAwZQHvvMmTOoqKigzA6voqICGzZswJAhQzBmzBhKYnLIzMyEk5MTNDU14ePj85UPLEPTqCmoCXRcpDTSYzxixAh4enri8uXL2LRpE3/XEbVA2vVmWfVx2LhxI/Ly8rBv3z6BrmvOk4Z58+bh48ePtG4CtLe3R2pqKlJTU2nLgQ5iY2Px5s0b2p5qSUtL45dffkFaWhp++eUXHD16FFpaWvD09ERlZSUtOTGIL9XV1Vi4cCFWr16NyZMnIzAwEHJyck1fyCBWtHq1U1xcjIiICNjb21NuhE4QBI4ePYrBgwdDX1+fkpjHjx/HmzdvsHHjRkpfb0VFBZycnFBaWopLly5RWlFqLbgaukJW8mtrJFlJWbgaupIfvIke419++QUzZsyAu7s7goOD+btORFMlhw4dijFjxmDHjh0oKCgQ6Fph+fHHH6GpqUlrq8e4ceMA4Ltr9fD394eUlFTd66cLVVVV7N27F48ePYKJiQlWrFgBPT09XLt2jda8GMSHoqIijB07Ft7e3lizZg3OnDlD6cA2Bupo9WL62rVrqKiooKXFIyYmBikpKZRVpcvKyrBp0yYMHz4clpaWlMTk8Ouvv+L+/fs4deoU+vXrR2lsKvj8+TNevnyJuLg43LhxAxcvXsSJEydw+PBhnD17FqGhoYiOjsaTJ0+QlZUllCOAnaYdPEw9oK6gDhZYUFdQh4epB+w07Uh4RQ1ooseYxWLh8OHDMDQ0xNSpU5GWltb0dSK0G9y4cSMKCgqwa9cuga8VBgkJCcydOxc3b96kdBJjfbp16wYDA4PvqtWD0+Jhbm4OVVVVutMBAPTr1w+hoaEIDg5GdXU1rK2tYW9vT9vvBYN4kJWVhREjRiAsLAxHjhzB5s2bmae1rRmCIFr8l5GRESEs06dPJ1RVVYmqqiqh1xCWefPmEfLy8kRhYSEl8fbt20cAICIjIymJx8HPz48AQLi5uVEalwxqamqItLQ0wt/fn1i7di0xduxYolu3bgQArl+TB0oRr10ViZo/lYjXrorE5IFSBABCXl6eMDY2JubPn094eXkRd+/eJYqKikSfcNJ5gvAcQBDuyuzvSedJXSsjI4NQVVUlBg0aRFRWVjZ+XdJ5gtjUmSDc2/73tamz0Dk6OTkRSkpKxMePH4V9hQKRlZVFSEhIEKtXr6YkHjfc3d0JFotF5Ofn05YDlbx48YIAQHh5edGdClfKy8uJ7du3E4qKioSUlBSxePFiIicnh+60GFoYiYmJRNeuXQkFBQXi6tWrdKfDICAAYgkBdSqLEAP7n0GDBhGxsbECX1dTU4POnTvDxsYGPj4+JGTGm7KyMqipqcHBwQGnTp0iPV5FRQV69+6Nnj17Ujo57d27d9DR0YGWlhaioqIgLS1NWWxRUV5ejhs3biAoKAiXL1/G+/fsDX+SkpLo27cv9PX1oaurC3V1dSgrK6Ndu3Zo164duny4i/bR6yFR/d8mtWqWDCKVHBHyRh5JSUlITEysa02QkpLCiBEj4ODgAHt7++YPseE4adTvS5aWI93Sz9/fHxMnTsTatWubnqyZ7Mfukf6cya5Im/8pdG5JSUnQ19fHhg0bsG7dOqHWEBRbW1s8evQIGRkZtFSV7t+/j6FDh8LX1xeTJ0+mPD7VnD17FlOmTEFiYiL09PToTocnOTk5WL9+Pby9vSEvL4/Vq1dj2bJlTC8sA3x9fTFv3jyoqKggJCSkRf8eM3CHxWLFEQQxSKCLBFXfdHwJW5mOiooiABDnzp0T6vrmcPbsWQIAER4eTkk8b29vAgBx7do1SuIRBLuKa2lpScjLyxPPnz/nfpIoK6cipLS0lDhz5gzh5OREKCoqEgAIRUVFYuLEicTRo0eJ2NhYoqysrPFFPAd8XXXlfHkOqDultraWyMjIIIKCgohVq1YR/fr1q6tq6+vrEx4eHsTTp0+FexF8xBeaJt63mTNnEhISEkRUVJRA1zWXsWPHEqqqqpQ97Tl37hyl/44bUl1dTbRv356YPn06LfGpxtXVlZCTk6PlSaIwPHv2jLC3tycAEN26dSN8fHyImpoautNioIHy8nJi8eLFBABi2LBhxLt37+hOiUFIwFSmv8bNzQ27du1Cfn4+5RvibG1tkZKSgvT0dNIrWtXV1ejbty/at2+P+/fvU7bxcO/evVi2bBmOHDmC+fPnf3sCTZXTxsjKyoKXlxcOHz6MDx8+QE1NDfb29rC3t8ePP/6INm3a8L+YRzuwdXFDWGwHCR6kpaUhKCgIly5dQnR0NAiCgLW1NZYtWwYrKyv+3z8h4zcJH+9bYWFh3abaxMRE9uABCt5vTqX2r7/+wu+//y6SNRuD6idM3JgyZQrCw8Px/v37Vt9zaWJiAikpKdy5c4fuVATi1q1bWLFiBeLi4jBo0CDs2rULI0aMoDstBorIyMjAxIkT8fDhQ6xcuRJbtmwRy6e0DGyEqUy36r/MwcHBGDFiBOVCOjs7G9euXcP06dMp+fA7d+4cXr16hT/++IMyIZ2SkoJVq1Zh7NixvDdY8vAuFtQaTRTExcVh2rRp6NGjB7Zs2YLhw4fjxo0bePfuHQ4fPgwbGxvBhDQg9AY7LS0trFy5ElFRUcjKysLGjRuRmJgIa2trDBgwAN7e3igtLSUtfpPw8b61bdsWoX/NRuS4PCjt6sYeyBK6qvHr6k1Y/GqAiwAYGxvD0tISO3fuFHwqohDIycnB2dkZAQEBgvlcixAbGxvk5eUhPj6elvhUUVlZiYSEBBgbG9OdisCMHDkSDx48gI+PD3JycjBy5EjY29vj2bNndKfGQDKhoaEwNDREamoqLl68iB07djBC+juk1Yrp9PR0PH78mHKvZYDdM1VbW4sZM2aQHqu2thZbt26Fjo4Oxo4dS3o8gP2hN23aNCgrK+PYsWO8BbyIrNGaQ3JyMiwsLDBo0CAEBQVhyZIlSEtLQ2BgIEaPHt28mx1hp+zVE5VqZy2wdlwfpKen4/Tp05CVlcWCBQvQvXt37Nu3D1VVVaKP3xT8vG/JfuibegA92kmAxQJ7IEvZR97XcZmw+NUAFwFYu3YtcnNzcfz4cYGvFYYZM2agpKQEgYGBlMRryE8//QQA+Pfff2mJTxUpKSmoqKjA4MGD6U5FKCQkJDBt2jSkpqZiy5YtiIyMxMCBAzFv3jxkZlL3N4+BGsrLy/G///0PdnZ26Nq1K2JjY2mbssxAP61WTHM+eGxtbSmP7evri8GDB6Nv376kxwoJCcGTJ0+watUqyh4Bb9myBUlJSfD29kanTp14n0hG5ZTP6uaHDx+wePFiGBgYICEhoW4s9Z49e9CrVy/h49dHmCl7PERlm9QgTJ8+HXFxcbh16xYMDAzg6uoKfX19hIeHiy4+P/DzvvGafMjrOmGfUnB5v0eMGAFTU1Ps2rVLKAtCQTEzM0OPHj3g6+tLeixudOrUqfHfg1bC48ePAQC6uro0Z9I85OTksHr1arx48QKLFy/GqVOn0Lt3b6xcuRL5+fl0p8cgAhISEjBo0CDs2LED8+bNw71796ClpUV3Wgw00qrFtIaGBvr06UNp3NTUVMTHx2PKlCmUxPP09ES3bt3g7ExND3JiYiI2b96MqVOnNu3dLerKKR/Vzerqahw4cABaWlrw9vbG4sWLkZaWhhUrVpDT7iPolL0mRCWLxcKIESNw/fp1XLp0CeXl5bC0tISDgwNevXrFPr++wIzYwP55CjHljyf8vG/8Pl3gXNdYtZvXDVIj7/eKFSuQnp7Ou1osgpYSDhISEpg8eTLCwsJoGyttYWGBe/fu8df+I6akpaVBQkJCdDe7NNOpUyfs27cPz58/h4uLCzw9PaGpqYm1a9fi40ceT3EYWjTV1dXYtGkThgwZgo8fP+Lq1as4cuQI5OXl6U6NgWZapZiurKxEREQErK2tKZ966OvrCxaLRYm4jY+Px82bN+Hq6kpJj1ZNTQ3mzZuH9u3b8zfaWdSV0yaE6P3792FgYIClS5fCwMAAiYmJ2L9/v2iGP4hKnPEUlW/Za36Jw1qvAvtXf+Cp3wZs2bIFKpkRkNyvB8JdGcTF+bxvKJL9gO09AQ9l9tf2noLnys/7xqN6XSmpyP06nk8jCIDX62nk/ba3t4empiY8PT2/XVKELSUcpkyZgpqaGly4cEHoNZqDubk5KisrERUVRUt8Knj79i3U1dVb3YQ4DQ0NnDp1Co8ePYK1tTU2b94MDQ0NrFu3Dp8+faI7PQY+efbsGczMzLBu3TpMnDgRKSkpsLGxoTsthhZCq3TzuHnzJkaPHo3AwEA4ODiQmNnXEASBvn37olu3boiIiCA93rRp03D58mW8ffuWkk2WBw4cwNKlS+nzvOXhXkGAhS3Sv8Pd3R0//PADdu/eDUdHx29vpIT1PE72Ay4tBmrr9S9LSAMOXoLfGOwe+EXkcUFSBiCIr+NIywF6U1Cb+M9XftbfoNyN/XqClgA1lV//P2FzbQwuzh1l1Sy4Rctja/CLbys13Jw+GkO525cbD95uJfv378evv/6K6OhomJiY/Pe/ef2Mlbuxq/dCoqOjg3bt2tHiNFFSUgIVFRUsX74c27dvpzw+FVhYWKC4uBgxMTF0p0Iqjx49wvr16xEQEIC2bdti2bJlWLZsGVRUVOhOjYELZWVl2L59O7Zt2wYFBQUcOnSIsifBDPTAuHl84d9//4WUlBR+/PFHSuPGxcUhLS2NEqGZmZmJ8+fPY+7cuZQI6ezsbPzxxx+wtLTEpEmTSI/HFR7VzZwyKaxduxYTJ05EUlISxo8fz11IC1utDF31tcAF2P8dukrw18CthYJDTeW3carKgLiTjQtpgC08IzZ8K6Q5uTbXQaVhZR74pnr9Wmc59kVmcx/kwql2y/H5lIBzw8ONL8dnzZqFdu3afTtinKSNr1OmTEFUVBQyMjKatY4wKCgoYOjQoZTcpNNFZmYmunXrRncapKOjowN/f38kJibCwsICGzZsQI8ePeDm5lY3MIqBfgiCQFBQEPr374/169fD0dERKSkpjJBm4EqrFNNhYWEwMTFhe99SiJ+fH6SlpTF+/HjSYx0+fBg1NTVYunQp6bEAYNWqVSgvL4eXlxflrTN1cBGipVXAmhsVOHXqFHx9fdGuXTvu1zbHpo+XSwWv443BEZWCQPCxyU65K++KN9A8IcnrRgT4ql+8v4s7fv75Z+zatQtpaWnc16oWYNNiE73bioqKWLBgAQIDA/H27duvr+W1ZjPg3ET6+/s3ax1hMTc3R3x8fN1EzdZGdnY21NXV6U6DMvT09BAQEICkpCTY2tpix44d0NDQwKJFi/Dy5Uu60/uuefHiBezs7ODg4AAFBQXcuHEDZ8+e/a5+PxkEo9WJ6Y8fPyIhIQEWFhaUxiUIAhcuXICFhYVoenQboaKiAkePHsWYMWPQs2dPUmMBQHR0NHx8fLBy5Ur07t2b9Hg8+SJECeWuIAggvaAWGxM7wO2fOMyYMaNxkd8CbPrq0HX+UtHlE5Zko/+7rJqFd/3mAKxG/jk3R0jyuhEJXPhND/m2bdsgKyuL5cuX87cONziCmY/e7YULF4IgCBw5cuS/60myDOzZsyeMjIxoE9OjR48GQRC4desWLfHJpKKiAoWFhY27A7VSdHV1ce7cOTx79gwzZszAiRMn0KdPH0yaNAkxMTEQh1bM1kJ+fj5WrVqFAQMGICoqCp6enkhISMDo0aPpTo2hhdPqxHRkZCQIgoC5uTmlcePj45Geng4nJyfSY/n7+yM3Nxe//PIL6bE41e8ffvgBq1evJj1eU5RpjcWEO30hsaEQ28qnwj3gMX+OLc2pVvJqTeC3ZYEb3ASfpAy7v7k+0nKA0UwurSHsG4eyNh2xPFISOlM2giBqG48nLLwq3kQNGrbMqKmpwd3dHSEhIQgJCWmwTmM3Ll9uhBoK5ibcUjQ0NDB27Fh4e3ujoqLiv2vIsAwEMGHCBMTExHxdCacIY2NjyMnJITIykvLYZMNxSenYsSPNmdAHx4Ho9evX+O233xAaGgoTExMYGxvjzJkz//1+M4icT58+Yd26dejZsyd27NiBSZMmITU1FcuXL2cGsDDwRasT0+Hh4VBUVMSQIUMojXvhwgVISUlRsuHx4MGD0NLSoqT6fuLECcTHx2PHjh1QVFQkPV5jfPjwARYWFrh06RJ2796Nw4cPQ1ZWlr+Lm1OttNnOFrr1kZRhHxcWboLP/iB7o2BDETjG89tzx3sDHp8ht/oFVp2JZVf0GqtgRWwQ3M2C4wzCD/VaZpYuXYq+ffti2bJlXwsAXjcuLMm618OXvV+D/u2NzrrIy8v7umIsqGUhn0yYMAEAcPHiRZGsJwht2rTBsGHDcOPGDcpjkw1HTH+PlemGdOnSBTt27EBmZiYOHjyIwsJCTJ8+HT169ICHhwfevXtHd4qthsLCQmzYsAE9e/bEpk2bYGNjg5SUFJw6dYpp6WAQiFbn5tGnTx9oaWl9WxUjEYIgoKWlhd69e5M+pSw+Ph5GRkbYs2cPXF1dSY316dMn9OnTB9ra2rh9+zZ9vdIAXr9+DWtra2RkZODMmTPCPQEQ1s2juddSwIcPHyC5qzfayTRSnQYLGDSbLc6bQlD3Dc76Hux+3uvXr+Onn37Ctm3bsGrVKt5rSssJVjXmsgYhLYeVt6QRXdQV9+7dEyBf4dDT00Pbtm1pcfXYunUr1qxZg5ycnFYlPDm/L3fu3MGwYcPoTqdFUVtbi/DwcOzbtw9Xr14Fi8WCra0t5syZAzs7O6ZyKgRZWVnw8vLCoUOH8PHjRzg4OGD9+vViPzCIQTQI4+YhRVYydJCZmYm0tDQsXLiQ0rjJycl4+fIl3NzcSI/l5eUFeXl5/Pzzz6TH2rBhAz58+IB9+/bRKqQfPXoEKysrVFRUICwsDMOHDxduIV1n4QVwc67lg5BXIdgbvxfvS7KhVkPA9cNH2Emp8i3a27+LQG1bZRBln8D7rSKA2BNA96HCDZdpinqVZysrK9jb22Pjxo1YYKqKdrF72TciciqAlBxQ9km4mxIuebGqyuA+TAbK7jFISEiAgYGBYHkLiJOTE9zd3WnZMMdxKLp582archVg2jx4IyEhASsrK1hZWeHly5c4ceIE/v77bwQHB6Nz586YMWMGZs+eDW1tbbpTbfHExcVh9+7dOH/+PGpqamBvb4+1a9fCyMiI7tQYxJxW1eZx8+ZNAKB8s8ClS5fAYrEwbtw4UuMUFRXh3LlzmDRpEm/XChHx+vVrHDx4ELNnzyZdnDRGTEwMRowYAUlJSURFRQkvpFswITfXweP2KmSXZIMAkC3JgkcHFYRUf+DPvu9LtVai/D8hzfuJE8Gfg4kwGzMbtMzs2LEDjr2qIRe26j8nkLKPbEeP8d5ft1/wOxSHR15KtZ9R86cSul+0bfznJYLhOw4ODiAIAsHBwQJf21wMDQ0hLy9PS1WcTDgOJYzXcuP06tULmzdvxps3b3DlyhWYmJjA09MT/fr1g5GREXbu3Ik3b97QnWaLoqKiAgEBARg5ciQGDRqEoKAgLFmyBC9evEBgYCAjpBlEQqsS07du3UK7du0of1QTFBQEU1NT0h+7nj17FiUlJZg3bx6pcQDAw8MDkpKSWL9+PemxeJGYmAhra2t06NABd+/eRf/+/WnLhTSS/bD3ZQDKG5STyyUksFelHbsKe3Fe48KPW7VWGGeT+gjq/iGn+k2FWUtLC3vGqaKNRANrv4aWhIJ4gPPIiwVAgsVCe8lSEJd5XCuiyYgDBw6EhoYGLl++LNB1okBaWhqmpqatVkxT4ZnfGpCSksKYMWMQGBiIzMxM7Nq1C5KSkvj999/Ro0cPDBs2DAcOHEBWVhbdqdICQRCIjo7GwoULoa6uDicnJ6Snp2Pnzp3IzMzEnj17oKmpSXeaDK2IViWmb968ieHDh0NSsnErMVHy5s0bJCQkwN7envRYx44dw8CBA2FsbExqnMePH8PHx6fOxYMOnj9/jp9++glt27ZFREQEevToQUsepBOxAe8luf8zfC9V7/e4MeHHQxzz3g5BNF2V5TVcRlqBu+MIj82YqpKl3NfnjE8HBPMAb2zozRdY1TyubY7XeP31vzyFCg8PR0lJiUDXioLhw4cjOTm5VflNf/78GbKysmjTpg3dqYgdampq+O233/DgwQO8ePECmzdvRmFhYd3fb0NDQ6xduxb37t1DTQ0fnvViCkEQddMltbS0YGZmhtOnT8PGxgahoaF4+fIlVqxYwdywMZBCqxHTmZmZePHiBeUtHpzqFNliOjk5GQ8fPsTcuXNJ719et24dFBUV/9s4RjFv3ryBhYUFCIJAWFgYunfvTkselPA5E2rV3D/gvjnOS/jxqiLLKPAW1E1VZbm5jYw/CvyRxd1xhEffM6uxCjcnviAe4A3z4gW3a0XoNT5u3DiUl5cjPDxc4Guby/Dhw0EQBO7evUt5bLIoKChgRI4I6NWrF9asWYPk5GSkpKRg69atUFBQwNatW2FqaorOnTtj6tSpOHbsGFJTU8Xew7qoqAiXLl3C/Pnz0b17d+jq6mL9+vXo0aMHTp48iZycHPzzzz+wtraGlFSr2iLG0MJoNb9dHO9VqsV0UFAQtLW1+fM6bgYnTpyAjIwMpk2bRmqchw8fIjAwEOvXr0f79u1JjcWN/Px8WFlZobCwEJGRkejbty/lOVCKcle4fvoAjw6qKJf4795WtrYWrp+4VB65CT/zP7m6ZLDG7kFtbS3y/VzRQbrs25swjjjntQGQ16ZLQTZjmv8J4vKv7GpxQzjxeU1v5CXE68ffPZDrtdUybSG1e+DX7iuCxmmEESNGQFlZGUFBQZQ8laqPsbExpKWlcefOHdjZTb+nuQAAIABJREFU2VEamywKCgpI3wfyvTFgwAAMGDAAbm5u+PTpE65fv46rV6/i33//ha+vLwC2FeHw4cMxcuRImJmZYeDAgZCRkWliZfr4/PkzYmJicPfuXURFRSEqKgpVVVVQUlKClZUV1q9fD2tra3Tp0oXuVBm+M1qNmKajX7qoqAi3bt3CsmXLSI1TVVUFX19f2Nvbky5wN2zYAFVVVe4T7EimtLQUY8aMQUZGBsLCwmjd+Cgs/7lyvIeaghpcDV1hp9mI4DH/E3ZXfgXyP2KvSju8l5KEWnUNXD8VwK6ES4tEQ+HHseyrKmP7NRM17KrtF5cMCQAqtbVA0CLu8cmeAKnrDBYA4uI87nXkz5nszYjcLPP48QDnciNRUU1AkigEKj9/ifGlCq83BUjyFS5OA6SlpWFtbY3Q0FDU1tZCot6N0Fc2inJfNtQJ617CBXl5eRgaGiI6OrpZ67QkioqKoKSkRHcarRYVFRW4uLjAxcUFBEEgNTUVd+7cwe3bt3H79m0EBAQAYP9e6+jowNDQEAYGBjA0NIS2tjYtNzoFBQV4+vQpnjx5gvj4eNy9exfJyckgCAISEhLQ19fHsmXLYGtrC1NT0xZ9E8DQ+mk1YprjT/rVhxrJREREoKqqivTq0LVr15CXl4cZM2aQGic+Ph7BwcHYtGkT5R9sNTU1mDRpEh48eICAgAD6vGab4Scd8ioEHtEeKK8pBwBkl2TDI9oDAHgL6i9r20VsgF1mE1P1Ggq/hp7LRM3Xo7i/nCMV+hvvjojmjBnnF11nEGEeYBVxGTah3PW/XIX5uXO5tjw/C8osLi0yadfZLSIi8gu3tbXF+fPnkZCQ8J8jQMP3pOzjfxdwRH39vIXExMQER44cQVVVVavwGS4pKaF9KNT3AovFgra2NrS1tes2s6enp+P+/fuIj49HfHw8AgMDcezYsbprVFVV0atXL/Tq1Qu9e/eGhoYGOnXqhA4dOqBjx47o0KEDlJWV+W5BrKmpwadPn5CdnY2srCxkZ2cjOzsbmZmZSE1NxZMnT5CdnV13vqKiIkxMTODu7g4zMzMYGxszN18MLYpWMbQlJycHampq2L59O/73v/9Rltf8+fNx/vx55Ofnk/qB5uzsjJs3b+Ldu3ekxnF0dMTNmzeRnp5Oef/i6tWrsW3bNuzfv5+SMelc4TVURG8KW4g1IcCs/K2QXZL9zXF1BXVcd7ouXHx2XferanMdPFocoNyNbTvX2Dmc1yaiMdtNkuyHyouLIINq0uMTHso87h3+GyojCnJzc9G5c2ds3LgRa9euZR9s7OfNof77IyTnz5/HpEmTEBsb2yqsvYyMjKCurk6L3SDDtxAEgbdv3yIhIQFpaWl4+fJl3VdGRgbXjYzS0tJQUFCAjIwMpKWlISMjAxkZGUhKSqK8vBxlZWUoLS1FWVkZKisrucZVVlZG37590a9fP/Tv37/uq0ePHpQaCzB833y3Q1s4NlFUehATBIGrV6/C0tKSVIFbUFCAy5cvY/78+aTGSU5OxqVLl+Dh4UG5kL548SK2bduG+fPn0yekAd5uD7EnAHy56Wykuvi+5D3XZXkd/wZBK7T8bKhrxOmjxnY3pKia4qjrjMqSEry/4IquSixItONycyAiiLZdwSrk8rpFXIXv1KkTBg8ejKtXr/4npvlpmxFBa42JiQkA4N69e61CTBcXF0NBQYHuNBi+wGKx0L17d66bv6uqqpCVlYW8vDzk5+d/9b2kpARVVVWorKys+6quroasrCzk5eUhJycHOTk5yMvLo127dlBXV4e6ujq6dOkCNTU1yMvL0/BqGRiaT6sR03JycpR+qCQnJ+Pdu3ekt3hcuHABFRUVpLd4cFo7fv31V1LjNOTZs2f4+eefMWTIEOzbt4/S2N/AU+Q0eHrDY+OemoIa18q0moKaiBJsAD8b6nick/G5FntPP8Bug8nk5MYFRZNZ2Br8Als3bsWbkDnoGrEBuDhf5OPZJSzcUeG/8Gt/ayF7o5vCzs4O69evR35+Pjp06MD7PamPCER9t27doK6ujnv37tF7AyoiSkpKGDEtJkhLS6NHjx6t166UgUEIWoU1XlRUFIyNjSndgHD16lUAgI2NDalx/vnnH2hra5N6o/Ds2TP4+/tj6dKllE4gKy0thZOTE+Tk5BAQEEC/x6wgIoeL8HY1dIWspOxXx2QlZeFq6MrfmoIOFeHmudxQNPI457bUSOzZs6du4xFVLF++HD8bKqDjvY3NHp7CE11npPVbivSCWvZtUBP2fc3B1tYWBEHg+vUvbTxN+WCLSNSzWCyYmJggJiam2Wu1BEpLSxkxzcDAILaIvZguKSlBUlISTE1NKY17/fp16OvrQ02NpKojgKysLNy+fRuTJk0i1Vt6165daNOmDVxd+RR9IsLV1RVPnjzBP//8g65dKdgI1xRchRCPnzsX4W2naQcPUw+oK6iDBRbUFdThYerRuJtHfQQdKsLNC7qhaORxzqQtFzFkyBDMmTMHr1+/5i8/EdChQwfsslVqeiqioDQYE96/Xz8MPacA58dWX48tFzGGhoZQVVVFWFgY+0DDn7ecKvuLD09uQRk8eDBevXqFT58+iWQ9OikvL4ecXOPDeBgYGBhaKmLf5hEbG4uampq6HkIqKC4uxt27d0m3j/P39wdBEHBxcSEtRm5uLnx8fDBz5kzSx6HXx9fXF8eOHcOaNWtgaWlJWdxG4dazrGUlkJ2anaYd/+K5ISIcKvIVXHyhZQCcO3cOBgYGcHFxQVRUFGVPdlQkeE1FFPJ1Nty4+fktJEKWYdsUQyw+HILi4mLSnCIkJSVhbm6OsLAwEATBvukVxIe7GQwaxN4fExcXBwsLC9LjkQVBECgvL4esrGzTJzMwMDC0QMS+Mn3v3j0AwNChQymLeevWLVRVVcHKyorUOH5+ftDV1YW2tjZpMQ4fPoyKigrSvbLrk5aWhgULFsDMzAzr16+nLC5f6DqzK5keBezvYzybrv6KCl5tJryON9YW0qBSy62FomfPnjh+/DgePnyI1atXi+51NAFLjkcrkbC9xDwq+pM6PUdZWRmuXLki3Lp8YmVlhXfv3uHp06ekxmkIp/WrMacjcaCyshIEQTBimoGBQWxpFWK6T58+7M0/FHHt2jXIycmR6oX89u1b3L17l9SqdEVFBby8vGBjY0OqYK9PVVUVpkyZAhkZGZw9e1Y8Rrw2FNhkVR356YGuD6+2kIvz2Bv7+OhJnjBhApYsWQJPT8//+n7JJNkPqCj69rikjPC9xDwq2m3K89GlSxf4+YmoF5sHnCcrda0eFKGiooJevXrh4cOHlMYVNeXlbF92RkwzMDCIK2ItpgmCQExMDKUtHgC7X3rUqFGkbpjz9/cHwPaYJotz584hJyeH0mmHO3fuRGxsLI4cOYJu3bpRFlcs4KcHuj6NtkXwcCDhws6dO6GtrY25c+eiqIiL0BUlERuA2qpvj8soCn+TwqOizVLuiokTJyI0NBSFhYXCrc0HPXr0gJaWFjU3Iw0YNGiQ2FemOWKa9g3IDAwMDEIi1mI6IyMDubm5MDY2pizmu3fvkJqaCnNzc1LjBAQEQF9fH7179yYtxsGDB9GvXz/K+i3T0tKwfv16ODk5wcnJiZKYYocgVXBB2yJ4iG9ZWVn8/fffyMzM/M8vuT58tIw0NweUNWMTXSMV/YkTJ6KioqLOfYcszM3Ncfv2bVRXVzd9sggxMjLCmzdv8OHDB0rjihLOAA+mMs3AwCCuiLWY5jzeHDx4MGUxIyMjAQA//vgjaTHev3+P6OhoODo6khYjNjYWDx8+xOLFi0l1CuFAEAQWLFgAWVlZ+v2kWwtN2bA1pBHxPXToUCxevBj79+/HgwcP/vsfgtr1CZtDc7yXG6nom5iYoHPnzggMDBR+fT4YPXo0iouLER8fT2qchujr6wMAkpKSKI0rSjhiujWMRWdgYPg+EXsxLSMjA11dXcpiRkZGQkVFBXp6eqTFCAoKAkEQpIrpQ4cOQV5eHtOnTyctRn1Onz6NyMhIbN++Herq6pTEbPV8JSKbgA9/47+mD8ab5W0xKMQShOcAtmAW1K6vKbjcAJRUEsjXXyLcehx4VPQlJCRgb2+PkJCQunYCMhg5ciSA/262qYIjphMSEiiNK0qqqthtP1TOCWBgYGAQJWIvpvX09Cj9IxwZGYmRI0dCQoK8H92lS5fQq1cvDBw4kJT1P336BF9fX0ybNo2S0eF5eXn47bffYGZmhnnz5pEe77uCIyLHH+Xtkc2PA0myH+TDV6GrEgEJFtjjuOsq0lzg1a7RVEtIgypytYI65gdXYE/EO+HW4wNHR0eUlJQgIiJC4Gv5pXPnzujfvz9u3rxJWgxudOzYET/88AMSExMpjStKmMo0AwODuCO2Yrq2thZxcXGUtnikp6fj9evXpLZ4FBYWIiIiAo6OjqS1X5w8eRLl5eVYtGgRKes3ZMWKFSgqKsKRI0dIvQn5ruHW6jDeG/D4zJ8DCa8KNEuS+/nc2jL4bQmpV0WW+v0Zinta4+jRo3WiSuD1mmD06NFQUlLCpUuXBLpOUEaNGoWoqKi6SitV6OvrM5VpBgYGBhoRW2WTlpaGoqKiusEFVHDr1i0A7A9Nsvj3339RVVUFe3t7UtYnCALe3t4YOnRo3SNiMrl16xZ8fHzwv//9DwMGDCA9ntghys19zbHw41VpJmr4t+sTsiVk0aJFyM3NxeXLl0WyXkPatGkDGxsbXL58GbW1tQJdKwgjR45EcXEx5cLWwMAAT58+RWkpj2E4LRyOmBYLm0wGBgYGLoitmOZs9DE0NKQsZlRUFFRUVEgVhSEhIVBVVSXN7i8mJgbPnj3D3LlzSVm/PtXV1Vi6dCm6d++ONWvWkB5P7BD15r7mwGMDYKlMB/7t+oSc4GhpaYmuXbvixIkTIlmPG2PGjEFubi7i4uIEvpZfOL7zd+/eJS0GN/T19VFbW4vHjx9TGldUcBxQmDYPBgYGcUVsxXRCQgJkZGTQv39/ymLeuXMHZmZmpLUq1NbWIjQ0FNbW1pCU5PF4vZmcOHECCgoKpPpXczh27BgePXoET09PyMvLkx5P7BD15r7mwGVjYFk1C2sjK1HVz5G/ireQTh2SkpKYOXMmrl27hszMekJZhM4f1tbWYLFYpFrkdenSBT179kRUVBRpMbjB2Qwtro4eHDFN1t88BgYGBrIR2+dqCQkJGDhwIGXVjLy8PKSmpmLWrFmkxXj48CHy8vJgZ2dHyvolJSU4d+4cnJ2doaSkREoMDsXFxfDw8MCwYcMwfvx4UmORzYcPH3Dnzh28ffsWOTk5yM3NRU5ODnJyclBWVoZOnTqhU6dO6Ny5c92XgYEB3ii8wf7E/Xhf8h5qCmpwNXSFnWa991aElddmwxHIERvY8ZW74onKGOzevB1ax47x119v/ie7sl7/BoEPFxEAmDVrFjZt2oRTp07hjz/+aPZ6DenYsSOMjY0REhICd3d3ga/nl2HDhuHatWsgCIISy0kA0NTUhKKiotiK6ZqaGgBMmwcDA4P4IpZ/vQiCQEJCAhwcHCiLyak2DR8+nLQYwcHBkJCQgLW1NSnr+/v7o7i4GLNnzyZl/fp4enoiJycHgYGBlIkKUVFWVoa7d+8iPDwc4eHhiI+PB0GwJwpKSEigY8eOdaK5U6dOyMvLw8uXL5Gbm4uSkhIAgPJQZfww+wdIyLCfYmSXZMMj2gMAYKdph5BXIdjbvSveSwBq1TVw/VQAu5IvPa/N8VxuDrrOX1WdDQkCw47fxfr16zF9+nQoKio2fT3wlSCH+Z989W5rampi1KhROHnyJNasWcP+nWnGetyws7PDunXrkJOTg86dOwu1RlOYmZnBx8cHL1++JHXgUn0kJCSgo6MjtmKaU5lmxDQDA4O4IpZ/vTIzM/HhwwcYGBhQFjMqKgpt2rSBkZERaTGuXr0KExMTqKqqkrL+6dOn0atXL5iZmZGyPof8/Hzs2LED48ePp3zUe3OIj4/HX3/9haCgIJSXl0NKSgomJiZYv349zM3NoaWlBVVV1UYfR5eUlCArKwszo2eiEF+PsC6vKcfmW5tRWVWJLQ+3oFySfZORLS0Fjw7s99yukhCq8koGLBYLf/31F0xNTbF7926sW7eu6YsaCHJB+PnnnzFr1izcu3cPpqamzV6vIba2tli3bh1CQ0Mxc+ZMkazZEE7fdFRUFGViGmC3evj6+lJaERcVTJsHAwODuCOWPdPJyckAQOrglIbExMRg8ODBaNOmDSnr5+XlIT4+HjY2NqSsn52djcjISEydOpX0D9sdO3agpKQEmzZtIjWOKCAIApGRkfjpp59gZGSEq1evYs6cOQgODsanT59w+/ZtrFu3DqampujYsWOTH/gKCgrQ0tJCEYq4/v9CViH+CP0D5TVfDxApl5DA3vbtm/aDphgTExOMGzcOu3btQkFBAamxxo8fD1lZWZw9e5aU9fX19dGpUyeEhYWRsj4A9OvXD23btkVMTAxpMbiho6ODwsLCr3vOxQROmwcjphkYGMQVsRTTnAEFVE0+rKysRFxcHIYOHUpajPDwcABsZwMyuHDhAgiCwKRJk0hZn0Nubi4OHDiAyZMno1+/fqTGag4EQSAoKAgmJib48ccfkZiYiK1bt+LNmzc4cOAA7Ozsmm5raAQ1BTWux1WlVCHZjrtoeC8p0aKENAcPDw98/vwZe/bsITVO27ZtYWdnBz8/v7pqpSiRkJCApaUlwsLCSLPIk5CQgLGxMeVimjPgSRwdPTjvBeNBz8DAIK6I5V+vpKQkaGpqom3btpTES0xMREVFBaliOiwsDCoqKqS1kZw9exZ6enqkC9wdO3agvLwcf/7ZMloVuPHmzRtYW1vDwcEBubm5OHToENLT0+Hm5oZ27dqJJIaroStkJWW/OiYrKYtVpqugrsh9nDovAU43BgYGcHBwwO7du/Hp0ydSY02ePBm5ubmkTRK0tLREXl5e3dMtMhg6dCgePXpU1z9PBRy7zpSUFMpiigqOmGYq0wwMDOKKWIrpxMRESgaOcOBUmYyNjUlZnyAIhIWFwdzcnJQPlNevXyMmJob0qnROTg4OHjyIKVOmoG/fvqTGEgaCIHDkyBEMHDgQd+/exYEDB/D8+XMsXLgQcnINR3E3DztNO3iYekBdQR0ssKCuoA4PUw/YadpxFdq1FbWoulGFrKwskeYhKjw8PFBYWIjdu3eTGsfW1hZKSko4d+4cKetznvyQ2eoxdOhQ1NbWIjY2lrQYDWnfvj06d+4slpVpTpsHU5lmYGAQV8Tur1dxcTFevHhBqZiOjo5G165d0bUrOS4Lz549Q2ZmJqysrEhZ38+PPQSEbDG9Y8cOVFRU8LdRjWLevHkDS0tLLFy4EIMHD8ajR4+wZMkSUh0E7DTtcN3pOpJ/TsZ1p+t1tnjchPboqtG4f/I++vfvj1OnTtW5h7QU9PT0MGHCBOzZswcfP34kLY6cnBwcHBwQEBCAiooKka/fpUsXDBgwgFQxzbnpprrVY8CAAWIpppnKNAMDg7gjdmI6JSUFBEFQ1i8NAPfv3ye1xePGjRsAAAsLC1LWv3DhAoyNjaGhoUHK+gDbwePQoUOYOnUq+vTpQ1ocYfDz84Ouri7u37+PI0eOIDw8HD179qQ1p4ZC+8CSA0hKSoKOjg5mzpwJFxcXfP78mdYcG+Lu7o6ioiIcPHiQ1DguLi4oKCio+3chaiwsLBAVFUWKWAfYVWItLS3cv3+flPV5MWDAADx9+rTF3Yg1BUdMi5sLCQMDAwMHsRTTAHv3OhXk5eUhPT0dQ4YMIS3GzZs30aNHD1IEXkZGBuLi4jBhwgSRr12fAwcOoLS0FG5ubqTGEZQdO3bAxcUF/fv3R1JSEubPn99iP7S1tLRw8+ZNbNu2DYGBgRg5ciTev39PfuBkP2D3QMCjHfs7j3HmOjo6GDNmDPbu3UtqP7CFhQWUlJRw8eJFUtYfNWoUysrK8PDhQ1LWB4BBgwZR2uYBANra2iguLm6xrUK8YDYgMjAwiDti99crJSUF8vLypFZZ68P5QBw8eDAp6xMEgZs3b2LUqFGkrH/p0iUAgKOjIynrA0BpaSkOHDiAcePGUTrevTFqa2uxcuVK/O9//4OLiwsiIyOhqalJd1pNIikpiVWrVuHKlStIS0uDmZkZXrx4QV7AZD/2lMHPbwEQ7O9XfuUpqN3c3PDhwwf8/fffpKXUpk0b2NnZISgoqK6fVpSMGDECLBaLtE2OAFtMcyZmUgVnn0JqaiplMUUBp5LeUm9yGRgYGJpCLMX0gAEDKKtiPHz4ECwWizSXjSdPniA/P580MX3x4kXo6OiQOkDin3/+wYcPH7BixQrSYghCVVUVfv75Z+zatQtLly6Fr68vaf7gZGFtbY0bN27g8+fPMDMzQ3x8PDmBIjZ8Pa4bYP93xAaup5uZmWHIkCHYt28fafZyANtzOi8vD3fv3hX52qqqqtDV1SVdTANAXFwcaTEaoq2tDYC9B0OcYMQ0AwODuCN2YvrRo0eUtXgAwIMHD9CvXz8oKSmRsj7nA50MMZ2bm4uoqChSq9IEQWDv3r3Q19cnddQ6v5SUlGDcuHE4c+YMNm3ahL1794rt42NjY2NERUVBVlYWI0eOREREhOiDfOYx5IPXcQCurq5IS0tDaGio6PP5go2NDdq0aYPAwEBS1h85ciSio6NRWVlJyvoGBgZgsViUtnp06dIFioqKYiumxfXfKQMDA4NY/fXKy8tDbm5unacqFcTGxpLW4gGwxXT37t1JaVu5cuUKamtrSRXTkZGRePz4MVxdXWmvLBUWFsLKygrXr1+Ht7c3/vjjD9pzai7a2tqIjo6GhoYGbG1tcfnyZdEGUObhUMPrOAAnJyd06dIF+/btE20u9VBUVISVlRUCAwNJ2VBHdt+0kpIStLW1KRXTLBYLffv2Fbs2D2YDIgMDg7gjVmKaU3Ghqi83OzsbOTk5MDQ0JGV9giAQFRVFWkU3ODgY3bp1I3Xs+uHDh6Gqqkq67V5TVFdXw8nJCQ8ePICfnx/mzZtHaz6i5IcffsDt27ehr68PZ2dn3Lt3T3SLm/8JSDfw2JaWYx/ngYyMDObNm4fr16/j1atXosulAWPHjkVGRgYpdm9mZmYAQEobCQcDA4O6aa1UoaWlRW6PPQkwbR4MDAzijliJ6adPnwIAZWOqExISALA/FMng9evXeP/+fd0HuyipqKhAWFgY7OzsSPuQysnJQWBgIH7++WfIyso2fQGJuLq6IiwsDEeOHCHduYQOVFRUcPXqVXTt2hUODg7IyMgQzcK6zsDYfYByNwAs9vex+5ocaz537lxISEjg6NGjosmDC7a2tgCAkJAQka/dqVMnaGlpkSqm9fX18fbtW1J9uRvSu3dvpKenk9a+QiaMmGZgYBBXxEpMP3v2DPLy8ujWrRsl8ThimqzKLueDfNiwYSJf+/bt2ygpKYGdnZ3I1+bw999/o7q6GvPnzyctBj8cOHAAXl5eWLlyJWbPnk1rLs0h5FUIrPytoHtKF1b+Vgh59bWIbN++PYKDg1FRUYExY8agqKhINIF1nYHlKYBHAft7E0IaALp27YoxY8bgxIkTpAm3H374Afr6+qSIaYBdnY6OjibNl5nzdyMpKYmU9bnRu3dv1NbWiu5miwLEzRebgYGBoSFiJ6b79u1L2UaVhIQE9OrVC23btiVl/aioKCgrK5PSAx4cHAxZWVn8+OOPIl8bYPc5Hj16FCNHjqxzEaCDa9euwdXVFePGjcO2bdtoy6O5hLwKgUe0B7JLskGAQHZJNjyiPb4R1Nra2rhw4QKePn2KyZMnk2Idxy8LFixAbm4ugoKCSIthZ2eH6OhofPr0SeRrm5mZIT8/H8+fPxf52sB/YprKVg+Oa484tXowbR4MDAzijliJ6adPn1Iq3BITE0lr8QDYlWkTExNSbg6uXr2K0aNHQ15eXuRrA0B4eDhevXqFBQsWkLI+Pzx79gzOzs7Q0dHBP//8I9bjiPfG70V5TflXx8pryrE3fu8351paWmL//v0ICQnBqlWrqErxG3766Sd0794dR44cIS2GnZ0dampqcO3aNZGvTXbfdOfOnaGurk6LmE5LS6MspqhgxDQDA4O4IjZiury8HBkZGXWDCcimqKgIL1++JK3Fo7CwEE+ePIGJiYnI1379+jVevHgBa2trka/N4eTJk1BVVcX48eNJi9EYRUVFcHR0RJs2bXD58mUoKirSkoeoeF/CfdIhr+OLFi2C0zonXFG/Ap1TOlzbQshGUlISc+bMQUREBGltBUOGDEG7du0QHh4u8rW1tbWhoqJC6thvXV1dPHr0iLT1G9KpUycoKCiQujFU1DBtHgwMDOKO2Ijply9fgiAIaGlpURLvyZMnAMgbWx4bGwuCIGBsbCzytTl+xBYWFiJfG2DfCAQGBmLSpEm0DEMhCALz5s3D8+fPce7cOXTv3p3yHESNmoKaQMdDXoUgvU86ZDrIAADPthCymTFjBgD24B4ykJSUxOjRoxEeHi5y0cVisTB48GA8ePBApOvWZ+DAgXj69Cll7TgsFgsaGhpIT0+nJJ4oYSrTDAwM4orYiGnOY0uqxDSnmjRw4EBS1ud8gJPhYR0REYH/s/fm0VFV6fr/c6oqlaHITCaSEDIAAcIUZUoEkdCiREBaG+1rC7f113692hJ7vNxvq512am3b21+wddl6tZdeuxFUaINRRIMyjyZAQMYMkIQMZIbKUNP5/VHZRVKpSqoqe59UhfezFitaqXr3SVLDc97z7OeNi4sTlnry0UcfoaurC2vWrBFSfzA2btyITZs24fnnnxfmCVeavMw8BKj7JqIEqAOQl5nn8P7u2EJEMm7cONx666147733hHUYc3JycPHiRSHd1tmzZ6O0tBQdHR3cawPW94+uri5FO8XJycmoqKhQbL2hQp1pgiDb0QMcAAAgAElEQVR8HRLTTigtLYVOp0NycrKQ+ocPH8b48eMRERHBta7FYkFRURFycnKEdXref/99TJw4UegwG2fU19fjiSeewNy5c/Hb3/5W8fVFkZuSi/ysfMTp4iBBQpwuDvlZ+chNcZzG4q4tRCSrV6/GuXPnhHV42RUWERMgZ8+eDbPZbEvu4Q3bXHzy5Ekh9R3BxLSviVTqTBME4av4lJgePXo0wsLCFFnv5MmTmDJlirDkkMOHD2P27Nnc6548eRJXrlxBTk4O99qA1Y+9e/durF69WvEPP1mW8dhjj0Gv1+Pdd9/16Q2HjshNycWOe3fgxJoT2HHvDqdCGnBu/4jURoo6PKfce++9CAgIwPvvvy+k/oQJExAfHy/EN81OCEWdCLABU0qL6atXrwpJQCEIgiD64zNi+sKFC7ad6krAxLQIamtrUVNTI6Szu3PnTgAQJqb/+c9/AgAeeOABIfUH4tNPP8WWLVuQn5+v2OAeb8WRLcRisEC/Xa94RzIkJAR33303PvzwQ5hMJu71JUlCTk4OvvnmG+4/W2xsLBITE4WJaXZ1S8QUR2ewq2m+YvXwtQ46QRCEPT4jpsvLy5GamqrIWs3NzWhoaBA2try4uBgAcNNNN3GvvXv3biQnJwsbbLNlyxbMmzcPSUlJQuo7o6OjA3l5ecjIyMCvfvUrRdf2RhzZQu5U3Ykj7x/BBx98oPjxrFq1Cs3Nzdi9e7f7Dz6xGfhLBpAfZv16YnO/u9x6661obGzEmTNnOBxtXzIzM4XZPABrasjZs2eF1beHbcitqqpSbE0ekM2DIAhfxSfEtCzLqKqqQkpKiiLrsQ9sUd3PkpISSJLEPXZPlmXs2bMHCxYs4FqXUVlZieLiYqxcuVJI/YF48cUXcenSJbz++uvw8/NTfH1vxN4W8qef/glz5szBr3/9a7S2tip6LEuWLEFgYCC2bNni3gNPbAa2rQXaqgDI1q/b1vYT1PPnzwcA7Nmzh9MRX2fmzJk4d+4crl27xr02cF1MWywWIfXtYSfSly5dUmQ9giCIGx2fENMGgwEWi0UxMX369GkAEDYgpri4GGlpaQgODuZa98yZM2hsbLQJD97861//AgDFxfS5c+fwyiuv4MEHHxR2ojASUKlUeOONN9DY2Ijf//73iq4dFBSEO+64A1u3bnVPNBY9Cxg7+95m7LTe3ou0tDTExMR41vkehJkzZ0KWZZw4cYJ7bQCYOHEiOjs7UV1dLaS+PaNHj0ZAQIDPdaYJgiB8FZ8Q093d3QAgLFnDntOnT8Pf3x/jxo0TUr+kpETIZEXWtRMlOLdu3YqpU6cq6l2XZRlPPPEEAgIC8Kc//UmxdX2VzMxM/Md//Af++te/9p2854KVYqisXLkSly9fxpEjR1x/UJsTgWl3uyRJWLBggbDONABhVg92Ui7CouIISZIwduxY6kwTBEEohE+JaSVtHhMnThSSFtHS0oLKykpkZmZyr71nzx7ExMQIEbsNDQ3Ys2eP4hMP//Wvf2HHjh147rnnEBvrOMGC6Mtzzz2HyMhIPP7449bNXS5aKYbKXXfdBY1G457VIzTB5dvnz5+PS5cucReJCQkJiIyMFCam2dRWpcQ0YLV6+IqYpg2IBEH4OkLFtCRJ8ZIk/ZckSbskSaqVJEkvSdIpSZJekSTJ5Qwvg8EAjUaDMWPGiDxcG+fOncOECROE1GbDYESMKT9w4ACysrKEbOTZvn07ZFnG8uXLudd2hsViwdNPP41JkybhscceU2xdpSksL8TtH9+Oae9N4zIWPDw8HC+88AL279+P7du3u2ylGCrh4eG49dZbUVjoxvHnPAP4Bfa9zS/Qersd2dnZAKzPc56w/Quixn7HxMQgODgYFy5cEFLfEQkJCaipqVFsPR7QBkSCIHwV0Z3pZQDyATQBeAXAkwD293wtkSTJpVajwWBAQkKCIrnCJpMJFRUVwobDsA9s3mPKGxsbUVZWhrlz53Kty/j8888RGxsrxJ7ijIKCApw6dQpPPfUUNBqNYusqSWF5IfL356NWXwsZMrex4GvWrEFiYiJeeOEFyC5aKXiwdOlSnDp1yvWu6LRVwLINQGgiAMn6ddkG6+12TJ06FQEBATh06BDfg4Z1UuGpU6eEbBKUJAlpaWkoKyvjXtsZ8fHxqK2tVWzTI0EQxI2MaDG9B0CSLMs/lGX5v2VZfluW5Z8B+A8AiQB+7UoRg8GgWBTbxYsXYTKZhIrpsLAw7l12JjBEiGmTyYQvv/wSd955p2LdI1mW8cILLyA1NRWrVvUXViMFUWPBtVotfvvb32Lfvn3o9h/t+E7OLBZDYOnSpQCAL774wvUHTVsF/OIkkN9q/epASAOAn58fbr75Zhw8eJDHofYhIyMDer0elZWV3GsDQGpqqqKd6TFjxsBkMqGhoUGxNT2FbB4EQfg6QsW0LMunZFl2NN94U8/XDFfqGAwGW3aqaNjYclGb7E6ePImpU6dyF6WHDh2CWq0Wkl198OBBtLa22oSSEuzYsQNHjx7FunXrRmxXGhA7Fvzhhx9GTEwM/lIa4rKVYqhMnDgR48aNw+eff869NgDMmTMHxcXFMBgMXOuyK0WiJhWmpaWhoqICZrNZSH174uPjAQCXL19WZD0ekM2DIAhfZbg2ILKWWL0rd1ayM826RyI607Is4+TJk8jIcOkcwi0OHTqEjIwM6HQ67rU///xzqNVqLF68mHttZ7zwwgtISEjA6tWrFVtzOHA2FtzZ7e4QGBiIX/3qV/i/G0twYXKeS1aKoSJJEpYuXYqioiLbxmGezJkzB93d3dxj7ESP/U5NTYXRaFQsro5d+fI13zRBEIQvMlxi+g89X99zdgdJkh6RJOmoJElHAQib6GfPhQsXoNPpEBMTw712TU0N2trauItpWZZx+PBhzJ49m2tdxpdffomsrCyEhYUJqW/PwYMHsWfPHvzmN7+BVqtVZM3hwtFY8AB1APIy87jUf/TRRxEeHo7/+mexS1YKHtx5553Q6/XYt28f99pz5swBAO6+6ZCQEIwdO1aomAagmG+adaZ9QUyTzYMgCF/HpevnkiSFwbpp0FU2yLLc7KTWrwD8CMBbsizvdFZAluW3ALzV8xg5IYG/v9MRFRUVSE5OFnLJUdRkxcrKSrS2tgqxeDQ3N6OkpAT5+fncaztjw4YNCAkJwUMPPaTYmsNFbkouAKt3uk5fh1hdLPIy82y3D5Xg4GD87Gc/w6uvvopLly4pYpe69dZboVarsXPnTixatIhr7cTERGExdpMmTRI29ptl5F+8eFFIfXtiYmIgSRJqa2sVWY8HZPMgCMJXcdWMGgbAnZFqHwDoJ6YlSfr/YE31KATwczfq2TotomFiWgRMTPOerMiEhYjs6l27dkGWZe6iyBk1NTX46KOP8MQTT2DUqFGKrDnc5KbkchPPjnjsscfw5z//GW+88QZeeuklYeswgoODMWvWLOzc6fRc2WMkSUJmZqYQMT1x4kTs3bsXsixzF3YsjaiiooJrXWdoNBpERUX5lJgmCILwVVyyeciyXCnLsuTGv37b1iVJegjWTvMOAPfIsmx050CVENOyLAsV02fPnkVISAj34SPFxcVQq9Xc4/YAYOfOnQgKChJmIbHnzTffhNlsxs9/7ta5FtEL+9zqk+aTWLlyJd566y10dHQocgyLFi3C4cOHcfXqVe61Z86cidLSUu6bENPT06HX64VYIzQaDRISEhQT0wAQFxfnE2KabB4EQfg6inimJUn6KYC3AXwN4G5Zlt3amSRJEiIjXZ7x4jFNTU24du2a0M70xIkTuXe9iouLMXnyZAQEBAx+ZzfZuXMn5s+fr4h3uaurC3/729+wfPlyxaZdjjSc5VbPe2geWlpa8MEHHyhyHIsWLYLZbBYy/jszMxNGoxHff/8917qix34nJyeTmB4AsnkQBOGrCBfTkiT9O4D/AfANgBWyLHcN/Ij++Pn5KfJGW15eDgDCxTRviouLhQxTqa+vx/fff4/bbruNe21HbNq0CVeuXMHatWsVWW8k4iy3+suOLzFjxgy89tprinQCs7Ky4O/vL8TqwZ7rxcXFXOuy16ZI3zSJ6f5QZ5ogCF9H9Djx5QDeAdAOa7b0PZIk/aTXv7tdqaNUogPbHCRCTHd2dqK6upr7mPKGhgbU19djxowZXOsCwN69ewFYN5Qpwdtvv42JEycqJt5HIgPlVj/22GM4efIkDh8+LPw4AgMDMWvWLNtziCdpaWkIDAzkPv47Li4OOp1O2HCVpKQk1NXVcbenOCM2NhYNDQ1ePwWRiWnqTBME4auI7kxn9qwRBqtf+n/t/v0/V4r4+fmJOr4+sBHIIhIPWNeb9zCYU6dOAYCQ7Or9+/fD399fyMZGe86fP499+/bhoYceog/VITBQbvV9992HoKAg/P3vf1fkWLKzs1FcXIzOzk6udVUqFaZMmcI9xk6SJKSkpAgT04mJiZBlWbG4uujoaJhMJrS2tiqynqeQmCYIwtcRPQExf5CNiuNcqRMRESHyMG1cunQJwcHBCA0N5V6b5cuyvFleMEExZcoUrnUBYN++fZg1a5YiVwY2btwISZLwwAMPCF9rJDNQbnVISAhWrFiBjz76CEajW/t/PSIrKwtGoxFHjx7lXjsjI0NIJnRqaqqwLGiWla/U4Jbo6GgA8ImR4gCJaYIgfJfhGtriFkoNC2E5vCLe1Fm3S4SYDg8PR1xcHNe6nZ2dKC4uRnZ2Nte6jpBlGRs3bsSCBQsUi0BUnBObgb9kAPlh1q8nNgtZJjclF/lZ+YjTxUGChDhdHPKz8m3Re/fffz+am5vx9ddfC1m/N1lZWQAgZHjLlClTUFdXh+Zmh3H2HpOamory8nIh1ggmptkVMNH4ipgmzzRBEL6OqznTNwQih1qUlZUhLCyMe5f91KlTmDJlipCEEKPRaBNEIiktLcWZM2eQl8dn6p/XcWIzsG0tYOyxO7RVWf8fEDKJcKDc6iVLliAsLAwbN27EnXfeyX3t3owePRrjx4/HwYMHuddmV2JOnTqF+fPnc6ubmpqK7u5uXL58GbwHRVFn2jFk8yAIwtfxic60UlRVVQkbW15eXo6UlBTuHxinT5/G5MmTudYEgCNHjgCAIvnSn3zyCVQqFe655x7haw0LRc9eF9IMY6f1doXx9/fHypUrUVBQoIjVY+7cuUI2PLLnPO94PBbJKCJ1Q6fTITw8HNXV1dxrOyIqKgoAcOXKFUXW8xQS0wRB+DokpnswGAy4cuWKMJtBZWUlxo0bx7VmU1MTmpubhcXtxcXFcR8w44iCggJkZWXZPvxHHG1OxJOz2wWzfPlytLW1CcmAtmfmzJmora1FfX0917qJiYkICAjA+fPnudZlr1FRY7+VjKtj2fxNTU2KrOcpTEyrVPRxRBCEb0LvXj3U1VkjxcaMGcO9tizLuHjxIncxzfJwRYjpkpISIdnV9ly6dAnHjh3D8uXLha81bIQ6sQs4u10wP/jBD+Dv74+CggLha7HnEO/x3yqVCuPHj+eeCc1sXpWVlVzrMsaMGaOYmNZqtRg1apTXi2nmT6fONEEQvgqJ6R5YXJUIMd3Y2IjOzk4kJSVxrXvu3DkA4J5d3dnZidOnTysSiffZZ58BAJYtWyZ8rWEj5xnAL7DvbX6B1tuHAZ1Oh5ycHBQUFAjf/MXyz3mLacB6EsleA7wIDAxEdHS00M705cuXhdR2xOjRo9HY2KjYep5ANg+CIHwdEtM9sA84ETYP1uXi3Zk+d+4cNBoN9yEzpaWlMJvNinSmCwoKMH78eCHdda9h2ipg2QYgNBGAhMKoRNyenIZpJc/j9o9vR2F5oWJpH4zly5ejoqKCu+fYnrCwMKSkpHCfVghYTyLLy8u5e7+TkpKEiekxY8agrq5OsQSLyMhIr+9Mk82DIAhfh969emBimnfEHHDdfymiM52SkgKNhm8oy7FjxwBAuJjW6/X45ptvsGzZspHflZq2CvjFSRSu/gfyQwNRa2yDDBm1+lrk730ahV//xpryAfl62odAQX3XXXcBuH5lQCQzZ84U0pmeMGECTCYTd0uGSDEdFxcHg8HAPdLPGb4gpsnmQRCEr0Niuof6+nqo1WqMHj2ae222e5931FZ5eTn33GrAml09atQo7p10e/bs2QODwYAlS5YIXcebWF+8Hl3mrj63dclGrA8J6ntHwWkf8fHxyMjIUCRveurUqSgvL0dHRwfXuix5g00X5UVCQgJqamqEdI9jYmIAKBdXFx4e7jMTEKkzTRCEr0LvXj3U19cjKipKyBt6TU0N/P39uWdMV1ZWcrd4ANa4scmTJwvvFO3cuRNarRa33HKL0HW8iTp9nePbNer+NwpO+8jJycHevXvR3d0tdJ3JkydDlmXumwXZc593Zzo+Ph56vR7t7e1c6wLKZz+HhYV5vZhmnWkS0wRB+Cr07tVDfX29rWvEm5qaGsTHx3MVp21tbWhpaREipk+dOiUku9qeoqIizJs3D0FBQYPfWTCF5YW4/ePbMe29add9zAKI1TmOGow1mfvfKDjtIycnB11dXThw4IDQdXoPWOHJmDFjoNVquWdCs30TbFMyT1j8o9Ji2punDJKYJgjC16F3rx7q6+ttXSPeMDHNEyYgeIvp5uZm1NXV2QSQKJqbm1FSUoJFixYJXccVCssLkb8/H7X62us+5v35QgR1XmYeAtQBfW4LkPyQ125ngVAg7WPBggVQqVQoKioa/M5D2CCZlpYGjUbDfbOjSqVCUlISdzHNEn1EiOnh6EwbDAZ0dXUNfudhgsQ0QRC+Dr179aBEZ5onTEDw9jUzwSNaTH/77beQZRk5OTlC13EFhz5mcxfWF6/nvlZuSi7ys/IRp4uDBAlxujjk3/Icche/Ykv7QGiiNf1DwKjx3oSGhmLWrFmDi2k2Dt3DDZJarRYTJkzg3pkGrM9/X+pMR0ZGQpIkRcU0AK+2etAGRIIgfB2+MRA+zJUrV4RM4JNlGZcvX+aeEnLp0iUA/BNCRA6C6c2ePXsQGBioyLjywXDqY3Zy+1DJTclFbkpu/28IFs+OWLhwIf77v/8bXV1dCAgIcHyngcahu3jM6enpwsT0p59+yrUme62KGK6i0WgQHh6u2Ijv0NBQAFYxLSKpiAdmsxmSJJGYJgjCZ6HONICuri50dHQISfLQ6/Xo7Ozk3vWurq5GQECAbWQwLy5cuAA/Pz/bJDhRHDx4EDfffDP8/PyEruMKTn3MTm5XCiV83PPmzYPRaBw4B5rDOPS0tDRUVFTAbHbgDR8C8fHxaGhogMFg4FZTp9NBp9MJ6x5HRkaipaVFSG17goODAQBXr15VZD1PMJvNUKsdbMAlCILwEUhMA7YcVt7CFLDaRwBwF9MiNjUCQFlZGZKTk7lnV/emu7sbxcXFmDt3rrA13MGhj1kdgLzMvGE6IuV83HPmzAFgPblxCodx6GlpaTAYDLaYSF6wuEneXeSYmBhhYjoiIkKx7OeQkBAAJKYJgiBEQmIavimmq6uruedWA9bOtIjs6t4cO3YMBoPBa8S0Qx9zVr5jK4ZCuOPjHkoHOzY2FuPGjRtYTHMYh56WlgbA+vziCfM38xbp0dHRQsW0UkNbfKEzbbFYaPMhQRA+DXmm4btiOisri2tNWZZx4cIF4bnPTLh5i5gGBvAxDxOu+rhZB5sJb9bBBuDyzzN37lzs27fP+R2YL7roWau1IzTBKqTd8HgzMV1WVsZ10yk7oeS9WTAmJob7MBhGREQEzpw5I6S2PawzLSIzmxfUmSYIwtehdgBg6xKJENOsu8Uzdk+WZdTU1NgivHjR2NiIq1evCu9MHzp0CAkJCdyPfzjh7W921cfNI4lkzpw5qKqqGtgq0TMOHfmt1q9ubpaMj4+Hv78/ysrK3HqcK3UB/mJadGdaKZuHL3SmSUwTBOHrkJjG9dgoFiPFExFd77a2NhgMBsTG8t0gxxJCRG8+PHnyJKZPny50DSUR4W921cfNI4lkxowZAKx/F1GoVCokJCTYnmO8CAsLg1artV0B4kVkZCSam5uFDDsJCwvD1atXbZFwItHpdADAfZQ7T8xms9A9GgRBEKIhMQ2xYrq5uRmBgYEIDAwc/M4uIso6UlVVBUCsmDaZTDh79qzwHGslYN3odXvWcc+pdtXH7U4SibPuOZt2yXuoij2JiYm25xgvJEkS0kWOiIiA0WjEtWvXuNYFrNYLWZaF1LaHve/o9Xrha3mKyWQiMU0QhE9D72CwdnolScKoUaO4125qauJuHxFhHQGui+nExESudXtTXl4Og8GgyLhykdh7lR3hcU71ic1A0bPIbatG7iD+5LzMvH7HwTrYheWFWF+8HnX6OoT6h+Ka4RpMsglAX2/10uSliIyMdFlM964bq4tFXmaeS/7sxMRE7Nq1y6U13CE6Opp7ZzoiIgKA9WSYWSV4wbKf29rabJ5mUahUKgQGBnq9mCabB0EQvgx1pmHtTIeGhgrZUd7c3Gz7YOaFyM60v7+/kOE1DCbYfF1MO/Iq2+NRTrWb0waddbAB9LGetHa32oQ0g3XPJUnC5MmTXRLTQ7G0JCYmoqamhnvWtIgYO3YCLCJ1o7eYVoKgoCCyeRAEQQiE3sFg/VBjH3C88bXOdEJCgtBJZEywpaenC1tDCQbrOnucU+3BtEFHSSS3f3z7oGIfuP5zTJ48GZs3b4YsywP+/Qfa8DhYdzoxMRFmsxl1dXW2jYM8iI6O5u73ZifAIjYKKi2mdToddaYJgiAEQp1pWHe6876Uy2htbeXuxW5sbATAP32ktrZWeMLGhQsXEBcXJ+z3rRQDdZ2HlFPNYdog4LrFhP0cEyZMQEtLi23/gLt1XVmPPbd4D1gZPXo0d9HLXrMiBC977ivhmQasvunOzs7B7zhMmEwmr5iEShAE4SkkpmH9UBMl7trb27l3vVtaWhAcHMz9A6i+vp67dcSeiooKJCcnC11DCZylbbw0/yXsuHeH55nVHKYNAq5ZTHp3z8eNGwfA+vfxpK4r67Hnlgh/c0dHB7q7u7nVFJnPzBI2lBLTAQEB6Ooa/CrFcGE0GsnmQRCET0NiGtbOtIjNh4D1w5j3JqPm5maEh4dzrQlY7SO8rSP2jBQxLWxqIodpg4Bjse+n8kOoNtTh8bK/yWBieiij19lzi7e/mb0WWlpauNVkJ8AixDR7r1HKehEQEMD1RIM31JkmCMLXoXYArB2iuLg47nUtFosQMd3S0sJ9U6PRaERzc7PQzrTJZEJ1dbWtC+rrCJmayGHaIDs2AC6nbrC/SWVlJde6vWFi2lFn2tOEEKCvmOaVvc6uVInsTCslpv39/akzTRAEIRB6B4NVTIvoTOv1esiyzN3mIaIzfeXKFQD8NzX2pqqqCmazeUR0poUybZXb4tkR7oj98PBwhIaGDtqZdrdub3Q6HXQ6Xb/O9FBHoveOseOFRqNBUFDQiLF5KLXZ0ROMRiN1pgmC8GnI5gHrhxr7gOMJ+yDm7cdubW3lLqZFJYT0hk2/S0pKErYG4TlJSUm4ePGi0DUcDVgZ6kh0tllwsM2T7hIcHEydaQWgzjRBEL4OiWkAXV1dXCcUMli2K2+hLiJ9hAkREV5sRl2dNfFBhKXGGc6m/hH9iY2N5b450J7w8PB+oneoI9HZa+Hq1atDOzg7dDqdkHxmlUoFrVarmI9Zq9XCaDQqspYnGI1G+Pv7D/dhEARBeAyJaQCdnZ0+JaZFpI+IHKnOEDVsxhlDGTByIxITEyNcTIeFhfUT00NJCAGub+jjbZsQOexEyYQNPz8/rxbTBoMBWq12uA+DIAjCY254MW00GmE2m4WK6aCgIK51RaSPKCGm6+rqoFaruW+edMZQ7QMjGUcde9aZlmVZ2LqOxPRQEkIAEtODQWKaIAhCLDe8UY19oAUEBAxyT/cRIaYNBgOMRqNPiun6+npER0dzG9s+WALEUO0DIxVHG/7W7VkH/0n+CJgZgPb2duxt2tvzu61FrFlGXlMzcjURHiWL9MaRmB5KQghAYnowfEFM0wZEgiB8mRteTLPJYL7SmWa+UFFimneMX294DoVxJQEiVheLWn3/aXuu2gdGKo469gDQrepG/E/j8dz+57Cradf1361aQv7ocKCxCbnb1lrv7KGgdiSmgaHFDPr5+cHf35+7ZzooKEiY7cXf31+xqYQkpgmCIMRyw9s8DAYDAAi5zCii680+gHlbR/R6PYKCgqBWq7nW7U1rayu3EeiuWDiGah8YqQzUmVf5q/BVw1f9f7cqFdaHhwHGTmsGtoeMGjXKFhnJExEjs/39/YVtElRyU6BGo4HZbFZkLU/o7u6mDYgEQfg0JKYFimkRtdmHO+8Pn46ODu4C3R6eA2xcsXAIm1I4TPBKJhmsM2+BxeHtdZqeE622ao/WBa5fAeJtcRAhfEUKXj8/P5hMJiG17VGpVLBYHP9NvQES0wRB+Do3vM2DfViKuMwoUkzz9nh3dHQIsbr0pr29nVsKiasWDiFTCoeBoQ426U1eZh6e2vsUTLJjMSdBgoz+neNYU093MzTBrfV6w07YeCfoiPAga7Va22uYNxqNhsR0DySmCYLwdW74zrRIMS2ii8wEA+8Pn87OTp/qTN9oFg6eySS5KbkYpXXsuZdlGdPkaf1/txYL8lpaAb9A6yZED2ECmvfGPlGdaZFiWimbh0qlIpsHQRCEQEhM+2hn2tdsHrIscxXTI83CMRi8k0naup2Pl57dPrvX7xaIM8vIb2xBriYSWLZhSGkevTvTPPE1Ma2kzUOtVnttZ1qWZRLTBEH4PDe8zYN9oIkYZ8uEOs/aojzeXV1dQj/Quru7YTabuQ6wGW4Lx2DRfDzhnUzirJ6xyYhr3deE/W6ZPYm3mBYxUdDPz0+YmFar1YqJaUmSvFZMs/dIEtMEQfgyN3xnmn3I8Mo+dlSbZ0IGu1zLO3XDZDIJOaHoXR8Qs9FzOA2LBWwAACAASURBVBhouuJAGwU93UToyNYCAB3GDo82IjqzydR/XC9U5LHnLW/bgYjuq0qlEjbARpIkocNxHK3njTDbmuj9GgRBECK54TvT7ANNpJjmWVuUmDabzUJj8UR06YcTZx7mlw6/hC5Tl8ONggA83kTIvv/S4ZfQ2n09p7nN0ObRRkRng1KWrV4G42JxXl5fEtMiO7pKi2lvhcQ0QRAjgZGhbIaAEp1pnrVFHa/ZbBZ6qVWkN304cOZV7i10Gb03CjrbROiKEM5NycX64vX91nCnhn09+8eIHvDBTqZ4d79FJFaITMFQMmHDm0W7yAm0BEEQSkE2j54PNBGXQakzfR0mnkaKmHbXq1ynr+OyiVD0iHTRG+NEdaZFJFaQzUM8zDtPYpogCF/mhhfT7ANNpJjmWVtkZ1oJMS1yDSXJy8yDv6pvJz9AHYBQbajD+8fqYp0KcHeEuTs1PPFni45sE2nz8AWBzlBSTFNnmiAIQiw3vJgW2bERUZvV5P0BKfrDnYl/b/5gd4fclFz8IfsP/aL5/mvOfznNv+axidDVfO2BNkgOhMViEXrCI2qPgsVi4V5TlmUh9i/Rte0R8bvhBetMi864JwiCEMkN75lm4lSEf5F9gPGszYQO7+MVPZGNeWWVGlShBAPFxw0UmTeUTYTONg7aP26gIS8DrWE0GhVJdeEt2C0WC/ekGLPZLEyEiqxtj+iknqHAhvfQBkSCIHwZ73yHVRCRHVMRYprV9IXL5L1hXumRJKadMZDI5rGJ0JUMaE+91UajUaivXZTnX0T3VWSXXvQVgN6ItnANBSamqTNNEIQv453X/hREhOAVWduXPKe9YQJNqUEVjvA045n3MTgalgLw20QIAKH+jr3bzm4HrCeUZrNZETHNu1MqQjCKtEcoab0gMU0QBCGWG15M+5rNQ5T4Fy2mh9vm4amHWMQxOMPTaYaO1rlmuObwe9cM15z+zDymgQ52wiLS5uELPmwlattDYpogCEIsN7yYFtXp7V2bp4AUZZfQarXCRicD18cF8x4j7SoDeYiH8xgYjjYRDmUdk+z4CoBJNjn9mVmywkB544NNdxzshEVU3rgIr7fJZBImQkXWdrQWeaYJgiDEccOLaZFeXiZKeNZmNbu7u7nVBKwfZiKFrlqthk6nw9WrV4WtMRCi85mHcgwAkJ+V7/bQFU/WGej77e3tAIDQUMdWEEdied2edXj+4PMAXDthEdWJ7O7u5h6vZjAYhA0yMhqN3DdMOsNgMCi2lrvo9XoAwKhRo4b5SAiCIDzHO9sVCiJSTLMPMJ4dX1FiOigoSHjXOCQkZNjEdKwu1qFXmZe1YijHEKeL4yakB1qn9/cZheWFtmSQSG0kQueGIiQkxOHjnHXWN53dhJnRM106YREVhdbV1cVd+IoUoQaDQbEBRkoKd3e5ds1qRyKbB0EQvgx1pn1MTLPuG7skz4ugoCBb11AUISEhtu6n0riazzwSjsFZnrX9evad5kZDI+J/Go8L2gsOHztQx3t98XqXBsr4Ume6u7tbmAilzrQVvV6PwMBAr83BJgiCcIUb/h3M18S0SJvHSBbTuSm5yM/K7zdkhWdH2FuOITclFyvSVjj83oq0FX2yqu07zSp/Fb7q/MrhYwfq4tfp61w6WRDlkaXO9MBrebOY1ul0w30YBEEQQ+KGt3mIELwMEcJXdGdalmVhUyFDQkLQ2to6+B0F4Uo+80g5ht3Vuwe93VmnudnU7PD2vMw8rNuzzuH3YnWx10X6wT+iztCKWJMZedc6kXtNb7tfR0cHtFot9813IsR0d3e3MM+0kmK6u7tbsbXchcQ0QRAjgRteTIsSp8D17htPLzL74GEbd3gRGhoKk8mEzs5OYf7FqKgoHD16VEjtodLbO+xsqqAv4Yp/2Zm3Ojog2uFjc1NyUdJQgk1nN/W5vXf3OfeaHrkVFwBjr+f8trXWr9NWoa2tzekGR0+xWCzo6Ojgvomto6ND2Guhq6tLsQQLJddyl6tXryI4OHi4D4MgCGJI3PA2DyamRWy+Yx/EPIVvUFAQJEnivpEvLCwMAIR2jmNiYlBXp1x6hqt4Qwa1K7g6dKawvNDp1YXeVg1HtgxLt2VAD/dTc5/CS/Nfcm5VKXq2r5AGrP9f9CwA6/OLPdd4wV5fvEWZSDHd2dmpmMDt7Ozk7ifnBYlpgiBGAtSZFtiZZl1knl5klUoFnU5n2wXPi95iesyYMVxrM2JiYnDt2jWhIsUTBop085buNBP87DiZ4AfQ5xjZ/Sxy/6E+9v7l3t7pOn0dtN1a1H9cj+WPLB/wWAa0qrRVD3i7CDHNTix5izK9Xo/ExESuNQHrpEklxbQ3d6avXbvG/UoFQRCE0tzwnWlJkhAQECC0M817Y19wcLBQMS2K2FhrV7S+vl7YGp7AO4NaxNhyV4fOOIuvU0kqh5sdc1NysePeHTix5gQSv0hE6OUhCpvQhAFvFyGm2WtBhM1DhJ/XaDTCYrEo2pn2VjFNnWmCIEYCN7yYBiBcTPP2N48aNUqYzaOlpYVr3d7ExMQAgNdZPVyJdHMVUZYRVwW/s/vJsjxol72+vt72N/KYnGcAPzvh5hdovR2+15kWcQVF6al/XV1dZPMgCIIQCIlpWO0YImLhWKeMdxc5NDQUbW1tXGtGRkYCAJqamrjW7U18fDwAoLraiRVgmOCZ/8xjbLmjzrargn8oJwbV1dW2v5HHTFsFLNsAhCYCkKxfl22w3g6gsbERERERQ1vDDvZacDZsxlOuXbsmZDKfqKztgdbzJltVb0hMEwQxErjhPdOAVfTyFrzA9U4Z72zl8PBw7h3k6GhrgkNDQwPXur0ZN24cAKCyslLYGp5g7x0eSprHUC0jzrzRK9JW4NMLn/YR6vYDWNYXr3eYzhGgDsCChAW4/ePbnf58BoMBNTU1SE5Odvlndcq0VTbx3BuTyYSmpqahd7/tYK8FniLdaDSis7NTiJ+XvdcoISJlWRZ2UjBUZFlGe3s7eaYJgvB5SExDnJjWarUICAjg3kWOiIjAxYsXudYMDg5GQECAUD9zaGgowsPDUVFRIWwNT+GV/zzUseXOOtu7q3cjPyvfoeC3F+C9CdWG4o7kO/oIcUebF6uqqmCxWGwnPCJobGyELMvcxXRzszUXm6eYZifAIoSeKFuKI7q7u2GxWLwyy1mv18NisZCYJgjC5yExDauY5u1rZoSGhvpEZ1qSJERHRwvtTANAcnKy13WmeZKXmddP2LpjGRmos+1M8DvbdAgA3eZubK/YPmhaCfubcOlMO4E9t9hVEF6w10J4eDi3muw1y9s6AojbMDnQWt4opkXZcwiCIJSGxDSsH2qiNsWFhIRw70yHh4ejubmZ+7TCmJgY4Ukb48aNw/fffy90jeHEVctI7yExof6h1kvehnZIkgRZlvvVHWyUtzO6zF1OhXbvx7GrBSI70+y5JaIz7efnx9UXzF6zvm7zYE0Cb7R5iOz+EwRBKAmJaVg/aHh3jxkiNgtGRETAbDZz9xvGxMSgqqqKWz1HpKSkoLCwEGazmftIaW9hMMuIvS2jtft6HKEjIT1YZ9uZtWQwQrTXO4JlZWXQaDRISHASbccBJqZ5d6abm5sRERHB9cRSZNeU2TyoM02daYIgRgaU5gFrLJwoMR0REWHzdPKCiZErV65wrZuQkCA8aSM9PR3d3d0j2uoxGAPZMhgqSeV4wqADHKWR9CbMPwwaqf95c5uhDbdsvAWF5YU4ffo0JkyYAI3Gej8RWdnsRI33IJSGhgYhAh24nnLDE5blzjsi0BHe3P1lvwee9hyCIIjhgMQ0rB80ooaViBDT7DI5b0tGYmIimpqahMQEMiZPngwAI9rqMRiuJHvIsowTa05gx707AGBAYZubkov8rHyEavsLpgB1ANbNXodRWsdd0DZDG/L35+MMztj+NqKysquqqhAREcE9po1LPrYdLCKSd4wfMDxi2hu7v8zrrsTvgSAIQiQkpmEV093d3UJGikdGRnLPbhYVY8c6hiKtHpMmTQJwY4tpV5I92H1cFba5KbnY++O9eGn+S4jTxfXrard1O7cadZm7IM+XbWJaVFb29/L3GJM/xnrbP29B4esZQH4Y8JcM4MRml2vb42ud6ba2NlvSj2i8WUwreVJBEAQhEvJM4/qbeVtbG/cPuIiICLS2tnL1CIvsTANWMT1x4kSutRlhYWEYM2bMDS2m8zLz8NTep2CSTQ6/39sjPZCwdWT9cObXHsxX7Rfph8kJVjEtIiv76X1Pw3izEdDAelJgbEN+kAzoApHbVgVsW2t9sIN86sEQ1Zn29/cXMuyktbUVoaGhXD3ezvBmmwd1pgmCGClQZxrXP2hEWD0iIyMhyzLX2lFRUQD4i+mxY8cCENuZBqxWj5MnTwpdw5vJTcl1artQSao+HmlXhe1gHufBfNXGJqPtqsFQx6s7OgEwWoz9Tt27VCqsD+8RUsZOoOhZl+r3Rq/XQ6/Xc+9MNzU1cd/UyGBiWgnYJj9vnDLY2toKf39/rx11ThAE4SokpnHdF8k7uxkARo8eDYDvZkE/Pz9ERUWhttb9BIeBSEhIgEqlEj5U5aabbkJpaakQW42v4Mx2Ictyn86yK8LWFSsI81WH+TvoAspAR2mHTUwPdby6qx1sAKjT9Lpa0+b+5lf2GhgzZozbjx2IK1eu2E5aedPc3CzEPuKI1tZWSJLklTaPlpYWIZ50giAIpSExjeu+yMbGRu61RVkyRCRvaLVaJCUl4cKFC1zr2jN37lwYjUaUlJQIXcebcbX764qwddXjnJuSiz3378F9E+/ru6gEhN0Shh1VO2z3y8/Kd+i9HsrP5vC+JvP1/wl1P5aPvQZ4R/qJsI4wGhsbFRPTLS0tCAsLg0rlfW/1TU1Niv0eCIIgROJ977DDAHtD571REBAnpuPj44XE2KWlpQkX03PmzAEAHDx4UOg63oyr3V9XhK27Hufd1bv73+iHPuI7NyUXO+7dYUsUcWfUel5mHvxUfn1ukyDBYrT0uS3AYkFeS4/9yS8QhTNXuh3Hx14D8fHxLh+fK4gW0+yKlWhaWlq8NnqO5YMTBEH4OrQBEb4pphMSEoSI0bS0NGzatIl73d7ExcUhKSnphhbTrk5KZPcdSMw621xobwVha8noPxgGcM+eMRj9hs9YgJZdLZiyfArqO+oR6xeCvJZW5Oo7gdBEFM5cifzq7X02LebvzweAAX/2mpoaAHzFtCzLQsW0kh1ZbxfTqampw30YBEEQQ4bENKwbENVqtRAxHRkZCZVKJURMNzY2oquri+sGntTUVDQ3NwvvGs2bNw/79u0TVt8XGEwku0peZl6f9Aygb5fbPl3DGe7YM1hdRycD64vX90sqkVUywm4Kw1c/+sphrfUf3+5Saon9mmEdYQgLC+M6TfDatWvo7OzkvqkRALq6uqDX6xXrTDc3N3u1mJ41a9ZwHwZBEMSQIZsHAEmSEBkZKcQzrVarERUVhbo6fl0/4LpHlHfyxvjx4wEA58+f51rXnnnz5qGqqgqXLl0Sus6NgDMrCGAd9rJuz7pBhbQ7GwwBx5se1+1Zh6nvTXUawacOcx4N6YpVxdGaZ8aeQcJivn5p9lqNjXXv5MIV2HvMjd6ZlmXZlphCEATh65CY7iE6Opp795gRHx+Py5cvc605btw4AOA+llupCYW33XYbAGDnzp1C1/FmeI7stvc4A7AJz4GQZRnaTq1bGwwB10ai2+Nv8Hf6PVc2ZDpaU9bIUN/GJ7+dIcI6wmDvMaIsJPY0NjYKSyUZCh0dHejq6vLKYyMIgnAXEtM9xMTEcJ8oyIiPj7d9QPMiOTkZALjH2CUnJyMgIACnTp3iWteejIwMREVFoaioSOg63oqokd0MV8RupF8kTv30FJ7UPem23cRdf7Wl24Isc5bT77uyIdPZmuYgs8PbB2KgExlnYprHyY+SYtpsNqO5uVkxS4k7sKhQbzw2giAIdyEx3UNMTIzQzjRvMR0fHw8/Pz/uYlqtViM9PV24mJYkCYsWLUJRUVH/zWo3AK7G2Xkq4AYTuwHqAExusl6FWLRokRtHbsVVf7UECeHqcNT8vQZ3T7zb6f1cSS1xtqbOonPr2Ac7kXEkpnmd/CgppltaWiDLslcKVmZ38cZjIwiCcBcS0z2IFtNNTU1ch5So1WqMHTtWyICVyZMnKzLuOycnB7W1tTh79qzwtUTjruj11CNsL+CcrTuQ2GVTFiu/qMTEiRM9sjMMNlERAOJ0cTix5gTubb4XbQfbbBYiZwwWx+doTUu3BXeOutOtYx/sRKampgbBwcF9pga6evIzGEqKaW8WrN58bARBEO5CYrqH6Oho22hi3rDNgrx908nJyULE9JQpU3Dp0iW0t7dzr90b1hH9+uuvha4jGk+6lp56hLvMXfjjoT/i9o9vx9T3pmLdnnUO1x1oM6Esy1gcvxi7d+9GTk6Omz+tld6dZEf0tmicOnUKERERQxaQ9t3rUCkUNX+vwcr0lW7VGexEprq6ut8JhrtZ3s5oaGiATqeDTudeN90TvNlK4c3HRhAE4S4kpntg44h5j+gGgMTERADgnlyRlpaG8+fPc7dJTJs2DQBw4sQJrnXtSUlJwfjx4/HZZ58JXUc0nnQth+IRbjO0Od1Y2DtOzuHocFgF+65du6DX63Hnne51dRm9I+ridHG4b+J9Ti0ax44dw7Rp0yBJkkdr9aZ393pp9VK0HWxDSkqKWzUGO5G5dOkSkpKS3HqMq1y+fJn76HNnsD0gIiL+hgoT0954bARBEO5CYroH9gHHu3sMiEvemDBhAlpaWrjnY2dmZgKA8HHfkiRh+fLl+Oabb3D16lWha4nEk67lYB7hwvJCj8UnW3fd7HVOBfu2bdsQGBjoUWfaUSf+0wufIi8zr59Fw2Qy4cSJE7bnlKv1XbHMnD17FvHx8W5nTA92IlNZWdlPTLs6sXIwampqFBPTIiP+hkp9fT20Wi1CQ0OH+1AIgiCGDInpHkSK6cTEREiShIsXL3KtO3HiRADAuXPnuNaNi4tDdHQ0iouLudZ1xLJly2AwGLBjxw7ha4nC066lM48wE6sW2TLg4wc7HmeCfWnyUhQUFOAHP/gBAgMD3a7vTif+zJkz6OrqwsyZM223DSSW3bHMnDt3zvYacIeBTmT0ej0aGxttJ8CuPMYdLl++LCRyzxH19fVQqVReaaVoaGhAdHQ0l6sVBEEQww1NQOyBiWneqRsAoNVqMWbMGCGdacDaocvKch475i6SJGHmzJnCO9MAkJ2djfDwcGzbtg333HOP8PVEMNgEQndxFmunklQI0YagtbvV6WPt13U0ZfHEiRO4dOkSnnnmGY+Oz1nHvVZfi8Lywj7rsecQE9P20xjtx4YPJNTtf45z585h1apVtrqujGZnOJs+yU547cX0QI9xFVmWUVNTo6iYHj16NNRqvjncPGBimiAIYiRAnekeQkNDERQUJKQzDQBJSUncxfS4ceOg0Wi4d6YBq9Xj1KlT6O7u5l67NxqNBrm5ufjss89gNrufF+wN8OpaMpyJVVmWHVo3GK6uW1BQAEmScNddd3l0fAN13O27yCUlJQgMDLR1kAfrartqmWlqakJzczMmTJjANbObiWl7mwcPWlpa0N3drZjNo76+XrHhMO7S0NDgtcdGEAThLiSme5AkCfHx8dzHczPGjRvHPXlDo9EgLS0Np0+f5loXsIppk8mE48ePc69tz4oVK9DU1ITdu3cLX0sUg8W6ucNAthFHwv2l+S+hdE2py+t+8sknmDNnjsdiZqBYPHu7x5EjRzB9+nRoNNaLYIOJZVctM+w5P3HiRG6xdQBQXl4OwHFneqhUV1cDEDNZ0RF1dXVeK1jr6uqoM00QxIiBxHQvxo4dK0xMp6WloaqqCgaDgWvdKVOmCBmwMnfuXADAgQMHuNe2Z+nSpdDpdPjwww+Fr+ULDLbZbSjC/cyZMzh27Bjuv/9+j4+PCXpnMGFsMBhw9OhR23MJGFwsu7rRjz3np0yZwi22DgDKysoQGBiIuDjHkX9DQWTX2xFK+rPdwWKxoL6+XsjvmCAIYjjwCTFtsXi2Ectdxo4dyz2+jpGamgqLxcLd6pGRkYGysjJ0dHRwrZuQkIDExETs37+fa11HBAUFYcWKFfj444+5n2z4IrxtI7358MMPIUkSfvSjHw35GJ1lTDNhfOzYMXR1dSE7O9v2PVdOFFz52U+ePImf3jwKY7fkItZoHPA43KGsrAypqalCNsax95axY8dyr22PxWJBbW2tYpYSd2hpaYHRaPTarjlBEIS7+MQGRFEC156xY8eitrYWBoMBWq2Wa+3U1FQAwIULF2wbB3mQkZEBWZZx5swZt+LHXCE7Oxt79+7lWtMZP/7xj/HPf/4TO3bs8NjLO5IY6mY3R8iyjI0bN2LhwoVcRNZgGy/37dsHAH02x7KfaaDNgq787DENu/GrJWpIbVXIMwUhf3QEulTXewOebgC9cOECxo8f7/bjXOHSpUvw9/dXxN7Q2NgIk8nklWKaTYH0xsg+giAIT/CJzrTRSeeJN2PHjrXtuOdNWloaAGvniycZGRkArJ063mRlZaG6ulqRk5nbb78dUVFR+Pvf/y58rRuV/fv349y5c/jJT37i1uOcRdkN1kXev38/xo0b10/QDdVfLssy1sRXIlBjHVaUq+9AfmMz4owmSLLscSffYrGgvLzc9lrlzcWLF5GYmAiVSvzbLttI7c1imjzTBEGMFHyiM62kmAasH3rJyclca0dHR2PUqFE4f/4817ppaWnw9/cXMq2QXZ7fu3cv/u3f/o17/d5otVqsXr0a69evR11dHXWtBPD2229Dp9PZ4uRcYbAoO2ddZFmWsXfvXtvIeJ7U19cjPlgGcN2KkavvQK6+w3pbvmcnlpcvX0ZXV5ftKhJvLl68qIjFA7g+ydUbX0dsMiPZPAiCGCko2pmWJEklSdIBSZJkSZJcniGtlI+WCWjeqRuANS1kwoQJ3GPsNBoNMjIycOzYMa51AWD69OkIDQ3FN998w722Ix599FGYzWa8+eabiqx3I9HQ0ICNGzdizZo1fSYGDjZt0NOkjLNnz6Kurg4LFy7k9jMwSkpKcKlNdvzN0ASP6549exYAPBoE4woVFRXcT9KdwZJDEhI8/32Iggl92oBIEMRIQWmbx2MAprr7ILPZjK6u/kMseDN27FioVCpbPBZv0tPTcebMGe51MzMzUVxcDFl2IjA8RK1WY+HChdi5cyfXus5IS0vD0qVL8eabbwrPt77ReOutt2AwGPDEE0/YbnMln9nTpAz2nPFkXPlgFBcX4/8WdUHW2E1v9AsEcjwbRAPA9tpMT08fyuE5RK/Xo76+XjExXVNTA0mSvFKw1tXVQavVIjw8fLgPhSAIgguKiWlJkhIAvAjAo087ET5me/z8/JCYmCikMw1YP6QvXrzIPXkjMzMTLS0tQrzNixYtQnl5OfcUEmfk5eWhvr4emzdvVmS9GwGDwYA33ngDS5Ys6SMUXek6ezoqfefOnUhKShIiHktKSnCkaxyk5RuA0EQAkvXrsg3ANNctLPacOXMGwcHBQgQoe/2kpKRwr+2I6upqxMTEwM/PT5H13KG2thaxsbE0SpwgiBGDkp3pvwIoB+D+JAUoI6YBq9VDlHBkQoa31YONai4uLuZaF4DN86qU1WPx4sWYNGkS1q9fz73TfqPyySefoLa2FmvXru1zuytdZ1dzn+3tIgfbDmLRokVCBFNxcbH1OT9tFfCLk0B+q/XrEIQ0YBXT6enpQo6ZnaArafPwRosHcF1MEwRBjBQUEdOSJN0LYDmAR2VZ9mhmNPMAiiY5OVlYZ5p5MXlbPaZNmwa1Wi1ETE+ZMgVRUVEoKiriXtsRkiRh7dq1+O677xTJuB7pyLKM9evXY/z48bjjjjv6fM+VrrMruc+O7CKhPwpFzEL+G8xaW1tRUVHBPQYSuC6mRcDeU5TsTHurmK6rq/NK+wlBEISnCE/zkCQpFMAGAH+TZfmgG497BMAj7P+VEtMpKSm4fPkyOjo6EBQUxLX2hAkToFKp8P3333OtGxgYiMmTJ+Po0aNc6wJWcbt48WJ89dVXsFgsisR6Pfjgg/jd736Hl19+GQUFBcLXU5LC8kJbxnKINgSSJKGtu81h3jIPdu3ahUOHDuGvf/1rv7/dYDnRjMFynx3ZRVT+Khz2P8zhJ+gLe47fdNNN/b7X+3fr7u+zra0N1dXVmDRpEtfjZZSVlUGn0yEqKkpIfXuqqqpw2223KbKWu1y+fLnPIB+CIAhfxyUxLUlSGIAn3ai7QZbl5p7//hOsHfD/cufAZFl+C8BbAKDRaGSlBrf0zoOeOtXtvZIDEhAQgPHjx6O0tJRrXQCYM2cOPvnkE8iyzP0y9dKlS7Fx40YUFxfj5ptv5lrbETqdDk8++SSeeeYZHD9+HNOnTxe+phLYx8y1Gdps37OPnOPFCy+8gJiYGDz00EP9vufKABVXcGYXudJ1xf0DHoSDB63n47Nmzepz+2ARfoPBctp5v+YZ58+fx/jx4xXxCbe2tqK9vV2xseXu0NXVhaamJq8cc04QBOEprnamwwD83o26HwBoliTpFgA/A/CgLMut7h4cQ6vV4uLFi54+3C3Y9LMLFy4I+WCdOnWqkBi7uXPn4n/+539w/vx5rhMWAWDJkiWQJAmff/65ImIaAJ544gn8+c9/xosvvohNmzYpsqZoHHVwe8M2//ES04cOHcLXX3+NV155BYGBgQ7vw2PSYqwuFrX6Woe38+bQoUOYNGkSwsLC+tw+0GZKbxHTSp0UsvdKbxTTbJgMiWmCIEYSLl2zl2W5UpZlyY1/F3oe+jqA4wAOSZKUxv71fC+o5/9HD7a+VqtVbKQ460zzHq7CyMjIQFlZGfR6Pde6c+bMAXC9c8eTqKgozJo1C1988QX32s4ICwvD448/jo8+/0dG7AAAIABJREFU+siW/+vrDBYn5+p9XOWFF15AREQEHn30UW41HeFok6JW0no0znsgZFnGwYMHbc/13nga4ccoLS1FcHCwkKEqJpMJFRUVwsaU2+PNYpptJCcxTRDESEK0ATYJwAwA5+3+AcBtPf+dP1gRJTvToaGhiIqKEiamp06dClmWufumJ02ahODgYBw6dIhrXcbSpUtx6NAhNDY2CqnviF/84hcICAjAH//4R8XWFIkrnVpe3dzjx49j27ZtyMvL6zOkRQS9NylCBkzNJvx+3u+5+78rKirQ2NiIuXPn9vuepxF+jNLSUmRkZAixYVRWVsJkMpGYBolpgiBGJqLF9GoAP3LwDwC+6/nv/xmsiFarRVtbG9ra2ga7KxfGjx/PPb6OwS4j8x7/rVarMXv2bBw4cIBrXcbSpUshy7Ki3emoqCg8+uij+N///V8cP35csXVF4aiD2xtHm/88QZZlrFu3DiEhIX2GtIgkNyUXX6z8Ag3/2YDph6Zj+fjl3Ndgz21HnWlXI/wcIcuyTUyLgJ2Ys6teorl48SICAgIQHR2tyHruwMT0mDFjhvlICIIg+CFUTMuyXCDL8sf2/3q+Xdfz/4MaiP39/QGIGfPtiPT0dGHWgtTUVIwaNUqIbzo7OxvHjx9He3s799o33XQT4uPjsXXrVu61B+Kpp55CREQEHn/8cZ/PnbaPmQvVhiLMP8xp5JynbN26Fdu3b8ezzz6r6JS5AwcOoKGhAXfffbeQ+nv27EFISIhDX7MrEX7OuHTpElpaWmx57bxhUZiikkLsYWPLvXEoSlVVFXQ6XT/PO0EQhC8jPBqPB0xMl5eXY8aMGcLXS09Px7vvvouWlhbuYkSlUmH69OkoKSnhWhcA5s+fD4vFgv379/fLFB4qKpUKd999N959910hsYHOiIiIwMsvv4yHH34Y77//PtasWaPIuqLgseFvIPR6PZ588klMmzYNjz/+uLB1HLF161ZotVosXbpUSP09e/YgOzsbarXa4fc9/d2y16IoMX369GlERkZi9OhBt4dwoby8XLE8a3epqqrC2LFjvVLoEwRBeIqSExBt9GxSvMvV+yvdmWYdJN7DVRiZmZk4duwYLBYL17rz5s2DRqPBnj17uNZl/PCHP0RnZye+/PJLIfWd8e///u+YO3cufvOb36C11eNQmBuC559/HlVVVXj99deh0Sh3rizLMrZs2YLFixcjJCSEe/3GxkZ8//33mD9/PvfaJSUlUKlUmDZtGvfagPV9RKmutCzLKCsr81oxfenSJSQmJg73YRAEQXBlWMS0u6jVaoSFhaG8vFyR9dgUtNOnTwupP3PmTOj1eu6bHHU6HTIzM7F7926udRkLFixARESE4lYPlUqFN954A01NTXj66acVXduXOHPmDF599VWsWbMGt9xyi6JrHz9+HJWVlfjhD38opP7evXsBWJ+DvCkuLkZ6erqwqy2nT59WTEw3NTXh6tWrXiumq6qqSEwTBDHi8AkxDVgnE5aVlSmyVnJyMrRarVAxDUCY1ePw4cPo6nKeZ+wpGo0Gy5cvx7Zt22AwGLjXH4iZM2fisccewxtvvIHvvvtO0bV9AVmW8fjjjyMoKAh/+tOfFF//k08+gUqlwvLl/DceAlaLh7+/v5Cc85KSEmEWj8bGRjQ2NiomplnDwRvFdHd3N+rr60lMEwQx4vAZMZ2amqqYmFar1UhPT8epU6eE1J8yZQoCAgKEjP9euHAhDAYD9u/fz702ANx3331obW1FYWGhkPoD8dxzz9mm+Skt5r2dd955Bzt37sRLL72keIqDLMv4xz/+gdtuu03YuOydO3di3rx5NssXL2pra1FTU+NwPDkP2HvI5MmThdS358IFa8R/amqqIuu5Q1VVFQAIyfImCIIYTnxGTI8fPx4VFRUwGo2KrDd16lTbVDTe+Pn5YebMmUIyoRcsWAC1Wo2vv/6ae20AWLx4MWJjY/H+++8LqT8QYWFh+Nvf/oYTJ07gxRdfVHx9b6Wqqgq//OUvsXDhQjzyyCOKr79v3z5UVFQI2xx65coVHDt2DIsXL+Ze+/DhwwAcx+3hxGbgLxlAfpj164nNbtcvLS0FIG6yoj3nzp2DJEleKaYrKysBWK/8EQRBjCR8SkybzWbbG7JoMjIyUFVVJWzD2+zZs/Hdd9/BZDJxrRsSEoI5c+agqKiIa12GRqPBAw88gMLCQkUHuDCWLVuGBx54AC+88IKQeEFfQ5ZlPPLIIzCbzXjnnXegUin/kn7vvfeg0+mwcuVKIfW/+eYbABAmpjUaTX+bx4nNwLa1QFsVANn6ddtatwV1aWkpwsPDERcXx++gB+D8+fNISkpCQIDzPPPhgg2TGTdu3PAeCEEQBGd8SkwD1y9jioZ1kkR1p2fPno3Ozk4hVpKcnBwcPXpU2InA6tWrYTQasWnTJiH1B2P9+vUYPXo07rvvPiGZ2r7Eq6++iu3bt+Oll14aFp9sZ2cnNm/ejHvuuUfYpMWvv/4aISEhQqwYhw4dwrRp0xAYGNj3G0XPAsbOvrcZO623u8HJkycxdepUxaLgzp8/r9ikRXeprKyESqWi6YcEQYw4fE5MixrzbY9oMc0uK7PLzDxZvHgxLBYLvv32W+61AWDatGmYPn36sFg9ACAyMhKbNm1CWVkZfvrTn/r8MBdP2bVrF9atW4d7770XP//5z4flGAoKCtDe3o7Vq1cLW6OoqAi33XYb96g/i8WCI0eOYPbs2f2/2Vbt+EHObneALMs2Ma0Esizj3LlzmDBhgiLruUtlZSUSEhLg5+c33IdCEATBFZ8R01FRUQgNDRU25tuexMREhISEcB/7zUhJSUFkZCQOHjzIvfbcuXOh0+mwY8cO7rUZa9asweHDh4WdbAzGggUL8PLLL2PLli14/vnnh+UYhpPy8nLce++9SEtLwzvvvDNsQzDeffddJCYm4rbbbhNSv7y8HOXl5cjJyeFe+8yZM2hvb3fslw5NcPwgZ7c74OLFi2hvbxc2ptyeK1euoK2tzas702TxIAhiJOIzYlqSJKSnpwsbpOJovRkzZgiJr2P1582bh3379nGvrdVqsWjRInzxxRfCurYPPvggtFot3nrrLSH1XeGXv/wlVq9ejWeeeQabN7u/OcxXaWtrw7Jly2A2m1FQUCBkSIorlJeXY8eOHXj44YeFebVZasydd97JvTZ77WVlZfX/Zs4zgJ+d9cMv0Hq7i4ierGgPi/JUKobPXbx5MiNBEMRQ8BkxDViHqYjKfnbEzJkzceLECZjNZiH1b7nlFpw9e1bIRr7c3FxUVlbi+++/514bAEaPHo17770X77//Pjo6OoSsMRiSJOGtt95Cdna2rVM+0jGZTLj//vtx7tw5fPzxx8N6Sf/tt9+GSqXCww8/LGyNwsJCTJgwAWlpadxr79u3D1FRUY47udNWAcs2AKGJACTr12UbrLe7CJusqJTNw5vFdGdnJy5fvuyVKSMEQRBDxafE9KRJk3D58mXFNp3NmDEDHR0dwnza2dnZACCkO52bmwsAQvOg/8//+T9oa2sb1q6wv78/tm7ditjYWKxYscKWZTtS+dWvfoXt27fj9ddfx6JFi4btOAwGA959913cddddSEhw3frgDnq9Ht9++63tucybvXv3Ijs727lFZtoq4BcngfxW61c3hDRgFdMiJyvac/r0aeh0OmF/j6FQUVEBwDuHyRAEQQwVnxLTbMy3UlYPkZMKAeDmm2+GVqsVIqYTEhIwffp0oWJ6/vz5mDRpEv72t78JW8MVoqKi8Nlnn0Gv12PZsmVoaWkZ1uMRxYYNG7Bhwwb84he/GJY86d58+umnaGhowKOPPipsjaKiInR3dwsR0/X19SgrK7Od0Irg2LFjilk8AKuYTk9PHzb//EB482RGgiCIoeKTYlopq8fkyZOh1WqFiemAgADcfPPN2Lt3r5D6ubm52LdvnzBxKUkSHnnkERw8eHDYM5+nTJmCjz76CKdPn8aiRYtQX18/rMfDmz//+c/Iy8vDihUr8Morrwz34eDNN99EUlISbr/9dmFrFBYWIjg4GPPnz+dem53AihLTV65cQXV1teJi2hstHgCJaYIgRjY+JaZTU1Oh1WqFjfm2x8/PD9OmTRMy9puxYMECHD16FHq9nnvtFStWwGw247PPPuNem7FmzRoEBQXhtddeE7aGqyxZsgQFBQU4d+4csrOzFRs/LxKLxYJf//rX+M1vfoNVq1Zh8+bNUKvVw3pMJ0+exM6dO/Hoo48KOxaz2YxPP/0Ud9xxB7RaLff6u3btQmBgIDIzM7nXBmB7zxA1ptyetrY2VFdXY8qUKYqs5y7nz59HcHCwsHHzBEEQw4lPiWmNRoNJkyYpGsc2a9YsfPfdd7BYLELqL1y4EEajEQcOHOBe++abb0Z8fDy2bt3KvTYjPDwca9aswT/+8Q9cuXJF2DqusmTJEuzcuROtra3IysoSdlVBCYxGI9asWYNXX30VP//5z7Fx40YhwtJd1q9fj8DAQPzsZz8TtsbBgwdRX1+PH/7wh0Lqf/vtt8jOzoa/v7+Q+keOHIEkSYqJafaeqFQMn7uwYTLeaEEhCIIYKj4lpgHrh4XSYrq9vV1YvnV2djbUarWQASsqlQorV67E9u3bhSZurF27Ft3d3XjzzTeFreEOc+bMwd69exEQEIBbb70VO3fuHO5Dchu9Xo/ly5fjgw8+wPPPP48NGzYMy6hwexobG/HBBx/gwQcfRGRkpLB1tmzZAq1Wi6VLl3Kv3dTUhBMnTmDhwoXcazOOHDmCSZMmITg4WNgavWHviUolh7iLN09mJAiCGCrD/+nsJlOnTkVVVZWwUdn2zJo1C4CYSYUAMGrUKMyaNUvYtMKVK1eis7MTX375pZD6gNXLvnTpUrz22mvDFpNnT3p6Ovbv34+kpCTceeed+OCDD4b7kFympqYGOTk52LFjB9566y387ne/85qO3muvvYauri48+eSTwtaQZRlbt27F4sWLhWRo7969GwCEiWlZlnH48GHbe4cSlJaWIjg4GGPHjlVsTVcxGAyorKwkMU0QxIjF58Q0u4yplG960qRJ0Ol0OHLkiLA1Fi5ciMOHDwvxTS9YsAARERHYsmUL99q9WbduHa5cuYJ3331X6DruEB8fj927d2Pu3Ll48MEH8ZOf/MTrkz4++ugjTJ06FaWlpfjkk0+EWinc5dq1a3jttddw9913C93odvz4cVRUVAi1eAQFBQkTu1VVVWhoaFBUTJ88eRIZGRlec9LVm4qKClgsFhLTBEGMWHxOTLPLmKLGfNujVqtx00034dChQ8LWYL5pEakeGo0GK1asQEFBAbq6urjXZ8yfPx/Z2dl4+eWX0d3dLWwddwkPD0dRURGeffZZfPjhh5gyZQq2bds23IfVj4aGBvzoRz/CqlWrkJaWhmPHjuHuu+8e7sPqw+uvv46Wlhb853/+p9B1PvroI6jVaixfvlxI/aKiImRnZwvzn7P3itmzZ3te5MRm4C8ZQH6Y9esJ51nusiyjtLTUa/3SzCJHYpogiJGKz4npxMREhIWF4fjx44qtOW/ePJSUlKCzs1NI/fnz50Or1eKrr74SUv/+++9He3s7vvjiCyH1Gfn5+aiursY777wjdB130Wg0ePrpp3H48GFERUVh+fLl+MlPfoKmpqbhPjTIsowPP/wQkydPRkFBAf74xz9i//79Xic8rl69ildeeQV33HEH5s6dK2wd9vvIyckRkvxw+fJlnDp1Cj/4wQ+412YcPHgQ/v7+mD59umcFTmwGtq0F2qoAyNav29Y6FdTV1dVobm5WNIbPHc6ePQvgerQpQRDESMPnxLQkSZgxY4aiucbz5s2DyWRCcXGxkPpBQUG45ZZbsGPHDiH1Fy1ahKioKHz44YdC6jNycnJwyy234MUXXxTaBfeUzMxMHDlyBL///e+xadMmTJ48GX/5y19w7dq1YTmeffv2YenSpfjxj3+M1NRUlJSUYN26ddBoNMNyPAPx17/+FU1NTfjDH/4gdJ0jR46gvLwcP/7xj4XUZyesIsX0gQMHbAOZPKLoWcBod+Ju7LTe7gD2XjhjxgzP1hPMmTNnEB0djfDw8OE+FIIgCCH4nJgGgOnTp///7d13XJXl/8fx18UScUDmyDS3pmg4MCXDleZeuWfmyl1pQ7PMPVKLlmhqfU1M3JqKe+DKHaiJ9nPv3IICss7n98cRv8ZXE9D7vg96PR+P8yAPnPv9gTsOn3Od674uDhw4QFJSkil5ySNxO3fuNCyjTp06HDx4kIsXLz7xY7u4uNCqVSuWL19uaOOolGLEiBGcP3+eGTNmGJbzONzc3Bg+fDh79uzB29ubgQMHUrBgQYYPH87Vq1cNzxcRQkJCqFq1Kv7+/uzZs4dJkyaxfft2vL29Dc9Pj6ioKCZNmkSDBg0eb+pCKiQv/2fUFJd169aRO3dufHx8DDl+XFwcf/zxx+ON3keeS9P94eHhKKUcdiWPI0eO6FFpTdOeahmymS5XrhyxsbEcPXrUlLw8efJQuHBhQ5vp5JGy9evXG3L8tm3bEhsby7Jlyww5frKaNWtSrVo1xo4da9i0mCehXLlybNq0iR07dlCtWjVGjBhBwYIF+eCDDwzZ7CU2NpZff/2VsmXL0qhRI86cOcN3333H6dOn+fDDDx1yNDrZd999x/Xr1xk+fLihOUlJScybN48GDRrg5eX1xI9vs9lYt24dtWvXNmyZwfDwcOLi4njttdfSfxDP/Gm6Pzw8nGLFipE1a9b0ZxpIN9Oapj3tMmQznTyqZNZFiGAfnd6xYwciYsjxy5UrR86cOQ1bwu71118nf/78zJkzx5DjJ0senb548aLDrDv9b/z8/FiyZAmHDh2iVatWTJ48mWLFilG8eHH69OnD4sWL07UCiM1mY9++fYwfP57atWvz3HPP0bFjR5KSkvjll184duwY/fv3J0uWLAZ8V0/OjRs3+Prrr2nUqJHhq1Ns2bKFixcv0rZtW0OOf+DAAS5fvmz4FA+wr3WebrW+ANfM/7zPNbP9/gfYv3+/YSPtj+vq1atcu3aNl19+2epSNE3TDOO4w2H/onTp0ri4uBAeHk7r1q1NyXz99dcJDg7mzJkzFCxY8Ikf38nJibp167J69WqSkpKe+DbNTk5OtG/fnq+++opLly6RJ0+eJ3r8+9WoUYM333yTMWPG0LVrVzw9PQ3LelK8vb2ZOXMmo0aNYvHixaxfv56goCCmTJmCk5MTJUqUoHz58uTJk+feLXfu3Hh4eHD58mUuXbp07+PFixfZuXPnvQscX3nlFfr27Uu9evWoVauWQ2y+klrjx4/n5s2bjBo1yvCsX375hWzZstG4cWNDjh8SEgJAvXr1DDk+wLZt2yhYsCD58z9kdDk1fO4+p20YaZ/a4Znf3kj7/O9zXWRkJMePH6dLly7pzzNQREQEgMNOYdI0TXsiRMThb76+vpKSj4+P1KtX73/uN0p4eLgAEhQUZFhGcHCwAPL7778bcvyIiAgB5KuvvjLk+Pfbt2+fADJkyBDDs4wSHx8vW7dulS+++EIaNmwoRYoUkSxZsgjwwJuzs7O88MILUrZsWencubPMnj1bLl68aPW3kW5nzpyRTJkySceOHQ3PioqKkixZski3bt0My3jttdekYsWKhh3fZrNJnjx5pEOHDoZlpLR582YBZOXKlaZlpkVgYKAAcubMGatL0TRNSxVgr6SxT82QI9MA5cuXZ/Xq1abllSlTBk9PT7Zt20bHjh0Nyahbty7Ozs6EhIQ83pzLhyhVqhR+fn789NNPDBgwwNANHipUqED79u0JCAigd+/ejzdSZxFXV1f8/f3x9/f/x/3R0dH3RqFjY2PJnTs3uXPn5vnnn89Qo86P8sUXXyAipoxKL1iwgOjoaLp162bI8a9evcrOnTv54osHT5V4Eo4fP86lS5eoWrWqYRkpJa8w5KjL4h06dIjs2bNnyN9/TdO01Mqwf/krVKhw7y11Mzg7O1OlShW2bt1qWMZzzz1HlSpV7r0dbYRu3boRERFh2Pbo9xszZgwiwscff2x4lpmyZMlC4cKF8fPzo2bNmpQuXZpcuXI9VY30rl27mDlzJu+//z6FChUyPO/nn3+mZMmShq1hvXr1akSEhg0bGnJ84N5zQ8oXX0YKCwvjhRde4IUXXjAtMy0OHz5MyZIlHXJnRk3TtCclw/71Tx6JCQsLMy3T39+fiIgIQzf7aNiwIeHh4Zw/f96Q47du3RoPDw9TNlYpVKgQn3zyCXPnziU0NNTwPO3JsNls9O/fn7x58zJ06FDD8/766y+2b99O165dDWu6QkJCyJMnD76+voYcH+zzpXPkyGHoVusphYWFUaFCBdPy0uqvv/4y9eehaZpmhQzbTJcrVw6lFPv27TMts1q1aoB91QGjNGrUCMCwLa+zZ89O69atmTNnDlFRUYZk3G/QoEEUKlSI3r17O9Q249rDTZ06lT179jBx4kSyZctmeN6PP/6Ii4sLnTp1MuT48fHxrFq1igYNGhj67kFoaChVq1Y17R2KmJgYIiIiHLaZjoyM5Pz583olD03TnnoZtpnOli0bJUuWZM+ePaZlVqpUicyZM7Np0ybDMry9vSlWrBhLly41LKN3795ER0cze/ZswzKSeXh4EBgYyJEjRxg/frzhedrjOX/+PIMHD+bNN9+kffv2hufFxMQwc+ZMmjdvbthUhc2bNxMZGclbb71lyPEBTp8+zYkTJ6hZs6ZhGSmFhYWRlJRk+JKF6XX48GHAvvqSpmna0yzDNtMAr776Krt37zZs7eeU3Nzc8Pf3N7SZVkrRrFkzNm7cyM2bNw3JePXVV/H19SUwMNCUn139+vVp164dY8eO5ciRI4bnaenXv39/EhMTmTp1qinzXOfNm8eNGzfo06ePYRlLlizBw8OD2rVrG5aR/JzwxhtvGJaRUvJAgqM204cOHQJ0M61p2tMvwzfTly5d4ty5h2y/a4CaNWvy559/cvnyZcMymjdvTkJCAitXrjTk+Eop+vTpw6FDh9i2bZshGSkFBATg4eFBz549sdlspmRqabN06VKWLFnCsGHDKFKkiCmZU6ZMwdvb+94UqifNZrOxdOlS6tevT+bMmR/9gHTatGkTOXPmNLVx3LNnD/nz5ydv3rymZaZFREQE7u7uplzAqmmaZqUM30wDpk71SB55MvKCusqVK5M3b14WL15sWEbbtm3x8vIiMDDQsIz75cmTh0mTJrFlyxb+85//mJKppV5UVBT9+vXDx8eHgQMHmpK5Z88e9uzZQ+/evQ0bBd+1axcXL140dIqHiLBp0yZq1qxp6ooue/bscdhRabCPTJcqVeqJb0ClaZrmaDJ0M122bFlcXV1NWeYtma+vL9myZWPjxo2GZTg5OdGsWTNWrVpFTEyMIRkeHh688847LFq0iAsXLhiSkVLXrl2pXr06H330kWmZWuoMHjyYCxcuMG3aNFxdXU3JnDx5MlmyZDHswkOARYsW4erqauiSeMeOHePs2bOmzpe+ceMGR48edfhmWu98qGnasyBDN9Pu7u6UK1eOnTt3mpbp4uJCzZo1Wbt2raHzjVu1akVMTIxhUz0A+vXrR2Jiommj00oppk+fTlxcHN27d9fTPRzE2rVrmTJlCgMGDKBy5cqmZP79998EBwfzzjvvGLbdvIgwf/586tSpg5eXlyEZYP/5Abz55puGZaSU/Jxn1Lrcj+vGjRucO3eOV155xepSNE3TDJehm2mA1157jT179pCYmGhaZt26dTl58iTHjx83LKNatWrkyZOHefPmGZZRtGhRmjRpwtSpU4mNjTUs537Fixdn4sSJrFq1ioCAAFMytYe7ePEinTp1onTp0owePdq03MDAQBISEnj//fcNy9i5cydnz56lTZs2hmWAvZkuUqQIxYoVMzTnfjt27MDJyclhR6b//PNPAN1Ma5r2THgqmumYmBgOHDhgWmadOnWA/45IGcHZ2ZmWLVsSEhLC7du3DcsZMGAA165dIygoyLCMlPr06UPz5s0ZPHgwu3btMi1X+6ekpCQ6duzIrVu3mD9/vqEX6N0vNjaWKVOm0LhxY4oXL25Yzrx588iUKRNNmzY1LCMhIYGNGzfee04wy44dO/Dx8SFr1qym5qZW8vOxj4+PxZVomqYZ76lopgF+//130zKLFi1K4cKFDW2mAdq0aUNsbKxhG7iAfQS8QoUKBAQEmDbtQinFTz/9RP78+WnTpg03btwwJVf7pzFjxrBx40YmT55s6tzWoKAgrl69yoABAwzLsNlsLFiwgPr165M9e3bDcnbu3Mnt27dNbaaTkpLYuXMnVapUMS0zrQ4ePMhzzz1Hvnz5rC5F0zTNcBm+mS5QoAB58+Zlx44dpmUqpahbty4bN24kISHBsJzXX3+dF1980dCpHkopPvroI44cOWJo056Sl5cXc+fO5fz583Tt2tW0tcI1u02bNjFixAg6duzIO++8Y1puUlISkyZNwtfXl+rVqxuWs23bNi5cuGD4FI81a9bg7Oxs6vrShw4d4vbt2/cGEhzRgQMHeOWVV0xZq1zTNM1qGb6ZVkpRpUoV09ZLTla3bl1u3brF9u3bDctwcnKiTZs2rFy5kuvXrxuW06pVKwoXLszo0aNNbWorV67Ml19+ydKlS5kwYYJpuc+6c+fO0aZNG4oXL05gYKCpDc/8+fM5evQogwcPNjT3119/xcPDg0aNGhmWAbBq1Sr8/PwMu4jyQZKf6xx1ZDopKYkDBw7oKR6apj0zMnwzDfapCmfOnOHMmTOmZdauXRtXV1dCQkIMzXn77bdJSEgwdHTaxcWFIUOGsHfvXtasWWNYzoMMGDCA1q1bM2TIENavX29q9rMoLi6Oli1bEhsby5IlS8iWLZtp2TabjdGjR+Pt7U3z5s0Ny7lz5w7z5s2jefPmhs4pvnjxIn/88YewPEMIAAAgAElEQVShy+49yNatW8mXLx+FCxe233FgPgSUgeFe9o8H5ptaT0rHjh0jOjqa8uXLW1qHpmmaWZ6KZrpq1aqA/Y+MWbJmzUr16tUNXboO7GtplylTxvALBN9++20KFCjAiBEjTB2dTp4/XapUKdq2bcvJkydNy37WiAj9+/dn165dzJw5k1KlSpmav3jxYiIiIhg6dKihm5usWLGCyMhI3n77bcMywD4qDdCgQQNDc+4nImzdupWqVavaR/YPzIfl70HkWUDsH5e/BysGWtZgh4WFAehmWtO0Z8ZT0Uz7+PiQPXt2U5tpsP8RjYiI4NSpU4ZlKKXo1KkTO3bs4NixY4bluLm5MXjwYHbu3MmGDRsMy3mQrFmzsnjxYpKSkqhfvz7Xrl0zNf9Z8eWXXzJ9+nQGDx5MixYtTM222WyMGjWKl19+mVatWhmaFRQUxIsvvmj4POaVK1eSL18+U6cznDx5kvPnz/93+/UNIyEhxbKWCbGw9+f/bbBNaqjDw8NxdXU1dWt1TdM0Kz0VzbSzszNVqlSxpJmG/45QGaVDhw4opQwfne7atSv58uVj1KhRhuY8SIkSJfjtt984efIkTZo0MW3d62dFUFAQn376KW3btmXMmDGm5y9fvpwDBw7w2WefGbq99JUrV1i5ciXt27c3NCchIYG1a9fSoEEDU+ecJz/HJb8bR+S5h3xlineXEmLtjbcJwsLCKF26NG5ubqbkaZqmWe2paKbBPm86IiKCK1eumJZZokQJihQpwooVKwzNyZcvH7Vr12bWrFmGLl+XKVMmBg0axJYtW0wfnQb7Ofz111/ZsWMHrVu3NnSllGdJSEgIXbt2pWbNmsycOdPQKRYPYrPZGD58OEWLFqVdu3aGZgUHB5OYmGjoFuVgb2pv3bpl6hQPgC1btpAjR47/LmXomT/1D35o4/3kiAhhYWF6ioemac+Up6aZrlGjBgCbN282LVMpRZMmTdiwYYOhG6sAdOnShVOnTrFp0yZDc3r06MFLL73EkCFDLFmurmXLlgQGBrJixQo6d+5MUlKS6TU8TTZv3kzLli0pW7YsS5cuJVOmTKbXsGDBAsLDwxkxYgQuLi6G5YgIP/30E76+voZPvVi2bBnu7u6mbiEOsHHjRqpXr/7fF0S1vgDXlJvtPGSkPC2NdzqdPXuWK1euULFiRcOzNE3THMVT00xXrFiRrFmzGt5sptS0aVPi4uIM38DlrbfewsvLixkzZhia4+7uzrBhw9i9ezfLli0zNOthevXqxbhx4wgODqZfv356Dep02rt3L40bN6Zw4cKsXr3a0M1LHiYxMZGhQ4dSpkwZ2rZta2jW3r17OXDgAN26dTM0R0T47bffqF27NlmyZDE0636nTp3i1KlT/5wL7tMaGn8Hni8Byv6xYtf/bbBdM9sbb4Pt2bMHQDfTmqY9U56aZtrV1RV/f3/Tm2l/f39y5MjBb7/9ZmiOu7s7nTp1YvHixVy9etXQrM6dO1OiRAk+//xzy0aGBw8ezKBBg5g6dSqDBw/WDXUaHTp0iHr16vH888+zbt06cubMaUkdv/zyC0ePHmX06NGGzmEGmD59OpkzZ6Z9+/aG5hw8eJBTp04Zuk35g4SGhgL/fRfuHp/WMOBPGH7T/rHR1//bYDf+zv51Btu7dy8uLi56jWlN054pT00zDVC9enUOHz7M5cuXTct0cXGhYcOGrFixgsTEREOzunfvTnx8vOEXIrq4uDBq1Cj+/PNP5syZY2jWvxk3bhy9evViwoQJvPfee6Ztd57R7d69m2rVquHm5sa6dess29I5NjaW4cOHU7lyZZo0aWJo1u3btwkODqZ169aGb6Dy22+/oZSicePGhuakFBoaSs6cOVO3SkbKBtuERhrszbSPjw/u7u6m5GmapjmCp6qZtmLeNNinely/ft3wXRh9fHyoVKkS06dPN3yktmXLlvj6+jJkyBBiYmIMzXoYpRSBgYF8+OGH/PDDD3Ts2JG4uDhLasko1q5dyxtvvIGXlxfbtm2jWLFiltUSEBDAuXPnGD9+vOErXsydO5fbt2/To0cPQ3PA3kz7+fmRJ08ew7PuFxoaSvXq1R12i24RYd++fXqKh6Zpz5ynqpn29fUla9asbNy40dTcevXqkTlzZhYtWmR4Vq9evTh8+LDhLxicnJzuNUNffvmloVn/RinFxIkT782hrl+/Pjdv3rSsHkc2c+ZMGjZsSNGiRdm2bRtFihSxrJZz584xZswYmjVr9r/TEp4wESEwMJAyZcoYvsX2yZMn2bdvH2+99ZahOSmdOHGC06dPG/6zfBxHjx7lxo0bvPrqq1aXommaZqqnqpl2dXWlevXqpi/rliVLFurXr8+iRYsMn4rQtm1bcuTIweTJkw3NAftatu3atePLL7+0dGdCpRSDBw9m1qxZ93Z/O3fO+GW+MgoRYdSoUXTp0oUaNWqwdetW8ubNa2lNgwYNIikpia+//trwrJ07dxIWFkbfvn0NH7VduHAhYH/nxkzJz2m1a9c2NTctdu7cCYCfn5/FlWiappnrqWqmAWrVqsXRo0c5e/asqbktW7bk4sWL/P7774bmZM6cmW7durFkyRJTGsoJEybg7OzMRx99ZHjWo3Tq1IlVq1Zx+vRp/Pz8CA8Pt7oky8XFxdGzZ0+++OILOnXqREhIiCWrdtxv27ZtzJkzh08++YTChQsbnvfDDz+QPXt2OnbsaHjWwoUL8fX1NeX7ut+GDRt48cUXefnll03NTYudO3eSLVs207ep1zRNs9pT2UwDpo9ON2rUiEyZMrFgwQLDs3r37o3NZmPatGmGZ+XPn5/PPvuMxYsXs379esPzHqV27dr3doHz8/Nj6tSpz+xKHydOnOD1119n+vTpDBkyhF9++cXyXeeSkpLo378/L730EoMHDzY879KlSyxYsIB33nmHrFmzGpp1+vRpdu/ebfh26CnZbDY2btxIrVq1HHa+NNib6UqVKhm+aoumaZqjeeqa6TJlypArVy7TG79s2bJRr149Fi5caPhUj8KFC9OwYUOmTZtGfHy8oVkAAwcOpEiRIrz//vsOsSth2bJlCQsLo2bNmvTu3Zt27doRGRlpdVmmWrhwIeXLl+f48eMsWbKEMWPGOESjNWPGDMLDw5k0aRIeHh6m5CUkJNCnTx/Ds6ya4nHw4EGuXLlyb6DAEcXExHDgwAE9xUPTtGfSU9dMOzk5UatWLdavX2/6UmqtWrXiwoULbN++3fCsfv36cenSJebNm2d4lru7OwEBAURERPDtt98anpcauXLlIiQkhPHjx7Nw4ULKlStn+BQbRxAdHU337t1p1aoVJUuWJCwsjGbNmlldFgBXrlxhyJAhVK9e3ZTR2/j4eAIDA6ldu7Yp0x/mz59P+fLlKVq0qOFZ90seGHDkZnrfvn0kJSVRuXJlq0vRNE0z3VPXTIN9dY1Lly5x4MABU3ObNGlC5syZCQ4ONjyrTp06eHt7ExAQYMo0h8aNG9O4cWOGDRvG6dOnDc9LDScnJwYNGsS2bdtQSlG1alWGDRv21C6ft2vXLipUqMDPP//Mp59+yrZt2yhUqJDVZd3z0UcfcevWLQIDA00ZJZ8/fz4XLlxg4MCBhmcdO3aM3bt3065dO8OzUlq9ejVlypQhf37jtwNPL33xoaZpz7KnspmuU6cOYP8jZKZs2bLRpEkTFixYYPh0CKUUAwcOJCws7N7OaEbnff/99wD079/foeYpJ1+M2L59e0aOHEnp0qVZvny5Q9X4OP7++2+6dOmCn58f0dHRbNy4kbFjx+Lq6mp1afds2rSJWbNm8fHHH+Pt7W14nojw1VdfUapUKerWrWt43ty5cwEM3xI9pejoaLZs2WLK9/g4du3aRZEiRciVK5fVpWiappnuqWym8+bNS9myZVmzZo3p2e3bt+fq1aumzNnu0KEDuXLlMmX5MYCCBQsycuRIli9ffq+5cBTZs2cnKCiINWvW4ObmRpMmTahfvz5HjhyxurR0i4+PZ+LEiZQoUYI5c+YwaNAgDh8+7HBrDUdHR9OjRw+KFCnC559/bkpmaGgo4eHhDBw4ECcnY5/GRIQ5c+ZQtWpVXnrpJUOzUgoNDSU+Pp569eqZmptWO3fu1FM8NE17domIw998fX0lrQYNGiQuLi4SFRWV5sc+jjt37oiXl5d06tTJlLzhw4cLIBEREabkJSYmSuXKlSVHjhzy999/m5KZVvHx8RIQECCenp7i4uIiAwYMkBs3blhdVqrZbDZZsWKFFC9eXABp3LixHD161OqyHur9998XQEJDQ03LbNiwoeTKlUtiYmIMzwoLCxNApk6danhWSv369RMPDw+JjY01PTu1zp07J4B88803VpeiaZr22IC9ksY+9akcmQb7vOnExETTl8jLlCkTLVu2ZMmSJURHRxue16dPHzJnzszEiRMNzwJwdnbmP//5D9HR0fTs2dMhp1K4urrywQcfcPToUbp06cI333xDgQIF+OCDDzh+/LjV5T1UXFwcs2bNwtfXl0aNGuHk5MSqVatYtmyZpduC/5vNmzfz3Xff0b9/f6pXr25K5p9//klISAj9+vUjc+bMhufNmTMHFxcX01fxEBFWrVpFjRo1cHd3NzU7LXbt2gWgR6Y1TXt2pbX7tuKWnpHpuLg4yZ49u3Tr1i3Nj31coaGhAsjs2bNNyevfv7+4uLjI6dOnTckTEZk0aZIAMmPGDNMy0ys8PFw6dOggLi4uopSSpk2byqZNm8Rms1ldmoiIXLp0SUaMGCF58uQRQLy9vWXatGkSFxdndWn/6saNG1KgQAEpXry43L5927Tcdu3aSdasWeXq1auGZyUmJkrevHmlcePGhmeldPjwYQFk8uTJpmenxcCBAyVTpkxy584dq0vRNE17bKRjZNryRjk1t/Q00yIirVu3lhdeeEGSkpLS9fj0SkpKkkKFCsmbb75pSt6ZM2fE1dVV+vbta0qeiP17rFmzpmTJksWhpyDc7/z58/LZZ5/J888/L4CUKFFCxo4dKxEREaY31lFRUTJ//nxp3769ZMqUSQCpX7++rFmzxmGa/Efp0KGDODs7y65du0zL/Ouvv8TJyUk++eQTU/JWr14tgCxcuNCUvPtNnDhRAFNfJKeHn5+f+Pv7W12GpmnaE6Gb6RRmzZolgOzevTtdj38cX3zxhSil5OzZs6bkde/eXTJlyiQXLlwwJU/E3sR7eXlJ5cqVJSEhwbTcxxUTEyPTp0+XqlWrCiCAFC9eXD7++GPZtm2bJCYmGpJ74cIFmTp1qtSvX1/c3NwEkOeff1569+4thw8fNiTTKHPmzBFARo4caWpuly5dxN3d3bT5+u3atZPnnnvOklHXatWqiY+Pj+m5aRETEyOurq4yaNAgq0vRNE17InQzncLVq1fFyclJhg4dmq7HP46jR48KIOPGjTMl79ixY+Lk5CQffvihKXnJ5s6dK4AMHz7c1Nwn5ezZszJ58mR58803xcXFRQDJmjWrvP7669KnTx+ZNm2a7N69O00XutlsNjl58qQsWbJEhg8fLs2aNZPChQvfa9yLFCkiAwcOlM2bN2eoFyHJTp8+LZ6envLaa6+ZWv/JkyfFxcVF+vfvb0rezZs3xd3dXXr37m1K3v2uXbsmzs7O8tlnn5menRZbtmwRQJYtW2Z1KZqmaU9EepppZX+cY6tYsaLs3bs3XY+tWrUqt2/fJiws7AlX9Wj+/v5cu3aNiIgIUzax6NixI0uWLOH06dPkzJnT8LxknTp1Ijg4mG3btmXoTRtu3rzJqlWr2L59O/v372f//v3cunULsK+z7enpiZeXF15eXvf+283NjcjISCIjI7l58+a9W/LGMUopihcvTrly5ahQoQINGzakdOnSDrH1d3okJSVRu3Zt9u7dS3h4uKm7Afbp04cZM2Zw/PhxU5ao++mnn+jevbsly77NmTOHDh06OPySc+PHj+fTTz/lypUrpj7naJqmGUUptU9EKqbpMU97Mz1hwgQGDRrE6dOnKVCgwBOu7N/NmDGDHj168Pvvv/Paa68ZnhcREUGZMmX4+OOP+fLLLw3PSxYZGUm5cuVISkpi3759T83GDTabjVOnTrF//34OHjzI1atXuXnz5j8a57i4uP9psD09PSlWrBhly5alTJkyZMmSxepv5Yn5/PPPGTNmDD///DNdunQxLffMmTMUL16czp07M23aNFMyq1Spwo0bN0x7MXy/Nm3asHnzZi5cuGD4OtqPo2HDhpw4cYLDhw9bXYqmadoTkZ5m2vIpHKm5pXeah4j9giVAvvvuu3QfI72ioqIkS5Ys0qVLF9MyO3ToIJkzZ5aLFy+alikism/fPnF3d5caNWpkyKkL2qMtWrRIAOnWrZvpF0n26NFD3NzcTLsY788//xRAJk2aZEre/e7cuSPZsmWTHj16mJ6dFomJiZI9e3bp2bOn1aVomqY9Meh1pv9XiRIlePnll1m2bJnp2dmyZaNdu3bMmzePqKgoUzKHDRtGfHw848ePNyUvWYUKFZg2bRqhoaF88sknpmZrxouIiKBz585UqlSJH374wdSR2uPHj/Pzzz/z7rvvmvbu0vTp03F1deXtt982Je9+mzZt4tatWzRt2tT07LTYv38/UVFRpq0vrmma5qie+mYaoGnTpoSGhnLz5k3Ts3v06EFMTAxz5swxJS/5rfCpU6dy7tw5UzKTderUiffee4+AgADTvl/NeJGRkTRr1gwPDw8WLVpk+gYiI0eOxNXVlSFDhpiSd+fOHYKCgnjrrbcsmbL022+/kSVLFmrVqmV6dlps3rwZgGrVqllciaZpmrWemWY6MTGR1atXm5796quv4uPjw/Tp003LHDp0KDabjdGjR5uWmWzSpElUq1aN7t27Ex4ebnq+9mTZbDY6derEyZMnWbBgAfnz5zc1//Dhw8yePZt+/fqRN29eUzIXL17M9evX6dGjhyl59xMRli1bRt26dR1610OwN9NFixYlX758VpeiaZpmqWeima5cuTK5c+dm6dKlpmcrpejRowd//PEH6b2IMq0KFSrEu+++y4wZM/jrr79MyUzm6urK/PnzyZEjB82aNePy5cum5mtP1rBhw1i+fDlff/21JSOQQ4YMwcPDw9SpQ9OmTaNw4cK88cYbpmUm27t3LxcuXHD4KR42m42tW7fqKR6apmk8I820s7MzzZo1IyQkhNjYWNPzO3XqhIeHB4GBgaZlDh06lMyZMzNo0CDTMpPlyZOHpUuXcvnyZZo3b86dO3dMr0F7fMHBwYwePZquXbvSr18/0/M3b97M0qVLGTx4sGnTLQ4dOsTmzZvp1auXJatoLFq0CBcXFxo1amR6dlqEh4dz/fp1S15waJqmOZpnopkGaNmyJbdv32bt2rWmZ3t6etKhQweCg4O5fv26KZl58uRhyJAh/Pbbb/fmNpqpYsWKzJw5k+3bt9OhQweSkpJMr0FLv/Xr19O5c2eqVavGlClTTF8azmaz8eGHH/LSSy8xcOBA03IDAwPJlCkTXbt2NS0zmYiwcOFCatWqRY4cOUzPT4sNGzYA6GZa0zSNZ6iZrlGjBs899xwLFy60JL9v377cuXOH//znP6ZlfvDBBxQoUICBAwdis9lMy03WunVrvvnmGxYvXkzv3r3tW25qDm/Pnj00a9aMkiVL8ttvv+Hm5mZ6DXPmzGHfvn2MHTuWzJkzm5IZFRXFrFmzaNOmjSUbkOzfv5/jx4/TokUL07PTasOGDXh7e5s2j13TNM2RPTPNtKurK82aNWP58uX3dqczU9myZfH392fKlCmmNbaZM2dm7Nix/PHHH8yePduUzJTef/99hgwZwvTp0/n8888tqUFLvSNHjlC/fn1y587NmjVr8PLyMr2GmJgYPv30UypWrEj79u1Nyw0KCuL27dv07dvXtMz7LVq0CCcnJ5o1a2ZJfmrFxcWxdetWh19tRNM0zSzPTDMN9qkekZGRrF+/3pL8vn37cvz4cdasWWNaZrt27ahYsSJDhgwhJibGtNz7jR49mnfffZexY8cSEBBgSQ3ao509e5Y6derg4uLC2rVrLRt1DAgI4Ny5c3z11VemzVsWEQIDA6lYsSKVKlUyJTNl/sKFC6lRo4bD7yC6c+dOYmJidDOtaZp21zPVTNeqVQsvLy/mzZtnSX7z5s3Jmzcv3377rWmZTk5OBAQEcP78edM3ckmmlCIwMJCWLVsycOBAU5cJ1FLn77//platWkRFRbFq1SqKFStmSR3nzp1j7NixvPXWW6auHrJu3ToiIiIsudAS4MCBAxw5coSWLVtakp8W69evx9nZWa/koWmadtcz1UxnypSJFi1asGTJEktW9XBzc6Nv376sWbOGQ4cOmZbr7+9P+/btmTBhAidOnDAt937Ozs78+uuv1K9fn549exIUFGRJHdr/unLlCrVr1+bChQusXLmS8uXLW1bLxx9/jM1m4+uvvzY1NyAggDx58tC2bVtTc5MFBwfj4uJCq1atLMlPi7Vr11K5cmVLpgBpmqY5omeqmQb7tIfbt28TEhJiSX7Pnj1xd3fnm2++MTV3woQJuLi4MGDAAFNz7+fm5saiRYuoWbMmnTt35scff7SsFs3u3LlzVKtWjePHj7Ns2TKqVKliWS2bN29m7ty5DBo0iEKFCpmWGxERwerVq+nXrx+ZMmUyLTeZzWZj7ty5vPnmm5Zc+JgWN2/eZO/evdSuXdvqUjRN0xzGM9dM16hRgxdeeMGy7a5z5sxJ586dCQoK4sqVK6bl5suXj6FDh7Js2TLLXkiA/aLIFStW0KBBA3r16sWECRMsq+VZd+zYMfz9/Tl//jxr1qyxdJmzhIQE+vXrR8GCBU1fG/2bb77B3d2dXr16mZqbbMeOHZw+fZp27dpZkp8WoaGh2Gw2PV9a0zTtPs9cM+3s7Ezr1q1ZuXIlkZGRltTwwQcfEBcXx5QpU0zNHTBgAKVKlaJfv36WXYwI9oZ6yZIltG3blkGDBvHpp5/qZfNMdvDgQfz9/YmOjmbTpk2W7G54v4CAAP7880++/fZb05bCA/sUl1mzZvH2229bNiocHByMu7u7w6/iAfYl8Tw8PPDz87O6FE3TNIfxzDXTAO3btycuLo5FixZZkl+yZEnq16/P5MmTTZ277ebmxtSpUzl16hTDhg0zLfdBXF1dmT17Nj179mT8+PH07NmTxMRES2t6VmzdupVq1arh4uLCli1b8PX1tbSe48ePM3z4cJo2bWr6NtqBgYHExcXxwQcfmJqbLCEhgfnz59OoUSOyZctmSQ1psWHDBqpWrWrJ2uOapmmO6plspitVqkTx4sUtvQjuk08+4fLly8ycOdPU3GrVqtGjRw++/vpr9u7da2p2Ss7OzkyZMoXPP/+c6dOn07JlS0tHzJ8FS5cupU6dOuTJk4ft27dTqlQpS+sREXr06IGrqys//PCDqdnR0dF89913NG7c2LKfw9q1a7ly5QodO3a0JD8tzp49y+HDh6lTp47VpWiapjmUZ7KZVkrRsWNHQkNDOXPmjCU1VK9enUqVKjFp0iTTR2QnTpzICy+8QNeuXYmPjzc1OyWlFKNGjeL7779n2bJlvP7665w6dcrSmp5GNpuNkSNH0rx5c3x8fNi2bRsFCxa0uixmzJjBpk2bmDhxIvnz5zc1+6effuL69eumz9G+3+zZs3n++eepX7++ZTWkVvL6+HXr1rW4Ek3TNMfyTDbTwL2RoODgYEvylVIMHjyYEydOmL7FuaenJ1OnTuXgwYN8+eWXpmY/TL9+/VixYgUnT57E19eXdevWWV3SUyMyMpK33nqLYcOG0aFDBzZt2uQQq0acP3+ejz76iJo1a9KjRw9TsxMSEvjqq6/w9/fn9ddfNzU7WVRUFEuXLqVNmzYZYtrEmjVryJcvH97e3laXomma5lCe2Wa6SJEiVKlShaCgIMsufmvatCklS5Zk/PjxptfQuHFj2rZty6hRo4iIiDA1+2EaNGjA3r17efHFF6lXrx4TJkzQFyY+psOHD1O5cmVCQkL49ttvmTVrFh4eHlaXhYjQu3dvEhISmDZtGkopU/PnzJnDmTNnLB2VXrx4MXfu3MkQUzySkpJYv349derUMf1caZqmObpntpkG++j0oUOH2L9/vyX5Tk5ODB48mP3797Ny5UrT87/99luyZ89O165dSUpKMj3/QYoVK8aOHTto0aIFgwYNok2bNty6dcvqsjKkxYsXU6lSJa5fv86GDRt47733HKYRmjt3LsuXL2fUqFGm77aYlJTE+PHj8fHxoWHDhqZm3y8oKIiiRYtmiJUx9uzZw82bN/UUD03TtAd4ppvp5LdXzb4I8H7t27enUKFCjBw50vRR2Ny5c/P999+za9cuJk2aZGr2v8maNSvz5s3jyy+/ZNGiRfj6+vL7779bXVaGcfv2bfr06UOLFi3w9vZm3759DrX1899//02/fv2oVKkS77//vun5Cxcu5MiRIwwZMsSyFxenT59m06ZNdOrUyWFe4PyblStX4uTkxJtvvml1KZqmaY5HRBz+5uvrK0Zp1aqVPP/88xIXF2dYxqNMnz5dAFm5cqXp2TabTVq0aCGurq6yb98+0/MfJTQ0VAoWLChKKRk4cKDExMRYXZJD27BhgxQqVOjez+vOnTtWl/QPSUlJUq9ePXF3d5fDhw9bku/t7S3e3t6SmJhoen6yESNGiFJKTp06ZVkNaVG+fHnx9/e3ugxN0zTDAXsljX2q5Y1yam5GNtOrVq0SQBYuXGhYxqPExcVJwYIFpXLlymKz2UzPv3r1qrz44otSokQJuX37tun5jxIVFSW9evUSQEqUKCHbt2+3uiSHc+vWLendu7cAUrx4cdm6davVJT1QQECAABIYGGhJ/rx58wSQ4OBgS/JF7A19oUKFpHbt2pbVkBbnzp0TQMaNG2d1KZqmaYbTzXQ6JCYmSr58+aRhwxUjH/8AAA02SURBVIaGZaTGtGnTBJBVq1ZZkr9hwwZRSkn37t0tyU+N9evX/2OUOjo62uqSHML69evvjUYPGDDAYX8uYWFh4ubmJk2aNLHkRWNSUpKULl1aSpUqZemo9IYNGwSQX3/91bIa0iL5uenAgQNWl6JpmmY43Uyn06effipOTk5y/vx5Q3P+TVxcnBQoUED8/PwsaTRERAYPHiyALFiwwJL81Lh/lDp//vwya9YsSUpKsrosSxw9elRatGjh8KPRIiLR0dFSsmRJyZs3r1y5csWSGubPny+AzJkzx5L8ZB07dhRPT88MM2WpadOmUqBAAcuelzRN08ykm+l0+r//+z8BZMyYMYbmPMqPP/4ogISEhFiSHx8fL6+++qp4enrKiRMnLKkhtbZs2SIVK1YUQMqXLy/r1q2zuiTTXLlyRd577z1xdXWVLFmyyMiRIx12NDpZ165dRSll2XlKTEwUb29vKVmypKWj0tevXxd3d3fp1auXZTWkRUxMjHh4eEjv3r2tLkXTNM0UDttMAx7AF8AhIBa4DuwA3krN441upkVE3njjDSlUqJClf2jj4+OlSJEiUrZsWctGW48fPy6enp7y6quvWnpRZmokJSXJr7/+KgULFhRA6tWrJ/v377e6LMNER0fLuHHjJHv27OLk5CTvvvuuXLhwweqyHumXX34RQD777DPLapg5c6ZDvOvyzTffCCB//PGHpXWk1rJlywSQNWvWWF2KpmmaKRyymQaeA/4AbgHfAd2A94ApwAepOYYZzXTyW8BWrKhxv9mzZwsgc+fOtayGRYsWCSDvv/++ZTWkRWxsrEyaNEm8vLwEkAYNGsj69eufmrelL168KEOHDpWcOXMKII0bN5ZDhw5ZXVaqHDp0SDw8PKR69eqSkJBgSQ137tyRggULiq+vr6X/T9hsNilVqpRUqlTJshrSqmvXrpI9e3aHf2GtaZr2pDhqMx0ERAHe6T2GGc10XFyc5M6dW5o0aWJ41r9JSkqSV155RYoXLy7x8fGW1fHee+85xEheWly7dk1GjBghuXPnFkB8fHxk5syZDrc8XGodOHBAunTpIm5ubqKUkiZNmsiWLVusLivVbt26Jd7e3pIrVy5Lr0f4/vvvBZDVq1dbVoOIyObNmwWQn3/+2dI6UisxMVFy5swp7dq1s7oUTdM00zhcMw0UApKAr+7+2xnImtbjmNFMi/z3QsSzZ8+akvcwyW+tTp061bIa4uLixM/PT7JkySIHDx60rI70iI2NlZ9++klKly4tgLzwwgsyZMiQDPF9REZGyqxZs6RWrVoCiIeHh/Tp00f++usvq0tLE5vNJs2bNxcnJydZv369ZXVERUVJ7ty5pUaNGpa/U9G+fXvx9PR0+PntybZs2SKAzJs3z+pSNE3TTJOeZtroHRDrYd9lMUIpFQTEALeUUueUUgMMzk6zHj16kCdPHv766y9L62jUqBFVq1bl4MGDltXg5ubGokWLyJYtGytWrLCsjvRwd3ena9euHDx4kLVr11K+fHnGjx/PK6+8wpkzZ6wu7191796dt99+m6NHjzJu3DjOnj3L5MmTKVGihNWlpcnZs2f5/fffmTBhArVq1bKsjoiICESE8ePHW7rToM1m49q1a3Tu3BkPDw/L6kiLS5cuUbBgQerVq2d1KZqmaQ5N2Ztwgw6uVADwAXAFuApMBOKBXoA/MFJEhj3kse8C7979ZxngT8MK1YyUE/u51zImff4yNn3+Mi597jI2ff4yrpdFJFtaHpCqZlop5YW9KU6t70TkulJqBvYLDiOBoiJy7e7xXIEIID/woojceET+XhGpmIZ8zUHoc5ex6fOXsenzl3Hpc5ex6fOXcaXn3Lmk8uu8gAeOID/EbOzL38Xe/feK5EYaQEQSlFJzsC+X5wesSsOxNU3TNE3TNM0hpKqZFpFTQHomHJ67+/HvB3zu4t2Pz6XjuJqmaZqmaZpmOaMvQNx992P+B3wu+b7LqTjOtCdTjmYBfe4yNn3+MjZ9/jIufe4yNn3+Mq40nzujL0B0Bo4DuYASInL+7v1ZgMNANiC/iEQbVoSmaZqmaZqmGSS1c6bTRUSSlFK9geXADqVUIPbVPLoALwHddCOtaZqmaZqmZVSGjkzfC1GqOvYLGF/FvnFLGDBeRJYbHq5pmqZpmqZpBjGlmdY0TdM0TdO0p5HRFyAaQinloZT6Qil1SCkVq5S6rpTaoZR6y+ratNRTSjndPW+ilMpY2yw+g5RS+ZRSnyqlNiulLiqlou/+Dk5USj1vdX3avd+pAUqpI0qpO0qps0qpr+5ep6I5MKVUCaXUSKXUTqXUFaXULaVUuFLqM33+Mp67fcrJu3/ffrC6Hu3RlFI5lFKTlFLH7j5/XlFKbVJKVX3UYw2dM20EpdRzwAagOPAf4GsgC1AKKGhhaVra9QFesboILdUaA8OBEOy7md4CKmHf0KmNUqqSiDxoGUzNPAHAe8AS4Cvsz4vvAeWVUrVFxGZlcdq/6gr0BZYBvwIJQE1gNNBaKeUnIrH/8njNsYzEvguilgEopQoCoUBW4Cfg/wBPwAfI96jHZ7hmGvgOKAZUFpEIq4vR0kcplR8Yi33jnq8sLkdLna1AwRQN83Sl1C5gOvDR3ZtmAaVUaaA/sFhEWtx3/0nsz5ttgTkWlac92kJgnIhE3nffVKXUUeAz7LsJ6xHODEApVQH7IMMn6L9vGcVs7D2xj4hcfNQXp5ShpnkopQoB7YHpIhKhlHJWSmW1tiotnX4ATgDfWl2IljoicughI8/z7n4sY2Y92v9oh31zrW9S3D8diAE6ml6RlmoisjdFI51M/35lIHeXBJ4OrAYWW1yOlgpKqWqAPzBBRC4qpVyVUh5pOUaGaqaBethrjlBKBWH/A3FLKXVOKTXA2tK01FJKtQSaAL1EJMnqerTHlrwB0yVLq9BeBWz8d7MsAETkDhB+9/NaxqN/vzKWAUBJoJ/VhWip1uDuxzNKqeVALBCtlPo/pVSqBiEyWjP98t2P4wBfoBf20ZaTwNdKqRFWFaaljlLKE/tbzj+KyE6r69GeiOTfu18srUJ7EbgqInEP+Nx5IKdSys3kmrTHcHeU8wsgET1Fx+EppQpjfz4cKSKnLC5HS73k3nI6kAPojH1aVTwQpJTq8qgDWDJnWinlhX0+UWp9JyLXse+YCOAGVBWRa3ePNx+IAD5RSn0jIjeeaMHaPzzG+QOYgP1F3KdPvDAtVR7z/KU81odAK2CaiGx8EvVp6eYBPKiRBrhz39fEm1OO9gR8A/gBQ0TkL6uL0R5pCncH96wuREuT5N7yFlBTROIBlFJLsE9HHauU+uXfLuC26gJEL+ybuKTWbOA69qF3gBXJjTSAiCQopeZgfwXvB6x6UoVqD5Su86eU8gd6AJ1E5KYhlWmpkd7fv39QSnXHvqpHCPotTUcQA+R+yOfc7/saLQNQSo3C/ns1TUTGWV2P9u/uTgeoA1QTkQSr69HSJLm3DE5upAFE5IZSahnwNvbR68MPO4AlzfTdtz9UOh567u7HB10ElXz15XPpqUlLvcc4f5OB/cAupVSxFJ/zuHvfTRG5+pglav/iMc7fPUqprsA0YC3QQv/xcAgXAG+lVKYHTPXIh30KiB6VzgCUUsOBz7Ev/9rL2mq0R1FKZcI+Gr0S+Pu+v2/JS6p53r3vqh5IckiP3VtmtDnTyRfW5H/A55Lvu2xSLVraFQTKAUdT3MC+nupR7OsYaw7s7vyx6cB6oNlD5uhq5tuD/Tm90v13KqXcsf/e7bWiKC1tlFLDsL9zNAvoLnqb4owgM5ALaMg//7aF3v18x7v/7m5FcdojPXZvmaG2E797McZx7P/TlhCR83fvz4J9+D0bkF9Eoq2rUnsYpVQT7PPdU1oA7APGA8dEJNzUwrRUU0q9g31B+01AY72JhONQSr2C/Z2fJSnWme6P/aLfTiIy26r6tEdTSn2B/QK2IOAdvclOxqCUcgWaPuBTuYBA7Mvk/QQcEJH/M7M27dHubgZ4GogCSorI7bv358X+IuiCiJT412NkpGYaQClVH1iO/S3NQOwX03TBvgZnNxH52cLytHRQSgkQIiKNrK5Fe7i7L4aWYH/C+YT/zjNLdltElppemHaPUup77PNsl2B/yzl5B8TtwBu6OXNcSqm+2NffPwMMxb7M4f0uicg60wvT0u3u3hgngckioq8rcWBKqXeBH4FDwM/YB/56A3mBRiKy9t8en+F2QBSRVUqpWtjfBvsMcAbCgCYistzS4jTt6VYB+zQCL+zzpVM6Dehm2lofAKeAd7G/5XwV+B74QjfSDi95HfACPHiZyc2AbqY1zQAiMk0pdRX7QNEo7C9mdwDtRWT7ox6f4UamNU3TNE3TNM1RZLQLEDVN0zRN0zTNYehmWtM0TdM0TdPSSTfTmqZpmqZpmpZOupnWNE3TNE3TtHTSzbSmaZqmaZqmpZNupjVN0zRN0zQtnXQzrWmapmmapmnppJtpTdM0TdM0TUsn3UxrmqZpmqZpWjr9P+fwjsF23o6mAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.contour(X,Y,F,colors='k')\n",
    "for jj in range(3):\n",
    "    plt.plot(x_out[:,jj],y_out[:,jj],'o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "ax.plot_surface(X, Y, F,linewidth=0,cmap='binary',alpha=0.3)\n",
    "for jj in range(3):\n",
    "    ax.scatter(x_out[:,jj],y_out[:,jj],f_out[:,jj]+0.1,'o',s=100)\n",
    "ax.view_init(elev=40, azim=-100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH06/CH06_SEC05_1_DeepCNN.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "from keras.utils import to_categorical\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Conv2D, Flatten, MaxPool2D\n",
    "from keras import optimizers\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "letters_train_mat = io.loadmat(os.path.join('..','DATA','lettersTrainSet.mat'))\n",
    "letters_test_mat = io.loadmat(os.path.join('..','DATA','lettersTestSet.mat'))\n",
    "XTrain = letters_train_mat['XTrain']\n",
    "TTrain = letters_train_mat['TTrain_cell']\n",
    "XTest = letters_test_mat['XTest']\n",
    "TTest = letters_test_mat['TTest_cell']\n",
    "\n",
    "perm = np.random.permutation(1500)[:20]\n",
    "\n",
    "\n",
    "# By default, Keras expects data in form (batch, height, width, channels) \n",
    "XTrain = np.transpose(XTrain,axes=[3,0,1,2])\n",
    "XTest = np.transpose(XTest,axes=[3,0,1,2])\n",
    "\n",
    "\n",
    "\n",
    "fig,axs = plt.subplots(4,5)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "for j in range(len(axs)):\n",
    "    axs[j].imshow(np.squeeze(XTrain[perm[j],:,:,:]),cmap='gray')\n",
    "    axs[j].axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = np.unique(TTrain)\n",
    "y_train_label = np.zeros_like(TTrain)\n",
    "y_test_label = np.zeros_like(TTest)\n",
    "for nc in range(len(classes)):\n",
    "    y_train_label[TTrain == classes[nc]] = nc\n",
    "    y_test_label[TTest == classes[nc]] = nc\n",
    "\n",
    "y_train_label = y_train_label.reshape(-1)\n",
    "y_test_label = y_test_label.reshape(-1)\n",
    "    \n",
    "#one-hot encode categorical classes\n",
    "y_train = to_categorical(y_train_label)\n",
    "y_test = to_categorical(y_test_label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "1500/1500 [==============================] - 0s 183us/step - loss: 0.4938\n",
      "Epoch 2/30\n",
      "1500/1500 [==============================] - 0s 66us/step - loss: 0.0512\n",
      "Epoch 3/30\n",
      "1500/1500 [==============================] - 0s 66us/step - loss: 0.0173\n",
      "Epoch 4/30\n",
      "1500/1500 [==============================] - 0s 69us/step - loss: 0.0108\n",
      "Epoch 5/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0080\n",
      "Epoch 6/30\n",
      "1500/1500 [==============================] - 0s 67us/step - loss: 0.0060\n",
      "Epoch 7/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0050\n",
      "Epoch 8/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0040\n",
      "Epoch 9/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0035\n",
      "Epoch 10/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0030\n",
      "Epoch 11/30\n",
      "1500/1500 [==============================] - 0s 66us/step - loss: 0.0026\n",
      "Epoch 12/30\n",
      "1500/1500 [==============================] - 0s 72us/step - loss: 0.0025\n",
      "Epoch 13/30\n",
      "1500/1500 [==============================] - 0s 66us/step - loss: 0.0021\n",
      "Epoch 14/30\n",
      "1500/1500 [==============================] - 0s 69us/step - loss: 0.0019\n",
      "Epoch 15/30\n",
      "1500/1500 [==============================] - 0s 67us/step - loss: 0.0018\n",
      "Epoch 16/30\n",
      "1500/1500 [==============================] - 0s 62us/step - loss: 0.0017\n",
      "Epoch 17/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0015\n",
      "Epoch 18/30\n",
      "1500/1500 [==============================] - 0s 67us/step - loss: 0.0015\n",
      "Epoch 19/30\n",
      "1500/1500 [==============================] - 0s 67us/step - loss: 0.0014\n",
      "Epoch 20/30\n",
      "1500/1500 [==============================] - 0s 72us/step - loss: 0.0013\n",
      "Epoch 21/30\n",
      "1500/1500 [==============================] - 0s 71us/step - loss: 0.0012\n",
      "Epoch 22/30\n",
      "1500/1500 [==============================] - 0s 78us/step - loss: 0.0011\n",
      "Epoch 23/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 0.0011\n",
      "Epoch 24/30\n",
      "1500/1500 [==============================] - 0s 70us/step - loss: 0.0010\n",
      "Epoch 25/30\n",
      "1500/1500 [==============================] - 0s 68us/step - loss: 9.5643e-04\n",
      "Epoch 26/30\n",
      "1500/1500 [==============================] - 0s 66us/step - loss: 9.0637e-04\n",
      "Epoch 27/30\n",
      "1500/1500 [==============================] - 0s 70us/step - loss: 8.7863e-04\n",
      "Epoch 28/30\n",
      "1500/1500 [==============================] - 0s 75us/step - loss: 8.3013e-04\n",
      "Epoch 29/30\n",
      "1500/1500 [==============================] - 0s 75us/step - loss: 7.9356e-04\n",
      "Epoch 30/30\n",
      "1500/1500 [==============================] - 0s 75us/step - loss: 7.6706e-04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x12140b09940>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create model\n",
    "model = Sequential()\n",
    "\n",
    "#add model layers\n",
    "model.add(Conv2D(filters=16, kernel_size=5, activation='relu', input_shape=(28,28,1)))\n",
    "model.add(MaxPool2D(pool_size=2, strides=2))\n",
    "model.add(Flatten())\n",
    "model.add(Dense(len(classes), activation='softmax'))\n",
    "\n",
    "sgd_optimizer = optimizers.SGD(momentum=0.9)\n",
    "model.compile(optimizer=sgd_optimizer, loss='categorical_crossentropy')\n",
    "model.fit(XTrain, y_train, epochs=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 0.8853333333333333\n"
     ]
    }
   ],
   "source": [
    "YPredict = np.argmax(model.predict(XTest),axis=1)\n",
    "# argmax reverses the one-hot encoding scheme\n",
    "\n",
    "accuracy = np.sum(YPredict == y_test_label)/len(y_test_label)\n",
    "print('Accuracy = {}'.format(accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH06/CH06_SEC06_1_NNLorenz.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import integrate\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Conv2D, Flatten, MaxPool2D\n",
    "from keras import optimizers\n",
    "from keras.layers import Activation\n",
    "from keras.utils.generic_utils import get_custom_objects\n",
    "from keras import backend as K\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Simulate the Lorenz System\n",
    "\n",
    "dt = 0.01\n",
    "T = 8\n",
    "t = np.arange(0,T+dt,dt)\n",
    "beta = 8/3\n",
    "sigma = 10\n",
    "rho = 28\n",
    "\n",
    "\n",
    "nn_input = np.zeros((100*(len(t)-1),3))\n",
    "nn_output = np.zeros_like(nn_input)\n",
    "\n",
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "\n",
    "\n",
    "def lorenz_deriv(x_y_z, t0, sigma=sigma, beta=beta, rho=rho):\n",
    "    x, y, z = x_y_z\n",
    "    return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]\n",
    "\n",
    "np.random.seed(123)\n",
    "x0 = -15 + 30 * np.random.random((100, 3))\n",
    "\n",
    "x_t = np.asarray([integrate.odeint(lorenz_deriv, x0_j, t)\n",
    "                  for x0_j in x0])\n",
    "\n",
    "for j in range(100):\n",
    "    nn_input[j*(len(t)-1):(j+1)*(len(t)-1),:] = x_t[j,:-1,:]\n",
    "    nn_output[j*(len(t)-1):(j+1)*(len(t)-1),:] = x_t[j,1:,:]\n",
    "    x, y, z = x_t[j,:,:].T\n",
    "    ax.plot(x, y, z,linewidth=1)\n",
    "    ax.scatter(x0[j,0],x0[j,1],x0[j,2],color='r')\n",
    "             \n",
    "ax.view_init(18, -113)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "ename": "InvalidArgumentError",
     "evalue": "You must feed a value for placeholder tensor 'sequential_4_input' with dtype float and shape [?,3]\n\t [[node sequential_4_input (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517) ]]\n\t [[node dense_10/BiasAdd (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4091) ]]\n\nCaused by op 'sequential_4_input', defined at:\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\runpy.py\", line 193, in _run_module_as_main\n    \"__main__\", mod_spec)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\runpy.py\", line 85, in _run_code\n    exec(code, run_globals)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel_launcher.py\", line 16, in <module>\n    app.launch_new_instance()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\traitlets\\config\\application.py\", line 658, in launch_instance\n    app.start()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelapp.py\", line 505, in start\n    self.io_loop.start()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\platform\\asyncio.py\", line 148, in start\n    self.asyncio_loop.run_forever()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\base_events.py\", line 438, in run_forever\n    self._run_once()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\base_events.py\", line 1451, in _run_once\n    handle._run()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\events.py\", line 145, in _run\n    self._callback(*self._args)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\ioloop.py\", line 690, in <lambda>\n    lambda f: self._run_callback(functools.partial(callback, future))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\ioloop.py\", line 743, in _run_callback\n    ret = callback()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 787, in inner\n    self.run()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 748, in run\n    yielded = self.gen.send(value)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 357, in process_one\n    yield gen.maybe_future(dispatch(*args))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 267, in dispatch_shell\n    yield gen.maybe_future(handler(stream, idents, msg))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 534, in execute_request\n    user_expressions, allow_stdin,\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 294, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\zmqshell.py\", line 536, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2854, in run_cell\n    raw_cell, store_history, silent, shell_futures)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2880, in _run_cell\n    return runner(coro)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\async_helpers.py\", line 68, in _pseudo_sync_runner\n    coro.send(None)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3057, in run_cell_async\n    interactivity=interactivity, compiler=compiler, result=result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3248, in run_ast_nodes\n    if (await self.run_code(code, result,  async_=asy)):\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3325, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)\n  File \"<ipython-input-75-cea835af5f33>\", line 27, in <module>\n    model.fit(nn_input, nn_output, epochs=30)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 952, in fit\n    batch_size=batch_size)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 677, in _standardize_user_data\n    self._set_inputs(x)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 589, in _set_inputs\n    self.build(input_shape=(None,) + inputs.shape[1:])\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\sequential.py\", line 218, in build\n    name=self.name + '_input')\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\input_layer.py\", line 178, in Input\n    input_tensor=tensor)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\legacy\\interfaces.py\", line 91, in wrapper\n    return func(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\input_layer.py\", line 87, in __init__\n    name=self.name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py\", line 517, in placeholder\n    x = tf.placeholder(dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\ops\\array_ops.py\", line 2077, in placeholder\n    return gen_array_ops.placeholder(dtype=dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\ops\\gen_array_ops.py\", line 5791, in placeholder\n    \"Placeholder\", dtype=dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py\", line 788, in _apply_op_helper\n    op_def=op_def)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\util\\deprecation.py\", line 507, in new_func\n    return func(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\", line 3300, in create_op\n    op_def=op_def)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\", line 1801, in __init__\n    self._traceback = tf_stack.extract_stack()\n\nInvalidArgumentError (see above for traceback): You must feed a value for placeholder tensor 'sequential_4_input' with dtype float and shape [?,3]\n\t [[node sequential_4_input (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517) ]]\n\t [[node dense_10/BiasAdd (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4091) ]]\n",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mInvalidArgumentError\u001b[0m                      Traceback (most recent call last)",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_call\u001b[1;34m(self, fn, *args)\u001b[0m\n\u001b[0;32m   1333\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1334\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1335\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[1;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[0;32m   1318\u001b[0m       return self._call_tf_sessionrun(\n\u001b[1;32m-> 1319\u001b[1;33m           options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[0;32m   1320\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[1;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[0;32m   1406\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1407\u001b[1;33m         run_metadata)\n\u001b[0m\u001b[0;32m   1408\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mInvalidArgumentError\u001b[0m: You must feed a value for placeholder tensor 'sequential_4_input' with dtype float and shape [?,3]\n\t [[{{node sequential_4_input}}]]\n\t [[{{node dense_10/BiasAdd}}]]",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mInvalidArgumentError\u001b[0m                      Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-75-cea835af5f33>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[0msgd_optimizer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSGD\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmomentum\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.9\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     26\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moptimizer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msgd_optimizer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloss\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'categorical_crossentropy'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 27\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnn_input\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnn_output\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m30\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[0;32m    950\u001b[0m             \u001b[0msample_weight\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    951\u001b[0m             \u001b[0mclass_weight\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mclass_weight\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 952\u001b[1;33m             batch_size=batch_size)\n\u001b[0m\u001b[0;32m    953\u001b[0m         \u001b[1;31m# Prepare validation data.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    954\u001b[0m         \u001b[0mdo_validation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36m_standardize_user_data\u001b[1;34m(self, x, y, sample_weight, class_weight, check_array_lengths, batch_size)\u001b[0m\n\u001b[0;32m    675\u001b[0m             \u001b[1;31m# to match the value shapes.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    676\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 677\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_inputs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    678\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    679\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36m_set_inputs\u001b[1;34m(self, inputs, outputs, training)\u001b[0m\n\u001b[0;32m    587\u001b[0m                 \u001b[1;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    588\u001b[0m                 \u001b[0minputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 589\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuild\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_shape\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    590\u001b[0m             \u001b[1;32mreturn\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    591\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\sequential.py\u001b[0m in \u001b[0;36mbuild\u001b[1;34m(self, input_shape)\u001b[0m\n\u001b[0;32m    219\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    220\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mlayer\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_layers\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 221\u001b[1;33m                 \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlayer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    222\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moutputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    223\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_build_input_shape\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minput_shape\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, inputs, **kwargs)\u001b[0m\n\u001b[0;32m    455\u001b[0m             \u001b[1;31m# Actually call the layer,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    456\u001b[0m             \u001b[1;31m# collecting output(s), mask(s), and shape(s).\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 457\u001b[1;33m             \u001b[0moutput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    458\u001b[0m             \u001b[0moutput_mask\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute_mask\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprevious_mask\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    459\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\layers\\core.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, inputs)\u001b[0m\n\u001b[0;32m    881\u001b[0m             \u001b[0moutput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mK\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbias_add\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata_format\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'channels_last'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    882\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mactivation\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 883\u001b[1;33m             \u001b[0moutput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mactivation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    884\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0moutput\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    885\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-75-cea835af5f33>\u001b[0m in \u001b[0;36mlogsig\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;31m# Define activation functions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mlogsig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mK\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvariable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdivide\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mK\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mradbas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py\u001b[0m in \u001b[0;36meval\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m    671\u001b[0m     \u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    672\u001b[0m     \"\"\"\n\u001b[1;32m--> 673\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mto_dense\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mget_session\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    674\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    675\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\u001b[0m in \u001b[0;36meval\u001b[1;34m(self, feed_dict, session)\u001b[0m\n\u001b[0;32m    693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    694\u001b[0m     \"\"\"\n\u001b[1;32m--> 695\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0m_eval_using_default_session\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgraph\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    696\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    697\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\u001b[0m in \u001b[0;36m_eval_using_default_session\u001b[1;34m(tensors, feed_dict, graph, session)\u001b[0m\n\u001b[0;32m   5179\u001b[0m                        \u001b[1;34m\"the tensor's graph is different from the session's \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5180\u001b[0m                        \"graph.\")\n\u001b[1;32m-> 5181\u001b[1;33m   \u001b[1;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtensors\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5182\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5183\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m    927\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    928\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[1;32m--> 929\u001b[1;33m                          run_metadata_ptr)\n\u001b[0m\u001b[0;32m    930\u001b[0m       \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    931\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run\u001b[1;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m   1150\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1151\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[1;32m-> 1152\u001b[1;33m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[0;32m   1153\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1154\u001b[0m       \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_run\u001b[1;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m   1326\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1327\u001b[0m       return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[1;32m-> 1328\u001b[1;33m                            run_metadata)\n\u001b[0m\u001b[0;32m   1329\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1330\u001b[0m       \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_call\u001b[1;34m(self, fn, *args)\u001b[0m\n\u001b[0;32m   1346\u001b[0m           \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1347\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0merror_interpolation\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minterpolate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_graph\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1348\u001b[1;33m       \u001b[1;32mraise\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnode_def\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1349\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1350\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m_extend_graph\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mInvalidArgumentError\u001b[0m: You must feed a value for placeholder tensor 'sequential_4_input' with dtype float and shape [?,3]\n\t [[node sequential_4_input (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517) ]]\n\t [[node dense_10/BiasAdd (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4091) ]]\n\nCaused by op 'sequential_4_input', defined at:\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\runpy.py\", line 193, in _run_module_as_main\n    \"__main__\", mod_spec)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\runpy.py\", line 85, in _run_code\n    exec(code, run_globals)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel_launcher.py\", line 16, in <module>\n    app.launch_new_instance()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\traitlets\\config\\application.py\", line 658, in launch_instance\n    app.start()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelapp.py\", line 505, in start\n    self.io_loop.start()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\platform\\asyncio.py\", line 148, in start\n    self.asyncio_loop.run_forever()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\base_events.py\", line 438, in run_forever\n    self._run_once()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\base_events.py\", line 1451, in _run_once\n    handle._run()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\asyncio\\events.py\", line 145, in _run\n    self._callback(*self._args)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\ioloop.py\", line 690, in <lambda>\n    lambda f: self._run_callback(functools.partial(callback, future))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\ioloop.py\", line 743, in _run_callback\n    ret = callback()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 787, in inner\n    self.run()\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 748, in run\n    yielded = self.gen.send(value)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 357, in process_one\n    yield gen.maybe_future(dispatch(*args))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 267, in dispatch_shell\n    yield gen.maybe_future(handler(stream, idents, msg))\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\kernelbase.py\", line 534, in execute_request\n    user_expressions, allow_stdin,\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tornado\\gen.py\", line 209, in wrapper\n    yielded = next(result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\ipkernel.py\", line 294, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\ipykernel\\zmqshell.py\", line 536, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2854, in run_cell\n    raw_cell, store_history, silent, shell_futures)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2880, in _run_cell\n    return runner(coro)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\async_helpers.py\", line 68, in _pseudo_sync_runner\n    coro.send(None)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3057, in run_cell_async\n    interactivity=interactivity, compiler=compiler, result=result)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3248, in run_ast_nodes\n    if (await self.run_code(code, result,  async_=asy)):\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3325, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)\n  File \"<ipython-input-75-cea835af5f33>\", line 27, in <module>\n    model.fit(nn_input, nn_output, epochs=30)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 952, in fit\n    batch_size=batch_size)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 677, in _standardize_user_data\n    self._set_inputs(x)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\training.py\", line 589, in _set_inputs\n    self.build(input_shape=(None,) + inputs.shape[1:])\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\sequential.py\", line 218, in build\n    name=self.name + '_input')\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\input_layer.py\", line 178, in Input\n    input_tensor=tensor)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\legacy\\interfaces.py\", line 91, in wrapper\n    return func(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\engine\\input_layer.py\", line 87, in __init__\n    name=self.name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py\", line 517, in placeholder\n    x = tf.placeholder(dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\ops\\array_ops.py\", line 2077, in placeholder\n    return gen_array_ops.placeholder(dtype=dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\ops\\gen_array_ops.py\", line 5791, in placeholder\n    \"Placeholder\", dtype=dtype, shape=shape, name=name)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py\", line 788, in _apply_op_helper\n    op_def=op_def)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\util\\deprecation.py\", line 507, in new_func\n    return func(*args, **kwargs)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\", line 3300, in create_op\n    op_def=op_def)\n  File \"C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\", line 1801, in __init__\n    self._traceback = tf_stack.extract_stack()\n\nInvalidArgumentError (see above for traceback): You must feed a value for placeholder tensor 'sequential_4_input' with dtype float and shape [?,3]\n\t [[node sequential_4_input (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517) ]]\n\t [[node dense_10/BiasAdd (defined at C:\\ProgramData\\Anaconda3\\envs\\tensorflow_gpuenv\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4091) ]]\n"
     ]
    }
   ],
   "source": [
    "## Neural Net\n",
    "\n",
    "# Define activation functions\n",
    "def logsig(x):\n",
    "    return K.variable(np.divide(1,(1+np.exp(-K.eval(x)))))\n",
    "\n",
    "def radbas(x):\n",
    "    return K.variable(np.exp(-np.power(K.eval(x),2)))\n",
    "\n",
    "def purelin(x):\n",
    "    return x\n",
    "\n",
    "\n",
    "#create model\n",
    "model = Sequential()\n",
    "\n",
    "#add model layers\n",
    "model.add(Dense(10, activation=logsig))\n",
    "model.add(Dense(10, activation=radbas))\n",
    "model.add(Dense(10, activation=purelin))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "sgd_optimizer = optimizers.SGD(momentum=0.9)\n",
    "model.compile(optimizer=sgd_optimizer, loss='categorical_crossentropy')\n",
    "model.fit(nn_input, nn_output, epochs=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80000, 3)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nn_input.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC01_SimulateLogistic.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "startval = 1\n",
    "endval = 4\n",
    "xvals = np.array([[],[]])\n",
    "n_iter = 1000\n",
    "n_plot = 100\n",
    "\n",
    "def logistic(xk,r):\n",
    "    return r*xk*(1-xk)\n",
    "\n",
    "for r in np.arange(startval,endval,0.00025):\n",
    "    x = 0.5\n",
    "    for i in range(n_iter):\n",
    "        x = logistic(x,r)\n",
    "        if i == n_iter-n_plot:\n",
    "            xss = x\n",
    "        if i > n_iter-n_plot:\n",
    "            xvals = np.append(xvals,np.array([[r],[x]]),axis=1)\n",
    "            if np.abs(x-xss) < 0.001:\n",
    "                break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xvals[1,:],xvals[0,:],'.',ms=0.1,color='k')\n",
    "plt.xlim(0,1)\n",
    "plt.ylim(1,endval)\n",
    "plt.gca().invert_yaxis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xvals[1,:],xvals[0,:],'.',ms=0.1,color='k')\n",
    "plt.xlim(0,1)\n",
    "plt.ylim(3.45,4)\n",
    "plt.gca().invert_yaxis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC01_SimulateLorenz.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy import integrate\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Simulate the Lorenz System\n",
    "\n",
    "dt = 0.001\n",
    "T = 50\n",
    "t = np.arange(0,T+dt,dt)\n",
    "beta = 8/3\n",
    "sigma = 10\n",
    "rho = 28\n",
    "\n",
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "\n",
    "\n",
    "def lorenz_deriv(x_y_z, t0, sigma=sigma, beta=beta, rho=rho):\n",
    "    x, y, z = x_y_z\n",
    "    return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]\n",
    "\n",
    "np.random.seed(123)\n",
    "x0 = (0,1,20)\n",
    "\n",
    "x_t = integrate.odeint(lorenz_deriv, x0, t,rtol=10**(-12),atol=10**(-12)*np.ones_like(x0))\n",
    "\n",
    "x, y, z = x_t.T\n",
    "plt.plot(x, y, z,linewidth=1)\n",
    "plt.scatter(x0[0],x0[1],x0[2],color='r')\n",
    "             \n",
    "ax.view_init(18, -113)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC02_DMD_Cylinder.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io\n",
    "import os\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [8, 16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "vortall_mat = io.loadmat(os.path.join('..','DATA','VORTALL.mat'))\n",
    "X = vortall_mat['VORTALL']\n",
    "# VORTALL contains flow fields reshaped into column vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DMD(X,Xprime,r):\n",
    "    U,Sigma,VT = np.linalg.svd(X,full_matrices=0) # Step 1\n",
    "    Ur = U[:,:r]\n",
    "    Sigmar = np.diag(Sigma[:r])\n",
    "    VTr = VT[:r,:]\n",
    "    Atilde = np.linalg.solve(Sigmar.T,(Ur.T @ Xprime @ VTr.T).T).T # Step 2\n",
    "    Lambda, W = np.linalg.eig(Atilde) # Step 3\n",
    "    Lambda = np.diag(Lambda)\n",
    "    \n",
    "    Phi = Xprime @ np.linalg.solve(Sigmar.T,VTr).T @ W # Step 4\n",
    "    alpha1 = Sigmar @ VTr[:,0]\n",
    "    b = np.linalg.solve(W @ Lambda,alpha1)\n",
    "    return Phi, Lambda, b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "Phi, Lambda, b = DMD(X[:,:-1],X[:,1:],21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot Mode 2\n",
    "vortmin = -5\n",
    "vortmax = 5\n",
    "V2 = np.copy(np.real(np.reshape(Phi[:,1],(449,199))))\n",
    "V2 = V2.T\n",
    "\n",
    "# normalize values... not symmetric\n",
    "minval = np.min(V2)\n",
    "maxval = np.max(V2)\n",
    "\n",
    "if np.abs(minval) < 5 and np.abs(maxval) < 5:\n",
    "    if np.abs(minval) > np.abs(maxval):\n",
    "        vortmax = maxval\n",
    "        vortmin = -maxval\n",
    "    else:\n",
    "        vortmin = minval\n",
    "        vortmax = -minval\n",
    "\n",
    "V2[V2 > vortmax] = vortmax\n",
    "V2[V2 < vortmin] = vortmin\n",
    "\n",
    "plt.imshow(V2,cmap='jet',vmin=vortmin,vmax=vortmax)\n",
    "\n",
    "cvals = np.array([-4,-2,-1,-0.5,-0.25,-0.155])\n",
    "plt.contour(V2,cvals*vortmax/5,colors='k',linestyles='dashed',linewidths=1)\n",
    "plt.contour(V2,np.flip(-cvals)*vortmax/5,colors='k',linestyles='solid',linewidths=0.4)\n",
    "\n",
    "plt.scatter(49,99,5000,color='k') # draw cylinder\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "V2 = np.real(np.reshape(Phi[:,1],(199,449)))\n",
    "\n",
    "# plt.hist(np.real(Phi).reshape(-1),128)\n",
    "plt.hist(V2.reshape(-1),128)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89351, 21)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC03_SINDY_Lorenz.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy import integrate\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Simulate the Lorenz System\n",
    "\n",
    "dt = 0.01\n",
    "T = 50\n",
    "t = np.arange(dt,T+dt,dt)\n",
    "beta = 8/3\n",
    "sigma = 10\n",
    "rho = 28\n",
    "n = 3\n",
    "\n",
    "def lorenz_deriv(x_y_z, t0, sigma=sigma, beta=beta, rho=rho):\n",
    "    x, y, z = x_y_z\n",
    "    return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]\n",
    "\n",
    "np.random.seed(123)\n",
    "x0 = (-8,8,27)\n",
    "\n",
    "x = integrate.odeint(lorenz_deriv, x0, t,rtol=10**(-12),atol=10**(-12)*np.ones_like(x0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute Derivative\n",
    "dx = np.zeros_like(x)\n",
    "for j in range(len(t)):\n",
    "    dx[j,:] = lorenz_deriv(x[j,:],0,sigma,beta,rho)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "## SINDy Function Definitions\n",
    "\n",
    "def poolData(yin,nVars,polyorder):\n",
    "    n = yin.shape[0]\n",
    "    yout = np.zeros((n,1))\n",
    "    \n",
    "    # poly order 0\n",
    "    yout[:,0] = np.ones(n)\n",
    "    \n",
    "    # poly order 1\n",
    "    for i in range(nVars):\n",
    "        yout = np.append(yout,yin[:,i].reshape((yin.shape[0],1)),axis=1)\n",
    "    \n",
    "    # poly order 2\n",
    "    if polyorder >= 2:\n",
    "        for i in range(nVars):\n",
    "            for j in range(i,nVars):\n",
    "                yout = np.append(yout,(yin[:,i]*yin[:,j]).reshape((yin.shape[0],1)),axis=1)\n",
    "                \n",
    "    # poly order 3\n",
    "    if polyorder >= 3:\n",
    "        for i in range(nVars):\n",
    "            for j in range(i,nVars):\n",
    "                for k in range(j,nVars):\n",
    "                    yout = np.append(yout,(yin[:,i]*yin[:,j]*yin[:,k]).reshape((yin.shape[0],1)),axis=1)\n",
    "    \n",
    "    return yout\n",
    "\n",
    "def sparsifyDynamics(Theta,dXdt,lamb,n):\n",
    "    Xi = np.linalg.lstsq(Theta,dXdt,rcond=None)[0] # Initial guess: Least-squares\n",
    "    \n",
    "    for k in range(10):\n",
    "        smallinds = np.abs(Xi) < lamb # Find small coefficients\n",
    "        Xi[smallinds] = 0                          # and threshold\n",
    "        for ind in range(n):                       # n is state dimension\n",
    "            biginds = smallinds[:,ind] == 0\n",
    "            # Regress dynamics onto remaining terms to find sparse Xi\n",
    "            Xi[biginds,ind] = np.linalg.lstsq(Theta[:,biginds],dXdt[:,ind],rcond=None)[0]\n",
    "            \n",
    "    return Xi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  0.           0.           0.        ]\n",
      " [-10.          28.           0.        ]\n",
      " [ 10.          -1.           0.        ]\n",
      " [  0.           0.          -2.66666667]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           1.        ]\n",
      " [  0.          -1.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]\n",
      " [  0.           0.           0.        ]]\n"
     ]
    }
   ],
   "source": [
    "Theta = poolData(x,n,3) # Up to third order polynomials\n",
    "lamb = 0.025 # sparsification knob lambda\n",
    "Xi = sparsifyDynamics(Theta,dx,lamb,n)\n",
    "\n",
    "print(Xi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC04_Koopman.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy import integrate\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu = -0.05\n",
    "lamb = -1\n",
    "A = np.array([[mu,0,0],[0,lamb,-lamb],[0,0,2*mu]]) # Koopman linear dynamics\n",
    "D,T = np.linalg.eig(A)\n",
    "slope_stab_man = T[2,2]/T[1,2] # slope of stable subspace (green)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Integrate Koopman trajectories\n",
    "\n",
    "y0A = np.array([1.5,-1,2.25])\n",
    "y0B = np.array([1,-1,1])\n",
    "y0C = np.array([2,-1,4])\n",
    "tspan = np.arange(0,1000,0.01)\n",
    "\n",
    "def koopman_deriv(y,t0,A=A):\n",
    "    return A@y\n",
    "\n",
    "yA = integrate.odeint(koopman_deriv, y0A, tspan)\n",
    "yB = integrate.odeint(koopman_deriv, y0B, tspan)\n",
    "yC = integrate.odeint(koopman_deriv, y0C, tspan)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot invariant surfaces\n",
    "fig,ax = plt.subplots(1,1,subplot_kw={'projection': '3d'})\n",
    "\n",
    "# Attracting manifold y_2 = y_1^2  (red manifold)\n",
    "X,Z = np.meshgrid(np.arange(-2,2,0.01),np.arange(-1,4,0.01))\n",
    "Y = np.power(X,2)\n",
    "\n",
    "ax.plot_surface(X,Y,Z,alpha=0.1,color='r',shade=True)\n",
    "\n",
    "# Invariant set y_3 = y_1^2  (blue manifold)\n",
    "X1,Y1 = np.meshgrid(np.arange(-2,2,0.01),np.arange(-1,4,0.01))\n",
    "Z1 = np.power(X1,2)\n",
    "\n",
    "ax.plot_surface(X1,Y1,Z1,alpha=0.1,color='b',shade=True)\n",
    "\n",
    "# Stable invariant subspace of Koopman linear system  (green plane)\n",
    "X2,Y2 = np.meshgrid(np.arange(-2,2,0.01),np.arange(0,4,0.01))\n",
    "Z2 = slope_stab_man*Y2\n",
    "\n",
    "ax.plot_surface(X2,Y2,Z2,alpha=0.7,color=(0.3,0.7,0.3),shade=True)\n",
    "\n",
    "x = np.arange(-2,2,0.1)\n",
    "# Intersection of green and blue surfaces (below)\n",
    "ax.plot(x,(1/slope_stab_man)*np.power(x,2),np.power(x,2),color='g',linewidth=2)\n",
    "\n",
    "# Intersection of red and blue surfaces (below)\n",
    "ax.plot(x,np.power(x,2),np.power(x,2),'--',color='r',linewidth=2)\n",
    "ax.plot(x,np.power(x,2),-np.ones_like(x),'--',color='r',linewidth=2)\n",
    "\n",
    "# Plot Koopman Trajectories\n",
    "ax.plot(yA[:,0],yA[:,1],-np.ones_like(yA[:,0]),'k-',linewidth=1)\n",
    "ax.plot(yB[:,0],yB[:,1],-np.ones_like(yB[:,0]),'k-',linewidth=1)\n",
    "ax.plot(yC[:,0],yC[:,1],-np.ones_like(yC[:,0]),'k-',linewidth=1)\n",
    "\n",
    "ax.plot(yA[:,0],yA[:,1],yA[:,2],'k-',linewidth=1.5)\n",
    "ax.plot(yB[:,0],yB[:,1],yB[:,2],'k-',linewidth=1.5)\n",
    "ax.plot(yC[:,0],yC[:,1],yC[:,2],'k-',linewidth=1.5)\n",
    "\n",
    "ax.plot(np.array([0,0]),np.array([0,0]),np.array([0,-1]),'ko')\n",
    "\n",
    "ax.view_init(azim=-105,elev=8)\n",
    "\n",
    "ax.set_xlim(-4,4)\n",
    "ax.set_ylim(-1,4)\n",
    "ax.set_zlim(-1,4)\n",
    "\n",
    "ax.set_xlabel('y1')\n",
    "ax.set_ylabel('y2')\n",
    "ax.set_zlabel('y3')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH07/CH07_SEC05_HAVOK_Lorenz.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy import integrate\n",
    "\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Simulate the Lorenz System\n",
    "\n",
    "dt = 0.01\n",
    "T = 50\n",
    "t = np.arange(0,T+dt,dt)\n",
    "beta = 8/3\n",
    "sigma = 10\n",
    "rho = 28\n",
    "\n",
    "\n",
    "def lorenz_deriv(x_y_z, t0, sigma=sigma, beta=beta, rho=rho):\n",
    "    x, y, z = x_y_z\n",
    "    return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]\n",
    "\n",
    "np.random.seed(123)\n",
    "x0 = (-8,8,27)\n",
    "\n",
    "x = integrate.odeint(lorenz_deriv, x0, t,rtol=10**(-12),atol=10**(-12)*np.ones_like(x0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Eigen-time delay coordinates\n",
    "stackmax = 10 # Number of shift-stacked rows\n",
    "r = 10        # rank of HAVOK model\n",
    "H = np.zeros((stackmax,x.shape[0]-stackmax))\n",
    "\n",
    "for k in range(stackmax):\n",
    "    H[k,:] = x[k:-(stackmax-k),0]\n",
    "    \n",
    "U,S,VT = np.linalg.svd(H,full_matrices=0)\n",
    "V = VT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute Derivatives (4th Order Central Difference)\n",
    "# dV = np.zeros((V.shape[0]-5,r))\n",
    "# for i in range(2,V.shape[0]-3):\n",
    "#     for k in range(r):\n",
    "#         dV[i-1,k] = (1/(12*dt))\n",
    "\n",
    "dV = (1/(12*dt)) * (-V[4:,:] + 8*V[3:-1,:] - 8*V[1:-3,:] + V[:-4,:])\n",
    "\n",
    "# trim first and last two that are lost in derivative\n",
    "V = V[2:-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Build HAVOK Regression Model on Time Delay Coordinates\n",
    "Xi = np.linalg.lstsq(V,dV,rcond=None)[0]\n",
    "A = Xi[:(r-1),:(r-1)].T\n",
    "B = Xi[-1,:(r-1)].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.16666666666666666\n"
     ]
    }
   ],
   "source": [
    "print(1/2/3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC01_CruiseControl.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams.update({'font.size': 18})\n",
    "plt.rcParams['figure.figsize'] = [12, 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = np.arange(0,10,0.01)   # time\n",
    "\n",
    "wr = 60 * np.ones_like(t)  # reference speed\n",
    "d = 10*np.sin(np.pi*t)     # disturbance\n",
    "\n",
    "aModel = 1                 # y = aModel*u\n",
    "aTrue = 0.5                # y = aTrue*u\n",
    "\n",
    "uOL = wr/aModel            # Open-loop u based on model\n",
    "yOL = aTrue*uOL + d        # Open-loop response\n",
    "\n",
    "K = 50                     # control gain, u=K(wr-y)\n",
    "yCL = (aTrue*K/(1+aTrue*K))*wr + d/(1+aTrue*K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+PS4gIODhjh07nD///PPqxmPs7e3zb8OJ7OxsQUR/nZsfIkJwcPAVJyenUm3iwWPYDMMwjNkSExNjM2nSpJfGjx9/1+qpnU8uXbpk37Zt2/Qvv/wyrmnTpqmhoaHlXFxcclJSUv7aFqZ+/fpZly5dcszJyUFERITthQsXihw3/umnnyoDwLJlyyq1bNkyFQCSk5Ota9eu/RgAVq5cWWiI3UifPn0ebd++vXJcXJw1ABhD4h06dHg0b968v8a5jx8/7lCYjILgHjbDMAxjVmRmZlo1btzYOzs7W1hbW9PIkSPvf/rpp/FPH/f111+7HT9+vIKVlRV5enqmDxs27KGVlRVsbGyoUaNG3v7+/vf+9a9/3V24cGFmo0aNmjRq1Cjd29u7iA19gczMTNGsWbPGBoNBrFu37gYAfPTRRzGjR4+uX61atSxfX9/U27dv2xclw9fXN2PmzJmxHTt2bGxlZUU+Pj5pmzdvvrl48eI7EydOrO3p6emdk5MjXn755eT27dvfNvV74e01GYZhXlB4e03zpLDtNTkkzjAMwzAWgK4hcSHETQDJAHIAZBORrxCiMoD1AOoAuAlgBBElFiaDYRiGYV4EzKGH3ZWIWuQLy3wIYB8RNQSwL/c1wzAMw7zQmIPDfprBAFblPl8FYIiOujAMwzCMWaC3wyYAe4QQIUKIybnvVSOiWADIfXQr6EQhxGQhRLAQIjghIUEjdRmGYRhGH/Re1vUKEcUIIdwA7BVCXDX1RCJaDGAxIGeJq6UgwzAMw5gDuvawiSgm9/EugK0A2gKIF0J4AEDu4139NGQYhmG05vr167bdu3ev/9JLL/nUqlXLZ/z48bUyMjKEmnU+vUmIOaKbwxZClBdCOBufA+gFIBTAdgBv5B72BoBt+mjIMAzDaI3BYMCQIUMaDBo0KOnWrVuhkZGRoampqVbTp0+vobdueqNnD7sagKNCiPMATgH4jYh2AZgLoKcQ4hqAnrmvGYZhmBeAX3/91dne3t4wffr0+wBgY2ODRYsW3Vm/fn3V5ORkq8DAwCrdu3ev37Fjx4Z16tTxmTlzpofx3B9//LFy06ZNvRo3buzt7+//knGPa0dHx5ZTp06t0ahRI+/mzZs3Nm6PaQr/+9//Knt6eno3bNiwyZQpU2oU976jo2PLSZMm1fT29vZq166dZ0xMjGJDz7qNYRPRDQDNC3j/PoDu2mvEMAzDPMGECbUQGuqoqEwfnzQsX36nsI8vXrzo0Lx58yfSh1auXNng4eGRdfnyZXsAuHDhQvmLFy9ecnJyMrRs2dJ78ODBD52cnAybNm2qHBwcfNXe3p5ef/312osWLary7rvv3k9PT7dq165dyvfffx/91ltv1fz+++9dv/7669jiVL1586btZ599ViMkJOSKq6trdseOHT1Xr15dsWPHjqkFvT9mzJik9PR0q1atWqUtWbIkatasWR4ffvhh9Z9++snk9KNFofekM4ZhGIb5i6J2uhJCDmN36NDhkbu7ew4A9O/fP/HgwYNONjY2FBoa6ti8eXMvAMjIyLByc3PLBgBbW1saNWrUQwBo3bp16h9//FHBFF2OHj1a3s/PL7l69erZADBy5MgHhw4dchJCoKD3x4wZk2RlZYWJEyc+AIAJEybcHzp0aIMyfym5sMNmGIZhCqaInrBaNG3aNH3btm2V8r/34MEDq7i4ODsvL6/MP//809HouI0IIUBEYvjw4fcXLlwY/bRMGxsbMu70ZWNjg+zsbJMmsBW210ZJ9uB4WteyoPc6bIZhGIb5i0GDBiVnZGRY/fDDD1UAIDs7G2+//Xat4cOH33N2djYAwNGjRyvEx8dbp6SkiJ07d1bs3LlzSp8+fR7t2LGjUnR0tA0gt7QMDw+3K4sunTp1Sj158qRzbGysTXZ2NjZu3Fi5S5cuKYW9D8hJcytWrKgEyK0427Ztm1y2byQP7mEzDMMwZoOVlRV++eWXiMmTJ7/0zTffeBgMBnTr1u1hYGDgXz1nX1/flJEjR9a9efNmuddee+1+p06d0gDg448/ju7evbunwWCAra0tBQYG3vb09Mwyte5NmzZV2b17d0Xj6+PHj1/55JNPojt37uxJRKJ79+4PX3/99SQAKOx9BwcHw6VLlxyaNGni7uzsnLNly5YbSn03vL0mwzDMC4olbq8ZGBhYJTg4uLxSE7mUxtHRsWVaWtrZssjg7TUZhmEYxoLhkDjDMAxjMUybNu0+gPt661EYZe1dFwX3sBmGYRjGAmCHzTAMwzAWADtshmEYhrEA2GEzDMMwjAXADpthGIYxK27fvm0zYMCAerVq1fKpX79+k86dOze4cOGCfVhYmF3Dhg2bqFVvYVtsmsvWmzxLnGEYhjEbDAYDBg0a1MDf3//+jh07bgDA8ePHHWJiYmzr1q1rchKU5xHuYTMMwzBmw44dO5xtbGzo/fffTzC+1759+/Q+ffqk5D8uLS1NDBs2rI6np6e3l5eX96+//uoMAMHBweWMW2x6enp6X7x40R4ofOvN7777rkqdOnV82rRp0+j48eNOJdFV6603uYfNMAzDFMiECagVGgpFt9f08UHa8uUodFORCxcuPLO9ZkHMmzfPDQDCw8Mvnz17tly/fv0aXr9+PfT77793ffvtt+OnTJnyICMjQ2RnZ+PMmTPlCtp6c+DAgY/mzp1bPSQk5ErlypVz2rdv38jHx6fYugF9tt5kh80wDMNYHMePH3eaOnXqXQBo2bJlRvXq1bMuXrxYrl27dqn//e9/PaKiouxGjRqV2LRp08xdu3Y5F7T15uHDh5/YPnPo0KEPwsPDy5lSvx5bb7LDZhiGYQqkqJ6wWjRt2jT9l19+qVTccYXtg/HWW2896NixY+rWrVtd+vbt6/njjz/eLGzrzdWrV1cs7faXemy9yWPYDMMwjNkwcODA5KysLDF//vyqxvcOHTrk+Ntvvz0xvtyhQ4eUNWvWVAaACxcu2MfGxto1a9Ys4/Lly3ZeXl6ZH3/88d1evXolnTt3zqGwrTc7deqU+ueffzrHxcVZZ2Zmiq1btxbbUDCix9ab3MNmGIZhzAYrKyts3779+ttvv11rwYIF7vb29lSzZs3M77///one/vvvv393zJgxL3l6enpbW1vjf//7300HBwdavXp15Y0bN1axsbEhV1fXx//5z39iqlWrllPQ1pvdu3dP/eCDD2L8/Py8XF1dHzdr1iwtJyenwG6vOWy9qfv2mkIIawDBAKKJaIAQoi6AdQAqAzgDYAwRFTmVn7fXZBiGKTmWuL2mJWPq1pvmvL3mdABX8r2eB+BbImoIIBHAm7poxTAMwzBmhK4OWwhRE0B/AEtzXwsA3QBsyj1kFYAh+mhnAkSyvEgYDC+ezS+avQDbzDAqUNatN/XuYS8A8D4AQ+7rKgCSiCg793UUgBoFnagbjx8DgYGAlxdgbQ24uwPvvgvEx+utmXpkZgLz5gENG0qba9YEZs0CHjzQWzP1SE0FPvsMqFMHsLICatcGPv4YSC7RHBHL4uFD4MMP5e9rZQXUrw98+SWQnq63Zupx/z4wY4a8jq2sgEaNgPnzgawXOqGWwWAwlG7qNFNmcr97Q0Gf6eawhRADANwlopD8bxdwaIHNXiHEZCFEsBAiOCEhoaBDlCcxEejZE5g+HahSBfjnP4Hu3YH//Q9o0QI4fVobPbQkPh7o2FHeyI1Oq1074NtvgVatgEuX9NZQeW7dAl5+GZgzB/D2lja3aCGdV5s2wI0SzROxDMLC5O/59dfSxo8/Bho0yPu9Y2L01lB5zp0DmjUDfvgB6NwZ+OgjwMNDNka7dJHO/MUkNCEhwYWdtvYYDAaRkJDgAiC0oM91m3QmhPgPgDEAsgGUA1ABwFYAvQG4E1G2EKIdgM+IqHdRsjSZdJaRIZ31yZPAkiXA2LGAcQ1daCgweLC8wI8cAZo2VVcXrUhOBjp1AsLDgdWrgaFD8z47fRoYMgTIzgaOH5e9seeB+/elg7p7F9iwAejVK++zQ4eA114DypcHTpwAqlfXT08liYmRDZTMTGDrVuCVV/I+27kTGDkSqFFD/s6VK+unp5Jcvw74+QHlygHbtwMtW+Z9tmGDvL6bNJG/uVOJslVaFAVNOgsJCXGzsbFZCsAH+kdhXzQMAEKzs7Mntm7d+u4znxKR7gVAFwA7cp9vBDAq9/kiAG8Xd37r1q1JdSZMkCPW69YV/PmtW0QeHkSenkSPHqmvj9oYDESvvkpkbU20c2fBx1y9SlSpElHLlkTp6drqpwY5OUTduhHZ2REdOVLwMSEhRI6ORJ06ET1+rK1+apCVReTrS+TkRHT2bMHHHDpEZGtLNHCg/F9YOqmpRI0bE1WuTBQeXvAxO3YQCUE0ZszzYXMhAAgmM/ABXEz0lXorQPSMw64H4BSAiFznbV/c+ao77G3b5Ff1j38UfdzBg0RWVtK5WzqrVkmbv/666OO2b5fHzZypjV5qsmCBtGXJkqKP++knedwXX2ijl5p8+qm0ZdOmoo/77jt53MKFmqilKtOmSVv++KPo4z77TB4XFKSNXjrADtuyiu4KKFFUddgpKUTVqxM1a0aUmVn88e+/L7/WwnpolsD9+7Ln/MorRNnZxR8/aZLsiZ8/r75uanHnDpGDA1G/fqb1qIYNIypXjuj6dfV1U4srV4hsbIgCAoo/1mAg6tGDyMWFKDZWfd3U4tQpeX2++27xx2ZnE7VpQ1StGlFSkvq66QA7bMsquiugRFHVYX/+ufyajh0z7fiUFKJatYhatJAhVkvkvfdkpODiRdOOv3ePqGpVoi5dLDd8OG6cDIVHRpp2fFSUDCO/+qqqaqnK4MFEzs5Ed++adnxYmPyOLDWCZDDIoQw3N9OHrYKDZWj8eYggFQA7bMsquiugRFHNYcfFyZvy0KElO88YMi0uzGiOXL8uxyvffLNk5xlDpvv2qaOXmpw7J2/Ks2aV7DxjyDQ4WB291OTwYan7l1+W7Lzp02U0pbCxX3PGOLT1448lO2/sWBlNiYlRRy8dYYdtWUV3BZQoqjnsmTPlzSksrGTnZWfLSS1NmpgWUjYnJkyQN6eoqJKdl55OVLMmUfv2ltfLfvVVoooViR48KNl5SUly6KB/f3X0UpMuXeRQT2pqyc6LjZVDB6+/ro5eamEwyKhXw4Zyol1JiIiQ94GpU9XRTUfYYVtW4Sn7hZGUBCxeDIwYAXh6luxca2uZdOPSJblMxlKIiQHWrAEmTJDLeEpCuXJyHevx48D+/eropwbh4cAvvwDvvANUMnmjHomLCzB7NvDbb0BISPHHmwunTwMHDwJ//zvg6Fiyc42Jgn7+GYiIUEU9VfjjD7nu+sMPAVvbkp1bvz4wfrzMtxAXp45+DGMKercYlCiq9LDnziUCiM6cKd352dlE9evLiVuWwgcfyLHriIjSnZ+RIccHBwxQVi81mTyZyN5eDn+UhocP5TjwmDHK6qUmw4cTVaggdS8NsbFy2GTaNGX1UpMePeSyy4yM0p0fHi6HTT79VFG19Abcw7aowj3sgsjMBL77TmYxy59QoSRYWwNTpwLHjgGWsJPYo0fAokUyOUppk6DY2wNTpgA7dgDXrimrnxrExwOrVskkGdWqlU5GhQqy97VuHRAbq6x+anD9OrB5M/DWW1L30uDuDowaBSxfLtOZmjtnz8oe9rRp8j9aGho2BPr3B/7v/+T9gWF0gB12QWzaJG++s2aVTc748YCzs3T+5s5PP8mbb1ltfustGXL8/ntl9FKTxYvlzXfmzLLJmTpVZnxbtEgZvdRk4UKZM3v69LLJmT4dSEkBVqxQRi81CQyU2eneeqtscqZPlxnw1q1TRi+GKSG674etBIqnJu3SBbhzR/YSrcrYppkxA/jxR+D2bdkzMUeIZK5sGxtlxmLfeEP24mJiSt+LUxuDAahXT+bL/uOPsssbNAj4808gKgqwsyu7PDXIzJRzE7p2BTZuLLu8jh3lb6zEdaIWDx/K/OCvvy4baGWBSKYdtrMDzpxRRj+dKSg1KWO+mOlVpiNhYTJ/8MSJytyEpkyRO3ytXl12WWpx+jRw4QIwaZIy8t5+W+52tWGDMvLUYO9eucmHkjYnJAC//qqMPDXYulXmSlfS5hs35AQ2cyXYLOgNAAAgAElEQVQoSO42poTNQkibz56VhWE0hh320yxdKnua48crI69RI7mZwvLl5rvf7uLFcrawv78y8tq2lbtcLV+ujDw1WLwYqFpVbmCiBD17yt6rudtcpw7Qo4cy8oYMASpWNF+biaTNLVoAvgp1IkePluPg5moz81zDDjs/mZnAypXAwIHKhq8nTACuXpU7PJkbyclyTG7UKOXC10JIm0+cAK5cUUamksTHyx2a3nij9JOQnsbaGhg3Dti1C4iOVkamkkREAAcOKBc5AgAHB9nI27xZLoM0N0JC5FKuSZPydtYrK5UqyYmZP/8sd/BjGA1hh52fX38F7t0DJk9WVu7w4XLSizm2ytetk+FrpW0eM0ZGKszR5lWr5CQxpULDRsaPl2Pjq1YpK1cJli2TjQqlIkdGJkyQjmvtWmXlKsHSpbJRERCgrNwJE4DERLl+n2E0hCed5WfIEODUKTnhzNq67PLy8+abckw3Nta89tft0kUmg7hyRbleiJGhQ+WytqiokierUJPmzeUQgBoRj65d8yYsKv19lhaDAahbV+7vvHOnsrKJ5NJHW1s5F8JcyMqSUbK+fWVvWEmMExY9PYE9e5SVrTE86cyy4B62kcREeTMbNUp5Zw3Ink1KCrBli/KyS8udO8Dhw7IHooZzGT9eLoPZtUt52aUlNFROsFO612Vk/Hi51vnYMXXkl4bjx+UqBTVsFkLaHBwsM/uZC7t3y2taDZutrOTwxx9/yMYow2gEO2wjmzbJ2dxq3chfeUVO+DGn0OG6dbKHNHq0OvL79AGqVDEvm4OCZINsxAh15L/6qgzDmpPNP/8sIwqDB6sjf9Qo6cTMzeaqVeVkQDUICJDXzvr16shnmAJgh20kKEiGuFq1Uke+EPLGtnev7HWaA0FBwMsvy7XIamBrCwwbBmzbJqMLekMkbe7ZE3BzU6cOZ2c5aXHDBtkA1JusLKnL4MHqDcVUqyazAgYFmcdKiORkOalwxAj1hmIaNgTatJE2M4xGsMMGZFjr0CH1QsNG/P2BnBxlklaUlcuX5QxapZZyFYa/P5CWJm+genPihFx7rYXN9+4pk5ClrOzdCzx4oI3NkZHAyZPq1mMK27bJtdda2HzmjFwBwjAawA4bUD80bKRpU8DHxzxa5WvXyjCmWqFhIx06ADVrmofNQUFyVzGl1l4XRp8+cn2yudhcuTLQq5e69bz6qlwiZy42v/QS0K6duvWMHCkb+OY0FMA817DDBuQF3qaNDHOpjb+/nAQUGal+XYVhDA13765+ulQrK9kQ2r1b9jr14vFjOd44aJAMW6uJvb0cCti6VUYX9CIlRS49Gj5c/XSpLi7AgAHyO87OVreuorh7V87cHj1a/XSpHh5At27mMxTAPPfo5rCFEOWEEKeEEOeFEJeEEHNy368rhDgphLgmhFgvhFD3TnPlikwzqNZks6cZNUo+6rmBwMmTMqWk2iFDI/7+8ia+aZM29RXEH3/IBoOWNqem6puqdPt22WDQ0ua7d/XdD33jRjnspJXNo0fLpDSWsCMfY/Ho2cPOBNCNiJoDaAGgjxDCD8A8AN8SUUMAiQDeVFWLoCDZEh85UtVq/qJuXaB9e31Dh0FBshc4dKg29TVvDnh56W9zpUpyXa4WdOoEVK+uv821aslhCS3o109my9Pb5qZNZdGCoUNl9MIchgKY5x7dHHbu/unGqcO2uYUAdANg7IqtAqDegKOWoeH8jB4t1wNfvKhdnUays2XYcuBA7XbSEkLafOSIXA+sNWlpMjw9bJh2O2lZW8tG4O+/y0lfWnPvnhyG0CI0bKRcOenAtmyRk760JjJSDjdp1bsGZCOwXz95TeXkaFcv80Ki6xi2EMJaCHEOwF0AewFcB5BERMZBsCgANVRTQOvQsJERI+QNXY9W+b59Mmyptc3G+vQYCti+XYan9bD58WOZa1trNm6UjTM9bE5OBn77Tdt6gbzJX8ZhJ63w95cZDPXYtcwclg4ymqGrwyaiHCJqAaAmgLYAvAo6rKBzhRCThRDBQojghISE0imQmSnDha++WrrzS4ubm1wLvHatTHOoJUFBcoKQVqFhI/XryzXfejRSgoLkTlqdOmlbb+vWcm2/XjZ7ewPNmmlbb7ducl221jYbo2XGBEVaMmCAnMiotc0GA9C4MfDFF9rWy+hGkQ5bCNGqqKKUEkSUBOAgAD8AFYUQNrkf1QQQU8g5i4nIl4h8XV1dS1dx584yTOviUrrzy4K/v1wTrOUOXunpMlz52msyfKk1/v7A+fPaprB88ECmRjVm49ISIaTNhw5pm8Ly9m3g6FFZt9b5zK2t5Xf922/a7uB18aL8X2kdUQBkZruhQ2UkRcsdvI4elRFCtRIfMWZHcXew+bllIYCTABYDWJL7PLAsFQshXIUQFXOfOwDoAeAKgAMAhuUe9gaAbWWpx2wZMkQ6TS1b5b/9Jpf6aDUj/mlGjNA+heXmzeqmnC2O0aO1T2FpHHbQw3kZ683K0jZv/tq1cnc4tfMKFIa/P/DwoZyzoBVBQTLl7MCB2tXJ6IpJu3UJIdYB+JKILua+9gEwi4jGlbpiIZpBTiqzhmw4bCCiz4UQ9QCsA1AZwFkArxNRZlGyFNutS2tGjpRLYGJitNnNauhQ4M8/1dmNzFR69ZLLYK5f16b317WrHF9UYzcyU2nTRoYvQ0K0qa9FC9nr02v/dSKZ06BOHW2yvRl3z/L2Vn43MlPJzs4bdtEik2FWllwH3qdPmXYj4926LAtTY4SNjc4aAIgoFHIpVqkhogtE1JKImhGRDxF9nvv+DSJqS0QNiGh4cc7aogkI0C6FZVKS7GGPHKmfswakzVqlsDSmnNUjNJyfgADtUlheuiSHHfTqXQPyuw4IkI3R2Fj169Mq5WxR2NjIa+vXX4FHj9Svb88ebVLOMmaFqQ77ihBiqRCiixCisxBiCWT4mikLffrIZSFahMW3bJGtcr0vcC1TWK5fr03K2eLQMoWlVilni0PLoYCgIBlRUGs3MlMJCJATWbduVb+uoCC5E57aKWcZs8LUkHg5AFMAGKfZHgbwf0Sk4QyLwrHYkDgATJ4sL774eKB8efXq6dFD9kLCw/XtbQIyVebhw0B0tOyZqEXr1jKacOqUenWYSo8ewM2bwLVr6n3/RHI2fsOGcg223rRuLRsPp0+rV8fjxzJBTffu+mYPBOT336CB/A327FGvnpQUORN/7Fjg//6vTKI4JG5ZmNTDznXMiwB8SESvEtG35uKsLZ6AAPVTWMbGyvCk3qFhIwEBci34vn3q1REWJsPQekcUjAQEyHF7NZ3XyZNyuMGcbA4Olo1EtdA65WxRGFcF7NsHxMWpV4/WKWcZs8Ekhy2EGATgHIBdua9bCCHMYL/E54COHeVkFTVDxBs2mEdo2EjfvnIpnZo2r10rb6BapZwtjqFD1R8KWLtW1qF1XoHC0GIoYO1aOazUp496dZQEf385CW7DBvXqWLtWppx95RX16mDMElPHsD+FTGySBABEdA5AHZV0erEw7mb1++/A/fvq1LF6NdCypUyyYA4Yd7NSK4UlEbBmjZwh7uGhvPzS4OIC9O8vw7ZqpLB8/FjKHjBAu5SzxVGjBtCli3q7WaWkyPHi117TLuVscXh5yWtNrYZZQoJ+eQUY3TH1F88mooeqavIiExCg3m5WFy7I5UTjxysvuywEBMgbrhpDAUeOyPCzOdocH6/OblY7d8phBnO0OTxcnSVtmzbJ/5C52ezvL4cnIiKUl71mjbxXjBunvGzG7DHVYYcKIfwBWAshGgohvgdwXEW9XiyaNweaNAFWrlRe9vLlsvdhbuNdnToBNWuqY/OyZbKXqdVuZKbSrx9QsaJ6Nnt4AL17Ky+7LLz2moyoqGVzo0ZAu3bKyy4Lxt7vqlXKyiWSNvv5yTXnzAuHqQ57KoAmkFtiBgF4CGCGWkq9cAgBTJwok5oouYNXZqZskQ8ZIpeAmBPW1sCECTK8d+uWcnIfPZKJK0aPllmgzIly5YAxY2TPUMnhj9hY2cN+4w11Z92XhooV5aqANWvkRCmlCA+XqTknTDCPiZT5qVlTztNYvlz2hpXi9Gm5zn7CBOVkMhaFqbPE04joIwBdiKgNEX3Ms8QVZswY2RNeskQ5mb/+Kh2DuV7gRr2WL1dO5vr1clzcXG2eNEmuh1+9WjmZq1fLcXFzCw0bmTRJpu1UMgPYihWy0TdmjHIylWTSJJnBUMnMa8uXy/Xm5jKRktEcU9dhtwewFIATEdUWQjQH8DcielttBU3Botdh58ffX04+i4mRF2ZZ6dtX7rt986a+2c2Kom9fGVW4eVOZ3qGfnxzXvHjR/HpeRvz8ZCTg0qWy60gkJzq5usqxe3PEqGOVKsCxY2WXl50N1K4N+PrKJU7miFHHVq2AHTvKLi8tTQ55DBmiaKid12FbFqaGxL8F0BvAfQAgovPIS6LCKMXkyTKFqBKTzyIiZPKMCRPM11kD0uboaBkaLyshIXKyz8SJ5uusAWnzlSvAcQWmgezbJ9ecT5xYdllqIYTscR4/rsxObVu3ymEAc7bZxkZee7//LnP3l5U1a2Qjz5xtZlTH5HUBRPT0v06FtSkvOJ07yyxVCxeWfRnM99/Lm8Zbbymjm1oMGAC4uwM//lh2Wd99Bzg5mW9o2MjIkXL/ZKVsdnU1/zDp2LFyyKeMmbkASJvr1pXL5MyZN9+U1/HixWWTQwQEBspNXTp0UEY3xiIx1WHfyQ2LkxDCTggxC5xLXHmEAKZPl73EsoQOHz2SY3wjR5rPOuTCsLUF3nlH9kRCQ0svJy5OrkMeP16f/c1LQvnysse5fn3ZJtxFRMgNXaZM0Wd/85Lg6iqXeC1fLjOTlZaQEHltTJtm3pEjQDYqBg+WDbPU1NLL2bdPRiZmzDDvyBGjOqY67LcAvAOgBoBoyJ263lFLqRea8ePlWN8335RexooVQHKydP6WwJQpckb3f/9behmLFslxw6lTldNLTYw33wULSi/DGEWZMkU5vdRk1iw5IbAskQVLiaIYmT1b7qpVlomV330HuLnJ5WLMiw0RWXxp3bo1PVd8+ikRQHT5csnPzcggqlWLqEMHxdVSlWnTiGxsiO7cKfm5Dx8SVa5MNHCg8nqpyZgxROXLEz14UPJz4+KIHB2Jxo5VXi81GTCAqGpVotTUkp97/br8j0yfrrxeavLKK0R16hA9flzyc8+dk/eCzz5TXi8iAhBMZnAP52JaMTWXeD0hxK9CiAQhxF0hxDYhRD2V2xIvLu+8I2eJf/llyc9dskROcvn0U+X1UpP33pNjdfPmlfzc776TvZhPPlFeLzWZPVuGSr/9tuTnzpsHZGQAH32kvF5q8v77MiT+v/+V/Nx//1tGFN5/X3m91OT99+UqiDVrSn7up5/KIZ5p0xRXi7FATPHqAP4EMAaATW55HcBJvVsbxvLc9bCJiD78kAggOnPG9HPS0og8PIg6dSIyGNTTTS3+9jfZg7p2zfRzHjwgcnEhGjxYPb3UZMQI2VOOiTH9nOhoonLliMaNU08vNenZU0ZEEhNNPycsjMjKiui999TTSy1ycojatCGqWVNeo6Zy+rS8B3z+uWqqgXvYFlVMO6gA5wzgT72VN5bn0mEnJRFVqULUvbvpzveTT+RPeviwurqpRWysDBEPG2b6OVOnEgkhQ4eWSEQEka0t0aRJpp/z+uvynOvX1dNLTc6elb/Z+++bdrzBQNS/v/xvxMWpq5taHDwor82vvjLt+JwcGUqvWlUO+agEO2zLKqYdBMwF8CHkDl0vAXgfwL8AVAZQWW8jnkuHTUQUGCh/ojVrij82LIzIzo7I3199vdRkzhxp844dxR8bHCx7Xe+8o75eajJjhnRgR44Uf+z+/fL7+fhj9fVSkzfekI0OUxpaW7ZIm+fPV10tVRk0SEZTTIkgLVsmbV6+XFWV2GFbVjE101mkMYJufOvJqDrpOp793GQ6e5qcHLlJxuXLctetWrUKPi4jQ+6Ne+OGTMjh7q6tnkqSmQm0aSO3EbxwQS4HKojkZHnco0fy+6lYUVs9lSQlBWjWTG4YceZM4dtj3rsnt260t5eZ3JTIhqcX9+/LDW+qVZM59AuzJSpK2lyjBhAcbH650ktCVBTg4yPLgQNySWNBhIfLLG4tWgAHD6q6jSZnOrMwivLmANoAcM/3+g0A2wEEoow9awC1AByAXM99CcD03PcrA9gL4FruY6XiZD23PWwiovBwImdnombNCg6N5eQQjR9PBBBt26a9fmpw5owco23XruAxv8ePiYYOlb3rAwc0V08VDh8msrYm6t2bKCvr2c8zMoh69JBRlOBg7fVTg19/lf/b4cPl//hpUlKI/PyInJyIrl7VXj81WLNG2jxxYsFDXQ8eEPn4yOGw27dVVwfcw7aoUpxTPWN0zJCpSGMAvAbg3wA2laliwANAq9znzgDCAXgD+BrAh7nvfwhgXnGynmuHTUS0e7e8mfv6Et28mfd+SopcGgTI8evniY0bpV2dOsmxbSOJiURDhsjPvv1WP/3UYMkSaVe/fkT37uW9f/eunKgFEK1YoZt6qvDNN9KukSOfbJBGRRG1by8bZZs366efGvzzn9LmN998cnnb9etELVrIRtnevZqowg7bskpxTvV8vucLAXyW7/U5RRUBtgHoCSAMgEfuex4Awoo797l32ERE27fLSTcODnJS1rhxRG5ucuxzzhzLnBVeHEFBRPb2soc1apRcc1ypkmy8LFigt3bqsGiRtK9iRaKAAFmcneVNfNkyvbVTHoOBaN48+T+uWlX+xqNGyf+5oyPRhg16a6g8BgPRRx/J26+Hh4yQDRsmf2MXF6KdOzVThR22ZZXinGgoAJvc51cBdMr/mWJKyMlstwFUAJD01GeJhZwzGUAwgODatWvTC8GtW0STJxO99BKRu7tcynTsmN5aqUt4uJygVLOmvLkNH04UEqK3Vupy8SLR6NFE1asT1aghnXZoqN5aqcvp00SvvSZ/49q1iSZMKNnyPkvk8GGZ7KdaNZlYZcoUeY1rCDtsyypFTjoTQnwEoB+AewBq54awSQjRAMAqInql0JNNRAjhBOAQgC+JaIsQIomIKub7PJGIKhUl47mddMYwDKMiPOnMsihyyiURfSmE2AcZmt5Ded7dCkCZkzYLIWwBbAbwMxFtyX07XgjhQUSxQggPAHfLWg/DMAzDWDrFrpEgoj8LeC+8rBULIQSAZQCuENH/y/fRdsjZ6HNzH7eVtS6GYRiGsXT0XNT4CmS604tCiHO57/0T0lFvEEK8CTmuPVwn/RiGYRjGbNDNYRPRUTyZgCU/3bXUhWEYhmHMHfVS6DAMwzAMoxjssBmGYRjGAmCHzTAMwzAWADtshmEYhrEA2GEzDMMwjAXADpthGIZhLAB22AzDMAxjAbDDZhiGYRgLgB02wzAMw1gA7LAZhmEYxgJgh80wDMMwFgA7bIZhGIaxANhhMwzDMIwFwA6bYRiGYSwAdtgMwzAMYwGww2YYhmEYC4AdNsMwDMNYAOywGYZhGMYCYIfNMAzDMBaArg5bCLFcCHFXCBGa773KQoi9QohruY+V9NSRYRiGYcwBvXvYKwH0eeq9DwHsI6KGAPblvmYYhmGYFxpdHTYRHQbw4Km3BwNYlft8FYAhmiplIrdu3cLu3btx5swZ5OTk6K2OJjx+/FhvFTSFiHD16lXs2rULly9fBhHprZImXL58Gb///jvCw8NfCJuJCCkpKXqrwTDFoncPuyCqEVEsAOQ+uhV0kBBishAiWAgRnJCQoKmCADBt2jT06dMHrVu3hpeXF3bt2qW5Dlpx5coVdO3aFe+99x4AICMjA7169cLhw4d11kw9zp49i3bt2sHLywt9+/ZFkyZNsG3bNr3V0oRPPvkE/fr1Q6NGjdCpUyeEhoYWf5KFsm/fPnh5eWHmzJkAgKysLIwdOxYRERE6a8Ywz2KODtskiGgxEfkSka+rq6smdZ49exbGxsGXX36Jo0ePYtWqVbCxsUHfvn2xcOFCTfTQksOHD8PPzw8XL15EixYtAMjowvXr19GtWzesWrWqGAmWR2xsLDp06IBbt24hMDAQx44dw7JlyzBgwAAAQFpams4aKs/mzZtx69YtAMDcuXNx9OhRfPvttwgPD8fLL7+MvXv36qyh8ixevBi9evWCwWBAz549AQBhYWH49ddf4evrixMnTuisIcM8BRHpWgDUARCa73UYAI/c5x4AwoqT0bp1a1KbyMhIcnNzo5EjRz7zWVpaGo0dO5YOHz6suh5acunSJXJxcSEvLy+6ffv2E589fPiQevToQUII2rFjh04aqseqVasoPj7+mfcvXrxIHh4edOjQIR20Uof9+/eTra0tTZo06ZnPYmJiyNfXl3755RcdNFOPX375hYQQ1K9fP0pJSXnis8jISGrQoAG5uLhQWFiYThpqA4Bg0tkHcCmBv9RdgWcd9jcAPsx9/iGAr4uTobbDzsrKotatW1PFihXp8uXLxR6fnp6uqj5akJOTQ02aNCF3d3e6efNmgcekpqZSy5YtqVKlSoUeY0kkJibS+fPnizwmKSmJGjZsSB4eHgU6dEsjLi6OqlSpQt7e3pSYmFjgMTk5ORprpS7p6enk4eFBbdu2pdTU1AKPuXnzJlWpUoWaNWtGaWlpGmuoHeywLavoWzmwFkAsgMcAogC8CaAK5Ozwa7mPlYuTo7bD/vzzzwkAbdq0qdhjv/76a/Lz83subnKnT5+mI0eOFHnMtWvXqGfPniY1ZMydcePGkYODQ7GO+Ny5c2Rvb19gtMWSMBgMNHjwYLK3tzfp91u4cCHNnj1bA83U5+bNm3Tnzp0ij9m5cyfVq1ePQkNDNdJKe9hhW1bRXQElipoOOzIykuzs7GjUqFEmHb969WoCQIsWLVJNJ7V5/Pix3ipoztGjRwkA/fOf/zTp+Dlz5hAA2rNnj8qaqceOHTsIAH3zzTcmHT9jxgwSQtDJkydV1kw9oqOjyWAwmHx8VlaWitroDztsyyq6K6BEUdNh37hxg4YOHVpsa9yIwWCgzp07U9WqVSk5OVk1vdSkf//+NHXq1BKdc+fOHfrggw8oMzNTJa3Uw2AwULt27cjDw+OZ8czCSE9PpwYNGtDbb7+tsnbqcffuXfr0009NdkoPHz4kDw8P6tChQ4mcnrmQnp5OtWvXpilTppTovJSUFNq4caNKWukLO2zLKroroETRYtJZSfjzzz8JAH311Vd6q1Ji9u3bV6Jel5Hff//dYiMLmzZtIgC0dOnSEp13//59lTQyXxYuXEgAaPfu3XqrUmK+/vprAkD79u0r0Xnz5s0jAHTq1CmVNNMPdtiWVXRXQImilsNeuHBhqcdm+/fvT25ubhbX4+zatSvVqFGjxBPnjL3UmjVrWtyku/nz51OrVq1KPRRw584dys7OVlgr9Xj8+DEFBATQ0aNHS3xuRkYG1apVi9q2bWtRvey0tDRyc3OjXr16lfjcR48eUZUqVahPnz4qaKYv7LAtq+iugBJFDYcdFhZGQgiTxzSfJjw8nK5fv66wVupy+vTpUvWujezdu5cA0JIlSxTWTH1KO0nw7NmzZGdnZ9KERHNh/fr1BIA2b95cqvN37NhBBw8eVFgrdVm0aBEBoP3795fq/Llz5xIAOnPmjMKa6Qs7bMsqQv5mlo2vry8FBwcrKvOtt97CihUrcOvWLbi7uysq21wZPXo0du7ciTt37qBChQolPp+I0LJlS+Tk5ODChQsQQqigpbKcO3cOzZs3L7WuOTk5aNCgAWrVqmURmd+ICG3btkVSUhKuXr0Ka2trvVXShI4dOyIjIwOnTp0q1W+dlJSEmjVrYtiwYVi5cqXyCuqEECKEiHz11oMxDYvNdKYmd+/excqVK/HGG2+UyVknJCRgwIAB2LJli4Laqcd///tfrF27tlTOGgCEEJg9ezbatGmD1NRUhbVTnvPnz6Nly5ZYvnx5qWVYW1tj6tSpOHLkCM6cOaOgdupw6NAhBAcHY9asWWVy1vHx8ZgxY4bFpPDcu3cv1q1bV+qGWcWKFTFu3DhER0fDYDAorB3DmIjeXXwlitIhcWP4q6xri7Ozs6lu3brUoUMHhTRjlGTy5Mnk4OBADx48KJOcpKQkcnJyorFjxyqkmXoMHz6cKleuXOZkIDExMWRra0vTp09XSDP1UGqs/Xlc4gUOiVtU4R52AWRmZqJ///7w8vIqkxxj7+vo0aM4f/68QtopT1ZWFkaOHInjx48rIo+IEBISgtjYWEXkqUFKSgqCgoIwcuRIVKpUti3XXVxcMG7cOKxfvx6PHj1SSEN16NChA/75z3/CwcGhTHI8PDwwYsQILF++3KyjKTdu3ICnpyeOHTtWZlm2trYAZOQsOzu7zPIYpsTo3WJQoqgx6UypVvn9+/fJzs6uxOuatcS4rEmpnODR0dEkhKBPP/1UEXlqsGTJEgJAx44dU0ReVFQU3bhxQxFZlsLhw4cJAK1atUpvVQrlH//4B1lZWZmcR6E4Tp06Rba2trR9+3ZF5OkNuIdtUYUnnT1FREQE6tevr+iEqVGjRmHPnj2IiYlBuXLlFJOrFL1798bly5dx8+ZNxSYh9e7dG1evXkVkZCSsrMwvkNOrVy/ExMTg4sWLFjE5rqwQETZt2oQBAwaUuXedX6anpyeqV6+OQ4cOKSJTSR4/fozatWujTZs22L59u2Iya9WqhXbt2mHr1q2KyNQTnnRmWZjfnVRH7t27hyZNmuCrr75SVO67776LWbNmmWUY7ebNm9i7dy/efPNNRWcMT5gwAbdv38a+ffsUk6kk27dvx5YtWxR11pGRkRg0aBBCQkIUk6kUhw8fxogRI7Bx40bFZAoh8O6776JevXpm+d/esWMH4uLiMGnSJMVk2traYuzYsdixYwfi4+MVk8swJqF3F1+JolRIfMGCBQSALly4oIg8SyTZWSgAABr3SURBVOCzzz4jIQTdunVLUbnp6elUqVIlk3OwPw8kJiZSuXLlSpz6UgvGjBlDLi4uhe5O9TwyYMAAql69uuK58S9fvlymfAXmBDgkblGFe9j5CAoKQosWLdC0aVPFZWdmZmLDhg2Ijo5WXHZZqFmzJiZNmoTatWsrKrdcuXIICAjA/v37kZmZqajsspCdnY3OnTtj06ZNisuuWLEiXnvtNQQFBSE9PV1x+aUlLS0NW7duxbBhw+Do6KhKHefOnUNOTo4qskvLxIkTMXfuXNjY2Cgq18vLC+3atcPy5cshfR7DaITeLQYlihI97PDwcFVbzREREQSA5s6dq4p8cyQhIcHsenR79uwpU5av4jBme9uwYYMq8kuDMbNZabN8FcfOnTsJAO3du1cV+eZISEgIRURE6K1GmQH3sC2qcA87l/Xr10MIgVGjRqkiv379+vDz80NQUJAq8kvD+fPnVe0JVq1aVbUeXWkJCgpChQoV0K9fP1Xkd+3aFe7u7mb1Ox8+fBjVq1dHp06dVJHfpUsXODs7m5XNK1euRGRkpGryW7Vqhfr166smn2EKgh12LjNnzsTevXtRs2ZN1erw9/fHhQsXcOnSJdXqMJWcnBz06dMH48aNU7Weo0ePolmzZoiKilK1HlNIT0/H5s2b8dprr6k2W9/a2hqzZs2Cn5+fKvJLw/fff48zZ86olobUwcEBQ4cOxebNm5GRkaFKHSXhzp07GD9+PH7++WdV6zl27BgmTJhgdkMBzPMLO+xcHBwc0L17d1XrGDFiBKysrLB27VpV6zGFgwcPIi4uDsOGDVO1Hnd3d1y8eBHr169XtR5T2LlzJ5KTk+Hv769qPTNnzsQHH3ygah0lQQiBatWqqVqHv78/Hj16hJ07d6pajykYry+1f+eoqCisWLHCInLIM88H7LABLFiwAPPnz1e9nmrVqqFHjx44ffq06nUVR1BQEJydnTFgwABV62nQoAHatGljFuFSd3d3jBkzBl27dlW9royMDLNYmzx48GB88sknqtfTrVs3uLm5KbpsrLQEBQXBz88P9erVU7WegQMHonz58mbRAGdeEPQeRFeilGXSWXZ2Nnl4eNDgwYNLLaMkJCUl6b6PcHp6Orm4uNAbb7yhSX3ffvstAaArV65oUp85MGfOHBJCUExMjG463Llzh4QQNGfOHE3qCw4OppSUFE3qKozQ0FACQIGBgZrU9/rrr1OlSpUoIyNDk/qUBjzpzKKK2fawhRB9hBBhQogIIcSHatVz6NAhxMbGqh4+M+Li4gIhBOS1og/79+/Hw4cPNbN55MiREELo2hM5f/48bt68qVl9I0aMABHpOhSwbt06EBFGjx6tSX2tW7dG+fLlNamrMEJCQlCuXDmMGDFCk/r8/f2RmJiI3bt3a1If82Jjlg5bCGENYCGAvgC8AYwWQnirUdfPP/8MJycnDBw4UA3xBbJo0SJ4e3vrlh2qb9++CA4ORrdu3TSpz8PDA//4xz/Qpk0bTeoriL///e/o1auXZg2lxo0bo2XLlroOBQQFBaFNmzZo2LChZnWuWLEC06ZN06y+pxk7diwSEhJUH7M30qNHD/j5+SErK0uT+pgXG7N02ADaAoggohtElAVgHYDBSleSkZGBzZs3Y+jQoYrlVzYFNzc3XL16Ffv379eszvwIIdC6dWvFE0oUxZdffqn6eHlhxMTE4MCBAxg9erSmecP9/f1x+vRpXLt2TbM6jVy5cgVnz57VLIpiJCIiAgsXLtQlbadxn2onJyfN6rS1tcWJEydUn7zJMID5OuwaAO7kex2V+56i3Lt3Dx06dMCYMWOUFl0k/fr1Q4UKFXTpfW3YsAFvvvkmUlJSNK87KioKBw4c0Lze9evXg4g0d16jRo2CEAK//vqrpvUCgKOjI9577z2MHDlS03r9/f1hMBiwYcMGTesFgBkzZmgaRclPVlaW2WUxZJ4/zHK3LiHEcAC9iWhi7usxANoS0dR8x0wGMBkAateu3frWrVu66FpaJkyYgE2bNiE+Pl7T3n2vXr1w/fp1REREaL5L1dChQ3HixAlERUWptia4INq0aQODwaDLphyXLl2Ct7f3C7EjmJHmzZvD0dERJ06c0KzO7OxsVK9eHZ07d9ZlpnqrVq3g7u6u6bK21NRUfPHFF5g8eTLq1q1bKhm8W5dlYa497CgAtfK9rgkgJv8BRLSYiHyJyNfV1VVT5ZQgICAAycnJ+O233zSrMy4uDvv27YO/v78uDsTf3x9xcXE4ePCgZnXGxMTg7NmzCAgI0KzO/DRp0kTz7zoiIgIHDhzQLaFHQEAA/vzzT1y/fl2zOvft24eEhATdfufevXtjz549SEhI0KzO8PBwrFixArdv39asTkZfzNVhnwbQUAhRVwhhB2AUAGU2tDUTunTpgg8++ADe3qrMpSuQDRs2wGAwaB4aNtK/f384OzurnoEqP9WrV0dsbCwmTJigWZ35ISJMmzYNn3/+uWZ1Lly4EH379tVl2AOQQwG9evXStP6goCC4uLigb9++mtWZH39/f+Tk5Gjau2/ZsiWio6PRsWNHzepk9MUsQ+IAIIToB2ABAGsAy4noy8KO9fX1peDgYM10s1T8/PyQmZmJs2fP6qbDuHHjsHXrVsTHx6uWHtTcGDJkCE6fPo3bt2+rPhSQk5ODmjVron379ti8ebOqdZkL6enpcHNzw8iRI7F06VLd9GjatCkqVKiAY8eOqV5XVlYWbGxsYGVVtj4Xh8QtC3PtYYOIdhKRJxHVL8pZWzJEhCNHjmhygefk5KBt27aYMmWK6nUVhb+/P1JSUnDq1CnV6zpz5gy6du2Kq1evql5XUfj7+yMmJkaTFJbGlLN6RVHyExMTg9jYWNXrMRgM+M9//oO//e1vqtdVFP7+/jh+/Lgm6/1XrVqF2rVrIy4uTvW6GDNC78wtShQlttfUA4PBQA0aNKBu3brprYpmPH78mGJjYzWpa+bMmWRra0sPHjzQpL7CSE1NJScnJ5o4caLqdU2YMIEqVKhAaWlpqtdVFI8ePSJ7e3uaPXu2rnpoSWxsLB07dkyTTIZdunShRo0albkucKYziypm28N+ERBCICAgAAcOHEBMTEzxJ5QSIsLJkyf/WqeqJzY2NnB3d1e9npycHKxduxb9+vVDpUqVVK+vKBwdHfHqq69i06ZNyMzMVK0eIhmxefXVVzVdeVAQzs7O6NmzJ9auXavq/y4pKQnLli3Dw4cPVavDVNzd3dG+fXvVJxlGRUXh0KFDuk0eZfSDHbbOjB49GkSEdevWqVbHhQsX4Ofnh5UrV6pWR0lITExEz549sWrVKtXqOHLkCGJiYswiNAzIZXyjR49WdSKWEAKXLl3SZCMbU/D390dUVBSOHj2qWh1btmzBxIkTER4erlodJSE6OhrvvPOOqlvoGvMKaJVyljEj9O7iK1EsNSRupHXr1qSmDe+//z7Z2NhQQkKCanWUBIPBQPXr16cePXqoVsekSZPIycmJUlNTVavD3NB7U5mnSUlJIUdHR5o8ebJqdXTv3p0aNGhgNrbfvXuXrK2t6YMPPlCtjlatWlGbNm0UkQUOiVtU4R62GRAQEIDIyEjcu3dPcdk5OTlYs2YN+vTpg6pVqyouvzQIIeDv74/9+/erNimpXbt2mD17NhwdHVWRXxqICCdOnEBycrLish88eIBGjRqZxX7URsqXL48hQ4Zgy5YtquTNv3PnDvbv34+AgACzCQ27urqid+/eqg0FEBG++uorzJkzR3HZjAWgd4tBiWLpPezU1FTKzMxURfbOnTsJAG3ZskUV+aXl8uXLBIC+/fZbvVXRjJMnTxIAWrlypeKyf/jhBwJAZ8+eVVx2WYiIiKCoqChVZP/73/8mABQZGamK/NKyZs0aAkCHDx/WW5ViAfewLapwD9sMcHR0hJ2dHQwGg+Kt8g0bNsDV1RX9+/dXVG5Z8fLyQps2bbBs2TLI+4Zy7NixQ5VebFkx7py1bNkyxWUvX74cLVu2RIsWLRSXXRbq16+PGjUU3wYAABAaGoru3bujTp06qsgvLUOGDIGzs7Piv3NWVhY++eQTTbeJZcwLdthmQlhYGBo0aIBdu3YpKnfx4sXYv38/7OzsFJWrBP/4xz8wfvx4RVNoRkZGYuDAgViwYIFiMpVCCIFJkybhyJEjuHLlimJyz507hzNnzuiWza04Lvz/9u49uIoyzeP495EElEgYLslCTGIQ0I2uIDEOwwora4bSMVxi4SiLrLAlZWFlBPGyjlKlljiI5Tg61m7FWklYdZGLgE5iBAaj7KLITDJggomAGSAkeAmwXJLVkJycZ//ICcNoJJB0n06f83yqunL6pPvNryuB5/Tlfd+KCm666Sbq6uocbXfVqlUUFva8ARDj4uKYN28egwYNcrTdd955h8WLF1NVVeVou8ZHvD7Fd2Lx+yVxVdVTp05pYmKi5uTkeB3F1x5//HEVEa2pqfE6Soe+/vprjY2N1QceeMCxNufPn699+vTRo0ePOtamk6qrqxXQp556yrE2m5qaHGvLL7KzszUpKUlbWlocaxO7JO6rxc6we4jevXszZ84cioqKHHkQS1XJzs6moKDAgXTu+eabb3j11Vcd6UcbCARYvnw5kyZNIjU11YF0zktMTCQnJ4fi4mLa/r/svmnTpvHss88ycOBAR9pz2vDhw8nKyiI/P9+RWz7Hjh1j6NChrtxacJKqUlZW5sjvua6ujg0bNjB79uywzmNvehYr2D3I3LlzaW1tZfny5d1ua8uWLbz77ruOFQW3VFVVMWfOHEfmBi8sLKS2ttbzISo789JLL1FeXu7Yk8033ngjCxYscKQtt9xzzz3U1NSwefPmbreVn5/PsWPHuPbaax1I5p433niD6667jtLS0m63lZeXh6oyd+5cB5IZ3/L6FN+JJRIuibfLysrS5OTkbj81PnXqVB08eLB+++23DiVzRzAY1IyMDE1PT9fW1tZutXXfffdpWlqaBgIBh9K5q7s5g8GgPvPMMz3uKemONDU1aWJiot5yyy3daqelpUVTU1P1hhtucCaYi06cOKEXX3yx3nnnnd1ua+HChXr77bc7kOqvYZfEfbV4HsCJJZIK9rZt27SwsLBbxau6ulpFRBctWuRgMve0d4MpKirqdltHjhxxIJH7ysvLNS0tTT/88MMut1FSUqKAFhQUOJjMPXl5efriiy92a5CTtWvX9shuij9k4cKF2qtXLz1w4EC323JjcBgr2P5aPA/gxBJJBdsJCxYs0JiYGD106JDXUc5Jc3Ozpqam6oQJE7rcxvHjxx1M5L7GxkYdNGiQTp06tcttTJkyRRMSEnr8VRQnTZw40VdXUWpqajQmJkbvv//+Lu0fDAa1oqLC4VR/YQXbX4vdw+6BGhsbWbRoESUlJV3af/r06SxZsoSkpCSHk7kjNjaWhQsX0tjY2KWHz6qrq0lKSmL9+vUupHNHXFwcubm5FBYWdmn6z507d1JUVERubq6v5hU/deoUBQUFHDp0qEv75+fn88orr7g+r7hTUlNTmTFjBkVFRV3qvvjWW28xatQoNmzY4EI64zfS9iHL3zIzM7WsrMzrGI5pbm5mxIgRDBkyhO3bt3d7kno/CAQC9OrVq0sPYt11112sXbuWffv2hWUmMKccPnyYtLQ0Jk+ezOrVq89r3ylTpvDRRx+xf/9++vfv71JC5x04cICRI0dy99138/LLL3sdJyzq6+uJj48/7w9WwWCQ0aNH09LSQmVlpSsfUkTkT6qa6XjDxhWRXwl8qHfv3ixevJjS0lLefPPNc96vtraW+fPnU19f72I6d8TExCAiHD169LxmOqqqqmLFihXk5ub6qlhD27jTDz30EGvWrKGiouKc9wsEAiQkJPDII4/4qlgDpKWlce+997Js2bLzGjxm48aNZGdn89VXX7mYzh2JiYlceOGFNDc3c/z48XPeb/Xq1Xz66ac8+eSTvrmiYNxlZ9g9VGtrKxkZGTQ0NFBZWXlO8xtPnz6dDRs2sHv37h7bD/lsVJXMzExaWlrYsWNHp/1NVZWsrCx27tzJ3r17SUhICFNS5zQ0NPDee++Rk5PTYyawcNvhw4cZMWIEEyZMoKioqNPjPnXqFKNGjSIYDFJZWdkjR+3rTCAQ4JprrmHMmDG8/vrrnW7f0NBAeno6iYmJlJWVuXaVzc6wfcbrm+hOLJH60Fn7U8APP/xwp9sWFhYqoEuWLAlDMvesW7dOAX366ac73bayslJjY2M1Ly8vDMnc19jY2Ok2q1at0rKysjCkcddzzz2ngK5YsaLTbZ944gkFdNOmTWFI5p7HHntMAS0uLu50261bt+qAAQN0+/btrmbCHjrz1eLND4WfA5VAEMj8zvceBaqBPcBN59JepBZsVdUXXnhBd+/efdZtDh48qAMHDtTRo0e7NutXON1xxx0aGxurH3/8cafblpeX++aJ4bN5++23dfDgwbpr164f3KasrEx79+7drSfLe4pAIKAzZ87UrVu3nnW7Dz74QC+44AKdNWtWmJK5p6mpSa+66iodOnToOfXgaGhocD2TFWx/Ld78UEgHrgC2nFmwgSuBcqAPMAz4M9Crs/YiuWC3CwaDWltb2+H3pkyZov369dO9e/eGOZU7jhw5osOHD9eEhIQOxwT/4osvdNWqVR4kc09dXZ0mJSVpSkqKHjx48Hvf37dvnyYnJ2tKSopv+pqfq2Aw+IPd8iZOnKhXXHFFWIpXOJSXl2tcXJxmZGR0eMylpaX6/PPPhy2PFWx/Ld7+8O8X7EeBR89Y3wSM66ydaCjYDz74oMbHx+trr712evD/9v63+/fv15KSEi/jOW7Pnj166623np7kIRgMajAY1M2bN2tKSor269dP6+vrPU7prB07dmi/fv00KSlJi4uLTw+UUVRUpImJiTpgwAD95JNPPE7pvMWLF+tll12m77//vgaDQW1tbT09kUl9fb1+/vnnHid0VnFxsWZmZurJkydPv9fS0qLLli3TuLg4HTZsmJ44cSIsWaxg+2vx9od/v2D/GzDrjPV84LbO2omGgl1bW6tjx45VQPv3769DhgzR2267zetYYVFfX68JCQmakJCggA4bNiwi7uN2pKKiQi+//HIFTh/jvHnzND09XSsrKz1O547t27frpZdeqsDpDybZ2dlex3JV+22co0ePakpKisbHxyug48eP17q6urDlsILtr8W1aV9E5D2go342i1T1dz+0WwfvdfgYu4jcA9wD+PKJ6POVnJzMtm3bKCwsZNOmTTQ1NTFu3DhUNeKfLj558iQ5OTm0trYyfvx4Zs6cSZ8+fbyO5Yqrr76aXbt2sX79ejIyMgBYunQpffv2JTY21uN07hg7dixVVVWsXLmSbdu2ERMTw6RJkyL6b7u9m9aRI0fIysrioosu4uabb2by5MlRMe6C6RpPu3WJyBbgIVUtC60/CqCqz4TWNwFPqurHZ2snErt1GWOM26xbl7/0tI9yhcAMEekjIsOAkcAfPc5kjDHGeM6Tgi0it4pIHTAOKA6dSaOqlcAaoArYCOSq6vkPwGuMMcZEGNfuYZ+Nqr4FvPUD3/sV8KvwJjLGGGN6tp52SdwYY4wxHbCCbYwxxviAFWxjjDHGB6xgG2OMMT5gBdsYY4zxgYiYD1tEDgM1Xdx9MHDEwTh+YMccHeyYo0N3jvlSVfXfRPJRKiIKdneISFm0jfRjxxwd7JijQzQec7SyS+LGGGOMD1jBNsYYY3zACjb8h9cBPGDHHB3smKNDNB5zVIr6e9jGGGOMH9gZtjHGGOMDUV2wReRmEdkjItUi8kuv87hNRFJE5AMR+UxEKkVkgdeZwkVEeonIThF5x+ss4SAiPxKRtSKyO/T7Hud1JreJyMLQ3/WnIrJSRC70OpPTRKRAROpF5NMz3hsoIptF5PPQ1wFeZjTuidqCLSK9gH8HfgZcCfyTiFzpbSrXBYAHVTUd+AmQGwXH3G4B8JnXIcLot8BGVf1bYDQRfuwicgkwH8hU1b8DegEzvE3liv8Ebv7Oe78ESlR1JFASWjcRKGoLNvBjoFpV96lqM7AKmOZxJlep6pequiP0uoG2/8Qv8TaV+0QkGcgGlnmdJRxEJB74ByAfQFWbVfW4t6nCIga4SERigL7AFx7ncZyq/g/wv995exrwauj1q0BOWEOZsInmgn0JUHvGeh1RULzaiUgaMAb4g7dJwuJF4F+BoNdBwuQy4DCwPHQbYJmIxHkdyk2qegj4NXAQ+BI4oaq/9zZV2PyNqn4JbR/KgUSP8xiXRHPBlg7ei4pH5kXkYmAdcL+qnvQ6j5tEZDJQr6p/8jpLGMUAGUCeqo4B/o8Iv0waum87DRgGJAFxIjLL21TGOCuaC3YdkHLGejIReAntu0QklrZivUJV13udJwyuB6aKyAHabnvcKCL/5W0k19UBdarafvVkLW0FPJL9FNivqodVtQVYD/y9x5nC5WsRGQoQ+lrvcR7jkmgu2KXASBEZJiK9aXtApdDjTK4SEaHtvuZnqvobr/OEg6o+qqrJqppG2+/4fVWN6DMvVf0KqBWRK0JvZQFVHkYKh4PAT0Skb+jvPIsIf9DuDIXA7NDr2cDvPMxiXBTjdQCvqGpARH4BbKLtidICVa30OJbbrgf+GdglIp+E3ntMVd/1MJNxx33AitCH0X3Av3icx1Wq+gcRWQvsoK03xE4icAQwEVkJTAQGi0gd8ASwFFgjInfT9sHl594lNG6ykc6MMcYYH4jmS+LGGGOMb1jBNsYYY3zACrYxxhjjA1awjTHGGB+wgm2MMcb4QNR26zKmK0RkEG0TLAAMAVppGwYU4BtVjZbBOowxYWbduozpIhF5EmhU1V97ncUYE/nskrgxDhGRxtDXiSLy3yKyRkT2ishSEblTRP4oIrtEZHhouwQRWScipaHlem+PwBjTk1nBNsYdo2mbg/tq2kaXu1xVf0zbFJ/3hbb5LfCCql4HTCdKpv80xnSN3cM2xh2l7VMeisifgfapHncB/xh6/VPgyrahrwGIF5F+obnKjTHmr1jBNsYdp854HTxjPchf/t1dAIxT1W/DGcwY4092SdwY7/we+EX7iohc42EWY0wPZwXbGO/MBzJFpEJEqoB5XgcyxvRc1q3LGGOM8QE7wzbGGGN8wAq2McYY4wNWsI0xxhgfsIJtjDHG+IAVbGOMMcYHrGAbY4wxPmAF2xhjjPEBK9jGGGOMD/w/leV9ROz1Y2UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t,wr,'k',linewidth=2,label='Reference')\n",
    "plt.plot(t,d,'k--',linewidth=1.5,label='Disturbance')\n",
    "plt.plot(t,yOL,'r',linewidth=1.5,label='Open Loop')\n",
    "plt.plot(t,yCL,'b',linewidth=1.5,label='Closed Loop')\n",
    "\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Speed')\n",
    "\n",
    "plt.legend(loc=\"upper left\", bbox_to_anchor=(1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC07_1_LQR.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML\n",
    "from control.matlab import *\n",
    "from control import place\n",
    "import slycot\n",
    "from scipy import integrate\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "plt.rcParams['animation.html'] = 'jshtml'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.         -2.431123   -0.23363938  2.46476238]\n",
      "0.0196\n"
     ]
    }
   ],
   "source": [
    "m = 1\n",
    "M = 5\n",
    "L = 2\n",
    "g = -10\n",
    "d = 1\n",
    "\n",
    "b = 1 # pendulum up (b=1)\n",
    "\n",
    "A = np.array([[0,1,0,0],\\\n",
    "              [0,-d/M,b*m*g/M,0],\\\n",
    "              [0,0,0,1],\\\n",
    "              [0,-b*d/(M*L),-b*(m+M)*g/(M*L),0]])\n",
    "\n",
    "B = np.array([0,1/M,0,b/(M*L)]).reshape((4,1))\n",
    "\n",
    "print(np.linalg.eig(A)[0])       # Eigenvalues\n",
    "print(np.linalg.det(ctrb(A,B)))  # Determinant of controllability matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Design LQR Controller\n",
    "Q = np.eye(4)\n",
    "R = 0.0001\n",
    "\n",
    "K = lqr(A,B,Q,R)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "## ODE RHS Function Definition\n",
    "def pendcart(x,t,m,M,L,g,d,uf):\n",
    "    u = uf(x) # evaluate anonymous function at x\n",
    "    Sx = np.sin(x[2])\n",
    "    Cx = np.cos(x[2])\n",
    "    D = m*L*L*(M+m*(1-Cx**2))\n",
    "    \n",
    "    dx = np.zeros(4)\n",
    "    dx[0] = x[1]\n",
    "    dx[1] = (1/D)*(-(m**2)*(L**2)*g*Cx*Sx + m*(L**2)*(m*L*(x[3]**2)*Sx - d*x[1])) + m*L*L*(1/D)*u\n",
    "    dx[2] = x[3]\n",
    "    dx[3] = (1/D)*((m+M)*m*g*L*Sx - m*L*Cx*(m*L*(x[3]**2)*Sx - d*x[1])) - m*L*Cx*(1/D)*u;\n",
    "    \n",
    "    return dx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Simulate closed-loop system\n",
    "tspan = np.arange(0,10,0.001)\n",
    "x0 = np.array([-1,0,np.pi+0.1,0]) # Initial condition\n",
    "wr = np.array([1,0,np.pi,0])      # Reference position\n",
    "u = lambda x: -K@(x-wr)           # Control law\n",
    "\n",
    "x = integrate.odeint(pendcart,x0,tspan,args=(m,M,L,g,d,u))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-368.31801582])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for k in range(np.floor(len(t)/100)):\n",
    "    plt.plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img4057313a564a4cb4a76c87bce635c18e\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider4057313a564a4cb4a76c87bce635c18e\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim4057313a564a4cb4a76c87bce635c18e.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim4057313a564a4cb4a76c87bce635c18e.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select4057313a564a4cb4a76c87bce635c18e\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_4057313a564a4cb4a76c87bce635c18e\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_4057313a564a4cb4a76c87bce635c18e\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_4057313a564a4cb4a76c87bce635c18e\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_4057313a564a4cb4a76c87bce635c18e\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_4057313a564a4cb4a76c87bce635c18e\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_4057313a564a4cb4a76c87bce635c18e\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img4057313a564a4cb4a76c87bce635c18e\";\n",
       "    var slider_id = \"_anim_slider4057313a564a4cb4a76c87bce635c18e\";\n",
       "    var loop_select_id = \"_anim_loop_select4057313a564a4cb4a76c87bce635c18e\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAYAAABlmtk2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "YII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim4057313a564a4cb4a76c87bce635c18e = new Animation(frames, img_id, slider_id, 50.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "H = 0.5*np.sqrt(M/5)\n",
    "p_pend, = plt.plot([],[],'o-',linewidth=2,ms=40,markerfacecolor='r')\n",
    "p_cart, = plt.plot([],[],'ks',ms=100)\n",
    "\n",
    "x_plot = x[::100,:]\n",
    "t_plot = tspan[::100]\n",
    "\n",
    "def init():\n",
    "    ax.set_xlim(-5,5)\n",
    "    ax.set_ylim(-0.5, 2.7)\n",
    "    return x\n",
    "\n",
    "def animate(iter):\n",
    "    x_iter = x_plot[iter,0]\n",
    "    th_iter = x_plot[iter,2]\n",
    "    \n",
    "    p_cart.set_data(x_iter,0.1+H/2)\n",
    "    p_pend.set_data(x_iter+np.array([0,L*np.sin(th_iter)]),\\\n",
    "                    0.1+H/2+np.array([0,-L*np.cos(th_iter)]))\n",
    "    return p_pend\n",
    "\n",
    "anim = animation.FuncAnimation(fig,animate,init_func=init,frames=len(t_plot),interval=50,blit=False,repeat=False)\n",
    "HTML(anim.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UVcC6T9xWhM/+AbvWwgd3w4f3wsFnwzE3woCJHftziIhI2hlrrdc1eGby5Ml21qxZXpfRMRa/BC9e537zL+gDJ/8cxn0VfG3IhNbCuo9h1qOw8FmIR931h5wLJ/4/6DWsfWoXEZG0MMbMttZObnabAkEXCAQf/R5e/R/3/tjz4Iy7IK/HgR1z9waY8Xv45I8QC4ETgCOugeP/B3IKD7xmERFJu5YCgXqHdXYf3tsQBk7+BZz38IGHAYDuA+HU2+CG2TDxG25rwUf3we+PhKX/OfDji4hIh8raQGCM+R9jzDPGmJXGGGuMWe11TRlnwbPw2o8BA2feDcd8B4xJ72v0GAzn/B6ufhv6T4Dd6+Dp8+GZS6GmPL2vJVktHrdEYnHC0TihaIy6SIzacIyacJTqUJSqUJTKugg14SihaIx4vOu2Xop4IZs7Ff4SKAc+BdLwlbeTWT/L7TMAcOov4bBL2/f1BkyCK9+CTx6Ct/4XFr0Aa2fAOQ/A8BPa97Wl3VhrqQ7H2FYZYntViG2VIXbWhKmscz+8K2rdpfs4Sk0kSigSJxyLpyxjhKJxovvxAW8M+B2D33HwOwafr+G+32fI8TvkBnx7XSbv5zTZlpfYlhds2C8vcUvezwk45PgdTLpDtEiGyuZAMNxauxLAGLMQ0InrpLoKePYy99z+YZfBkdd2zOv6/HDUdTD6NHj+Glj/CTxxDhx1PZx4K/hzOqYOabVILM6mXXWs21nDuvIa1u+sZd1Od7m1so5tlSHqIvG0vZ7PMRjAMQbc/+HeNTiJz924hWg8TiRmsRYiMUskFktbDW1hDI1CQm7AaQgPQR85fneZ63fICyaDRDJcJPYN+hqFjtxAQyCp3+538PuytsFWOomsDQTJMCDNeOUm9/LA/hPg9DvSf5pgX3oNg8tegffvgndud/sWrP0Ivvq4e4pBOlw0Fmfl9mqWb6li2ZZKPt/qLldtr97nN/fcgENJtxyKC3MoKcyhV0GQbrl+uuUGKEosk4/zEx9+Qb/77TrH7yTu+wj4TJu/bcfjlkg8TixuicQssbglGo8TjVmiMZs49RDfY1mXaJVoftmwT23itEVdNE5d2H2cXJ9s4agJx6gJt38gCfhMSmhILFPCRq4/NVw4jVo0coN7CRvJdcGGfdXqIXuTtYFA9mLZazDvKfDnwbl/An/Qmzp8fvjCf8PwaW5/gg2z4Q9T4SsPu+uk3VhrWVtew9x1u5i/fjfz1+9i4YYKaiPNf6j1757L4J75DOqVx6Ce+Qzu6S77dc+lpFsOBUGfZx8gjmPI8XDo7Ggs7oaFZHCIuGGiNtIQHpK32nCM2kTQqIukhos4tWE3iLjhI3mslFASiSVaQtxTL+0ttbUj6HdPwQR8DgGfg99nCDiJpc8hkDhNE/A7BBKnaur3dQx+n0PQ5y79PkMwZb3PMfiMwXEMPsdtGWq0LvE49b6vyb5OyvrGz6f+PolWJmPc56W2PBkn2RLV0DqV/HNuvH/K87poYFIg6EwidfDKf7v3p90CJaO8rQdg0GS45j147kpY8SY8cS6ccAsc930NgZwm1lpWba/mo5U7+GjFDmasLGd7VWiP/Qb1zGNMv26M6NONUX0LGdmnG8P7FJAf1NvA3vh9DoU+h8Kc9v0dWWsJx+LUheONWikah454InTEmoSOxHOahI2m+yVbQsLRhkADkXb9ubKZMQ1BwkmEi+RprmSoSA0SNMkQTSNF05CR+rClfYty/bzzw47ph9Xl3gmMMVcDVwOUlpZ6XE2afXQf7FwFxaPhiG95XU2D/F7wjWfg3Tvg3V/D2/8Lm+fBl//gTqIkbVYdijJ9+XbeWrKF95ZtZ3NFXaPtvQuCTBzcg/GDejBhcHfGD+pBrwKPWotkn4wx5PjdPgndCbTra8Xitr61ItkyEY3FEy0U8fr+G9HEY3dd8n5i37glEm3YNxJzT+NE4nEiUVu/Ph63xGzDMha3xBPLWJz6+8llNN7cc2j+OCnbwe1vYnHDVdy6S+tuIp647+7jbidx3zbZnpQ8Htbitq15c9VLNJa+Pjz70ikGJkp2KrTWlrXleZ1qYKKacvjdOHckwotfgmHHe11R85a/Ds9eAaHdbh+Hr/8VigZ4XVVW2FYZ4j+LNvPG4i18tHIH4WjDG0WvgiBHDuvFUcN6c9Tw3gwvKeyyzZ4iB6ppqEiGBmgcKmwzQcLdqenDxisaBY9mXrup3oXp65Dd0sBEXa6FoNP68F43DAw/MXPDAMDIk+HK1+Gp82HTPHjoBPj60zDwUK8ry0iVdRFeW7SFl+Zt5IPPtxNLdAA0BiaV9uCkg/pywug+jOnXDcdRABBJB2MMvubOA3RyCgSdQfV2+PgP7v0TfuRtLa1RMhquegv+9k1Y8z48ero7XsHYc72uLCNYa5mxspynPlnLa4s2E0q0BPgdw4lj+nDq2H5MG9OH4jR+axARUSDoDD5+ECLVMPJUtxNfNsjvBd98Af79ffj0z+64CbvWwjHf7fjLJDPErpowz85ez1OfrGXltur69UcM7cXZEwdy+th+9FQ/ABFpJ1kbCIwx3wSGJB6WAEFjzI8Tj9dYa5/wprIOFqmDWY+494/9nre1tJU/CGfeA8Wj3CGW3/gJVGyA025vfirmTmr19mr+OH0lz85eX98a0Lcoh/OnlHL+lMEM7JHncYUi0hVkbSAArgC+0GTdLxLLd4GuEQgWPAM1O9wOeqVHel1N2xkDR98ARQPhhWvcoY8rNsJ5f4JA5/4gnLtuF394dwX/WbS5vpPR1FElXHREKdPG9NHIdSLSobI2EFhrj/e6Bs9Z29B34Ihrs7upfey5UNgH/nohLHkZ/ny2ewVCfi+vK0u7eet28X+vLWX68u0ABH0OX540kKumDmVEn24eVyciXVXWBgLBncBoywLIL+4cHfLKjoXLX4UnvwLrPoaHT4GLnoWeZV5XlhZLNldw12vLeG3xFgAKc/xcdOQQLjumjL5FuR5XJyJdnQJBNpv3lLuccEHnmTioz0HuZYl/+SpsWQh/Otkd1GjARK8r229bKur49X+W8MKcDVjrzg1wydFlfGvqcHUSFJGMoUCQrSJ1sPA59/6Er3tbS7oVDYDL/u1elrjqXXjsDDj/yaybRjkUjfHw+6u4763PqQnHCPgMFx5eyrdPGEEftQiISIZRIMhWy16But3Qbzz0G+t1NemX2x2+8Sy8eC0sfNZtMTjnARj/Va8ra5W3lmzhZ/9czJodNQCccnBfbjnjIIb01lDNIpKZ9isQGGOmAqcAfYHfWGuXGGMKgUOB+dbaXWmsUZoz/+/ucuKF3tbRnvxBOPeP0K2fO0/D81dC1RY4+nqvK9ur7VUhfvqPRbw8fxMAI/sU8pMzD+HYkcUeVyYi0rI2BQJjjA94CvgK7piOFngaWAJEgReB/wN+md4ypZFQJXz+JmDgkE7QmbAljgOn3uaGgtd+DK/dApWb4ORfZNRsidZaXpizgZ+/vJhdNRHyAj6+f8ooLj26TJcPikhWaGsLwU3AecB/Af8BPktusNbWGWNeAL6IAkH7Wv46xEIw+Ejo1tfrajrG0TdAYV948Tq3taBqC5z9e7cVwWPbKkPc9Nx83lqyFYBjRxTzq3PHMbhXvseViYi0XlsDwcXAn621dxtjejez/TPcQCDt6bN/usuDzvS2jo42/mtQUOx2NlzwDFRvczsb5nh37f5bS7bww2fms6M6TFGun//3pYP5ymGDNNOgiGSdtrZllgEftbB9F9Bzv6uRfYvUwfLX3PsHfcnbWrwwfBpc+i8oKIGV77hXIFRt7fAy6iIxfvLSQi5/bBY7qsMcNaw3r35vKl+dPFhhQESyUlsDQSXQ0tBxI4Bt+1+O7NOqd91pjvuN7zQD9rTZgIlwxWvQa5g7hfLDJ8OOFR328qu3V3PO/R/w+Edr8DuGm08fw5NXHkH/7p17qGUR6dzaGgjeBy4yzXwFMsb0BC4H3k5HYbIXn7/hLkef7m0dXus1DC5/DQZMgp2r3VENN8xu95d987MtnHnf+yzZXElZ73xeuO4YvvWF4fgctQqISHZrayC4DRgJvAUk26snGGOuAT4FCoDb01ee7OHzN93l8BO9rSMTFJbAJS+7v4ua7fDYl2D5G+3yUrG45a7Xl3HF47OorIty8sF9+ccNxzJuUPd2eT0RkY7WpkBgrZ0FnAuMAR5NrP4/4AEgD/iytXZxWiuUBjtXQ/kKyOkOAw/zuprMkFMIF/4Nxl8AkRp4+nyY+3RaX6I6FOXqP8/injeX4xj44amj+cNFh1GUG0jr64iIeKnNAxNZa/9tjCkDTgYOwh2PYDnwqrW2Jq3VSWMr3nKXw6aCT4NM1vMF4MsPumMVfPA7ePFbULUZjrnxgGeA3LS7lisem8XiTRX0yA9w79cncdzIkjQVLiKSOdo6MFEpsM1aWwu8nLilbs8DSqy1a9NXotTT6YK9MwZO/hl06w//uRne+ClUboZTf7XfAxgt3LCbKx6fyZaKEEOLC3jk0ikMLdbQwyLSObX1nXIV8OUWtp+V2EfSLR6DVdPd+8OneVtLJjvyW/CVR8AXhI8fhOcuh2iozYd5e8lWvvaHj9hSEeLwsl48f+3RCgMi0qm1NRDsq/3VwR3OWNJty0II7YYepdBziNfVZLax58JFz0FOESx6AZ48z50IqpVemruBq/48i5pwjHMmDuCJKw/XNMUi0untT1tqSx/4B+EOTiTptiYxHlTp0d7WkS2GTnWnUC7sB6unw6NfhIpN+3zaEzPWcOPf5hKNW675wjB+e/5Ecvy+DihYRMRb++xDYIy5BLgkZdWPjTFXNbNrL2As8EKaapNUaz90l0MUCFqt3zh3AKMnz3NbWB4+Bb75PBSP3GNXay2/f2cFd766FID/Pm001x0/oqMrFhHxTGtaCHoAQxM3C5SkPE7eyhLHegS4rj0K7dKshbUz3PsKBG3Tcwhc/ioMnAy717qhYN3MRrtYa7nz1aXc+epSjIHbvjxWYUBEupx9BgJr7d3W2qHW2qG4fQhuTD5OuQ2z1o631l5trdXQxelWvtKd3a+gBHrrg6rNCnrDJf+AkadCbTk8fiYs/Q/ghoHfvLaM37+zAp9juPuCSXzjCPXREJGup60DEznW2qfaqxjZi7XJ/gNHHvB19V1WsAAueAomXQTRWvjrhfDpE/zujeXc9/bn+BzDPRdM4qwJA7yuVETEE/t3gbZ0rOTpgtKjvK0j2/n8cNZ9MPWHYGPwj+uJvXMHjrH87vyJnDG+v9cVioh4ps3D3RljhgPfA47Aneq4aaiw1trhaahNkjbOcZeDpnhbR2dgDEz7Me9v9nH00l/zg8AzfG1wmNKDT/K6MhERT7WphcAYMw53EqMrgSAwDKgGcnE7FsYAjVKYTuEa2PoZGB/0Het1NZ3CM7PWcdH88VwbuZGoL4/SdS/B41+Cyi1elyYi4pm2njL4ORAGJgDJ8XO/a60dAFyDe0XCt9NXnrB5vtu83edgCOZ7XU3We2PxFm5+fgEAR55xCf4rX4Pug2H9TPjjCbBxrscVioh4o62B4FjgIWvtUhoGKDIA1to/Aq+g6Y/Ta8On7nLgJG/r6ARmri7n2099Sixuuf6EEVx2zFDoPx6uehsGHwkVG+CR02Dh816XKiLS4doaCLoBKxL3w4ll6gDvH+CGBkmXZP+BAYd6W0eWW7q5kisem0koGufrhw/m+6eMathYWOJeljgxcQXCs5fBW7dBPO5dwSIiHaytgWAL0A/AWluJ238g5Z2VnoDGeU2njYkWggFqIdhf2ypDXP7YTCrqopxycF9+cfZYTNPLN/05cPZ9cOovwTjw3h3upYm1GolbRLqGtgaCuUBqV/d3ge8aY6YaY44Hrgfmpak2qd0FOz4HXw70PcTrarJSXSTG1U/MYsOuWiaV9uCer0/C79vLn70xcNS34cJnILc7LHsFHvoCbF7QsUWLiHigrYHgKaC3MSYv8fj/Ad2Bt4E3cTsV/ih95XVxyQ+ifmPBF/C2lixkreW/n53PnLW7GNgjj4e+OZncQCsasEaeBNe8B/3Gw87V8KeTYK7G4xKRzq2tIxX+zVo71Vpbm3g8BzgEd1yC7wDjrbXvp7/MLmrLIpb9s8kAACAASURBVHepyw33yz1vfs4/5m2kIOjj4UsnU9Itp/VP7lnmTow06SKI1sGL18I/b4RoqN3qFRHx0gGPVGitXWetvcdae7+1dmU6ipKErQoE++vl+Rv57RvLcAzce+EkxvQravtBAnlw9v1w1r3uaZvZj8Ijp0L5qvQXLCLisbYOTBQzxlzYwvbzjTGxAy9LgJQWgoO9rSPLLN1cyQ+fmQ/ALWcczLQxfQ/sgIde7LYW9Ch1r/p48DiY/0waKhURyRxtbSHY18w6mnknXeIxd4RCcAclklbZXRvhmidmURuJce6kgVx+TFl6Djxgotuv4OCzIVwJz18JL1wLocr0HF9ExGPpntyoFNA7ZDrsXA2RGug2APJ7eV1NVojHLd//+1xW76jhoP5F3PblcXteXngg8nrCVx+HM+8Bfx7Mewr+MLVhrAgRkSy2z8mNjDFnA2enrLraGNPcTDC9gJMAdSpMh/rTBbrcsLXuf/tz3vhsK93zAvzhosPIC7bDkBjGwGGXuFNRP3s5bFkIfzoZpt0CR38HHA3DISLZqTWzHU4ELk3ct8DUxK2pKuBD3LEI5EApELTJu8u2cdcbyzAGfnfBREp7t/O8DyWj4co34Y2fwMcPwhs/hSX/gnMegOKR7fvaIiLtYJ+nDKy1P7PWOtZaB7ePwEXJx01uRdbaU6y1n7d/2V3AloXuUoFgn7ZU1PG9v83FWrjxxFGcMLpPx7xwIBdO/zVc9Jx7amf9THjwWPjofg17LCJZp619CIYCLyYfGGP8xpijjTFfNcao51s6qUNhq8Tilu/9bS7l1WGOG1nMDdNGdHwRI06C6z6CCRe6Yxa8+iN47Awo11W4IpI99hkIjDHHG2PuMcb0s9ausdbWJNYPBWYD04G/AguMMY+0b7ldRDTsdirEQG8PPuCyyIPvruDDFTsoLgzym69NwHE8utAlrwd8+QG44Gko7AtrP4TfHw3v/xZiEW9qEhFpg9a0EFwKnG2t3dxk/ePAONx+A78FFgOXGGMuSWuFXdHOVWBj0HOI2ywtzZq9ppy7Xl8GwF1fm0ifbhnwuxrzRbhuBoz7mjtz4hs/da9EWPux15WJiLSoNYFgCvDP1BXGmDG40xy/Z609zlr7A+BwYDlwcdqr7Gq2ux9y9FbntL3ZXRPhO0/PJRa3XDN1GFNHlXhdUoP8XnDeH+Gi590hkLcuhkdOgX9+F2p3el2diEizWhMI+gPLmqw7HveKgz8lVyTmN3gKGJ+u4rqs7cvdZfGolvfroqy1/OiFBWzYVcuEwT34/imjvS6peSNOdFsLjvsBOAGY/RjcNwVmP+4OPCUikkFaEwhygNom65JTIL/bZP063NkP5UDUBwL1H2jOS3M38q8FmygI+rj3gkkE/ekeXyuNAnlw4v+Db70PpUdD9Tb453fgoeNh9QdeVyciUq8176RrcWc0THUssNVau67J+nxgVzoK69KSpwzUQrCHzbvruPUl95LMW888uP3HG0iXPmPgsn/DeQ9D0UDYPB8e+yL8/eJEB1IREW+1JhBMBy42xowDMMZ8GRgJvNLMvuOADekrrwuyFnYkWgjUh6ARay0/fHYeFXVRThzTh69NHux1SW1jDIz7Clw/C47/EQTyYfFLcN/h8J8fQfV2rysUkS6sNYHgV7inDeYaY7YCzwJh4DepOxljfMBZaOjiA1O9Dep2Q053KOygAXayxJMfr2X68u30zA/wq/PSPE9BRwrmw/E3ucFg/PkQC8GM++HuCfDWbe6/v4hIB2vNSIWrgC8A/wZ24LYMHG+tXdRk1xMS219Kd5FdSn3/gZHuN0oBYPX2an75L3ewptu+PC4zLjE8UN0HwrkPwTXTYeSpEK6C9+6A3413xy8IV3tdoYh0Ia2ZywBr7SzgzH3s8wbuKQM5EPX9B3S6ICkWt/zgmXnURmKcPXEAXxzX3+uS0qv/ePjG392xCt78Oax53x2/4IN74IhvweFXacZLEWl3Gdw9u4tKDnfba7i3dWSQJz5azaw1O+nTLYefnzXW63LaT+kRcOnL8M0XYNAUqC2Hd34JvxsHr/0YKpuODSYikj4KBJkm2eO811BPy8gU63fWcMerSwH433PG0j0/4HFF7cwYGD4NrngdLnnZvR+ugg/vdYPBS9fD5gVeVykinVCrThlIB0oGgp5lbXqajUSIbN5MdOtWbDiMjcfxFRbi694dX3EJvsKCtJfa3qy1/PjFhdSEY3xxXD9OOaSf1yV1HGNg6HHubeMcmH4XfPZPmPOEextyDBx+NYz5Evj0n7GIHDi9k2QSa1MCwb5bCEKff87ul/5B9YwZ1C1eDLG9j37nLykhOGQIweHDyR17CHnjxpEzYgTGn7l/Ai/N3cg7S7dRlOvnp2d14WmgB0yC85+A7Z/DzD/CnL/Amg/cW9FAOOwymHih20lRRGQ/GWut1zV4ZvLkyXbWrFlel9GgphzuGArBbvA/6/Z6lUHtggVs/c1d1MyY0bDSGPz9+hHo2xeTkwOOIV5ZRWzXrvpWg6ZMTg65hxxC/uTJ5B9+OPmTJuIUZEZLwo6qECfd9S47ayLccd54vjYly8YcaE+hSpj7NHzyUMOYFcZxTy9MughGfxH8Od7WKCIZyRgz21o7ubltmfv1sCvaucpd9ixrNgzEw2G23fVbyh97DACnoICiM86g2ymntPhhbmMxIps2E169mtCyZdQtXEDtgoVE1q2j9tNPqf30U3Y89BD4fOSOPYSCKVPInzKFvMMOw1dY2E4/bMt+8fJidtZEOHp4b746eZAnNWSsnG5wxNUw5UpY+TZ8+mdY+m/4/A33ltcTxn0Vxn7F7ZzoqKuQiOybWggyqYVg4XPw7OXueeEL/tJoU2zXLtZ961pq584Fv59el1xM8dVX4+u+/1NHRHfupHbuXGpmzqJm5sw9Tzs4DrkHHUT+lCnkHz6F/MMOO6DXa613l23jkkc+Icfv8Nr3pjKkd2a0WmS0mnJY8IzbvyC102HRIDjkHDjkXBh4qMa2EOniWmohUCDIpEAw/TfudehHXQ+n3la/OrpzJ2svuZTQsmX4B/Rn0G9/S96ECWl/+VhVNbVzPqXmk5nUzJxJ7cKFEI027GAMOaNHu+FgyhTyJ0/G37NnWmuoi8Q47XfvsXpHDTedNoZrj9fll222aR7M/zssehEq1jes71EKB50Fo06F0qPA18mv2BCRPSgQ7EXGBYKXrne/4Z3xG7c5GPc0wdrLL6d21myCw4ZR+sjDBPp1TG/7eE0NtXPnUj3TDQh18+ZjI5FG++SMHNnQgjB5Mv7i4gN6zXveXM5dry9jRJ9C/v2d4zJ7JsNMF4/D+pmw6AVY/CJUbmrYllPk9jkYdRqMPBkKDuzfTUSygwLBXmRcIHjsS7B6Olz0HIw4CYBNP/0pu/76N/x9+lD2zN8J9O3rWXnxujpq586jJhEQaufNw4ZCjfYJDBxI7vhx5I0bT96E8eQefDBOXl6rjr+uvIaT7nqXUDTO01cdyVHDe7fHj9E1xeOw7mNY9h9Y9ips+6zx9r7jYOhU9zLHIUdDrmYxF+mMOm0gMMY4wHeBa4AyYBvwd+BWa+0+B4LPuEDw23Gwey3c8Cn0Hk7Ve++x7uprMIEAQ55+mryxmXXpXTwcpm7+/PqAUDN3HrampvFOPh85I0eSN24cuYccTM6o0eSMGtXsuAhXPDaTN5ds5eyJA7j7gkkd9FN0UTtXw7LXYPmrsGq6O8FSknGg/0QoOxYGHw4DJ0NRJxsuWqSL6syB4G7gO8ALuJMuHQTcgDtl80nW2nhLz8+oQBANw22Jb/+3bCFWF2Hl6acT3baNPj/4Pr2vvNLb+lrBxmKEVqygbv58aucvoHb+fELLlzc7PkJg8GByx4x2A8KY0cymB1e+von8vBze/P4X6FPUCSYvyhaROlj/iRsMVr0HG2ZBPNp4n6JBMGiyext4GPQdC7lF3tQrIvutUwYCY8whwALgBWvteSnrbwDuAb5hrX2qpWNkVCAoXwX3THTfeP9rEVvvvpsdDzxI7vjxlD39FMbn87rC/RKvqaHus8+onb+A0JIl1C1dSmjFCmjSFwEgZhzCffpRMmYkwbIygkOHusuyIfhLSrL2d5B1QlWwbgasnQHrZ8GG2RCq2HO/HqXuqYa+h0C/sW5I6DFEIyeKZLDOGgj+F7gFmGqtnZ6yPhd3GuZ3rbVfbOkYGRUIVk2Hx78Eg48k8sXHWHHa6dhQiCFPP0X+pM7VfG4jEUKrVhFauozQ0iV89sEc4mtW0admFw57+Xv0+wn060dgwICG20B36e/bD39JMU5hIUaX1aVfPO7Owrl+ptt6sHEObF3S+DRDkhNw5+HoPQJ6DXOXyfvd+oGjUCfipc46MNEUIA58krrSWltnjJmb2N5hal99mnhNJXmnfh0nv1vbD7A7cXlY90Hs+OOfsKEQ3U4/rdOFAQATCJA7ahS5o0ax7phpXLXrXcKj4zx72aGMNZWEV68mvGq1u1y9mvDatcR27CCyfj2R9ev3ftxgEH9xMb6SYvzFJfh793Yf9+6Fr6g7vh7d8RUV4RQV4evRA1+3bhk9dHPGcBzoM8a9HfpNd10sCjs+hy0LE7dF7q1igxsektN4NzqOH4oGQPfB0H2Qeysa6D4u7AMFJe7VDhk6yqK11g1H1oK17uPkLbHeWsDG69fVf+FKfV7cAk2f1/hY7uOUY6U+L/U5yXUNRTYtutn7e3wRtHt9sNdjNH2tRsdsmusb7du6eluusS1SfrdY93fadL2Ng0lZl6wl+Zzk8yyNj1G/TN3PvRlSjkPK/rbJ/o1+7pTXT64PBCg489L9/eHbJJvfDQcA2621zXxNYQNwtDEmaK3dc8zedrD+Rz8nWg0jDpmCM2o/PsQT14tHnWJ2Pf88ACXXXZfOEjPS7a8sIRyNc87EAUwe3R/oT+6oUXvsF6+rI7JxE5GNG4ls3EBk40aimzYR2bCRyLatxLZtJ15Tk9i+sdWv7xQU4OveHaeoCCcvDyc/HyffXZq8PJy8/MbrcvMwwQAmkLgFg5hAACcYhMQydT0+HxiDcRxwnPoljuO2ZiQfG7PP1o1GHxrNfSg1Wo/75hOPY+NxiMWwsZi7rH8ch1i08eN4yn71jxvWu9sa1tuYH2LjscFDYEAcW1wLlVuwlVuhaju2aru7rCmHUC3W7gS7E5iPtabh/c+ahvdrJwi+XPDlYp0c8AWxJgDGh8XvLo0Pd7JWn3scjPvebG3Dz5NYYuOJnzXWeFvq7ya5b+q65Ad2vMWuSCLtyglaRisQ7FM+0FwYAKhL2adRIDDGXA1cDVBaWpq2YpLv5Ta657nxVkm0EOz8ZCu2ro7C448nZ+TINFWXmT5ZVc6/FmwiN+Bw0+ljWtzXyc0lZ9hQcobtfdKneE0N0R07iG7bTnT7NmLJ++U7iFdUENtdQWz3bmIVFcSTy+pq4tXV0IYQ0W5SA0LTb59Zzw+0peUsBlQnbhnEJP7PkAhxNPzHb3BDXeq65F2T8sDgfns0BhJL93HqayQP0fDNseljjE3smvLNNPm4/htoc/XvcbfF/eqP2Yr92nbMfe+351MO4BR3o38IGv0b7fnLb2n9vvYF2+zr7O21m2xrUrOT03EDiGVzIKgB+uxlW27KPo1Yax8CHgK3D0HaqkmMn2Mj+9kgsXs9Ng47314IQO8rr0hTYZkpHrf8/OVFAHzrC8Pp3711YxW0xMnPJ5ifT3Bw6yZCsvE48aoqNxhUVBCvrSVeU0u8psa91dZga2oa1tXWYutqsZEI8XAYG4m4U01HIthwxF1Gwg33w+H6b5j130hTvnU2+gaa/PBPfDtvkTEN4cGYxHuUaXQzKfsYxwG/3136fA1Ln6/x45bW+30Yx9fMfk5ifcrS529+ff12Hzg+jGPcpc9x+xb4HAwG4iFMtAYiVZhIFUSqMbFaiNZBtNbdFq3BRGshWo2JVEMshInVgYk1vGcbMMYmlrgfoPXr3cctbUs9TvJXnJWcgHu6xvG7v+f6+/5EAPW3sN3vXoba4j6+vaxr8tj4Wn6dPY6zl33aehzj03werZTNgWAjcLAxJqeZ0wYDcU8ndMjpAnD/5gBoZlbBVtm9gaqNucR2VxEcMZy8ww5LW22Z6NlP17NwQwX9u+dyzVRvhic2joOvqAhfkfeXz9mU1gAbjzd8yCc+9FtzSkGAWAQiNe6llJEaiNRCtNZdRuogHnH3iUchHnMfx6PuLRZtuB+PpJxrbiPjpHxo+Ro+kEzKB1XyvnGafMg1XedLfKDvx4ewPgiljbI5EMwETgEOxx13AKi/ymAi8F5HFmMct/nPRqP73HcP1sLudexamQ9Aj3PP69Rv/lWhKHe+uhSAm04bQ15QPc8bfaP3uphs5guAr7tGWhTZD9kcH/+Ge0Lpxibrr8LtO/CXPZ7RjtxAsJ99COp2E62ooWpTDvj9dD/7rDRXl1keeOdztlWGmDi4B2dNGOB1OSIiQha3EFhrFxhj7geuN8Y8D/wbd6TC7wDvAi0OSpR29X0I9iMQVGygcn0uWEPhscfi7915x/BfV17DH6evAuDWMw/GcfR9WEQkE2RtIEi4EViNe9XAGcB24F7cuQw6tGu28SU+2PanhWD3eirXuf0gu51yShqryjx3vLq0/jLDQ0vTO3WyiIjsv6wOBNbaGPCbxM1T9acM9qOFILZhGdVbc8AxFJ5wfJoryxzz1+/in/M2EvQ7/PC0li8zFBGRjpXNfQgySkMgaPtVBpUfzAJrKBjdH3/Pzvmt2VrL7a8sAeCyo8sY2OPALzMUEZH0USBIk+Qpg/25yqBq7koACo8cn9aaMsl7y7fz4YodFOX6ufZ4by4zFBGRvVMgSBdn/wKBjcWo+bwcgMKjj0x7WZkgHm9oHfj2CSPokR/0uCIREWlKgSBN9rdTYd3iz4jVxQkURAmMntAOlXnvpXkb+GyTOwjRJUeXeV2OiIg0Q4EgTYzP/VXaSNtaCKo/+ACAgn4hTFH/tNfltVA0xv+96s58918njyI3oEGIREQykQJBmtR3Koy1MRC87w6yWDAQyPF+CN10e+KjNWzYVcvovt0499BBXpcjIiJ7oUCQLr62X3YYD4WonTcPsBQM75nFs6c0r6Iuwn1vfw7ATaePxqdBiEREMpYCQZqY5CQibehUWLdoETYSJad7FF9J5xvC9w/vrmBXTYTDh/bihNF7m5hSREQygQJBmjRcdtj6FoLaOXMAyCsOQ7d+7VKXV7ZXhXjk/dUA3Hz6mE49WZOISGegQJAm+9OpsObT1EDQuToUPvDOCmojMU46qI+GKBYRyQIKBGlSHwhisVbtb62tbyHILw5Dt77tVltH27y7jidmrAHgeyeP8rgaERFpDQWCdPG1rQ9BZO1aYuXl+AoCBApjnaqF4P63PyccjfPFcf04ZIDmpRcRyQYKBGlS30LQykBQk+w/MCDgXlzQSfoQrCuv4a8z12IMfO8ktQ6IiGQLBYI0SV5lYKOtO2VQt2gxAHm9EpMhdZIWgnvfWk4kZjln4kBG9u3mdTkiItJKCgRpUn+VQSsHJqpb7AaC3MJd7opO0EKwans1z326AZ9j+O6JI70uR0RE2kCBIF38iSF5W9FCYONxQp99BkButyoIFEBO9n+bvvuNZcTilq8cOoiy4gKvyxERkTZQIEiTtvQhCK9ZQ7ymBn9Jb/y58U7ROrBsSyUvzdtIwGe44cQRXpcjIiJtpECQJsbnthC0pg9BfevA0MTohJ2g/8BvX1+GtfD1w0sZ1DPf63JERKSNFAjSpC0tBHXJQDA4MWBPlo9BsHDDbl5ZuJkcv8O3T1DrgIhINlIgSJdECwGtGJgoeYVBbv/EN+nC7A4E9ycmMLroyCH0Lcr1uBoREdkfCgRp0tBC0IpAsGQJALkliV9/QXG71dXelm2p5JWFmwn6Ha6eOszrckREZD8pEKSJSVxlsK+hi6Pl5cTKy3EKCvAHa9yVBdk7E+DvE60D508erNYBEZEspkCQJsbfuhaC0OfuB2hwxHBM9TZ3ZUFJu9bWXlZvr+Yf8zbidwzXfEGtAyIi2UyBIF18fmDfLQThFSsAyBk+ArI8EDzwzgriFs49dKCuLBARyXIKBGliWjkwUejzZCAYDtXb3ZWF2RcINuyq5blP1+MYuPZ4XVkgIpLtFAjSxEkEgnhkH4GgvoVgGFRvdVfmZ1+nwj+8u4Jo3HLmhAEM1aiEIiJZT4EgTUwwAICNtDwOQWhFog/B4L4QC0OwEILZ1dy+taKOv85cB6BxB0REOgkFgjQxgUQfghYGJort2kVs23ZMXh6BbolTDFnYf+CP01cSjsY57ZB+jNKMhiIinYICQZrUB4IWThmEVq4E3P4DpnaHuzLLAkF5dZgnZ6wF4Pppah0QEeksFAjSpCEQ7L2FILTcPV3gdihMXGFQmF1jEDzy/ipqIzFOGF3C2IHdvS5HRETSRIEgTZKBIN7CVQbhlW6HwuDw4Q0dCrNolMLdtREe/3A1oNYBEZHORoEgTZxWnDIIr3Gb2oNlQxouOcyiUwZPfLSaylCUo4b15rAhvbwuR0RE0kiBIE1MThDYRyBYmwgEQ4ZAVbKFIDtOGVSHojz8/ioAblDrgIhIp6NAkCYNVxnEsNbusd3GYkTWuZfqBQcPThmlMDtOGTz18Vp21kQ4tLQHRw3v7XU5IiKSZgoEaWJ8fjAWLNDMpYeRTZuxkQj+Pn1w8vOz6pRBXSTGQ9PdKyRumDYSY4zHFYmISLopEKSL8WF8bsuADYf32BxZuwaAYGmpuyLZqTALrjL4+6x1bKsMcciAIo4fnfkBRkRE2k6BIF2MwUn8NuPNBIJk/4HAkGQgyI6JjcLROA++414dccO0EWodEBHppBQI0sXxYZy9txDUX2FQOgSiYajbDcYHuT06tMy2emHOejburmNkn0JOObif1+WIiEg7USBIF+M0nDIIhfbY3HCFQSnUJPoP5PemvlkhA0VjcX6faB24ftoIHEetAyIinVXmfhplm9RA0GwLwWog0YegptxdmeFXGLw8fxNrdtRQ1jufM8b197ocERFpRwoE6WJ8mMRvs2kgsPE4kbXuJYeB0iFQk5jHIC9zB/eJxy33ve0OtXzd8SPw+/SnIiLSmeldPl1SWgjiTU4ZRLdswYbD+IqL8RUWQG2ihSA/cwPBq4s28/nWKgb2yOOcSQO9LkdERNqZAkG6GAenvlNhpNGmhg6FiSsMki0EGRoIrLXc+5bbOnDNF4YR9OvPRESks9M7fbo4qX0IGrcQhJuOQVCz013mZ+aIf28v3criTRWUdMvha5MHe12OiIh0AAWCdEk9ZVBX12hTJPUKA8joPgTWWu55020duPq4YeQGfB5XJCIiHcHvdQGdhnFw/IkWgpqaRpvCa9wWgkCyhaC+D0HmtRB8uGIHc9ftomd+gAuPKPW6HBHZD6FQiPLyciorK4nF9j7hmnQOwWCQ4uJiunfvfkDHUSBIF+OrDwTxPQJBsoWgzF2RwX0I7n1rOQBXHDuUghz9eYhkm1AoxNq1a+nZsydlZWUEAgGNMNqJWWupra1l/fr15OTkkJubu9/H0imDdElpIYjX1NavttYSTs5yWJo4H1+TmS0Es1aXM2NlOd1y/Vx8dJnX5YjIfigvL6dnz54UFxcTDAYVBjo5Ywz5+fkUFxezbdu2AzqWAkG6OM23EES3bcPW1uLr0QNfUZG7sr4PQc+OrrJFyXEHLj26jKLcgMfViMj+qKyspCj5XiNdRrdu3ahr0n+trRQI0iW1haC2oYUg2aGwvv8AQG3mXWWwYP1u3lm6jfygj8uOGep1OSKyn2KxGIGAAn1X4/f7iUajB3QMBYJ0MQ7GHwcgXlNdvzq8Nnm6IBEIomEIVSQmNjqwDiDpdN/bbt+Bi44cQq+CoMfViMiB0GmCricd/+YKBOnSqA9BwymDhjEIEv0H6lsHekGG/Ee7dHMlry7aQtDvcOVxah0QEemKFAjSJfWyw0anDJJzGGTuGAT3J/oOfH3KYPp02/8eqiIikr0UCNIltYWgOqWFYF2TUwYZNgbBym1VvDx/IwGf4eovDPe6HBER8YgCQbqkXmWQ0kIQXpvZ8xg88M4K4hbOO3QQA3vkeV2OiIh4RIEgXYyDk+xUWO12Kozt2kV8925Mfj6+3okWgZrMmelwXXkNL8zZgGPgW2odEBHp0hQI0sU4+IJuC0GsogJofLqgvgdoBvUhePDdFUTjlrMmDKCsuMDrckRExEMKBOlifPiCbgtBbNcuIOV0weCUGQMzZAyCzbvreGbWeoyB66eN8LQWEZG2ikajHHPMMRQWFrJkyZJG2x566CGMMdx6660eVZedFAjSxRiM32J8BltXR7yujvDq1UDKLIeQMX0IHnx3BeFYnC+O7c+IPt08rUVEpK38fj9PPfUUgUCACy64oH6UvkWLFnHjjTdy7LHH8pOf/MTjKrOLZq9JF8ePMeDLc4hWxYjt2kV4xUoAgsNTvoFnwDwGWyvrePoTt/VCrQMiXUPZzf/yuoRmrb79jP1+7pAhQ3j44Yc577zz+MEPfsCdd97JBRdcQG5uLn/5y1/w+TR9e1tkbSAwxlwDTAUOA0YCjrXWu5F+HPdX6cttCAShFSsAyBmR0mEvA/oQ/Gn6KkLROCcf3JeD+mvMcxHJXueeey7XXnst999/P3PmzGHhwoU899xzlJZq+va2ytpAAPwP0BuYAxQAgzytxnGTqC/XzSTRHTsIr1oFQHDosIb9ar29yqC8OsyTM9zRE78zbaQnNYhIxzuQb+KZ7q677uK1117jww8/5KqrruLcc8/1uqSslM19CI4HultrpwLzPK6loYUg3/2V1n46BxsO4x/QH19hSg/+ZKdCj2Y6fPj9ldSEYxw/uoRxgzJnLgURkf01f/581iY6cS9cuPCAJ/npqrI2EFhrV1tr417XUc+4VAPa/wAAIABJREFUv8pgkdtCUPnGGwDkjEg5Rx+PQ91u974HExvtronw+Idu68ANah0QkU6goqKCCy64gOLiYm677TY++ugjdSbcT9l8yiCjPD9vC+cC/kQgCC1dCkDe+AkNO4UrwcYhWAi+jp+e9NEPV1EVinLMiN4cNsSbFgoRkXS65pprWLNmDa+//jrTpk1j7ty53H777Zx00kmccMIJXpeXVbK2hSCTVIeiPPnJegBq/ZFG2/ImpASC2l2JlR3/YVxZF+GR990+DWodEJHO4OGHH+avf/0rN998M9OmTQPcMQgG///27jw6ijr99/j7SUICBGTNQGQPCAMCIkYIboOjwtXRUXAXHFm8yKK4oPxGRQEVZRS9HpVBQZyw6XV0xKu/n7sobiCiMIeRRURABMSEfQkhId/7R3U3WTqapdKdDp/XOTlFqqqrnhSBfvr5bq1aMXjwYHbu3BnlCGNLVCsEZtYQuK0cL3nKOberkvccAYwAfOuFmpQQx8i+HeFjOJxcKCGoVYu66acd+/5wICGo3dCX+5bH3CWb2Xc4n15tG5ORVj0WVhIRqai1a9cyduxYzjjjDCZPnhza37BhQ1566SXOOecchg4dyhtvvBHFKGNLtJsMGgLlaeyZD1QqIXDOzQRmAqSnp7vKXCsoIT6Oft1awscQV+soO3udS5Nln9D4umuJq1NowaBQhSCyCcGB3HxmB6sD52neARGJfb///e85GFg3prg+ffqQl5cX9piULqoJgXNuExC9uQP8FOhUmEAB0zMG88Jdt1D75C5FzwlVCCLboTDz843sOniE09o04qwOTSN6bxERiQ3qQ+CX4LBDK2Dpln3ktu+IxRV7vFGoEOzNyWPmJ96MieMu6HhskSUREZFClBD4JTAxUe14h3PwxYYwnVmCcxBEsA/B7M82su9wPhlpjTlD1QERESlFtPsQVJiZXQIEu/B3COybEPh+j3PumYgGFKgQ1A5Mnf3p+mwu6pZa9JzDka0Q7D54JDSyYFy/ThG5p4iIxKaYTQiAy4Ebiu17MLDdDEQlIUiM8+ZK+nR9Fs65oiX6nMiOMnjukx84kJvP2Sc15fS20V1dUUREqreYbTJwzg1xzlkpX20jHlCgU2E8BTSsW4ufduewaeehouccjtw8BFn7c5nzxSZA1QEREfltMZsQVDuBCoEVHOXMQFv9Z+uzip4TwQrBs4s3kJN3lPM7/44erSI/74GIiMQWJQR+CXQqpCCfc07yEoJP1mcXPSdCfQi27slhXmBFw9sv6Fil9xIRkZpBCYFfAhUC3FHOOikFgKUbdpJ3tND6SxGauviJ977jSH4BF3dP5eQTtaKhiIj8NiUEfrFjFYIWDeuQlpLM/tx8/r1lz7FzIjB18ept+3htxU/Uijfu6q++AyIiUjZKCPwSF0do0sWCAs4JVAlCzQYRWvr4b++sxTkY1LsNbZokV9l9RESkZlFC4Kdgs0GBN9QPvOGHAOTuCyx9XB/iq2a05+ffZ7P4uyzqJyVwyx+1ZoGIiJSdEgI/FepY2DutCQlxxr+37GFvTl6VdygsKHA88vYaAEb2bU+TeklVch8REamZlBD4qVDHwnpJCfRs04gCB0s2ZFf5kMPXVmzlP1v30fyE2gw7s12V3ENERGouJQR+KtSxECg6/LAKKwT7Ducx9e21ANzVvxN1EuN9v4eIiNRsSgj8FGoy8IYanh3oWPjR2l9wOVW39PFTH6wn+0Aup7VpxMCeLXy/voiI1HxKCPwUV7RC0K1FA5qfUJvtew+zZdt275jPFYL1O/aT+cUmzGDyn0/W8sYiclx4++23MTOeeuqpsMf79OlDSkoKeXl5EY4sdikh8FOhUQYAcXHG/+raHIDvf9ziHfOxD4Fzjklvfkt+geO6Xq3p2kKTEInI8aFfv36kpqYyd+7cEsfWr1/P0qVLue6666hVq1YUootNsbzaYfVTqFNh0IVdm5P5xSa2bf/Z2+HjLIWvfbOVz7/fScO6tbhTCxiJyK+ZVE0/MEzaW6GXxcfHM2jQIKZNm8bq1avp0qVL6FgwSbjhhuIL4sqvUYXAT4EVD4MVAoD0to1pWi+RuMO7vR0+NRn8sv8wD/z3agDuv7gLjZITfbmuiEisCL7hF64SOOeYP38+Xbt2pWfPntEKLSapQuCnUJPBsfUL4uOMi7ufyAlfHfR2+NRkMOmNb9mbk8cfOqYw4FR1JBSR31DBT+LVWdeuXTn11FNZsGABDz/8MHFxcXzyySds2rSJxx57LNrhxRxVCPxUrFNh0NWnt6IBXkKQW+uESt/mzX9v461VP5OcGM+UAV3VkVBEjls33HADP/30E4sWLQK8akGwOUHKRwmBn8L0IQDonHoCqUmHAfjsp/ziryqXLbsOcc9rqwC4+6LOtGxUt1LXExGJZcGOg3PnziUnJ4dXX32VCy64gNTU1GiHFnOUEPjJwlcIAJonegnB/JX7KChwFbp83tECxv7fFezPzaf/yc0Y1Lt1hUMVEakJUlJSuPDCC3nttddYsGAB+/btU2fCClJC4KdSmgwAkgsOALAy2/H+mh0VuvyU/1nDih/3kNqgNn+7vLuaCkRE8JoNDh48yLhx42jQoAGXXnpptEOKSUoI/BSmU2HwewssfbyPZJ547zvyjxY75zcs+HIzmV9sola88fS1p9KwrkYViIgAXHzxxTRu3Jh9+/Zx5ZVXUqdOnWiHFJM0ysBPpVUIcvcBDpdYjxPr1mNdYHbBG89OK9Nl31+9g4n/71sAHh7QjfS2jX0MWkQktiUmJrJz585ohxHzVCHwUymdCoMLG1mdRky65GQAHn/vO9b9vP83L/n+6h2MXvA1+QWO0X3bc2V6K19DFhERASUE/gozMREAOccmJTqvczMGntqCnLyjjJi3nO17c8JeyjnH7M82ctO85eQddQw/qx139ddshCIiUjWUEPgp1IegWIUgtNKhNynRlAHd6NriBDbvPMQVM5bw2fpsnDs28uA/W/dy/exlPPjfqylwMPaPHZjwp87qRCgiIlVGfQj8VGxxo5BAk0Fw2uI6ifHMH96boZlfseLHPQye/SVpKcm0alSXn3YfYkOWN4lRo7q1eOiybvypu8bTiohI1VJC4Kf4wKpaJZoMilYIABrWTeTlEX14bvEGXvh8Iz9kHeSHQCJQLymBq9JbMebc9jSplxSJyEVE5DinhMBPwQrB0SNF9weGHBZf2CgxIY5bzjuJEX9IY832/ew6mEvj5CS6pJ5AYoJac0REJHKUEPgpPjA3wNG8ovuDTQa1wy8/mpQQT49W/ix6JCIiUhH6GOqn0hKCME0GIiIi1YkSAj/F/1aTQaPIxiMiIlJGSgj8FKwQlDbKoJQmAxERkWhTQuCnUJNBsQqBmgxERKSaU0Lgp+CwwzKOMhAREakulBD4KS6YEKjJQEQkWjIzMzEzPv7442iHElOUEPgpXJOBc2oyEBGpAitXrmTSpEls2rQpYvd88sknyczMjNj9IkkJgZ/CNRkcOeitflirLiQkRicuEZEaaOXKlUyePFkJgU+UEPgp3NTFh1UdEBGR6k8JgZ/CNRnkqP+AiIjfJk2axNChQwE499xzMTPMjCFDhoTOKSgoYNq0abRv356kpCQ6duzInDlzwl7vgw8+oF+/fjRs2JDatWvTvXt3nn322SLnmBmbN29m8eLFofuZWahC8d5773H11VeTlpZGnTp1aNiwIf369WPx4sVV8gz8pqmL/RSuyUAjDEREfDdw4EC2b9/OzJkzueeee+jcuTMA7du3Z926dQDcc8895OTkcNNNN5GUlMSMGTMYMmQIHTp04Mwzzwxda+bMmYwcOZKMjAzuvfdekpOTef/99xk1ahQbNmzgscceA2DevHncfvvtNG3alHvvvTf0+pSUFMDrzLhr1y7+8pe/0LJlS7Zu3crzzz/Peeedx0cffcTZZ58dqcdTIUoI/BRulIGaDESkGug2p1u0Qwhr1Q2rKvS67t2706dPH2bOnMkFF1xA3759Q8eCCUFubi5fffUViYle9faKK64gLS2NZ555JpQQbN++nbFjx3LNNdfw4osvhq4xevRobr31Vp544glGjhxJ+/btGTx4MBMmTKBZs2YMHjy4REyzZs0iOTm5yL6RI0dy8skn88gjj1T7hEBNBn5Sk4GISLUxevToUDIA0KJFCzp27Mj69etD+1599VVyc3MZPnw42dnZRb4uueQSCgoK+PDDD8t0v8LJwIEDB9i5cyfx8fH07t2bL7/80r8frIqoQuAnNRmISDVV0U/isSwtLa3EviZNmrB58+bQ92vWrAHg/PPPL/U6O3bsKNP9NmzYwL333su7777Lnj17ihwzszJdI5qUEPhJowxERKqN+Pj4sPudcyX+PHfuXFJTU8OeHy6xKO7AgQOcc845HDx4kNtuu41u3bpRv3594uLieOSRR1i0aFEFfoLIUkLgJzUZiIhEjB+fuk866SQAmjZt+qtVgt+654cffsi2bdt44YUXQqMfgiZMmFDpOCNBfQj8pCYDEZGIqVevHgC7du2q8DWuuuoqkpKSmDhxIjk5OSWO7927l9zc3CL3DHe/YDWicPUBvKGIsdB/AFQh8FeoQqAmAxGRqnb66acTFxfHlClT2L17N8nJybRr165c12jZsiUzZszgxhtvpHPnzlx//fW0adOGrKwsVq1axeuvv87q1atp27YtABkZGcyePZv77ruPzp07ExcXxyWXXMJZZ51F8+bNGTduHJs2baJly5asXLmSefPm0a1bN1atqv59OJQQ+CkuTIVATQYiIlWidevWvPDCC/ztb39j1KhR5OXlccMNNxQZglgWQ4cOpWPHjkybNo3nnnuOPXv20LRpUzp16sSDDz5I8+bNQ+dOmTKFXbt2MX36dPbs2YNzjo0bN9K2bVveffddxo8fz9NPP01+fj6nnXYab731FrNnz46JhMCKlzeOJ+np6W758uX+XXDrNzDrXEjtATcFZqaangFZa2DUF9DsZP/uJSISxpo1a0KT9MjxpSx/92b2tXMuPdwx9SHwU7DJQKMMREQkxigh8FO4ToXBJgN1KhQRkWpMCYGfgglBfu6xbX4OxCV4yx+LiIhUU0oI/BR8088/7G2DQw5rN4QYmKVKRESOX0oI/JRQ29vmBRKCnN3eVs0FIiJSzSkh8FOtOt4275C3PbTT29ZtEp14REREykgJgZ/iEwGDgjxvcqJDgdms6jSOalgiIiK/RQmBn8wK9SPIgZxAQqAKgYiIVHNKCPxWq1A/glCTQaPoxSMiIlIGSgj8lhDoR5CfoyYDERGJGUoI/BbqWFgoIairhEBERKo3JQR+CzUZqA+BiIjEjphMCMyshZndbWaLzWy7mR00s2/N7DEzi+67b0LhCkGgD4GaDEREpJqLyYQAuASYBOwEHgNuA74IbFeYWfPSX1rFaoXpQ6AmAxERqeYSoh1ABX0KtHHO/Vxo3ywz+xKYBdwZ+Iq8WmEqBGoyEBGRai4mKwTOuW+LJQNBLwe2XSMZTxHBhODIwWNLH9fRsEMREaneYjIh+BUtA9sdUYsg6QRvu2sjuAIvGQiugigiIr7Kzs5mzJgxtGrVisTERFq1asWYMWPYuXNnkfMyMzMxMz788EMeeOAB2rRpQ506dejduzdLly4FYPHixZx11lkkJyeTmprKgw8+GPaey5cvZ8CAATRt2pSkpCQ6derElClTyM/PL3Huv/71L0455RRq165N69atmTx5Mh988AFmRmZmZui8/fv3M2HCBHr37h26bocOHfjrX//KoUOH/HtgvyJWmwxKMzmwnVPaCWY2AhgB0Lp1a/8jqN3A22at9bb1otedQUSkJtu7dy9nnHEG33//PcOGDaNnz56sWLGCGTNmsGjRIpYtW0b9+vWLvOavf/0rR48e5dZbb+XIkSM8/vjj9O/fnzlz5jB8+HBGjBjBoEGD+Oc//8n9999Pu3btGDx4cOj1b731FgMGDKBDhw6MGzeOxo0bs2TJEu6//35WrlzJK6+8Ejr35Zdf5tprr6V9+/ZMnDiRhIQE5syZw5tvvlniZ9m6dSvPP/88l19+Oddddx0JCQksXryYRx99lBUrVvDuu+9W3YMMiGpCYGYN8ToCltVTzrldpVxrHHAlMNM5t6i0CzjnZgIzAdLT01057l02wZUNs7/ztvWb+X4LEZHyWvP7ztEOIazOa9dU+LWPPvoo69evZ/r06YwePTq0v0ePHtx88808+uijJT7lHz16lKVLl5KYmAhAly5duPTSS7niiitYsmQJp59+OgDDhw+nTZs2TJ8+PZQQHD58mGHDhtG7d28WLVpEQoL3FnrTTTdxyimncMcdd/Dxxx/Tt29f8vPzueOOO0hJSWHZsmU0auQ1HY8aNYru3buX+FnS0tLYsmULtWodqyiPGTOG++67j4ceeohly5bRq1evCj+rsoh2k0FDYGI5vsJ21zezG/FGG/wPcHOVR/1rQhWCdd5WFQIRkSqxcOFCUlJSGDFiRJH9N910E02bNmXhwoUlXjNq1KhQMgBw9tlnA5CRkRFKBgASExPp1asX69evD+17//332bFjB0OHDmXPnj1kZ2eHvi666CIA3nvvPQC+/vprtm3bxpAhQ0LJAEC9evUYOXJkibgSExNDyUB+fj67d+8mOzub888/H4Avv/yyfA+nAqJaIXDObQKsMtcws2F4n/jfAy53zuX5EFrF1Q5UCAoCYahCICLVQGU+iVdXGzduJD09PfRJPSghIYFOnTrxzTfflHhNWlpake+Db9bt2rUrcW6jRo2K9EVYs8Z7hsOGDSs1ph07doRiA+jUqVOJc8LtA/j73//Os88+y7fffktBQUGRY7t37y71nn6J6T4EZjYUb5jhB8BlzrncKId0LCEIUoVARKTaiI+PL9f+wpzzWpkfe+wxevToEfacE088sci5ZfXEE08wbtw4+vXrx9ixYznxxBNJTExk69atDBkypESCUBViNiEwsyHA88BHwKXOucPRjSig+BDDRm2jEoaISE2XlpbGunXryM/PL1IlyM/P57vvvitRDaisk046CYDk5ORQKb80wYrDunXrShwLt2/evHm0bduWt99+m7i4Y63577zzTmVCLpdo9yGoEDP7MzAb2Ic398DlZja40NdlUQuuYaui3zf29xdSREQ8l112GVlZWTz//PNF9s+aNYusrCwGDBjg6/369+/P7373O6ZOncquXSX7t+fk5LB//34A0tPTSU1NJTMzs0i5/8CBAzz77LMlXhsfH4+ZFaks5OfnM3XqVF9/hl8TqxWCnnjJTEMCIwaK2Qy8HtGIgpJT8LpFBP5SG7WJShgiIjXd+PHjeeWVVxgzZgzffPMNp556KitWrGD27Nl06tSJ8ePH+3q/5ORk5s6dy2WXXUanTp0YNmwYHTp0YM+ePaxdu5bXXnuNhQsX0rdvXxISEpg2bRqDBg2iV69eDB8+nISEBDIzM2nSpAkbN27E7FgXuiuuuIK7776bCy+8kIEDB7Jv3z5efPHFIqMOqlpMJgTOuUl4axlUP2bQoCXs3eIlB8GZC0VExFcNGjTg888/Z+LEibzxxhv84x//oFmzZowcOZLJkyeXmIPAD/379+err75i6tSpzJ8/n6ysLBo1akT79u254447igwpDM4n8NBDDzFx4kSaNWvG8OHD6d69OwMHDqROnWPvD3fddRfOOWbPns2tt95K8+bNufrqqxk6dChdunTx/ecIx8rb8aEmSU9Pd8uXL/f/witfhLfGw0WPQo/r/L++iEgp1qxZQ+fO1XPOAfE8/vjj3HnnnSxZsoSMjAzfrluWv3sz+9o5lx7uWExWCKq9HtcpERAROc4dOXKE+Pj4IiMYDhw4wPTp02nSpAk9e/aMYnQlKSEQERGpAj/88AMXXngh11xzDe3atWP79u3MmTOHjRs3MmPGjCITJFUHSghERESqQEpKChkZGSxYsIBffvmFhIQEunXrxtSpU7nqqquiHV4JSghERESqQJMmTXjppZeiHUaZxeQ8BCIiIuIvJQQiIiKihEBEpKY5noeTH6/8+DtXQiAiUoPEx8eTlxfdRV8l8oqv51ARSghERGqQ+vXrs2/fvmiHIRG2f/9+ateuXalrKCEQEalBGjduzO7du8nOzubIkSNqPqjhnHMcOnSI7OxsUlJSKnUtDTsUEalBkpKSaN26Nbt27WLTpk0cPXo02iFJFUtKSqJZs2aVrhAoIRARqWGSkpJITU0lNTU12qFIDFGTgYiIiCghEBERESUEIiIighICERERQQmBiIiIoIRAREREUEIgIiIigB3Ps1iZWRaw2cdLNgWyfbze8UjPsPL0DP2h51h5eoaV5/czbOOcCzul4XGdEPjNzJY759KjHUcs0zOsPD1Df+g5Vp6eYeVF8hmqyUBERESUEIiIiIgSAr/NjHYANYCeYeXpGfpDz7Hy9AwrL2LPUH0IRERERBUCERERUUIgIiIiKCGoNDOLM7PbzWytmR02sy1m9riZJUc7tlhgZh3N7AEzW2pmWWa238xWmtm9eoYVZ2Z1zWyjmTkzeyba8cQKM2tsZtPM7PvAv+csM/vIzM6OdmyxwMzqmdk9ZrYq8G8528y+MLMhZmbRjq+6MbO7zewVM/sh8G9102+c39vMPgg8231m9o6Z9fArngS/LnQc+z/AWGAh8DjQOfD9qWZ2vnOuIJrBxYBhwBjgDWABkAecCzwEXGVmGc65nCjGF6sewJvQRMrIzNoAHwP1gNnAd0ADoDvQInqRxQYziwPeBs4A5gBPA3WBa4F/4P3f+F9RC7B6ehjYBXwDNPy1E80sA+/3cytwf2D3zcCnZnaGc25VZYNRp8JKMLOTgVXAQufc5YX23wI8BQxyzr0YrfhigZmlA+udc3uL7X8IuBe4xTmnT7jlYGY9gWXAeLwkdbpz7uboRlX9mdmnQFugl3Nue5TDiTlm1gf4AnjSOXd7of2JwFqgsXPuV9/0jjdmluac+yHw5/8A9ZxzbUs5dxnwe6Czc25rYF8LYA2w1DnXr7LxqMmgcq4FDHiy2P5ZwCFgcMQjijHOueXFk4GAlwPbrpGMJ9aZWTze7987wGtRDidmmNk5wFnAo8657WZWy8zqRjuuGHNCYLut8E7n3BG8qXcPRjyiai6YDPwWM+sAnA68EkwGAq/fCrwCnG9mzSsbjxKCyjkdKMD7NBbinDsMrAwcl4ppGdjuiGoUsed2vE8RqgiUz0WB7Y9m9iaQAxw0s+/MTIl92SwD9gDjzexKM2ttZp3M7BHgNGBSVKOLbcH3kiVhji3F+2B6WmVvooSgck4Esp1zuWGObQWaBsplUg6BT7n3A/mAmlzKyMzaAZOBB5xzm6IcTqzpFNjOAhoDNwDDgSPAPDMbGq3AYoVzbjfwZ7w28X/iLRy3Fq+P0OXOuVlRDC/WnRjYbg1zLLiv0v1c1KmwcuoC4ZIBgMOFzjkSmXBqjCeBDOAe59y6aAcTQ2YAG4Enoh1IDKof2O4Hzg2UuTGzhcAPwMNmNkedhH/TAeA/eJ2Ev8BLrsYAL5rZpc6596MZXAwLNl+Fe785XOycClOFoHIOAUmlHKtd6BwpIzN7EK/cPdM590i044kVgbJ2P2Ckcy4v2vHEoOBIlpeCyQCEPvW+ATTnWBVBwjCzbnhJwPvOubuccwudc7Px+mb8DMwKVP+k/ILvI+Heb3x7r1FCUDnb8JoFwv0ltcBrTlB1oIzMbBIwAW+I0sjoRhM7Ar9/TwBvAT+bWYdAJ6Q2gVMaBPaph3fpfgpsfw5zLDjioFGEYolVt+O9Ob1SeKdz7hDwP3i/j20jH1aNEOyoGa5ZILgvXHNCuSghqJyv8J5hr8I7zaw20ANYHo2gYpGZTQQmAnOBG53Gw5ZHHSAF+BOwvtDXx4HjgwPf3xiN4GJEsGNwyzDHgvt+iVAssSr4xhSuCpBQbCvl81Vg2yfMsQzAAV9X9iZKCCrnZby/iNuK7f/feO05CyIeUQwys/vxeiDPA4aqnbbcDgJXhvkaHTj+TuD7N6ISXWx4Ha//wGAzqxfcaWapwGV4c2V8H63gYsTqwHZI4Z2BytSlwG5gQ4RjqhECv3vLgSvNLNjBkMCfrwQWOefCVbfKRRMTVZKZPY3X5r0Qr2QbnKnwc+CPenP7dWY2BngG+BG4D28YZ2E71BGpYsysLV4nQ01MVAZmNgJ4DvgWeAFIBEYBqcDFzrn3ohhetReY6fEbvKaVBXj/BzbG+4DUFhjjnPt71AKshszseo417d2C9zv3eOD7zc65eYXOPQP4CK956+lCr2kGnOmc+3el41FCUDmBTjK3ASPwfumz8SoH9zvnDkQxtJhgZpl4Q7xKs9g51zcy0dQsSgjKz8wG4s3w2A0vOV0CTHbOfR7VwGKEmbXHGzJ8Ht4bVQ7enCxPOuc0UVYxZvYx8IdSDpf4vy8wG+RDQG+86vQXwN3OuW98iUcJgYiIiKgPgYiIiCghEBERESUEIiIighICERERQQmBiIiIoIRAREREUEIgIiIiKCEQER+ZWVszc4GFqkQkhmihCREplZmVZ+aydlUWiIhUOSUEIvJrri/2/dl403TPBD4tdiwLb032OkB+1YcmIn5SQiAipXLOzS/8vZkl4CUES4ofK+RwlQcmIr5THwIR8U24PgSF95nZVWa20sxyzOx7MxsaOKe1mb1qZrvMbL+ZzTez+mGun2pmM8zsRzM7YmbbzGymmf0ugj+mSI2kCoGIRMrFwEjg78AuYDjwgpkdAR4GFgH3AKcDw/AqDTcGX2xmrfFWH0wEZgMbgA54SxSfa2bpzrm9EftpRGoYJQQiEimdgS7Ouc0AZvYysAWYB9zpnHsicN6zZtYI+IuZ3VZoGfGngVrAqc65n4IXNbNXgKXA7cCkiPwkIjWQmgxEJFJeDyYDAM65LGAdUABML3a/x965AAABDElEQVTup3hv/m0BzKwBXoXhDeCwmTUNfgGbgO+BflX9A4jUZKoQiEik/BBm325gu3MuN8x+gCaBbSe8DzDDA19lvb6IlJESAhGJlKPl3A9gxbbzgTmlnJtTkaBExKOEQERiwfeAAxKdcx9EOxiRmkh9CESk2nPO7QTeAgaaWUbx4+ZJiXxkIjWHKgQiEitGAZ8Bn5jZXGAF3oeaNOBSYC4aZSBSYUoIRCQmOOe2mNlpwH/hJQCD8eYq2AK8CfwziuGJxDxzrjxrl4iIiEhNpD4EIiIiooRARERElBCIiIgISghEREQEJQQiIiKCEgIRERFBCYGIiIighEBERERQQiAiIiIoIRARERHg/wNJQ8bvkaEOWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_labels = ('x','v','theta','omega')\n",
    "[plt.plot(tspan,x[:,j],linewidth=2,label=plot_labels[j]) for j in range(4)]\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('State')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compare with many examples of Pole Placement\n",
    "JLQR = np.zeros(len(tspan))\n",
    "for k in range(len(tspan)):\n",
    "    JLQR[k] = (x[k,:]-wr) @ Q @ (x[k,:]-wr) + (u(x[k,:])**2)*R\n",
    "    \n",
    "t_plot = tspan[::50]\n",
    "all_x_plot = np.zeros((len(t_plot),4,100))\n",
    "all_J = np.zeros((len(tspan),100))\n",
    "all_Jz = np.zeros((len(tspan)-1,100))\n",
    "\n",
    "for count in range(100):\n",
    "    p = -0.5 - 3*np.random.rand(4)\n",
    "    K = place(A,B,p)\n",
    "    u = lambda x: -K@(x-wr)\n",
    "    \n",
    "    x = integrate.odeint(pendcart,x0,tspan,args=(m,M,L,g,d,u))\n",
    "    all_x_plot[:,:,count] = x[::50,:]\n",
    "    for k in range(len(tspan)):\n",
    "        all_J[k,count] = (x[k,:]-wr)@Q@(x[k,:]-wr) + (u(x[k,:])**2)*R\n",
    "    \n",
    "    all_Jz[:,count] = integrate.cumtrapz(all_J[:,count])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plots\n",
    "for count in range(100):\n",
    "    plt.plot(t_plot,all_x_plot[:,:,count],linewidth=0.5)\n",
    "    plt.gca().set_prop_cycle(None) # reset color cycle\n",
    "    \n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('State')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for count in range(100):\n",
    "    plt.plot(t_plot,all_Jz[::50,count],color=(0.5,0.5,0.5))\n",
    "    \n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cost')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC07_2_KalmanFilter.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import integrate\n",
    "from scipy.linalg import schur\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Observability matrix rank: 4\n"
     ]
    }
   ],
   "source": [
    "m = 1\n",
    "M = 5\n",
    "L = 2\n",
    "g = -10\n",
    "d = 1\n",
    "\n",
    "b = -1 # pendulum down (b = -1)\n",
    "\n",
    "A = np.array([[0,1,0,0],\\\n",
    "              [0,-d/M,b*m*g/M,0],\\\n",
    "              [0,0,0,1],\\\n",
    "              [0,-b*d/(M*L),-b*(m+M)*g/(M*L),0]])\n",
    "\n",
    "B = np.array([0,1/M,0,b/(M*L)]).reshape((4,1))\n",
    "\n",
    "C = np.array([1,0,0,0]) # measure cart position, x\n",
    "\n",
    "print('Observability matrix rank: {}'.format(np.linalg.matrix_rank(obsv(A,C))))\n",
    "\n",
    "D = np.zeros((C.shape[0],B.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Kalman estimator design\n",
    "\n",
    "def lqe(a,g,c,q,r):\n",
    "    r = np.atleast_2d(r)\n",
    "    nn = np.zeros((q.shape[0],len(r)))\n",
    "    qg = g @ q @ g.T\n",
    "    ng = g @ nn\n",
    "    \n",
    "    qg = (qg + qg.T)/2\n",
    "    r = (r + r.T)/2\n",
    "    u,t = schur(r)\n",
    "    \n",
    "    t = np.real(np.diag(t))\n",
    "    \n",
    "    if np.min(t) <= 0:\n",
    "        print('Error: covariance matrix must be positive definite')\n",
    "    else:\n",
    "        Nr = (ng@u)*np.diag(np.power(np.sqrt(t),-1))\n",
    "        Qr = qg - Nr @ Nr.T\n",
    "        if np.min(np.real(np.linalg.eig(Qr)[0])) < -(10**3)*np.finfo(float).eps:\n",
    "            print('Warning: The matrix [G*Q*G'' G*N;N''*G'' R] should be nonnegative definite')\n",
    "    c = np.diag(c)\n",
    "    r = np.squeeze(r)\n",
    "    (p,e,k) = care(a.T,c.T,qg)#,R=r,S=ng)\n",
    "    l = k[0,:]\n",
    "    \n",
    "    return (l,p,e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Specify disturbance and noise magnitude\n",
    "Vd = np.eye(4)  # distrubance covariance\n",
    "Vn = 1          # noise covariance\n",
    "\n",
    "# Build Kalman filter\n",
    "Kf, P, E = lqe(A,np.eye(4),C,Vd,Vn)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Augment system with additional inputs\n",
    "Baug = np.concatenate((B, np.eye(4),np.zeros_like(B)),axis=1) # [u I*wd 0*wn]\n",
    "Daug = np.array([0,0,0,0,0,1]) # D matrix passes noise through\n",
    "\n",
    "sysC = ss(A,Baug,C,Daug) # Single-measurement system\n",
    "\n",
    "# \"True\" system w/ full-state output, disturbance, no noise\n",
    "sysTruth = ss(A,Baug,np.eye(4),np.zeros((4,Baug.shape[1])))\n",
    "\n",
    "BKf = np.concatenate((B,np.atleast_2d(Kf).T),axis=1)\n",
    "sysKF = ss(A-np.outer(Kf,C),BKf,np.eye(4),np.zeros_like(BKf))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Estimate linearized system in \"down\" position (Gantry crane)\n",
    "dt = 0.01\n",
    "t = np.arange(0,50,dt)\n",
    "\n",
    "uDIST = np.sqrt(Vd) @ np.random.randn(4,len(t)) # random disturbance\n",
    "uNOISE = np.sqrt(Vn) * np.random.randn(len(t))    # random noise\n",
    "u = np.zeros_like(t)\n",
    "u[100] = 20/dt   # positive impulse\n",
    "u[1500] = -20/dt # negative impulse\n",
    "\n",
    "# input w/ disturbance and noise:\n",
    "uAUG = np.concatenate((u.reshape((1,len(u))),uDIST,uNOISE.reshape((1,len(uNOISE))))).T\n",
    "\n",
    "y,t,_ = lsim(sysC,uAUG,t)                      # noisy measurement\n",
    "xtrue,t,_ = lsim(sysTruth,uAUG,t)              # true state\n",
    "xhat,t,_ = lsim(sysKF,np.row_stack((u,y)).T,t) # state estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t,y,color=(0.5,0.5,0.5),label='y (measured)')\n",
    "plt.plot(t,xtrue[:,0],color='k',label='y (no noise)')\n",
    "plt.plot(t,xhat[:,0],color=(0,0.447,0.741),label='y (KF estimate)')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_labels = ('x','v','theta','omega')\n",
    "[plt.plot(t,xtrue[:,k],linewidth=1.2,label=x_labels[k]) for k in range(4)]\n",
    "plt.gca().set_prop_cycle(None) # reset color cycle\n",
    "[plt.plot(t,xhat[:,k],'--',linewidth=2,label=x_labels[k]+'_hat') for k in range(4)]\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC07_2b_Obsv.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import integrate\n",
    "from scipy.linalg import schur\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Observability matrix:\n",
      "[[ 0.    0.    1.    0.  ]\n",
      " [ 0.    0.    0.    1.  ]\n",
      " [ 0.    0.1  -6.    0.  ]\n",
      " [ 0.   -0.02  0.2  -6.  ]]\n",
      "Observability matrix determinant: 0.0\n"
     ]
    }
   ],
   "source": [
    "m = 1\n",
    "M = 5\n",
    "L = 2\n",
    "g = -10\n",
    "d = 1\n",
    "\n",
    "b = -1 # pendulum down (b = -1)\n",
    "\n",
    "A = np.array([[0,1,0,0],\\\n",
    "              [0,-d/M,b*m*g/M,0],\\\n",
    "              [0,0,0,1],\\\n",
    "              [0,-b*d/(M*L),-b*(m+M)*g/(M*L),0]])\n",
    "\n",
    "B = np.array([0,1/M,0,b/(M*L)]).reshape((4,1))\n",
    "\n",
    "C = np.array([0,0,1,0]) # only observable if x measured... because x can't be\n",
    "\n",
    "print('Observability matrix:\\n{}'.format(obsv(A,C)))\n",
    "print('Observability matrix determinant: {}'.format(np.linalg.det(obsv(A,C))))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Observability matrix:\n",
      "[[ 0.   1.   0. ]\n",
      " [ 0.   0.   1. ]\n",
      " [ 0.1 -6.   0. ]]\n",
      "Gramian determinant: 0.031250000000001\n"
     ]
    }
   ],
   "source": [
    "## Which measurements are best if we omit \"x\"\n",
    "Ah = A[1:,1:]\n",
    "Bh = B[1:]\n",
    "# Ch = np.array([1,0,0])\n",
    "Ch = np.array([0,1,0])\n",
    "# Ch = np.array([0,0,1])\n",
    "\n",
    "print('Observability matrix:\\n{}'.format(obsv(Ah,Ch)))\n",
    "\n",
    "Ch = Ch.reshape((1,len(Ch)))\n",
    "Dh = np.zeros((Ch.shape[0],Bh.shape[1]))\n",
    "sys = ss(Ah,Bh,Ch,Dh)\n",
    "print('Gramian determinant: {}'.format(np.linalg.det(gram(sys,'o'))))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC08_1_TransferFunction.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = tf(np.array([1,0]),np.array([0,1]))\n",
    "G = 1/(s**2 + s + 2)\n",
    "w, mag, phase = bode(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "A = np.array([[0,1],[-2,-1]])\n",
    "B = np.array([0,1]).reshape((2,1))\n",
    "C = np.array([1,0])\n",
    "D = 0\n",
    "G = ss2tf(A,B,C,D)\n",
    "\n",
    "ia,it = impulse(G)\n",
    "\n",
    "plt.plot(it[[0,-1]],np.array([0,0]),'k:')\n",
    "plt.plot(it,ia)\n",
    "plt.title('Impulse Response')\n",
    "plt.ylabel('Amplitude')\n",
    "plt.xlabel('Time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC08_2_SandT.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = tf(np.array([1,0]),np.array([0,1]))\n",
    "L = 1/s\n",
    "S = (1/(1+L))\n",
    "T = L/(1+L)\n",
    "_,_,_ = bode(L,label='L')\n",
    "_,_,_ = bode(S,label='S')\n",
    "_,_,_ = bode(T,label='T')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH08/CH08_SEC08_3_PlantInversion.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\frac{s^2 - 1.1 s - 1.8}{2 s^2 - 2 s - 3.7}$$"
      ],
      "text/plain": [
       "\n",
       "s^2 - 1.1 s - 1.8\n",
       "-----------------\n",
       "2 s^2 - 2 s - 3.7"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = tf(np.array([1,0]),np.array([0,1]))\n",
    "G = (s+1)/(s-2)\n",
    "Gtrue = (s+0.9)/(s-1.9)\n",
    "\n",
    "K = 1/G\n",
    "\n",
    "L = K*Gtrue\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "gm, pm, wg, wp = margin(L)\n",
    "_,_,_ = bode(L)\n",
    "for ax in fig.axes:\n",
    "    xl = ax.get_xlim()\n",
    "    yl = ax.get_ylim()\n",
    "    ax.plot(wg*np.ones(2),ax.get_ylim(),'k--',linewidth=2)\n",
    "    ax.plot(wp*np.ones(2),ax.get_ylim(),'k--',linewidth=2)\n",
    "    ax.plot(ax.get_xlim(),np.zeros(2),'k--',linewidth=2)\n",
    "    ax.set_xlim(xl)\n",
    "    ax.set_ylim(yl)\n",
    "    \n",
    "CL = feedback(L,1)\n",
    "CL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH09/CH09_SEC02_1_GramianPlot.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal\n",
    "from scipy.linalg import fractional_matrix_power\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = np.array([[-0.75,1],[-0.3,-0.75]])\n",
    "B = np.array([2,1]).reshape((2,1))\n",
    "C = np.array([1,2])\n",
    "D = 0\n",
    "\n",
    "sys = ss(A,B,C,D)\n",
    "\n",
    "Wc = gram(sys,'c') # Controllability Gramian\n",
    "Wo = gram(sys,'o') # Observability Gramian\n",
    "\n",
    "sysb = balred(sys,len(B)) # Balance the system\n",
    "\n",
    "BWc = gram(sysb,'c') # Balanced Gramians\n",
    "BWo = gram(sysb,'o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Manually compute transform matrix for balanced Gramians\n",
    "_,Tu = np.linalg.eig(Wc@Wo)\n",
    "\n",
    "# Resolve sign ambiguity of eigenvectors\n",
    "for j in range(Tu.shape[1]):\n",
    "    if Tu[0,j] < 0:\n",
    "        Tu[:,j] = -Tu[:,j]\n",
    "        \n",
    "Sig_c = np.linalg.inv(Tu) @ Wc @ np.linalg.inv(Tu).T\n",
    "Sig_o = Tu.T @ Wo @ Tu\n",
    "Sig_s = fractional_matrix_power(Sig_c,1/4) @ fractional_matrix_power(Sig_o,-1/4)\n",
    "\n",
    "T = Tu @ Sig_s\n",
    "Ti = np.linalg.inv(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Plot Gramians\n",
    "theta = np.arange(0,2*np.pi,0.01)\n",
    "xc = np.cos(theta)\n",
    "yc = np.sin(theta)\n",
    "CIRC = np.row_stack((xc,yc))\n",
    "\n",
    "# Off-diagonals should be within machine precision of 0, but\n",
    "# in case that machine error is negative we manually threshold them:\n",
    "BWc[BWc<0] = 0\n",
    "BWo[BWo<0] = 0\n",
    "\n",
    "ELLIPb = Ti @ np.sqrt(BWc) @ T @ CIRC\n",
    "ELLIPc = np.sqrt(Wc) @ CIRC\n",
    "ELLIPo = np.sqrt(Wo) @ CIRC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xc,yc,'k--',linewidth=2)\n",
    "\n",
    "# Draw controllability Gramian (unbalanced)\n",
    "plt.plot(ELLIPc[0,:],ELLIPc[1,:],'r',linewidth=2)\n",
    "plt.fill(ELLIPc[0,:],ELLIPc[1,:],'r',alpha=0.75)\n",
    "\n",
    "# Draw observability Gramian (unbalanced)\n",
    "plt.plot(ELLIPo[0,:],ELLIPo[1,:],'b',linewidth=2)\n",
    "plt.fill(ELLIPo[0,:],ELLIPo[1,:],'b',alpha=0.75)\n",
    "\n",
    "# Draw balanced Gramians\n",
    "plt.plot(ELLIPb[0,:],ELLIPb[1,:],color=(0.35,0,0.35),linewidth=2)\n",
    "plt.fill(ELLIPb[0,:],ELLIPb[1,:],color=(0.5,0,0.5),alpha=0.25)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH09/CH09_SEC02_2_BalancedTruncation.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "import os\n",
    "from scipy import signal, io\n",
    "from scipy.linalg import fractional_matrix_power\n",
    "\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "testSys_mat = io.loadmat(os.path.join('..','DATA','testSys_ABCD.mat'))\n",
    "A = testSys_mat['A']\n",
    "B = testSys_mat['B']\n",
    "C = testSys_mat['C']\n",
    "D = testSys_mat['D']\n",
    "\n",
    "sysFull = ss(A,B,C,D,1)\n",
    "r = 10 # Reduced model order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Oops, the system is unstable!",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-152-ccc8d3fe306c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m# hsvs = hsvd(sysFull_stable) # Hankel singular values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# hsvs = hsvd(sysFull)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mWo\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msysFull\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'o'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\control\\statefbk.py\u001b[0m in \u001b[0;36mgram\u001b[1;34m(sys, type)\u001b[0m\n\u001b[0;32m    482\u001b[0m         \u001b[1;31m# or a method of the StateSpace class?\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    483\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlinalg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meigvals\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mA\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreal\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 484\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Oops, the system is unstable!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    485\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    486\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;34m'c'\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;34m'o'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Oops, the system is unstable!"
     ]
    }
   ],
   "source": [
    "## Plot Hankel Singular Values\n",
    "# n_stable = np.count_nonzero(np.logical_and(np.linalg.eigvals(sysFull.A).real >= 0, np.linalg.eigvals(sysFull.A).real <= 1))\n",
    "# sysFull_stable = balred(sysFull,n_stable,method='truncate',alpha=np.array([0,1])) # This is necessary to remove unstable eigenvalues\n",
    "# hsvs = hsvd(sysFull_stable) # Hankel singular values\n",
    "hsvs = hsvd(sysFull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\slycot\\analysis.py:1036: UserWarning: with ordsel = 'F', the selected order nr is less                than the order of the alpha-unstable part of the                given system. In this case nr is set equal to the                order of the alpha-unstable part.\n",
      "  order of the alpha-unstable part.\")\n"
     ]
    }
   ],
   "source": [
    "# Balanced truncation\n",
    "sysBT = balred(sysFull,r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute BPOD\n",
    "\n",
    "yFull = np.zeros((r*5+2,p,q))\n",
    "xFull = np.zeros((r*5+2,n,q))\n",
    "yAdj = np.zeros_like(yFull)\n",
    "xAdj = np.zeros_like(xFull)\n",
    "\n",
    "sysAdj = ss(sysFull.A.T,sysFull.C.T,sysFull.B.T,sysFull.D.T,1)\n",
    "\n",
    "for qi in range(q):\n",
    "    yFull[:,:,qi],_,xFull[:,:,qi] = impulse(sysFull,T=np.arange(0,(r*5+2),1),input=qi,return_x=True)\n",
    "    yAdj[:,:,qi],_,xAdj[:,:,qi] = impulse(sysAdj,T=np.arange(0,(r*5+2),1),input=qi,return_x=True)\n",
    "\n",
    "\n",
    "# Not the fastest way to compute, but illustrative\n",
    "# Both xAdj and xFull are size (length of t) * (number of states) * (number of inputs)\n",
    "\n",
    "\n",
    "HankelOC = np.zeros((q*(r*5+1),q*(r*5+1)))\n",
    "for i in range(xAdj.shape[0]-1): # start at 1 to avoid the D matrix\n",
    "    for j in range(xFull.shape[0]-1):\n",
    "        Ystar = np.swapaxes(np.squeeze(xAdj[i+1,:,:]),0,1);        \n",
    "        MarkovParameter = Ystar@np.squeeze(xFull[j+1,:,:]);\n",
    "        HankelOC[np.ix_(range(q*i,q*(i+1)),range(q*j,q*(j+1)))] = MarkovParameter\n",
    "\n",
    "U,Sig,VT = np.linalg.svd(HankelOC)\n",
    "Sig = np.diag(Sig)\n",
    "V = VT.T\n",
    "\n",
    "Xdata = np.zeros((n,q*(xFull.shape[0]-1)))\n",
    "Ydata = np.zeros((n,q*(xFull.shape[0]-1)))\n",
    "for i in range(xFull.shape[0]-1):\n",
    "    Xdata[:,range(q*i,q*(i+1))] = xFull[i+1,:,:]\n",
    "    Ydata[:,range(q*i,q*(i+1))] = xAdj[i+1,:,:]\n",
    "    \n",
    "Phi = Xdata @ V @ fractional_matrix_power(Sig,-1/2)\n",
    "Psi = Ydata @ U @ fractional_matrix_power(Sig,-1/2)\n",
    "\n",
    "Ar = Psi[:,:r].T @ sysFull.A @ Phi[:,:r]\n",
    "Br = Psi[:,:r].T @ sysFull.B\n",
    "Cr = sysFull.C @ Phi[:,:r]\n",
    "Dr = sysFull.D\n",
    "\n",
    "sysBPOD = ss(Ar,Br,Cr,Dr,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot impulse responses for all methods\n",
    "yout_full,tout_full = impulse(sysFull,np.arange(0,60,1))\n",
    "yout_BT,tout_BT = impulse(sysBT,np.arange(0,60,1))\n",
    "yout_BPOD,tout_BPOD = impulse(sysBPOD,np.arange(0,60,1))\n",
    "\n",
    "plt.plot(tout_full,yout_full,label='Full model, n=100')\n",
    "plt.plot(tout_BT,yout_BT,label='Balanced truncation, r=10')\n",
    "plt.plot(tout_BPOD,yout_BPOD,label='Balanced POD, r=10')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH09/CH09_SEC03_ERA_OKID.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal,io\n",
    "import os\n",
    "from scipy.linalg import fractional_matrix_power\n",
    "\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "q = 2   # Number of inputs\n",
    "p = 2   # Number of outputs\n",
    "n = 100 # State dimension\n",
    "r = 10 # Reduced model order\n",
    "\n",
    "testSys_mat = io.loadmat(os.path.join('..','DATA','testSys_ABCD.mat'))\n",
    "A = testSys_mat['A']\n",
    "B = testSys_mat['B']\n",
    "C = testSys_mat['C']\n",
    "D = testSys_mat['D']\n",
    "\n",
    "sysFull = ss(A,B,C,D,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "yFull = np.zeros((r*5+2,p,q))\n",
    "tspan = np.arange(0,(r*5+2),1)\n",
    "m = len(tspan)\n",
    "\n",
    "for qi in range(q):\n",
    "    yFull[:,:,qi],t = impulse(sysFull,T=tspan,input=qi)\n",
    "\n",
    "\n",
    "YY = np.transpose(yFull,axes=(1,2,0)) # reorder to size p x q x m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "## ERA and OKID Function Definitions\n",
    "\n",
    "def ERA(YY,m,n,nin,nout,r):\n",
    "    Dr = np.zeros((nout,nin))\n",
    "    Y = np.zeros((nout,nin,YY.shape[2]-1))\n",
    "    for i in range(nout):\n",
    "        for j in range(nin):\n",
    "            Dr[i,j] = YY[i,j,0]\n",
    "            Y[i,j,:] = YY[i,j,1:]\n",
    "            \n",
    "    assert len(Y[:,0,0]) == nout\n",
    "    assert len(Y[0,:,0]) == nin\n",
    "    assert len(Y[0,0,:]) >= m+n\n",
    "    \n",
    "    H = np.zeros((nout*m,nin*n))\n",
    "    H2 = np.zeros((nout*m,nin*n))\n",
    "    \n",
    "    for i in range(m):\n",
    "        for j in range(n):\n",
    "            for Q in range(nout):\n",
    "                for P in range(nin):\n",
    "                    H[nout*i+Q,nin*j+P] = Y[Q,P,i+j]\n",
    "                    H2[nout*i+Q,nin*j+P] = Y[Q,P,i+j+1]\n",
    "                    \n",
    "    U,S,VT = np.linalg.svd(H,full_matrices=0)\n",
    "    V = VT.T\n",
    "    Sigma = np.diag(S[:r])\n",
    "    Ur = U[:,:r]\n",
    "    Vr = V[:,:r]\n",
    "    Ar = fractional_matrix_power(Sigma,-0.5) @ Ur.T @ H2 @ Vr @ fractional_matrix_power(Sigma,-0.5)\n",
    "    Br = fractional_matrix_power(Sigma,-0.5) @ Ur.T @ H[:,:nin]\n",
    "    Cr = H[:nout,:] @ Vr @ fractional_matrix_power(Sigma,-0.5)\n",
    "    HSVs = S\n",
    "    \n",
    "    return Ar,Br,Cr,Dr,HSVs\n",
    "\n",
    "def OKID(y,u,r):\n",
    "    # inputs:  y (sampled output), u (sampled input), r (effective system order)\n",
    "    # outputs: H (Markov parameters), M (Observer gain)\n",
    "    \n",
    "    PP = y.shape[0] # number of outputs\n",
    "    MM = y.shape[1] # number of output samples\n",
    "    QQ = u.shape[0] # number of inputs\n",
    "    lu = u.shape[1] # number of input samples\n",
    "    \n",
    "    assert MM == lu\n",
    "    \n",
    "    LL = r*5\n",
    "    \n",
    "    # Form data matrices y and V\n",
    "    V = np.zeros((QQ+(QQ+PP)*LL,MM))\n",
    "    for i in range(MM):\n",
    "        V[:QQ,i] = u[:QQ,i]\n",
    "        \n",
    "    for i in range(1,LL+1):\n",
    "        for j in range(MM-i):\n",
    "            vtemp = np.concatenate((u[:,j],y[:,j]))\n",
    "            V[QQ+(i-1)*(QQ+PP):QQ+i*(QQ+PP),i+j] = vtemp\n",
    "    \n",
    "    # Solve for observer Markov parameters Ybar\n",
    "    Ybar = y @ np.linalg.pinv(V,rcond=10**(-3))\n",
    "    \n",
    "    # Isolate system Markov parameters H, and observer gain M\n",
    "    D = Ybar[:,:QQ] # feed-through term (or D matrix) is the first term\n",
    "    \n",
    "    Y = np.zeros((PP,QQ,LL))\n",
    "    Ybar1 = np.zeros((PP,QQ,LL))\n",
    "    Ybar2 = np.zeros((PP,QQ,LL))\n",
    "    \n",
    "    for i in range(LL):\n",
    "        Ybar1[:,:,i] = Ybar[:,QQ+(QQ+PP)*i : QQ+(QQ+PP)*i+QQ]\n",
    "        Ybar2[:,:,i] = Ybar[:,QQ+(QQ+PP)*i+QQ : QQ+(QQ+PP)*(i+1)]\n",
    "    \n",
    "    Y[:,:,0] = Ybar1[:,:,0] + Ybar2[:,:,0] @ D\n",
    "    for k in range(1,LL):\n",
    "        Y[:,:,k] = Ybar1[:,:,k] + Ybar2[:,:,k] @ D\n",
    "        for i in range(k-1):\n",
    "            Y[:,:,k] += Ybar2[:,:,i] @ Y[:,:,k-i-1]\n",
    "            \n",
    "    H = np.zeros((D.shape[0],D.shape[1],LL+1))\n",
    "    H[:,:,0] = D\n",
    "    \n",
    "    for k in range(1,LL+1):\n",
    "        H[:,:,k] = Y[:,:,k-1]\n",
    "        \n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute ERA from impulse response\n",
    "mco = int(np.floor((yFull.shape[0]-1)/2)) # m_c = m_o = (m-1)/2\n",
    "Ar,Br,Cr,Dr,HSVs = ERA(YY,mco,mco,q,p,r)\n",
    "sysERA = ss(Ar,Br,Cr,Dr,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute random input simulation for OKID\n",
    "uRandom = np.random.randn(q,200) # Random forcing input\n",
    "yRandom = lsim(sysFull,uRandom,range(200))[0].T # Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Compute OKID and then ERA\n",
    "H = OKID(yRandom,uRandom,r)\n",
    "mco = int(np.floor((H.shape[2]-1)/2)) # m_c = m_o\n",
    "Ar,Br,Cr,Dr,HSVs = ERA(H,mco,mco,q,p,r)\n",
    "sysERAOKID = ss(Ar,Br,Cr,Dr,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot impulse responses for all methods\n",
    "\n",
    "y1 = np.zeros((200,p,q))\n",
    "y2 = np.zeros((100,p,q))\n",
    "y3 = np.zeros((100,p,q))\n",
    "\n",
    "for qi in range(q):\n",
    "    y1[:,:,qi],t1 = impulse(sysFull,np.arange(200),input=qi)\n",
    "    y2[:,:,qi],t2 = impulse(sysERA,np.arange(100),input=qi)\n",
    "    y3[:,:,qi],t3 = impulse(sysERAOKID,np.arange(100),input=qi)\n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "axs[0].step(t1,y1[:,0,0],linewidth=2)\n",
    "axs[0].step(t2,y2[:,0,0],linewidth=1.2)\n",
    "axs[0].step(t3,y3[:,0,0],linewidth=1)\n",
    "axs[0].set_ylabel('y1')\n",
    "axs[0].set_title('u1')\n",
    "\n",
    "axs[1].step(t1,y1[:,0,1],linewidth=2)\n",
    "axs[1].step(t2,y2[:,0,1],linewidth=1.2)\n",
    "axs[1].step(t3,y3[:,0,1],linewidth=1)\n",
    "axs[1].set_title('u2')\n",
    "\n",
    "axs[2].step(t1,y1[:,1,0],linewidth=2)\n",
    "axs[2].step(t2,y2[:,1,0],linewidth=1.2)\n",
    "axs[2].step(t3,y3[:,1,0],linewidth=1)\n",
    "axs[2].set_ylabel('y2')\n",
    "\n",
    "axs[3].step(t1,y1[:,1,1],linewidth=2,label='Full model, n=100')\n",
    "axs[3].step(t2,y2[:,1,1],linewidth=1.2,label='ERA, r={}'.format(r))\n",
    "axs[3].step(t3,y3[:,1,1],linewidth=1,label='ERA/OKID, r={}'.format(r))\n",
    "axs[3].legend(prop={'size': 12})\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(0,60)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot input/output pair for OKID\n",
    "fig,axs = plt.subplots(2)\n",
    "\n",
    "axs[0].set_title('Inputs')\n",
    "axs[0].step(range(uRandom.shape[1]),uRandom[0,:],label='u1')\n",
    "axs[0].step(range(uRandom.shape[1]),uRandom[1,:],label='u2')\n",
    "axs[0].set_xlabel('t')\n",
    "axs[0].set_ylabel('u')\n",
    "\n",
    "axs[1].set_title('Outputs')\n",
    "axs[1].step(range(yRandom.shape[1]),uRandom[0,:],label='y1')\n",
    "axs[1].step(range(yRandom.shape[1]),uRandom[1,:],label='y2')\n",
    "axs[1].set_xlabel('t')\n",
    "axs[1].set_ylabel('y')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.legend(prop={'size': 12})\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH09/CH09_SEC03_Fig9p5.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from control.matlab import *\n",
    "import slycot\n",
    "from scipy import signal,io\n",
    "import os\n",
    "from scipy.linalg import fractional_matrix_power\n",
    "\n",
    "# Python control toolbox available at https://python-control.readthedocs.io/\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "q = 2   # Number of inputs\n",
    "p = 2   # Number of outputs\n",
    "n = 100 # State dimension\n",
    "r = 10 # Reduced model order\n",
    "\n",
    "testSys_mat = io.loadmat(os.path.join('..','DATA','testSys_Fig9p5_ABCD.mat'))\n",
    "A = testSys_mat['A']\n",
    "B = testSys_mat['B']\n",
    "C = testSys_mat['C']\n",
    "D = testSys_mat['D']\n",
    "\n",
    "sys = ss(A,B,C,D,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Figure 1 = simple impulse response\n",
    "\n",
    "tspan = np.arange(100)\n",
    "y,t = impulse(sys,T=tspan)\n",
    "t = np.concatenate((np.arange(-10,0,1),t))\n",
    "y = np.concatenate((np.zeros((10,1)),y))\n",
    "u = np.zeros_like(y)\n",
    "u[10] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(t,u,'k',linewidth=1.5)\n",
    "plt.grid()\n",
    "plt.title('u')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EbES8o+56BhURZ0fEbRFxMCLuj4i3VsefHhFfjIhvVP8+re5aT1REbIiI/4yIz1f750TEnVXfPhURT6y7xhMVEWMRcUtEfLUawxcUNnZvq34u74uImyLiSaM8fhFxfUQ8FBH3dR1bcryi4wNV1twbEef2ez4DfQURsQG4GrgYeB7w6oh4Xr1VDewI8PbM/A3gAuDNVZ/eAdyamVuBW6v9UfVW4GDX/nuAf6z69kPgTbVUNRzvB/41M38d2E6nn0WMXURsBt4CTGbmbwIbgEsZ7fH7OHDRomPLjdfFwNbq0QSu6fdkBvrKzgNmM/ObmflT4GZgZ801DSQzD2fm3dX2j+kEwmY6/bqhanYD8If1VDiYiDgL+APg2mo/gBcDt1RNRrlvvwS8CLgOIDN/mpltChm7ykbgFyJiI/Bk4DAjPH6ZeTvw6KLDy43XTuDG7LgDGIuIM/s5n4G+ss3Aoa79uepYESJiC/B84E5gPDMPQyf0gV+ur7KBXAX8FfB/1f4zgHZmHqn2R3kMnws8DPxTtaR0bUScQSFjl5nfBf4B+A6dIH8MOEA547dgufEaOG8M9JXFEseKuM4zIp4CfBq4PDN/VHc9wxARLwUeyswD3YeXaDqqY7gROBe4JjOfDzzOiC6vLKVaS94JnAP8CnAGnWWIxUZ1/FYz8M+qgb6yOeDsrv2zgAdrqmVoIuI0OmH+ycz8THX4+wsv76p/H6qrvgG8EHh5RHyLzvLYi+nM2Meql/Aw2mM4B8xl5p3V/i10Ar6EsQP4PeC/M/PhzPwZ8Bngtyln/BYsN14D542BvrK7gK3Vu+xPpPMGzZ6aaxpItaZ8HXAwM9/X9dQe4PXV9uuBfznZtQ0qM6/IzLMycwudsfpSZv4xcBvwiqrZSPYNIDO/BxyKiF+rDl0IPEABY1f5DnBBRDy5+jld6F8R49dlufHaA7yuutrlAuCxhaWZnmWmjxUewCXA14H/Av6m7nqG0J/fofMy7l5gpnpcQmet+VbgG9W/T6+71gH72QA+X20/F/gPYBb4Z+D0uusboF8TwP5q/D4LPK2ksQP+FvgqcB/wCeD0UR4/4CY67wf8jM4M/E3LjRedJZerq6z5Cp2rffo6nx/9l6RCuOQiSYUw0CWpEAa6JBXCQJekQhjoklQIA12SCmGgS1Ih/h/peDMaQq0VWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(t,y,'k',linewidth=1.5)\n",
    "plt.grid()\n",
    "plt.title('y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "## FIgure 2 - OKID response\n",
    "\n",
    "t = np.arange(100)\n",
    "u = np.zeros_like(t)\n",
    "u[:50] = np.random.randn(50)\n",
    "y,t,_ = lsim(sys,u,t)\n",
    "\n",
    "t = np.concatenate((np.arange(-10,0,1),t))\n",
    "y = np.concatenate((np.zeros((10,1)),y))\n",
    "u = np.concatenate((np.zeros(10),u))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(t,u,'k',linewidth=1.5)\n",
    "plt.grid()\n",
    "plt.title('u')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.step(t,y,'k',linewidth=1.5)\n",
    "plt.grid()\n",
    "plt.title('y')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH10/CH10_SEC03_ESCfixed.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io, signal\n",
    "import os\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "J = lambda u,t: (25-np.power((5-u),2)) \n",
    "u = 0\n",
    "y0 = J(u,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extremum Seeking Control Parameters\n",
    "freq = 10*2*np.pi # sample frequency\n",
    "dt = 1/freq\n",
    "T = 10 # total period of simulation (in seconds)\n",
    "A = 0.2 # amplitude\n",
    "omega = 10*2*np.pi # 10 Hz\n",
    "phase = 0\n",
    "K = 5 # Integration gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "## High pass filter (Butterworth filter)\n",
    "butterorder = 1\n",
    "butterfreq = 2 # in Hz\n",
    "butterfreq = butterfreq/(freq/2) # normalize to Nyquist frequency\n",
    "b,a = signal.butter(butterorder,butterfreq,'highpass')\n",
    "ys = np.zeros(butterorder+1)+y0\n",
    "HPF = np.zeros(butterorder+1)\n",
    "\n",
    "uhat = u\n",
    "yvals = np.zeros(int(T/dt))\n",
    "uhats = np.zeros_like(yvals)\n",
    "uvals = np.zeros_like(yvals)\n",
    "for ii in range(int(T/dt)):\n",
    "    t = ii*dt\n",
    "    yvals[ii] = J(u,t)\n",
    "    for k in range(butterorder):\n",
    "        ys[k] = ys[k+1]\n",
    "        HPF[k] = HPF[k+1]\n",
    "    ys[butterorder] = yvals[ii]\n",
    "    HPFnew = 0\n",
    "    for k in range(butterorder+1):\n",
    "        HPFnew = HPFnew + b[k]*ys[butterorder-k]\n",
    "    for k in range(1,butterorder+1):\n",
    "        HPFnew = HPFnew - a[k]*HPF[butterorder-k]\n",
    "    \n",
    "    HPF[butterorder] = HPFnew\n",
    "    \n",
    "    xi = HPFnew*np.sin(omega*t + phase)\n",
    "    uhat = uhat + xi*K*dt\n",
    "    u = uhat + A*np.sin(omega*t + phase)\n",
    "    uhats[ii] = uhat\n",
    "    uvals[ii] = u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Figures\n",
    "tspan = dt*np.arange(int(T/dt))\n",
    "fig,axs = plt.subplots(2,1)\n",
    "axs[0].plot(tspan,uvals,linewidth=1.2,label='u')\n",
    "axs[0].plot(tspan,uhats,linewidth=1.2,label='uhat')\n",
    "axs[0].legend()\n",
    "axs[0].grid()\n",
    "\n",
    "axs[1].plot(tspan,yvals,linewidth=1.2)\n",
    "axs[1].grid()\n",
    "axs[1].set_ylim(-1,26)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH10/CH10_SEC03_ESCsinusoidal.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import io, signal\n",
    "import os\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "J = lambda u,t: (25-np.power((5-u-np.sin(t)),2)) \n",
    "u = 0\n",
    "y0 = J(u,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extremum Seeking Control Parameters\n",
    "freq = 100 # sample frequency\n",
    "dt = 1/freq\n",
    "T = 100 # total period of simulation (in seconds)\n",
    "A = 0.2 # amplitude\n",
    "omega = 10*2*np.pi # 10 Hz\n",
    "phase = 0\n",
    "K = 5 # Integration gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "## High pass filter (Butterworth filter)\n",
    "butterorder = 1\n",
    "butterfreq = 2 # in Hz\n",
    "butterfreq = butterfreq/(freq/2) # normalize to Nyquist frequency\n",
    "b,a = signal.butter(butterorder,butterfreq,'highpass')\n",
    "ys = np.zeros(butterorder+1)+y0\n",
    "HPF = np.zeros(butterorder+1)\n",
    "\n",
    "uhat = u\n",
    "yvals = np.zeros(int(T/dt))\n",
    "uhats = np.zeros_like(yvals)\n",
    "uvals = np.zeros_like(yvals)\n",
    "for ii in range(int(T/dt)):\n",
    "    t = ii*dt\n",
    "    yvals[ii] = J(u,t)\n",
    "    for k in range(butterorder):\n",
    "        ys[k] = ys[k+1]\n",
    "        HPF[k] = HPF[k+1]\n",
    "    ys[butterorder] = yvals[ii]\n",
    "    HPFnew = 0\n",
    "    for k in range(butterorder+1):\n",
    "        HPFnew = HPFnew + b[k]*ys[butterorder-k]\n",
    "    for k in range(1,butterorder+1):\n",
    "        HPFnew = HPFnew - a[k]*HPF[butterorder-k]\n",
    "    \n",
    "    HPF[butterorder] = HPFnew\n",
    "    \n",
    "    xi = HPFnew*np.sin(omega*t + phase)\n",
    "    uhat = uhat + xi*K*dt\n",
    "    u = uhat + A*np.sin(omega*t + phase)\n",
    "    uhats[ii] = uhat\n",
    "    uvals[ii] = u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Figures\n",
    "tspan = dt*np.arange(int(T/dt))\n",
    "fig,axs = plt.subplots(2,1)\n",
    "axs[0].plot(tspan,uvals,linewidth=1.2,label='u')\n",
    "axs[0].plot(tspan,uhats,linewidth=1.2,label='uhat')\n",
    "axs[0].legend()\n",
    "axs[0].grid()\n",
    "\n",
    "axs[1].plot(tspan,yvals,linewidth=1.2)\n",
    "axs[1].grid()\n",
    "axs[1].set_ylim(-1,26)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH11/CH11_SEC01_1_Fig11p1.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "import os\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 20\n",
    "n = 80\n",
    "x2 = np.linspace(-L/2,L/2,n+1)\n",
    "x = x2[:n]\n",
    "u = np.exp(-np.power(x,2))\n",
    "u1 = np.exp(-0.1*np.power(x,2))\n",
    "u2 = np.exp(-10*np.power(x,2))\n",
    "\n",
    "ut = np.fft.fft(u)\n",
    "ut1 = np.fft.fft(u1)\n",
    "ut2 = np.fft.fft(u2)\n",
    "\n",
    "uts = np.fft.fftshift(ut)\n",
    "uts1 = np.fft.fftshift(ut1)\n",
    "uts2 = np.fft.fftshift(ut2)\n",
    "\n",
    "k = n*(2*np.pi/L)*np.fft.fftfreq(n)\n",
    "km = n*np.fft.fftfreq(n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(1,2)\n",
    "axs[0].plot(x,u2,'b-o')\n",
    "axs[0].plot(x,u1,'r-o')\n",
    "axs[0].plot(x,u,'k-o')\n",
    "axs[0].set_title('u(x)')\n",
    "\n",
    "axs[1].plot(km,np.abs(ut2)/np.max(np.abs(ut2)),'b-o')\n",
    "axs[1].plot(km,np.abs(ut1)/np.max(np.abs(ut1)),'r-o')\n",
    "axs[1].plot(km,np.abs(ut)/np.max(np.abs(ut)),'k-o')\n",
    "axs[1].set_title('uhat(k)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ut21 = np.zeros(n,dtype='complex_')\n",
    "ut22 = np.zeros_like(ut21)\n",
    "ut23 = np.zeros_like(ut21)\n",
    "\n",
    "erx = np.zeros(19)\n",
    "er1 = np.zeros_like(erx)\n",
    "er2 = np.zeros_like(erx)\n",
    "er3 = np.zeros_like(erx)\n",
    "\n",
    "for j in range(19):\n",
    "    for jj in range(j):\n",
    "        ut21[(int(n/2)-1-jj) : (int(n/2)+1+jj)] = uts[(int(n/2)-1-jj) : (int(n/2)+1+jj)]\n",
    "        ut22[(int(n/2)-1-jj) : (int(n/2)+1+jj)] = uts1[(int(n/2)-1-jj) : (int(n/2)+1+jj)]\n",
    "        ut23[(int(n/2)-1-jj) : (int(n/2)+1+jj)] = uts2[(int(n/2)-1-jj) : (int(n/2)+1+jj)]\n",
    "    \n",
    "    ut31 = np.fft.fftshift(ut21)\n",
    "    ut32 = np.fft.fftshift(ut22)\n",
    "    ut33 = np.fft.fftshift(ut23)\n",
    "    \n",
    "    u31 = np.fft.ifft(ut31)\n",
    "    u32 = np.fft.ifft(ut32)\n",
    "    u33 = np.fft.ifft(ut33)\n",
    "    \n",
    "    plt.plot(x,np.real(u31),'k')\n",
    "    \n",
    "    erx[j] = 2*(j+1)+1\n",
    "    er1[j] = np.linalg.norm(u-u31)\n",
    "    er2[j] = np.linalg.norm(u1-u32)\n",
    "    er3[j] = np.linalg.norm(u2-u33)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.semilogy(erx,er3,'b',linewidth=2)\n",
    "plt.semilogy(erx,er2,'r',linewidth=2)\n",
    "plt.semilogy(erx,er1,'k',linewidth=2)\n",
    "plt.ylabel('Error')\n",
    "plt.xlabel('# of modes')\n",
    "plt.grid()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH11/CH11_SEC02_1_HarmonicOscillator.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LightSource, Normalize\n",
    "from matplotlib import rcParams, cm\n",
    "from scipy import integrate\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 30\n",
    "n = 512\n",
    "x2 = np.linspace(-L/2,L/2,n+1)\n",
    "x = x2[:n] # Spatial discretization\n",
    "\n",
    "k = n*(2*np.pi/L)*np.fft.fftfreq(n)\n",
    "V = np.power(x,2) # potential\n",
    "t = np.arange(0,20,.2) # time domain collection points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [],
   "source": [
    "def harm_rhs(ut_split,t,k=k,V=V,n=n):\n",
    "    ut = ut_split[:n] + (1j)*ut_split[n:]\n",
    "    u = np.fft.ifft(ut)\n",
    "    rhs = -0.5*(1j)*np.power(k,2)*ut - 0.5*(1j)*np.fft.fft(V*u)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "u = np.exp(-0.2*np.power(x-1,2)) # initial conditions\n",
    "ut = np.fft.fft(u) # FFT initial data\n",
    "ut_split = np.concatenate((np.real(ut),np.imag(ut)))\n",
    "\n",
    "utsol_split = integrate.odeint(harm_rhs,ut_split,t,mxstep=10**6)\n",
    "utsol = utsol_split[:,:n] + (1j)*utsol_split[:,n:]\n",
    "\n",
    "usol = np.zeros_like(utsol)\n",
    "for jj in range(len(t)):\n",
    "    usol[jj,:] = np.fft.ifft(utsol[jj,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "u2 = np.exp(-0.2*np.power(x-0,2)) # initial conditions\n",
    "ut2 = np.fft.fft(u2) # FFT initial data\n",
    "ut2_split = np.concatenate((np.real(ut2),np.imag(ut2)))\n",
    "\n",
    "ut2sol_split = integrate.odeint(harm_rhs,ut2_split,t,mxstep=10**6)\n",
    "ut2sol = ut2sol_split[:,:n] + (1j)*ut2sol_split[:,n:]\n",
    "\n",
    "u2sol = np.zeros_like(ut2sol)\n",
    "for jj in range(len(t)):\n",
    "    u2sol[jj,:] = np.fft.ifft(ut2sol[jj,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = Axes3D(plt.figure())\n",
    "T,X = np.meshgrid(t,x)\n",
    "light = LightSource(90, 45)\n",
    "illuminated_surface = light.shade(np.abs(usol.T)+2, cmap=cm.Greys_r)\n",
    "ax.plot_surface(X, T, np.abs(usol.T)+2, rstride=1, cstride=1,linewidth=0, antialiased=True, \\\n",
    "                facecolors=illuminated_surface,vmin=0)\n",
    "\n",
    "cmap = plt.cm.Greys_r\n",
    "norm = Normalize(vmin=np.abs(usol).min(), vmax=np.abs(usol).max())\n",
    "colors = cmap(norm(np.abs(usol.T)))\n",
    "ax.plot_surface(X, T, np.zeros_like(X), rstride=1, cstride=1,linewidth=0, antialiased=False, \\\n",
    "                facecolors=colors)\n",
    "\n",
    "tv = np.zeros_like(x)+20\n",
    "Vx = np.power(x,2)\n",
    "ax.plot(x[11:-12],tv[11:-12],Vx[11:-12]/100+2,'k',linewidth=2)\n",
    "ax.set_title('u (1-centered)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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T4ziusbGRW7BgAde3b19Oq9VyQ4YM4RYvXsx5PJ6wx8lxHLdo0SIOAPf6669H3S+CIAgi5YTVZhRxIwiCkBmBQAB+vx9+vz/IMy0QCMDr9fJNR9gy4Zc6ey5DqVQG/ahUKigUCj5iF67zoMViQf/+/VFTU4M9e/ak83AJGeHz+TBo0CD4fD7U19cnnXZLEARBxE3YiBt1lSQIgpABHMfxYo3VjDGBFQ4musKJLybk/H4/fD7fidm6kOeGijom6PLz83Hffffh3nvvxaZNm/iGJETPZvXq1Th+/DhWrFhBoo0gCEJmUMSNIAgiQ3AcFxRdAyKLMb/fHxRxS8X22W8+DUOhwC+//IJBgwbB6/Vi4sSJyM/Px1dffQW1Ws2LPBatS8YrjJAXHo8HtbW16NOnD3bs2JFSrzuCIAgiZsLeWEm4EQRBSAgTSGKpkNFEUKqFWzi+++47jBkzJiglUyjshIRG60jYEQRBEERSUKokQRBEJmGRtaamJpSUlACIngoZilQiSKFQBIm0VKRiqlQq0fo6EnYEQRAEERsk3AiCINKEWN3awYMHUVZWlvD6AoFA2iNuTLjF8jzh71BiFXYsWkfCjiAIgiDCQ8KNIAgihYSrW0tGhNhsNhgMBpjNZl5UqVQq6HQ6ZGdnQ6fT8X9nZWUlLexiFW6xrEf4OxSWfslEnRjCaB0TdCyKF2ndBEEQBNHTIOFGEASRJMnUrYXD4/HAZDLBZDJBq9WiqqoKgwYNgt/vh1KphM/ng8vlgsvlgtPpRGtrK/8/x3FQq9VhhV20fUqVcItGtPdHKOy8Xq/oc0jYEQRBEL0FEm4EQRAJwkRFqFhLNOLl9/thNpthMBjg9XpRWVmJU045hW/LziJ5AKBWq5GXl4e8vDzRdXm93iBhZ7Va4XK54Ha7wXEcNBpNkLBjv7VarWTCLRrJCDuO40StDoTijkQdQRAE0Z0g4UYQBBEH4fzWEo2ucRyHjo4OGI1GdHR0oLS0FHV1dWEFWazb0Gg00Gg0yM/PF92mz+eD0+nkhZ3FYuGFncvlwo8//ojc3Nwu4k6j0chG8ER6z5nwDAQCvHG52Ot9Ph8AIDc3l4QdQRAEIWtIuBEEQUQh1XVrHMfB6XTCaDSiqakJ+fn50Ov1GD58uCRiQaFQ8MKuoKCgy/Lvv/8e/fr1g0Kh4IVde3s7XC4XPB4PACArK0s0FVOtVstC8MTaOKW9vR0OhwP9+/cXXQdF7AiCIAi5QMKNIAhChHTUrXm9Xni9XnzzzTdQKpXQ6/U47bTToFbH/lUs1pkxXgKBABwOR9ionlKphEajQW5uLgoLC0X3wePx8BE7u93O19h5vV4oFIqIwk4OCIWdQqGASqUKWi6M2DH/PLF1kLAjCIIgpEIed1CCIAiZkOq6tUAggJaWFhiNRjgcDgDAiBEjwoqmSKSiPX5bWxtuuukm+P1+vPPOO10EC9tOpBo3JsyysrJElwcCgSBhZ7VaYTab4XK54PP5oFAoeDEXKu7kKOzEiEfYhZqTC+0OCIIgCCJW5HGHJAiCyCDpqFuzWq0wGAxobW1FSUkJBg0ahPz8fOzYsYNvNpIJ7HY7duzYgba2NixduhSLFi0SfV4yzUmUSiUvxMQIBAJwu928sOvs7ERTUxNcLhffNTOcsBMTmpkgXmEXbh3RfOwIgiAIgkHCjSCIXomwbu3IkSPQ6/V8fVaiA2aXywWj0YjGxkbk5OSgqqoKdXV1QdE6pVLJi8NM0K9fP7z66qu4/PLL8cQTT2DChAk499xzg56TbsGgVCqRnZ2N7Oxs0eV+vz9I2HV0dPB/MwPy0BRM9ne6zcljJRFhF5oGywQcCTuCIAgCIOFGEEQvIlzdWktLCyorKxMaCPt8PjQ3N8NgMCAQCKCqqgoTJkyARqMRfX6mhRsATJs2DYsWLcKSJUswf/58fP755+jXrx+/XKlUZtQOQKVSIScnBzk5OaLL/X4/3zTF5XKhra0NTqcTbrcbgUAAKpVKVNilwpw8VcQr7IRpu4zQ9EsSdgRBED0bEm4EQfR4mFjz+XyidWvxiimO49DW1gaDwQCr1YqKigqMGDEirNAQIhePtD/+8Y/45ptv8NFHH2HevHnYsmVLUAqnHPYxHCqVCrm5ucjNzRVdzszJmbBraWnhhV2oObnH40EgEIDL5YrJnFwqYhV2wvM69Lkk7AiCIHoWJNwIguiRsFRIn88XtW5NqVSGrUMSYrPZYDQaYTabUVRUhH79+qGoqCiuAbAcIm5sP5YtW4bJkydjx44duO+++/DnP/8ZgHzEZaLEY05uNpvhcDhw4MABeDyemMzJ5UCiws7r9aKpqQnV1dWiBuUk7AiCIOQLCTeCIHoMLBWSdYUEYmsyolKpwgoVj8cDk8kEk8kEjUYDvV6PwYMHJ9wkQy7CDQBKSkqwevVqXHDBBXjllVcwceJEzJo1q9sLt2gIzck5joPD4UBNTQ2AE+eQUNiFmpMDgFarFU3FlJs5ufA3w+PxoLOzk482xxqxC7U7IGFHEAQhPSTcCILo1qTCby004hYIBNDc3Ayj0Qi3243KykqMHTs2bPv7eJCTcAOA8ePH44knnsBdd92FO+64AyNHjoRare7Rwi0SCoUCWq0WWq1W1JycedgxUcfMyZ1OJ+9hp9VqRSN2cjAnZwItlamYKpVKNA0z08dKEATR0yDhRhBEtyRa3Vo8MOHW3t4Oo9GI9vZ2lJWVYciQIcjPz0/pfssxmjV//nxs374d69atw7XXXosVK1aguLg407slS4QedvGYkzudTt7DLtScXCjs0k2sBu6pEnaROmKSsCMIgogPEm4EQXQb4qlbixWHwwGLxYLm5mYUFxdDr9dj+PDhaRtUyi3iBpx4D//yl7/g+++/x08//YRHHnkEf/vb3zK9W92SWMzJ3W43n4oZyZw8NB0zFR52qZo0iEXYsbRl9neswo5NvpCwIwiCCIaEG0EQskaYCunz+QAkL9a8Xi8aGxthMpn41LYBAwagsrIylbsuihyFGwDk5uZi7dq1mDp1KrZu3YpXX30V9957b6Z3q8cRzcOOdbhkPxaLJaw5uVDYxWNOLoUginZ9hgo7MYRpmMLGKSTsCILorZBwIwhCdqSibi2UQCCA1tZWGAwGOBwO9O3bF6NHj4ZOp8Phw4clGwTKVbgBQG1tLV566SVce+21eOKJJzBx4kRMnTo107vVq1AqlVE97ITm5O3t7bzIYx524YQd8+eTg+CJR9h5vd4uyyJ1xGR/EwRB9DQUUdIm5FWIQRBEj0Yo1n7++WecdNJJSYk1juNgtVphMBjQ2tqKkpISVFVVoaCgIGid9fX1fMfIdHP48GFkZ2cnFN1jHQ/TzV133YVly5ahT58+2LZtGwYMGJD2bWaK5ubmoK6S3Z1Qc3L2NzMnZ8+pqKiQrTl5LDBhx/4OXRapIyYJO4IgZE7YLyiKuBEEkVHC1a2ZzWbU1tYmtE6XywWTyYTGxkZkZ2ejqqoKdXV1YQemUkbB5BxxY9x+++04cOAAPvvsM/zmN7/BBx98EJO5OJF5opmTt7W1wWg0Ij8/P6w5uZjVgZzMyYHIETsm5AKBAAKBAKxWKw4fPozhw4cHvZ6EHUEQ3Q0SbgRBSE4sdWvxDpx8Ph+am5thMBgQCARQVVWF8ePHQ6PRRH1trAbcqSBZ4SZFqptarcbTTz+NOXPmYO/evbjjjjuwfPlyGsz2AJRKJbRaLcrKyrosY6mJwoid1WqF0+kMMicXE3ZyNydXKBR8DaBQ2Pn9ftEoNgk7giDkCAk3giAkIR11axzH8RGEzs5OlJeXY8SIEXFHh5RKpSQpiGxbco+4KRQK5Ofn4/XXX8e0adOwbt06jB07Frfffnumd41IkkjCX6FQBJmTi72WmZMzYWexWHhhBwSbkwsFXibNyVnqJCNWq4NYhJ1Q1IUalBMEQaQaEm4EQaQVoVgTpkImU09js9lgNBphNptRWFiI6upqFBUVJTxYUqlUkokphUKR9LbSHXVjXnPDhw/HSy+9hLlz5+JPf/oTRo0ahSlTpqRtu0T6Sebcidec3OFwoK2trYs5uVjELpbIeKIEAoG4vm/iFXbh1hHNx44gCCJeSLgRBJFyUuW3JhxkejwemEwmmEwmvpHI4MGDU+Jt1V1SJdn7l24Db6G4vPTSS3HXXXfh6aefxrx58/DZZ5+hf//+ad0+kT7SKfpjMSdnHnZOpzOsObmYsEvGnDxe4RYNEnYEQWQKEm4EQaQEsbo1IPFUSIVCAb/fj5aWFhiNRrjdblRWVmLs2LFhzY0TpTs1J3E6nVCr1WmNUADBnfruv/9+7N27Fx9++CF+85vfYOvWrdSspJuSSTsAobl4UVFRl+VCc3Kn08mbkzudTvj9fv71YsIu0gROqoVbNBIRduxzYb+ZgCNhRxCEEBJuBEEkBRt8pLJuzWKxwOVyYfv27SgrK8OQIUNEa25ShZTCLZGImdvt5qONarWaF8ehA1nhgDaZSGToZ6dSqbB8+XKcffbZ2LNnD2655RasXLmyW7WPJ04gFx83MYTm5MXFxV2WJ2JOnp2dDZ/PJ6tzNV5hJ/xeZYTW1ZGwI4jeAQk3giDiJh11aw6HAyaTCU1NTcjLy4NOp8OYMWOQnZ2dqt0OixwjboFAAGazGQaDAR6PB5WVlRg3bhyAXwffwoGs0+lER0cH3zRCaMbMBsPs72it3cXEZXFxMd566y1MmzYNGzZsQF1dHe67777k3gxCcuQs3KIRizm5UNi1t7fDZDLBarXC7/ejvb1dVNjJzcMuVmHHJnDEPlPh90x2dnaXjpjd9RwgiN4OCTeCIGIiVXVrQnw+HxobG2E0GqFQKFBVVYVTTz0VarUau3fvTnstF0PK5iSRhFuoYXhpaWmXaCPr3sfWFWkgG9ra3Ww2w+Vy8Z5dwtbuQnEHQHQf6+rqsGLFClx55ZV44oknMHToUFx++eXJvB2ExHRn4RaNcB52jY2N8Hg80Ov1Qcbkra2t/N/Mwy5U2LEfOb1nsQq75uZmuFwu9OvXT1TYhbM7IGFHEPKFhBtBEGER1q0dPXoUFRUVUKvVSd3YA4EAWltbYTAY4HA40LdvX4waNapLZE3qhiFSbitUkApTIbOzs6HX6yMahseKWq1GXl4e8vLyuiwLbe3udDrR3t7O/x0IBNDZ2dklOnHOOefg0UcfxX333Yebb74ZNTU1OOWUU5LaT0I6erJwC0cgEODrxcJdD8CJiQ6hsBOb6BCL2MnJww74VdCxfQ5t7BJrxE7M7oCEHUFkFhJuBEF0QaxuzWw2o6SkBFqtNqF1dnZ2wmg0oqWlBX369MHAgQNRUFAQdgCgUqm6RafHeGEpjqGpkFVVVRg3blzU9zdVXSUjtXY3m82wWq2oqqoKMmJmjSImTJiACy+8EJs3b8bs2bOxbt061NTU8INaOaWdEcH0VuEWyzmpVquRn58f1sMuNILNanHFzMmFvzPlYef3+0W7caYqFZMJO7H6ut52jhGEVJBwIwgCQPS6NdYUIx5cLhdMJhMaGxuh0+mg1+tRW1sb0yCqu7TojweO4+BwONDe3o4vv/xSksYricAGXUyIibFy5Upceuml2L59O26//Xa8/PLLANAl7Sw0FVNu0YneRm8UbhzHJW0bkog5Oas5ZenNWVlZoqmY6RJ2fr8/oQ68qRJ2kTpi9rZzkCBSBQk3gujFsLo1JtiA8HVrsUbA/H4/mpqaYDQa4ff7UVlZifHjx8fdvl4udWepwO12w2g0orGxERqNBlqtFhMmTJBtZCqWqF52djbeeOMNnH322fjhhx/w9NNPY+XKlfx5I0w7Y63d2SCW47ggI2ZhfV26bQ56O1LVjcoJKewAEjEnZzV2zJw8krBLBNZpM9XEIuxYhDLc+SaM1gkbp7D9JWFHEOKQcCOIXoawbi2eFv6RhBvHcWhra4PRaERnZyfKy8sxbNiwLk0C4qG7p0oGAgE0NzfDYDDA6/XyqZB+vx8//fSTbEUbEHs6ZklJCd9pcv369Rg6dCjuvfdeANHTzsQGsUIjZrFaomRtDogT9LZBsdQ+bmLEa05us9n4Gjsxc3KhsAtnTs46y0pNtHuJUNh5vV7R55CwIwhxSLgRRC8hnMgY1qQAACAASURBVN9arAMaMSFls9lgNBphNptRWFiI6upqFBUVpeSmKnWL/lREIjiOQ2dnJwwGA9ra2lBWVoa6urqgZgisVb+ciaeObtiwYXj11Vdx1VVXYcmSJRg8eDBmz54ddf2RBrHMiFlYS9TU1MQ3TRHaHAh/y62tuxzhOK7XvUdyEG7RiNecvLOzE83Nzbw5uVKpDBJ2Op0OLpcrA0cSnWSEHTt/w3XEZL8JoqdCwo0gejCp9Ftjws3j8fAt/DUaDaqqqjB48OCUz+xKGXFLFmEqJOsKOXToUNH3WUpBmijxNkCZMWMGHnvsMdx333245ZZbUF1djUmTJiW8faERsxjMr4t1wGxpaYHT6ezS/S80FTNTTSLkRG+scesOwi0a8ZiTO51OWCwWWK1WHDx4kH99aKSO/S239yaSsBOakwcCAdGInUKhgM1mQ0FBATQaDQk7okdBwo0gehjx1K3FSiAQgN1uR2NjI+rr61FZWYmxY8cmVPgeKyqVKmwajRwIlwoZrStkssJNCuGXSOfK2267DUeOHMGyZctw1VVX4aOPPsKQIUPSsn/h/LqAX7v/CevrLBYLX1/HapHYoNXj8fBNFsKlnPUkSLj1TMQ8He12O2pra6HT6YLMyZn1h8lk4jMAQqPY3d2c/ODBgxg1apTo5J8w7ZIidkR3o+ffpQiiF5Bo3Vq0dVosFhiNRrS1tUGn06GkpAR1dXWp3PWwqFQq2aX6xJIKGY1k0zKlaC6RiHBTKBR48skncfz4cWzZsgWzZs3Cv//9b5SWlqZpL8PvB+v+F65JRGjKmcPhwN69e+Hz+fjIhFgqppwGsIlCwq334Pf7+UyISJMdAHirg2jm5GLCTk7nE9uXQCAgGmEXRuz8fn/YiB0JO0KukHAjiG5MsnVrYjidThiNRjQ1NSEvLw9VVVUYNmwYmpqaYLfbU7XrUZFTSiFLhTSZTMjJyYmYChkN5uMmZxL1ilOr1VixYgUuvPBC7N69G1dddRXee++9sCmPmSC0lkilUsHhcKCmpgbArylnLGInFpkQ8+qS2wA2HCTceg9C4RYNtVrd48zJxbYba8QuFmEXak4utDsgiHRBwo0guhksstbW1sZ37Es2FdLn8/F1awqFAlVVVTj11FODUsekrjnLdI2bWCrkhAkTkm5Xn4qberoH38mYfOfl5eHtt9/GOeecg2+++QY333wzVq5c2W0GzmIpZ0JCTZiZKbnQ5iDU4iA7OxtqtVoWA7reKtx62zEDqf2sYzEnFwq7UHNydl3IxZw8HPEKu3DriOZjRxCJQsKNILoBYnVrP/zwA04//fSk6tZaW1thNBpht9tRUVGBUaNGhY2OSC2kMhFxCwQCsFqtSaVC9gSSEW4A0LdvX6xbtw4XXHABNmzYgAEDBuDhhx9O4R5mjkiRCWbCzAaw4by6xCJ2UrVt743CrTd20mRI8VnHkp4svC5YJJsJO+BXc/LQVMxEJjzSmU6eiLALveaYgCNhRyQCCTeCkCnR6tYS/YJnwqSlpQV9+vRBTU0NCgoKoq6rJ0fc3G43PB4Ptm/fzqdCDhs2rNfeQJMVbgAwYsQIrFmzBldccQWeffZZ1NTU4IYbbkjRHsoToQlzJJsDYX1dU1MTXC4X39JdLFqXygYRvVG49dZUSbkQ7bqIx5xcTNiFksnPO15hJ7yvM0LTL0nYEUJIuBGEzGBpJ9Hq1litVCw3KGG7ep1OB71ej9ra2rhubj1NuAlTIVlTijFjxoRNkZMLUs2gp2LW+uyzz8Zzzz2H2267DXfeeScqKysxY8aMFOxh9yRaS3ehzUG4BhGhFgc6nS6uOiISboTciNWcnF0XYubkTMwJDcnl2Ck2VmHHOt2KXa8k7Ho38jqjCaKXEs5vLdKXsFqths/nC9t+3u/3o6mpCUajEX6/H5WVlTG1qw9HJoRbqlMlI3WF/O677yRLV+sOpCrdaO7cuTh69CiWLl2KefPm4b333sNpp52WknX3NKJ1/vN6vUHCjtURud1uAF3TzdhvYV0mCbfegRTdZ6VCKMzEYJFs4XXhdruxZ8+eoEh2aI2dTqeT3Xd+KoSdz+dDIBBAXl4en45Jwq7nQMKNIDJEsn5rKpWqi3DjOA7t7e0wGAzo7OxEeXk5hg0bFnYgGA+ZqHFL1fZcLhdMJlNQV8jQVMhUbq+7k+pB7v/+7/+iqakJq1evxuzZs7F161YMGzYspdvoDbA6onANIjweDz94tdvtaG1thdPpDIpKOJ1OACcGu3IdvKYaEqs9G2EkGwByc3OhUCh465pQc/KOjg7+OmHvk5gxuRwtQGIRdh0dHbDb7RgwYEDUiF2o3QEJO/lDwo0gJCSVfmtqtZoXGna7HUajEc3NzSgsLIRer8fIkSNT+gXMInxSkaxQ9Pv9MJvNfCpkZWVlxK6QcrIfyDSpSpUUru+ZZ56B2WzG5s2bcfnll+PDDz9EdXV1yraRDD0hOiFMNxODDV4PHjwIhULRZfAaasDMBsLdxeYgGj3hGOKBRZp6I6EpktE6xYaak7e1tfH/h7s2dDqd7MzJgRPnOZvQFZuQiScVU6VSiaZh9rZrSW6QcCMICYi1bi0eFAoFDAYDLBYL1Go1qqqqMGjQoLTNnqd6MB+NRIRUaCpkeXl5zF0hpRZuco8CpPq9UKvVWLlyJS677DJ89dVXmDlzJrZu3Yo+ffqkdDvxIufPIJWwwatOp0N5eXmX7n9CA2an0ynq0yVWXye3du7ECfx+v+zqu6TC5/PFdR+Mx5zc6XSipaUlojm5UNhl4trwer1hu0OnqsZOmIL5/fffY8KECSk8AiISvfOqJggJYKmQLN8cSN5vLRAIwGw2w2g0oqOjA2VlZRgzZkzYWfZUIvUNKJ7tCVMhc3NzE+oKKaVwYyJYrgPedO1XdnY23nzzTUyfPh379+/HnDlzsHHjRtk3hOlJhDvHY7E5YANXp9OJ9vZ2OJ3OsF3/2O/eKh4yDUXcUnfeRTMnZ9cGuz6sVquoOXnotZEuc3Kv1ytqyxALsQg7NhHNcRzMZjPuvfde/Pvf/054f4n4oG9UgkghydathVunxWKB0WhEW1sbSktLcdJJJ6G5uRm5ubmSiDY54vf70dzcDKPRCJ/Pl7RBtpTCTalUJhy97E5dJcUoLi7G+vXrcd555+Hrr7/Gb3/7W7z++us0wJeQeM8hYTv3cD5dwuYQVquVNyYPtTmQew1RT4Gl+PVG/H5/wk24EiFa7anQnNzpdIqak4vV2CUazfZ6vQnfB6MROpZpb29HWVlZWrZFiEN3SoJIklTWrQlxOp0wGo1oamoSjSK1trZKWnMmB5iINRgMaG9vjysVMhpSNl9hVg5yHVilOy1Wr9djw4YNOP/887Flyxb87ne/wwsvvCDbCGRPIh2R3mhd/8RqiJxOJ9xuNwKBgGiqWXZ2dtoiEr0Bv98v2++XdOPz+WQTxY/XnJxFsyOZkwuj2WLXh8/nS5twC8VsNqOkpESSbREnIOFGEAnCxJrP58Phw4dRWlqKgoKCpGaQfT4fGhsbYTQaAQBVVVU49dRTRaMRwuYkUpKJFD+Xy8X70DERO3z48JTuh9QRt0S25fP5YDQaYbPZ+MFtqg2aAWnqGevq6vD222/jkksuwZo1a1BYWIjHHnuMBuppJhPXbyw1RMKBq9VqhdPpFI1ICH+HG7gSJNy6SwQ/VnPy0G6xkczJXS6XZNdFa2srRdwkpnuc2QQhE8LVrfl8Pv5LNJF1trS0wGg0wm63o6KiAqNGjQpbXMxQq9W8f5NUsJb5UtwU/X4/vF4vduzYAb/fn3QqZDTkKtw4jkNbWxsMBgNsNhsqKipQWFgIt9vdxaBZrIFEIgNcqRrRnHbaaVizZg2uvvpqvPDCCygoKMC9996b9u32ZuRYW6lWq5Gfnx/R5oCJOofD0WXgGppixn6rVKoe0TE0EUi49YzhbSzdYoXCjtXX/fjjj13MyUPTMVNxfrS2tqK0tDTp9RCx0zPObIJII8Ji3HB1axqNJu60RavVCoPBgJaWFvTp0wc1NTUoKCiIeVDFfNykhEX50nVTDE2FDAQCqKurEx3QpZpMNCeJBEuVbWxsRGFhIfr164eioiJ+IBsaYRNrIMHaWgsHuGKdAUPXJeXA/vzzz8fy5ctx/fXXY8mSJcjPz8dtt90m2fZ7G3IUbpEQDlzFIhJi5stNTU1wOp28R5fL5cKhQ4eCzn05tnJPJSTcesfwVmguzmhpacEpp5wCoOv10dnZiaamJrhcri7m5EJhF6u/Y2trK0aPHp224yO60jvObIKIk3jr1tRqNbxeb9T1ut1uvvuhTqdDVVUVamtrExpAZCJVMl11YOFSIb/99tuwdTOpRg4Rt0AggKamJhgMBvj9fuj1epx22mlBg5BwA+9oDSRCTWjb29thMpngdDr5ltbCga3f74fH45Gk3fvMmTNht9tx6623YtGiRcjPz8d1112X1m32VrqbcItGqPlyKC6XCz/88AMKCwvhcrl4U/JIHf+ys7O7vc1Bb7cDkPOxb9q0CbW1tRg6dGjK1x06IRjt+mD3BSbswvk7sh+FQoH29nYMHjwYOp2OIm4ZQL5nNkFkAKFYE6ZCRhNWkdIWQ7sfVlZWYty4cUl3vZLaEBtIrXBj7wsTKWKpkGx7UhRaq1SqmMR3KggVbp2dnWhoaOC954YNGxa2HiiZbUYyoQ2N1nm9Xuzbtw8ej4ePeohF61I1q3/ttdfCarXinnvuwR133IHc3FxcccUVKVk38Ss9TbhFgzWHEBtchuv4x+rr2GRIuPo6OeP3+3t1x2G5Rhtfe+01LFy4EBUVFfjyyy9T3tgjXtEaqzk5u0bq6+uxdOlSmEwmeL1eBAIBNDQ0YNu2baipqcHAgQNRU1OD6upq2V8j3RV6V4leTyr81tRqNex2e9A629vbYTQaYbFYUF5ejqFDh6Z0MC5lF8RUbVOsK2QkkSKHKFi6tuXxeHD06FEYjUbodDpUV1dj6NChGUvfCm1p3dzcjDFjxgAIbvfudDr5dBuWjsZmZYV1dYl0Bbzllltgs9nwyCOPYMGCBcjNzcX06dPTcry9ld4m3Fi6pBixdPxj9UNOpxM2m403Jvf5fFAqlfyERqi4y3QaZm/2cQOk9x2NhRdeeAH33XcfAODGG29Enz59Ur6NVFsBhDYWqq6uxsaNG/nlF198Me666y50dnaivr4eGzduRH19PRoaGuDz+fDWW2+htrZWdN0OhwMjRoxAfX09brvtNrzwwgsx7dPmzZvx6KOPYs+ePcjKysK0adOwdOlSDBw4MPkD7gaQcCN6JcJUSBa1SsZvjUW/7HY7jEYjmpubUVBQAL1ejxEjRqTlJtKdIm6JdoWUUpxKIdxYI5rW1la0tbWhX79+KYm+phthgXtxcXGX5T6fL2hWtrm5mU9HA4LbWQsHuWIzsnfffTesViueffZZzJ07F//4xz8wefLktB9jb4GEW+wI6+uKiopE1y0871n6sTDNTCxal5WVlfbPQM52I70NjuPw+OOP44knngAAPPnkk7jlllvSsi0prQAAwGKx4Iwzzgi7zUi13A888ABaWlri2t769esxa9YsnHzyyXjqqadgsVjw7LPP4owzzsCOHTtQVVUV1/q6IyTciF5DuvzWPB4PWlpaYDKZYLfbodfrMWjQoLTfNOUu3GJJhUzl9pIlncLN4XDAYDCgqakJffr0QWFhIfR6fUK1AXIcdKvVauTl5Yn66YWLWoiZM7PB7b333ovOzk6sWLECc+bMwYYNGzBx4sQMHFnPozcKt3Qdb7Q0s9AJDRatY/V1Wq1WtBtmKurr5JwumE7k1kU0EAhg0aJFePHFF6FUKvHXv/4Vv/nNb9K2vXSab4fCspUipUSGO4937tyJZ599FkuXLsVdd90V0/a8Xi/uuOMO9OvXD59//jl/v5kxYwbGjRuHhx56CK+88kr8B9LNIOFG9HgSrVuLRCAQQEtLCwwGA1wuF0pKSlBQUIDx48enarejolQqJb9JRROLwlTIjo6OpOu1mP2AFKRauPn9fjQ2NsJgMEChUECv12PSpElQqVT4+eefZTfASBfRohahNRSsecTVV1+NY8eO4aOPPsJll12Gl19+GZMmTeIHuFLOKvckeptw4zguYymD0SY0xIyXWX2pWF1pPG3ce6twSybCmmp8Ph8WLlyItWvXQqPRYOXKlbjkkkvSuk2phRsQ/2Si3+/HggULMH36dFx++eUxC7dt27bBaDTi4YcfDrqmxowZg6lTp+Ktt97CX//61x5/byDhRvRIUlG3JrbOzs5OGAwGtLW1obS0FIMHD0ZBQQG8Xi92796dykOQJeEiYMJUyLy8vJQZZKtUKsnqzlKxLSZcGxoaYLFYwnrySeWT1h2IZM781ltvYcGCBVi/fj1uvvlmvPTSS6itrYXT6QzyKJJjjZFc6W3CTa61XtGMl1kbdybqwrVxD20YxGwOeqtwk0tHSYfDgeuvvx7/+te/kJ2djddffx3Tpk1L+3alFG52u110UiIazzzzDH766Sf84x//iOt13377LQBg0qRJXZZNnDgRH3/8MX7++WeMGDEi7n3qTmT+7CaIFMFSIW02G284nKxYA37102pqakJubi6qqqq6NJHIhKdaJhB2XgxNhdTr9Tj11FNTetOUOlUy0W253W4YjUaYTCbk5uaiuro6Ym2jlI1QujMajQbLly8HcKK24bbbbsO7777LR7bFLA6MRiNvSM4sDnpaq/dk6G0TBpmMuCWDsI27WF0pi1Szc5+ZkrNzn3nX5eTkBF0D8TYM6m7IQbi1t7djzpw52L59O4qKirBu3Tqcdtppkmzb6/WGbf2falpaWuJO9z9y5AgefPBBPPDAA6ipqUF9fX3MrzUajQAAvV7fZRl7zGAwkHAjCDkjVre2Z88ejBkzJqmGDz6fD01NTTAajeA4DlVVVRFFSSbSFhlSzqArlUrYbDb88MMPfLfMdLSuF25Prl0lWbpsQ0MDPB5PXDV8JNxiR61WY/ny5eA4Dhs2bMDMmTPx7rvvYty4cXFbHHR0dMDlcgVZHLDvkJaWlpRbHMiVnjxwD0VOqXOpJFKkGjgRnaiuruajdhaLhT/3OY4LahgUWl/Xncm0f53RaMTMmTOxf/9+6PV6bNiwIS1+beHwer2SHX9ra2vcdga33HILBg4ciDvvvDPu7TkcDgAQtblgfq/sOT0ZEm5EtyRS3ZpGo4HP54tbuHEch9bWVhiNRthsNlRUVGDkyJGSzV4lAhMA6R5oulwuGAwGNDQ0QKVSYdiwYWnrlilEjs1JbDYbGhoa+NnGIUOG8C30U70t4gRMvAUCAWzcuBEzZ87Exo0bMXbs2IivC7U4EMKiEo2NjbBarbBYLF0sDkIjdYlYHMiR7r7/8dBThVssFBQUiH7WrGEQm9Sw2+18bWloCrLwd3eY1PD5fBnbx59//hkzZ87E8ePHUVdXhw0bNqC6ulrSfZAyVdJsNqOsrCzm569duxYffPABPvvss4T2kU3QiXnmulyuoOf0ZEi4Ed2GWOvWmHCLFavVCqPRCLPZjD59+qB///4oLCzsFoMblqKZjhuV3+9HU1MTDAYDAoEAX7fW0tKSctPQcGTSFFuIz+eDyWSCwWCARqNBdXU1amtrk2oz3ttS1pJFo9FgxYoV+O1vf4v33nsPl156KTZt2sR7zcWLQqFAdnY2X6MR6gEk7AjodDphtVq7WByIGZJnOk2LCKY3C7dw9zBhw6BI9XXCSDVrohLq2xgq7DJ938xUquSOHTswa9YstLW14dRTT8Xbb7+dFp+2aEgp3Fitfyy43W7ceeeduPDCC9G3b1/88ssvAE6kNgInbAV++eUXlJaWijaxAsC3+jcYDBg2bFjQMrYesTTKngbdYQhZI+a3BkRu4a9Wq6MO9t1uN0wmE0wmE3Q6HaqqqjBkyJCkbvAKhULyQYJarU5pRIrjOHR0dMBgMPCpkMOHD+fTcSwWi6Sm3yqVSnR2LV3bEgo3ZqLe0NAAm82Gvn37YsyYMXxKRjJI2S2zJ8E6s82bNw/vv/8+LrnkErz77rs45ZRTUr6teCwOrFZrF4sDMVEnh4Ftb6M3C7dEEdbXicEmNdjERktLCz+pwXEcNBqNaDdMKWpLMyHcPvzwQ8ydOxcOhwMXXHABVq9enbHIj5TH39LSgn79+sX0XKfTCbPZjPfffx/vv/9+l+Vr167F2rVr8dRTT+Huu+8WXceECRMAAF999RXOPffcoGXbt29HQUFBWLPvngQJN0KWBAKBhP3WNBqNqHBjzTSMRiO8Xi+qqqpSan7MWuVLaaacKi831oClsbER+fn5YY3DpW7CIrUdACv4NxgMaGxsREFBAfr164eioqKUDjiUSqVkkcRkkGMHQq1Wi9WrV+O6667D5s2bcckll+Cdd96R1OctHosDsYGt0L9LKOy6e32RHCHhlnpisTkINSYPrS0Vi9ilQnBIfQ/++9//jjvuuAM+nw/XXHMNnn/++Yxex1I242ltbY2ars7Izc3FunXrujxuNptx6623Yvr06bjxxhsxevRoAIDJZILFYkH//v15ETxlyhRUVlZi+fLl+J//+R/+/NuzZw8+/fRTXH/99b3iO5SEGyEbUuW3JhQzLGpiNBphsVhQVlaGurq6hFrYRiPR2rpkSKYGTJgKyRqwnHbaaRFvnqmO8EVDqhq3QCCA5uZmWK1W7NmzB3q9Pup7kQxU45YcWq0Wa9aswfz587FhwwZcdtlleOuttzBlypRM7xqAyI0jhP5dTqcTDocjbH1RaLROTgLEYrGA4zjk5ORI+p0XL1LUAMuNTKZhC20OCgoKuiznOI5Pw3S5XKLRana+J2Lx4fP5JIl2cRyHJUuW4MknnwQA/P73v8fixYtlN9GVTlpbW2OucdNoNJg1a1aXx1lXycGDBwctX7RoEVavXo1PPvkEU6dO5dfx3HPPYc6cOTjrrLOwYMECdHZ24plnnkFZWRkWL16c9DF1B0i4ERklHX5rGo0GVqsVBw8eRHNzMwoKCsJGkFJJLCma6dhmPBEwsVTIESNGxHyjk7JZCJB+gdPZ2YmGhga0tbWhvLwcOp1OkrbNmexCGiusDk+uAxGNRoNXX30VOp0Ob7zxBmbPno21a9fi/PPPz/SuRSQW/y5htKKtrY3/O9TiQOo0NOBEmvlTTz0Fv9+P2tpa5ObmYtKkSXE1KZCS3hhxk/Mxs4mJcCnnoec/m3h1u90IBAJQq9Wi/nWsaZAUzUk8Hg/uuOMOvPHGG1AqlXjqqaewYMGCtG4zFqT+3FtbW1FeXi7Z9gBg9uzZyM7OxqOPPoq7774bWVlZmDZtGp588sleUd8GkHAjMoBYC38g9lTIcHi9XphMJhw7dgx+vx9DhgzBxIkTJZttTVXaYjq2KfSiYwbZiQhZqYVbOrbn8XhgMplgNBqh0+lQXV3N+/K1tLSkdFvhYPWQybw+3XSHBipqtRovvvgisrOzsWLFClx99dVYtWoVLr744kzvWsLEYnHABrXMu87pdMLr9fJpaGKG5Kn6HlyzZg06OztRVFQEi8WCgoIC/Pjjj/ysuNyQs4hJF3I1HY+FaOe/z+cLOv9Z0yBmc+DxeOB2u9HZ2Rl0DTBv12Tp6OjA3LlzsW3bNuTk5GDlypWYMWNG0utNBVI2JgFO1LglO2FTU1Mjep9ZtWoVVq1aJfqaiy66CBdddFFS2+3OkHAjJCNc3VoyNxjmpWUwGOByudC3b18MGTIEra2tfAciqciEcIskbMRSIZM1yJY6UpQq4cZ8ugwGAxwOR8rrG+OlO6RKdgfhBpx4L5955hnodDr87W9/w3XXXYdXXnkFs2fPzvSupQVmcSCWhibsBsi8uxobG4O6ATqdThw5ckQ0WhEN9tqcnByoVCo+Y8LhcKCpqQkVFRXpOOSk6K4G3MmQaS+zdKJWq5Gfnx/W4mPv3r2oqKjgz0tmTJ6KiY1jx45h9uzZ2L9/PyoqKvD222/HXOMlBVJ6uAEnWvD3hvb7cqNnXtmEbEhV3VroOjs7O2E0GtHa2orS0lIMHjyYH8jYbDY0NjamZP/jIVMRN2F6ZrKpkHIjWYHjcDhgMBjQ1NSEPn36YODAgWG9jaSkO6VKdgcUCgUef/xx5OTk4M9//jPmz58Pl8uFuXPnZnrXJCWWboA7duxAXl4enE4nOjs74XK5ulgchGsasWXLFtjtdv671uPxwOPxoLCwEMeOHZOlcKOIW++BZTIUFxeLRp7EJjaamprgcrlEu8Gy31lZWdi7dy9mz56NpqYmDB06FO+88w769++fgaMMj5QRt+5yb+iJkHAjUg6bhe3s7ATHccjOzk66bg04MdtrMpnQ2NiI3NxcVFVVoa6urssNKlxXyXSTKeHGmhzE0hWyu5FIxM3v96OxsREGgwEKhQJ6vR6TJk2SVYOCZFMlpag9607CDTixvw888ACys7PxyCOP4LbbbkN7ezsWLlyY6V2TDWq1GiqVSjS9SczioLm5OWhQu2PHDn4gq9FooFarYbPZUFRUBJvNBrfbjaysrAwcWXh6o3DrjQ1ZGJHa4Ueb2BB2g3W5XHy07uOPP8Zjjz0Gl8uFcePG4bnnnoNWq4XFYoFOp4s5Yp1ufD6fZMKNRffkcNy9DRJuREoQq1trbm6GSqWK2edDDJ/Ph6amJhiNRj7db8KECRG/nDIhoNh2pfIcA07cZDo6OmAymdDW1hZTV8juRqzCjeM4WCwWNDQ0wGKxoKKiAiNHjpRtpDEVqZLpFm/dTbgx/vCHPyAvLw/33HMP7r//fpjNZjz88MM0wIhCNIuDgwcPorOzEzk5OfwknFarhc/n44Xd3r17UV5eHtQ8JdPfR71RuPn9/l4r3IDEa4BDu8FyHIfnnnsODz74IDiOw+zZs/Hkk08iEAjA6XTCYrHw9XXArxHr0IidVNeA1Obb2XJeZQAAIABJREFUmTAYJ0i4EUkSqW5Nq9XC5XLFvU6O49Da2gqj0QibzYaKioq4Ox9mon6I2QGkk9BUyIKCAhQXF+Pkk09O63bF9kOKgXA0geN2u2E0GmEymZCbm4vq6uqkI41SHFsywo0NmtMtqrqrcAOAW265BSUlJbj55pvx3HPPwWw244UXXsi4iJADiX6mmzdvRiAQgE6nC6oby87O5q8Zv98PrVYLu90eZHEQ2uKd/WRlZYUVVYcOHcKPP/6IQCCAMWPGoKamJqH9JuFGJILb7cbChQvxxhtvAAAeeOAB3HXXXWHvDaERa5vNBrPZDJfLxV8DocIuHpuDWPB6vWG7daaaVDQmIRKD7mJE3MRat6bVamG1WmNer9VqhdFohNlsRnFxMfr374/CwsJuM1OeTjuAcKmQdrsdhw4dSss2w8GiYFIMgsU+e9aQpqGhAR6PJ6YobKww0Z/uQU8yNW6sxlOlUiE7Ozttg9LuLNwA4Morr0RxcTHmzp2L119/HW1tbVi1apVso7ByxuFwoL6+no805OTk8GlSHMfB5XIhKysLPp8PHMdh4MCBQa8Xtnh3Op1dLA40Gk1QlOKLL77Avn37+Pbvv/zyC04//XScfvrpce87CTciXsxmM6655hp8/fXXyMnJwbJly6J2qo0WsWbXgLAbrMlkCmocFK6+LtYxkNfrFW3akg5aWlpQWloqybaIYEi4ETHB6taYYAOi+63FUmvmdrthMplgMpmQlZUFvV6PIUOGdMsbbapTNEO7QoqZQkvdnl+4TamjFzabDQaDAWazGSUlJRgyZEjKb1JKpVKSQU8iNW5Op5NvtJKbm8vXY4QOfIU/yYjZ7i7cAOC8887De++9h1mzZmHLli28UXdxcXGmdy0jJBpN3rBhA+x2Ox8pdrvdyM3N5c8vdp74/X40Nzd36egbqcU7x3F8i3en04kPPvgA+/fv5wezbrcbFosF7777LpxOJ8aMGcNH72K5Tkm49R78fn/SE70//PAD5syZg+PHj0Ov1+PNN99MSUZLLDYHwvo6Fq1zu938d7xYtE7o3yhlqmQ85ttEaiHhRoQlWb+1cMLN7/fDbDbDYDDA6/WisrIy5a3ZpRqAC0mFcAtNhYyWJio3C4JU4/P54PF48PXXX0OtVqdd2EvVpj/W7QQCATQ3N6OhoQGBQAB6vR4TJ07kr0cmroQDX2FEQ5imJtYtMNJ13BOEGwBMmDABH3zwAWbOnInt27djxowZWL9+veR2IXIg0c9zx44dCAQCyMrKgt/vh91uR0VFBT95I/yed7vdcdW/KBQK3uLg2LFjaGho4OvoPB4P1Go1PzjdsWMHSktLoVKpukQqQk3JWcMIEm69h2QnFDdv3owbb7wRdrsd48ePxxtvvCFZp1S1Wo28vDzk5eV1WcZxXEz+jTabDVlZWXC73fz3fLrOA4q4ZQ4SbkQXUuW3ptFo+KLdUEFSVlaGuro60S+pVMBEY3cRbsJUyIKCgpi7QqpUqh4n3DiOQ3t7OxoaGmCz2cBxHE4++WRJcvelFG6RBtE2mw0NDQ18HcHQoUODrhXh+y8c+Ibz9hKmqbHaIzaTq9VqRQe+QM9p+VxXV8eLt3379uG8887DO++8g2HDhmV61yQn3ojEl19+CafTCa1Wy4skALBYLMjJyYFGo+EnD9jfjY2NcTcucDgc+Oijj/hzLhAIIC8vj78fcRyHrKwsHDlyBJdddhn/ulBD5tCGES6XC4cOHUJubm7QxEVPFjZ+v1923T2lIFJHyUgEAgE8/fTTePTRR8FxHK688kq88MILktWLRYM1AtJqtSgsLOyynKUr7927F1qtFp2dnV1sDkJTMFnUOtFJjba2NgwYMCDZQyMSgIQbASB83VoyLfxZzdfBgwfR3NyMgoICVFVVSdKmPlORqHgG/aEdM8VSIaORiZnkdL23LpcLBoOBF6/9+vVDUVERvvrqK8kGIVIJN7FUSZ/Px9sYqNVqVFdXo7a2NunPOFqamsfjgcvlgsPh4AvqnU4n7HY7bDYb8vLyugg7ubS/jofq6mps2bIFc+bMwTfffIPzzz8fa9euxfDhwzO9a5KRSKrk5s2bAZw4P3NycuD1elFQUMDP9LPzkwkur9cLu90ed9rWBx98AKfTyTc4CQQCsNlsAMCLrPb2dmzfvh3jxo3juxVHM2T+9ttvUV5eDrfbLTqgDY1Ex1tXJEd6q49bIsKts7MTN998M/75z3/yliKRmpDIEYVCwdsu6fX6LvvO0urZ5EZojalarRatr4v0Pd/S0oLy8nIpDo8IgYRbLyaRurVY8Hq9aGxshNFohNPpRG5uLiZOnCjpDGemvNyiwaJJBoMBnZ2dcXfMlAOpjLgJUwH9fr+oeGUpe1LcSKXqSMoEIms0cvz4cVgsFvTt2zem6GKq0hiFBfWhM7n79+9HZWVlkFeg1Wrlo3UARDsFxlp7lAlKSkrw3nvv4aabbsLGjRsxc+ZMLFmyBBdccEGmdy0uOI7Dl19+iYKCAowaNSqu18VzHdntdpjNZgC/nrNqtZpPSbPb7dBqtVAqlXC73VCr1Xz07ejRozjppJNi2o7BYMCBAwf4dXk8Ht5vLhAIwOfzQaVSQa1Ww+Px4KOPPsL1118fdb3sXlZcXCx63H6/PyhaF1pXJIxGC89zuXcn7a0+bvEKt4MHD+Lqq6/Gzz//jMLCQixbtgzTp09P4x6mH7HzPNTmIBSv1xtUX2exWPjrADhhc9DZ2YmPP/4YAwcOxEknnURdJTOIvL99iJSTbN1aOFinPybW2AB0586dGaklkZtwEzaWYKmQI0eO7FazeoxUCLfOzk40NDSgra0NZWVlGDZsWNibCtueFDPIrDYy3Xi9Xrjdbmzfvh3Z2dkpsTFINSyaEqnuwu1286LOYrGgsbGRrz0KncUVNkzJ5HFmZ2dj9erVeOCBB/CXv/wFf/zjH3Ho0CEsXbpUVu9/JN577z0YjUbk5eWhqKgoZq/MeIXbpk2bYLfbUVhYCI1GA5VKBZVKxbf+dzgcvChi1w27v7S2tmLQoEFRr1uO4/DPf/6TF2ws9dftdvNeoEVFRWhuboZCoUBRURHcbjeamppirj8Kd8wqlSri+c2i0SwC3dLSEtTePTRCEc3iQCp6a41bPMLt/fffx0033QSr1Yphw4bh73//e8wTDXIkmYk8lmofLmrt8XhgMplQWVmJ/fv3Y+vWrdi9ezfmzJmD7Oxs9OvXDwMHDgz6qa2thUqlwoEDB/Dwww9j586dMBqN8Hq96N+/Py688EL84Q9/QGVlZdT9mzp1KrZt2ya67Ntvv8X48eMTPvbuCAm3XgKbBU22bi10nZ2dnTAajWhtbUVpaSkGDRqE/Px8/kaZiSYhQOZMuIFfB0epSIWMd5tSkKhwY1/+RqMROp0O1dXVGDp0aNRzkG1Pim5Z6UyV5DgObW1taGhogN1uB8dxKW/Kk0qiRfUUCgUfcRPr0hjaMKWjoyOomF4sUpdKT6NIKJVKPProo6ipqcHdd9+Nl19+GRaLBc8//7zsa4PWr18Pk8nE15rt27cvbcLt66+/Rn5+PpxOJ+9TqdFo+FRG4eSYsGEOW3bs2LGo/msbNmyAxWJBIBCAQqHgUyxDxdSAAQP4Gk2Hw4Fdu3alNToSKRoNiNeOsnS0cF0AWbQu3d/VJNzCEwgEsGTJEixduhQAMHPmTPz1r39NW729VKSr0zO7DmpqanDTTTfxj5911lnYsWMHOI7D8ePHceTIERw5cgRffPEF1qxZg1deeQX5+floaGiAyWTCzJkzUV1dDbVaje+//x6vvPIK3nzzTezevTumlMvS0lI888wzXR4fNGhQSo+3O0DCrQcjnPkU+u4kG11zuVx8I42cnBzo9XrU1dWJDrgy0SREuF2pUalUMJvNaGpqkiwVUur2/PEIN2am3tDQAIfDgaqqqrjFilR1Z+nalrB2r7CwEAMGDEBhYSG++uor2Yo2IPl0zEi1R6GeRmK+XqF1delIUZs/fz4KCgpwxx134M0330RDQwPWrFmDkpKSlG4nVWzcuBHffvstCgsLUVBQAJ1Ox/tfxpLZEI9w27t3L+x2e5fHNRoNP5GiVCrhdDr5QS+LRLHvo4aGBvTv3z+sGD9+/Dj27NmDnJwcBAIBvrmJ2+2Gy+Xir0cm5goLC6HX69He3o5du3Zh6tSpGWsgEY/FgVgXQLFoXaomLnqzcIs0wdfR0YEFCxZg69atUCqVWLx4MRYuXNhtIu2RkNIKgGVusej7oEGDwgqoadOmYdq0aV0enzx5Mq688kqsWrUKf/zjH6NuMzc3F9dee23S+94TIOHWwxCrW2OznmId52IlNHoUq+kxE1BS31w1Gg1cLpdk23M4HDAajfwgqn///pKlQrLOklIKt2ii2OFw8KmhxcXFGDhwIAoKChJ6P6S0H0iVcGOpw8ePH4fP50trtDVdpNMOINqgl7W+ZilqrBOmmL1Bsg0lzj77bKxcuRK///3v8Z///AfnnHMO3nrrLQwdOjQVh5oyrFYrvvjiC2i1Wj57AgDfaTHVwm3Tpk2w2WwoKiriJwFZlgbHcVAqlXxNG/Brwx2lUslnHHAch8OHD4umoAUCAbz44osoKSnhv8M4joNOp0NRURF/DiiVSr6jJXDiflZVVQWbzYZ9+/bhlFNOifUtlIxYOr0K04w7OjqCzJjVanVYX8ZYPr/eLNxYJDqUnTt3Yt68eTh69CiKi4uxcuVKnHPOORLvYfrwer2S3V+E13yisI6U7e3tMb+GNSwSZnX1RrrPKIIIS7S6Na1Wm1D0iaV2GQwGWK3WhKJHQksAKZEiVZKJWYPBAIVCgaqqKpSWlmLw4MEpN4aOBGsWIBXMQykUv9/Pd0Vk3a0mTZqU9ABCSuGWbHMSu92OhoYG3iS8trZW0nMhlWTKxy1a62vWIY0NekMbSmRlZYmmqEU6D4cNG4ZPPvkEV199NXbv3o1p06Zh+fLlmDFjRjoPNS7efPNNeDwefjKsra2Nry9zOBwx+SrFKtw6Ojpw7NgxPkuDfZ8qFArYbDY+IqlUKoMGUizSxmpS/X4/DAYD+vfv3yW6/Pzzz/NikHUzFkaqAKCwsBBtbW2wWq3w+XwoLi7GSSedhCNHjqCiogI7d+6UpXCLhrCbpRjCaB1rFiG0OAhtChRqcdBbhZtY5gnHcVi2bBnuu+8+eDwejB07FqtXr46awtvdkDLiZrVa4w4EuFwu2Gw2uFwu7Nu3D/fccw8A4MILL4zp9QaDAXl5eXA6ncjJycEFF1yAJUuWyG6CTQpIuHVjYq1bizdt0GazwWAwoKWlhS98LyoqSmiGI1HRmCzpSpUU6wo5cuRIXsxaLBbJa+ukrucTesdxHAeLxYKGhgbeMFz4fqQCKVMlhU0WYsXv96OpqQkNDQ1QKBSorq5Oq0k4kNxMZzzbkKOPW6QOaayQXtgFs7m5mW//LjRr1ul0fHt7VoO6ZcsW3HrrrVi/fj2uuuoqPPTQQ/j9738vi9ndw4cPQ6VSQalU8pEX4X4dPXo0ZcLt9df/H3vfHR3nWWZ/p/cZSSNpVEZdsprlIscphPTdPQRYTiDBkN0DJ4SSxZywJIdAHBbIsgkshiypBnLYjZ0CISSkkeBgHBsc9yLLstW7pkmj6b3//vDvefPNaNRHI8nWPcfHkmbm6983732f+9z7WwAfKhckEgmrhpEpSV5eHqu80XVCgdnceygej6O9vR1bt25lf3v77bfR1dWFqqoq8Pl8dq+EQiH2bIlGo8xpNRAIQCKRwOFwwGQyoaKiAmNjYygrK4PNZlux0taFYraIA261LjXiQCAQwO/3Y3h4OInUrfaIg7kgVXnidrvxzW9+E3/84x8BAF/72tfw6KOPrvg+1oUgm8RtIeHbv/nNb3Dvvfey3ysrK/Hiiy/iuuuum/WzVVVVuPbaa7FhwwYIBAIcP34cTz/9NPbv348PPvhgXs66lwLWiNsqA0kho9HonPPWxGLxrFWvcDgMk8kEs9kMiUSCkpKSjAw+l6vXjBrpMwWSQs7mCpnp9c4F2axIAWCW3ENDQzCbzVAoFEvqirhSK25cZ8ylIKzLjZVK3GYC11AiJydnyuvRaDSpWmexWOByuRAOh2Gz2SCRSPDQQw9Br9fjySefxA9/+ENcuHABTz311LTVkWzgzJkzbLBEBEosFsPr9SIvLw/xeBzhcHhWp8W5ELdwOIyOjg74fD7We0bkjCYGY7EYIpEII3R+v5+RDLpXuQRscnKSudKdOnUKe/fuRW5uLiPf1C9DE4R2ux0SiYQRRYVCgeHhYWi1WkgkEsRiMUbeOjs7px38ZWvCJ5uYzRQoFovh5MmTUKlUCAaDLJeRa+2erlq3mmTc04FL3Do6OvDFL34RAwMDUKlUeOqpp/CZz3xmmbdw6ZBN4kZmdPPBbbfdhoaGBni9XrS1teGtt95iUSOz4bnnnkv6/Y477sCnPvUp3Hjjjbj//vuxb9++eW3Lasfqv1MvAyw2b00sFsPj8Uz5eywWg9VqhdFoRCQSQXFxccZd7kQiEZO9ZBMU/r0YpEoh59KnlIn1zhfZqrhR39bw8DC8Xi80Gs2c+hwXi2z3uM10/iKRCHPGlEgk0Ov1aGxsvCRnslcjcZsNQqFwiv271WqF1+tFZWUlI3Xbt29HZWUlvve97+GVV15Be3s7HnnkEZSXl6c1TFnq879//34olUpWnaL7nTshF4lEMkLcXnrpJYTDYfD5fAgEApZnRuuKRqOQSCRJpkjBYJD1sNJ1w11XJBLBmTNnUFhYiN/+9reIRCLIz89n/XpkSuP3+8Hn81FYWIhoNAq/3w+73Q6hUIi6ujpm+lRaWgqr1YqSkhJ0dnbiox/9aNr9oorg5QSKbEiXsZUaceD1ehmxI3lrOlK3EiIO5gLK+9u9ezceeOABhEIhrF+/Hnv27EFdXd1yb96SIpteAlardd7ETa/XQ6/XA7hI4m6//XZs3boVgUAAO3bsmPc2XHfddbj++utx4MABBAKBZZ1YyzbWiNsKxnRSyPkOErhfuolEAk6nEyaTCU6nEwUFBaivr18yK1yRSASXy7Uky54JCyUzqVLIoqIitLS0zPmhsBwxBEu9TpLOUt9WZWUlM2DJBpbbVZLumbGxMXi9XhQXF2Pz5s0ZkdssJsZhqSMgLkXiNhN4PF5S39FXvvIVXHPNNfj85z+Pnp4ebN++Hc888ww2b97MnDCDweC08QaZGvDGYjGYzWbW30YmFVT1ogFbIpFgZi7TZSLOds3EYjEcPXqUDeDFYjGz6CfzEap4OZ1O6HQ6xGIxFpxNk4y0z7FYjG03ZVnKZDIoFApmeiIUCll11Ol0MmJKbsRKpRIKhQKjo6MoKCiAWq3G8PAwmpqaMDw8DD6fj/HxcRQVFU3ZH+62rGH2iAPqHyViN13EQbpA8pUweeV0OnHPPffgtddeAwDcdddd+OlPf3pZDOpnc9TMJGw226LDtzds2IDNmzdj165dCyJuwEW55cGDB+FwOC6Lc0xYI24rGETcFpu3Rl+a/f39TOpXUlKCpqamJX/YLleP23z3iyuF1Gg00Ov1C+rrEwqFWa8wLkVFKhqNssqSUChEaWkpk84Gg0GMjY1ldH0zYbmkkqFQiMmHlUrlono904GI0UoY8KTD5Ubc0qG5uRkHDhzA3XffjYMHD+LOO+/Eww8/PMVCPF2mF8nTqGI13YB3Nuzfvx9utxsqlYrJFGnSgNYrlUrZ5I3BYEB9fX3aZc12Pl999VX2nUPLjsfjiMfjUCqV7PMCgQBisZhtC72HJj6IRNLP8XgcgUAAYrEYubm5UKvVkMlkrDJH71UoFOwZ6nK5oNFokJubi9HRUVZxNJvNqKqqQl9fH8rLyxEOh9Hd3b1G3P4/FnPPztY/GolEkq7z6SYvliLiYDYcPXoUX/va1zA+Pg6FQoH/+Z//wZ133rnk610pyLZUsqqqatHLoWtooejr64NQKEReXt6it2U1YY24rWAslrBFIhHm8ufz+VBcXJx1S/Ll6nGbCxYihZwNy1Vxo/6FxYCqjQaDAR6PB8XFxdi4ceMU+UW2e+rmEj+QSXg8HrS1tSEYDKK0tHTJ5KA0yF2pA8s14nYR+fn5eP311/HII4/gsccew/e//32cPHkSu3btYs5q8403mJycTJKnpQaRy+VyVu06duwYU1pQDw9Vubjkn5yF3W73jNfVdH8Ph8M4fPgwIpEIk0nSemidiUSCES7aJ/qdQrrj8TjbNtp/AMzlUCQSoby8nFUL/X4/5HJ5UuaoXC6H0+mEWCyG3W5HQUEBEokERkZG0NDQgJ6eHlRVVYHH47FqeLpJkJV8fy0VlmqfuW6vc4k4cDgcUyIO0rm9zjXiYDpEo1Hs3LkTO3fuRDwex+bNm/G///u/aSMoLmVk25zkyiuvnNN7LRZL2kmVAwcO4Pz587jxxhvZ38xmM1wuF8rLy5MM35RK5RSX1HfeeQeHDx/GrbfeumxZjsuFNeK2grGQhxn1IZlMJvj9fjb4bmtrm1POT6ax3MQt9cs8NeJgvlLI2bBcxC1dUO5cwQ2IVqvVs1aWsk3csiGVpNw5qjC2tLQsKvdwLljMfl3OrpLLAYFAgB/+8Ie44oorcM899+Ctt95CZ2cnXnrpJTQ2Ns742YXEG1C1jkgJSQ7J+p8GMtRfxl0Wn8+HyWRi/SRczFThff7552Gz2SCTyRhho54hct6Uy+WIRqOMmBGZo9elUikCgUDSOqLRKJxOJzNuysnJQTAYhEgkYnlloVAI4XAYWq0Wfr8fTqcTer2eVXTy8vIwMjKC8vJy9PX1oaamBoODg6ioqEBBQQHGxsbSGiZcjsSNroFsY7aIg9RqHTfigCSc6ap1M8UaDA8P46tf/SqOHz8OHo+HO++8E0899VRG+/RXC7KZ42a32+fc4/b1r38dZrMZN998MyoqKhAMBnH69Gm8/PLLUKlUeOyxx9h7d+zYgT179uDAgQOM0B04cAD3338//vmf/xnV1dUQCoU4ceIEXnzxReTn5+Pxxx9fil1c0Vgjbisccxk8JRIJeDweGI1GZo1cXV29IkIKsz3I54JIo1gsZgPziYkJaDSajMveCMtB3BZyjOPxOCYmJmAwGBCLxeZVbeTaf2cDS3UNxeNxZuOfSCSg1+vR0tICs9m85KQNyG7v3kKwRtym4hOf+AT++te/4u6778b58+dx880344knnsC2bdsWvMyZ5GlPPPFE0jng9pEBHxpX0aCNZI4TExNpidt015vD4cDp06chl8shFAohEolYwDZV3yKRCOLxOGQyGXuNSKdKpUIgEIBarU7qx6aKWigUgkgkgt/vh0wmYwPrUCjE1hcOh5FIJKBUKuF2uxEKhaBUKiEWi2E0GlFVVYWxsTHk5eUhGAyisrISw8PDqK2thUqlwuDg4BpxQ/oss5UACiSfT8QBSWgpxoNL6v785z/jgQcegNvtRklJCX71q1+x6+VyRDaNeCYnJ1FYWDin9955553Ys2cPXnjhBVitVvB4PFRUVOCee+7BAw88MGuvfH19PbZs2YI//elPGB8fRyQSgV6vx7/927/hoYceQmlpaSZ2aVVh5d3da5gzgsEgTCYTLBYL5HI5SktLUV9fP+3Nuxz9NMtJHPl8PgwGAyYnJ5kU8uqrr17SYNLliAOYD1l0u92M4BcUFKCxsXFaI4OVgkwTN4/HA4PBwI5BU1MTOwYkM8sGsk2A54s14jYVFosF7733Hr785S/j1KlTeOmll/CVr3wFf/vb37Bz586M3kvRaBQ9PT2IRqNQKBRJMqhgMMhkZuRkS4YlQqEQHo8HR44cgUqlShrsTqd+2LVrF0KhECKRCBQKBSKRCJRKJfx+PzMekUqlrDoik8kQj8eZfJML7vePz+djFUf6bDAYhNvthlwuh0wmg9vthlgshkKhQDgchtvtRn5+PmKxGCYmJpjMyuv1orCwED6fD263G2q1GlVVVQgGg/D7/ejq6poi37pcidtq2+fZIg64MR4WiwU/+tGP8N577wEArr32WuzYsQMFBQVwOp2wWq2M5K1EAnspYD7mJNu2bZvzxNbu3buxe/fupL81NjbiD3/4w3w38ZLG2lW9wpE6eIpGo5iYmIDRaEQ8HkdJScmcenC41s3LgWyRRq4U0ul0QiqVZlQKORuWIw6AG4idDuFwmBmNSKXSWQn+SkMmKlPRaJT1ewqFQpSVlaU9BtkO+17pFbeVvH3Lgddff51Vjz71qU9h69atePDBB/HCCy/gxIkT2L17N5qbmzOyrr/85S+sh4xiKig3LRAIQKfTse+H1GeOQCCASCRCbW1tUs8RydNIuiiTydDV1YW+vj7Wm0YhziSD5DoGikQiZtuv0WjYdtFngsEgotEoq6QRotEoI24qlQperxdSqRROp5ORK64pitVqhU6nY6HbJSUlGBwcRFVVFQKBAKvaDA8PIycnB2VlZYwQcqvllyNxowrVpQSK8fjggw9w7733Ynx8HHK5HD/+8Y9x1113IRKJwOl0wuv1zhpxQKRutUQczAU0iZIthMPhy66vbCVhjbitAqT2Zel0OjQ3N88r7JdmPJeDuGWDNKaTQorFYhQUFGTVJnY5pKEkWeIikUjAZrPBYDDA7/ejpKQk4xl92cJCj2kikYDL5YLBYIDL5UJRUVFasxUuljt6YKVhreL2Ic6dOwer1QqVSoVEIgGr1YprrrkGBw8exF133YXu7m7ceOON+O///m/cfffdix5Ivf/++xCLxQgGgyyuhdwkqXIll8uZ0ySBnvPUR8Q1BrDZbHA6naiurkY0GoXD4cC+ffsglUoZMaRrkhwjg8Eg+Hx+0rop340GvtRvl0gkoFar4fV6WQ+cQCCAx+NhFRCBQACHw8GMRwoLC1kupMvlglqtht1uRyQSQU5ODoaGhpCbm4ucnBxYLBbo9XpcDyPgAAAgAElEQVT09PSgqKgI1dXVGBoaQk5ODpxOJ/r7+9Ha2sr2N9sD2pUAOuaXEtxuN3bs2IEXXngBAHDNNddg165dqKmpAQDWH6dSqaa4HXJ7SIPBIDMGIsdXbsQBV46ZLaOPTCCbUQBr3wnLjzXitsJhMpkwMDDAZhUX2pe1nCYhtO5MEzeqophMprRSSPryzyaWY5DAlUpyCWxOTg6qqqpYMG6mka0q6nyJWzgchslkgslkgkKhgF6vR3Nz85y2lRsHsNRYDVLJNXyI/fv3Qy6Xg8fjQS6XI5FIwGQyobW1FQcPHsR3v/td7NmzB/fddx8OHjyIJ598Mq3say4YHR1l+Zdch0eqsAmFQhYRAID1nxESiQQEAgFGRkaSiBvdszweDyKRCM8//zwCgQAjZUTExGJxEunhOkSmVtnIHEmj0SAQCECpVLLe4kQiAZ/Px0idQqHAxMQEW1ZxcTEikQjrkVMoFLDZbMyYpKCggMUBVFZWore3FxMTE6irq0Nvby+EQiEqKysRjUZRXl7Ozgd3fy+VqspccakRt4MHD+Ib3/gGxsbGIJFI8IMf/ADbt2+fso/kuJqKuUQcEKnz+/0syoMqwOkCybMVcTBXZNNRMhwOJ7nGriH7WCNuKxxarRYFBQWLfhBzQ7izDSJumah8zccVcrkdLbOJQCCAEydOZK2XL5vS27lUpui6GBsbQyAQQElJCa644op5VxhTqxdLicVIEddcJbOLY8eOYXJyMsnyXyKRIBQKoa+vD1u3bsVTTz2FG264Af/+7/+ON998E2fOnMEvf/lLXH/99fNe3x//+Ef4fD4m6RIIBOw+EIvFzDyEHB7pfuTe87FYDF6vF0NDQ6wKwZ1s2bt3L3p6elh2GlUfqBJBwdkCgYCRvXg8zv4WiUQgl8tZRhvJOCmWAADkcjk8Hg+TSA4NDUEsFqOsrAwDAwOorq6G0+lEcXExq+JJpVK4XC4kEgm43W4UFBTAbrdjYmIC1dXV6OnpgUqlQkVFBUZGRlBdXc3OjdFoRCgUSsq5W0kD7GzgUiFuXq8XDz/8MJ599lkAwObNm/HrX/8aDQ0Nad9PDqjzwWyOr5RlSBU7h8MBk8nEAskp4iDVOGWxEQfzRbajALRabVbWtYb0WCNuKxwymSwjZhcrgbgtBgtxhRSJRElW2dnEUlejSAZIvXzxeBzr16+fl3x2McgmcZup4saNMtBoNIuuMK4WqWQ4HIbX64VCoViyQdpaj9tFxONxvPnmm4jFYvD5fMjPzwefz2dh9OFwGEajEXq9HnfccQe2bNmCL33pSzhz5gw++clP4hvf+AZ++MMfzrknJBaLobOzk/XgUDabWq1mQdc0SKV+JnJwJPJDbpN8Ph/Dw8PQ6/WsP43H46G3txfvvPMO6wEisxNuFS0QCCQRQsoVpSoWj8dDOByGTCYDj8eDUqlkzoACgQBut5tFA8TjcXi9XgAXyZzNZgOPx2NGIy6XCyUlJcxVMhaLIR6Pw2w2QyAQoLq6Gt3d3VCpVNDr9RgcHERDQwOqqqrg9/sRDodhtVpRWlqK4eFhFkC+RtxWJ/bt24f77rsPo6OjEAqFePDBB3H//ffP+H0zXcVtMZgpnxGYGnHgdDrZM4EbcZBarcv0+cl2+PZcowDWsDRYI24rHJka/IvF4oyENC8EZPU8X3ANJfh8/rwrScthFAJ8OCBfii/PUCgEk8kEs9nMZIBNTU04evRo1kgb8KE8k2a2lxKpxI3MCwwGA6LRaEaC0wkrmbhxq4pkqx4MBtlAjdunkYmZ3zUpzEW89dZbjIAIBAKEQiEmgaTja7Vamf1+VVUV9u3bh5///OfYuXMnnnnmGezfvx/PPvssNm3aNOv63njjDfb8IEdJssqnfDXg4vXj9XpZ/1soFGKEkp63iUQCYrEYZ8+exdatW5FIJOB0OlmvEFXb6DnJ/Z4QCoVJxIeIG7cCRwQyFovB4/FAoVBAqVQyYygej8f620QiEetZq6qqglwuR19fHyoqKsDj8WC32+H1eiGTyRhJLS4uhtlsRllZGQoLCzEwMICGhgaUlJSgv78fubm5UKlUqKmpQSwWQyQSwdDQ0BpxW6XEbXJyEg8++CBeeeUVAMCmTZvw9NNPY8OGDbN+djnM12aLOOBW61wuV9qIg9Rq3UJkiNnMcJucnFwjbsuMNeJ2mUAkErEZz2xDLBbPmUBxpZBerxc6nQ4bNmxYkMxyuaSSFAmQqS9PClU3GAwIh8NzdhJdSmTThIUIjs/ng8FggNVqRX5+Purr69mgNVPIJlmZa49bKBSC0WiE2WxmVUXqI6JBaTQaZbO+NPMbCAQQiUSS+jTIgl0mk0Eikcy4v2tSyYs4duwY+5nH4zH5HpkChcPhKSRKJBJhx44d+Kd/+id87WtfQ3d3N26++Wbs2LED991337SDrEQigUOHDrFeMeozo2coESc677R+ykJLFw0SDocxPj6O7u5uSCQS/O53v0MkEknqVZHL5UyhQLEBUqk06fzT9UBGCLQNPp+PVdskEgm8Xi/UajWTWsbjcdhsNojFYkilUvbcMJlMyMnJQSwWg9VqhVarhV6vx/DwMJRKZZIT5dDQELRaLWQyGXp6elBcXAytVguJRIKRkRHo9Xp4vV4UFxfD5/Mx8nK5ErdsTKhlEolEAr///e/x4IMPwm63QyaT4Xvf+x62b98+Z0ISjUZXlNMhxWbIZLJZIw4CgQA8Hg8zTQEwbSB5uuNBxkLZwOTk5JyjANawNFgjbiscmay4LadU0ufzzfiepQjIXq6KG613sQ9Sr9cLo9HIBjV1dXVpZ/YI2czpyxZxi8VisFgs8Pl86Orqgl6vR11d3SUxGJtJish1BQ0GgygpKUmqKqZ+TigUQqVSpb0+qE+DBgiprmpcOQ/33xpxA7q7u+F0OiGRSJhkSigUwu/3Q6vVMrmgVCqF0WhklR7Cli1bcOjQITz88MP41a9+hf/6r//C3r17sWvXrinvBYB3332X9YQBYNUtIkFEECmfjcK36Wf6DBF2In6RSATd3d04d+4cI1oymQwCgQCBQIBVDun6ouoFXQO0PTTZQNcFvY/P5yMUCkGhUCAUCkGlUjFCKxaLYbPZoFarYTabIZPJcOrUKbS0tLDnfmtrK3p7eyESiVBeXo6JiQkmKSsrK0NPTw+LBeD2GEWjUajVaoyNjUGn02FychLxeBydnZ3MtGQlDeazgdWW4zYyMoJvfetb2L9/PwDgxhtvxOOPP47q6up5LWcppJJLCYo4SDf5SD2mXFKXGnHAJXUej4eZAS31GGBNKrn8WD1X+RoWheUmbukIFFcKKRAIUFJSklFTjeUIwwbmF4idimg0yjLXhEIhSktL50RUSFaVrSrcUhM3t9sNg8EAh8MBnU4HmUyGK664YsnWtxxIJ5UMhUIwGAywWCzMFTRd0zww90mdmfo0aIDg9/uZnMdisbA+jUQigVAoNKVat5oGSIsBDSbpOJEzXTAYZHJBgtvtTjt4lMvl2LlzJ2699VZs374dJ0+exLXXXovvfOc7uO+++5Lu2T//+c9MQkUEiRwaBQIBs/8nZ0eSbmo0GsTjcTZwo+2NRCJJhiE6nY7Zo8diMWYuQqYnVNWjCh6RL25/G9n8A2BxBXw+HwqFAoFAAOFwmLluRqNR9uwSCoXQarUQCAQYHh6GQCCAxWJBTU0N7HY75HI5HA4HBAIBJBIJFAoFBgYGEAgEUFNTg97eXvh8Puh0OkxMTCA3NxfBYBA6nQ45OTkQCAQQCAQQi8UwGAwQCARwOp0AAIPBMCXLay5V59WI1ZLjFgqF8PTTT+NnP/sZ/H4/cnJy8JOf/AT/8i//sqBzstqI20yg/jiJRIKcnJwpr3MjDgKBAHw+H8LhMAwGA5NHp6vWZWJ8YLPZUFtbu+jlrGHhuDSu8ksYmay4LXccAJBeCjlbtlYm1ptNzJe4JRIJOBwOGAwGeDweFBcXz/uYkGxrNRO3SCQCs9kMo9EIqVQKvV6PxsZG8Hg8ZiF+KYFbvSApbCgUgl6vz1jP3mzgDhBS5Tx2ux1WqxXFxcUIBAJTrLJp1jf136VkFd3d3c0qXVTJogkhkqSRkUYkEoHBYEBlZWXaZd100004evQofvCDH2D37t145JFH8MYbb+Dpp59Ga2sr/vznP7OeGLqPyVCErpVIJMKq+QqFgjlLAmA/x2IxVk2lihs54AFASUkJ/H4/nE4ny12jmXxu5Y4bHcCtvtK59fl8EIlEzOVSKBTC4/EgJycHIpGI9QXqdDpYrVb09PSgrq4ObW1tUKvVLLKks7MTZWVliMViGB8fx8aNG9HT0wOlUona2lp0d3dDLBajoqICQ0NDqK6uRn5+Pqseu1wuVFZWMiLrcrkgl8vR2NiIoaEhqNVqRvJooEvVi1RZWupgdzUQoFSshh63/fv344EHHkB/fz8A4DOf+Qx27tyJwsLCBS/zUiJusyE14sDpdKK2tpZN+FDEwXTPbalUOoXUzTXiwGazrUkllxmXx1W+ypEJydJyBEMT6Eu8r6+PfVmXl5dDo9Es6QBvuXKy5krcuI6IarV6UfLQxVT5FoJMXU9c0ko9Kq2trauuR2MhiEajsNvtLGC4pqYGarV6uTeLgaosarU67XbFYrGkvjpyEUznqEYVO3JKXA04c+YM/H4/VCoVq4JxXRtDoRCbXCHJoM1mY2Yb6ZCTk4Mnn3wSt99+O+69916cP38eN998M77xjW/A7XYDAKsaUZ8sEUcu+aLcNrLxD4VCzFhEJpMxQkJySZqRBz7MaMvPz4fb7WaVN27eGjlXkkEJgZZHpJVMEcLhMGKxGKv8icVi9lmZTIaioiKYTCZEIhH4fD7U19ejra0Nra2t7Prh8/morq5mMkqDwYDJyUlUVVVhcHAQdXV1KC8vh9FohEgkglarRW1tLXp6euByuWC1WlFeXs5kvjabjRHX2bK8UmVpExMTaU0kMmX8s5RYycRtbGwMDz30EN58800AwLp16/Czn/0MN91006KXfTkRt1RwXSXnGnFA2XV2u539nBpxQPdSNBpFUVER+Hz+GnFbAbg8r/I1ZAUkhaRBeVlZGaqrq1fsl0qmMBOJisfjmJiYgMFgQCwWy5gjYraJOUkzFwoy3LBYLFCpVHMirdns4VsqJBIJ5ojp9XqRk5OTterafDHbhJFAIJi2RyMejzNr+HT5RyTlSf23kp4Nf/3rX5N6vmimmq5D7vVPg0YKfy8tLZ1x2TfccAOOHTuGRx99FM888wzeeecdNDQ0QKlUQigUsgq6UChkph8kSyS7fDIX4UZzkMKAYgQoSoDP58Pv96OgoAChUIjJCpVKJfx+P5NGklSS9o2IC10HJLnkXq8ikQixWAy5ubmsZ9Lr9TLCR46RwMVeZgAYHByEVqtFIBBAVVUV2tvbcf311+P8+fOoqqqCz+djy6GQ7dHRUUgkElaVGRwcRGVlJaqrq1kUgN1uR01NDYLBIEZGRqBWq2edKJhNlpZqIuFyuWacoFjugOaVSNzC4TCefvpp7Ny5E36/HwqFAt/97nexffv2eWdtToeVuN/ZwnzM0OYScUBELhAIoKurCzt37mQy5lgshieffBJNTU2orq5GdXU1KisrL7te0uXEyhstrGEKMmkSkI18Ma4UsqioCBs3bkRbWxuKi4uXbL2zbVM2B/zpTFHcbjeMRiObraJBWibXmc2KGw0o5wNyx6SQ3NLSUlx55ZVzIi2pJglLCaoqZHLgFQgEYDQaMT4+jtzcXNTV1cHtdi/YxnmlB3BzZZSp4Ep5/H7/rBUO6q0js4xsIBQKYXh4mMn96Fqg0Gly6c3Ly2NEh2RIFotlVuIGXOx9e/TRR/GJT3wCP//5zwGAOUSm2vCTyYZEImH3eTgcZoHYgUAAKpUqiSxRMDYtSyaTsWNOro3cfDY+nw+RSASPx5NUeSPQ/ZcayO33+yGRSGCz2ZCXl4dIJIJYLIa8vDzY7XbW05abm4v29nbU19fj6NGjaG5uhkAggM1mg1KpRFdXF3Q6HQYHB1FcXIxgMMjMRzo7O1FbWwuBQIChoSFUVFSgoKAAvb29WL9+PcvWKygoYM8Zh8MBpVK56Pt4NhOJ1Bwvs9mMQCCQtnrBrdYtFVYSgUkkEnj33XfxH//xHxgYGABwURb56KOPzukeme+6Vks1fymQqWcjRRyQyqKiogIf+9jHAFx85txyyy24/fbbMTw8jMOHD+OFF17A8PAwgsEg1Go1Dhw4AD6fj56eHvzoRz/CmTNnWLW9vLwcH//4x/HAAw/MeTz47rvv4pFHHkF7ezskEgluueUW7Ny5E1VVVRnZ39WINeJ2GYFmVDM1w8WFz+djDojZkkLOBdyQ2mxBJBKxUFgyGpFKpSgtLUV9ff2SfLmsZKkkOceNj48jLy9vQZJAWl82vpjJNGSx66IB5NjYGKLRKPR6fZL5jtfrXdGujUvlKjmblCddtMHZs2fhcrlQX1+P/Pz8JTeZePvtt+H3+5mzoVAoZBVS4EMSQ46SdJxIhmQ2m+c8MDl27BjrVyMjkGAwyAgc9dG53W5GFKkKxo0F4E6kCAQCeL1eRrBCoRB8Ph8UCgWkUilCoRB7ThGhk8vlU4gq1/mUm9vGNTTh8XhMzikUCuHz+aBSqZCbmwuRSISxsTEIBALk5eWhv7+fTWp1d3ejqqoKBoMBTU1NOH78OIqLixGNRpnk1OPxoKurCxs3bsSFCxdQU1MDjUaD3t5eNDU1QaPRoKOjA5WVleDz+cjJyYHFYkF+fj5cLhc7XksFruV7OnB7jQKBAJOlRaNR9tlU05TFyolXiqvk2bNn8dBDD+GDDz4AANTV1eHnP/95RmSRa/gQ2fwOoZ7bm2++Oe3z1ufzsWvPYDDAbDbj05/+NPR6PYRCITo6OvDss8/i5ZdfxtmzZ2ftafzjH/+IO+64Axs3bsTPfvYzuFwuPP7447j22mtx6tQplJSULMl+rnSsEbdVgExHAmSKuHEdEAUCAUpLS1FTUzMtSVoOqRtVv7JF3BKJBHw+H8xmM6xWK0pKSrBly5YlIctcLIdUcqb1xeNxjI+Pw2AwAABKS0txzTXXLPg80PqyYb6y2BDuQCAAg8GA8fFxaLXaafPmZooDWAlYrjiA1GiD8+fPo7OzE0KhkFWcamtrWf7XdCYT3H/zHcgeP34cYrGYuTfSxAgRKyI3RO6IyJBE0WAwzIm4nT59Gt3d3ZBKpZDL5fD7/YyQEYGj7CaqcpPESSAQwO12M4IkkUiYRJVbxSXywOfz4fP5mOMjbTOdZ+qTkclkrGeNrP5JdsldJj3TwuEwJBIJMydRKBRs1n5sbAwAoNVqMT4+DrFYjFgshpqaGpw4cQL5+fnIz8/HuXPn0NTUhHg8jqqqKrS1taGgoAAWiwVlZWUYHR1FbW0turq6sGnTJvj9frS3tzMTJ8qqC4fDcLlcyMnJgd1uh1qtThu7kC2kVi+4SI3pIAMJMpZJlRMTwZutQr/c2XUmkwk/+tGP8Lvf/Q6JRAJ5eXnYsWMH7r777mXNHr1Ukc0KK9ewKB24PaS33HILbrnllinvuf7667Ft2zbs3r0b3/nOd6ZdVyQSwb333ouysjIcOnSIfYfeeuut2LJlCx5++GE8++yzi9yj1Yk14nYZIRORAJQvZTQa4fP5mBRyNn0ztw8jm6Aq41Lrr7k5dHK5HAqFAq2trVkjqiul4ubxeGAwGGCz2VBYWIjm5uZptfTzwWLJ1FKvKx6Pw2q1YmxsDPF4HHq9flaiulT7FI1G8d5772FkZARFRUUoLy9HRUUF8vPz53U9rpQct3feeQexWAwKhQLBYBCRSAQjIyO4/vrrk/aHTDq4vUgUbUCSwnSkLhV9fX1wuVxM+sPtH3E4HFCr1UwyyD0+qdb5BoMBer1+2v0KhULYs2cPy0CLxWJJrnBkAhIMBlkUQCwWS6q0UfWSx+MxIxWug2+qxDgUCrHPkrkJt5eOKouJRCIpkoDWyefzk75DuJMp3GBu6tWj54Rer8e+fftQV1fHcuMkEgna29vx8Y9/HAMDA7DZbMztsrm5GceOHcMNN9yACxcuYN26dfD7/WhoaMDp06exceNG8Hg8jIyMIC8vDzweD+Xl5RgeHkZjYyMCgQCkUikmJydXRPUpHWaL6eBW67xeb9ocr+kcXZdD6eL1evHEE0/gySefZOf461//Or797W+n7R3MJGgC4nIE15hkqeF0OqeNp5krKioqAFx8ls6Ev/3tb2wSgDvxuWnTJtx44434/e9/j2eeeeaynAxYI26rACshhDtVCllRUTEvKSStezmI21IRGrKvNhgM4PF4KC0txdVXX41QKISenp6s99UFAoGsrY9L3KjyajQaIRaLodfrMy4JzWZFcT6Eyu/3w2AwYGJiAvn5+fPqXcw0cTMYDHjttddw9uxZ1mNDlRUyjdBoNMjLy0NhYSGKi4uh1+tRXl6OkpKSKedrJRC30dFROJ1O5m5Gsj/qm+L2OfB4PGZrnRptQJli1OPl8/mmBJGTbPD5559HLBZL6nXkEheSFQJg9vwikSjpvWSOUVpaOu1zYNeuXYwkUTZaNBplWW0CgQAej4cRSNoP7nOUjgf13BFxowqd3+9n900oFGL7SNU6koJypZ9isZi9xj0OZEhEBikU8k0h3iqVir1fpVJBLBYjNzcXk5OT7HhRD/Tw8DDWrVuHI0eOwO/3o6amBmfPnkVLSwvq6+tx4cIFNDQ0YGJiAk1NTTh79ixaW1vR0dGBxsZGTE5Osp5HHo+HQCCAnJwclJWVwePxQKPRQCQSwe12s31eTZhNTkyOrlSxox5ROsft7e1pDVOWojITDAbxf//3f3jsscdgtVoBALfddhsefvjheYdoLxTzMee41JDN/NaFhG8Hg0F4vV4Eg0F0dnbiu9/9LgDg4x//+IyfO3nyJADgmmuumfLa1Vdfjffffx+9vb1obm6e1/ZcClgjbqsAmWw6nU+uWSQSgcVimbMUMpPrzhTSGYUsBolEAi6XC0ajEU6nE4WFhVi/fn3SrGm2q19A9qWSNIA9f/48XC4XiouLsWnTpiWrbGZz/6iHZzpwnUETiQT0ej1qa2vnTVQzIZWMRqPYt28f9u/fz2Sp3GUT8aJBt91uh8PhwMDAAFt3LBaDWCxmfUn5+fkoKiqCVqsFj8dDXV3dkkt9p8O7776LaDSa1OsVDAah0WhgsVjm3KBOfVjpZGtWqxVutxs6nY71JNL7ATACzOPxWEVKqVQm9YIBSBum3tPTg4aGhrT71dPTw/rjJBIJQqEQI3D0zKKKjNfrRTQaZYTJ4/Ewcur3+1FYWIhoNAqXy8VInUAggN/vZ2YiJMOMxWJwOp2sakPrpdgA6rMCwCps3BgEpVLJjgHtM2XcUaUuHo8jHA5Do9GAz+djdHQUfD4ffX190Ol07L16vR7t7e1Yt24dcnJycPbsWeTn5yMajbLomIGBATQ3N+P48eP46Ec/ivb2djQ2NjJDGJ/PB4fDAbfbjZqaGuaMaTAYoNFoMDIyAq1WO6frZLVgJkfXEydOoL6+PqnyPD4+nvF4g0gkgpdeegk//elPYTQaAQBXXHEFHn300bSD7aXEWhRAdojb5OTkvInbb37zG9x7773s98rKSrz44ou47rrrZvycyWQCgLQmNvQ3o9G4RtzWcGlDLBbD5/PN+J6FSiFnw3IRt0ytNxQKwWQywWw2Q6FQoLS0FE1NTWm/6JaDuGVrnWR3bjQaEQ6HUVNTg+bm5iWvLmZbKpmOJPp8PhgMBlitVhQUFKCxsTFtLtR81rPQipbRaMSrr76KY8eOMUMJWiaApGobty+L/k4g2RWZX7jdboyMjDCpltfrxXPPPQelUonc3FxotVoUFRWhtLSUSTAzIYVNh2g0CoPBAKVSCblczogTSR9DoRA7F4sFyftee+01llFGWWbUkA8giewSmSFZGPBhZY96lMbGxlBaWsr69QCgt7cXe/fuRSgUgkKhYOdAoVAwkkSyS1ofVV0or43cHBUKBSPosVgMWq0WIyMj8Pl8SCQSbJKNetYSiQScTieLAyADE+AiSSSyp1QqmXyTXqdg8Hg8zmSrdJyAi1K5goICKBQKRjLlcjkLMS8vL0d7ezsqKipQVVWFCxcuoLGxEefOnYPJZEJtbS1cLhdOnz6NK6+8EqdOnQKPx0NlZSXOnTuH9evXo6+vDw0NDejo6MDmzZuZVLKiogIXLlzAwMAAcnNzEYlEEAwGIZfLYTKZ0NrauuhrZDWAJhimqzwD6c1/AoEAq6BSL11qQDNXYvvqq6/ixz/+MQYHBwEAzc3N+P73v49bb711WSSLy9GGsVKQbeI23+ftbbfdhoaGBni9XrS1teGtt95ildmZQNEh6TJdaTxK77nccHle6asMmZRKTqcrJinkxMQEcnNz5y2FnA2rseJGroAGgwHhcBglJSXYunXrrA/J5Qj+Xmyu2kwgMm8wGBAIBFBSUoLW1lacO3cuazPZyyWVTDVZKSsrQ11dXUZkoPMlo7FYDPv378f+/fuZOx9VfYiY0THiVtrSrZMG+9zPErjXLpE9r9fLZKHnzp1LWo9CoUBOTg60Wi0KCgpQXFyM8vJyVFZWIi8vb8HHZ+/evfB6vUkZbxKJhJEjsVgMo9GYsTDYRCKBEydOMNdFuVye1LdF/xMBouNG9vfUl0Z/IwL3wQcfoKGhAXK5HG63G7/85S8BACqVivWW0WckEgkjb7R8OjfU5wZcvC69Xi80Gg08Hg/4fD4kEgn8fj/UajVkMhlcLhfbN3oGxmIx+P1+5OXlYWJiAnl5eZBKpXC5XGwbHA4Hu68TiQSTYZLbIe0/GZfQ9orFYlZBpGuTKrVUMQUuSnqLiorYREFdXR3UajWGhobQ3NyMtrY2uN1urF+/HqdPn4ZEIoFer8f58+fZALC5uRknT57ERyvibowAACAASURBVD7yEXR0dCCRSKChoQG9vb0oLCxEX18fmpubEQwGMT4+DpvNdslV3dJhLsYkqeY/qZ+fLn8xGo3i6NGjePHFF9Hf3w8AqKqqwkMPPYTPfvazy9pLuFZxW7lSSb1ez3p9b7vtNtx+++3YunUrAoEAduzYMe3n6FmXLnYoGAwmvedyw+V5pV+mEIvFSSQmk1LI2bCcFTe6yecKr9fL+vm0Wi3q6urSfsmtJJDJQCbBzR7LyclBVVUVM2agGf5sIdvEze/3Y3x8HJOTkxk1WUldz1yIm8lkwmuvvYZTp07B4/EAACPpNKgnssX9nUsuuP1qXHv3mV7nbif3PVwJJvUXhUIhjI+PJ30+Go1CJpNBo9EkkbqysjJUVlZCp9PNODF04sQJFthNtu5kqBEKhSCTyeD3++H3+zNybv70pz8lERTq3yIZIFX9xGIxnE4nSkpKGIERCARJ55PbNxaNRjE4OIj8/Hzs3r0b0WgUkUiEVaaIlNL1TeSUCF3q8qi3SygUMpJFEypOpxNarZZJGicnJ1lYN4/Hg81mg1gsZoHYPp8PwWAQfD4fbreb9VRxA76JkNI5DQQCrGfM5/Mx902y4x8dHUVjY2MSWROLxZiYmIBOp8PIyAh0Oh0UCgU6OzuxefNmBINBmEwmqNVqrF+/HoFAABaLBevXr8fZs2dx0003IT8/HxcuXMCmTZtYP1xHRwfq6urQ09MDrVaL6upqmM1mqFQqDAwMoKioCJFIBH19fZcFcVtsFEC6/MVIJIJXXnkFv/jFL9Db2wsAKC4uxj333IN//Md/RCQSwalTp1hA/VJHdaTD5U7cMpkJOxMmJycX7dK6YcMGbN68Gbt27ZqRuJHVv9FoRGNjY9JrJM3NdBbgasHleaWvMmSy6hUKhVgIcialkHNZt9frXdJ1TLfeuRDGaDQKi8UCo9EIoVCI0tLSjFVWsoFMSSW5/VvxeBylpaW46qqrpnwpZlsOkw2pJJnNWCwW2O12VFdXY926dUt2Dcxk/hGPx/HXv/4V+/btw/DwcBIR45pgpEoguaHJNJjmLpOOI7eSk24Z6apxtGx6byqh41ZjSKZHfXV2u50N+oj0i0QiaDQa5ObmoqCgAEVFRSgrK0NZWRl8Ph/sdjuEQiGkUikCgQDrK+OaLEWjUYyMjEz5Yl8IDh48yBxoRSIRxGIxAoFAksyQyBWZAanVatavxXVw5L6fCNa5c+dYZQq4SNA8Hg8jiGKxmEkVqZpFx5t7zgkUjwCAVUSCwSBcLheUSiUjnXa7ncUa0PmmgG2LxcKylCjrTSaTMZkhmWBQxhudD1oW9UVFo1FoNBqMjY2hrKyMVd2kUilUKhWCwSAUCgXUajVGRkbgdrtRX1+P48ePY3BwEPX19ayqtmHDBrZPDocDLS0tGBgYQE5ODvLz83HixAlcd911OH36NFpaWhAKhVBXV4fOzk40NjaioKCAZdTFYjFYLBYMDQ3hqquuuuSdBzMpGQwGg3jppZfw+OOPY2RkBABQXl6Ob33rW/jCF74wRcJGge9kmJJq/pMab8CtpC8Wlztxy9a+2+32eVfc0oEyDWfC1q1bAQBHjx7FP/zDPyS9duzYMajVaqxbt27R27IacXle6asQi3V4oyqSw+GAQqFAZWUlq55kA6nVvmxhJlfJRCIBh8MBg8EAj8eTURLLHWxlA4uVSnKrjAUFBfNyR8wGlrLi5vV6MTY2BpvNBp1Oh6KiIuTm5kKn0y3J+gjpyKjFYsEf/vAHVl3jDta58kQuaaJrLdXsJFX+yF0f11iDS8ZSSRt9lv7nkkLuMug1bk8U9/Pcn7lOhU6nE06nE8PDwwA+rCSKRCLI5XLIZDLWr0TVhNTtdLlci86nbGtrg9PpZD1nZK5Bx516uyhHiysHJOIiEomSPktSyXA4jHA4zExRxsfHIRKJEA6HkZOTw/rkyAmSAr8pwiC1J5GCr4k8SqVSaLVa+Hw+hMNhaLVamM1mlm8GXLx/SCY/OTmJoqIi1t/mcrkgl8tZXxzl0lFINPChHIuqgEQsqTIolUqhVCphtVohEAhgs9mg0Wggk8kQi8Xgcrmg1WphMBhQWFiIrq4uVFdXo6qqCv39/ZDL5WhoaIDdbkdHRweam5vR2NiII0eOoKysDDk5OZDJZPD5fNDr9ejp6UFLSwvOnj2LDRs2wGAwoK6uDlarFaFQCHq9Hmq1Gg6Hg23P0NBQ1lwOlwuZCN92u914/vnn8eSTT8JisQC4GJ59//33Y9u2bdPK8qhPM13fL90HJMH0eDyYmJhg97VAIEhbraN4g9lwuRO3ldjjZrFYUFRUNOXvBw4cwPnz53HjjTeyv5nNZrhcLpSXlzP1xA033IDi4mL85je/wX333cfGI+3t7Th48CC+9KUvXZZRAMAacbukwZVCUhVJoVCgqakp69uyknrcgsEgjEYjLBYL1Go1GxhkksRSBSxbbnyzOSGmA81GGwwGCAQC6PX6FVtlJLlapsCNchAIBCgrK2MRBkNDQ1mRZXL7zf7+97/j7bffZtW11GoZd/BOr3EJFTBVAkmv0c/cwGUuMaP3cat63IpeqlkLLT/1OuG+P5W8kbySSwq56yDiR5MdJD3kwuFwQC6XM3MOn8/HqjmHDx9GXl4ek/POFwcOHGAxA1QBIwc+IlMUXk0z3NxjQhWvVAkx9Y1RH5lYLIZWq4VIJILD4WCvUbWNbM1pO+h808+pg1N6zlBvXH5+PpOTUoQCcNGchJwDJyYm4Ha72WDXbrczeWgwGGTSSXJn5JqlUMUzEomw4yUQCJCfnw+v14vKykpGYikXTqvVYnJyEhqNBu+//z6am5thMBgQCoVQVFQEp9OJwcFBrFu3Dg0NDTh37hw6Ojqg1WrR1NSEc+fOQa/Xo7KyEmNjY0xm6fF4sGHDBrS3t+Pqq69GW1sbWlpawOPxWI8bHV+v14szZ85c8sSNrtmFYHh4GL/61a/wwgsvMEl2S0sLvv3tb+NTn/rUoipjPB4PEokEEokkbaYbVXbpn9vtRjAYZBMFEolkShC5TCZjz4hoNLrkqqGVimzHAVCFfjZ8/etfh9lsxs0334yKigoEg0GcPn0aL7/8MlQqFR577DH23h07dmDPnj04cOAAI3QikQhPPPEEPve5z+G6667DV7/6VbjdbvziF79AQUEB/vM//3MpdnFVYI24rRLMteKW6gpZXFycVEUiF6hsY7ldJbkSwFgsNq0EMFPINnGbK+lMJBJwu90wGAxwOp3Q6XTYsGHDis85ypRUkhsQrtPp0NLSMmXfs+VgabPZ8Nprr+Gpp56C0+lk8sJ0lS76mUgbESGqXNE/IjzcyhS3EpZK2LiYzoGSqjwAGKnhbh/XFIV+5/5M28qVaHJlhdz10/anvoeIFBEKku5RdhgA/OQnP2EDuJycHOTl5UGn06GkpAR6vZ6FkKcSwgMHDjAZN1XNqKeMfqdMrWAwyDLKyCBEqVQiFotBpVIlOXzSOXG5XKxvjeSXfD4fGo2G9dSFQiFWYaM8N5p0op42OubcYxqLxeDxeCCVSlm10m63s2uaqoPUy0b7SZV1u93Oet9oGRS/wOPxIJPJ2PbSdUeRA/SPz+cjLy+PPd8nJiZQUVEBn8+HaDTKnA3J5j8UCqG8vJwFZFdXVyMUCqGrqwtarRaNjY3o6urC/v37cf3112P9+vXo6OiAz+fDli1b0NbWBrVajYqKCrS3t6OpqQmnT59m72tpaYFcLkdbWxuqq6thMBhQWloKs9mM8fHxJa+kLyfo2p0rEokEjh49imeeeQbvvPMOu88/+tGP4t5778XHPvaxrKhyZoo3oKouN97AYrEwd1m6TyjugEgd9765lJHNitt8pJJ33nkn9uzZgxdeeAFWqxU8Hg8VFRW455578MADD6C8vHzWZXz2s5+FTCbDI488gm9/+9uQSCS45ZZb8NOf/vSy7W8D1ojbJQOv1wuTycScwqaTQtLsebbDKpeLuPl8Pvh8Phw5ciSrEsDliASYCZFIBCaTCSaTCTKZDHq9fto4g/kgW3LQxUglY7EYCwgXiUSzBoQvJXGLx+M4ePAg9u/fj56eHthsNjYDzXUS5JI1Il2pVSrgQ4kil/Sl9qJxe+GIFNF76HnAfY2Oy0zySe7rXBLJXX6617nbSNtPLpGpFSYicSQbTCQS8Hg8TKpDEkOS91177bU4dOgQiwmwWq3o7e1NquZxQ8jz8/Oh0+nwl7/8hcUBkPEJDYR4PB57dhGpIsJE1yP9nc4hN/CaiBwRqFgsBrVaDb/fzyoJ4XAYcrkcwWAQfr8/6dpLzZLjXrN+vx8qlYrJ0IhYqtVqRvzy8vJgsVjYNlGY+ejoKNRqNTv3TqcTKpUKfD4fZrMZRUVFLO9NpVIhHA4jEokwiSYNiqlCeOHCBeh0OlgsFmg0GmZaEg6HoVKpoNPpMDg4CKFQiL6+PjQ1NWFiYgJdXV3YvHkz6urq0NfXx6qbDQ0NGB4eZlXAjRs3orOzk7lNdnd348KFC9i6dStOnz6Nuro6+Hw+lJSUoKOjA1u3bkUwGMTY2Bhyc3NhNpsRi8Vw5MgRfPrTn87MzbwCMdfv9kAggNdffx2//vWv0dbWBuDitfa5z30O27dvx8aNG5d6U+cMHm/meINIJIKuri52DzkcjrTxBqmGKStRWbIQZOs7mOThc52M3rZtG7Zt2zan9+7evRu7d+9O+9onP/lJfPKTn5zrZl4WWCNuqwTpBtiRSARmsxlms5lJIWdzhaQv02xXWBYi5VsouCRFKpVCIBDgIx/5SFYf1CuBuCUSCdjtdhiNRni9XpSUlGDLli0ZqwKSXGylEjeqLDocDuh0ujn3L3KNHDIFq9XKetdcLldSNYtbueKSF6qUcV9LR4i40spUQwtgegkjt5qWShoJXIJHn+MuM3X7uPvAdZ/kfjZ1ObR8bqWNK1kk4kMZbkTkSLbH4/EQDodRV1eHQ4cOJVUEufvI5/MRjUbhcDhgt9vR39/Pjh3dE5FIhF1rkUiEyQ25Az2SCIrFYni9XuTm5rL9FAqFrJcnFAqxzxBRc7lcyMvLY2SQesvIzS8QCEAsFiMajSIcDrOcNNpObq8i7Q8RKDqGbrcbhYWFbF/ITpvMJOh3v98PPp/PTAIo/oXWTb163L43OpZkWKLVaqHX6zE6OgqJRML65+izZCozMDAAANi8eTMOHz4Mj8fDvoMGBgZQU1OD2tpa5OTk4PDhw2hpaUFVVRWrklVWVqK5uRl9fX3Izc1FTU0NTCYT64fr7u5GQUEBSkpKEA6H0d7ejpaWFnR3d0Oj0WB0dBRFRUXo6+u7pKMBZiNu3d3deO655/C73/0OTqcTAKDVavHlL38ZX/nKV9L2JK10UExHYWHhFHfZeDzOzFKCwSDsdjv7mSrq6QxTLtd+ubngcqhirnSsXZ2rDIlEgrlC+v3+KVLI2bBcxG2pQRJRg8EAv9/PssYkEgmOHDmS9dm1mUxRlgo0WKeQbLPZDI1GsyQ9fMCHZCobMo25VsHIHdRgMLD8p8bGxnntO3ewuxgkEgn87W9/w7vvvouhoaGk7U/tJ0slRKkVKO57uBlz6UhXqswxtV+MS6a48sjUvjn6ef369ayin2qUkVrN4y4/VeIJIGkbafvp77R+7vamqxYSeZPJZIzcUGj2VVddhZMnT7J9o2NGx4i7HfQ6t6eMe4ypr5IrmaT3CIVCiMVi1psjFArh9/uZIyO9l2ReNFMtk8nSnnuqXNG5pkkRLlGjY0lVRq5clAKvHQ4HG8BOTk4yaSJwUSYsEolYTxuRJ5JSut1u8PkX8+osFgvrlyPpJhE2qkzKZDIWpCuXy+FyuaDT6Zgck8/ns6w5glarhVgsRn9/P9avX48rr7wShw4dgkwmQ2lpKYt56OjoQH19PTQaDaqqqnDo0CGUlJSgoqICMpkMp0+fRlNTE9u/yspKWCwWWCwWKJVK+Hw+TE5OIj8/n4Wgm81maLVa7N27F//6r/86hzt49SEdcQsGg3jjjTfw3HPP4ejRo+zvra2tuPvuu5kcbTVjOnMSPp8PuVyeNi6EKkgkwaRrhvpVaTIltWKXjXiDuYL7jFtqBIPBy7aPcKVhjbitEgSDQQwODsJqtSY14c/3pl0uySIhta9lsfD7/Sw4PDVrjECDtGxX3LJ5nGmAdebMGUSj0SXv4QOym60227rcbjfGxsbgdDpRVFSETZs2LfhLJtWMY76w2Wz4wx/+gCNHjjDnPkKqoUhqlYpeo0pm6utc+WQgEGCDNJLipVbjuCQo1aEyVb5I20Pryc3NxZVXXskCnYkUp8oxuQNFWj7XCCVV4sntvaPtItC9SmSBKk7cyq7X60VxcTGAi89Feo9IJEJdXR1OnTrFzh8RotRjTOui45N6PrjHCQALtubxeMyYg/LLIpEIVCoV/H4/RCIRAoEAJBIJs/ana0AsFjMSxe2jI4kjj8dj/XIkfeT2F9K2xONxKJVKtg0E6kUTCARwuVyIx+NQKBSMyJBlv8lkglgshs1mYyHgkUiE5axRGDctjyqCdB5pQio3Nxf5+fkYGhpCU1MTk5hSTp3VamXXoFarBY/HQ39/P8rLy9Hd3Y3x8XHk5eWhoKCA2c0XFxdj06ZN6OjowIULF9jzfP369ejq6oLL5UJdXR1aW1tx5swZlJSUQKFQYGJiAkqlkvU8FRYWYnh4GJWVlSgpKWERC4lEAr29vTAajZdkjwz3ujp69ChefvllvP766yyMXalUYtu2bbjrrruwadOmZd7azGEhrpJ0T1J2YSpisRir1gUCAVitVhYPkkgkkgxTuAQvm20o2XTTnJycvGQr1asNa8RtlSAWi0Gj0Sza9Y+bgZRtkHxwsRUacgTkhjBeffXV0z4ws20Uwl3nUsPv98NgMMBqtSIWi6GiomLOdr2LRbZDsVPXFY1GWe+aRCJBWVlZRvr2FtLjlkgkcPjwYbz77rvo7e1N6htLnaygaloqmeFWodKRDaqm+nw+ZgnPbdznSuqoKkSSvtR+tdR+KdoH+qdSqVgWGOWnbd26FW+//fYUUgZMDf7mEiHufnLlndxt5R4DbgWM5Iokj6SeJ1oXyfGADytKV1xxBY4fP54kwUzdT6oU0zEi2/1U4kY9XTQzr1AoIJFImAxRIpHA6XQiLy8Pfr8feXl5Sb1vTqeTkRmn08nkpWSTT5U4st8nsxKXy8X61whUAZTJZIwk0fGkKlx+fn5S1hxwUQJJA3eqhrlcLrbfRCypH5jH47FeO41GwyTXGo2Grb+mpgbd3d3YuHEjampqMDAwwGTppaWlMJlMqK2tZZbuNTU1eP/99yGRSCASiaBWqzE8PAyZTMZknSMjIwiFQqivr8e6detgMBgwODgIl8uF9evXY8OGDRgcHMSZM2dw0003YdOmTejp6YHdbscVV1yB/v5+xONxqFQq2O121NTU4MKFC9i4cSMbZHs8HigUCrz22mv45je/Oa97fDVgaGgIe/fuxZ/+9CcWsQFclKjedddduOOOO6BSqZZvA5cI6Z5ni4VAIJhzvIHb7cb4+Dh7DgsEgrQSTMo9zBRWahTAGpYWa8RtlUClUmWkTL2cxI3b5D9fJBIJuFwuGI1GOJ1OFBYWorm5Oa0EYrr1Zpu4ZUJulw6pxFWv17NBSjalDNmuuNEglaprLpcLxcXF2Lx585Qw2MVgPsTNbrfjjTfewOHDh+FwOKZ1b+RWmbiv0+w4t8KTrlpMroCUdySVSpMIIbcKRi6qAFh1iNuLRlUZIi7pSBdZbXu9XuTl5bG8Mb1ej+Hh4WkrgVyikSrx5Mo3udvCfZ0GNtxlB4NBRiKJsEYiEVaFo0oKLaOmpganTp1K25tHx4UCtsnuP7UqSUHGZMohk8kYcVYoFExmRX13fr8/qc+Nrg1aL1XjRCJRUiYdnTciccBFUkXrIPJK8l26XgAwIun3+6FUKtnkhsfjgVwuZ8dLIpEwwkbHz263swoiVdS4bpLUj0dOmQKBAIFAADKZDGq1Gi6XC/X19ejs7IROp0NZWRmrqEkkEmYOYbVaoVAomBSPx+PB6/WiuroaLpcLJpMJeXl5qK6uhtFoxPj4OAoLC5kbpUgkgtVqRTgchsfjQVVVFXJzc3Hy5EmUlJRg3bp1sFqt+Pvf/44tW7bA7/ejra0N1157Lc6dO4fS0lI4nU4olUq2P+FwGCMjI2hra8PmzZvndJ+vZAwODuLNN9/EG2+8wYxGgIsTmp/73Ofw+c9/Hg0NDcu4hZceqO91uniDaDSaVK1zuVysWkefTSV1Uql03uQz21EAmQjfXsPisUbcVgkyNUsjFovh9/szsqz5YiEyzVAoxPq1FAoFSktL511VWQ6jkKVYZ6qVfSpxzSaRovVl67hSH86xY8cgk8lQVlaG5ubmJdH3z0bcqLr2l7/8BT09PawPKtXunksWuBUlYKrJRyqhAZBkcS0Wixl54jozpkoTATAiktrPlY7U0fJpnXw+HwUFBUkSSOqjEgqFaG1txcjIyJR+sXTElHu8aBvpZ65EMbVCR+BucygUglqtZsunyRvuMeP2YNxyyy3Yt29f0jHnVjNFIlFaiSj3OJB5CFXceDweI17UTyaXy5GTk8Ny2qiyT66KwIeSKyLlHo+H9YlRzhhtJxl8ELGTSCSIRqMssy4Wi8Hn80GhUIDP5zNJJT1X6XeSiIZCIZYvR0SRzr/b7U66FuRyedL1xefzGYmkapxarUYwGERxcTFGRkbQ1NSERCKB/v5+VFVVYd26dTCZTKisrGREk6pcwMVJphMnTkCtVqOmpgadnZ2QSCRQKpWorKyEUqnE4OAgNBoNtFotiouLkZeXh8nJSTgcDnbei4qKIJVKcfr0aVRUVGDdunXweDyw2WzYuHEjjh07htbWVgwNDUGtVkOtVjPZp1AohFqtxiuvvIJNmzatmH6l+aC/vx9vvPEG3nzzTbS3t7O/y2QyfOITn8AXv/hFXHfddVl3j17DRQiFwmnjDeLxeFK8gdPphNlsToo3mK5al4psV9zWiNvKwBpxu8wgEomWteI2l3XH43FmwBIMBlFaWoqtW7cu+AG1HH19mSJuqXJAvV6PhoaGtIONbBPU1BDiTIOqrGNjY3C73YjFYrjqqquWvHI6nQOqw+HAq6++iuPHjzNHNq5RCA12udJAbl8SMDUcG/iwd4l+D4VCzIBDLpcn2dCnMzKZzj0yVX6ZSCSYNJC2g7v9REDJQZEqRGRpLxaLoVKpUF5ejtHRUbY93H41bk8bgbt9qfvAJVU0yORWI+lfOBxmEkPuLDN38sDv97P3FRYWorKyklUHuf14VGmkamOqOyoRJposEIvFkMvlrAJZUFAAn8/HJJzk5FhUVMRIJvXeiUQiJlOk6h0A5h4JgGWnkfGHVquFz+dDLBaD2+1m5iNut5sNBH0+X1J2WywWQ05ODoLBIOuZUygUjPDT8Y/HL2bPyWQyVgUgksqtxBGxFovFyM/PZ8Q1FovB5XIhHA4zOWVubi7UajW6u7uxYcMG6HQ6BINBNtgMhULweDyoqKjA+fPnUVlZid7eXlRVVaGsrAwajQYDAwMoLS2FTqeDSqVCbm4u/v73v6OsrAw6nQ4FBQWoq6vD6dOnMTAwgPLycohEImzevBnt7e2Qy+UoKipCcXExzpw5g4qKCoyOjrLz2dnZicrKSlZlJWfXF198EV/4whdmfiCsAITDYRw9ehTvvfce3nvvPfT19bHXVCoVPvaxj+G2225DWVkZqqurFxRCv1qRTYOOTIBMT6YzhOEapgQCAeaESYYp1EsnlUrZ/Ztp74B0mJycnHP49hqWFmvEbZUgkxW35SJu3JnhdPB6vTAajbBardBqtaipqcnIF9BqI26JRAJOpxMGgwEejwdFRUVzkgNmm7gtVYWPG+cgl8tZde3YsWNZkbty++kSiQSOHTuGt99+G319fUkEhWsakUqogKmkjktoUqtN4XCYhTDLZDLmAkqVuNQqHrcPiyvPTJVocrdxunBv+p8IDckPiTQlEgk4HA7mpnbNNdegu7s7qYLGJVpEiLiyPvp/ukocvcY1waD9peUQGSH5IHDxWiGpIPChSUs4HMaGDRtgNBqnBEpzg6O520wDo0QiwcgUSSRJFqlQKFhPWyKRgMViYbLE/Px8hEIhlJWVob+/H8DFe4R68kKhEKuu2e126HQ6JBIJJm3k8/nMZIMqX0QWibAGAgFIpVImnSUCK5VKGVkiaa1QKIRIJGI9TVyjHJKker1etv0ulwsajQZqtRp2ux11dXWw/j/2riy4rfM6f9iIfScIggBBEuC+arEsy1vcpKkn0ybNgzOdabpMH5rJQx/SPNWddJqkSR7ah2YmyaQPbdLMuJlpMkkcJ04nTmPZjiVrpRZS4k4KBECCxL4SO/rAnuMfV5CshaIkS2eGQ4m4uPe/F/+9ON//fec70Siq1SpGRkYwMzPDtWS0kJBIJFCtVjE/P4+Ojg6cP38evb29zAgGAgFutBuPxwEAXV1dOHnyJMxmMzo7O5FIJBAKhdhUSa/Xo1KpwOv1YnNzE4lEAi6XCxqNBmNjY4hGo1hfX8fGxgaeeuopTE1NYWNjA/Pz8xgaGsKhQ4cwNzcHtVoNt9uNhYUFDA0NYWtrCwaDAbFYDEajETKZDG+88QbGx8fh9/tvyGrcr1hfX8c777yDX//613jzzTeRzWb5NbPZjE984hP49Kc/jY9+9KPMNF+5cuWRY9nuR1/aexm0YNYq9xHbG1BtXa1WQzweZ6OjVhLMvTAwicfjGB0dvev9PI67j8fA7SEKMVm703gQatzEIKe6cDjMveju1oBFGvdDKnkn7QDK5TLC4TA2NzdhMBjg8XhgtVpvGbTfD6nkXh2PwGowGLwnPeduJ0gi9oMf/ABvvfUWUqnUdYlBK5ZJyqaJboitABWBg2QyCZVKxeyayEKJ+WRTZgAAIABJREFUwEcEXjROAiVibZgozZRKE6WSTamhCZlxiNuTu6FodvLUU0/h6tWr7HpIc50s46UsIIEjERyK50cgSgqA6bgymYzdCgmcENAQe5gB7z9nlEolnn/+efz2t78FADbKIDaRjkvHI3dKYhjJKp/YKJImAuBaFTIEyWaz2N7ehkqlapJH0fb1eh2ZTAYajQaZTIblj3R90uk0yyJzuRyzrEqlklfbtVot16ppNBpUKhWeQ3QMAmAE/EulEtRqNXQ6HXK5HNcv5nK5JhBKEsZarYa+vj4Ui0Wsra1hbGwMBoMB165dw/DwMM6cOYNnnnkGs7OzGBkZQalUQiaTgcViQTQahcFgwJUrV9g23WAwMGPo8XiQSqX478vLyxgdHYXJZMLIyAgWFxexs7MDt9vNUkqr1YpIJIJAIIBIJIJDhw7BarXCYrEgFovh5MmT3DbA4XAgGAxCr9fD4/GgVCrh0qVLeO6557C0tASDwQCr1cqJLslVv/vd7+Jv//Zvm1iNVlI1Mvm5VxGJRPDOO+/gd7/7Hd5+++0mcxEAGB4exosvvogXX3wRR48ebQkyP2wg5lZiP50V73dI2xuUSiVYLBbY7XZ+VhGoy+Vy7IRJ30N3M6/j8fhjc5IHJB6N2f44OPY7uReD6kNoBT8cDrPE6HZ60d3Jccl5br/iVtsBNBq7fflCodBdy0LvB+N2twYs1HNuY2MDBoPhnvWcu5VoNBo4e/YsfvGLX+DkyZPMVJB0UhyTKPsDWrsqSo1IKNEnNzJK/i0Wy3W91sSatVZsHu2f5I80BjqeKI8U69VoO+nr9HdRRik2wSYQRf9+4oknMDMzw+dIwIb2Q+OsVqsM7og1I7aGrh+5VtL7pOMm0EbOkrRfOlea8wS8KpUK0uk0TCYT1Go1jh07hqtXrzbV/tE1JZAnMock76MxGo1G5PN5Bq2VSgXlchkWi4WNB8gdcXt7m/dDph6NRqOp6TWBg0wmA5PJxIkVnTNJEkulEgwGAzQaDbNy1KRbvO7Uy4zYRvqs6JgEBAFw3ztaHCKzm0KhgNHRUVy6dAlzc3MYHh7G9PQ05ubmMDY2hlqthkgkguHhYWSzWYyMjODKlSsYHh5GsViEz+dDMBiEUqlENpvlpveBQABbW1tQq9UYGRlBLpfD9vY2BgYGcOnSJczPz2N4eBherxf1eh2bm5tYWlqC3W7H5OQktFotfD4fM3OxWAybm5vweDxwOBxob2+HTCbDwsICs/NU97O+vo6hoSGsra2xS+rZs2fx1FNPsXlUpVJBsVjEb37zG3aZlNrAb29vc0N1qkO8W2OJarWKq1ev4uzZszh79izOnDnDLC2F2WzG008/jY997GN48cUX0dPT84H7fQzcHq0Qa9zoeXCz9gbUfLzVvJaydaRMoIWoRCLxGLg9IPFozvaHNPaCcbufWnACKVtbWzCZTHC73RgfH7/nY1KpVMhkMvf0GNL4IIOLnZ0ddlGzWq3w+XwtH7a3E3vVOPp2jncniwAE3EOhELNrTzzxxH1h14Bdk4af/exnOHnyJKLR6HWgCcANgYX4IwI28b3A+xIX6tdFrAOxeSJTRtdUlFXSGEQmr9Xx6Vgi00bjkm5D+6b9i+MQ7fGB3XuoUCjw//V6PYaGhjA3N8fHkF4D+lsrp0haHRYt+6XSSAKlBEiotxuZg5AEkZK2RqOBaDTKtV/EXun1evT39yORSPDxSA5JdVx0Telc6/U6CoUCrFYryxNp0UmtVnPdltFoZBYwHo9DpVJha2uLgQGdWz6fBwAecyaT4Xo7AoJarZbZt/b2dr5PqI8e1dWJdYU7OzvQ6XTcuJqOSfV0arUaJpMJFosF4XCYzQ8AcL+5ra0t1Ot1jI2NYXBwEPPz8/B6vRgfH8eFCxdw+fJlHDt2DJcuXUK9XofL5UIwGMTw8DCuXr2KJ554AvPz8/D5fE1AOJPJwGw2o1gsIpPJIJlMsjHWzMwMgF0gOTs7i7GxMdjtdjZ9iUajuHz5Mtra2vjver0e1WoVR44cwZkzZxAMBuF0OmG1WnH06FGEQiFcvXoVOp0Og4OD6Onpwfz8POx2O7q6urC4uAi/34/V1VV4PB7MzMzg4MGDSKfTeOuttzA0NIQXX3zxA23gRVCXTCaxsbHBc4OYczEBVigUWFlZ4d5009PTmJ6evs4kTK/X49ixY3j++efx/PPPY2pq6rZBmFir+ajEow7cbvXcqbVLK8MUWlwSXTDn5+fxT//0TyiVStDr9SiXy/jP//xPjI2Nwefzwe/388LJ49jfeDRn++PYl2JWYDdB3N7eRigUYobhXjeGlsadyBbvNlpdW/Fa1Ov1D+w/d7txr81CpHG7wE2UghqNxvvKrgHAuXPn8Prrr2N+fh7lcvm6HmPSmjAxuRfZIHpdlCYC7zsTFotFlttR3YIIylr1OaP90uvi2KQukNIx3kjCKY6PZHXie+n4tVoNhUIBRqORJYwymYz7lNH7n3jiCSwuLl5Xdye9huJYgOaWB6JRiLSRN9ngEysE7JpymM1myGSyJuCWSCQY+FONHgCYTCZObqxWKzN+JEOkc6Gx0muVSgU2m41dFUXmlJwjiSXN5/NwOp1sXGI2mxEMBq9z9VQqlcjn89w8W6PRMNNWLpeRSCSgVCrZWdJoNKKtrY17u5H0kZh1ut/J6ERk+PL5PEskAbCkFAAzh4VCAR6PB3a7HQqFAktLSxgcHMTAwACKxSJyuRwmJiYwMzODcDiMsbExzM7OolwuY2JiAhcuXMDo6Cjm5+fhdruxvLwMn8+HRCIBo9GIvr4+rs8rl8sol8swmUzY2NjgOjyaj2fOnOEEkVoONBoNdHR0YHZ2FlarlQFctVrF5OQkUqkUtre3EQ6H4XK50NHRgampKaTTaczOzmJgYAA9PT1QKBQ4e/YsDh8+jHw+j+3tbbhcLpjNZm7EXSgU8N3vfhcejwdjY2M3fGaQhLaVsUQ2m8Xi4iLOnTuHxcVFLC0tYX5+HteuXWv5/dPT04MjR47g6NGjOHLkCCYmJu66xk5sgfGoxKMO3PaiLlMmk3GbGavVCgDw+/34wz/8QwC7bNsf//Ef48CBA7h27RreeecdrK6uIhqNQqlUYmhoCK+88goAYHFxEa+88greeOMNrKysoFgswu/34zOf+Qy+8IUvtFwQkcYLL7yAt99+u+VrZ8+exRNPPHHX5/wwx6M52x/S2KsEdz/6monW9Q6HA8PDw1CpVJiZmdn3h+ytyhbvVeRyOYRCIW5gOTIycksPr9uNB9GchAwMQqEQCoUCurq67soh9G4XHLLZLH7yk5/gvffeY7MEUV4mZX9EJomSolavifJDYBekUt81nU7HzZRJ4gegiTkhyZ9U2igycCJok7JXtK1Y3ybWtEklnK3q7mgftM9cLse9vqQJYa1Wg81mg9PpZHkggT4pGynul4CR6BwpveainFFk2rRaLbs2imCWABDJBul4wWCQHRbpPAhMk0ui2IuNGBMCPeVymWvJZDIZdDodCoUCM+PZbBZarRY6nQ7JZJL3YzAYYDab2TCAWHBinmiMsVgMOp2Om2cnEgm43W6uRSOzGrqm5KAp1gUSgKXPXaPRMFiiZ161WoVer+f90LUsFAooFApwu91QKpWIxWLQ6/VwuVyIx+PIZrNQKpUYHx/H/Pw82traMDo6irm5OZw/fx5PPPEEzp07h8HBQSiVSthsNly7dg3j4+O4dOkS17VVKhXuS2e1WhEOh3HkyBEsLy9DLpcjmUyy8yaNiSISiUAmkyEejyMWi7GrnsfjgUKhQFdXFxqNBgqFAhQKBWZmZuByuTA8PMxM6erqKgYGBpBMJqHX69lx0m63o1AosEFLpVLB3/3d3+Fb3/oWent7eQwEhJPJJCKRCEu76SccDmN1dRWRSKTlM0cmk8Hn82FsbAxDQ0MYGBjA8PAwy16pJ+HCwsJ1EkwC7Lca4j33qMSjDNz269ytVisajQZeeuml6+YXOV9TfO9738N3vvMdfOpTn8JnP/tZqFQqHD9+HF/60pfwox/9iFv6fFC0t7fjX//1X6/7u8/nu/sTesjj0ZztD2k86MCtUqmwdb1Go4Hb7cbQ0BAnfFR/st9xP1wlq9UqyuUyTp8+DaVSCY/Hg8HBwXu6GrqffdWAmwNFsf+eyWRCT08PMyV3GiJIut04f/48XnvtNczNzTWxZlJZpBSYAeAaLSkIaVXLRQYHGo2miU2k44gMFoErSqZpn63Or1XNnNS8RJREio21aVsCjSIwlIJPEcxRDRCxXWTLL5PJWNr3zDPP4NVXX73u+OK+WoFGel2sqaOga6VUKlnGSCBLrVazkYfZbOYm1GSDT4s06XQa9XqdAQs5MZLsUgSitVqNW5WQtJPYK5PJxIwXuVdmMhno9Xpmf6i2TqVSsZU/MV07OztQqVQMUMgIQKPRIB6Ps1mHCN70ej3XnhAYpWdYvV5nUEmtAmifBPLJVKVQKKBWqyGXyyGbzTJwo/lKDosWiwVutxtutxtra2tQKpVwOBzo7+/HO++8A7/fj+HhYcjlcly8eBETExMIBAJIpVKYmpriRtc2mw3lchlzc3OYmJjAxYsXeXxkLENmKQ6HAzMzM7BYLBgdHWUAMz09zY2NCbxSiwear/l8HgsLCyxppXNaWVlhoEaLA9TCYmFhgWsGdTodEokEy+ej0SjLUCuVCv7oj/4IFosFpVIJyWQSyWTylr4/2tra0NfXB7/fD7/fj/7+foyNjWF0dLSlPE0MqVtgLBbjOUDy3FbGEo8au9YqqGfhoxr7pZxqtdAH7OYB3d3d/P+XXnoJL7/8clPpx+c//3kMDAzg61//Ov7jP/4Df/M3f/OBx9Tr9fizP/uzvTmBD1k8Bm6PYJCz5F6wPo1GA/F4nBkVl8uFQ4cOtbSupyR1v2O/mCiq6wgGg7yCTK5s+xH3WypJiWcwGGR3uCeffHLPVgTpeLearGSzWbz22ms4fvw44vH4daBMatDRCjRJk3ypMyNZtBMLpNPpmuY+MUb03lZjl0ofWx2/VU2dOI5WLQFE9k0KmMT9E4AUzUho21wuB6PRyIlRMpmEw+GAUqlEuVyG1WqFwWBgoCStCRSPIYJuKbMmXldRwklSIPGzI3BCnzHVPgG7BiXb29vQarXMolWrVWxvbzNoIzBI4JBqsohtazQaDAbJYp+ko/l8ntliMpjR6/UsI43H45DJZMyUENikZx/NB6pxW1lZwcDAABtilMtl3pbcIZVKJbs/kosjSQnJtKRSqcBoNHLdGjW/phYAdrsdOp2OLeXb2trQ29uLK1euYHl5GSqVCoODg9jZ2cHi4iKDXp/Ph6WlJXi9XnR2dqK/vx/T09OYmJjghtijo6NYWlqC2WxmI59kMon+/n7Mzs7iyJEjSCQSaG9vRyQSQWdnJ86fP4+pqSm8+eabKBaL6OzshFKpxIEDBxAOh5HNZnkMTzzxBBKJBF9PYrNpoYQ+PwJ14vOGahFpXpK8lrYlBpYWBOheyGQy/H8A3KLD6XSiq6sLLpcLbrebf/f19TELeCchdQuUPgOk9UeRSKRlw+ZKpcJM8KPCQtHiyeO4d5FMJrkf5AfFjWSMf/Inf4Kvf/3rmJ2dveXj1ut1/g561Jjkm8WjcWd/SGKvJu5etAQoFAoIh8PY3t6GxWJBX18fy5EetLjXgLFcLmNzcxMbGxvQarXcd+zChQv7+uV5v6SSpVKJa9fMZjP6+vru2mjlZsf7IJnlxYsX8ctf/hIXL15kAwppiEyVuJIoZchaASZKvqmXFhlAkGuhWEcm7eEmMlDA+9JB0YK/u7sbGxsbnJC2Al3i+EUmTgrK6BhAM3CUMlzi+EQZI5lckJsiMXkqlYprz5577jm89tprTecpniONkT5DOrZ4zpTwimwoOVUSQHE6ndjZ2YHRaEQ2m4VarUY+n+frlM1mmdGh8yXDEJJLFgoFvidpPhEIBXZt9kulEqrVKiwWC7dqUKlUbEZC7JjJZEKxWOQm3WLTdGJg6TqS/I9Yt2KxCKPRiFgshmQyyZJMugYEOAl8trW1IZVKcb1dOp2GwWBgECOXy/maEItHc5QYLIvFglQqhVqtBpPJhHq9jv7+fly5cgVLS0tob29Hf38/AGB5eRnFYhEjIyOQy+VYWFhALpfD4cOH4fF4cOHCBQwODqK9vR0XLlzAyMgINjY20NnZiba2NqytreHAgQPo6+vD+fPn0dfXh/X1dWb5qDF4V1cXmxR1d3fDbrfzXCMZ48zMDPr7+7G6ugqdTge9Xg+z2QyNRsOtBmh7ukYE1KkJuUwmQyqVQrlcZhaQWC5y16QaxI6ODtTrdZTLZXzyk5/E5z73uXvmeHwrQQytWH8kBlnAU0N0WkTdCwv4hyHEetVHKfbTQZTKPO4mQqEQAMDpdN7S9uFwGAaDgQ2YXnzxRXzjG9/A8PDwXY3jwxCP3mx/HB/YCPtGUavVsLW1hXA4DAB3bK5xt3VKD0KItVv5fL5l3zFazd+vL/39lEo2Grt919LpNC5cuAC3233PTWdu5tSZz+fx6quv4sSJE4hEIk11X/ReilaAirYlpgp436FNnN+06k2SNZvN1mTHL5UFSkEfhbTWjMYwMDAAo9GIrq4uvPvuuzx2cRuRuREba4sMl8i4ifsQFzBoHyLDJpWJymS7hhg6na5pYYD+rtVq4XA4YLfbkUqlrpORivI8ESATaJNeGzLXIHlcW1sbdDod90GzWCyo1WpIJpPo6+tjmRSxJiRl1Gg0XOMEgJkIkoyKLR7oGtAx9Xo9crlcE5tGNYrFYpFr3XZ2dth4g/5GgIhcCXO5HM83Mh2hz4dqyBKJBGw2G19TAl5yuRypVIprsei6kmMlAO79Rv3e6HqTCyUAOBwOJBIJZnMIqCYSCXR0dGBgYADz8/OsEvD7/dBoNAiFQhgZGYHJZMLExAQWFxdx6tQpTExMYHh4GHNzc0ilUnjyySdx7tw5dHZ2olarIRQKwefz4cyZMzhw4ABcLheq1SrX0JEz5enTp9H7/826g8Egrly5wsYgGo0GWq0WdrudJb5dXV3I5/NIp9OIxWKo1+vweDzMMup0OrhcLqhUKvT09CAcDiOdTiObzUKlUmF0dJTB8MbGBnQ6HSYmJrC9vY1kMomhoSFEo1GWJdZqNZw4cQKhUAhf/OIX0dnZ2fLZc7+DFhb0ej3C4TBGRkb4NWIlxYbNYisSum7SurqHSYL5qNa47ZUxya1ELBZDe3v7Hb+/Vqvhq1/9KpRKJf70T//0A7fv6+vDM888g8nJSSgUCpw+fRrf/va38dvf/hbvvvsuJiYm7ngsH4Z49Gb7Qxx7BXZup68Zyf9CoRBSqRQ6OjowNjbWUtJxq8e+18YoN4q9AIzFYhHhcBiRSARms/mmtVv7zYDthxRVPH+LxcLNmPcjWpmhzM7O4tVXX8Xs7CzXAImgQ8owSaWHYr2Z+JoI2sS+Tmq1Gnq9vsk8RAyRZZIeXwRU4hhpO4vFAo1GA5VKBbVajYMHD+LixYvXgSlR5tmKiRMZLqAZMImmHiITJzJtUuasWCxyfRAxQXStaX7/3u/9Hl599dXrrqU4RgJlIsvWqm5CdIVUKBTY2dmBwWBoMtug95HdutPpbGqFkUqluB8byes0Gg0biNDnR+Oj39lsltlTcjmUy+W86pvNZtlsg8AUSdnoPAicEGgkgEusXrFYRHt7O9bX16FSqZBOp6HT6Vh6S2YZhUIBcrmcnS3JnVQEnmTKQawaAUs6R5ISkp0+ANhsNt7/1tYWM21zc3Mwm81wu93weDzQ6XTsuDo4OIjx8XGsr68zwDxw4AAWFxexsbGBsbExrK6uIpVK4cCBAzh9+jQOHjyIaDQKq9WKaDSK7u5uXL16FW63m6Wf5Pap1+uxtbWFy5cvY2pqCsFgEDqdjvtSKZVKuN1u/t4i05ZqtYrOzk4EAgFmqYHd75n+/n7IZDJ4vV4Au2yn0WhEJBKBXq/nxukmkwmlUgmFQoGPFYlE4HA4oFAosLW1hZdffhnPPfccPv3pT7Oz6oMWrWTkN7OAr9frTRLMRCLBfb6I5W3F1j1o9WSPMnDbr/OOx+N3Bdy+8IUv4NSpU/jGN76BoaGhD9z++9//ftP/X3rpJXzqU5/CCy+8gC9+8Yv4zW9+c8dj+TDEozfbHwfa2tp4dfVGIZpL6HQ6eDwejI6O3jXwuV/ATZRF3W7U63XEYjEEg0FUq9VbZpf2G7jdKxaz0Wjw+VcqlabzP3ny5D05ZqugZHVnZwc/+9nP8O6777KjoZTlamUyIro2tnJVFAEPuTxSTZBGo2mywqdtgOb+aq3GQNvQGOhYBFxoTDabjVfPydAmEolga2uLx0gJqwispOdA27ViE+k1qRmJCOxINiZtfk3jLxQK0Ov1bMJRLBZhsVgwMDCAxcXF666ROA7avwjapM3B6Tj1ep0ZNzIhyWazsNlsqNVqSKVSsFgsXAuWzWZZAkbghto8yOVyrk8TWcZGo8EgjT67fD4Pk8nEiSzV8NG/8/k8arUagyWxj12tVkO5XGYjEzK20Wq1WFtbg0KhYEYQQJODJZ07SQRF4Eny1Gw2C7vdzo6TZrMZhUIBxWIRNpuNPzsCNfR5GQwG2Gw2mEwmbG5uYmpqCtVqFUtLS8wcKxQKGI1GXLp0CYODg1wXZ7FYcP78eQwMDKC3t5cdJ9PpNIaGhrC9vQ2VSoXOzk7s7Ozg3XffxVNPPYVLly7B5/OhVqvB4XCwlJpkjARK4/E4bDYb3G432tvbubYwk8k0SWwtFguMRiPK5TK3kFAqlchkMvD7/dxnkBYUYrEYOjs7sby8zAYv+Xweg4ODqFQqyGQyXDs3NDSETCaDWCyGcrmMjo4OxONxllGWy2W8/fbbOHHiBAYGBjA+Po6jR48+UA2Jb1c6J8oopdFoNJokmNlslhs2UysREcwRayeaIu1XPMrAbb8Yt2g0esdz/R/+4R/w7W9/G5/73Ofw8ssv3/EYnnvuOTz//PM4fvw4qx0e1Xj0ZvtDHPe6xo0ASjgcRrFYhNvtvivr9lZxPxwexePezgM+n89zHZ/dbsfg4CCMRuMtv3+/gdteR7FYRCgU4ibhJOO7X7G2toZXXnkFa2trTbboUsDVqhaMEuibvU7gj5L9crnMiRsZI0hryW5FHin2YKP/0z5pPFR8Tf8ni/tnnnkGP/vZzwA0O1PSsek3HVcKyqQ1b9K6PbpmxDpRbRYBIKVSySvzBCqJiaJ7Sa1Wo1KpYGJiAgsLC02GJ1IGQKlUMjClMdC1INaKJFxyuZwZJQJvdHxiuWq1GtLpNEwmExt7iC5zVPNGZh/UMFasHySwQ8cvl8solUowm81IpVIM2EgeSWYp1JuM2LD29vamZtoktwTAfdMo2SiXy9yjjQAkAb1Go8HgmLYFwLV01JS7UqkgHo/DarUim81yfRe5XhJLmM/n2VCmt7cXsVgMoVCIzUSWlpYwNDQEs9nMc+zq1avw+XywWq2QyWTo6OjA3NwcOjs74Xa70dXVhStXruDy5cvo7++HQqHA+vo69Ho9RkdHEYlE4PF42CjGZDLB4XBw02pgN+HW6XQwGAy4cuUK7HY77HY7jEYjDhw4wOYgYuN1vV6PZDLJ46T5vL6+Dr/fj2vXrvHnCQDb29sYHx9nk5ZKpYKtrS123lQqlTCbzWyAkM/nUS6Xkc/nYbVaWbpKBjCVSgVXr17F3NwcfvzjH8NsNqOjowO9vb0YHh7G4OAg92rc79jLmieZTMZsZ6t6ZTJloh+6TyqVCuRyOUtd76a1wa3GY+B27yORSNy0v+GN4stf/jK+9rWv4a/+6q/wb//2b3c9jt7eXrz11ltIJpOPgdvjeHhCZBDuNKTgKZfLIRwOIxqNwm63w+/337Mvn/sF3G4VRFEdXygUglwuh8fjQX9//x1p/h9G4CZlFz0ez542Cb/d2NnZwS9+8Qu8+eabWF1dZZaDQgQjIiiTgjoRSEiZODJYIYkQSbREeZHYe0wMETRK5Zf0N+B9pkxksiiIsaGmxzabjXtvtbW14aMf/Sj+93//t0n+2KpmTqwlo23E1+j9N2Li6JoQIy6yggQkxPoq0Y6dmis/9dRTeO+9967bLwCWoYkOluJ4yDZeLpez4YbRaGRApdfr2S2R7P3pNxlP0DhisRhbybe1tXFCTsk3ASVicOm5ZDabkc/nkc1mYTAYmmrFaF7RPU3jEZl8AmcymQwulwtXrlxhQEzgmFwiCRyXy+WmXmsy2a6bp6hKoDo4ckXMZrMM7slZMp/PN4F3uVwOg8GA4eFh2O12zM/PQ6lUoqurC2tra7Db7Thy5Ajee+89LC8vw+/3M2ian5/H/Pw8urq64HQ6+bVAIIB4PI7+/n4MDQ1ha2sLs7OzcDgcmJiYwNraGmZnZzEyMgKj0YhoNMrjpvnZ39/PjdvT6TQzdYlEAnNzc9DpdOjp6eFrSgsGOp0OcrkcY2Nj/JmI91ij0cDExARSqRQzp41GAysrK+ju7sby8jLfo7lcDhaLBX6/H/l8ni34NRoN2tvbUSqVkEgkAOxKS0W3UWqCTnXONO5f/epXXF/Y3t6Ojo4OuFwueL1e9Pb2wu1239PaMVqE2I9QKpUwGo0tF/LonqKfaDTKzrsAmlobEFOn0Wju+NrQXH/UYj+BG/XjvZ34yle+gq985Sv4i7/4C/z7v//7noD2paUl7hn5KMdj4PYIRltbG0qlEkKhEMLhMBQKBTweDwYGBu75A/B+M243CqrjSyaT6OjowPj4+B3X8VGISe5+BSVut/s57uzsIBQKYXt7Gzab7bbZxb2O+fl5/PSnP8X09HRTLZYoSRMZLtHoQgQxokshbSNKGim5oH5PxASJTY1bmWtI5ZFShklk1yhamXFQLRSBt0qlgmKxCKvVyuzRwMAATp8+jUwm01KeScm+VP5/X4qjAAAgAElEQVRI45CCNvH9IvMnAlt6H/Wko5V0CmKlyHSD+teRI2YoFGraT1tbW5NEUtpHThwXMVxkuEHukqJtO42BbPUdDgeDPdovARmSfAG7CQgBK5HtIgYhm82ivb2dHRl1Oh2b/pDcmn5T3RyxbqlUCmazGZVKhd9HDBGxSwQOqNE09Y8jN8p0On2dnJTOh6SBIvCmJJgs4WnRwWazsUEK1cIVi0XY7XYUi0UEAgEsLS2ht7eXHRuXl5fR09MDh8OBgYEBbG9vIxKJ8DPRaDRibGwMkUgECwsLaG9vh06nw8GDB7G+vo4TJ05gbGwMNpsNMzMz6Orqgs/nY+t/Op/19XV0d3djdXUVSqUSa2tr8Hg8aG9v5880GAzC5/NheXm5aZ7QHBkdHcXq6moTkw3s2va7XC5sbm4yaFcqldja2sLAwADLKWluJpNJmM1mboxeKBRQqVTQ2dnJNY9Uz6xSqZDL5VgmSGygKL8Fdp+lgUAAgUCAx06gymw2w2q1oqOjg9nLu20lQLGfLoM3C7lcznNPGsSUi0zd5uYmO7WqVKqWdXWPIqP2QUG1tvsRt1vj9tWvfhVf/vKX8ed//uf4/ve/f8N8ZHNzE+l0Gl6vl/MtcsyVzuXXX38dJ06cwCc+8Yn76vL6IMTju+Ehi7th3OiLKhwOI5fLoVQqYWpqal9vgr1oRXAnoVKprmO/qGH4xsYG1Go1PB4PRkZG9kzOQTUV+xnE8t1KDWG9Xkc0GkUoFEKtVrsjdu1OgWKrKBaLeP311/Hb3/4Wm5ubTUm9KDsk2SOBJTFxk4I2Amziqny1WmUbea1WC6vV2uQMKZ6XlJ0SX6P9A82gDHifYRPPQSrPpGSczDhoFZ+kbfV6nVmtj370o/j5z39+Q5aNxiUCIulPqzFIDULEGjMR8FFtls1m4+tCQIOOS3LAgwcPIplMcpKsVquvA24iwCTJG7GaZrMZ6XQaGo0Ger2egZfJZGI2jiR2JKNrNBoMouj60/1OdYoE1KlWjowW6HPSaDTcrFqr1SKdTjOrR4mlCHJFcE89wURGLhaLMfsnk8lgNpuxtbXF16RcLqPRaMDtdmN9fR0DAwPIZDK4cuUKRkZGYDabsbS0hKmpKSwuLqK7uxvVahVra2tsBtLX14fNzU04HA42TCHHxUqlgo2NDbS3tyOfzzOjt7GxAa/Xy6xXe3s7A6rFxUXY7XbIZDJ4PB5YLBZEo1GcOnUKNpsNNpsNXV1dcDgcCAQCzCJ6vV5mDtfX1zE5OYloNIrNzU2Mj49jcXGRAYvT6eR6t3g8DoVCgY2NDe7PZzAY2Pb+8OHDSCaT1y0o5HI5jI6OIpVKXbeYUSqVMDAwgHA43FSDmE6n0dbWBrVajWg0yq6s9Dl5vV5EIhG0tbWx46fD4UA2m+X/k7uqaOBB+xHnh8h+0bygMaTTaQQCAX6GkdTPZDLBarXC4XAwqPN6vfB6vbf0Hf2gALebBcnAW7U2EBdQCoUC8vk8NyJv1dqA2Lq7VSA9rEF1m/sR8XgcHR0dt7Ttd77zHfzjP/4jvF4vfv/3fx8//OEPm153Op34+Mc/DgB4+eWX8YMf/ADHjx/HCy+8AAA4fvw4vvjFL+KTn/wkfD4flEolzpw5g1deeQXt7e345je/uafn9jDGY+D2kMWdgArRCdBkMsHtdnNB936HSqViN7b9DLHRbiqVQjAYRC6Xg8vlwsGDB+9JA0865n7GrQC3QqHA7Fp7ezuGhobuuEn47TbFbhWLi4t47bXXMD09zcXvIpCQskQiAybKIoFmq3xRjkc1azs7Oyy1k9aViewU/RZrsUSWS1orJgWONKZWDJgIVoiZobHSAgPJFYntcTqdvLIvnuuN2hqI8k1RRiplECnE60Tvp15j1PuKEiiDwcBOiRQajQbVapWlhaJkknq+0TkSQBU/Q0peSZap1WoZaNG/ya7fZDIhm80yU+L3+xEOh2Gz2RgMEdMtAsJUKsVNqckplOrVcrkc9Ho9jEYjkslkU1sA6v1GbQcI/FFtH9XdWa1WFItFyGS79XodHR3Y3t5mMEnPmHw+38Swer1epFIpHD9+HMeOHYPL5cLMzAwmJycxPj6O6elpHDhwAOvr69BoNHC73ZiensYzzzyDCxcuoL+/H2q1GuFwGF1dXfB6vVhZWcHw8DBSqRS7KlJSHIvF4PP5YDabMTMzA5PJhLa2NrjdbsTjcbz77rtwu90wm80wGo3o7e1FoVCA3W7HyZMnYbfb4XK54HQ6odVqsbKywi1BHA4HJicncfr0aTidTgaBlGyvra3B5/Oh0Wigo6MD2WwWOzs7kMl2zXlIok33r06ng8/nw9bWFjtq0txOJBLw+XxsmiQuNGxubrLkMZfLNS3uAEB3dzcKhQLS6TT32aPPUKvVcusIYkDtdjubztBCi1j3Jt5fYkNw8bkiBZhAM9jK5XLI5XIIBoP8Gi2K6fV6WK1WtLe3w+l0svOnz+fjZ/fDANxuFvSsUKlULUs1pK0NIpEIM9dnz569YV3dh1VGuZ9SyWQyCbvdfkvbnj17FgCwvr6Ov/zLv7zu9Y985CMM3FrF0NAQDh8+jF/+8pd833s8Hnz+85/H3//938Ptdt/ZSXyIQvYBqxWP5lLGAxz0pfZBUa/Xsb29jXA4zE6InZ2dzCy89957OHr06L4/1JLJJDY3NzE6Orqvxw0EAlz3YjAY0N3dDYvFsmfsWqvIZrNYW1vD5OTkPTuGNC5fvoy+vr7rZI40H0KhEK/yO53Ou/6iP3/+PMbGxm6btS2VSvjFL36B3/3udzwmGifwPqig1WtiNYgZEdklilagiRJ06qdHibpYv0Xvpd9kyU5yPXEMBAqlTCDtU8oGSuvi6Pxof5RcGAyGpp5KVqu1qVGp3W7HpUuX8M477zDoE/cjslcAuPcVXUMRnIryUgIk9FvKipF1PIHGvr4+AGAnSWr6nEgkeMGAgE0ikcDm5ibXpdH1Fd0q6XMihojqzah2jcAhNdHu6OhgFpvs4Xt7e1lSWSgUkMlkEI/Hkcvl2KFQqVRy82v6XMk1UKVSodHYbXtiMBiaVAF0PUgWajQamWnTarWoVqtcK6fT6RjkEmjJ5/N46623WO2wuLjIRhkktxwaGoJGo8Hly5dx7NgxqNVqLCwsIJFI4OMf/zjC4TC2trYwMTEBrVaLzc1NmEwmRKNRjI+PY2ZmBgMDA6jVakgkEujv72eJ39DQECf+lUqFgeTc3Bw8Hg/Onz8Pl8vFDGqxWGRZ1MWLF2G322E2m6FWq/k6kbyJjDk8Hg+y2SyCwSDS6TR6e3vR1dWFSCSCYDCI3t5edHd34/Tp0+xMLJfvNvU+dOgQpqenAewmor29vU3fb2RK4nA4EIvFeBFAvKcMBgOq1SqDdmJb6R622WxIpVL8GYrzkCS2uVyO56JMtltPSYY4IptGDB4tItDcpIbeBNponHSPEjvSagFIWu8pMnH0fJLWzdJ76RlCn1F7eztGR0fR3d2N3t5ellx/WKNSqWB2dhZTU1MswSQTIaqrI2b0YWhtcDtx6dIlDA8P35NFZzEajQaef/55XLhw4Z7mS4/jurjhxX7MuD1k8UE3TjabRSgU4mLSG7EplJzst1Z4P2vcGo0GO6jlcjlotdo9d8m8WdwPcxLpMQuFAoLBINv5joyM7KkuvlVvtZvFysoKfvzjH2NmZoaNFoD3m0GLtVbiolKrWjLpyrW4wk0ggGp/KLmmbUQgQb+lr4ssFo1BZANbvSYCKamjI/0WJVXEQInnTIwN8L77YLlcRl9fH44fP37dGKRMmnR1v1XiRufYqh8drXwTWLZYLCgWi2yFr9frWZ5ILI5Go2FXQ0qQa7UagxeRKaFxkgxU6vZJDBi5/JHET6fTIZFIwG6381yhtgT1eh0dHR2IRqPQaDTcc40ScmL54/F4E+NH8s9cLsesHzE05CQJgGWI2WyWXSSJvc3lctBoNMhkMlynUS6XGXAA77tbqtVqbspNTaGnp6dx+PBhDA8Po1gsYm1tDYODg5ibm8OpU6dw8OBBlMtlXLx4EYcPH+ZWCB0dHSgUChgZGcHs7CwOHz6MeDyOubk5HDx4kCWeVC+SyWRgMplgMBjw9ttvw2KxYHh4GI1GAxcuXIDX64XRaITb7UaxWITL5cLW1hZfI7PZDKfTyQA5Ho9jZWWFnT+JhYtGo2w0c+DAAUQiEczOzmJ8fByJRALxeByHDx+GXC5n1mxxcRGNxq47ZFdXFzY3N5tqN7PZLNxuN8rlMra3t3nOKxQKZlIJ1BMTQfVtmUwGbW1tsFqt3KeM5mc8HgcAWCwWbrdQqVSQz+f5vIxGI+RyORsYUbS1tfEcphpKmUzGNZl0f4jzWgRdNIfF55b4jJDWndJzjraha1Aul9kAZGVlBRcvXuTjqlQqWCwW2Gw2OBwOdHV1obu7G16vFy6X66EGLgCamHoCY1LjikajwWoLqmMVWxvQd4T0Z7/yhDuN/ezjJmWsH8f9jcfA7UMQVKsVDodZSkMrrTeKDzNwKxQKbONvtVrh9/tRrVaxtbW1rw/j+wXcyuUyr3YDu7Kge2U8cyvnWC6X2Rlya2urKUERV5hbmWOI8kVRlinWjQDvS+IoKaMaCmk9mjQREgEb0OzIKIJFkamSbkPsSStQR2ydCELp+MR00T4VCgXPz0ajwfbntK1Op8PTTz+Nd999l5kkGocIwIg9k851KbAUZaBAM/gl2SO589HiDxltEGAjaSEdG9h9HpFrH0nOiI2gz4FaLpA0lNwZjUYjEokEN9wmIw9ijGQyGSdc29vbzAZSkqpWq1Gv12EwGLhOks6V6tKo3xsBAjIrUSqViMViDORIPpnL5RickgOhWq1m2VylUuG5aTKZuJGzyWTiWj3RCIXeQ0xJrVbD0tISBgcHuYVAMBjE4OAgOyF2dXWh0Wjg9OnTeOGFF7C0tITt7W0oFApEo1GMjo7i9OnTePbZZ7GwsIDp6WmMj49zawcCLxsbG/y5zc/PY2JiAtlsFrVaDYuLi+js7ER7ezu0Wi2GhoZgs9mQTqeRSCQQi8WQyWRgsVi4Do2YLYfDgenpadhsNlitVv4sL1y4AJvNhvb2duRyOcTjcfT19eHy5csYHx/HxsYGLBYLPB4Prl27hnq9zuCNXCnpniFjEOoNR7V8FLFYDAqFguswCSDTZ5PJZBiQk/ENGdgQwFcoFFx7ReCbtiF2SzSnEc2PCLCRrJfuNZp74nOk1QKP+KyisUgXZcTFJemiDf0QaKPnUiqVQjKZxMrKStP+qRWC1WqF3W5HZ2cnuru70dPTg+7u7n3vtXoncSutAIgpVavVsFgsLfdBoK5QKHD/RmI8pRJMMgC630BGrKO8l1EoFO7aqO1x7G08Bm4PWYgJZzweRzgcRj6fh8vlwqFDh26ZNm9ra3sg3R3vNFpJAUWjDVpJ3c/Yb+CWz+eRTCaxsbEBl8uFsbGxe/7AvRnjtrq6ih/96Ee4ePFiU4NhCpFlkwIikUkD3pf70f/FvmtUn6JUKqHX6xmwEACRMjp0bOB9MEPbi9uJiZCYJLXahzhGqTRSTNRaAT/6NxmUUBDrBIBBXG9vL15//XVeWaYxUv0PJZRiQiuaJJA5gwjaRCBJ1va0Sq3T6VAoFGA2m1lyaLPZUCqVOLErl8vMPESjUa79qtd3+7+R5IxWtwlMkKkDgVay89dqtU1946i2TKPRsCkE1dzZbDZks1n09vYimUyyw6Xo6EpzjySWGxsb8Pl8SKVSkMlk2Nrags1mYwOSTCYDtVrNCbtGo2GDE6rhIzdBuVzONW5Go5GBGiXv1LeO5pPYoJgYnYGBASwsLCAcDsPj8aCnpwdvvfUWlEol/H4/99acnJyEQqHA9PQ0hoeHEQ6Hce3aNUxOTuLixYuYmprCxYsXMTQ0hPX1dSQSCa7xEaV40WgUExMTOHHiBObn5zEyMoKnn34as7Oz2NzcZCOC/v5+6PV6GAwGOJ1OZhytVisuXLgAs9kMm83GUsWjR4/i2rVrWFtbg1qthtPpxJNPPont7W0sLy9Dp9PB7/djc3MThUKBjUCKxSK2trbg8/mwtraGSqWCUCgEl8uF9vZ2dt4kcJXNZiGXy7kejdp5lEolyOVyrplTKpXMNtJCCLFpNPepvo/kjKIDKX32IoNGc5SuJ81RAmQk16T7jmTHBJjE+10qf5QydLSd+Lr0OSV+riKbT/e7FPTRc5POJ5PJIJvN4tq1awz06J40mUywWCxNdXVerxd9fX0PTCK/Fz3cbtbagBYDb9TaoFVd3d20NngQIxqN3paj5OO49/EYuD1kUalUeLXVYrGgp6cHZrP5tld/6Mtwv0MqgbvbyOVyCIVCiMVi6OjouKEU8H60IdiPFbl6vc5956hOheQw+xFS4FapVPDrX/8av/71rxlEi4CGGBdyA6QvXanzo7iS3Up6WKlU2Lpb6gxJCYy4ci1NhMSVZzqG+BrwvjmAFOC0GicdR/qZS1fXxRBBFwEcAleUjNK5kvxQq9XiD/7gD3D+/Pmm85TL5U2F+PRbTEgJbLSSVtL1UCgU2NnZgdVq5USUQAzJTQGwKyKNlYCZuJpfKpWg0WgYvEilr/SZUh2KVqvl+ioyEKF6uXw+D5VKxQwYsLv4RPb+1HRapVJhZ2cHmUyGx5pOp7mNgF6vRzweZ5YQeB8IUC80ApcKhYL7v2m1Wk786VyI8TSbzU0yOKVSyYsJFosFJpMJW1tbfC3J+CSTyWB1dRWdnZ3sNEhgo7e3lxkSh8OBgwcP4vz58xgfH+fEsKOjA6lUCqdOncKzzz6LM2fOYHJyEsVikRksv9+PeDyOzs5ObGxsMButUqkwMjKCS5cuYWlpCcPDw+jp6UF7ezvi8TgikQg2NzcxMjLC7KvJZOJ2B0eOHEEgEGBHWq1Wi4GBAWZuyARlYWEBJpMJQ0NDaDR2e6r19/ejWq0imUwik8lgbGyM+2YODQ1hZWWFn+tkkENSOAJR4tymz8pgMDC7SosGjUaDAR05n4pMFjHBtDhDzeHpeUT3L4E1YnZFsFCr1ZgNJkAmlTeKrLto1EN/l7pSikyKVFopPk9FVUC1WuUm19IFJBH4ifuQPu/E5zUZf2xsbDQ9a2Sy3RpAs9kMu90Op9PJ3zk9PT23bGKxF3GvDVmopcettjbY2NjgxaV72dpgP6WLiUTiMXB7wOIxcHvIgpLzu22KfL9s+fciqtUqIpEIwuEwlEoluru7MTg4eNNVroexGfbNQgpYiV0LhUL7ep4E3NbW1vDaa6/h9OnTbL7QSupDyRCAls2opVIfoLmWjFbWSbZkMpmaQJFoziGyZ+KKtMhGiSvXUqZPZKrEBQdxBbtVkkQJVasxiOcpJnpkrkDJGf0mgw4CNpVKBWNjYzh37hyPU1x1l0pI6XXRjr+VLb94/YjFtFgsPJfIjAQA153l83mWDGUyGWi1Wm4cTbVharWaZXr1ep2Bi7iQIpfLuc8ZAUe1Ws3HLhQKMBgMXHtmNBrZGZSAO9VUAWDGjF4XE046JjW0zmQyqNVqzKjJZDKkUik4nU5u2K3T6VjqSHJLSl5LpRKbnpAbZi6Xg1qtRiwWQ61WY2aUAFu9Xsfg4CBWVlYQCARgs9nQ29uLUqmElZUVyGQy+P1+1Go1rKysoFgsYnx8HC6XCxcvXsTIyAjy+Tw2NjbYHGR5eRkTExO4dOkSRkdHkcvl4PV6EQgEuP9YV1cXtre32VBFoVBwfRw15CYnyc7OTq4dm5+fZ1MXakpuNBrh8XjQ1dXFbouBQAA+nw9Xr16FzWZjJ1SlUoloNIpoNIqOjg5UKhUYjUbuGxePxzEwMIB6vY5wOIypqSl2viVDqc7OTtRqNQb0NOdpLos97sT5D4AZT/E+l4IhkZkUnxP0b1rwEO9jqayxlQxbfN6IoI5eF5UD4vtFNl5k/aX7p3GIcnOpm670mXoj4Hej+lzxXGm/xWIRpVIJ29vbmJub45pXuueprs7pdMLlcrFZitPp3FPAsReM250GMbI3am1A7C1JcsXWBtQLsFVd3a1cn/0878eM24MXj4HbQxYqlWpP7FDb2tq4ke39CFpxv9VoNHZ74IRCIaTTaXR2dt5WD7rbNdF4EKNWqzG7plDsNk2XAtb9bPpdqVRw/PhxnDlzBrFYjL/8xRVjkglJZTjSJEi66iwmH7VajRsI1+t1WK3WJuAh1ndIkyCgWZL4QQYiYg2JFPTRb+nquZStE4GClM1rdY1o3wRIa7UaAxzptuTu+NRTT+HEiRPX1buISau05k78ERd9xOSSEm1KOkiSSMlfPp9HqVTi36LDIkUqlWKwQICN2CYCb8TWibK0nZ0drouj9gKNxq4jHBmAEAtGzAo5WaZSKQYT29vbAACdTsc1UtRWYGNjAwaDARsbGyyNolo1YhSr1SpSqRSD0kQiAYvFglwux01vqfZJp9NxY3S67pRU5fN5mM1mTuJoHlD/ub6+Pq7bKhaL6O/vx8rKCpaXl9Hb28vmEWQAcujQISiVSszOzsLr9WJsbAznz5+H3W6H3W5HqVTCyMgIFhYWMDY2hrm5OWbMlpaWuK6P2NxAIIDu7m6MjY1hdnYWDocDqVQKOp2OfyqVCo4dO4ZQKIRCoYBoNIpKpYLV1VUcOHAAW1tbMBgMMBqNDPSJjQsEAlxHPTQ0xM2/r127hnK5jIMHDyKfzyMYDCKTyaC/v59rKsVa7bW1NaRSKVgsFmaCiSWj+U71aCK4IKt+0eFRfNaIbLp08UcEMuLzqJXEWgoKxXtKrK2VLrS2YuulY6D9SBdaxMUnUQouVS7QfUvjFF8Xz1PcRytgKK0RbgU+KarVKhKJBJLJJJaXl5skmlT7abPZuAk5maV4PJ7bBiP3E7jdLGixrK2tDWaz+brXpa0N0uk0K0gIELaSYIpze7/q9WOxGJssPY4HIx68Gf84bhp7tVp1P6SD4rFvtUl0uVzGxsYGNjc3odPp4PF4MDY2dtvXYb9kBdIg9uRu2FFyCk0kEujo6GBb8FaxH8xiIBDAT3/6U0xPT7NBAH2pSMGQmOCICQjQDKikSQwAlqEA4C98krLdTLbYChTS70ajcR3YEl9rVe8mbiNN1sTXWm0jnqu4TStABYDryMT/E8NEYKfRaGBwcBBnz55tknCJ4xABKF1Psd5KTPJEUEomIZS0E9tFtT12ux2ZTAYulwubm5uw2+2cqAHNheylUolliCTjono4AvDE/MvlcnZKpJoy+rzJGXFnZwflchkWi4Vr+QwGA4rFIielxWKRF2mo5kwuf79PmzjPSEInnjeB50wmw33AGo0GO0aSayGZkwBg5o1q+cjQg+SVBN6A3WffxMQELl68iNHRUfT392NtbQ2ZTAYjIyPo7++HRqPB6uoq6vU6+vr6oFarsbq6inK5DL1ej/HxcczNzaFcLmNychILCwvIZDIYHh5GKBSCx+PB6uoqhoeHsbi4CL/fj8HBQczPz8Pv96NYLCKZTGJoaAjnzp3DwMAAJicn2cCCehwajUZmQZ1OJ89tkt7G43GYzWYEAgFmdOi9XV1dbEVPZklWqxWbm5vQ6/Xo7u5GOp2GTqeDTCaD1WpFJBJBd3c36vU6gsEgurq6UCwW0dXVxbWLolsiJewi40yLQ/RDCyK0wCAFOaJ8Usq00T5FCbbIUrWqnRXZvFavt3rW3Iypky7MSJ+ZouRYCh6l0kfxOomgTsrEUYjPbRG8ShewRFAn/haZQDrPen23Nx61yhHHSQ6eFosFDocDTqeTaz57enpaLtISU/+wBUl7Wzl+1+v1prq6eDze1NqA2OFyuYxYLMag7l5JRuPxOLq6uu7Jvh/HncVj4PYQhpgE3mncT6kk1dfdCLg1Gg0kEgkEg0Hs7Oygq6sLhw8ffihcrqRBQOp2H6q1Wg2RSAShUIjloB/kFAqAZXd7HdVqFf/zP/+D48ePIxAIAGhOMEQgIJX5tGKfRHZMXNmmFXcyvzAYDE3AohW7JN3HjYChmLiIK8Yi2KG/KxSKpnMQ/y1dmab90+utgKP4cyO2j2R4FosF9XqdTS/q9To7FdbrdQYyL7zwAn7zm980ySPFhFEcAyW6rVbmKeGVy3ft9RuNBjNUtPBAzoQmk4nnMiVSxNCRVJDqF0ulEu+vUCg0JXxyuZwNZQjQq1QqpFIpmM1mVKtV7qtGfZkIGBHTRT0ZydWQJI8iqKLzA8ALVVtbW2zLT9ehWq2yCy3VrpHkUUz61Wo1twSgFgBUMwbsysRSqRTLQemaGY1GpFIp1Ot1mM1mZLNZlg4SIFtbW4Pf74fX60U0GoXJZMLy8jJ8Ph9GR0exsrKCtrY22O12TE1NYXV1FcVikeWGZ8+exbPPPovl5WWoVCrEYjHY7XYEg0E2+lhYWMDg4CD315PL5bh8+TIGBgbgcDjgcrm4xiyZTKLR2JXojo+PIxqNMvinvlg6nQ6jo6Nca0ZMbSQSgV6vRzAYhEqlYuA9PDyMnZ0dJBIJpNNpyGQyDA4OolarcauA3t5eWCwWxONxGI1Glp+K/RsJtEiZdJrTxJbqdLqm70qamyIjRu0kpGBNlF6Kzyd6nktr2cTFI6mMWrqNCGZuBMqkzzIpmydlDKXPPHGB6IPeL2XRpM/VVuchBZatFtPE56vIWorgVnwG5nI55PN5hMPhJoAMgJ1MySzF5XIBACYmJvBhCrlczoy3NIhdjkQiSKVSyGQy2NrauqetDeLxOKampu7mlB7HHsdj4PYQxsMO3G7kaFksFhEOhxGJRGCxWNDX18c1THsR9KV2OxLNuw0Cbrfq9kmNbJPJJJxO523JQel4eykJDQaD7AxJ7NeNpHitGC4RRIgAQ7rqTAmfTLZbu0YJv5gYiImIFFTdDLRJndroffQjyjfFc5GOU5Q7iXNSTD5aJTDS8YpJkJT9oy9mhULB0kJK7AkYUT1XR0cH7MdYPHsAACAASURBVHY7J9hiHYyYiIkJpnRlnFa6aQU3m81Cp9Mxi9Ro7DohkhU+MWvRaJRt32UyGdfokVSXgBo1TafrTDVsZPBBbpGxWIzr2qjnYi6XQ6lUglarRaFQaHK5pLlIgJZeI9OPXC7HjbzJzITYy1QqxQ25jUYj3y9i2wOyj6eG3CJwVCgUKBQKUCqVfF+TVE+r1fLnRdchkUhgeHgYmUwG09PTbHawuroKrVaL9vZ2yOW7Danlcjl6enrQ2dmJtrY2LC8vY35+Hn19feju7obBYMCpU6fgcrng8/kQjUYhk+3KskZHR3HixAkcOnQImUwGgUAABw4cQDAYhF6vh81mQywWQyQSQb1eRzabxdjYGAKBAK5evQqn04n+/n643W5mrKj/FdXKRSKRpnlNdXKRSKQJ0FFrBjJLoWsxPz8Ph8MBhUIBk8kEk8nELKfFYkE6nUapVEK1WuW+ayQ5pRpQYunI/ZTmID0HxGcG3au0HS2ISBdvaA5TTSTdT6Llv3ivELCTfpe0Yuylz5JWLBq9V2TRxDESWyV9Ht1I3thqsYzGIS7sSY/TiiWTLvSI14PmAG0rbiOeayupKZ1HKxmo+HnReZZKJUQiEUQiEVy+fBmNRoMXaoxGI8xmMxwOB/erc7vd6Ovrg8Ph2LMc4n6HTLbb2qCtrQ02m+06EzKxro4WSFq1NtDpdAzqPqi1wWNzkgcvHgO3RzTup1mHKNOs13ctxMlUw+124+jRo/dEt347Es29ilu5zqLZikqlQnd3N0ZGRu7oy2YvPtdqtYo33ngDb7zxBveCo6DkiL4IaPVbTJzEmgjxS1+6Eks6/0qlgra2NhiNRk7oCWwBzc6SYmIklQJRiPsHrm9SLSZSImiTjlOUW0kTJHHlmACJ+HlJExiylSbTDCmQotV9YtTICERclRbZM3L6O3bsGH75y182GaHQtrQCSz+io6Q0QSL5HyVL1HC7UChwvRrVMhE4icfj7PJHoA1AU5NiYtBkMhnvi66LTLYrYyPQRfOWkmUCb7QCTX25iHmhtgPE8lFNndj/i+rjqLkyHZ9YO+pJB7zvVErMJs0Nai8Qj8dhs9lQKBTQaOyapJD9O10rAnTAroSyq6uL+0i+9tprUCqVbCRy+vRprKysYGhoCGq1Gl6vF8FgEJVKBV6vF0qlEgcPHsTc3BxmZ2fR09MDuVyOJ598EpcuXUIymYTP54PNZsPVq1fR1taGyclJpNNppFIp9Pf348SJE/jIRz6CU6dOYWxsDN3d3WxEkkgk0Gg04HQ6YbVasba2hvfeew9Hjhxh+SkleTLZrgzS4XBcByCy2Sz6+vq4NQ214KhWq9Dr9XA4HNxDk+oIzWYztFotkskkkskkt3/o7e1l985QKISOjg6WvCoUCm5LQWBVBDl039EzRARm9HmKrLP0mUegTrqwId4ndH/QPSNlz8gohX6Lz6NWLJf4vJDKsKWgT7xvpIsz9MyksbZaLJOyW9LzFJ9bUsAnvk8m2zX5kYI+8ZlK/5aasYjbieMkhYN0rFLlgPQ49PmXy2XuNTg3N9cELqnOzGq1oqOjg0FdT08P3G73vvRC2+u4UY0btacwmUzXvUbfQQTqqAk5LZyo1WpotVpUq1XMz89jaGiI25F0dHTsx2k9jluMx8DtIYy9WD26nytQlAgmk0l2LBoaGmqp997LIEnXfgI3SrJbRSaTQTAYRCqVum2zlRvF3Uglw+Ew/vu//xvnzp3j5EgM8Qu1lWMkbSN+IYssGQBe1SYjAZ1OxzbeAJoSITqO9AtfTIBagTbaD9DcnFqMVivjIoMo7kPKwEnBqRQwEagkAFQqldgFkVY3xeOIAJdq2Wi132QyMQNFCSkZtRiNRhgMBhw5cgSnT5++7pqL9TviqjZdUwJvlGRSIgqAmS2DwcA1DnK5HNFoFF6vFzs7O/D7/QgEArDb7QysiKWhBYRCoQCj0chyQ5JB1mo1bhWQyWQ4EaFnANW4GQwGbpKt0+mYAaK5QdeY5JzFYhEul4uvr9VqZZt9YLeujWSSJNUEwHV8JM/NZDJN7QcIHMrlu3V51HqgXq9zsiOTydDV1QW9Xs9mJlarFZVKhaWRw8PDmJ6eRk9PD/x+PxYXF7G6ugqfz4fBwUG0tbUhEAhgcXERXq8XXq8XIyMjCIfDWFlZQSKRwJEjRzA+Po5wOIyZmRk4nU5MTk4iGAzi/Pnz6O/vR39/P86cOcNOk+Pj41haWkJXVxd6e3uxtLTE/fIIrI6MjCCbzWJlZQUqlYpbJlBirVarMTg4iO3t7etYmVgsBq/Xi2QyeZ28Ty6XY2xsDKlUihnleDzOC3VkZqPRaJBKpWAymVg2TO0eiH1Lp9Pcr5FkxMRM09wneS+Nje51Am0iUBHPQ3ym0T0uXQASrfzF5xHd77Q9GfmIzz86vggOxeeZdBzi2Gn/0mcWPfOkn0erRRwRuNF5SJ+H4jNOfPaJ4xAB2Y3MTug16XcEXStxnOJ8of3fjFEUrwXwvmuoeAz6TdcwlUohlUphdXW1iXVUKpUwmUxNTci9Xi83Ib9Vpcx+B7nd3k58UGsDAnWBQABvvvkmvv/972NzcxPJZBJ//dd/jcHBQfT398Pv98Pv98Pn8zXta3FxEa+88greeOMNdsP1+/34zGc+gy984Qstj9sqfvWrX+FrX/saLl26BLVajY997GP453/+Z/T19d3W+X6Y4zFwe8RDmljfy6C6LWJxBgYGMDAwsG/SxfthyEIJMUW1WsXm5ibC4TDUajW6u7sxOjq6Z5/B7Uola7Uajh8/jtdff52LxaVf+uIKp1S+I+13dDN5Dq30UXIsNoEWv0xbgSEpUyb9QqftpCvg9B4xCRJd1sRtxHGIciYKcQW+1co5HZfs0amPmcViaWImxWOKCR8loXK5nJ1TAbBccmdnB8ViERqNhsdZKpXQ19fHc0pc6SY3Pfq3dDW90WhwU+tKpcJJjChPI7MR+vyoDo3cz2jVlwBOPp/nhDCTyaDRaLCNP52XWq1Go9HgxBsAs3jJZBJmsxn1ep2lihqNhmseG4332yIUCgVO2oHdZEahUDBLJ1qUEygjMxdi0qamprC1tYV4PI7Dhw9z78EDBw7g7NmzUKlU8Hq9WF9fx/DwMDcwn52dxcGDBxEIBLCzs4Px8XGsrKwgFArB7/fj8uXLmJycRLlcRjqdhsViwfDwMI9NqVTCbrejt7cXa2truHbtGkZHR+F0OqHRaBAOh7G4uAi1Ws1snM1mQzgcxu9+9zv4/X64XC7Y7XYEAgHMz8+jvb2dzUoikQiOHDmCmZkZ7r1GclcCSfV6nZmTzc1NFItFOJ1OeL1eqFQq2O32JnBSqVQQCATg8Xiwvr7exDKXSiUsLS3B4/GwmYJ4vwaDQfT29iIWi7GMViaTYX19nZt4EzNKvfOcTieKxSJyuRzLW41GIwNhYgEp6RSbYYsLNzQOKfsjAh4p2JGy9lLWXQQ6BOilxkv0fKUf2ieZLomqBGKGiK0TQ6wlawXaaJtWz04ag8ja0VgppPuQLvCIwFK8VuJ1on+3Yv7F85AyhvS6uH/puYpjlD6bxWcpbSdl68TzFM+FnuckrQ4Gg021d3L5bs0vubZS6w1qbdCqYfd+RbVa3VNXSZlMxtJJm82Gb33rW/zas88+ix/+8IdYXV3FysoKLl26hJ/85CdYXV2FXq/HG2+8AQD43ve+h+985zv41Kc+hc9+9rNQqVQ4fvw4vvSlL+FHP/oRTp06dUNTNYqf/vSneOmllzA1NYV/+Zd/QTqdxje/+U0888wzOHfu3GOTlP8Pmbi63SL2rlPy49izoBW9u40zZ87g4MGD99xWNpPJIBQKcd2WRqPBzs4OBgYG7ulxpbGwsACbzbav1raBQIDdsoLBINLpNFwuF9xu9z1bzTt58iSefvrpm26zsbGBn//85zh58iQymUzTCiuApsRAauwhmpCUy2WW0YmAjr5MK5VKk8RNrVY3ATaRnRK/kMUESQRkyWQSNputpXymVV2HGLSPVttImTrRtVBMLsRrQedB7yebfGISpU5f9GVLQEpccdbr9ZDL369BqFar8Pl8kMl2bfKpBQjVoBWLRZaKUW+7EydOIJlMcoE6JYFSKaa4Oi3WMmk0Gq7PIiCn0+l4m66uLtTrda7Jomup1WpRr9exurqKeDwOmUyGYrHINvnE/JFjJjlBUuKfz+chk8lgMpk4IScgWK/X+XzFZI7MSaxWKzfI1ul0sNvt6O7uxtWrV7ke6+23325iD7PZLJRKJbLZLGw2GyYnJzE9PQ2DwYChoSGYzWYsLi6ir68P58+fx/PPP4+trS3kcjn09fUhkUjA7Xbj6tWrOHbsGK5du4ZcLodDhw4hHo+jVqshlUrB4/FwHVexWIROp8N//dd/YWRkBNeuXePrsrm5iWvXrmFwcBAqlYqZxXg8jq2tLYyOjiKbzXKtTjabhcViwczMDAO6QqEAq9XKzpEEoqmH3OrqKo4ePYpz587hwIED3H8uk8mw2QaBpkQiAZVKxU6TUrZHoVCgo6MD6XSa2VNRpmc2m7lFg5iQy2S7ZiFkPCJ+nv/H3nfGxpWdZz9TOL1xhn2GvXfVbc5qDcQFgROkwMm6O0YS//IPB8gfp8AFdowEAYwgCZBi4Ev+BElsbxLDhpPYXq/jtaRVoSSKYlVh7xxOLyRn5vvBPEfvHF1SWq2ktbw8gECKd+aecu95z/u8z1vMZrNKRJRMJpWrZbFYVAWdU6mUYkidTicsFouKwySTZTKZ1NlIxpNyiJ4WkoEi6DoIDOkGHCkLjGLB7gdUpPwhGJYAUd5XuoHy+Uh3Z8n2UTYEg8F7mDjeV5etuszjOhqVCjFy49QNWQcBQxkHC6AM4NKgpp8z+nrqgIr9s0wE+5EGNd19XX+PdZArmVMjNpDXpdwLBAIqWUpDQ4NiyUOh0D3nz6NsY2NjaGtre+wZNUulEl588UVcvXr1vvNhhlq9/MEf//Ef4ytf+Qr+6q/+Cp/5zGcO/P7u7i5aWlpgtVpx48YN5X1x9epVnDx5Er/zO7+Dv//7v3/rk3p62oELfsS4vYMbk4Q8DuC2u7urWACn04lwOKzitmKx2NtSQ+4wt8XH0fb29hCPx1UdKNZMepwC/bBWLBbxgx/8AD/84Q9x8+bNMnZKP+h0NyEJdOSBb+TWUiqVVAIJFhqli6AEDTq7pYNCXbGQVm0ji7Icp1QqeOjyvkauk/JAlu4/vI+0rMv+GafHubpcrjJXKM5TfldnmMkO0UWMbn+MyfJ4PKpeEdeCe5dMmNvtxsmTJzE9Pa2Aic4A6P0zFo0KbTKZRFVVlQJVZKkI/FhnaGdnB62trWUsKV3b+NzozpjNZmE2m1U6d/ke8P8ulwuxWEyxe1T4XS4Xkskk0um0ir8zme7Wu2PWRq4LywWw4LeMNctkMsqdkc85EAhgc3MTe3t7aG1txfT0NG7duoX6+nplge/p6cHExAQaGxuRz+dx+/ZtDA8PY3R0FF1dXbhx4wYikQgsFgtu376NmpoamEwmxRbRFVTuLTKapVIJgUAAdXV1sFgsuHnzJlpbW5WLLFPqm0wmzM3NKZdVn8+HQqGAkydP4sqVK1hZWUFjYyNyuRz6+vpw4cIFFcvDum+Dg4MYGxtTro6sB+rxeDA7O6tithwOh5LTGxsbCAQCWFtbU4yVybQf33Tnzh0Eg0FYrVY1T7LFhcJ+3UWuAdlZ7gW6wTL+kPuLv9NYQtfbeDyu/k72VbJ2jHnc3d29x01PxqlKI7UEVboBR+5XHbTpTJ0OhtgIOiXwkt/XAYLdbr/HECVj6Ph/uhzLvunqbCRfdSZOyh6dfTJiqA66hwRSOqiXwJT30BMnSfmpg3sdXEpwKJ+J/IzOjMqzSD9HjJhRCcqM1kIHwHzfNjY2VFwdn5HJZCorQs5src3NzWhqakJ9ff09Z8CbbU+qjhuNOg+is5w6dcrw7y+//DK+8pWvYGxs7NDv//jHP8by8jK+9KUvlYXNHDt2DO9+97vxr//6r/ibv/mbJ1a/7me5HQG3p7A9KsWfafkfldWGjMji4iJSqRTq6+sN0/i/XTXknkS/pVJ5oXCv14u6ujr09PQ81n4Pa6urq/jmN7+JS5cuKWu2bkGVAOUgS7IEQxIUAXfdFDOZjEoCQCCi30c/1KWVlT95GMvr+k9ppdWVJ6mk6TEVbNL9Rh72/Emlggq/zp4xEYPT6VQJOHQ3IvlTHoC6EmcymVTNLxarTqVSaGpqAgDlushGd0XGKZE1a2hoQCKRUEWzS6WSSrkvlRi5VvwuM1R6vV41DxacputnKBQqY2WqqqpUwWvOWyrEsVisjFlmoWy3262yWDocDpUNkr9nMhkkk0nFKhJkMhsa018DUKCSa5fP58vcmNxuNzY2NpQbJ7NEnjp1CqOjo5ifn0dtbS1aW1tx8+ZNeL1enDp1CmfPnlXvMVnUXC6HS5cuobe3F5OTk2hra0OpVFJGIRotmFUxn88rmeNyuRAOhzE5OamSiExOTqKxsRHV1dWqVuHZs2fR0NCAqqoqJZtffPFFjI+PY2ZmBm63GzU1NWhqasLg4CC2trZw584dmM37sWQnTpzA6uoqRkZG0NDQoJKZcN1YyuDy5ct49tlnkc/nMT8/r9ZTutwmk0nU1dWp5CwER8B+YV6r1Yr6+nokEglEo9Ey0MRELTQGZDKZMpaVrrd8h/P5vHrXud+8Xi/29vYUAGQmZDLKBDN8/8hKyb0r9x5BhM6EcU9IN2gpMyQLZ8TayOtSbumMDuWBEYPFazrQ0TPZsg9ZgJy/b21tqfdexqHJzIH8jpTxRucA144y5DBQZ2RMA1AmO/W5Su8G+d5I+amDS10OG3lrSNDGZuQef1gfOlhnXxIs62emNM4VCoWyIuRyrPX19fjMZz6Dvr4+PGx7UoXHo9EogsHgW7rH4uIiAKC2tvbQz128eBEA8Pzzz99z7bnnnsOrr76K6elp9Pf3v6Xx/Dy0I+D2Dm6PqiRAPp9Xafy9Xi8aGxsRCAQOBJhvJ3BLp9OP5d6SYZSFwqPRqMpw9yRboVDAq6++ih/+8Ie4detWGRACymMhpLuKDoZ0y6VkLOUBx0LHdGHSY8B0sKXfQ7c26yn8daVBj/uQ1lfeV4+ZY9MVKCOLudFhTbaHCqjT6bxnjDpw1C3JOmvIGDRaa4vFu8ku5MGczWYVGGHRVZYHcLlcMJv3k2ZEo1G4XC6l1NJiSsWOv8taVARrZLxYJLuiokLFDvl8PpU10WQyIRgMqkQSsVhMFc1OpVIq06L+nG02G7a3t8uUHiZZYdIJk2nfFZAsAgEok1GwLprdblfjZxFeMn3SfYw1usjuAHfjTvP5PLq6ujA6OgqbzYZIJIJUKoWpqSm0tbWhv78fo6OjaGtrg8Viwa1bt9DT04OVlRVks1k0NTVhZmYGzc3NCqwtLS0BgMr4SPasVNqP82pubsatW7dUlsX19XXs7e2hsbERfr8f2WwWzc3NWFxcxNbWFqqrq1FZWQmPx6Pi2jY2NrCwsICFhQWcPn0aXq8Xg4ODSCQSmJqaQl9fHywWC44fP461tTWcPXsWAwMD2NnZUQW5CagWFxdRX1+PWCymYtPsdjtCoZDKpsn3kklfEomEYrKKxSKi0SgsFgtaWlrU+ynd3qLRKEwmE/x+v2LoKP9Zrw+Aih8kUNvb21Ous2Sl+LwJ0LmnZBFtgmWOge8b3wvJpsk9T6CnG3Ak0JGgzsgVTxppdEOUzgxxbDpDJg0fBzFDfI8pTzh2v99f9mx4z0wmUwZKeW9mm9WNcnLv6vXsOE+dseR6SSCkX5Pz4D2MGDC+G1wX/TMSQBsxcdIop7s+yrnKsciyBgRfuhuoBLD6eulroT/XhoYGfPCDH8SZM2fesvFdGjQfZ9va2npLpQAKhQK+9KUvwWq14iMf+cihn11eXgYAFRYgG/+2tLR0BNxwBNyeyvaoNuxbAW6lUgmbm5tYXFxEPp9HOBzGM88880BWoLcLuD3qEgilUgmxWAyLi4tIJpOGDOOTLruwvr6OV155BX/3d3+nLNfyADrIoijBjO4qYmRVLBQKZW47rLd3UMYwqbhIy6auPBmxbPIQBO5lyGSTigX/b+R+yflK1x42XXmh4sN6fH6/X62BHKNuSdZdjIzAIZ8JXRLj8Thqa2tVPFwymSxTHI0C4hOJhGKu6HLJ4tK0zJP9AaCyIXKMLpcLiURC1QciU0JGj8kgCBDdbjeWlpZQVVWFra0ttaYyUQSZZwAqnomJQdbW1pSrp8ViwcrKCmpqapDL5ZBOpxEKhZBKpZDNZlWClGQyCa/Xi2KxqNL+7+zsKLBjMt1NUc54MCrvfr8fa2trar5UAmm9bW9vRyAQwJ07d9DS0oLd3V384Ac/wDPPPIPu7m6Mj49jb28PzzzzDM6dO4fe3l5sbGwgFAqhs7MTk5OTeO6553Dt2jXU1tYiFAphZmYGmUwG4XAYS0tLCIfDSKfTcDqdaG1txcTEBIaHhzEwMIDx8XHk83kF3jo6OuDxeFR68/X1daysrKCzsxN2ux3Nzc1oaGhQhYoZ51VbW4vu7m5ks1lUVVVhZGREuajncjlsb2+jrq4OJpMJi4uLaG5uxtTUFNxuNyKRiHqudInt7u6GyWRSsYZMrMKSFgRJmUwGZrMZqVQKJtN+rCKz4+7s7ChZz9IPfFfIAjHxDq9zz7rdbrWfWSePsoDAXirhvDe/b7PZysqLyBImUi5IZs4IaEiXcCOZYnTd6PuUnVLu8POUOdI1TWfidEPIQQlGKFNkohNpiOI/fp77jnOQTJ2MqeN9dIOYnllSunfq54B+DyMmDoCK/dPXinMA7iYqMTprdPAozwt51snzysgAaMTM6oCM682x6s+jqakJH/3oR3HixAk8bW1zc/MtAbfPfvazOH/+PP70T/8U3d3dh342k8kAgGHsP+UJP/NOb0fA7R3cKioqlDL3oC2TyWBpaQnr6+sIBoPo6Oh409mVnoSlyKg9KsC4u7uLpaUlLC8vw+PxIBKJqFgUoz4fN3ArFot47bXX8L3vfQ+zs7OIRqPKdc8o2FoeTjy8aIk1Yo3kIU/XJCZRqKioUEWZjZKDyEPyIAus7najW5vldaPYEv26tGbLpn/GyD0IuOveUyrtu4qRSZQJPqQSpisMcu2kdZ5KilRiuG5MsGEy7Scj8fl8yh0zHA4rpRWAKkptt9uxsrKi3Olk2n2TaT/Ogqn5mY2SCpHZbFbKrMPhUCwik3gkEglUVlYqN0wmPdje3obD4VDAndlBgf2U+txfHCvdEummSDBJNocMONPvm81mJBIJVY6AYCeVSiGTyaix0t1te3tbuXwzw2QqlVKGBLPZjEAgoOLvisUiampq0N7ejrNnz2JtbQ2hUAixWAwrKyuK2bpz544Cuz09PRgfH0dlZaVKr9/V1QWr1YqZmRn09vbipz/9Kc6cOYPLly/DbDarODi6mHKt+Z45nU6Mjo6iqakJ4XAYGxsbmJqaQk1NDVpbW+HxeODxeFBXV6dKp8RiMSwvL6OyshKVlZXwer0IBAIqC+WdO3dQKpUQCoVgtVpx+vRpVTLA5/OhpaUFqVQKt2/fRjgcxt7enkoqdPv2bfT19cHn82F5eRlra2uYmJhAJBKBy+W6J0ZLxpP5fL57Ur9LoMTYN6nUkjXju8pEPlJJ393dVWCcIELWRiPgkq523GOM2ZMghdfJUOleCHKM0qB1EEvG70t2UTJDlJmSqdMBCj8jQaUR0JEeEbqxSV5nP5LVlnPh3meckC5jJVtOIwzrFvJzXEPG5emgUY5BrpU+V35GvjfyrJGuk7IfymjORXdblElI9H7k93VG9iBweth5ZcTQ8nsdHR345Cc/+ciTsMmz53G3ra2th67h9id/8if467/+a3z605/G5z73uft+nueYkU4qXeWP2hFweyrbo2TcksnkfT9XLBaxtramfJXD4TCee+45wyQPP8vtrYAosmsLCwtIpVJoaGjAqVOn7lsTTi8H8CjbxsYGvvGNb+DcuXPKGs7DhQeKPOx0C6108TgI1NGqTgWeNZUkMDOKH5AHrbyXkcuMBDsHHZKHHbI6IONYjACoBHT8KZW4YrFYxgxQKdUt3rqFVne7kf1LdySpCFDxlenx3W63AkQAyhgKJgshE8bEHLwuQQJdHvl5m82GQqGgwAjBQyKRUP0S/GQyGfh8PmxvbyMQCKBUKqkEO1TW9vb2EAgE1CHL+nwcL109eeBubW2hvr5euUqSZeO9ksmkSltPNznGZBUKBeWKSaBZKBTKXDkJJJgFMZvNorKyEisrK/cYBnK5nEr8cevWLZUg5fjx47h8+TJ6e3vR2tqqAExvby8GBgYwMjKCF154AUNDQ7h69aqKMbty5QoGBwcxOjqq3CtdLhe6u7tx69YtdHV1KZejzc1NbG1tobe3F+fPn1dsV2VlJTY2NrC+vq7cLJmAwOVyqZIMw8PDuHHjBjY2NlT8nd/vR1NTE2pqapDP57G1tYWJiQnU19fDarWiv78fOzs7mJmZQSgUQnNzM6xWK8bHx9Hc3KzWh+UV/H4/Wv6v1tvs7Czq6upQX19/z16Uxaz1/Vwqlcoyp+qygHtIj53iPWg8YRZWvQ8JUmRtRAkA6CYn5QbHIO9BWcCxyr0s3eikkUefy2FGL8o1KSNl/7r7oi6jJaujA2AJIDgOI5ZNGs70Zyb7oHFK91KQbqYcO+snyjNGyjtdP5AGL3lW6MBOylejuUoDoHTj1M8RI+OeBKV8/7huchz8edBzlwYF+X5yv/32b//2Y0td/6hLARzWNjc3VVbXN9O+8IUv4Mtf/jI+9alP4W//9m8f6Dtcr6WlJfT29pZdowu6kRvlO7EdAbentOkWqIdp93OVTCaTWFxcRDQaRXV1Nfr7+x+ZxYPK7pOyHAEPB6J2dnaweb8+ogAAIABJREFUvLys2LX7xe8Z9fmo3TNff/11fPvb31ZBz7oVGCj3+9eVCum6Iw8daYlmnAnjSFwul1LaqWhIpk72Ia3DOnA0AjpsRu4oEtjJg1y+/zIAXoIiqZCw6Yc5P0dwWiwW4Xa74fV6EYvF1JrobKCuSBLUlUolpQzQaqy7A0mFiawAGSIWiKabIBVQZiesqqqCyWRS8aSbm5vKAEP3MoIaqTRy3lScOG+Hw6HcYVgXjv07nU7FeDFJSLFYxObmJurr67G1taVqEa6ursLhcCjAyNikaDQKu92O5eVlBVDpAsrSB7Tyk3XJ5XKqb6vVqgqS8/uM1/H7/Yrl83q9CsjSrY7PjvXB9vb2FEDq6elBe3s70uk0bt68iY6ODoRCIQSDQUxMTKC3txeBQADNzc346U9/iv7+fgwNDWFtbQ25XA7Hjx/H9evXYbFY0NPTg2vXrmF4eBi5XA4DAwO4evUqnnvuOTQ3N2Nubk6VUtjZ2UF7eztu3LiBgYEBXLhwAT09PXC5XCqNOAtcLy0tqSLkdrsdFRUVyGazaGlpUTX9crkcFhYWsLq6ipqaGuzt7SEYDKK+vh57e3uw2Wy4ffs2dnd3EQqFYLPZ4PV6cevWLXi9XvXu1NXVYXd3F7Ozs+jp6cH29jZaWlrgcDiwuLiI5eVlBAKBsrhOI+bYCCjpe00aNqRc0u+hf0ZXvHlNAgS+o7pBSrpU8nMH9UGZwt+NEnNI2aW74ens0UHGKM7XaJzsR8b66vPU5aN0jdSZISljjYxifCZyHSjjpYylS7dcK3piyHkxhlQasuQYdYOnfGb8nH6dY+VaSEDMvul+Lc8Kyjsjjw39merGTPk5XtMZVpNpnzE+efIkPv7xj7/lZB73a08qoySwb3A7duzYm/rOF7/4RXzxi1/EJz7xCXz9619/YF3p9OnTAIBz587hPe95T9m18+fPw+fzoaur602N5ee1HQG3p7Q9LuDGAtHLy8uoqKhAJBJBd3f3IwdYtJI/rlpmRu1BQVSptJ8dc2FhAZlMBg0NDTh9+vRDCUud9XrYtrW1hf/4j//Aa6+9puKedLcc3ZKsgwz94JIxIjzcyH6wrpff71dxIrrVE7g3BTTvLdfZyLoqx8HPyHkA5ZnA5AGquznx7xK8UumQ1/V7FAoFxVJZrVa43W6lUPA+MkBeKgzSNUe3dkujhHTRYd+6+w7jhNxut4op49iz2axKHsL06AQqbEwMk8vlFHCLRqNlbmXS0s2xEZxVVFQgHo+r2DjWiJNKG7DPVAUCAWSzWQWGCPIIUgl4+f/d3V1l7GF/zEjJ9O8mk0m5ZJFliUajKhvh7u6uinUzm80qkUo0GlVxbyzJUFlZiXQ6jVgshqqqKpXVkrFwbW1t2N7exvj4OOrq6tDZ2Ynx8XHMzc2hqqoKnZ2dmJqawvj4OLq6uhQjdv36dXR1dcHv96OhoQETExMYHBzEzMwMKisrMTAwgMuXL2NwcBDpdBqDg4P46U9/ihdeeAG1tbWK5ayoqEAmk0EqlUIqlUJbWxvsdjuWlpYQCATg8XhUVs1Tp05hbGwMy8vLKBaLqKiogNvtRm9vL0qlu3GlUnHe29vDzMyMYle9Xq9i7xKJBObn5zE/P69S/m9ubiIajaKxsVGxvIxnLBT2U/E3NTUpd14aJiQboxtIDpI7RkBHl13yPdXZK52dkntLB2WUB9LFU1f+Aai5SGOGdPk+KI7sIOaIcuegeDYJloxkwkHgVF8vKQdpoJD7W8p6eVbo62UEpPkM5XpIMCQBnRyDfg+5VmQ/ecbQTVafo9VqvafennwmOvsqDWsy0YlcT8ovCYJ1IyFBnzRyyfWSfcjvu1wuvPjii/jQhz4Et9uNJ9GeNHB7MzFuX/rSl/CFL3wBH//4x/H//t//O1BvXFlZUbKF58NLL72E+vp6fP3rX8fv//7vK3l07do1vPbaa/jUpz51VArg/9oRcHsHN4KnUuluCvtEIoG6ujoMDw+rgNDH2feTBG73A1E7OztYWlrCysoKvF4vmpubVazY29FKpRJ+8pOf4Pvf/75KkCAVCt1KqB+COrMkv8/P8TuMJ6L1kAk45Fj4k7/rB6CuvPEzEtQBUG4m8mCUQEgHhjoovJ9ypV+nYsHrOzs7KpW/w+FAIBC450CQyhVgnMrfSPGQ74oEaFIhAu4mCbBYLIp14oFst9uRy+WQzWYRCASQyWRQX1+PXC6HmpoaZLNZlYnPYtmvt8b1i8fjMJlMCjCRwSADJ9eIRag9Ho8CsA6Hoyy9OpUeAjQyaXJdqZSR8aP7pOzDZrNhbW0N7e3t6l1MJBJwu92K3YjFYmp+ZrMZ29vbcLvdsFgsKpsk470I5Bg7l0qlVCwcs1ESvABAXV0dFhcXsbe3X9h8cnISfr8ffr8fra2tmJ2dxdWrVzE8PIyuri7cunULU1NTSKfT6OvrQ0VFBaamptDQ0IDW1lb4/X5cuXIF/f39WF9fh8lkwvHjxzE6OoqhoSHMzs6iu7sbk5OTaG5uhsm0H3PIOnU9PT24dOkS+vv7EYvFkEwmsba2pmo/uVwumEwmdHV1KcaRAP/KlSvo7e3F+Pi4el9YJqGpqQl1dXUoFouqCPrU1BTC4TC2trZUKQZmgtzd3YXP54PVasXKygpaWlqQz+extrYGr9eLiooKxGIxuN1uWK1WBXSkzNEVYrkHeM2ImefeOYghYzsI+EkWTf7UmSsJYiTAMepDsin6npXzOSheVSr3UnZxP0jwKediNFcjoMI1OCjJk+5pQAOdPsaDwJA0vMlnIuWfBMj8vHy2nKtkT6XbrFwLAiZ5RhHUsfHeFRUVivHT5yGfu76eXC/5furnCc8k+X5KOc978e+VlZV473vfi1/7tV+7b7jEo25PErhtbm6iurr6gT77N3/zN/j85z+PpqYmvOc978E///M/l12vra3Fe9/7XgDA5z73OfzTP/0TfvSjH+Hd7343gH2d8C//8i/x8ssv48UXX8Tv/d7vIZFI4Gtf+xqqq6vxxS9+8ZHO7WluR8DtKW2PAkwwFuTcuXMqycaTKhD9dmWW1FuptB+/s7CwgGw2i3A4/NDs2qNq0WgUr7zyCs6ePavYC+DetPZAuZueEaiTSotu3S0Wi0in0ypOyOv1lsWtsMnDC7gbG2Z0QPLzOnCUFlpdIaKVGCivucb5yoOT1lvdHUa3qOsHMADFypRK+/FdrFcm3W7kekpQpq+HkRsUx8j5y+LVeqwGLctM8kE3VNYgMzqcaUgha2W1WpUrK+cnE4AwqUCpVCqr4ySZSTKrDodD1fiy2WwqTb/JZFIFlhlnVVlZqWLSdKDOMgUAkEqlYLfbsba2Bo/HoxhEun2SKeO6sHi23W5XrlaMYZGZLdPptHLhJAsnFU4mPZGfqa+vR2VlJebm5tDW1oZgMAifz4doNIpQKIRisYjFxUXFRLa3t8PpdGJhYQGtra0IBAIYGBjA5OQk4vE4nnvuOVRUVGBkZASdnZ2orq7GxYsXMTQ0hJs3b6K7uxurq6uKQbVYLKp8Atehq6sL165dw+DgII4dO4aZmRnE43FsbW2hoqJCJX8qFApq/TnWQqGAEydOYGtrS7mGJpNJLC0toaurC3Nzc7DZbIoxrKioQHd3twKJzMRZVVUFr9erkp/EYjE0NDTAbDZja2tLlSKgUYdAmzFM0pAjAYtkc7hf5V7jOyNdEo0MUlImHLTXpPyRyUkkgyWZJV0xN9rPRjFeuhyWgAxAGfOuG5QOYx11A5x+XfajG5OM2D59PfW5SnZKB9KchxHQ1uWfztTx8zIhjJyL7F/KdWau1FlHjkPKY9YJlcCUruF6nKKRodCIReN4pOFAvjNSpldXV+NXfuVX8Eu/9EsHskmPuz1J4BaNRh84OQnrsM3Pz+OTn/zkPddfeuklBdwOar/5m78Jp9OJL3/5y/iDP/gD2O12/OIv/iL+7M/+7Ci+TTTTYQwEgLfu43XUHkujRezNtlJpv0jn4uKiSsH8rne964kDlZmZGfj9/ofOWPSw7ezZs3j++efL2DW/34/GxkblevSo27lz5/Dss88eKuhLpRLOnj2L//7v/8bk5GRZVjagPC2+PJh0l0iz2VzGnOkWZIIDKsw2m01ZDKW1ksoXUG5ZlYcf/769va0yz1Hp4T2MGDBdGQHKlTPg3kQqwP47z6K9DofjngNWrhfHSeME3f/4PalYHTTX7e1tFVOmW17lesq58nepSMg6SfwOFWer1arqthWLRQSDQeRyOfh8PpWkhPGFlZWVKtZpbm5OpcVPJBKKwWKcGLNDEgRJEGwymZSyH4/HYbFYFLPHjJa7u7sqzo5Ag/Nwu90oFouIRCKqdpTT6VTxdt/73vcAQLncEkTw3hUVFdje3lZxa8FgULnhmUwmhEIhtR4Oh0OxhWTQCMb4PEulElwuF1KpFEKhkMqg2dbWhtraWiwvL+PGjRvweDz4n//5H/T396OiogJra2uYmZlBT0+Pih9jMfGWlha4XC7E43HMz8+jublZMVOzs7MoFApob2+HzWbD+Pg4PB4Pjh8/jkuXLqGurk49f/bT09OjlMRMJoP19XX13t64cQODg4MqMU0+n1funrlcDpFIBGtra+pdslqtsNvtqKqqUu+lrqC73W4kk0lV6Joup9XV1apsBNPt08V0fn4eTqcTHo+nrBwF9yC/R5fNYrFYlnJfKrrcJzoA0Pe7BHtS+ddd0ygTuId0pVp+32w2l7ndsi891lRnt3QZKOWBURInNpnFUO9HZwR53QiQ6eBTXpdAWBrw+JMyX6bv12WtjM+Sc5Hz4E8d9El5Lz03JMjVjWc6AybXw8hAp4Nk/blKYFgq3c34SxaY95XGBNb3k/L4oGeiA3oaCc1mMyKRCH7rt34L73rXux6LjvBm2uzsLFwu1xPRnc6cOYOLFy8+kWLfR+2eduCLdvQ0ntL2ZoVHLpfD4uKicsehu8+5c+feluyQj6r495tpFNRXrlzBzs4OwuEwnn322cculKxWa5kCItv29ja++c1v4sKFCyqtvu5LD9w99HRWyOiABsrTHfM7BOqM5wLKYyx0NxZpjbyfQgMYp8KmtZNj1S3ZgDHLJvuQbkM6W3eQlXp3d1cxTnSH1C3EvI/ez2HjkPNgk0oDFWuLxVKWsUx/hswSSQXE5/MBgIrNIhtN4Mh1XF1dRSAQUMo6148KNtPem0wmlcSDDB/Xm6xXPp+Hy+XC7u6ucj/kvTweDxwOh3JBpJtSsbifdbOyshLRaBQejwfFYlFlPwT2ywLEYjEAd2vypNNpuFwubG9vqwQXXAsmFPF4PEgmk6rOHJU0m82mMtWx/hdBA58RE7wwW6TNZlNs0ve//30AQDAYhMViwc2bN9Hf3w+3243a2lrcuXMHzc3NCAaDsNls8Pv9uHDhAjo6OpTbotPpxOXLl9He3o62tjbE43E4HA4sLCxgaGgIc3NzuHz5Mnp6elQttIGBAVy/fh39/f24du0aent7YTab4ff7VbHZvb09nDp1CqOjozh58qSypodCIVRVVal3my6sVJz39vZUXF4mk1Gus1LZbWtrg9lsVrFufAdZtH1tbU2VVohGo6ivr4fT6VQFrOPxOGpqahSoldlOyarStY19kiGV8kJX7DlO7lkZh6bLHiPF/SAwpcum3d3dMg8CuWep4OtAxgikSNlykIu6Ln908Kn3IWWHnpBFzkUHOjqo4/fI6krgRpAiwQyvSQ8A3TAl56IbxvTrcpxyPXVXUh2c6qBPgiUjVtIIBJtMJlW0Xcpque78nXG4sn/KHq6ZXG/209HRgY997GNvOkHH42x8rx93k0aho/az1Y6A289xKxaLWF9fx9LSEgqFgmEa/7cj1oz9vtkacg/bcrkclpaWsLq6ikKhgEgk8kSZPmazJKtZKpVw/vx5fOc738HNmzfL6jvpB7gO0A9SaPg3eS8e6IxZYuyaZNl1ZUIqCjqIMbKY8pDWFQoemkbuKexft8azGVmY5UGrKxMStDLTXkVFhVIy2XRgyTEYxf5xHPIgl+vNuUslkuCGsUCcO4G7ZEZkwLzf71eZFGWKe8YihUIhldjDYrHA4/GotPr6mtKFEdgHgYxPIFgzm83I5/OqLlyhUFCxYclkUiU3SaVScLvdymXRbDYrxowxVyxLQOWLaxQIBLC5uameh8fjwebmJkqlu2nV6Z6ZSCRUYg+bzYbe3l6EQiFYLBaMjo6ivr5erQ/T6I+NjaGvrw+FQgELCwtoa2tTWSUZL2iz2RCPx5WLaDAYxNbWFlpbWzE9PY3l5WU0NDQgEAjg+9//Pubm5pS7MIuYT05OorGxEXV1dSgUCjh58iRGRkYQjUbR3NyMXC6HqqoqXL16Fd3d3SgWi+rZRSIRnD17FmfOnMHo6Cja2tqU62E+n1cxd8zkeOzYMczPzyMUCmF6elrtKZYCqK+vV0WSJbNrMu3H2zQ2NipDgNxfzBwZjUaRzWaxs7ODeDyOQqGApqYmxabKAu0+n08lI6HbZigUgt1uL2PzyWaZzeayYtoECmT5uG91g4ieMl6Om0YWGVul71ddNvEeklnivpfX9T70e0jmRpfFukzQZShZbQn8eE1XtqVLoZGcPYid0mW1NIDoxiIjoGy0XpTFpVJJnVNS3ksZqLO78rp8Lw86UwAogC+fq37uSEAvPyPXXHoz6AY2vpO6AY5GTa4xvQsk+9bZ2YkPf/jD6O/vh9PpVGv8s9CelKuklDNH7WerHQG3p7QdtplSqRSWlpawsbGB6upqdHd336PEspH5ejuAWyqVemz3L5VK2NzcxOLiIvL5PCKRCJ599llMTEw81qQrRo3ZLGOxGL75zW/i3LlzSCQSZUqWBG36wUfmQXeVkYenbhHd3d1FLBaDzWZTRXaB8iLZ0iJ6EKskx8FruqsMD07Og9eBu2BJzpX3Ogy0GV3XrbJcCyZuKBQKcLlcqKysLBunEWt5mLVdrrdRfIS0pnNNmCSCCqoeP0IWSQI2xozRJZP7MJ1Oq8LLVMzNZrNK+Q/ss1rMVEiFm5Zlr9erFJF0Ol3GqjLeqFgsqkQjdrsdbrcbiUQC2WwWLpcLiURCxYjl83mVhCSVSqlkIGRx0um0it0CoFwt6R7Jd0GCwUKhgKGhIbzxxhu4ffs2BgcHcfHiRcXgbW5uKkD3/PPPY2FhAQ0NDbh69SoGBgYwOjqKnp4eRCIRTE5OoqurS4E2q9WKubk5hMNhxGIxdHd3Y21tDSsrK6ivr8fm5iYWFhbUu9LS0oKFhQXMzMygubkZgUAAx44dw82bN7G8vIxYLIZIJIKmpiYMDw/j9u3buHbtGiKRCNra2tDa2oqxsTFUV1cjEomgrq4Oo6OjOH78OK5evYquri7EYjFkMhlUVVWhWCyWyT6n04mRkRHU1tbCbrdjaGgIiUQChcJ+BtFUKoXr16+jra0NKysrCkhLxdnj8aC2thZzc3NlsofvYFtbm8pKSkZ4c3MTDocDzc3N6l0olfZjfkulknoHM5kMtre3FVNvNu+7Iu7s7MBisaizQyayYcp3abEn2OfzpzujlDWUlxyjPOekMYiyRTYJmGgkMMo8KWWLdJeW9zAyOsl+ZB9GTJ3OkB1kDNKBIeWJDlKMvBmkwcZIjuoyV95DPzOM1kPGJetzkTJSXy8JUHU5qZ9bukznPGR9Np3ZPOzMuB/YpvyTJR647haLBQMDA3j55ZdV9tzV1VVkMhllgHA6neofmXgZP/wk2pOq4yZl/FH72WpHwO3npBUKBayurmJpaQkWiwWRSASdnZ33MAx6eztcFoHHl5xEuoRWVlaivb1duaEBj76u2v1aqVTC+Pg4/vEf/xHz8/NlVkfdPUUeSLTcAuVB70ZWWx54rEXGw4uFsqUF2sjiChinuGbTQZ28zt/ZhzxcD3KBkoBUt7pK5kYerEZKDZkjFlBmsg8dWOrWX52pOwiQSYbIiHHkOkvQJoGbtOjzH997JgMxm80IBoNIJBKqoLXT6cT29jaCwaB6Jn6/XykdwD442tzcRDKZVIBFJgVh8oGtrS1UV1ejWCwiHo+rVPO5XA7BYFAVbPb7/SqVP+OfmKKfChvd9VjU22w2q1prBCKbm5tldewAKEY/nU6rIt38bm9vL65du4ZAIIDOzk5MTExgYGBA1UIbGhrC66+/jhdffBFjY2PKTbG7uxvj4+M4duwY6urqMDExgeHhYaTTaVRWVqokNLFYDI2Njbh48aJS5FtaWpBMJjE9PY2+vj5EIhGYzftuqDMzMwiHw+ju7kY4HFZujVNTU1hfX0dPT4+qczY/P4+VlRU899xzOHHiBObn5zEyMoLe3l4MDg7i8uXLCIfDigVuaGjAuXPncObMGZUNk+NsaGiA1WrF2NgYIpEI3G43stmsYiatViuKxaLKykl2TYKIvb099Pf3q3WWCnMikVCxiPl8vkxxpnuq0+lUAK5YLCoAx/cnmUwq44HValUxtNI9l/Gy7F++/zKhie62SDBXKBRUDK40/khgYQTqZEINfkfPhCj3rNz7cg11wCXlmQQqHIsEOvR20OWkfgYflNhD70eyjmyHeQHobolsPDd0EKyzcPys3LtGRjp+XwefOkg2Aso66JJnk57ARs5D9sOffJYEZEYGNh3UGbG4FRUVOHXqFD7xiU8cWoONjDpjgdfX11X4gclkUnUp5T+Hw/HIQd2TYtwetvj2UXv87Qi4PaWNwoBp/GOxGGprazE4OAin0/nA93m7sjs+yn5LpRI2NjaU61EkErnHJfRx9HtYi8fj+Na3voWf/OQnWFpaUoqRPNj0ODUjC6FUNHQrIwDFNrFwMjMBskaWriTIQ0/2ARi7EhoxU9JtRLryGGUH42cOYgtlP0ZpxXkPKgqc787Ojsqyx/sYuR4ZrSfXXCoJsg+OU4I2jlG3hDNZCP9fLBaV8kolU1eS7HY7EomEis9IJBIqWyJrlHHc6XQaS0tLZcWTmXyDa0YGjcAtk8mokgKpVAp+v18pF6y/ZrPZsLy8jKqqKrjdbsRiMbhcLpWAIpVKqbHmcjns7OzA6/UqdsXpdKrvcG0cDge8Xq9itOmOabfblXEonU6rZEA3btzAqVOn0NbWppTLhoYGjI6Owu/3w+12Y2ZmBoODg1hZWUFPTw/GxsbQ2dmJnZ0d9Pf34/Lly3juuedgt9sVC8ZMjVT+0+k0AKC7uxvr6+swm83o6OjA+Pg4pqenMTAwgEAgAJ/Ph5WVFczPzyOdTisA1dHRgUQioWLCtra2EIlEMDAwgGg0iunpaTgcDtTU1KC2thazs7MolUro6elBPB7H2NgYTp06pdLtT01Noa2tDXNzc6irq8Pc3BzMZjNSqRSqq6sV6+j3+7GyslK2F6LRKMxmMxoaGrC8vKzeYb6ra2trqKiogN/vVyCM32fSEz4jZugD9kuhMFaN/fN9Yt1Igkgm/CFYZ7IU7nXeRxZrlgYVaXyS+0KPj+Ne293dVXF9TB3P/SZBndl8N5MrGRLuVT0OVmeedNduCRAo4yQgMwJTOqjjZylPdJAinw3Hp99DPxPoBaCDKSnDeB+utWS2pOGJ8zDqwwiwSTkrx6mDTx10yXU3AtLyOq/p9zhoHDrbJwHoQUwcv+9yufCud70LH/nIRx6oBpvZbFauy3qjITGbzSoZQVBXKpXKSnZIUHc/w7pRo1Hucbc3W8PtqD25dgTcntJWLBZx/vx5OBwORCIR9PX1PZRl5+1i3B5Fv9lsFktLS1hbW0MwGERnZ+d9qf3HDdxGRkbwyiuvqMyQ8pCXwEFXPvg7rx0UeM/v8VBgjFIwGCyzhspD0SiLmdHBKq2+OtDhfeR1OQfJTknARSu00QHPserAkZ/j+OhWRfBBxVT2bRQrIhURaQnXlRU+GyNXG7nu0nosY9Wo5FBhlen/OV6ZLIasWjqdxs7ODgKBgIodomKdSqWws7ODYDCoXBGj0Siampqwvr6OZDKpXBhlM5lMClgwPmljYwM+nw97e3tIp9Mqa6DJtM+2UJHmfiwUCgps7ezswOfzIZ/PK9BHRaRU2i8CnclklDICQMWKsb4Z3SwdDofqv7a2FhMTE7h58yY6Ojpw584d7O7uor+/H9lsFv/7v/+L97znPZiYmMDc3BwikQiSyaRi4o4fP47x8XHFbHV0dKCrq0spSrOzsyqlfywWQ2dnJy5dugSXy4WtrS00NDSgq6sLk5OTilkKBoNobW1FMBjE6uoqPB4Pbt26pWLhCIaam5sxMjKCuro61NTUqKQmV65cgdfrRUtLiwLwyWQSQ0NDmJqaQlNTEywWC2ZnZ1FXV6fYuKamJszOzsJsNqvEIMlkUsXjZrNZFTPIvbOysgKfz6feC5ZFIIjf2NiA1WpFZWWlcreksk5DD7CvvPJv3Kt00bVY9msMEjwVCgX1njKpg9m8737LOFoCNpk4h++VBAoSQMhrUrHnPzLZOuDj3qO8k/G8/J4EORyXlIPSECNdAXVjj5GrHwGXzirpcWYcqy5bDpLH8syQslYHl/pn5L10ec5rXCuug1GSJSN5rQMhI5ArnxvfNaA8ns3I+GXESkpgyGs6U8c11cchDZZyPXg9EAjg3e9+Nz74wQ8+shpsZrNZyUCdtSuVSgrUZbNZxGIxLC8vq2RDNpvtHvdLZgd+O9ubqeF21J5sOwJuT2mzWCw4derUW84uROXiSbeHdVksFosqRuWghCuHtYqKikcOVJPJJL797W/j1VdfxdbWFkqlUpk7jzx89QKuvEYQABxeP4zpvVnXiZZuWpflAQ+Ugy2paLBJyzBwcOyEHKc8fKWioysqsg9eowWb45UKj3yGVBYZS2O321VmSAI4faw6QAXKXXEkqOM4eY1rQldH3UpNBZCZ26icsC8qAARpvL9kQ8i+8XMcD2O/qHQmk0kF3iyWuzXZnE4nNjY2UCwWUVVVpdLtk+UAUJYREIA5UylQAAAgAElEQVRKLuL3+1VRaunuKFmFvb099XeueSaTKRsfFfW9vT14PB5ks1nYbDYVD8F3orKyEuvr6yrbnay9x1pjXV1dmJiYQCAQQH19PXw+n2LLdnd3sbi4iM7OTty4cQMLCwvo6OjAyMgIjh07hpGREbzwwgsYGRlRn9/a2kI4HEZfX5+qf7i2tlb2zFtbW5HP57G5uYlgMIiuri5MT0+jrq4O0WgUgUAAVVVV8Pl8CvzcuHED1dXVKkulyWRCX18f5ubmsLq6imAwiNraWjz//PNYXFzEjRs34Ha70djYqApt0+XIbDajsbERq6urqs6azWZDS0uLAq9MYlIoFBCLxWC1WlUttnQ6rYAV4yMrKioQDodhNptV4Xb5bplMprIEC1arVSmNzLxqMu2zxzabDaXSfmIRMq/cU3QH5rtCF0nuPcm6kSXjnpbJSaRhSe4RufeNXOykHOQ/vSgz9yzPNCnzZMkJKQvM5rtJLqRsoPyQ39FdPO/HCHE+Ekzpc+X45FqxTx046kmgJKhj/KIR86SzfXq8m1E/ct3l2SLnehhoMzr/JJt2EPspQe5B74Z065fPk+PXPSfMZjNqamrwvve9D7/8y7/8UEzXwzaT6W4yJsZfs/FsIVNHZp8xyjznJVP3pNoR4/az246A21PcaP1+K+3tYtzkQfwgLZPJYGlpCevr6wgGg4cmXDmssTjvo2gjIyP47ne/iytXrpRlD9MPER5GspaMETMlwY28TgDDuleBQOAet0Y9uFsqCBLkyDgQeTDLQ5PAxUiRkYBFWm0lWNEzPZIFkOPgZ40sxzzESqX9+lw+n0/NiRkN5XylIsG/6SBYXy+pSBgpOmwypbh0fZRz4PzIQHENmGqf68nP7ezsYHd3F263uwx40X0tEAgoEEcXm1gsplwV+f4yvT6TRJhMJsRiMcUqs4YYs0ZaLBZVfJlKAGvBsR4cFWHGYDHuiWNhbbdMJgOr1arisBhjl0wmsbe3V5YuntbodDqNhoYGLC4u4vLly2hra0MgEMDU1BS6u7vVek9PT6OzsxMzMzNwuVzo7+/H2NgYJicncerUKVy8eBHDw8MYGRlBf3+/ioXz+XyKwaPLqSzF0dTUhCtXrqC1tRWvvvoqOjs7EQgE0NHRAavViqtXr6KmpgY1NTVwuVyq5hkB8+bmJrxeL4LBINra2lQ9uY2NDUxOTmJlZQWtra0YHh5GPB7HzMwMnE4nBgYGkM1mcePGDYRCIXR1deHixYuqIHZDQwPi8ThOnjyJiYkJxONx5PN59Pb2qjUkw2CxWBAKhe5hF+hFYDab4fF4ylhfXie7SkWSRj/eg3USuaeYMZT7ijE+3NcVFRUK8LAfxpqZzWbFkulARrpeG8VeSaAj97URMyVBOeUTZRRLR8jP8D7Mfsm1YV1LKdfYN9dS9qMXDpcyW8pLCXRkzK8EsEagT86F9zL6jHw/5HrJPqShTme4jJhPeXbIefD7co10NlCfq7yHEag7bBySnZUMnO5SrwM/GR5gtVrR3NyMD3zgA3jppZfetN7xuJvJZFLyl14ksklQl06nVVzdhQsXlHzWgd2jin/b3NxEc3PzI7nXUXu07Qi4PcVNVzIfpr1dMW4P0ujys7CwgGKxeGjs2oO2tzrfVCqF//zP/8SPf/xjbG5uGrq3mM1mdXhIq6vuzqEfzPwuFRUGQdOa7fV671EQjFxTdGuqHqguD0yduZLXpZKhuwlyrLwHD+6D2C2pZPL/8tAtFvczIqbTaZUKX1rS5Vx1ayrHIkGwzuRJsCqfvz5XrhnBF2sEScZMV4R05ZWMHBVbusjQjdfj8WBra0sFrjP7HpOCxONxBINBmEwmbG5uqvTs4XBYJZIAAK/XqxhIWQTZYrEol0SuBwtoA/uxZ16vV92L2UedTiei0Si8Xi+cTqeKvWOiDIJhMnbMNJhKpWC1WlWCk3Q6jWAwiDt37qh3g+n5m5ubUSqVsLS0BKfTiZ6eHly7dg03b95EV1cXhoaGcPnyZUxNTaGurg7JZBI3b95Eb28vZmZmMD09jaGhIYyMjGB4eBiZTAbd3d24du0aTpw4gVKppJKW0F1xZ2cHyWQSsVhMlTBwu92Ynp5GW1sbfD4fUqkUOjs7MTc3h+3tbVRWViIUCsHr9SIcDiMUCiGTySAWi2FlZQUrKyvo7OxEqVRCY2MjIpEIUqkUUqkUNjY24Ha70d3djVJpPy4tl8uhubkZNpsNFy9eVDF4zPwbDAbVGHK5HGZnZzE2NoaW/ysELmWHlB+SRTvI5ZrvBMEarfa6sqx7CehsDWWLEYiRY5Fp/nVZJ2WlzsboLL2UYXyPJFujJ5ngXCQDL9dMujVardayGDyp9Ev3S90NVAIj1mzkWDg/KSMkkJEARrJbRkCI99FllJEs5GcIgimv9bg8KZPlWA4DQtI9k+8RPytZOB3ESvBI46N89rpc1+Pd5PtxGBvIfvSztKKiAt3d3fiN3/gNnDhxAk9r4xnCBGs0aA4ODiq5zn8s+SGNZboLpqxZd7+2tbWFkydPPs7pHbWHbEfA7R3e3i7GDbgLGnS3hUwmg8XFRayvr6Oqqgo9PT0Pxa4ZtYd10RwdHcV3vvMdXLt2Dfl8/h6mRh5Uei01GTshmTgJcniPvb09JBIJxdD5fL57gJB+UMk+5GEnrdRSGZOATLcc66BYVxB1ECSt6AdZj6VywHny993dXaTTaQWSmPpevhNSEeGYDlsP9nGQosum9wOgjDGQ/+73XIvForLwc5yMZeN9k8kkXC4X8vk8qqqqsL29jVAohGQyqeZBYMF4MrN5PyC+WNzPCmmxWNDY2IjFxUVVU41zkQlA6EZptVqVyyJdGff29rC2tqYKfbOGXDKZhM1mU6yKzWZTrpdms1nV+mLxaQAqPs/v96tEKABQV1en1pSKcqFQQCKRQCQSQSKRUElYent7cf36ddy+fRvNzc0YGBjAtWvXVD00ZpDs7OzE/Pw8XC4X2tracOXKFbS3t8PhcKCtrQ2XLl3Cu971LoyNjeHixYs4fvy4AmGsb+f3+3H+/Hk888wzuHz5MmZmZlBfX49QKKTS8cfjccRiMczMzMDhcOD06dOqQLjP50M4HFYMzfLyMvL5PAKBACorK+FyuTAwMICVlRVMTk7CYrGgtrYW4XAYmUwGMzMzqK6uVglmfD4fcrkcNjc30draqlwvu7u7VZHtZDKJcDis3Ga5ppK5kuwE9yPfVSrcuqFEshg6kNLZGp2JkvtJd+PTlXZZxFo3lEjwSJlglDlX7lujWmVyPByDZAulfDICU5QrvD+ZOh08UPaTfdQBC9eB7Lxed1KX29LgJ+W27j0hn81hckhe1z0jjECuDth0g6D+/OUzkT/1scrnIYG0DhyNZLo0PMg1088P+TmZ+GZwcBAf+tCH0NXVhZ+3JjNKWq1WeL1ew7j+QqFQBuoOK2tAYKeXNWBG4qP2s9eOgNtT3B7UcnJYezsZN4JGh8OBYnG/WPjCwgIAIBKJoKOj4x7F+q22NzPfdDqNV155BWfPnsX6+nqZ4q8DLslM6amJAahDXnfx4z+mDDebzSr2hfeWfRlZOHmoSvc93cKtH9xAebKUg+IRCGKMrMK6wqTHX/BQlm6kVJZyuZxyx3M4HHC73WVKlZGlnnPRmUt5cHMuulVZso5yvpJl092apAVbKsL6s2d/tMDTdZFxb3a7HbFYDCaTSTFthUJB1UvzeDwqlo9uh6VSSWWQ3NjYUIWbnU6nqr8llSn5DDY2NuD1esvmmE6n4XK5kMvlUCwWFcjK5XKwWCwq5ouZCH0+nwIndAnMZrMIBoMKyNHt2Gq1quQlHCfrx1GJbGxshMfjwczMDI4fP4729nZMTk7C6/Wira0NPT09mJycxPnz59Hf34+BgQHcuHEDe3t7GB4eVi6Vg4OD2N7eRjqdxtDQEK5du4bu7m5Eo1HU1tbi3Llz6OnpwdzcHCYnJxEIBMpiBpkExGq1oq2tDS6XC0tLSwqM+nw+eDwe1NTUIJvNIpFI4I033kBnZyemp6dVtkun0wmr1Ypjx44hGo0iHo9jYWFBJWEZGhpS8XBbW1u4evUqGhsb0dnZCZPJhLm5Oezs7ODYsWNYWVlRLlEE08lkEjU1NcqNM5FI3BPvoyv93HPSOHSQ/DBShGUzAm38/SCgJBVpAPcw27r7nG5Y0ve1HIcODHgPo70v+9EBht6HbhTSP6PLOzIWkumnzJfJUsiGGK0f3z8j5lIH4/yOEcg1YtH052Ik1w97tvJ8MTobjN4hHSRTHnGckql7kLlI2S+Bof7+0JhGL4fTp0/jox/9KMLhMH5e24PWcLNYLPB4PIYGbxod6IK5sbGBbDaLxcVFfP7zn0dtbS1aWlowNzeHqakpVFdXo7Gx8S15Oh21R9uOgNs7vD0K8PewraKiAolEAnNzc8plqK+v74FS876VPu8H3MbGxvDKK69gYmJCZV8j+GCjJZWHlQQ5UsHSLZj8G+PCcrkc8vl8GXiRoMDIgsl2EDMl++HngHvjFeQ13Yp+UPC3kRVUH6fsQwI6ZjWUsXpGc9GVQ32sbPJgl/Ngv3Ks+lrI916CNiMlS8+MKf85nU71PjGmjT/pbgjsg7fd3V1Eo1EUCgU0NDSojH+5XE6VAyiVSiqWLJvNKjdFJqYIhUKwWCzI5/OKAUqn06ocBN26CoWCAlAVFRUqK6HX61WZFxkvyng0pvfngc6Yu1wuB7fbjXQ6rWrBZbNZVFZWqng7xpMxY6HNZkNFRYXaP06nE4FAABMTE1heXkYkEkFLSwv8fr9yk+zp6cHMzIxSTAYGBjAxMYHz58/j+eefh8ViUXFtTGQyPDyMGzdu4OTJk5ifn0dtbS0SiQTa29tx8+ZNhEIhbG9vw2Taz+bp8/lQXV2NS5cuIRKJoL6+Hi6XC4uLi4qxi8VisNvtiqGrr69HoVBAdXU1otEoNjY2AEDVD+zq6oLFYkFNTY1Sim7fvo3GxkaMj48jEAigvb1dubPynWhqalI19Lifbt26hc7OTiSTSeWqylIM3GdM+CKVZD5z3UVP7hmjfS2VMRoopGFJB0scpx5TJQ0lksUHcI/CrY9VGnzkvtUZMikbDzLoSNkgP2cEYDlWKR8Oih2WzKSUH1L2S/dL2VjGgJ/b29sr83KRsksCOrmmUhYaGa+ku6EE00aAXb4fOiDTjXnsTzeS8R6ykLV8vw4rJyDHamQU1Nm+g96xYnE/ocuLL7543xpsPy/tUdRwM5vvljWQddqGh4fx/ve/H7dv38bU1BT+4i/+ApcuXcK3vvUtFa5SX1+Pjo4O9Pf349Of/jQA4Ktf/SpGRkZw+fJl3LlzB83NzZidnX1TYyJQNGobGxtHSVK0dgTcnuL2KEEXFdMn0YrF/Wxv0WgU6XQara2tD1Qs/FE0aRWULZvN4t///d/x+uuvY21tDcC9CSzkQWTE5hzEGEkrJhUvMhsEbEYA5SBlSVo5paIjwaXM4sa5yD50xY6KiYx30BUdzkOOUyYeYdPdInd2dhSgoFuGVCB4cMtDmX3yHroCKsdiBB7lwS8t+rrVWK6HbhWWiS3k8+DBKWPZCoWCivfiHIF95YdzJ5BZWFiAx+NRcYvMHOh2u1WBYwIljj0Wi8Hv9yOdTqu+AMDtdqNU2nexZFIRYL/gMt2CGR8Rj8fh8XhULSwW7zabzWVJJ2QCH4fDgXg8DrPZrFw4qXBFo1FUVFQgk8mgsrISOzs7WF9fV+9EMBhEVVUVlpaWMDMzg6GhIVRWVmJubg5erxeVlZXKTdDpdCISiaCnpweLi4vY3NxEX18fBgYGMD09jfX1dYRCIVWvrb29HSdPnsT58+cxODioMkMyQUooFFKsXm9vL27fvo36+nrs7OyoemoAEI1GYbPZVIwaXTR3dnbgdrvh8XjgdDphs9nQ1NSEYDCIYrGoMm+m02mMj4+jqakJExMTKn6OLpAnT57E+vo6NjY2VG28cDiMjo4OxONxJWtYy85kMqnslgR5Fst+JtNcLqdYYBqO5L7V9yWbZOEkKND3FMGFdGkzMtbIPSnHQTmiGzmknNJdBfVYNo5XAhAj5klnYnQ2gElH5FyN5KUcoz4Ogix5XZenD+JuSFmig0KOQyZc4nOUz0HuS95Hj5mTz0YfqwSM+jil4VHKQ9mHkUzVwZZ89jIDL+/F+XKOErAZsYVGhkM2ytwzZ87gs5/97CMLo3ga2uMuvm21WlXG3z//8z/H1772tbJ3fmVlBTdv3lTGKwD4wz/8QwSDQZw4cQKxWOyh++7p6cEf/dEf3fP3+5V4eie2I+B21FTsxFstLXC/lkqllFLGYrVMpf2kmg5Ox8fH8a1vfQvj4+NKoTUCOTqIkW4+wL3uJDIWhd/JZrPKHY4WdKnE8D7sU3fPM4pjk+zUQeyXkfVaPywPs9TLOQPGrpdUlPh3Mj6cr8fjKZsvFSk51gdh8qSCeRiQNnouHJd8Ljqg4zUqbJI5AO7G1xSLRTidTuUeVVVVpWqeZTIZVFVVIZPJKDDGRkZqeXlZgSafz6fYFSb3sNvtinlmXByt9BaLRTFJXq+3LPCfYGx9fV0Fo8fjcdjtdpWgg/WtisX9bJacP0sO8Dmydh7nwAB3ma2R6yZTx4dCIezs7GBoaAivv/462tracPXqVSSTSXR1deHSpUu4efMm+vr64HQ6MTg4iOvXr8NkMiEcDqv095cuXUJPTw96e3uxsLCASCQCq9WKoaEh3LhxAy6XC8ePH8fVq1fR3NyswGRDQwOuXr2K4eFhxbz5/X4sLS2plNyspba+vg6bzYbKyko0NDSguroaFosFCwsLquYS3xWbzYbu7m61nsz4yT174sQJVVNta2sLuVwOhUIB/f39SKfTaGpqgt1uVzGGTEBD99NsNoumpibEYjFks1nE43GEw2EkEgn1rCWQYDObzSqNP//Pd9vIcCSVZZ250mPhDmLAdLdp2YcRSy9BjN6Pfp3jlLFsulLPeepjlftfuk3yHnL/34910pkr3egjAapkFbkfOFf9ecl1JVOnAzsCS+7TQmG/Hh7ZcinbjBhBKctk8pmDDFi6UVBfUx1sS5nK90evW2rEsunGg4MMA3of/IzH48H73vc+vPTSS8jlcu8o0AZAeXI87qafe8D+e9zQ0ICGhoayv9+6dQttbW0A9r0kUqnUQ/VZW1uLj33sYw/13XdaOwJuT3HTQcjDNsaaPQ7gVigUsLa2hsXFRZjN+zWMurq6YDabMTc397bE1+XzefzLv/wLfvSjH2Fzc7PMqsgxS8ZIAgPgbuyGPFh0dxH+TrbJZNpP9sCDRlprdYuibn3U+5F9SCVGBzF6iQLpkqNblfXrciwSxOjWb96DrCTrhpVKJZWRkIBJt9YbWaYB43g7+U+3whpZhKVCJsE0FRTORZ+rBMuck7wfm8ViUWn1AaiaZ2QhuBZk46hY0U0O2E9sQesp489KpZKqh0UXRlq+CbR8Ph92d3cRCASwtbWl3BELhUIZe7u7uwuPx4NoNKqSiRBMco6MfeNz2N7ehsfjUe8uk4+Qhcrn8yozIe9Bdz6Px4NgMIjTp09jbGxM7S26FE5PT6O3txcdHR2YmprC7du30dHRgerqajQ0NGB+fh57e3uIRCIolfYLYo+NjaGjowNNTU0oFAqYnp5GQ0MDjh07ptwKjx07hqmpKUSjUQwNDeGNN97A8PCwSmhSVVWlnj2ZMtbBO336NC5evIjbt2/D7Xajuroafr8ffX19SKfT6p3a2dlBNpvFysoKgsEg5ufny957s9kMr9eL+vp6WCwWVFVVqeQyu7u7CIfDiMViWFpaQj6fh9lsRiaTQUdHB/L5vKrhFI1GVTxJRUUFlpaWEAgE4HA4FEtP1lTfS2R2pJFDvq8SyOggRyr9RkBIN/roe1cCBwkeuKfkvpTXJUiSayllmQ4MDxqHDi71ws/S+GQEUGQf/MxBcWY6wJDzNbouZa6UqUbPkHuZz1MHQ7x/Pp8vYx4lQy/lo2TpJNiSc5YMmJyLXNODmDrpOnkYIJMy9zAwrT8bk2m/aPYHPvABfOADH4DZbMbq6upjNzT/LLbHzbjJfvRSHQc1grZH0VhKhl4iR824vfPe/KN2T3scCUpSqRQWFhYQjUZRU1ODwcHBeyxFMgbmSbSpqSl84xvfwI9//OMyBkgeQsC9DBtQHjMhrZb8DK9TQWQBW7vdDp/Ph3g8rlzrdMWAB5huPQXKYy7kdXnIUbGXjBYPTF1xIIjiZ2Qf8jA9bL5G7FahUFCxQR6PRykA0goPlAOqgyzouiVXd0mS4zSZyjNj6n3w+/q6y8OP1+RneB997HQ/dDgcsNvtqlA1MzMy2QfruEnFlbXOqqurYTabVSHompoaFRtDha5YLMLn86l4GAI7m82m4jtyuRxqamrgdruRSqVQLBbhdruVuyIZNGA/OQ7HOzw8jKWlJWQyGfT19WF7exuNjY0YGxtDe3s70uk03G43tre3VdKQvr4+lEolrK6uoqmpCVarFVNTUyqLpNvtVnF7BID5fB4dHR2YnZ1VWSDtdjtCoRCam5sxPz+P2dlZDA0Nobm5GVarFfPz88jlcmhqakJvby8cDgdmZmYQj8fR2NiIF154AW+88Qbi8Tja29sRj8eRSqWUq+Prr7+OF154ARcuXFBMl8vlwurqKtra2jA7O1v2nOfn59Hf349oNIp8Po+1tTXMzc0hEonA7/crRpLMaGVlJaxWK06cOIFsNqveG7Ij8Xgcfr8fi4uLShbw3QmFQqirq0MqlYLD4UBFRYWyTvt8PlWWgaxpdXW1SsRSKBQUy8eU4E6ns8wYwX7oPSGVcl1e6YyR3C/yug6UuH/key2BEoCyfaZ/xihBib63dUDG8fD7+jikDNEZITkX1sEjEJJ7XWeVdACiyyopV+U99JIG0k1QlzFGQMnoHNLBIz/DmDqOmbGSNFBw7WlIM3qWFoulrGi3fDaHxUzK2D++d0ZnyEHATwJyecboBrL6+nr8+q//Os6cOVP2d1nc/Z3UCKged9va2nriMYNvvPGGig/3+/341V/9VXz1q1+9h+E7akfA7aluD2INeZD2qEoCFAoFrK6uYnFxEVarFY2Njeju7i473PR+pRvZ42i5XA7f/va38eqrr2J1dVWBG/0QkEAJQNkBpPvly8OUhw8VN2btY5yLbkWVoFCOQQIq2b8EXDJJhn7I6aCOTQeGulXaCIzJ9dDnKkGOnK/VakUoFLpHqaOSJBWpg9gxXQmSSo68j3QRMrJcy6Zb+2U/Rs9FAlodTDscDuzt7cFqtSpWzGazweFwqL6LxaIq/uzz+RCNRtV9kslk2cFrMu0zcKzHRlBGlo4AamdnR8U4sTh3JpNR4NPv96t7OxwOxGIxOBwOZLNZlfiELpKBQABmsxldXV04f/485ubmVF20Y8eO4dKlS/iFX/gFTExMoLm5GXfu3EF9fT1GR0fR29sLn8+HiYkJ9PT0oKurC6urqwiHw0qRSqVS2NraQkdHB0ZHR1FfX4/XX38d1dXVCIVCmJ6eRiAQQENDA0qlEhYWFnDt2jV0dnYiEonA4XCojJChUAj19fXwer24ffs2rl+/jsHBQRw/fhy3bt3CyMgIOjo60NLSgtHRUVRWVqKvrw8zMzOqdADj1KqrqzE2Noa+vj7cunWrDOww9qy6uho1NTWqdEM+n1eZJXVl1O12IxKJYH5+/p53a3d3VxXXlnuxVCohlUqpRDSxWEzt6WKxiIaGBtjtdgXC4/E4SqUSQqGQepYE7w6HA7u7u8oCzz1MN1f2y3eP7xv3lpQzOhCShhAdsPGeB7lFyr0rQaOedZDf1xV//i4NQgfJO102S2ZKXpcGKrII+t6WjKG+Hrqs4jV9vjrLZrReUn5LEGvEGOogV86V7BWNRBIk02DH90JnUMk68//8XZ4HwF2mTmcu5RnANZEyWX5OPlt5jgB3s2jqct1kMqGlpQUvv/wyjh8/DqO2t7f3RFwGf9bak2LcNjc3n2hCkP7+fvzu7/4uenp6sLe3h9deew1f//rX8cMf/hAXLlw4Am9aOwJuR+0tA7dkMomFhQVsb2+jtrYWQ0NDDyRUH2cpgpmZGfzbv/0bRkdHy2KDeADp4ES3bFLxkOBDB1u0djOVO9k16a6kuyPpipDOfnGc0k2IfR2kbElFidekgiItm/L7OsjRmTx9vlw3unbJQtlbW1tl95DrLYGhUdyekZIjxyHvwes7Oztl1/kZPi95D7mmUqFjf/y+ZCs5VroEOhwOlEolZeW2WCxqDMDdlPmshSOtouyD4Il/4zgXFhbQ19en7mc2mxXwYlr9WCymGBq63LpcLiSTSQQCAZXFi6U1+Jx5nfNpaWlBNpvF3NwcBgYGcPXqVdTV1SlwNjQ0hKmpKXR1deH69evqIO3r68P169dx4sQJ+Hw+XL9+HcePH0ddXZ0q6M355/N5eL1ehEIhFay+sLCA5uZmXLp0CXa7HVarFeFwGGazGQsLCyqxS3V1NZxOJ5aWlvCjH/0IJ06cgMPhQH9/P5aXlzEyMoIzZ84gHA4jGAzi5s2bWFtbw4kTJ1TR6r6+PtjtdmVAuXz5Mk6dOoW6ujpMTEygo6MDt27dUqyl2+2GxWLBxMQErFarShjkcrlQVVVVxqRIUF8oFDAwMKAAlnzeyWRSsbJbW1tle3B7ext2ux319fVYXV1FPp+HyWTC6uoqgH0gbjab1fuwsbGhAJzJZFL1mAggydQy2yQVOyrGuiyQ+xMod7+TbuIH7U09Hko3esgERwfF0+lFn40MZXJv6zJRGmQkY8Rx8plJ0MbPSOCgyyLeQ2fYuE46Y6QzdXqc2mGgTgeX+hnB5yI/w+9JOSKfiw649bHw2bEYuxwHQRwZ/Z2dnTLDg87UERhK8CkBpA5AdeMgzyn5bHp7e/HhD38YnZ2dOKzxvX6ntQctBy/rvG0AACAASURBVPBW25Ou4fbd73637P8f+tCHcObMGXz0ox/F5z//efzDP/zDExvL09DeeW/+z1GTQvetNCpbb6YVCgWsrKxgaWkJFRUVaGxsRG9v7z2K/mHtUQO3fD6P733ve/iv//ovpQRJ5UJaNCkAD3LfkAclcFfJAe7WQWEMktPpVMlGZDNy35GKAT9zkAIkgRQVfR306eyatG5K6yibkQsQgHsYRZ39YozP7u6ucnfTraxGRbZ10Ka7bumWXKN4Gqks64oW+2IzmUxlSVL0fnQ2QH5fX0+bzVYG3Pl9h8Oh0u+T5ZIKFoEM14vudslk8h5lgxbU+fl5tLe3I5vNIpVKKWDG1Pos8pzNZlUh7WLxbl0pGicKhQIcDkdZUe18Pg+LxaIYJDnXxsZGXLhwAe9///uxubmpknbkcjkMDQ3hypUraGtrw/z8PAYGBnDp0iU8++yzcLvduHTpEoaGhtReSSaT8Pl82N7eRqFQwK1bt1AqldDf34+rV6+iurpaFcy+c+eOSsdvt9sxOjoKp9OJqqoq+P1+dHR0YHt7G8ViEdevX0drayvC4TCqqqowMTGByspKWCyW/8/elcXGdV7nb/YhZ4bLcOdwuFMUqV2yZHlR3LiN7biN3diB3djx8tICeWiaJgEapE2BNgHSh6ZB0gbogrw4Qd2mKRq0Sd0kjWEjlmxZlhXtG0mRM9w5+3B2ztw+sOfXmTN3KIoiKUqaAxCUZi7vv97/nu98Z8GePXswPT2N9957D4ODg2hsbMS5c+fQ0NCAoaEhHD16FHv37sW5c+ewfft2TE9PI5/Po6urC1evXoXBYMDc3ByMRiMeeOABVa8xm80iHA5jenoaLpdLxbXx/a1pGqanp9He3g6DwYCZmZkipZzE4/GgUFjOpEufp9NpzMzMwOFwwOPxYHFxEalUSu1XcrO2WCyKbZudnYWmaUVJUSh7qMGwHENrNpuLgCbf/5IFo+dFnjXy2ZPstwRB3ABV7h7yvOEAh4MLHi8lDUz82ZVnHt2fG7Lkecf7QKCNn5cSXEhjmt45IudE7z1C45GsoTTq6RmX9Dwo5NnMgZ+esYzvB9kP/o4g9ovH1fF3US6XU6Aun88rnUG+YyVTx+dEul/Sdfv378cLL7ywamaFPB/uNeE6yUbKZjNuevLCCy/gT//0T0tAXUUqwK0iQFGsxY0kFothcnIS4XAYra2t2LNnj0p8sJZ21wO4jY6O4sc//jGOHz+u3D70FHb+EuUvOaDUfQ8oTYlMRVUp65/L5YLNZitqQyov3ELKX4LcesqZPuoLB5kc+FE7sq9SwSEliCscekoD/3sZaE8AlVifqqoqxQZQP8vFOpBwEExzKpVJ3mc5Vn4fWRuoHPCj+VxtoL2maUgmk0qp5etOijL132q1KndHijviiUqSyaTqE4Fdg8Gg9g0lAqHxkFU9Go2qejXZbBbxeBw2m031x+FwIBqNwmQyIZFIwGBYLiVhtVrh9Xpx/PhxAFBZIMkF02AwqCLZVqsV58+fx/79+zE8PIyjR4/ivvvuQywWw9jYGAYHB3Hq1CkVbzcyMoKdO3fi9OnTePjhh3Hq1Cns2LED58+fR0tLCwYHBzE5OakKg3d1dWFkZASDg4OIx+Oor69HNBpFb28vzpw5g6tXr2J4eBhTU1Pw+/0wGJazlDU2Nqq6fu+88w68Xi9aWlrQ2NiITCaDffv24b333kNDQwM8Hg+6u7thMBhw9epVFbtGLo5jY2MYHh5GNBrFO++8g0OHDmFsbAxWqxWpVArt7e24du0ahoeH4fV6MTY2ptbd5/Ohvr4ekUhEJZohBj2TyWB4eFixzaTAapqmCsn39PQAWLZWc4U8GAzCYDCgtbUVVqsVkUhEsWy8hAIZQ+LxuGLQaI80NDSovUcMP+1l3g9N09T6EbNJe40YOX4ulXPR48YSzkTreR5Itp8/w/R8k2FBzzjEz82VmCu6lp8z0njJ67Jx45E8r/gZII1LKwGlcvfQAyjyjJcgWQIYzihKQ5ZeTB0xk/zckmerdHvl7zPJ9tF4JfCjvpjN5hKWjfpB+xGAMlbRWch/CKgRs3348GF8+tOfvul4qnsVuG2WBAKBTWXcykl3dzeOHj16u7ux5aSy8+9w4S+ttcqNXCWXlpZU7JrNZkNHR8dNs2t6Qoke1iLZbBZvvPEGfvGLX2ByclLNgXzpc6WAvueWQGndBEpZqWw2i8XFRcVmuN3uElc43ga35EoFh0QPSHELLf97aXGmf8vvqW2uaOlZk8spFtQvSu1ObE9NTU1RHA1QXGAbuA5y+bzpFa7mSlQ5C7tUCvjakXsN/X8lYMjnRLqrGgwGpQTTfOuxAFzImkxt53I5VYuM/jafz8PpdKqi6sRw0bwSe0ZJBehvzGYzZmdnYbVa4XA4FHOSz+cRCoWUy2ZDQ4Oq50WudHV1daitrVVuiVarFQAUG0hAb2hoCB9++KGK/bJarbhw4QKGh4cVS7V792588MEHMJvNGB4expkzZ9Dd3Y233noLv/Ebv4EPPvgAQ0NDsFgsyv3RZDLh0qVLMBgMqK6uVkqV2+1WmTP7+/tx8eJFzM3NoampCffffz/ef/99lXGxpqYGmUwGnZ2dyjDU3t6Ouro6mEwm7Nq1C36/H2fPnlWlRA4cOAC/34/z58+jpqYGXq8Xe/fuxalTp1SZgZmZGVRXV6Ourg6nTp3CoUOHMD09rWLNGhoaMDs7i2w2i1gshkKhAKfTidbWVlW6gYRi3Wpra2EwGBTYp+eNsj5SFkh+TwDqe7PZjObmZgXoKetsLBZTe5NiESkrLfWFADsZjMi1jYMGepbp3OIGD/o3sSrU93LnFT+P+LNDn0smR3omyHOG34ezVuUAip4RS57PEoBw4wsHSzdinajP5YxDfK3L3YOfi+XYPjleeX7TvEpwKeeDv/OI5eLnnfT4INED7HJ95frTHpDf0w8vPs6NaQQueVkDg8GAXbt24bHHHoPb7UY0GlUJmKiEyY3kXgRu9M7fDAmFQsoQdTtlZGRkU8tF3Slyb+38iuhKOeAWjUYxOTmJSCSC1tZW7N27d83smp6sBfiNjo7iJz/5CY4fP66U7kKhtFgpf0lIhR0otuLqWZMLhQISiYRSqqqrq9XLUYICsvLSd6QU8Zc5XcdfbqS8kPCDmVtG5Xjoe2nlpRclKS7EuNELXrr3cFBH7mHEJlRVVSl3NP6yoGu5qyG3FlM7euwYHyf1t9x45DWSySOFgrt+cSWK1kZP8aD6ZEajUSV54OvJYxS5iyTNJTHFJpNJsSJOpxOLi4tK6SBFJBgMqu/kvuP3pHFQCn3qFy8TwLOwUqyh0WjE4uIi3G63KuZMiVNSqZQyUnR0dKCqqgoejweTk5NwuVw4dOgQ3n77bfj9fmzfvh3pdBrT09PKRZKuJzfJsbEx7Ny5UyUqqaurU/Fw27Ztw/T0NOrr65HJZBSLn8vlEAqFUF9fj8bGRoyOjmLnzp1wOp1oa2vD3NwcksmkyuI4MDAAl8uFubk5jI6OwuFwoLW1FV1dXcr1c3Z2FufOncPc3Bx6e3vhdrsxPz+P8+fPw+l0Ys+ePQiHw8o9s7u7G+Pj4/B6vZibm0NHR4dKqtPY2Aij0YiZmRnVb1kInZ4lWgfOJFB2WnIdo5IJ5K7rcrlU3GM2m1UeAXSuEBDkgIiS/tDzZrVa1blBa88NAnQN7VVSli0Wi/o72ifEFFPWWzr3ZC0xfkaQ4s+NNrSPueGHn7Wc6aE2uAGH7iEBjDyfpXcCZ8j0mCs9ow4/LyQQkueEBGT8e2nYk4wgP1t5Qg86MyWDxt8DHFzqnXl8PHzeaT35PeR4eRs093wsfP1oPHQm8veiHnNJfZPxkvxdQPurrq4OH//4x/H000/DarUin88jlUohmUwilUohHA4jlUoplpmAXFVVVQmouxeB22YlJgGgsh2vt/h8PiSTSfT19amxhEIhXcb1u9/9LiYnJ/HZz3523ftxp8u9tfPvQlkL+JFCLjjA8oE4MzODyclJVFVVoaOjA8PDw+vSzloll8vhJz/5CX71q1+VpPOWQAkoTrIBFGeKBJZfLqRwc0sxKVf08rBYLKipqVFKC7docpaN94HuL1+gXMGh66TyIhUTelmvxkWQu+6YTKYiCzO1RddwJapQKCCZTCKdTquXJS/USm1waz23alNfSXnl66JnGZcuqytZ+ctdQ+Oh++uBaT4n1D4ldaAkMpqmlSjAcsxUwsFoNMJisSjQRopuNpstSstOpQFMJpNiyhYXFxGLxdQ+4koWgQUyFHAWz2AwqIKrqVQKTqdT1WGj5DA8Do5bvylxCWWkrKqqwrVr19DZ2YlwOIzLly+jp6cHg4ODuHDhAqqqqlBTUwO3243Z2VnlIvnII4+guroaIyMj6O3tRTqdxq5du3D69GkcOHAAVqtVJS1pa2tDNBpFY2OjYpo6OztVpsiuri5Eo1FcuHAB+/btQ09PDxwOB2ZmZnDlyhW0tLSgt7cXdXV1CuyGQiFMTExgcXER9fX1cLlcGBgYQDqdRiAQQCAQQDweR0tLC/bu3YtIJILTp0+jvb0dw8PDSKVSOHHiBHbu3AmTyYQLFy6gv78fDocDqVQKY2Nj2LZtmyp/MDc3h0wmg8HBQQXMieki10O+z0jJJcBPrrPc4ELubBxgcaBDJR9oX8hizADUNfxMo+s4e83PCn4uchBBQJA/v9RPylRJn9E+l2cCB2H0HNKZR4YsflZxhV7PCMXPb3420nkqz3A9w458fqULN/+enzXl2pF91Tt/OYilsej1g66jz/k+ku7mcn/QnNJvCRxlX/m5yQ2R3CAmx8vnlMcqUwwt3YOu433l68LfwTTe5uZmPP3003j88ceL5t9kMsHpdOoW0b4RqEsmk5iYmEB1dfVNMXV3smwmcAsGg6uOcfv+97+PiYkJAMDCwgKy2Sy+/vWvAwC6urrw0ksvqWtffvllvP3227h27Rq6u7sBAK+99hq+973v4YknnkB3d7fKKvnjH/8YfX19+Iu/+Iv1HdxdIBXgVhEYjcsuOefOnUMsFkNrayv279+vLPcb3TaPS+Jy7do1/Md//AdOnjyJVCpV8tLhvyVQAq6/vOgFwi201CYpPul0GqlUCiaTCTabDQ6HQ91fuifQy42/GKVCwJN98H7yl6x8UXOwpgc+pOsPH285VqqcC2gulytKNlJTU1P0PX8Ry5e5VPjoe5pTqbjojYWUBqmslUtewuedW+DlNdL1ltgLg8GAqqqqogLVmUymiCnlDAGBNv6ypHT9ZLU2Gq9n7yQGh9bebrcrBqyqqgqTk5PqPpqmKcBGzAwZBpaWlhQDlslkVHZCs9mMSCSirqH5JravoaFBjZf6Tm11dnYiFAohFoshm81icHAQZ86cwenTpzE4OAiPx4PLly9jaGgIbW1tGBkZgdlsxq5du3DixAl0d3fDbDZjZGQE27dvx+XLl9V3Dz/8MK5du4YTJ07g/vvvV8YPqmM3MzODc+fOwev1Ih6PY/v27Th9+jTOnj2LPXv2oKWlBU6nE4FAAAsLCwiFQrjvvvuwtLSE2tpa1NbWor29HZFIBDU1NThz5gzcbjcaGxtVIoO2tjacPn0ahUJBgT+DwaDYuYGBAZWgpbW1FQBw5swZ7Nu3DxaLRTGwdM/JyUlcuXIFbW1tym1VMhL0nPNnT17D3QRlanb6e3o+eewQP9M4GyTrbXH2hM4b7rJM/aB26D7SO4GPwWazoaqqqsTtjoAjgTq6Dwd18ocbofTOAcmy0xlQjmnn864Xq8rPEQ6W5XhpHji44HPK104P+EkjlB6g5f2kvuvtET1gKN9peuvLwbAEXCsxgjQWPQaNGyLlvPK9KN8Dcv3obPR6vXjuuefw0EMPlRjebiQ3AnXvv/++ymRLMak0R5Klq66uvitA3WYDt9Uybt/73vfw9ttvF3321a9+FQDwyCOPFAE3PTl48CDefPNN/Ou//qvKoNvT04M/+ZM/wZe//GWVFbki16UC3O5wudkDkUsul1OZITOZDNra2rBjx45buufNCnc7oz698cYbeOuttzAxMVEE1vjLHCiO7+PXSQaG7iuts5qmIRaLIZfLwWq1qmQOQGn9Iv7i464/3NpczrWH+sQZNhKpzOlZRfWUOc4okvVWvvBl5jRgGaxQMgViYvQULaDY6s37yhUXGg/1kwNwfh3No1QYuPLCWTypJHNAxhVlEs4oktsnMVEul0u5FPG55ywHrSnfI8R+aNpyghLqAzHUxMKRy6LRaFTxZ4VCQRkbqDaXy+Uqcpsl4JdMJmEymRRAI/Dm9XphNpvVfQqFgnIXJNaN4pjcbjcMBoO6L7nn0dw3NjaqjIy7d+/Gtm3bcPHiRfT29sLr9SKbzeLChQsAgPvvvx/Hjh1Dd3c3+vr6lNunpmk4c+YMHnjgAZVR8tixYzhw4AAMBgNOnjyJbdu2IZfLweVyYXp6GgaDQYGzkydPoru7W8XUBYNBmM1mOBwOVFVVoaGhAcFgEKOjoyrJSl1dHaqqqtDa2op8Po+HHnoIFy9exMjICEwmE+rr61FXV4f77rsPkUgEc3NzOHv2LBwOB/r7++F2uzE5OYlQKIS2tjZ0dHRgbGwM9fX1iMfjyqo8Pz+PwcFBAEBLSwv6+vrg8/kQjUZV0W2+3zmzLNkxPfDBzyOpBMukEvS3fK+Sws7vIYGhNGTImCyDoTQWqhxw4CwL9dFkMilQR88HsXRU5JmPibfFny3uesdBHWel+A+/RmbLlK7gHDhIYEFt6J2dHAjrARi9fkhwyc8s7ipK7fD1lXtAGv/4XqL5k3uJxkoKvXRp5O8jvge4ezyfNzleaRDjLGq5OGODwYBt27bhxRdfxJ49e0rGsx5Ce1EveQYxdcTWRSIRZaC800HdZhXfBqDOvdXIW2+9ter76l370EMP4T//8z9XfY+KVIDbPSeapiEajcLv9yMej6OtrQ0HDhzABx98oJS/zRQCbnNzc/i3f/s3nD59GslksuhFqwcs6MXD/fvLgS26Hlg+9CkGhepOUaY/oBQocessv4a/ZOmlBqBE8SAFgLNS1A8+Fv4yl/cg0XsRSxaOA0wOQChTncViKQKoMvZEutTw+ZBAmSy8eq490jqrx+Rx10upmPB+SCWK1zCiNaK9QHFIdrsd9fX16l7kCkwKHRVHJrdS6hf1h/rBrZzkCpnNZmG1WmGxWIpiQwuF5SycjY2NCAQCql1KLEHp2mksnG0pFArqGiq0TBZnYkJozmtra9X+jcViyi3S4XAgkUgosEigkxi8paUlJBIJjI+Po6mpCV6vF8FgEMlkEp2dnVhaWsL58+fh8XiUO6TX61XlDux2O1paWvCrX/0KR44cwfHjx7F3717Mzs6irq4OmqapJD6UGIVi8U6cOKHYtoGBAezYsQPnzp3D4OAgAoEAXC4XHA4HHA4H0uk0ampqcPr0aSwsLKgEOeS23NfXh1wuh0QigWg0ivHxcUxMTGB4eBgNDQ3o6OhQtepqampgtVoxODiIbDaL06dPo6OjAw6HA7Ozs0ilUujq6kJtbS3S6bSK56WzkRhOvrflc0NrT/tFGn+40i+zHspnnIM+fg+pREvgSNfKc4AbOTizX87IxJV+PQOTZGmofSpPwJ9f2ge5XK4IMHGQwV09+Vkj29FjN+VZoxcDzNdGxofptVMOxEowLY1HfMx6xi7eF1pnOa/0vtA0rei8ku8+eS7S+SnfBfy3nicE7SW+j/h+4ueqHqij+5OxaMeOHXjllVfQ39+PjRT+PpeyGvdL+ikH6mRM3WbrROVksxg3fvZUZGtKBbjd4bLaQyWXy2F6ehrT09Oorq6G1+tVii1wHUBRRrrNkKWlJRw9ehR///d/r+onAcXsGX+hAPpp3bk1l1sAeTp8UiBpjEbjcmIKDvTkC4krLkBxTADvq547I++rHluk9728h3xJ099QP6RiIu8DLGfCA5YLMxNrwvtAygLdZzXxHLQ2MsCeKyWSbZAWaw6W9FyZuIIkWTi6hv6fTqeRzWbVS5uAEFdc+LzSy5pYOOB6LAcBKQkoC4VCUSwoPS8EEhOJBBYXF9HQ0KDqpRkMy/FEoVBIjZ/mnLtpEpgzmZZTwdP4ZmZm0NbWBrPZjHA4DLfbjUwmozIFUhwYsVY8CYbdbsfg4CASiQSuXr2qXKC9Xi/8fj/cbjc8Hg9mZmZgMpkwMzOjWK1f/OIXipW7cuUKamtrsWvXLpw5cwatra3o6enB1atXsXfvXnz44YfKsk4JUjweD2ZnZxWTZzAY0NnZicbGRqRSKVy6dAkDAwPYvXs3EokExsbGUFVVBbfbjZqaGlRXVyOXy2H//v0IhUJIJpOIx+Pw+XwYHx/H8PAwFhcX4XA40NbWBo/Ho0CpzWbDuXPnVMZIp9MJq9WKeDwOv9+P+vp6WCwW5PPLxdWtVqu6f2trK0ym5dpodXV1igklww6dMwTmOIsOXHdT5c8NN0KUc2XjZx5//rgSrfdsccAmmQ9+1kiWhoNQeZbogToJDOUzzBl/bgChz6qrq0sYxXw+rwwanGnjAJOfG/z5lQYkPRAk3UVpH+rdRzJG0gAoGTZ+Lsh5l26g8qyXMXW8LT2gxH/z9ZcAVLKo/B3K2Vhp7OJnLN+vevPK14P+3mQy4eDBg3jllVfg8XiwGVIutOJGciNQR7VZU6kUZmZmthyoo3jnjRZ+flRka0oFuN3FomkaIpEI/H4/FhcX0d7erhIKSKHMkpsB3Px+P374wx/i17/+NRYWFlQqYf6yAfTdCMm6RyJd82QCDUqnTUDN4XBA0zT1GVdMuJIlLbzye/5Sk65SQLGCJV/kHBxyAMPbofFIpo+DJP4S5sCH0odrmgaHw1EEquQLmI+Lj5ffj7tecsCnZ43mrkzS0sz7zBU1vn6kEEilxWC4noKcLNKZTEbFk1HaeG4517PgLy0tqbTstEYE5EkhoPmi/UOsF49rJABHz0soFFLXhUIh5HI5RCIR1NXVIZFIKJaB9p5UPElB4ExsKBRCY2Oj2tfBYFCBEEqfTwCEYsGmpqYUi0huhlNTUxgbG4PL5cLQ0BACgQAuXbqEnTt3wuPxwG6349ixY6iqqlK12ex2u4pJu3TpEj744APs2LEDIyMjqKqqQlNTE+LxOHbs2IHTp08rMNXS0gK/34/q6mpcvXoVQ0NDWFxcRDAYxJUrV/DII4/g6NGjOHv2LAYGBlBTU4OPfOQjuHjxIoLBIGZnZ1VNt56eHhWX2NTUhHx+uV5UIpFAc3Mzzp8/j3w+D4vFohQyh8OBAwcOIBaLIRqNYnZ2FoVCAe3t7RgaGkI+v1xeIRwOo7a2Ft3d3ZienkY2m1WZ1BYWFhQ4rq6uVqwm7UOZDIkrsfIZ1mO/+J6W7pfcUMGfC+5dIBV+2ss8DlXv+SSjlQQV/Bq9s40rcPyMlaBBPsN8riSAoWeHahXyZ5zH1HEASXGA0u1QghwCWdJVlLub8rGWc4vkZwQ/y6WbIGed5NzyZ1wCQz4GOjfpXNRbX37WS/daDiDp7OJro2dAkGcj3V+PaeX7WdOWM9weOnQIL7/8soqv3SzZiIySJpNJMf5SJKibnZ1Via5Ir+CulxsF6shjZqMlFouhpqZmw9upyNqlAtzucNE7HLLZrGLXnE4nvF4v6urqVjxIblTLbb0kl8vhwoULcDqdKolANBotcUHh4IW/7CUQAkqt1XTQkruWy+VSVnJ+H3n485cnf7FxS6tk2OQLmL8YgeIkKnouO9QX7jJESpaetZnGK10iacz5fF5l2gqFQmo85RTGcmwfH69kN0n0rLvl2tFzNdWzAMt5JaF+UAFko9FYVABdWrP5OGgNCoWCcpEkto0USw5+SfHRNE0piXy9uBJsMBgwMzMDTdNQVVWFSCQCg2G5JpfNZkMoFFKp5eX+IsaGp37ndbYKhQKuXLmC/fv3Q9M0VeeL9kgqlUJ1dbUCGR6PByMjI5idnUV/f7+K3+zp6cH58+dx7do11NfXY9u2bTh//jyuXLmC7du3K/fDK1euoLe3Fx6PR+2dWCyG/v5+TE9PY25uDkNDQxgbG4PP50NPTw+CwSA8Hg8uXbqErq4uXLhwAb29vUgkEkgkEjh37hz6+/sRDofR0dGBpaUlDA0Nwe/349y5c2hvb0dvby96enpUXCK5QB4/fhwHDx7E6OgobDab+nE6ncjlcjh48CCi0ahKtBOLxTA/Pw+LxQKv14t8Po+Ojg7lZhqPx+F0OlWik7q6OoTDYdTU1KjEROFwGMAyQx2LxRT45rFEcm/yPcT3Gu1rabjh392ISZfPVrl4Oj2mnJ+N3HCj94wS+CgHyMq5TvJngoMcydJwl3PZF24kov1NoI6PR7pecsBMa8BjWaUxhPop+yEBDGcUeZIpfhbIMct55XPG3zkSCOutsQR+HIDymEF5TvN51dsn5daX7wE9Ax6tSaGwHGN75MgRvPjii7ogZzOE2O7NkpVAXaFQKIqp46DOYDCUxNPdCqjbLFfJQCCw6oySFbk9UgFud4lomoZwOAy/349EIgGPx4ODBw+u+kHfLOBmsVjw+OOPq/+TS0JdXR1GRkZw7do1TE5OYm5uDoFAAJFIRL1I+WHNXzb00iMWBgCqq6vhcrmKLKvyZUQiX1jSNQgoBhbyBc0t3vxzDgxJCSjHSPF+6Ck+9D1XwjRNU8oupYYnhX8lpUR+LwHoSi9x3l/uPkQsT7l2aP30lKNyfaXrSDGnGDByvaKagpKR0AP/hUJBARnuIslj3Egx46wvHxdZ8ynWzWg0IhwOI5PJoKamRmUnbG5uxrVr11R6eADwer1qX1G9L1pP+qHCyrlcTmVm1DQNgUAADQ0NKvOnyWRSCUBqamrQ19cHj8eDxcVF7Nq1C7Ozs7BYLJibm0MkEkF3dzc6Ozvh8/lw7do1NDc3Y2BgAFeuXMHlB4KikgAAIABJREFUy5cxMDAAj8eDTCaD0dFR5HI5tLe3o6qqCidPnoTL5cL27dsxNTWl2KtoNIrz58/jwQcfxJUrV9Dc3IxIJIL+/n6Mj4+jvb0dra2tKv7MaDQiFoshlUrBbrejs7MTDQ0NGB8fx/Hjx/HAAw8gl8sp5qylpUWxY9u3b8fVq1dVwWtShk0mE3bv3o1wOAyr1Yrm5uYiNqy3txc+nw8LCwtKibfZbKpMABXITiQSKoYuHo8jkUggmUyitbUVS0tLiMViMJvNKrkMTyxDwEGeKfS8lgMF3H1aL6lEubgueVZw1zz5jEpjBp07nHXicV0rAUMJCvhZwa+TIFXv3Cp3Buu5WEsDEB+nBLn0zBATT+cBJUnhbDa/Nx8zB7EcjMmYOj1AXc6QSNfQWtI1AIreGdKgpQcepZGPWGg6j3j9OD1WUQ88SpaNry/Nvcvlwsc+9jF86lOfuu3JPMjgthXEaDTeEqjTS5RSDtRtFnALBoObzqJW5OZka+z+iqxZDAYDJiYmMDU1BZfLpQLtb9aiQzE7my0WiwWxWAxutxuHDh3CoUOHir7P5/Pw+/0YHR1V45yfn0c4HFZMAxWTtdlscLlc6iXJXeukdZfAFn0PoETB4soT/55bOssBOqm0SKuptADzDJDlgJQEqIVCQSXh4H3m95HxK1yZ4O3Il3y5MevFWPCkB7y/1KaeuxVnFeV4aZwUz0WWXrfbDaPRqBQz3g5QHHPHRdM05epCQIxcDGmfUKp/enGS2yT1kRQ+ih+jOCmn01m0drW1tUq5J0butddew0c+8pGiPi0tLWFqagpTU1Oorq5GNpst2fs0z5lMBt/97ncxMTEBs9mM+fl5OBwOVWuMEpGMj4/DZrPBYrHg0qVLaGpqgtG4XPOora0N8Xgc165dQ0tLCxoaGjA4OIiRkRFcvXoVTqcTHo8HJpMJ4+PjSCQS6OzsxP33348PPvgA586dw7Zt2xCJRJBOp2GxWDA0NKQSlUxNTSGVSil3SUqWMjg4iPHxcQwODiIWiynwRQlNvF4vkskkjh8/ju7/d1u0WCyw2Wyw2+2oqqpCIpHA9u3bkUgk1NzQ2ofDYeUiGo1GixIAGQzLGe4oZT0pt9FoVAH/hYUFWCwW5UJL50ckEkEkEoHNZlPJYGKxGAwGg4oVpfputN9oz/AzRm9fS3DCGQ26D/27XHynZNj02C8O6uRzys8UeQ9qW7LteueFBI8SOMpnVO985PcgAwqtnzw7+ZnEnxOaK5ovigGlf8tyBnQu8TINtA4rASnJmksgLEGb3Ad8zHwsch/wuSdGUZ4L8j5cqefGLPqeM2zyGj5eDm4bGhrw5JNP4sknnywxTNwu2QhXyY2Q1YK6VCqFubk5ZUwqB+qoJudGy8LCgm7GzopsHdn6u78iN5SqqqqbYtf0xGq1FilGmyU84YOemEwmdHd3o/v/izUCy4fewsICrly5Ar/fr+pdzc3NYWFhAeFwWLGHelZosmKSoqXndqLnfiQt0dwiTn3lL2cODOkeFoulSIHTc6Whf0ulhZgaeiHwJBzcTUtvTNL1kjIO8na4JbrcvHFFQM8qzpkEaWXmyg+37kvllwqCk5JMAEsqPtL1R/aXtxeJRFS/eKwAuTySFZfmgs8P3Y+Pjbvr8NppRuNyjJumaUgkEqirqysCbYlEAhMTEwpwHDx4EPl8XqXi53NN+8tqteLRRx/Fj370IxiNy9nbkskkCoUC5ufnYbVakUql0NLSglwuh76+Ppw6dQrbtm2DyWRS8Wk9PT1Ip9Oq0Lfb7cbg4CCuXbuG999/Hw888ICqXTY6Oopz585h9+7dGBwcxNTUFE6dOoW+vj60tbXhwoULsFgs2L9/P86dO4eOjg7U1NTgwoULOHjwIGZnZ+FyuZT11u/3o7m5GVNTU1hcXMTOnTtx7NgxVFdXo6mpCUNDQ8hkMqrmXD6fRyQSwcLCgmK1tm3bpgq90pqbzWYVv5vL5Ur2RDabRV1dHaxWK+bn54tc7TRtucYdud8aDMtu29lsFi0tLVhaWkIymVTGA4oXpfIMlFmUwIBkm6mf8lzhzw9fc/nscCVaD+DoxcKt5A6ud7bpGaP499I1T48xlH2lZ7QcUyf7QX3VcyO8UWyY7AvdhxuRqH0yBPA4VnKppLIGdD0xtxwMcpGsIxl7uBGvnLsi37/8Gvp7CeqkkU+6hBMA1btGAjK+D1ZKltPe3o5nnnkGR44cKTGE3W65U4DbSnIjUMdj6gjULS4u4sMPP9RNlEJGwvWQUChUAW5bXO7s3V8RAEBra2uRVXMtYrVaVXzHZopMqb6SpFIp5UbZ2NiIffv24ciRIyXXaZqG6elpjI2NYWJiApOTk1hYWMDCwgLi8bhyfZMveRnMLl+s3BKt5wZFL3GpuOkpNgRW9Sy7BsP1DJFUQJoyStXW1qr7SOVJxizQ33NwJRUODqS4JVxaxDmo4woYcF0hke5fvB3uFsjng74nd0hypautrVXKE19XrsBKdoMrnRyUEpAi6zv1O5vNKoBmNBqVG6XZbFasEil4xLYR0wZAgQZS/sgIEQ6HVT22oaEhaNqyu+PExAQ0TUNXVxeGhoZKgKgekKdr9u7dizfffBMjIyNoaWlRteGozVAohFQqpdyDAWBsbAxOpxOxWAyzs7Noa2tDf38/Ll++jIaGBhiNRtTV1amEJHNzc6oQdVdXFwKBAE6ePImHH34Yvb29cLvduHr1KgKBAPbv34+JiQl8+OGHGBoaAgCMj49jz549KtPk2NgY+vr6VMIRArdLS0u4fPkyjhw5gpmZGQSDQZUQpaenB93d3crlmbMP8XgcXV1dKlMq37ORSARGoxENDQ2YmZkpireie1D2yUAgoNaZzjyn06myg5rNZgSDQRQKywle7HY7kskkkskkACi3ZE1bjjPUtOVkDeQ6SWywXgwRfzZI9OI79Z4/+QzSOaBnVJHGDGpDugDys4szeXQffm5JgwLvK31Pfab55+Uv+LkoAYxkFelMkH3hwI8/KxwY8ppyeow8nSU0n7R2lGWY+krnGrlg8jOfu1/ydZF9lfMh15j2hox35IlUeH95/LSeJ4PcB9x1kuadj52zsQDQ3d2N559/Hvv27cNWlbsBuK0kRqNRxalzOXHiBA4cOFAE6ubn51U9T4PBoJso5WZBXSAQQF9f33oPqyLrKHfv7q/ITcmNmK+Nkhu5aJLS6/f7kcvl4PV68cADD6wYnGwwGODxeODxeEqAXSaTwfj4ON58801ks1kEg0EEAgGEw2HVD+nyw8EYf+FJUMED8Ok+/JpyL3A9RoqyYRoMBgXYeFt6GR55P7iiRUoqb4NfsxLDpqek6Y2Zs31SKS2nUBKLSGCaUrjLteXKCICS2CIO5ki5onHFYjHFRvL5kEqkpi0X2SZ2ks8TKbNccSKXy2g0qsZNczo/Pw9N0+B0OvHJT34S7777Lmpra7F9+/aSVNSkeC4uLuLSpUuorq5WlljJoL/yyiv4/Oc/j4WFBezZswehUAgulwvJZFIVU79y5Qo0TUN/fz/Onz+Pjo4OlRmS3Gopm+Px48fR39+P+vp6eL1ezM3Nwe12w+fzoa+vDwMDA2hubsb09DQSiQS6uroUYHvvvfcwNDSEhoYGnD9/HrW1tdi5cydOnjyJjo4OTE9Po7u7G6FQCDabTWXu9Hq9uHTpEgwGA8bGxlRcmtfrVfMQCoXQ3NyMsbGxon1ZKCwnl2lra4PRaMT09HQRi1UoFDA7Owu32w2Xy4VAIKDWxmw2Y2FhAUajUdVnI7BXKBQUq0ZF0CkWJZlMKjDncrkAXHfhpb3IyzBwwEJ7jpgc/sxLwMWfLT2gJI0u3DjDY031wBRX1jnA4c8Xn0fO1EmDVrnzgp51Dm44IJDj1QNsHGxxgCpdEaVxQ7KK5ZgrPl5pXONnNfWH+mi324sMedR+NptV7CuNic5azlRSvyRjyOd+pRhsaYySMYS0h7nruQR+1AZvh+aN2OzPfOYzGBgYwFYXyiR8Lwk3UOiBOuA6U0cxdSuBOgJ2eqAuEAjg8OHDmzKuiqxNKsDtLpD1oMhvhvlaT6EXoZRMJoPJyUnMzs4qZZMUp1sRm82GwcFBaJqGpqamoiDccDiM0dFRjI2NqbYDgUBR1ku9OA4JpKSbIlAa16DHFBG7lslkYLfbUVNTU+QCo8f0yXvwH84YkgIGFNdAk+Oh76UCxtvhY6HxWCwWxZLQPbgVXiqLiUQCqVRKvYh4WnAar56rqbQwl4vJMxqNKvEEHzuNgdizTCajFHvOwFF8G7m2UiZLUsxI2U+n07BarWr9yA2TYuE6Ozvh8XhKQBifR6PRiAMHDihWR6abphd1dXU1nn/+efzzP/8zTp48ia6uLly9ehUHDhxAIBBATU0N2traUFNTg8uXLwMAjh07phL8nD9/Xq3H3r17FdBraWlBU1MTOjs7Vb/OnDmDrq4uNDY2wul0oqenB++88w7a29vR1dWlaudNT09j586dCAQCeOutt/DII49gampKZSZzOp0wm824cOEC9u/fj0wmo/qdTqexsLCgsmFyN7VwOIyhoSFVn40zpTQvpGSGw+EiwwqwzM673W7YbDbE43GlYBuNRiwsLMBkWq7P5nQ6kU6nlfGA6u8ZDAYVI0VlFzhYI5c7YoppX3IjCbE0tC8lANFz9eVnBQd0UpmXAEbPnU+6cxOw4OeFHsCRoE4yW9JQJEGDHlCSrnuS/eJnDvWXs0UySQqNWYJYmlfqqzQU8XNFbzwSSEkQxNuhtZZrSwlDyB2f1pHuw1ku2pP8h783aA/JuaVrqC3ehgR9nC3k7wOLxYLdu3fjpZdeQnt7O+4UudsZNz2hsI6VhL8rZHIRCeoWFhZUwq90Oo2//uu/Rnd3N/r7+zE5OVlkpKnI1hMDHRBlZMUvK7I1hAfkr1UKhQLee+89PPjgg+vUq9XLsWPH8OCDD0LTlt3afD4fMpkMOjo60NrauiGH9OjoKBwOB1pbW294baFQgM/nU66XU1NTWFhYQCAQUHGBpOxLAMSfr2g0ivr6+iIXGWKdSLEkixgpDbSu0p1RAjbuQkPfLS4uoqqqqih2i66RChqNU49hk4qRHqNIbAilTuft0D2IRSSwU1VVpasI8r5KSzWwrLhTIgm6Rios8XgcwWBQXU9ujxS/Rv0n5YkUGVIgyX2K5pJcOCkRiMViQTgcVtZfi8UCi8WC2dlZhMNhVFVV4Stf+Qo+9alPqT5xZZkzBiu9HCnmj37i8Th++MMfqvpkRuNyQhSbzaYKYF+4cAFjY2NKgSXgwvtBayaNEA8//DBcLhcuX76syol0dHSomnBnz55V7Ft9fT1qampw7NgxtLe3o7m5GX6/H+3t7bDb7Th79iw8Hg9aW1sVq71jxw5VIoFcGuvq6tDS0oJCoaDqOhJrYTAY4HA41BpwtoT2BKWOJ5DHDRy0B6kwOxVK52BB05ZdHSmGLZvNlrirEWtIz2ImkyliaGh/SVaIwD5dy88Evm+5Is7PDO4SSX+jB6ToeeUGE/qhe9DzyfehbEcCnBtlPeR1M8slKdJjvjgjKMfDQSrdRwI/PWMS9YXWhmrv8TXh4+XtSHadzwkxWpzhlICbgy1p+OJzxhOl8HHzPc/PMQ4eqR80J/R8x2Ix9V6R8yqZXmJeDh48iJdeekkltrqT5PLly2htbS3yQrnbJZVKYWRkBLt27Vr3ey8tLeHKlSu4dOkSrl69ip/+9Kdwu90Ih8MwGo3o6urCwMAA+vv7MTg4qLyYvvGNb+DDDz/EyZMnce3aNXR1dWF8fPym23/ttdfwrW99C5cuXUJNTQ0+8YlP4Bvf+EYlzg4oqxjcW2aLu1TWwyoirbWbKYVCAWNjY5idnUVNTQ16e3s3/FCmGKTViNFoRLdIkEKSSCQwOjqKa9euwe/3Y2pqCsFgUCn1HNARgKKX6uLiIjKZDMxms3KN44qEjGGjFziJTEQAFDNbRuP1mC4J+kgJAIpj9rgrDome1Z0r+1wp0VPSyNJXKBRgs9mUsiAVDe6ORWPiiivdu1xCF+oPuYnwvlOafXLNtdvtKlEFxV+RlZzYP2qLXBElC5hIJGC325WibzAYEIlEVLHtZ599Vl2rN7bVPLcmkwkul6uIbXY4HPinf/on5PN52O12ZDIZvPPOO7Db7WhtbYXH44Hf70c6nVaJCzhwo/WSa2gwGHD06NGi/ULZFQHgox/9KLZv345YLIaJiQn4fD50dnbiwQcfxMjICE6dOoXe3l6YTCaEQiEVi3fq1CkcOHAAPp9PZZsMh8MYHBzE6OgoQqEQlpaW0NTUhLa2NhUHRwlYqM6d0bjstkZgO5PJqB+KhyJwTQCMsq8Skw1AJSuhZ4gYPTKU0PNBLCq1RfuVgDsHa5Tcgu9J+axKFocDBw4iaaw3ylbIr9G7h2TY+PPA95dsh7N9BCZoT9A95JkhXbG5+6U8d/gZqOciKIHhSmyfdMXWY/P07iFBH++rXrIq/qNnQKO/l4mXOOjma0Lfc0BG5w+PqeNrQOvEQe1Ka8hZNmA5jvPhhx/Gpz/96dtWg209ZLPruG0F2chSAGazGcPDwxgeHgYA/OxnP8NPf/pT2O12LC0tYWJiQmUffvPNNxVw+8pXvgK32439+/cXJf+6GfnWt76FL3zhC3jkkUfw7W9/G5OTk/ibv/kbvPvuu3j//ffv6H26kVIBbhW5LaJp1+vOkcvcoUOHNs0FQrr2rVUcDgd2796N3bt3F32uaRrm5uYUqJuamsLFixeRTCYRCoVU7R23211S742DFMk20b31LNkSBPEkGnrKSjlQx/si2TOuxK1k1SVgk0qlYLFYVOwQt0LTWCQLpRdjKNlAziRwRTCdTmN2draIrTOZTMrSTUpOIpFQgI3q4NH3pDRZLBblIklKPClClO2QmDiDYTmejoDE008/DaDUXW09DCR9fX3YsWMH3nvvPRw9ehRGo1EBUipe7XQ6kUgkkM1m1TzxteQKpxS51+izN998s2SfXbx4ERcuXMDhw4fR1tamasXt2rULFosFZ86cQX9/P+bm5tDf36/Wp6enB6lUCsPDw5idncXU1BSWlpbQ39+vatxZrdYSJoj2JK0Pxc7x8dA+oHnhSjLtE+4WTtc4nc4i5osn0KC5o32YTCaLsvKRu63Vai0BMZy14uPhz1g5cMKv4d/x7wm8cHZaGldoPHpMEF3DY+VoTPw55LFjHBDwvkgGTY6XxiOBUrk1luPh66PnNsmNPJL51Js3bozh9+DPBm+LuzrSvpAAlO81ucZy7vmYjUajMihIN1AyMlH8LV1Pa0AF5LlQO263G48++iieffbZ216DbT2Ee03cK7JZNdzoPUf1R81mM/r6+tDX11dUfxdY9lrq7e0FAOzcuVO5kq9WAoEA/uzP/gwHDx7EL3/5S7V/Dx48iKeeegrf/va38ZWvfGUdRnX3yb21++9SWQ/GDYBS7jbSmpXL5TA9PY2pqSk4nU50dnZiaWkJLS0tm3oYk9vURonBYEBraytaW1tx+PBhzM3N4fLly6iqqkJnZydisZgqTjwzM4OFhQUEg0GVpU4P4ADX3XQ44OIveAlwDAaDYou4ZViCLboXj4PjY5HKmWT7SIkghkrW1eNMg7wPCd2D+i8BKv09ZzG5cpVOpzE3NwcAqmwCgS9erJvazGQyqu4ZzbvJZFKAIZ/PK0aUM4uxWAyLi4swGAzK3TOfz8Pn88FsNqO2thZf+tKXihT/9XpGST772c/iwIEDqKqqQjweV2scj8fR2tpalHhD05YTrySTyRLGj7Mb9DnNk1S2aZ6lAm0wGPDuu+8WMcrHjh1Te5SstkNDQ4pdvnr1Kvr6+hAIBOB0OvHQQw/h0qVLGB0dRVtbW5GbG7XPlX1ujOB9pP5Q0D3NgcFgKKr9x5ki+o7fgxsGaK/pMV80XvounU4XASlygSNQx2Ol9AAbrYE04Mjnh9omRR4oBhX0GY8N02O++HhWaofHaklWa6Xx6BmTuOFFMoZ8zLwNWsfVuDzSWKktvbhk3hfOjtGY8/m8MtTwvcDHQ/tpJQCqx6LyPcvBsBwz9ZX+1mazKTaZ5i2bzRYx09Se0WhEc3MzHn30UTzxxBNwOp2q3+t9Fm223IsxbpsF3IDSs7+cEGhbq/z4xz9GMpnEH/7hHxadA5/4xCfQ29uLH/zgBxXgVkburd1/l8p6HcRWqxXZbFbVzVov0TQN0WgUfr8f8Xgc7e3tuO+++5R1kTJarne7K4nZbN7wLJrJZBJ+vx8LCwtoaWlBa2sr3G43Wlpa0N7eju3bt5f8TTgcxtjYWEmClEgkovqrZ5HnVnlSIqSbFI9Z0XNdkkqRdOUBUAS0OHjkCRwoYxV35QGK67BxsMCBHV3HlRm6h571n8acSCQUaCNrNHC97EKhsJxMgDIE0t7L55fTzBNTQoAtm80iEokopZuUZAAqdo4nqIjH46qPTzzxhBr/eipJ0m3k0qVL2LNnD2pra1WcSzwex+LiImprazE5OQmz2awSsPC9wN23aM4lgJOWbW48kGynpmkquQsHjEtLS/j1r38NADh69KhaW7PZjKamJqVQRiIR9Pf3Y2lpCcFgEIlEQjFgKzE40lihxxTx6zhYMxgMKjMgudKSSKaHs7ocDEgGlbMvfD6XlpZU6QgyjpEbHIHMcmySTOnOQTStlZwTg8GgxsMZJ+lSp+d6yYGjPDPKseWctdIDuitlwZVgWK4zn5NyjKFkx8iNVRqK5JjlfuLuptzwJY1jEjxyUCf3JF0jDSUcMOvtNz3gJ89+uofD4VCGga6uLvzO7/wODh06VFTgmSc8kmnjq6ur7xg2bqONy1tRqFTNRksmk1Hvxo2WEydOAAAeeOCBku8OHz6M119/HYuLiyWZmCtSAW4VYbLewG1paUmxa8Q01dfXlyizNyoJsBGyUW1qmoaFhQX4/X7k83l4vV4MDAzAaDRifHz8hnF19fX1OHDgAA4cOFD0eaFQgN/vx+joKCYmJjA9PY25uTmEQiGVbIErlPR/bv2XTAUpIlwJAfRBElAclE/MGGWmosOeDlluteeKvKwrJ1kTadmnv5egj5Qao3G54DXVauM/lOGR2iLlkdhCq9WqYpeoKLPFYoHNZkMikVAsFmWgtFqtWFxcVAo3KeNVVVUIBoMwm81wu9348z//8xKF/laknJ//4uIixsfH4fV64XA4kEgkYDKZEI/HVf0xYgbJSk37j4MKEr4OnOnigJqEx/rx9eRugfIzuQ+OHTum9iDdn9p98skni4A5vy/1i9aY7yU9F0Hu2kffU9yl2WwuMjJIIwK1Qf2gfuq1QyIZKU1bTn7ClXA+j2T04HuaYhMlcJbsmGRxOLAgdpoDPwkM9eatHAskQQUHWxIwS+DBzw0JQvl4JJCi+0i3VAJJ8h4kZLjSu4baofnhAFSyunrnDu0FbpDiBgbpXs5BndwvfN4kqyjnlhtK+BrRWLdv345nnnmmqAZbuQLPlF0wlUphZmYGqVRKgTpeA4xA3VZjuO501vBmheKyN1ooG/BmyPT0NADA4/GUfOfxeKBpy/V4t23btin9uZNkaz2NFVmTrNchtl5gJhaLwe/3q5pL+/fvVz7TG9nuzQjFNK2XyPIFg4ODJZaiW2H5jMbl7E5dXV0l36VSKYyOjmJkZARTU1MqQcrMzIyK5ZFASFqOOXsgrf+SGSPAUigUVNkCAKrunARj3J2LM4KktJPSI10i6d+AfkIEAKrGGFeEqN/UVqGwHJNE8VAksVisKMkEXb+wsFDk5kaWbF5zzmQyqWySlF7eZrPh9ddfXzfQtprA7OnpaVRXV8PlcimAGYlEVKKSixcv6gIvDpKAUvcYPu9yPPI7CQKJqeOfc9BCbfMkA6QU0/1+8pOfqL+TDNSTTz6pyzbpsSJ8vwHLzwrNE2WRJEZKugfqgRcJOiRo42wej4uTMVDULgE6Pj4OJKiWHK8xSaCO12DSiz+TIJQAELUh3U0lUyRBHT8POMOp5wGgF6PGr+HAhK8hZ6046JZAisYgE49QWQ9+xlFfpcsjfU7zQv3ja6gH/HisLs0TB5crzYseg8bXkLtXEyDj45XtmM1mDAwM4LOf/eyqa7AZjUZVK1JKPp8vAnXhcBipVEo9qxzMUT2wrQbq7kYhI+RGSzAY3DTglkwmAUBXNySQStdUpFgqT9xdIlIRW4sQ47YWyefzmJmZweTkJGw2G7xeL4aHh1cFKm+l3bXKerhKkouXz+dDMplER0cH7r///rIvsvVKiCKlqqoKO3fuxM6dO4s+DwaDOH/+PIxGI/x+P/x+P+bm5hAIBBCLxUqUUlLepUJESgpl5jMal1Ntc+WHW7ElW0FSzl1IMnl0P67AUd9IwU6lUiobIbdwc3dSg8Ggsily1okyBQLXM3PKIH9eQJks1LFYTMWZUHuLi4tYWlqCx+PBa6+9pgpJr1VuNouWpmmYnJxEZ2enYgStVitisZjKVEqJOrgLH59jvh70OQl9JxkOapvcHvl6AcvrwFknCYK4axsHXXwtOTjg9//v//7vsvPx2GOPFbnTUbIZclO02+1qjiULxFkTzo7oxR3pgTEJkvRcEfVc4fhcS8Z8aWlJsdm8X6Rg0/7nhgYyRpDwZ4jWUpYv0AOgfC9IEMTHIpkgvRICct74/MvkTHoukXL+9Wrkyb4SoJL95XNJ80Lfy/OrHOjm7DHFw8k54feQZ5yeS6o8b7nhSbKKVqsVhw4dwmOPPQaHw3HL8UYklKRHzz1taWlJgbpkMolAIIBUKqUMNZKpI1fy9ZRb1XHuVNmsGLfNZNyoiHgmkynx8qJMwnqFxitSAW4VYbIWALW4uAi/36/Sf+/du/emKf2NThSiJ1x5vFnhLqAOhwOdnZ2oq6u7IUjdjLg6LhaLBfX19bq1X3K5nErzOzk5icnJSQQCAYRCIbUWpOx5wL0dAAAgAElEQVSTGw2xa9xqzN18SJkhBRhAkdJK/weKGRjOinCFWTJnRqMRqVQKPp9PxZ9xJZgrxdwlk4+FAzvqT6GwHNhP7pO8vUKhoLIzGgwGlfGQGKXW1lY8/fTT+KM/+qNbYr5vJe1xKpVCIBBAfX29Mg6QMtXZ2YnLly8XKY7l9j0HcVL0EgLQdZytAK6vMQfcXCnlfQGu7wWp7HKwyNeRrtHr589//nPdsf3mb/5mkXFCMnV6QEoCLekqx3/43PLsjDLxBe1N+p67uvF2ONtE4JHPGQdc9MOVfB5Pxw0ifPy8LZpjvfFwMAYUJ9CgZ52vtcy8yMfD55aDJMkY6q0P7RW9uDC+HzlzJZlHbjDgZ5iekUGyX3wv8EQ3BIQl6JMgVi95iR7zyMck3S/tdjs+8pGP4Pnnn1d1G0nJ3Wgxm80lpUlIqHxHMplEIpFQBZ4LheV4Qz1QtxbPBO6yfC/JZgG3YDC4afXTqOj71NQU+vv7i76bmpqCwWC4owrDb6ZUgNtdIuvFuK2Gmi4UCpidncXk5CRMJhO8Xi8GBwfXfKDeDlfJtUg8Hoff70c4HEZbWxsOHDhwU4G8N1M7bj1kpfYsFgv6+/tLDkxguVD4yZMn8eGHH2J+fl65a0WjUcVgSeWNK+GcQZHKVzkrOP0938fcfS0YDCIYDKraZEbj9Zpe3HLN3R5JMeJgjScbSSaTyGQyMBgMyuWHCoNbrValAJMV2uVyoaurCw899BCeeOIJdOvU9btZWa86NcFgEHa7Xc0xrZnVaoXL5UI0Gi1izjhrxuee/ybhCjEHU1ykayoJZ07o//xz3hZXYOka3tatnG+//OUvy373xBNPFLEZHOhw4KHn4sbnUzJseuCF3wOAcncsx3yVa0svRoqDBpvNpq6hOV9cXEQ2m0U6nVZMHYEWmSSF+sJBNc8CyUHjSsyjngunHAu/n5w33n9iteR96BoCQQSGeV1M6ossGE595uBSL26P30NvfTh45AlOyoF7ybBx90waD3fhdDqdeOyxx/Dss88WnRlbJVGH2WxGTU2NcpvnQmdRMplEPB5XYJNAHXe9rK6uht1uL6tLkEHqXpPNSk6ymYzbwYMH8Y//+I949913S/SQ48eP64abVGRZ7r0noCJlxWKxrMi4JRIJTE5OYmFhAc3Nzdi1a9e6JDLZysCNQKrf71cMxtDQ0JrYlc0GbpQhcbWSyWTg9/sxOzuL9vZ2HD58uMRVgbJe+nw+TE9PY35+HqFQSBVqzufzRQqgfAFzJZBbvKVCazab0draiu7ubjQ0NKC/vx+dnZ1obm6GwbCcfv7++++/KWNBNpuF3+/HzMwMGhsb0dnZWTI+PSaDUm6TNTmZTGJmZgbz8/NK2XA4HOr3jRSpjSoqOjs7C4/Ho9jkRCIBg8GA5uZm5RrLgRpQnE2S/1vOq2Q2OTNKv6XbI30uwQiJbLfcZ7wd/m+9fqxF/ud//qfsd48//rhuHCjNsYz54oCCzyexcDS3MmEIAF1ln75fifni1/HCzRzgAMvMbHV1dYnLLK1PJpNBIpFQoIHub7VadV0rpZs0rQlQCtgkq87nhUS6M/Kx8/Hy84LmnyfAIdAmmS2+N2XiEf7Ml2PH5B6X7ox8LuV4+DW8LblfJHivq6vDU089haeeekqXcdkqwG0lsVgsqK2tRW1tbdHnxD7T2RqNRjEzM6O8H2w2WwlTd68CN70zeSMkGAxicHBw3e9L4SR9fX1qHz/99NP43Oc+h7/7u7/DCy+8oPbxf/3Xf2F0dBRf+9rX1r0fd4vce0/AXSprARJS9FwlC4UC5ufn4ff7AaAoS+J6ye0CbuQ+p/fiS6VS8Pv9mJ+fVyD1Vv2ttxLjRqJpxXF6Xq8XDzzwQFlloFzWSwA4e/YsLBYLFhcXMTc3h2AwiGg0ing8rtitXC6n+kQuRpSa2u12K7A2PDy8YkIbAqWr2YfRaBQ+nw/xeBxerxeHDx/WdfvjrnJcSacg/IaGhqK/ITdSAnPBYBDJZBL5fL7IkkyAbqNdUPL5vNqvRqNRxbZZrVa0trZienr6hmwbnwsOLKQLGFeCJejjIgGXXnvSVZKu5YxEufvJz9Zbfvazn+l+/vGPf1yXYeNj4G6TpJjz2EkOXjgLxNk+6WJIJStI6O+5qyJQmoyIruEgVLpnSqMFAQlyJebugdQPynwp3Qj1ABDfQ+UAmwRbJHrJYfjccFBHXgF0Dwlkafzymae+cCBFfeBnlhyPjEGTLJucWz7/tBckE9fY2IhnnnkGjz/++IpnHBnK7kQxGJbrLVqtVtTV1RV9xw1mlCRlampKJeo5c+ZMCajjsccVWZvcTHKS73//+5iYmAAALCwsIJvN4utf/zoAoKurCy+99JK69uWXX8bbb7+Na9euKU+VpqYmfO1rX8OXvvQl/NZv/RY+/elPY2pqCt/85jexfft2fP7zn1/fwd1FUgFuFVHCgVsqlcLk5CTm5ubQ1NSE4eHhDWMKbkdyEuA6YOTxH4FAAD6fD0tLS/B6vejv7183kLremSxvJOQuqCeUTMbv96O6unrVcXoricViQVNTk259uvWWlcYGLCtTc3Nz8Pl8sFqt6OzshNvtLgEBegrVaudgpUB+ztLRi2ozJJ1OIxwOo7a2VtWtA6DS3sfjcQClddtWEsl+AaVlAiSg0nOF1LsP/46DZi6ynzfT942SN954o+x3jz/+eFH8k3S54+50euwNjYsn4ACK2TwJtsqxXgbDckwhxdXpgQ7JiEr3S95f6j9vm2JgubsyJUnhzJZkDDl7RtfwDLRyzNRfzvhJcEhgWcanyaQvEhhyoMv7K9lWDvyoL+XcImmuuFsqX2v6nrtEejwePP/883jooYdWdQ7dCYzbWsRgMKhEUPX19erzYDCIcDiMjo4OBeqCwSAmJydVrB8Z2jio4xlY7zShc2Qz5GZi3L73ve/h7bffLvrsq1/9KgDgkUceKQJu5eSLX/wiGhoa8K1vfQuf+9znUFNTg+eeew5/9Vd/VXGTXEEqwO0ukfU4lMhKf/LkSeTzeXR0dODBBx/c8EPjRkr4RgkxUtlsFlNTU5ienkZdXR22bdumG4B9q7LZ49TbE8lkEj6fD4FAYFWlGm5GbtY1cyPa4mUZGhsbsXv37hJ3XsksADcH2FYjXNnYbKFi4E6nUzGgVVVVqKurU+nwuUjGTAKjcvOyEnCSIE0P3HGFXd53Nd+tBARvp5Rj6YDroI6PgSv6tKfLxbnR+HlSC704Nzpn0um0UmhramqKjFQEKIDixCQcJHFGkH64yx59L88Q7n7JGThyE+WKNB+THDOPP+NsL4CSuDAeo6Zp1+vXSUBcrtA69aUcqJPrxI1wxJ6RcLZVgke6B68P2N/fj5deegl79uwpu3f0hFxa7xWhtPh2u103CVqhUEAmk1GgjpKkUCwzeXdwUEdutVtV9BJDbZQEg0E0Nzev6tq33npr1fdd6dpXX30Vr7766qrvVZEKcLtr5FYOnnQ6rdi1fD6/6UGht+PQpBf0pUuXkM1mb5jK/04WziQWCgV4vV5s27Zt3QH57QRu0WgUExMTSCQSyh1SKjQruUOul2wUK32zEolEYDAY4HA4VLybzWZDY2MjZmdn1dxx9mQ1AE0PLMn/82v03Bn1vl/Ndyu1eafIakAdUAyk6P+cneHsDWeT6PtMJqMS+dTU1MBqtao15lkgOSNIwpkkPddL/hxRfyUbRddQkh/6O/qdy+VUKnkCH+Q6R/F0eq6K5QAmZ63IBZsDLZkQRN4DKE5eQm3xUinUb5oXAod6rqt8HWVdOM5e7tq1C6+88opukqjVyN3KuJWTG4EYo9GoGDcp5PJLoG5ubk65XhqNRgXqeK26zcjkeCPZrIySwLLRT8YiVmTryd2npVZkVaJpGoLBIPx+P7LZLDweDw4fPozjx4/fNuVzJeVxvWRpaUnVm8vn8/B4POju7t7SFre1SjabRSaTwbFjx1BfX79hTCLJZgI3ituZnp6G3++H1WpFV1cX6uvr19UdcrWyVQAbl3A4rBgOsv6bzWY0NDRgYWGhaE6A1cWMrQYw3eiauxGQrYeUA3WU9ZKn9ufxdLS/c7mcAmzkYiZBnV7afhIOyDhDxkEHZ8c4Cyfb4QyadHekNeZAij+nxJjwGos8nk4PqHKQJUEdMWycqeNgTI5ZZsxdKQsktcFZQelWSZ4WPE7uvvvuw6uvvnrL6c7vReC2Vg8Ro9GoAJkUcvklUDczM6P2IIFBCeo2y8i7WcDtRh4WFdk6UgFud4ms9mHLZrOYnJzEzMwM6urq0NfXV5TCl+K+NjvgmZT+jToMFxcX4fP5EA6H0draiv3792N6evq2BDRvNECNxWLw+XyIxWIwGAw4ePDgpqynyWTalBi+TCaDeDyOM2fOoK2t7ba5Q25FsCYlFAopMEuxPyaTCfX19QiFQvc0ULpT5EZZL6mGFtVabGhoKHF35KUcJJCi67hLpGTygOuuiByo6QEcHrtXruabZPIkI7VS5ksqes/BJzF1vDyIZNhkjKCM25OJYWhOeBIkPXaSg1Q910tuNHnwwQfx8ssvw+12r3k/cLkXgdtGnLtGoxEOh0P33pSEiidKSaVS6izlYI7YvvXUYzYLuOnFJVdka0oFuN0DomkawuEwfD4fUqkUPB5PWbfA2wXcKEHJeh54lBHT5/OpenM8lf/tyGZJ7Md6H8SFwvWyBRaLBV1dXdixYwc++OCDdW1nJTGbzchkMht2/0gkgomJCVWfrLe3Fy0tLUXX3EvukKsRevYpvknTlrO1GY1G1NbWIhqN3pb40oqsj9zI9ZLHsFF8moyz4oYNvUQq3A1RgjHgOqslGSvOSPF7cJDElUQecwcUZ5LkTB8Z2ySgTCQSKhFLKBRSNRt5eRLu7kjj40wdN/bo1cqT1/B5kYCNgKrdbsdHP/pRvPDCC+t+dtxrwO12lANYKQnV0tKSAnXJZBKBQEC5AJvNZt3C4ze7XpsF3CKRSMVN8g6RCnC7S0TPSpLNZjE9PY3p6Wm4XC50d3ejtrZ2RYsKAajNVk7XE0Sl02n4/X6VEXPnzp267hEbDTT0ZL2BGx9rc3NzCftELNhmMW7r7SpJgNTn88Fut6Orqwt1dXUYHR1V19zL7pCrEU3TEIvF4HQ6VfFxYiMcDgfS6fSWraNYkbXLSqDuscceU4wBBy+APntWLhZOL/U/d0PkrBcvG8DvoeeeyQEbgSy9RCp6iUlisRhqamqK4tJoj1NcHxUdp98SHJIQYOOFxzk7yRk2Dtry+TycTieeeOIJPPvssxt2/q62JMrdIpuZqGM1Yjab4XK5dEMQKI6T6n9SopRCYbnwuB6o01vLXC63bgnEVpKbKQVQkdsrW+cJqMgtC71wI5EI/H4/FhcX4fF4cPDgwVUDhdudmn+tQjF7Pp8PuVzuhvXI1qPNtch61HLTNA2hUAg+n08lVik3VrPZfNszPa5FJCDdu3dvURYxAqSkGFYA28qiaRri8XhRgXBSyklxvR3PfUVuj/z85z/X/ZxYOl77jGdMXCkxCWe1eMFxAEVuiDK2DCitKwegpB26DwdtHLBRPygeTgJIfh/6d6FQQCwWK3InJTBntVpLAKSM25PJS/L5PNxuN373d38XH//4xzccVG1mqvitIFsNuK0kFosFFoulKBSFhBcej8fjmJubQzqdVgl9OJhLJpOb8g4KBAIV4HaHyJ3xBFRkVTI5OQmfz4fq6mp4vd6SRA2rkTsNuPFU/rW1tejv79c9KNezzVuRW6nlRsk4Jicn4XK50Nvbe0PXhs0s+n2rwE3TNOUOmUql0NnZqQtIiSHw+/1IJpOorq6G0+ksa7Fci9wNYE1PKLskGXJ4Snmr1VpSO6wid7dwl0hgmaXjWRWB63XhHn300bLlAzgY4xlL9eqwyeQm3NWQ/o7i3CQolPFperXwuNujLG6ul0mS2DAONCkzJ7lf0t9TfToChnRtoVBAe3s7nnvuORw5cmRT44TupZikOwm4rSQWiwW1tbUl729iiAnURaNRhMNhRKNRjI2NwWazlTB1drt9XfbAzdRwq8jtlTv/CaiIErvdjgMHDtySW4bFYkEqlVrHXq2+3ZsBUdFoFD6fD/F4HB6PB4cOHbpp98PNBDW8zZsFizyxSltbG+67775Vr/FmJQyhttYC3AqFgioGXlVVpdwhV8oO2draCpfLVeSGkkwmUSgUYLPZ4HA4UF1drX6vNgnN3QrYuGQyGaWwEksPQGWg1GM6KnJnC9/7BHSIrSH3QX6NNIBomqZqMeklFDly5EiJ2yQHWpQch+81Cdhoz8nsmZxFl8BPZtekgvPpdFr1jcCfHjDk4JQAAcUCSjaf/pbSypPrZUdHBz75yU9i3759qK6uRiqVgt1u3xQm7F4CbcDdH9NnMCyXxLBarairqwOwXHu1v78fdrsd2WxWgbpwOIypqSlkMhlomga73V4C6m4m+VqFcbtzpALc7iJpamq6ZWXLarUiGo2uU49WLxaLRb10y0k+ny9S8L1eL9xu95pfXlvZVVLTNJVYxWAwoLOzsyixys20t1VdJdPpNHw+H+bn59HS0lLiDgmUzw5pNBpRU1NTwq5S8o1EIoFkMqkAHRVgraqqKgF1ZrP5ngBsXMjNlBdC5mcHKdWyZEBF7izh4EGCN1KAeSZFybbxDLgyrozHhR07dqzsNfv27SupCaeXvZHaK8fk8Vpu5L5pNBpVLBEl1XI4HKotruRzlo7PD0+SolfDjhfy5klNtm/fjldffRVdXV1FDMns7CxSqRQ0TYPNZitJI387MhnfTXKvzR0lJzEYDLDZbKrUBxdN04oKj1OpJ154XII6fvYDy8BtaGhos4dXkTVIBbjdRbIeB9rtcpW0Wq0Ih8O63yUSCfh8PgSDQbS2tmLfvn0lCv5a5HYxbiu1ycs1uN1uDA8P3xKo2GqMG3eHTKfT6OzsRH9/v66Ffy3ZIfnLTabcLhQKSsFKJBJrLnp7twi97DmzIWv5SGW1IneG6AEv+lyvXpMEbPRvngaf/pbHfHFGTP4Q+Dlz5kxJ1kWj0Yjh4eESFk4Wq+YJTuhzYsbIpYwyTVLWv3JgjIQzcDIGju9xmT2T3PT27t2LV199FW1tbeq7cm5vnCEJBoOYnJxUbCAVfObKNCnoq5HK83hvyGpYRtpPenoRr42YSqVUkpR0Oo0vfOELaGxsRE9PD0KhENxuN+bn59HU1HTPAeQ7SSrArSJFcjtYKL12KZW/3++HwWCA1+vF4ODgurqf3I6DyWw267qiRiIR+Hw+JBIJdHR0lC3XsJb2Ngu4rdQWZ0urq6vR3d2tXEFINjo7pNFohNPpLCkhcK8LuY3JNPC8BhZX2CsK49YV7h4IoMgdkn/OgbpkyOh3OQYOQJFbIc9GSW1yN0Z+L/p7TdNw9uzZku9Jtm3bVnQOcBBFsWdGoxE2m62IOdQrQ8BdIiXQpHnhe533CbgeB3f48GG8/PLLyo2bx4eWW4tyDAm5W1LWwbm5OVWLz2g0FjF0BOzk++BeS0xyL587t/IOpP0ka50CwJtvvomrV6/i4sWL+MEPfoD33nsPb7zxBubn51XJnYGBAQwODuLFF18EsLzvvv3tb+Mf/uEfMD4+jqamJjz33HP4y7/8y1UZmcuNxeFwYHFxcc3jvJekAtzuIrmTGTcCbul0GpOTk5idnUVjY+MtM05bTTi4yefzqvaa3W5HZ2fnmhLK3Ki9zSp5wBUzklQqBZ/Ph4WFBVX4XKY2LucOud7A+m7aRxshvG4VZ02k6K1zRbaGcIBNwjNEUpINAEXgZaXv6d/EsPH9wePG6LdefBu/RoJL6aqraRouXbpUdC0fn9frRXV1dREIlTF6nMnTA5HEsFHyEqC0XAG5Oj7yyCN48cUXUVVVVXROyTIFfM44Y60nRqNRgbKGhoai76jgM4G6UCikmEVeG8xqtap+3AsA7l4ZJ5eNPmdtNht27tyJnTt34vXXX8c3v/lNeDweAMsGkrGxMVy9ehVTU1Pqb/74j/8Y3/nOd/DJT34SX/ziF3Hx4kV85zvfwalTp/C///u/q1qjI0eO4A/+4A+KPtuMWnV3i1SA210k66Ho0st2M4VSlUciEfz6179eMb39RrW/Weyb2WxGOp3G5cuXsbCwUDa2a71kM10lucITDocxMTGBbDYLr9eLgYGBdXOHvBmpgLWbF74e5Z6LCnjbmiJZLQ6sZIIOeQ09f3LdZcIRCU64G6Nk0FZy2aTfHLBxFoxfT+zW0tISxsbGSvYe3WPfvn0KjHH3TA5SeQFu7jbJ26YabJ/61KeKFEr5TuJ9Xy9Qd6OCz+R6GYvFkMlk8OGHH6o08jKebr0yDm4FuVsySt6MbGYylnA4XJScxGazYWhoqCju7fz58/jbv/1bPPPMM/j3f/939XlPTw8+97nP4V/+5V/wwgsv3LCt3t5efOYzn1nfAdxDcm89BRXZUpLL5VQqf5fLpdxRNlPWuyB2OdG05TpzY2NjWFxcxNDQkC6YWW/ZzOQk+Xwe2WwW7733HhwOh265go12hySpALZbFz13Sf5dRbae8HXhII4KbZMbYznXSfo7upfM/kh/Kxk1ycBJ4a6KvK+88DZ9xs8C+p4zY3If8uQl77//fok7b6FQUFkveRkCXluOrnO73Xjqqafw27/926s6m/k15UAdB3R6oI4znjcCdWazWSVlcrlcyOVy2LFjhwKkBOoikQimp6eRTqehaZqKp+OgTian2OpyLwK3XC63KWOmZ+xG2apff/11aJqGz3/+80Wf//7v/z6+/OUv4wc/+MGqgBuwHM+fzWZ1DRQVWVnurafgLpf1OoTJCrpRoCIajcLv9yMWi6G9vV0VCKfMZJsp5KK5UcCNg9Oamhr09vZiYmKiKLB9I2UzYty4O6SmaRV3yLtQKqUB7iyRSTZkEWuSQqGgzj4JxiVg4yIBnPyeZ2Xk95IARs/Dg7NYBLT0wBpPXKI3brpXLpfDm2++WfS3vJ2PfexjaGlpwe/93u+taw02nohFCp2FkrGjf0vwrAeMORtjMJSmkSfRtOsZB5PJJAKBQEmmXQnqtqLb2r0K3DZzLW6090+cOAGj0YhDhw4VfW6327F3716cOHFiVe386Ec/+j/2zjw6jvJK+08v1as2y7JlSVbLlmxLwhiMd2cCmIQMM5lJmGECPhNCCDNM5swhC0tICBkwEGxDEoLZJiSQBAaSMFkgcALJ4SQBhwDCxiwJlrGNbKm170vv1Ut9f+i7r996u6rVklotWXqfc+p0q/bqVlXXr+69z8WTTz6JZDKJJUuWYOfOnbjzzjsn7EsrNa6FdRZIZSWqc8tl+h5fz+V0OuHz+bB27dq0C0U+0xaBmTNjCQQC8Pv9GBkZQVVVFYPTRCKBlpaWnG/PTNNtim0mTdMwNDQEv98PVVXh8/mwevVqNDU16Z7ayXRIKanZFR9l4k01KMpG5yYPdKIzI4kHNdHUxKipthHQ8euibfGpm3yTbzEKKPZx46cZgSEdFw9rfC2fpml45ZVXYLFY8Mtf/jLNrGRwcHDqH3wG8ZFOUTzUiZDJX8tjsRisVmtWJinkOGjktBuNRhnU9fT0MJMUm82mgzl6P1t91CS4zZyo9+BE6urqQllZWdqDWQCoqqrCa6+9BlVVM0butmzZgksvvRSrVq3C2NgYXnjhBTz44IPYv38/XnvtNRmBy0IL6yyY58oV8OQS3MLhMPx+PwYGBias58pX2qLRNnMhcsL0+/2w2Wzw+Xw444wzdN/LTIGUmXIdcUskEswdsrCwEHV1dbpeanQjQTbyMromJTX7EiPdiqLoTEt4wxDeYEQ0JDFyiRTBz+hhHP/ghiSmPvK2/0b7L7YFMEuZFKNu4rx0HNQk2yiVUVVVaJqmiwDwn2EgEJjMxz8pmUEdfYaxWAxtbW0YGhpCXV1dzkxSRJFJCh+pi0QizCRFdL10u90zmvqfSCTmdfNtI+XrfmhgYCDNJMdI4XDYENoAsPu6cDicEdzeeOMN3d+f/exncdZZZ+Eb3/gG7rvvPnzjG9+YxJ4vTElwm2fKhWnAdJ0lU6kU+vv70d7ezlzA1qxZM+FFfabTFjNtczrinTCXLFmCM8880/CHEMh/C4JcgRsP4BUVFdi0aVPaxZlu+KhmkZ7OSmCTkpo7Iljhe/RRBC6ZTLJeYpqmsb5qvLEJD1x8Kp9ofMKn/vHL8tE1I9AySmfkI3Vi2i5fA2f0+8ebnbjdbtYAW4xo0TyUgij2L+TTMzNFBWbK0pyAbWRkBDU1Nbrf1Jmop8tkkkJNz8kkpaenB9FoFKlUCk6nMy1SlwuTFBlxmzkNDAxgyZIlE87n8XjQ19dnOC0ajbJ5Jqsbb7wRt99+O55//nkJblloYZ0FUllpqjATi8VY8+jFixejoaFhUmHv2eghN9VtatqpRtKRSATV1dV5dcLMVtNxCaV0yLa2NiQSCfh8PkMA59Mha2trMTg4yCysNW3cUtvj8cDr9cLr9U6pMF7CmpRUbiSmDQKnonA8fJExCQ187zcexggEeAgU1y1G52j7/Ku4b/wrQZUIWuI8Rtug6FphYSG7TvHz8tCWSCTYNVNM4eRrv43gkF4zXatCoVDmL8dkmdbWVoRCIaxYsQL19fVp185s6unEYyaZQV2mB62KokBRFF22Ba2Dmo5HIhH2O0AtaVwuV1qPumybjlM/vYWkeDyel9TBwcHBrCJulZWVaG5uRiwWS4u8dXZ2oqysbErfkaIoqKysxMDAwKSXXYiS4DbPlO+Im6aNW7/7/X4GMNu2bZvSkzFFUfLeQ26yfc4oVbCjowNerxcrVqxAcXHxpJ8m5ruWbzJKJBLo6upCR0cHioqKsGrVKsMfaPGJucViQUlJia44ngrjQ6GQrtFsLBaDzWZjQMe/8jcMEtikpKYuI5MLIL33Gf/AiabZ7XaWUg5qeZ4AACAASURBVGm323XnudirjUDNyARFrBujDAB+fSKQGa2Pv9bw84gpkzxAUgofRdISiYTuuiW+NxO/r/w+i8dglCbKazJQNzY2htbWVsTjcaxYsQKlpaVT+s3IBGDZ1NPRcYltI4xksZg3Hdc0TVdP19fXh3A4DFVVdU2ieajj7yMSicSUojmns+ZaxG3z5s148cUXceDAAZx77rlsfDQaxTvvvIPzzjtvStunrKV8u4qfrpLgJpUmh8OB0dHRjPMkEgl0dnais7MTBQUFUwYYcbuzEXHLJrUlFArB7/djaGjItJF0tqI0nLkWnQuHw6x2IlM65GTcIfnCeKNGs+FwGKFQCMFgkP2Qp1IpXHjhhTNzkFJSp4l4KBFr0MSIkGjkwZt50N9kf89HVCgtkI+qORwO9h4Am0br5v/ma89oXl60r2TFz4/joYY3HeHn4a8r4nVHnIcHNpfLBafTydoEiNE1cR/EceI0I0Dkvxcz6JvMg1QzqJtKlC5bTVRPJ17v6VimUk/Hg7T4W5BKpXT1dCMjIwiHw6yuzePxIBQKse/W7XbPud/PmVC+wG1wcBDl5eUTzrdz507s2bMH+/bt04HbI488gnA4jMsvv5yNa2lpQTweR0NDg247RpG9W265BYlEAp/4xCemeSQLQxLc5plyEcXJlD44NjaG9vZ2jIyMoLKy0vDmfia2O1PKtE1N09Df3w+/3w9N0+Dz+VBfXz/tAmy73c5cu/Ilswifpo33l2tra0MymURNTY3hMYopNhOl0mQjm82GwsJCFBYWApDRNan5L6NzkAcPPsLA3/DzPdN4aDIDNr6OTUxp5GHCbrezga9Vo/OdNxzhI3Rm7o78DX4ymcwY5bLZbEgkEmmRNBrI9dEMqHiIpe07HA7Y7XYGAvSQzGh5fntG78XvIdM0M0CbbvYLMLkoXa6UTX86o+8UmLpJCqXSi0okEohEIjh27BhUVWXlCdTKQnS9JNOZ+aB8gtvatWsnnG/dunW45ppr8OCDD+KSSy7Bxz/+cRw5cgT3338/zj//fF0Pt49+9KNoa2vTnQN33nknmpqacMEFF8Dn8yEYDOKFF17ASy+9hK1bt+KLX/zijBzffJMEN6k0iamSqVSKWfkrimLolpgLKYrCClzzJSPzDlVVWe+1RYsWTbpWbyrbnEnRTRz/A8xHTIuKirBmzRoGUCSzdEhpNiIllb2MbiJFR0U+GsaP450djRwZRWjjgU28aaZ94aNmfAQOAHs4w0fhRDMSEdasViuLqNE8sViMXTv48bR+i8Wiu9aLAEAP1AhOxTo4HkAprZNq1MjEgiJ92UCf+CqaqPCvRsoUcZto2eloLkId/1mL/eqmUk9nt9tRWFjI7j3cbjdbB2+SMjo6iu7ubtZ0nGqreagjY5rTRfkyZMk2VRIA9u3bhxUrVuAHP/gBnn/+eZSVleGLX/wi7rjjjgmBeceOHWhubsbjjz+OwcFB2Gw2rF69Grt378b111+f0xZU81kS3OaZcnFRInALh8Nob29Hf38/ysvLcdZZZ7GL5kxotiNuo6Oj8Pv9CAQCWL58ObZu3TojF818gxs92bbZbLqUT7OIqfgkFZDAJiU1WYk3MUbgxacj8hE1PsWRvwYZARv/ypuJiPvBAxsPdXS+8yDHR/XESDuN56dTdI1gi09LpHE0DylTbdlEtc48gAHQ/W5Q3TLNI7pQiq1KsoEqfp7JpD/OFLBlo9mGOlGTqafjB1qnCDEUYXU4HGmNm+nhAZmkDA4Oor29nTUdd7lcae0MsjVJyafovJxpDQ0NZQ1uNpsNN9xwA2644YaM87W2tqaNu/jii3HxxRdPZRelOElwm2ea7oVH08bNRsbGxvDee++huroaq1evzsvFYzZq3Ahm3njjDTgcDvh8vikXgWer2QC3/v5+9Pb2IpVKoaamBg0NDYaF9LlOhxQlYU1qvssM2ERw4+cTo2N8hE204RfPW76GjYc/MZVSTIXkgU3cPg9U5LTI74sYUaHolnhzzrtL8qYkZsA2GREMip8z/xsiAhegT+Uzm8doWzTdKFXydNPpUE/HQ10ikWAmYnzEN5um46JSqVNNxyORiK7pOJmkiFA339sQDAwMYOnSpbO9G1JZan7/N0plrVgshs7OTnR3d2PRokVwOp3YsmVLXvchn66SkUgE7e3t6OvrQzKZnPFoIq98gVsikUBHRweGh4dhsVhkOqSU1CTFnwfZ3qSLlvF8Sp8RfNF4mofftljDJkYk+OV58fOJjbFFoBKjb0ZQx69XjKgBYCmJ/ProBttqtTIXWT5VcjKfaTaaaF2TjaxNdR2ns2Y7SidCXSwWY1k/Pp9PV38JzHzTcWpnwDcdF3vUzdRDbf48mWmFw+G8tB2Qyo0kuM0zTeZE17TxXmR+vx/hcFiXHvjaa6+xH/98aaZTJTVtvC+Z3++Hqqqorq7GqlWr0NTUlDdoA2Ye3ILBIPx+P4aHh1FVVYXy8nJUVlbqoE2mQ0pJTSzxRp0/P3i7e6NIFUXAaDk+/VHTNLY8mZKYpT/SPLyFv1F0zcxMhE+HpGl8GhoPbGJaIQ+TfG81gjJaTjx+Wo6icGIkUXxYJDX3lU+oU1UVfr8f/f39qK6uxtatW9MAych0Jpt6OmBqTccTiQQDukAggL6+PmaS4nA40qBuuk3HE4lEXoxJ+GuU1OkhCW4LUNSnq7OzE16vFz6fDyUlJboTl+AiHxcO0nSaRWcSb8RRWFiI2tpaw5z4fF24ZiKyqGmnHDABwOfzobGxERaLBceOHdP9iM10OiQggU1qfoq/yeFTtsSbQ9EEgb+hpHn5a44YWeNBT6w945cTz2MxqmcUXeO3YQRQRhE4PqJm9io2dhbTMPm+azabDaqqzkjkTSr/yhXUkWvk4OAgfD6fIbCRsq2nA/TnH2AeqZvIJKWoqMiwp2k8HmdQNzw8jK6uLma+Y2SS4nA4JrzfyJejJF3HJLidPpLgNs+U6eQLBAJob2/H8PAwKioqsHHjRlMrfzIoySe45Vp85ClT6wIj18WZlN1uz9kTyng8zqDUzAHTZrMhHo8bpjPlUhLWpBaKjEAjmUyy62UikdDdDNJQVFTEHCTpZpIcGZPJpA5+qK5GrC+j7VssFhap4yNnBEkk/obUCCb5cTxIkRskD6jiZ8DfIIuROdoP8ZpDIMjPz++7WT3ZRJ+/1NxUNvV0sVgMra2tGB4eRk1NDerq6qb1QHE69XSkbFMvLZZTJiklJSW6aZo23nSc0i/7+/sRiUQQi8VgtVpNTVKA/IHb8PBwWrN0qbktCW7zUPwPXiqVQm9vL9rb22Gz2XSRmEyaDYdH0nSiX6lUikWeLBZLVsdLx5pPcJtuqmQwGERbWxtGR0dRWVmJLVu2pF3k6QfJ6/Xi+PHj8Pv98Hg8rF+O1+uF2+2eNsBJYJNaqOIBglID6T2gf0BSWFgIVVVZyiMBHKUwFxcXs8gamTGoqgpVVRGLxRjkiSAnAp24fSNDEaP6NpqHUiGNptM8BJn8NsXonVgHB5wCWlo3XettNhsURdG1DuDTTulVNBaROn011+rpZgrqqOl4aWlp2vYikQiDOrHpOEXX+/r6GNTNxD3KZFoBSM0NSXCbp+LNN5YsWYIzzzzTsBjXTGIvt3yJIGqyTb1jsRg6OjrQ09OD0tJSnHHGGVkDBW0zXz1EpgpulA7Z1tYGi8WCmpoaw356YjpkWVkZlixZgkQigVAohFAohNHRUXR1dSESiQAA3G43vF6vDuwmctKSwCYldUo8EPHgQ2mT0WiU9RwjaKP0KzLuoCiay+VCQUEBbDYbvF6vLkoXiUQQDAaZK140GkUsFkMymdTVuPE3lgREYkomvfKQJYIanzJpBE78dCA9kkcZDfx+0d+KosDhcOgilEZ1SwCY65+Mws1/zVWoM+pTB0ytni5T0/FkMom2tjbmfjkwMIBIJMKi+kb1dFONUA4MDGDx4sVTWlZqdiTBbR7q6NGjGB4eZuYbUzmhTwdw0zSN9V4LhUJT7r2Wb3v+yW4vHo+jo6MDXV1dplDK/5CYpUPa7XYUFxen1feRPTJB3cjICEKhEKtx5CN0Pp9vGkcuJTW/ZWRmQsBB52MymWTX5KVLlyIWi8FutzOgA07BTlFREZtGQ3FxMYvY0TYAIBqNYnR0FGNjYwgGgwgGgywti59PjNAR1InHQBAnThePj4c+cT1WqzWtvtZqtcLhcMDtdsPhcCAajaYBG38dU1VVZ5Iibkc0VJGa35pNqDO6l8pUTyca92TbdJwe6pSWlmLZsmW6aXw93djYGHp6ehCJRKBpp5qO81A3UdPxwcFBGXE7zSTBbR5qqrDGS1EU9oOfT2WToplMJtHd3Y2Ojg64XC7U1NSkmavkepu5VLbgFggE0NbWhrGxMVRVVRlCqZjWYZTaNJF4e2TxAk6N2KuqqrJen5TUbGgiowsx3W8q68h2H3jxkSyKGDmdTlZ7SrJarezvoqIiOBwO2O12FpVSFIUtR9vi69s8Ho+uByXf92pkZAQjIyMIBAIIhUIIh8MIhUI6KOOvIWL9mlhvZhR1MPrcKKWS1ut0OlFQUMDSSsmghI/K8Z8lpYYabZvWn+laJ6NwC0tzqT8dkH3TcdFUiK4FRsejKIrhA1hN09jvNbUy6OjoYNcBqqdzu93w+/2orq5GRUWFTJU8DSXBbR6KagWmI4fDgUAgkKM9yl6ZICocDrOeLsuWLcP69etzkt6oKMqcibhRTrvf74fVaoXP58PatWsnTIec6AneVCWLlqVmQ9OpuxSXNQI2o4cbfAqfUbogRZ/EZYzSEvlpfONrMVJGYEJpkKqqsnPOYrHA6/XC6XRCURRWw2q323UOkmKvNXKzUxSF3RSWlZWhtLQUqVQK8XicvUYiEYyMjGBsbIxF3Km2zuhmk38v1rjxIgMSACzCVlBQkJa6yadgiumWRrXOvPmK2XSzfZJauJqNKB0weZMU+r+NxWIYHR3FokWLdGnE/DpF0YMRp9OZ9rudSqUQi8UY1P3iF7/AO++8g6GhIWiaxgBuzZo1WLNmDVavXp0GhlJzRxLc5qGmazYBzH6qJEnTNAwMDMDv9yOZTMLn82H16tU5hRS73Z7XiJtRnYaqqujo6EB3d/e00iFzIVm7JpVvTeZ/ONO8Yv0WvacbJdE0hJ+PmuyKN0n0t6qqzMZbBDIAzClOURQGVoqisCg5NaEmCHM4HAzKHA4HbDYbioqKmJmB2+1mN2I0nQYeAHlFo1EGbPyDHeqnFovFkEgk2JBKpVg61aJFixicJhIJBAIBBINBRKNRRKNR5kwrApsRwPERNqqtpugY7ZeZEYkZEPLTxXo4/rsWgU5CnFQmzaV6ukQiAb/fj97eXlRUVDB4ykU9HV1TFi9ejHvuuYdNu+GGG7Bt2zaUlpbi2LFj+OMf/4jjx49jdHQURUVF+OMf/wi73Y5UKoX77rsP3//+99Ha2oolS5bgsssuwx133JHVPcN0l5c6JQluUoaaTXBTVZXZ3Hd1daG4uBhr1qzRNZDO9TbpKXW+xadDmtXo5SIdMhvJi6fUbGii/2Oj6UaARn+L0zRN01nrG0XIyDSEBzJ6T0+8HQ6Hztqf4CkUCsFmszHQovoUGsbGxqAoChYvXszGEbxR6w6LxQKXywWXy8XWQxbjfLokD4p8+iJF0egmMJlMsusoMA6N8XicjaP3iUSC2Y6TwQnfnsBut8PtdqO4uJjBFkXqIpEIW5fYFoDSOgGw6J2YgglA955kFtETIU3UTKW/Si1c5Sv1MpFIoL29HT09PaiqqsKWLVsypl7yD3GN+tNNpp5uZGQEmzZtwllnnZU2LRAIsGvnddddh/vvvx///M//jBtuuAFHjhzB/fffj7fffhu///3vJ3yYPt3lpU5Jgts8VC5u6GerHQA1y+7q6kJlZSU2b948471M8n2slKZ04MAB2Gw21NTUpKVD8jc2slm21HyWUcobKVPaoxGk8a/iU2gxrZG2S8BGkSwagPHzjxzbeAt/GuLxOAoLC9MiYTxALVu2jAEQQRjdDNlsNh2k0TQyKvF4PGmRPfrMxIHsxal9ANW2hMNh9jdNI+AiIyg+CkeRNYK4wsJCVg8Xj8d1/eYonZNuKPnraDQahaZpLA3ULLpmNJ0/RqP/F/5VSirfylWULplMor29Hd3d3RmBjZRt0/FM9XTiw5/BwUEsXbrUcJ30sPzw4cN44IEHcMkll+BXv/oVm75y5Up86UtfwlNPPYVPf/rTpvs23eWl9JLgJmUosqfOh/hec3SjtGHDhpxHlMyUL1dJPh0ymUzijDPOSGuWLdMhpRaixHS3TPMZ9Uijv0X3NxHW+How6pkmRtFIPMhRiiM/ndKPRGAjow2KllEEjn+lCJ+iKGw8n2IJAE6n0zBFij4HAkcCLb7nGwAMDQ0xV0mCtkAgwDIpxOXFJuAej4c52Il9rej7oswMI2c9QH9tNQIyMmEQ0yz573oiUMsG4CTkSeVL4m+rEcglk0nmFE19WKfbo20q9XT79+/HoUOHJsxm+tnPfgZN03Dttdfqxv/Hf/wHbrrpJjz55JMZwWu6y0vpJcFtHipfwDNdRaNRtLe3o7e3l/WaS6VSaGlpyesxzHTEbWxsDG1tbQgEAiwd8u2339a1PJDpkFJS6dcu8YY7U2E+vRrVqNFyfDokTeMBjZbhQY2fj2CC5uGBj85nHuQI0PiaNEqnFNdPwOR2u2GxWAyvSZT2SWmLFBWjSJmqqhgZGWG93QjU4vE4gzcACAaDaaBGJiF0DCMjIwD0xiT0fdCxhMNhw++KPivemZifTkBm5khJ359RKuVE4h94SWCTmi1NBGwVFRU5AbaJJD6M0jQNr776Kvbs2YOlS5fiD3/4w4T3BQcPHoTVasWWLVt0410uF9avX4+DBw/O6PJSeklwkzIV3UzkMj1P0zQMDw/D7/cjGo2iuroa27dvZxcvSuPJp2YC3CiK6Pf7oSgKampqdFbdZIiiKIpMh5SS+v8yutHmQczIsMLIWRHQ17OZRddE8BLH0bK0Ph7WKHrGn9NilI5fl9Pp1K2Xj2BRDR2AtGuRCEQU4SJ4o2hZPB7H0NAQAzhVVXWOlXa7HSMjIzpgSyQSaZGyiYBK0zTTDAX6LDJlMPCukGbTM9WzZVuzJqFNarbU0tKCsbExeDwe2O12JJNJdHZ2orOzE8uWLcPmzZsn3W92utI0DQcOHMCePXtQWFiI+++/H+vWrcvq4XBXVxfKyspY3SqvqqoqvPbaa8y8aSaWl9JLgts8VK6iNAQ0RifbZJVIJNDV1YXOzk54vV6sWLECJSUlptvMp2w227TbJ5BUVWVFxmVlZVi3bh1zVSPRTdTg4CA0TWM3jDK6JiWll9FNOsEan45ndJNO8EHXLz4aR1BF0zMBHcGZoiiGtXBG8/OvANiyvHhAouueeLx8hItqyAjaUqkUi6CFw+G0nnD85zI2NoZ4PA6Xy8WMmOizSKVSbJyZk6PZ36JykbYogUzqdFVvby/rkzg4OIhQKIRoNIpEIgGv14vy8nIUFBQwB9p8GHJomoa3334bu3fvhs1mw1133TXpUpRwOGx6H0gtmcLhsCl4TXd5Kb0kuM1T5SJNhOoXpgNuoVAIfr8fQ0NDqKiowMaNGzOenHxNQ76UC2AaHR1FW1sbQqEQli9fjm3btqWlQPDpkJWVlejt7UVvby+zCfd4PPB6vWxwu91TurBLYJOaLzKLwPGuabw9PE0HxoGMphvVfZDF/mQicGJaJd9TjX8vpmaKKZxiOjRvHsAfOwEbRcYoUsZHzSjqJjrMEWSSqyVFHG02G4vSAeOucgR5YvRNphtKSU0sPi2yoKAAqVQKnZ2dzC26oqKCNcceHR1Fd3c3IpEIq+n3eDzs95/ac0z3vkTTNLz33nvYvXs3VFXFbbfdhq1bt05pvR6PB319fYbT6KGP+IA6l8tL6SXBTcpUU20JoGka+vv74ff7oWkafD4fGhoaTpvau2zFp0M6HA7U1NSwXkgkM3fIkpISXcQxmUwiHA4jFAohEAigp6cHkUgEmqbB5XLpgM7j8Rg6bUpgk1pI4s8nksVi0QEbD0p8VLuoqIgtw9etZYrCiWmQfO0aX0vHp2jydXP8Qxi+hksUX6MVi8V0D3wI1IBTvdnolUCOIm/hcJhZ+vP7nEgkYLfbMTw8jFQqBafTyZbljQtoPRLepKSMJdaxpVIpdHV1ob29HUuXLsWmTZvYbzW11eBFdaDUGLu/v5+5wFosFrjdbgZ1BHbZuGw3Nzdj7969GBkZwa5du3DuuedO6/6rsrISzc3NiMViaQ/yOzs7UVZWlvGB/HSXl9JLgts8VS5+bCebtig2kW5oaEhzTcxWua6tm0iTqeeLxWIsHXLJkiU466yz4Ha7dfNM1h3SZrOhsLAwzd1J0zREo1GEQiGEQiF0dnYya2673Y7zzz9/ikcsJXV6yqzODRgHJKqvMnKTLCgoYA2q+ToqgjxyeeQhjIxEALAonFmkjrYrAtxETpkkvocZfw3hDUT4+jYCNX4cWfbTfoifl81mw+DgIBwOB1uOXIRp3nA4rLPpF39PJMhJLWQZAVt3dzf8fn8asGWSxXKqf2NpaWnaOiORCIO6rq4ulhJNGTpHjx7F2NgYzjjjDKxduxbd3d3Yu3cvuru7sWvXLlxwwQU5eWC+efNmvPjiizhw4ADOPfdcNj4ajeKdd97BeeedN6PLS+klwW2eKhcna7YRt9HRUfj9fp1r4nQKbxVFQSKRyOsTGHoSnWmbIyMj8Pv9CIVCaaYqpFy7Q9JTN7fbjbKyMjZeRtekpNJFMEMimPJ6vbBarbpG1TTY7XYUFRXpzmUyGuF7srlcrrT6NTHiJp7v/KtZdI0giCJpYj8mEdrEOrdkMsnWwTfDFsEUGL9RSiaTOlMkHgKp9xpNF9dD+yijcFILUWbA1t7ejrKysqyBLRtZrVaWZSMqkUggEomgvb0dBw4cwLPPPouWlhYMDAygrq4O27Ztw1//+lfEYjGsWbMGNTU107on27lzJ/bs2YN9+/bpwOuRRx5BOBzG5Zdfzsa1tLQgHo+joaFhSstLTSwJblKmcjgcCAQChtP4C5bT6YTP59O5Jk5HFOnLJ7iZwWIqlUJPTw/8fj9cLhdqampQUlKSVTqkdIeUksqPzCCCgEpV1TRXSQKy8vJyNj9BFw8q1DibBz3e/t+oFQEPbwQ7fPRLdGqkdEcxymYGa+LA2/qL6ZPAKaAzuy6pqopkMqmLvFmtVh1s0mfI77eMwkktBBkBG90XLF68GBs2bMj7g+bCwkKceeaZeOGFFzA2NoZ7770X//AP/4Dh4WEcPXoUx44dw5/+9Cc8+uijaG1txT333IMdO3ZMaXvr1q3DNddcgwcffBCXXHIJPv7xj+PIkSO4//77cf755+t6sH30ox9FW1ub7nowmeWlJpZlgoutvBKfpqKC9eloeHgY3d3dOOOMM9g4esrT19eH8vJyVFdXM1egXKm5uRkVFRVYtGhRTtebSe+99x6qq6tZDjrfY27p0qXw+XxpxznZdMipSsKalNTkxacuio6SAFBWVsYaXyuKArvdzgZFUVBcXKz72+Vy6QCOUqv5aBu/PUBv7c9Hr+h6wZuK0LWExtHyE8Ea1aOReQn/yq9D7NtGA0XZxAgbvw88cIpW/WatA6SkTneJwKZpGnp6etDW1obFixejpqZmVmqzuru78e1vfxtvvvkmbrrpJlxyySUzXlqSTCaxb98+/OAHP0BrayvKysqwc+dO3HHHHbqSmBUrVqSB22SWl2IyvZGU4DZPlQtwCwaD+OCDD3D22WdjcHAQfr8f8Xgc1dXVWLZs2YxdKI4fP47i4mIsXbp0RtZvpKNHj6K0tBSKoqCtrQ2RSIQdZzbpkEDuG59LYJOaKzLrnWVkcZ/L6UbzTbQOcZoYASO3Vqpdo8HhcMDhcGDx4sXMBIDGORwOBnAA0mrbxG1Q42kecngg4oFNrFETI2jZvBcHAIbz8lBI/eDE6xm9J/jjH0yJr0ZumNl8n1JSc1mZgK20tBQrVqyYFWDr7e3Fvffeiz//+c+48cYbcdlll814A2+pWZPpD5tMlZynygVEWK1WjI2N4fXXX0dRURFWrVqlc2ObKeW7l1sqlUI4HEZfXx8KCwtlOqTUgtVE1w1xugh0Zg8xaLp4vogphWaRq0zTaaAHVbyTI58eSREyo30lc6FFixbp+rVRpI0gjqJtZP8vAhtFrxwOh6G5CBmH8BBF1vy8WyT9zRuQ8JCUCdwA6LYnTjdKxTSCNtqW2MKA1p/p/0WMyklJnQ4yArbe3l60trZi0aJFOOecc3LS13ayGhgYwH333Yc//OEPuO666/Dd73437w28peaO5DcvlaZgMAi/34/h4WEkk0ls3749ZwW32Shf4ManQ7pcLlRVVaG2tlY3T77SIQEJbFKzo2z/l7OJbPHzTQR1PHDxNWcieFFtFYGSaLdPzWwVRdHVr/HGItFolNWneTweOBwOOJ1OdvOjKAqcTicbPB4P3G43XC4Xm5fmN4qwqaqqAzYR1oDxKBxlQtAQj8fZe4vFwmBNVdW0OjUAhsBGf9tsNhZFE41LCLTMQI0HPqPomtF7I4m1e5mmS0nNFRkBW19fH1pbW1FSUjJrwDY8PIwHHngAL7zwAr70pS/hrrvuyuu9mNTclAS3earJgkUqlUJfXx/a29thtVrh8/nQ2NiI119/Pe8XCkVREA6HZ2TdmqZhZGQEbW1tiEaj8Pl8+NCHPoTe3l5EIhHdfGI6pKxfk1poMvp/Fw0q6DXTvEYpi3ReiZErAqN4PA6LxQKPx8Pm410dgXEgc7vdOuMQfggEAsxchFId6dXhcCAajTIoI1tugjWHwwGPx6OraxPr2QCwvmh0zYjFYgzKaB8TiQRUVWVDPB5nr7QfFGnjI26JRAJOeJsVdwAAIABJREFUp1NXo8YPtA2quTOLrpG1vxhx42XmRCkakBjBFxmVZHKblNAmNdeUCdiKi4tx9tln57yGPxuNjY3hf/7nf/DMM8/gv/7rv3Dw4MFZAUepuSkJbgtcsViM9V4rKyvD2rVr0zrY8yky+ZDD4ch5xC2ZTDIXTI/HgxUrVugaYNvtdlaEL9MhpRaSxIjYRDKLrPHLiz3NaBx/gy+CGm8ckkwm4XK50iJotK5EIgGbzYaCggLdNHpPDomFhYUM2gjsyEFWURQsWrSIQRoBIEXhPB6PDtbos+LTPnmIIliLxWLMpTESiSAajSIWi7GB4I1akPDRNz4CR/tAfRspEsdfn6gXmwhltJ8ElHRtEwe+V5tZpM3MPXKyIJYJ6qSk8qkDBw7A4/Ggr6+PRdcHBwdx8uRJFBUVzRqwBYNBfP/738fPf/5zXH311Th48OCs7IfU3JYEt3mqTDdhFHXy+/0Ih8OmPckAsJugfOZTK4qSVf+4bMS7YC5btgwbNmxIe3JFNzhDQ0Po7OxkvVNmouhXApvU6STRfMesxk2EMH4cv5xo5kF/0/WFHycCG1+nRgM1zKZ5CdjEPmx82qTD4UhziKT1aZrGUi6p1ots9Ek8DPGpjxRFC4fDrHFuLBZDNBpFIBCAqqrMtIRSKGkQTUk8Hg+SySQCgYAhkDmdTmiaxlI0xUgZ9WFLJBKmaY7UrNwsFZI+g2zq1SSQSZ0OCoVCSCQSrKl1IBCA3+/H2NgYrFYrCgoKYLFY0N/fD4/HA4/HA5fLNeMPrsPhMB599FE8+eSTuPLKK/HGG2+kPUCXkiJJcJvHEp9wilEnn8+XZsIhippw5xvcphNx0zQNw8PDaGtrg6qqqK6uxqpVq9IiZ/zNkNfrRU1NDUKhEAYHBxEOh5FKpeB0OhnI0TDZ1FEJa1Kng7KJrBvNI8IavfLAZrPZGJTxUSyCKR6exAbXfMSOYEtcF63D6XTqQI2fx+l0snWI6wbATEmMYA0Aq18TXSAptREYT3GKRqMYHR3VRdcIKIPBIAM9I3MRumaPjo4aRsHo8+JTyUVooro/s+miwYjZdL62bjqSUCc12+JTIqkHWiwWw+DgIAoKCrB27Vq4XC6oqopQKIRwOMyctOlcIpDzeDzwer3weDzTLiOJRqP48Y9/jMceewz/+q//iqamJmmNLzWhJLgtAIXDYfj9fgwODppGncyUb4fH6WyTB1Ov14va2lrWl41k5g5ps9l0jXhp3lgshlAohFAohO7ubvbEzm63pwGd0+nU3exJYJM63WRkLiGmy/F/U/SJ5hddCAmGRIdHPtJmBmtm40ToEtfB18IB0EXlxBo1OgYySTEDV0VREIlEDB0dk8kkwuEwi6hRbR7fcmB4eFiXrkiia5AYGTP7PrJp8WIGXCKwmU3PFGGT6Y5Sp5OMatgoJdLj8WDdunXMURYAq3ctLS3VLZdKpVgUPRQKYWRkBOFwGPF4nBkeEczRkKnEQlVV/O///i8eeeQR/Mu//AteeeUVXemGlFQmSXCbxxoaGsKJEyeQTCbh8/mwZs2aSddrUcQtn5psWkIkEoHf70d/fz8qKipM0yEn6w5psViYWcHixYt10+LxOAM6/smc1WrFBRdcMKn9l5KaixIhjBddR/goEcEKuSuKIMeLt9wXHSFpfgIuHoL4ZYzgzwz2jIxRaH1mIAOcSosUm1QTQPE1aWLaoc1mw9jYGBKJBDNIAfTpoIqiYGxsTAdEZu+nC0y5SHeU0CZ1OsgI2Oh+yOPxGNbyZ5LVamUPaJcsWaKbRqmXoVAIgUAAPT097CGPw+HAM888g8LCQjQ2NmLNmjVoamrC9773PfzjP/4j9u/fnwaJ2erYsWN48skn8eKLL6KlpQXRaBR1dXW49NJLce2116Y9OD569Ci+9rWvYf/+/VBVFRs2bMDtt9+Oj3zkI1lvMxfrkJq+ZAPueazOzk44nU4UFhZOeR2tra1QFAVVVVU53LOJ9dprr+FDH/qQ6XS6EPv9fqiqCp/Ph/Ly8ozpkGK9Ti4lo2tSC0Hiww7xbz7qzEfZ6JV6ovGAxYMWvw6zCJwIapkGsZaOT92k/RfFm3YA0NWYic2tjZwgKQKXSCSYwyTNyxuP9Pf3G9av0ZBNdE1KSuqUzIDt5MmTcLlcqK2tzVvtGGXs7N+/H++++y4OHjyIDz74ACMjI6isrMSaNWtQX1+vexUzhDLppptuwkMPPYRPfvKT2LZtGxRFwUsvvYSf//znOOuss9DU1MSiiS0tLdiyZQvsdjuuvfZaFBcX45FHHsF7772H3/72t7jwwgsn3F4u1iE1KZnepEpwm8fiay+mqq6uLsRiMaxcuTJHe5WdXn/9dWzdujUNxJLJJLq6utDR0YGCggL4fL6s0yFnosBYApvUQpNZBI2miQNBUkFBQRqw8aYhbrfbENB4U5FMqZQ8JPKpkvw1ZCLDIYpw8QNvrQ8gzUiEfyVoE8fR38B4M11+HJ9yCWSuX5tovJTUQpQIbMCpjCOXy4WVK1fOym91MpnEM888g3379uHcc8/F17/+dSxbtgyqquLEiRM4duwYjh07hqNHj+LYsWN4+umn07J7zPTmm29i9erVafc///3f/43du3fjgQcewBe+8AUAwGWXXYZf/epXOHToENavXw9g3MGSavvef//9Ce+PcrEOqUnJ9MOUqZLzWLk4iRRFQSAQyMHeTH678XicpTyKdXobN26Ew+HQLTOVdMipSgKb1EKVWHfF114RJPHnHQFXPB5nzpDUd0zTNGb7b2QoQjViIqSZmZkYtRjI9niMgI1PfTQCLf7hGJmQiKL9oKbaTqeT9WDjwY8cIhVFMbXoz5VhiJTUfJARsA0PD+PEiRNwOBxobGycld/qVCqF3/zmN/jOd76DzZs347nnnsPy5cvZdIfDgYaGBjQ0NEx5G5s2bTIcv3PnTuzevRvvvfcegPHP6LnnnsOOHTsYcAHjD9Kuvvpq3HrrrTh48CC2bNliuq1crEMqd5LgJpVRM9FTLRtRS4BgMIi2tjYkEgnTOj2jdMiZADYJa1JSeomRHx4sKOVRVVVDm/+ysjJdyiKdx3R+OxyONJCjPmy8k6RRxI1f50T7T5Ew/pUfn0wm09wk+Wi+6BBJ7+l6RMvRPlEdoN1uRyqVgt1uRzAYTAM2fn/I2MTsmiYjcFILSZmATVEU1NfXz4o7YyqVwosvvoi7774bZ511Fn71q1+hpqYmr/vQ0dEBAMxs7S9/+QtisRi2b9+eNu+2bdsAYELoysU6pHInCW7zWLkAl9kwJ0kkEohGo3jnnXdQUlKCVatWoaioSDePWTrkZM1XspEENikpc5kZl/Duivy5WVpaCpvNhlgsxppjE6zY7XaoqoqSkhIGZE6nU9dAG9A7SRpF2Qgg+euB2BqFH8eDFl1TqDZtosHI1p8iaKLVPw+VdrudpVUSxPHbJ1t/TdPSjoPfbymphSIjYBsZGcGJEydgs9lmFdheeukl3HXXXairq8NPfvITrFq1Ku/7kUwmcccdd8But+PTn/40gPFyFwCGPgU0rrOzM+N6c7EOqdxJgptURuUT3Ph0SEVRUFdXh8rKSt08Mh1SSmruyqhtAEEIRcrC4bDOtl9RFDYUFxdDURQGdPSeauj4KJwYZeOBje+vJKYbElCamYHwwGYGZfx0iqppmsa2bwR9fCSOonRUj0etCAjSyKGSTFLEtEnaTqbrnozCSc0XGQHb6OgoWlpaYLPZsHr16mmZsE1VmqbhlVdewd69e1FVVYUf/vCH00p/nK6uvfZaNDU1Yc+ePaivrwdwqmbWqAWUy+XSzWOmXKxDKneS4DaPlQuYoVqUmRL1VWlra9O1LWhvb9dtV3R1k+mQUgtV/P+8eHMung9GN++Zlp/KPPwDFKPpBFlU40bNqEnJZBJlZWWw2+1IJpM6638CPrfbrTMz4c1L+HRM0XyEBx6qISOYFE1BzICNBy6+tk2EN1oHf60S1yG+8tc04FTkT0z35I8jU785WoeU1HyQGbCdOHECFotlVoGtqakJu3fvRmlpKR566CGsXbt2Vs05brnlFjz44IP4/Oc/j69//etsPLloUiNxXtFoVDePmXKxDqncSYKb1KwokUigs7MTnZ2dKCoqwpo1a3QXYEVRWJqQdIeUWgiayv+1aM1PEmHKaD4xfU+cn4/q8OPpvZiOKLpJUkQpk5NkQUEBHA4HgxG+5s1ms6GwsBAOh4P1QRNr3igbgJ768sdOsBONRnWpkTyAAeMRON7eXwQsAGlpjzx40WcpApsRpBHk8U6Vomsl/13w4/hroNE8RtN5yQic1OmipqYmeL1e9PT0sMbWoVAILS0tAIC6urq08ol8SNM0HDp0CLt374bT6cQ999yD9evXz7qb4m233YY777wTV111FR5++GHdNMpaMkplpHETtXvKxTqkcicJbvNYubyYZCqMn4xCoRD8fj+GhoZQWVmJTZs2GbpD2u121oeOLtyyfk1qPiqb8yrTPDxUEYzx54oIZ3SDb7fb04CMHCIJnEQYo7orqtESTUf4+jbeiERMeUylUnA4HHA6nXA4HOy90+mEy+XCkiVL2HiHw8FSJynKBoyDI/UpAtLrXsPhsK52jSz4E4mEztHRqBcb/2TZLFrGf57idN7QSYy+ianeZn3czJwkxUinUcRThDQJbVKng0KhEJLJJCKRCEKhEMLhMLq7uzEyMgJN0+D1elFcXIyRkRHE43F4PB64XK4ZBydN0/CXv/wFd955JzRNwze/+U1s3rx51oENAG6//Xbcfvvt+OxnP4tHH300bZ/WrVsHp9OJ119/PW3ZpqYmAOYOlblch1TuJPu4zXNRetB0dPDgQZx99tlpgJWtNE3DwMAA/H4/UqkUfD4fli5dapjWxd/g9Pf3IxgMIhwOIxKJABgPx3u9Xt0wWaCTsCY1V5QNkJmNN0pNFKfx4/gIm2joAUAXIRNfrVYrotFomjMkARlFyiKRiK52jWCNUhvD4TCrZyMoKywsZBEzt9sNl8vFgI5fPx+NE0GUd2Ekww9qdh2Px6GqKlRVRSwWYzVk8XgciUQCkUiEzctHEQnCjAay9CdIE6NqiqKYRtX467GRg6Q4jd5n88ovayQJcFJzUUYpkYFAACdOnEAymWQRtng8zoCOXqPRKCwWC9xuNzweD7tH8Hg8ulrXqUjTNDQ3N2PPnj0IBoPYtWsX/uZv/mZOABsA3HHHHdi1axeuuOIKPPbYY6b3QpdeeimefvppvPXWWzj77LMBnOrB5nQ6cfToUXZMo6Oj6O7uRllZGcrKyqa0DqmcSDbgXqjirainqnfffRd1dXWTdmvi0yGLi4vh8/nS8tHN3CGNLgD0FD0UCrGBnqq73e40oCMHOpIENqm5pol+6IwATBxvNp/4I27kwAiciqaLzatpUFWVgZhYZ0bbSCQSLBrGgxa9V1UVdrud3UwRuNEr1bLxxiRGDbjF1EDeqCMajSKRSDBIU1WV3dhFo1HWYiQUCjFoi8fjbADGwZEgjoc5GjweTxqo8VDmcDjSomp0XaP3ouGICHMkMeXTbJqRJgI0CXBSc0FGwBYMBtHS0oJkMona2lqUlJRMuJ5UKoVIJKIDOore2Ww2BnL06na7J3zge/ToUezduxd9fX247bbbcP75588pMHnooYfwhS98AT6fD9/85jfTjqe8vBwf+9jHAAAffPABtmzZAkVRcN1116GoqAiPPPII/vrXv+L555/HRRddxJZ77LHHcNVVV2HXrl247bbb2PjJrEMqJ5INuKWmrsk6SwaDQfj9fgwPD6OyshKbN29Oe/I1FXdIq9WKgoKCNICkOhaCuc7OToRCISQSCTgcDpx33nmTOFopqfzJLAV5MkBHryKw8aBmBGyZYI3gwmq1wuPxGE6n/RcbZ4tgZ7PZUFxcrAMyfhDNRmjddG1QFIWlcNI2CdgImiiqFovFEI1GEYlEEIlE2HVBVVVd5I0GWidF0IaHhxmk8eDldDrZzaFRaqPD4YCmaQiHw4ZAxjtEivV2JOrvJkbk+Fez/6FsJYFNai7IDNhOnDiBeDyO2tpaLFq0KOv1Wa1W9sB2yZIlumnxeBzhcBjhcJhFk+g8drlceP/999Hd3Y3GxkasW7cO4XAY3/rWt+D3+3HrrbfiwgsvnBaw7d27F2+99RYOHTqEkydPoqamBq2trWnztba2YuXKlRnX9eSTT+Lyyy8HMJ4JBQB+vx9XXnllVvuyYsUK3HXXXVBVFRs2bMDvfvc7XHjhhVktu2rVKrz66qu46aabprwOqdxIRtzmufj0n6mqpaUFXq8Xy5YtM51H0zT09/fD7/dD0zTU1NRgyZIlGdMhAfO0r1xIRtikTjeZmY2Q+HRBeuUHmscI2MxSIHnTDwA6OOOXM5qHBoqa0f6JAGfkCMmDnVhTB4DVroiRJ955kU+HjMfjGB0dRTQahaqqGB4e1qVI0nuKmAHQQZqY1ghA12PODKp4iDUCLT7Cxov+JmAzmsb/L0wFuiSoSc0lGQFbKBTCiRMnoKrqpIFtOqIHvm+//TZefvllHD58GEePHkVXVxcqKiqwefNmNDQ0oL6+HvX19Vi1apXOBClbWSwWlJaWYsOGDTh06BCKiooMwS0UCuGZZ54xXMcXvvAFRCIRdHZ26tIXjUQRs5tvvhmNjY26afX19di8efOkj0FqViQjblJTF6UYGSkej7N0yEWLFqGhocEwIgZklw45XUlYk5ovEqMxdPNu9DCEIlNAOszx4EWD6PYowpqR6QiN56GLBy8ArFeb6P7IA54IaXScfPQLOGU9LYITtSiJxWKslo2ALJFIIBAIMBdIHo74SGIkEkmz+jeCMkqhNAIgOmbab7PpfLsAo+l8KqXZPGaRN3G6lNRcVCZgi8ViqK2tRWlpaV73ieriampq0Nvbi87OTuzevRsXX3wxIpEIjh8/jmPHjqG5uRnPPPMMPvjgA1x99dW4+uqrJ7WdlpYW1NbWAgDOPPNMBINBw/m8Xi8+85nPpI1//fXXMTo6ik996lMTQhuvj33sY9ixY8ek9lXq9JAEt3muXMCRw+FIu/Dy6ZBVVVUs95nXVNIhpyoJbFLzQUY35gQ3ZucQpRIS1KVSKR3o0XSxPxpBFQ9iIrBRnSifxmgEdGZROjEiJx4PD6J0/RANlWg+6gHHAxdfixYOh5mbJdXk0edFwDo8PMxMWoBTaaV8+qXZdzHRd5Xr6blah5TUbMkI2MLhME6cOIFIJMKAbTZqx3p6enDPPfegqakJX/3qV/Hwww+z6LnX68X69euxfv36aW+HoG2qevTRRwFg0sAIjBu8kNGT1PyRBDepCeVwODA8PMzSIdva2mCxWFBTU4PGxsas0iElsElJTU1maXRkx2/kFknOhmIanghKIqSJtv4EfRMBm7gOERTF/af9oAgagDQLfRLNx5uR8AMwbkzCX2/ouC0WCxRFYbVrHo+HpY/zxiJUm8ZHAGU0S0pqajIDtpMnTyIcDs8qsPX392Pfvn14+eWXccMNN+D+++9n16C5pmAwiJ///Ofw+XzMaCRbffKTn0QgEIDFYsG6detw4403Gkb0pE4/SXCb58rFhdFqtWJoaAivvfYaFi1ahMbGRpkOKSWVB4nQwDuH8ZEjo9owvtkzH1lyOp3MIdIIvoB0qDOKtomgZ1RDJz60MUr15M06jI5fdG/krzGqqqbZ8tNA7QfIddaoZ9vY2BhSqRQURTE0HTHbLykpqXQZAVskEsGJEycQDoexcuVKLF68eFaAbWhoCPfddx9efPFFfPnLX8a3vvWtabcLmGn93//9H4LBIL7yla9M6IJJ8ng8+PSnP42PfOQjWLp0KU6ePImHHnoIV1xxBVpaWrBr164Z3mupmZY0J5nnIse1qSgQCLB0SE3TsH379jSLfZkOKSWVX5mdW1Q/JhqS0A9+cXFxRudHYNwOX6xPIzMRAGnAZ7QdEdgmMiASzUf492bNq/kG2uIrMH6zyBuP8K/JZBKjo6MM4ET7ftqHWCxmCm0S5qSkTskM2E6ePIlgMIiVK1eirKxsVoBtdHQUDz74IJ577jlcc801+Ld/+7dZSx2kGjcjcxIjbd++HQcOHMDJkyfh8/mmvN1YLIZNmzbh/fffx/Hjx7FixYopr0sqb5LmJAtVk71QapqGvr4++P1+WK1W+Hw+NDQ04I033tBBm0yHlJKaHZlF4QhaxHOxsLAQVut4PzaKlPEgBABFRUUsrZG36OcjcKIhiQhsIqyJwGaW8imaj4ggxcOV2OiaHwek960UI5IEdJRmarVa0z4LSpskIxNxX6fbF1NKar7ICNii0ShOnjyJQCCAlStXGpZT5EOBQAAPP/wwfvnLX+Lzn/883nzzTWZ8dDqoubkZTU1NuOiii6YFbcC44dNXvvIVfO5zn8OLL76Iz3/+8znaS6nZkAQ3KQDjKUednZ3o6upCaWkpzjjjjDRgkumQUlJzT3Re8uAGjP9YW61WxGKxtJRHm82GxYsXw+Fw6IxJ+HYDqVQKLpdLZ0wiRunINCRTdI2/VhjBmwhqRs2tMw3AKWDjh0QioYueUTNeSiOlY6R1UFql2AKAptP6JoocSknNdx09ehQejwexWIxF+nlgW7FiBRoaGmYF2EKhEB555BH89Kc/xVVXXYUDBw7A7XbnfT+mqx/+8IcApmZKYiSKsg0MDORkfVKzJwlu81wTXTgDgQDa2towNjaG5cuXY+vWrabpkIFAgNXPSGCTkpobMnOijMfj7D0fPVu6dClsNhtLFeTNTghkvF6vYaNs3nzErI5NtMnn6+t4R0kzEKNp2QAcPw9F5ngY4/tYivtInwu1DiCoE1MmKbInOlCSZAROaqFocHAQ4XAYoVAI/f39aG1tRTQaRTweh6ZpKC0thc/ng8fjYedUvhSJRPDjH/8Yjz/+OC6//HK88cYbp+39RDwexxNPPIElS5bg4osvzsk6jx8/DgAoLy/PyfqkZk8S3BaAxCfdqVSKpUPabDbU1NRg7dq1Gd0hq6ur8cEHHyASiQAYL4D1er0oKCiA1+uFx+PJunjWTKfrRVZKarbFn7t8Wh/vKulwOGC32xEKhaAoCuLxOBRFgcPhQCqVgqqqKC8v10XYPB4PFEVhD3PEtgFGqZHU85EiV7QvmaJjIoQZQZs4ne/BJs5vBn9iWqUIYfRZEviKwEavfIQw0wMsGYWTmg/iUyJdLhdKS0sRi8XQ2tqKeDyOlStXwuv1IhKJMKijXokOhwNer5fdJ3i9Xhaly4VisRgef/xx/PCHP8Sll16KP//5zyguLs7JumdLzz77LPr7+3H99debGqiEw2H4/X4UFxejoqKCjR8cHMTixYt1846OjuLuu++Gw+HARRddNKP7LjXzkuC2AETgpqoqOjo60N3djcWLF+PMM8+Ex+PRzWuWDllVVYWqqio2jS7QwWAQfX19rC7E5XIxmKMh26duRvnyEuak8ikRgGYiqmwEWWbz8Oeg2Tyifb1RrRn1QDMyEkokEqioqEBBQQHsdjucTqduAMBSKs3AjZpl07x81IrcL3lQEgHMyESE5iG3SPo8MkXizObh+77xYEfL8C0K+Agb7btZhM3oYVem71VK6nSS0W8yAdvw8DBWrFiBNWvWsPOgqKhINy/dd4RCIV2UjuptPR4Pgzl6n+39gqqq+MlPfoKHH34YF198Mf70pz9h0aJF0z/oHOuJJ55AW1sbgPFWBKqq4s477wQA1NTU4IorrkhbJps0yQMHDuCCCy7AlVdeiccee4yNX7duHc4//3ysW7cOS5cuRWtrK370ox+hu7sb99xzD5YvX57Do5OaDUlXyQWgwcFBlnu+fPlyVFZWzog7pKZpiEajCAaD7EIdCoWQTCbhcrl0MOf1ejNa8YZCIbS3t2NkZASVlZVp+yyBTioXyvb/OxugMzLhEM8hek81Vvw03uSDT3OkaWJki5+Hd3ekFEC+to2gy263syfewPh5xEOay+WC2+1mNSHFxcW6VEke3ERgMzIXAU45PPIpjZSmSamaNE609OdbBZhF3wiuxGn88jy0iuDGP6wSWwHwYCemUPLfdTbAJmFO6nSREbCpqorW1lYMDQ2hpqYGy5Ytm9aDrWQyiXA4zFIv6T0fpfN4PBgdHUVBQQF8Ph+sVisSiQSeeuopPPTQQ/i7v/s73HjjjSgrK5vyfuzduxdvvfUWDh06hJMnT6KmpsbU9fFzn/scHn/8ccNpv/jFL/CpT30qbfyOHTuwf/9+w2Xo2rp27Vp87Wtfw6WXXoqOjg7U1NRg27ZtePXVV033++WXXzYEtxtuuAEvv/wyWltbMTY2huLiYmzZsgVf/vKXZbTt9JLpySXBbQGora0NiqIYNrw0cofkX3MhTdMQi8UYyBHYJRIJXRqF1+tFLBZDd3c3AKC6unrSFsIS6KQmUjb/T5nmEc8Ro8iXOI13fjSKiNGQSCTSYIyHMgCmZiMEZmNjYwy03G43HA4HFEVhQzQahcPhYIPL5WLA5nK5AIw/OaflaF182wACITpuPjWRYCkcDrO/E4kE4vE4VFVFPB7X2fkTwPH2/IlEAoqiZLT0pybjNI5PweSjZpRKKYKlmaslAB3QGc1LMgI2o99UCW1Sp4PMgK2trQ2Dg4M5AbaJxEfpwuEwnn76aTz77LMYGBiAxWJh7QU+97nPYevWrVi9evW0zEcsFgtKS0uxYcMGHDp0CEVFRROC2xNPPJE27bzzzsvK/XFoaAibNm1CX18frr/+eixfvhw//elPsX//fvzoRz/CVVddNeVjkZpXkuC2kMUX6AP5dYecSKqqYmxsDF1dXRgaGmI3hwR0fNql0+mc1j5KqJMiZQNm/N9GUTOz+cSUReBUlM4oOgaMg5BRI2sCskgkktZ/TQS2WCyWZiRCAwEb1bTRQFE2in4T6PH93Pj95I9HTHkkM5JwOMxYKARlAAAgAElEQVTgLBaLIRaLYWxsjPWTpIgiARsPbvF4nDXL5qGPf09P5I1q4mifCOjEKJqRkYhRtgE/zeiVZLY+I0l4k5qrmgjYfD4fli1bNu069qkolUrh2Wefxb333ostW7bgkksuwejoKI4ePYr333+f1d6Xl5fjmmuuwSc+8YlJrf/EiROora0FMHGfNQK36ZzLX/3qV/Htb38bzz33HNvXZDKJ7du3o6WlBW1tbSgoKJjy+qXmjWQft4Uso5utqaZD5lKRSAR+vx9DQ0OoqKhAY2Mju4GMx+MsQjc4OAi/388iDWLKpdvtzuoYjH6cAAl0UsYyAjSjaJqY0ihOM3Jh5A0vyM3QqD9aIpGAzWaD0+lkkKYoii76Re5tBQUFrE8bgRu5RyqKgsLCQmZQQtE3mo9AjQaq6yL4odRKI2AjCFNVlYHa0NAQotEo+5tEQMdH3ygaV1RUhGQyiWAwqIM1isAB4y0OqMZWrKPTNA0OhwOapiESiaRF0uiaZ7PZ0iJq/Ctf0yZG0gjApxJVM1tOSmq2ZPSbGI/H0dbWhv7+fvh8PtTV1c0asP32t7/Ft7/9bZxzzjl4+umnTSNamqaht7d3SvcyBG2TkaaNu2zTNXcy+ulPf4q6ujodYNpsNnzxi1/EZz/7Wbzwwgu47LLLJr1PUgtHEtwWgAKBgK4+TIwM5FOapmF4eBh+vx+JRALV1dVYvXp12sVPURSUlJSgpKRENz6ZTDKgGx0dRVdXFyKRCCwWS5rTpdvtzuqiKoFu4WmiOjWzeXiXQRHiaLwIZ2IUjZ9HBDX6m6JGZlBH2+RTGMU+axaLJS36xvdtczgcbFk6DtEpkVInVVU1TImMRqNQVRXRaBTRaBSRSIS9J3fJYDDIoI6AjcAslUrB6XQikUigr69P16KAhy1FUVgKlThN0zQ2nVxvxen0mVPapDgPTec/g0z/O5MFMAlsUnNJZsDm9/vR19cHn8+HrVu3zhqw/eEPf8Bdd92FhoYGPPXUUxPClcViwbJly/K0h+O1v4FAAA6HA+eddx7uvPNObN26dcLluru70dnZicsvvzxt2rZt2wAABw8elOAmlVES3BaA7r33XjzzzDNwu92or69HQ0MDGhoa0NjYiOXLl+el10oymURPTw86Ojrg9XpRW1ub5kCVjWw2G4qKitKWTaVSrMg5EAigp6eHPXV3u91prQuyOWYJdPNbookIP06MUgNIM/QxqmMzqk/jAcvoPcEVgDRQE9/zaZY8tPHjLBaLzgVShEOy+6fjI4DiQZTcJKPRKPsMeCt9irTRQNE1PpVxaGgIsVgMqqrqomui+Ug0GgWgNwKhz5Pex2IxwzRGOg4COlH892iU1kjz8ECXC0lQk5qLmgjYqqurZw3YNE3D/v37sXfvXtTU1ODxxx/HmjVr8r4fmbRs2TJcd9112LhxI7xeL959913s27cP5557Ll544QVceOGFGZfv6uoCAObQzYvGdXZ25n7HpeaVZI3bApGmaQgGgzhy5AgOHz6MI0eO4MiRI2hvb4eiKFi1ahUDuoaGBqxcuTLtRnUqikaj6OjoQH9/P8rLy1FVVcVuCvMhegrPO12Sc5XT6UxrXTCdY5ZAd3rLKALH13fRPCKwKYpiaDQighLfH40HKVoHD3P8Kz8vD2e0HvqfpXUYbcNisZjuJ398YkqkGN0CoKs7I3CjVMmRkREd0PFpkRQNGxkZSas9y9bkQ0pKavIyArZEIgG/34/e3l4sX74cVVVVswZsr732Gvbs2YOlS5fi1ltvxdq1a/O+H8DENW5GOn78ONavX4/KykrW5NpMr7zyCs477zzccsstuOOOO3TTKOX94osvxq9//eup7L7U/JKscVvoslgsKCwsxJYtW7BlyxY2nsDm6NGjOHz4MN5991089dRTaG1thdVqRW1tLRobG1mkrq6ujt0AmknTNIyOjsLv9yMajaK6uhq1tbWz8qNAKZRG/eqi0SiDuc7OTuZ06XQ6GcgR2GVqXUAyi9ABEupOB5lF4MTxPLDx8/BRNkrfE6GLj8LRPEZwZgRpBH5G84jpmDwU8jVrtL/8cfAPK8RURD4CadR7jYxFIpEI4vE4qx+jVgU2mw2apsFutzNgo8bconkI1bGJ34WUlNTUZAZs7e3t6OnpwfLly2c1wnbw4EHs2bMHXq8X+/btw1lnnTVrNfdT1erVq3HZZZfhsccew7FjxzJGCek+hK/7JVHmgXivIiUlSoLbAheBzTnnnINzzjmHjdc0DfF4HMeOHcPhw4fR3NyMX//61zhx4gSSySRWrlyJ+vp6NDY2oqGhAatXr4amaXj88cfx9NNP4+6778bKlStRXFw8Jy/EFouF9avie8BQHQ0BXXd3NwM66oHFR+kcDoc0RpmHMgMHHrzE1Dur1cqMQCjNz2jgzUXEVEiCMKpvMwM6s8Gots7ouMgUBQADJqPIFw9sZuAWjUZ1UTiCM2AcCslsxOPxpDXcphRnvq5OrC2UECclNTlNBGxVVVXYsmVLXsokRGmahnfeeQe7d++G1WrFnj17sHHjxjl5n5CtVqxYAQAYGBjICG6VlZUAjNMhaZxRGqWUFC8JblKGojqZM888E2eeeaZuWjweR0tLC5qbm9Hc3IznnnsOTU1NiMViaGxsxPr169Hc3AxN01BfXw+Px3PaXJQtFgtrRlxaWqqbRk6XwWAQ/f39aG1thaqqsNlsaU6XLpdrUkCXSqXQ19eH9vZ2OJ1ObN++fUaOT2pyEt1XjfodUm0UuZsmEglDqCJnSJIYMQOgMw8xi6plgjYAaU2y+f3l34s1XaJrotiomiJpwHhkTmyCzS8fi8V05iN2uz2ttm10dJSBrFHzaz4CJyUlNbEOHDiAcDiMpqYmKIrCTLqCwSBGRkawfPnyWQW2w4cPY/fu3YhGo9i1axe2b99+2twbZBKlSJaXl2ecr6KiAlVVVWhqakqbRuM2bdqU+x2UmleSNW5SU9bbb7+N+++/H4cPH8Z//ud/YufOnejt7UVzczOL0h07dgyRSAQVFRWsfo7SLouKiubFRTuRSLAIHYEdtS4gp0uK1ImtC+LxODo7O9Hd3Y3Fixejuro6YzNRGaGbffHfH6VLmpmSWK1WFBcXG/ZdI+ByuVxpzpA8sNF2zIAOSDdGMQI2UXx0jd4TQPFQxht78I2zxR5qyWRSB3TiPDRQyqS4ftoHMkQR99No36WkpIwjbJFIBG1tbejr62OGXLFYTFc+QL9N2Rp2TVVHjhzB3r17MTQ0hF27duG8886bk7/9mWrcQqEQbDYbc9olvf3229i2bRvq6urQ3NzMxofDYfj9fhQXF6OiooKNv/HGG/Gd73zHsI/b8ePH4ff7UVhYODMHKHU6STbglsqtmpubcfPNN+PLX/4yduzYkfEinEql0NHRwYDuyJEjaG5uRiAQQHl5uc7psqGhAaWlpXPyoj5ZJZNJ5nRJQEetCxwOB2tQvGzZMtTU1DBjiKlIAl1+ZQRGYpSrsLDQ0KqfwK2wsDAN1vjpAFiUzqheTtymUVQNSIccEdiMAIoHKwDMLVJMmSTIo+lmsBaJRHRAJzbMBsBSJkWQJPE2/lJSUsbAlkwm0dnZic7OTlRUVKC6uloHZZSezP82hcNhJJNJVt/NQ1225QBGOn78OO666y50dnZi165d+MhHPjLnftufeOIJtLW1AQAeeOABqKqKG264AQBQU1ODK664AgDwzjvv4O///u/xT//0T1i9ejVzlfzRj34Eq9WKF198ER/+8IfZel9++WVccMEFuPLKK/HYY4+x8YODg9i4cSMGBwdx/fXXo6qqCj/72c/w8ssv49FHH8W///u/5+/gpeayJLhJzT2lUin09vay6FxzczOOHDmCkZERLFq0CPX19bo6uiVLlsxKEXWuRKYtra2tiMViKC0thc1mYz+cfOsCfpjOk1AJdDMr8SaEbnKMjELoe1y2bJkO0Pj3drsdBQUFhrBHA79tM3dII2t7sX6NYEsEuMkMPIzx66PtU8qkmFbJtxYQgU0c4vG4jMBJSXGaCNiWLVuG6urqSbkki/XdBHaqqqZlj1DEzuz3uLW1FXfffTeOHz+OW265BRdddNGUf7v37t2Lt956C4cOHcLJkydRU1NjGBGLRqN44okn8Jvf/Abvvvsuent7UVFRga1bt+LWW29FY2Oj4fp37NiB/fv3Z7Uva9asgcViYf1jKyoqcMEFF+DrX/86GhoadPOagRswXs9200034be//S2CwSDOOOMMfO1rX8POnTuz2g+pBSEJblKnjzRNw8DAQBrQDQwMoKCggKVbEtBVVFTMaaAjQG1vb4fb7YbP50NxcXHafOTwyaddhkIhJJNJuFyuNKDLxukykyTU5U78/58YDaO/S0tLYbfboSgK3G43AzW6uVq8eLFuHD8QsImpmGJaJG80QjKqHTNKVRShymwA9DVuBGo8sIkROHGdAFifRaNoH22D33/xeIymSUnNZxkBWyqVQmdnJzo6OqYEbNlIzB6hiF0sFsPu3btRV1eH+vp6VFRU4Pe//z2OHz+Om2++GZ/4xCem/dtssVhQWlqKDRs24NChQygqKjIEt/fffx+NjY348Ic/jL/9279FZWUlTpw4ge9973sIhUL43e9+hwsuuGDC7T322GO46qqrcPPNN6fBXn19PTZv3jyt45GSylIS3KROf2mahpGREQZzBHRdXV1pzcUbGhrSUkTyLb5+raysDNXV1Wn58dlI0zTEYjFdyiU5XTocjrTWBdNJuQTmLtBl4zTIOxNOtK5M82QzPdN4AiqXy6WLlimKwgb6nioqKtLG06tZ7ze+hg7Q20uLUMNHrbKJnPHjCMAA43RJEcaMat/4tEpxP3j4o/3mI2y0Xv6Y+Gii2XckYU5qPmkiYCsvL4fP58s5sE2kVCqFkydP4tVXX8Xzzz+P1tZW5o5bUFCg+02ur69HXV3dpEHuxIkTqK2tBZC5Bm1wcBDt7e1Yv369bnxzczPOOeccrFu3Dm+++eaE2yNwe+mll7Bjx45J7auUVA4lwU1q/krTTjUX54FuppuLm4mKkkdGRlBVVYWKiooZ2x6ltvANxqmflti6wOl0Tqu+YCaALlf1DpmATdyGOM9kptN73l3SLPolpklS9IyArby8nAEaOZm6XC72SuAm1rjx2xGBjR9SqRRUVdVF1kRnR2AclKiZtghbAAzTHHkDE9q2UaSOBzMe/Hh4IyUSibRj4I/LCNiM6vcktEnNF5kBW1dXF9rb27F06VL4fL5pZ19MVX19ffjud7+LP//5z/jKV76CnTt3soelgUAAx44dw/vvv8+GH//4xygoKJjy9qbSIBsANm7ciMOHD7NeaZnEg9vGjRvhdDqn/TBUSmoKkuAmtfBEqYfUXJyAbjrNxTNta2RkBG1tbUgmk6iursaSJUtmrRCbWhfwAzld8umWBQUFWbcuMFO2QDeZbYjRNaNleYBJpVJphiH89GQyaTjeqC7MCMasVitUVU1zjhTNQqgehCJklBpJgKZpGlwulw7YXC4XXC4X6ytYUlICRVF09W88sJElP302Yo0aMJ6GaFSDRgNBGt+Pja9Fo8/ULIUymUzCZrOZpkLSPvIpkAR8/DijgbbNLy8eL70Xx5lJwpzU6SQzYOvu7obf7591YBscHMR9992H3//+97juuutw+eWX5yXaNxVwS6VSWL58ORRFYSYkmUTgVlhYiEAgAIvFgnXr1uHGG2/EZz7zmWnsvZTUpGR6wyT7uEnNW+WyubhZtCoajaKnp4dZLtfW1qKoqCifh2koRVFQUlKCkpIS3fhkMslAbnR0FJ2dnYhGo+yz4qN0brc7q7SWbJqLZwNtZvPQPoiwxQMd3TTQ37QM3fQTkIswFo/H2d9kuc8DGQAGbHyPNd5YJBAIsL+Liop0sEYAFolE/l97dx4XVbn/Afwz7DNsIjvqMIALmPuCWyZu17LsZjfTn2lpi3Xv1VIzb6XkkluLuYBW5oJX267p7XaDblqBeVMQsawUXNhhANkEhtnnzO8PX+fcMyvDMgwD3/frxQs958zhGQWdzzzP8/1yYc3DwwN+fn7w9PSEUCg0CXLmQhv/ubABkB+C2CDFLwaiVCqhVquh0Wi4/WIMwxgEOPaDPwPHNhLnhzH+NR4eHtz92ZBmvGSS7XlnXLWS/WCXoloKbvzny/5d8z8b/9rajCuFNuIsrAW20tJSBAUFYcyYMQ4LbPX19UhKSkJaWhpWrFiB7du3O2wstnr//fdRUVGBxMREm64XiURYuHAhpk2bhpCQEBQWFmLfvn1YvHgx8vPzsWHDBjuPmBDraMaNEB7j5uK5ubm4ceMGNBoN+vbty63VDw8Px7fffovU1FRs2LABc+bMadP+ta6CYRhu8zm77JItHiEUCg2WXLa354/xUhnjwGatabS58+aWKrLhwFxYY0OF8YyZcfVHtrm6pXL+crncoHgIfzkk+6HT6Qz2rbHLbtilN/zQxr8XPzjy38k2DmtsqX2NRsMFNKVSCZVKxX1m/4zYazQajcnsm0gkMph94wc1fmCzVryEPW8c0tjfA3dDobUZNn6g4z9fPkvLJC0ds+UcIY5kKbBVVlaipKQEgYGB7W4Z0x6NjY14//33cerUKbzwwgt49tln4enp2enjaO2M2/nz5zFt2jQMGjQIWVlZbf4/WqVSYcyYMcjLy8PNmzchkUjadB9CWoGWShLSHjqdDkVFRThz5gxSUlJw69YtDB48mOtF112bizMMY1LpUi6Xg2EYs5UubV0u09TUhOLiYsjlcojFYoSEhMDFxQW+vr5mlzLaEtaMZ9vY2TN+EQ/2vKXAptVqzTbD5ocprVZrcJ6dieNXfuSHN3YGjf0MgCtaYjyzxgZL4xle/h4ydmaMDWZsWFMoFFAoFFAqlVAqldzyTn6o4/9eo9HA39+fC3L8JZPsfjSRSGQS0PiBDLg7m2kc1NjvHf6fOfs8zAU24/P8583+3lLBGFsCGYU20hWZC2x6vR6VlZUoLi52eGCTyWQ4cOAAPv/8czzzzDN44YUXHPoGZWuCW05ODmbMmIGAgACcO3cOffr0adfXPnr0KJYsWYIPP/wQy5Yta9e9CLEBLZUkpD3OnTuHnTt3QqFQYP369Zg9ezZcXFzAMIbNxT/++ONu1VycvyeOT6/XQ6lUcmGuvLycq3TJNnHlL7tkX9zX1dWhuLgYAoEAkZGRCAgIMPjzaGpqMjsO/nXmyuEbz6iZK5vPXwZpXKWRvS/b8Jp9LH+pIvtrtn+RcW814xk542AGwGC5JT+ssKFMKBQCALdHzFwhD61WywUwdmZNoVBwv5bJZNx5drmkWq02mElzd3eHTqdDRUWFScEQdpwMw6CxsdHickb279S4SAn7mQ2pxvvbjL+/+OeNv8eMw2tbAhiFNtLVtBTY2PL3jgpsCoUCBw8exLFjx/Dkk08iKysLIpHIIWNpi8uXL2PmzJnw9/dHenp6u0MbAG6Wraampt33IqQ9KLgRYoPr16/jzTffNCk17OLiArFYDLFYjPvvv587zjCGzcVPnjzZrZqLCwQCrphGUFAQd1yvN2ziWlFRAZlMBqVSCY1GA09PT4SGhqJ3796tqlJZX19v9nhoaCg3Hn7Y4i+D5Acw47DGlttnP/i/B/43O8d/vLmljOZm59jPxk25jZcQsn36gLuzaMbLBBmG4QqBsMGLP4um0Wjg5uaG6upqg1k1lUplMJvGFixhGIb7OpbCEH8c/L9bfthk983xz7N/Zuw+UmPsPdhrzTUKN3dPW1BAI11dXl4evL29oVKpuH8X9Ho9qqqqUFRUhICAAIwcOdIhyxCBuz/3KSkpOHLkCBYsWIALFy7A19fXIWNpq59//hkzZ86Er68v0tPTERkZ2SH3vXnzJoD//Z9DiKPQUknSog8//BA//vgjcnJycPPmTYM9K8Y2btyITZs2mT33zjvvYM2aNfYcapen13ev5uLWaLValJWVoaKiAsHBwQgLCzOpdqlSqeDm5may5LK9lS7Zlg9saGMDGb+svnGwYz8DMAl65oJfS+f4xU7MLe009266cZhydXU1qOTI34em0Wggk8kMApxcLufOscGpsrLSZF+apSWL7BgIIR2nvr7ebJVftriPSCRCnz590KtXL5uLQnUktVqNY8eO4cCBA3j00UexatUqk8JWXUFLSyV//vlnzJgxA97e3sjIyOD6v5nDtu3x9/dHeHg4d7y2thaBgYEG1zY0NGDMmDEoKSlBfn4++vbt2yHPhxAraI8baTuJRILa2lqMHDkShYWFKCsrazG47dq1y2AmBrjbSyUuLq4zhux09Hrnai5ujVKpRElJCerq6hAREYGIiAire9+0Wq3BCxqZTMa1LmArXbLLLoVCYbsC3ZgxYwxm19j9aMbLKC3N0lkKbfzPxrN9gGFxFXNV2IwLbrCzUpZ6sLHLUi19AHcDm3GhEX54Y3saWSr+QQhpH0tLIm/fvo2ioiL4+voiJCTE4N9AtiiU8R5ikUjU4RUcNRoNPv30U7z//vuYPXs21qxZYxJaHO3YsWNcGf+kpCSo1Wq8/PLLAIDIyEgsXrwYAFBcXIzRo0ejrq4OGzZsQExMjMm95s6dy630yMjIwNSpU/HUU08hJSWFuyYiIgJTpkzB0KFDERISgqKiIhw+fBgVFRXYuXMnVq9ebednTAgA2uNG2iMjIwNisRguLi546KGHUFZW1uJjHnnkEaq81AoCgQABAQGYNGkSJk2axB3X6w2bi2dmZuLIkSMOay5ujXHBkf79+9v0zrGbmxv8/f3h7+9vcFyn03GVLhsbG1FRUQGFQsEt0+TvoWP3nbXk0qVLZo/PmDEDwP8KmpibmTNeVslfLsnfF8cfB7/0PXucDVb8awDDiotsM2q21D6/WTYbxPihDrj7PaRUKrmQJhKJDIIb+7mpqQkMw8DNzc3s3jUKboS0j6XAVl1dzQW24cOHWyz0YWkPsU6nM7tCwVK7Gku0Wi2++OILJCUlYfr06Thz5gxCQkLa/Hzt6dChQzh79qzBMba0/5QpU7jgVlhYiNraWgB330A2p7CwsMUl+v/3f/+HjIwMnD59Go2NjfD390d8fDyOHDmCWbNmtfPZENJ+NONGWuWhhx5CampqizNuhYWF6N27N0QikcOCRHem19veXHzQoEHo379/m5uLtzSOlgqOdDS20iXbtoCtdMm2LjB+UdPemckFCxaYBDd2ts44rBl/bunPgR/sjIuEGM+28ZdL8n8N3H2haLyckt9/Dbi7BIg9zr8n+7PMtg4wHh8hxDaWAltNTQ0KCwvh6+uLqKiodlVmNF5uzi675PfiZD/YFiQsnU6Hf/3rX9i1axcmTZqE1157zWCZYFts374dly9fRk5ODgoLCxEZGWm16mNWVhbWrVuHrKwsCAQCTJw4ETt27DDZP25NR9yDkC6OlkqSjmFrcPP19eUaE8fHxyMxMREPPPBAJ4+252FnafjNxa9du4b8/Hzo9XpIJBKbm4tbwxZfKSkpgY+PDyIjI036s3U2Nswav6hhi38YV7ps7xsKzz//vEHVSf4MHGAa2ox/Zvhl8/nFStjj/Fk1c78GwDXB5oc5fuhjK0yaWyrJ3oMNvZZ6p/H3vxFCTLUU2Hx8fBAVFcVVjbUHfi9O9s2sP//5z2hoaEBoaCiCgoJw5coVjBgxAm+++SaGDh3aIV9XIBBwVTBzcnLg5+dnMbhlZmYiISEBffr0wfLlywEAycnJuH37Ns6fP2/TmDriHoQ4AQpupGO0FNx2796N3NxcTJw4EQEBAbh+/Tp2796NiooKHD58GEuWLOncARMO21w8NzcXV69etdhcnJ2pE4lEJuGjtrYWN27cAAAEBwejX79+DquAZiu9Xg+VSmWwh47dI+bh4WEQ5ry9vdtdgnvlypUWQ5txjzPj0AbAYggzLlJiHOTY3mvA3XLexrNv/GvZsGauWTY7XnNVIfnPhZCezlJgq62tRWFhIUQiEaKjo+0a2KxhGAbffvstdu3ahfDwcNxzzz2orq5GXl4e6urq4Ovryy2zX7hwIcLCwlr9NQoKCrgiIC0VD4mPj0deXh5yc3O5Ev3l5eWIi4vD+PHjcfr06Ra/XkfcgxAnQMGtp7tz5w52795t8/UvvvgievfubXK8peBmTm1tLYYMGQKlUonS0lKHz8wQQ2xzcbYX3bVr13Dz5k3I5XKEh4cjNjYWISEhuHz5Mn7++We88sorWLhwYbdYAqtWqw2WXDY3N0Oj0cDV1dUgzLVlH4mxlStXGsx0sUHKeGlkSx/svjdzx9l7GYc1drkk2zzdXHVJdlxqtZpm4AixwlJgq6urQ0FBAUQiEaKiohzW+4xhGGRkZGD79u2IiYlBYmIiBgwYYHJdY2Mjrl+/jtzcXMycObPdyyatBbdbt25hwIABePrpp3Ho0CGDc8888wyOHDkCqVRqNTx2xD0IcRJUnKSnu3PnjsUy/eYsWrTIbHBri8DAQLzwwgvYuHEjzp8/jz/84Q8dcl/SMVxdXRETE4OYmBjMmTOHO84wDE6fPo133nkH+fn5GDlyJEJDQ7Fv3z588cUXTt9cHLhbkr93794m3+v8fSS1tbUoKSmBUqmEq6urQZjz8fGxqXWBTqfD6tWrUV5ejqCgIIjFYm6mctmyZQZhip05Yz/zA5i5vWnsdZb2yQkEAu4a4wIubCjjhzV+kRT2GvbrAOb37dEsHOkJrAW2wsJCeHl54Z577nFYYNPr9Th37hy2b9+OiIgIHDp0CLGxsRav9/Pzw9ixYzF27Fi7jy07OxsAMGHCBJNz48ePx+HDh5GTk4MHH3zQrvcgxNlRcOshJBKJQ19csRUma2pqHDYGYrsLFy5g48aN8PDwwBtvvIH77ruPe8Fuqbl4fX09AgICTHrROVtzceBuyf5evXqZ9DJiS/E3NzejoaEB5WcB3fYAACAASURBVOXlUCqVXGEA/iydUCiEVqtFaWkpbt++jfDwcIwdO9ZkpvLAgQNmx/DYY48ZfF12+SIb3vifrS2nZK8BTAMWW73SOIwJBAKDapbGjbP5aAaOdHfmAhsAbobN09MTcXFxLVYstBe9Xo+srCxs3boVvXr1QnJyMoYMGdKl3kiTSqUAwC1v5OMvebT3PQhxdhTcSKe4efMmACA0NNTBIyG2EAgE2LVrFwYPHmxyzsXFBeHh4QgPD+fK6AOmzcVTU1Oxc+dOVFdXd5vm4q6urvDz84Ofn5/BcX5hgKamJpSXl6OhoQE6nQ4+Pj4IDg6Gl5cXFAoFvL29bXreX3zxhcVzU6dONQht7IyauX1x/BAH/C+ssb9nq1rye86x17BhzfgaNtCx15tDs3DE2VkKbPX19SgoKICHh4fDA9vly5exdetWeHh44N1338WIESO6VGBjyeVyADC7J5qtssleY897EOLsKLiRDsM2ETXux1VaWor3338fgYGBmDhxooNGZ5sPP/wQP/74I3JycnDz5k2DJWnmXL9+HX/7299w9uxZqNVqjBo1Cps2bcK0adM6cdQdb/z48a1+jEAgQHBwMBISEpCQkMAdN24u/sMPP2Dfvn1O2VzcEhcXF/j4+HC9mrRaLeLi4hAUFGTQj6mmpobbZ2bcYLc1lS7T09PNHh8+fLjJnjd+UOPvZzPu4Wbcz40f1tjP7OOsVcykwEacnaXAdufOHeTn58Pd3R2DBg1y2H5tvV6P3377DVu2bIFOp8PmzZsxduzYLhnYWOzyUXNtR5RKpcE19rwHIc6Oghtp0b///W9cuXIFwN3NwQCwZcsWAECvXr24krwymQxRUVF45JFHEBcXx1WVPHjwIGQyGT799FOHVdey1fbt21FbW4uRI0eiubnZarPx/Px8TJw4EW5ubli7di38/f3x0UcfYdasWfjmm28MZqN6su7QXNwaNpgWFRVxLRf4vezYUGb8GH6gKysrg1wuh1arhaenp0nrAnd3d5vGwv6cGmOXKhu3HTAuQGKpETc/zBkfM2bLNYR0RdYCW0FBAVxdXTFw4ED4+vp28sju0uv1yM3NxbZt29DY2IgNGzbg3nvv7dKBjRUREQHA/FJG9pi5JZAdfQ9CnB1VlSQtWrJkCY4ePWr2HL/Zpkqlwl//+ldkZWWhrKwMMpkMQUFBmDRpEtauXYv4+PhOHHXbFBUVQSwWw8XFpcUKmo8//jhOnjyJnJwcrvGnTCbDPffcAy8vL+Tl5TnFf6hdTVdpLm7LOKurq1FcXAwvLy9IJJJ2v6BjC4Xw2xawrQvc3d1NZug8PDza9bxDQkIszri19Jk/ZmvPh5Cu7sKFCwY/VyKRCK6urmhoaEB+fj5cXV0RHR3tsMAG3F3dsWPHDlRVVWHDhg1ISEjocv+/UFVJQjoMtQMgpLWsBbfm5mYEBgZi0qRJ+P777w3Ovfnmm3jjjTeQlZXlFGHVWXRWc/GWMAyDyspKlJSUwN/fH5GRkZ2yPIcNdPwPtVptttJle593QECA1RDHaimYUXAjXVlzczMYhoFCoTD4uWpsbOSqyAYGBiIgIID7+bJ19rujFBQUYMeOHSgsLMQbb7yBmTNndtm9wS31cRs7diyuX7+OvLw8bvZMKpUiNjYW8fHx+O6777hra2pqUFNTg/DwcIPtF625ByFOjNoBENKRfv31V6hUKotliYG7pYspuHUcgUAADw8PDBkyBEOGDDE4Z9xc/PTp061uLt4SrVaL8vJySKVSBAcHY9SoUe1u1t0aHh4e8PDwQEBAgMm42Bec9fX1KC0thUqlgouLC0QikcGSS6FQaNPzrq+vN3ucP+NAoYw4M3ZZpIuLCxfKGhsbcefOHQiFQtxzzz3w9PTkfrYqKiq42W83NzeT2e+OfpOotLQUb731FnJzc7Fu3TrMnj27Swa2Y8eOobi4GABQXV0NtVrNbaWIjIzE4sWLuWv37NmDqVOnYvLkyVixYgUAICkpCQzDYOfOnQb3TU5OxqZNm3DkyBEsWbKkTfcgpDui4EZIG1BZ4q7F3d2d2ws3d+5c7rhxc/EDBw6YNBdnQ11sbCz8/PxMXnxJpVLcunUL7u7uiIiIMFvS35Hc3Nzg7+9vUhRIp9NBLpdDJpOhoaEBUqkUCoUCAoEAQqHQoHWBSCSy6UVhU1OTxXPGhRoo2JGuyNw+tqamJm7mPjo62uBnycvLC4GBgQbXm+vzqFKpIBAIDH6mWvOzxZJKpXj77bfx888/47XXXsPBgwe7ZGBjHTp0CGfPnjU4lpiYCACYMmWKQXCbOHEiMjIysH79eqxfvx4CgQATJ07EiRMnMHz4cJu+XkfcgxBnRkslSbdz584d7N692+brX3zxRbPNxq0tlTx27BiefPJJHDp0CE8//bTBuYKCAsTExOCll15q1ThI52EYBmVlZVygYwukNDU1ITQ0FIMGDUJwcDAuXbqE69ev44033sDcuXO79AsoW/FbF7Afcrkcer0eQqHQYMklu9enPRxVKp0QPkuBraCgADqdDjExMSZvfrQW+2YJ+4ZJc3MzFAoF9Hq9QRVZNzc3uLu7G8yeV1VVYefOnTh//jzWrl2LefPm2aW67saNG7Fp0yaL593c3KDRaKzeIyEhwSSssbKzszFmzJh2jZEQQkslSQ9y584dq/8xGVu0aJHZ4GYNlSV2bi4uLhCLxRCLxbj//vu54wzDID09Hdu2bcO3336LkSNHIjw8HO+88w4OHjzYLZqLs60LzM2Q8ff61NXVobm5GTqdjnvRyZ+ls2XWsampCRcuXIBarYZEIkFgYKBBtU1C7M1cYJPJZMjPz4dOp0N0dDR69erVIV/L1dUVvr6+8PX1NehZalxF9tKlS9i2bRvkcjn8/f3h5eWFkpISLFq0CF999RX69Oljt8Ijjz76KPr3729y/Ndff8U777yDOXPm2HSfoKAg7Nq1y+R4dHR0u8dICLGMghvpdiQSid2XaVFZ4u4nJycHb7zxBgQCATZu3GhQZtvW5uKxsbGIi4tzyubiAoEAIpEIIpEIwcHB3HG9Xg+VSsW96CwvL+f2+nh4eBiEObbS5Z07d1BYWAi9Xo+oqCiTfXmA5dLrFOhIR7AU2AoKCqDRaBAdHW32+9Ie2OXJQqEQQUFBiIyMxL333ou9e/fi+++/x+TJkxEZGYkbN27g2WefRVVVFUQiEfdvypo1azrs35Nhw4Zh2LBhJseff/55AHerM9rC29sbixYt6pAxEUJsR8GNkDYYOnQoPD09ceHCBZNzmZmZAODUy0UkEgm34dxYdXU1goKCOnlE9scwDHbs2IGhQ4eanLO1uXh6ejr279/frZqLCwQCeHl5mez1Yat8skvCKisr0dDQALlcDhcXFwQEBCAgIAAMw0CpVNpcvIECHWkPc98/zc3NKCgogFqt7tTAZk5DQwOSk5Px1Vdf4S9/+QsuXLhgtshRc3Mzbty4gfz8fLu/CSSXy/HZZ5+hT58+BisQWsIwDGQyGXx9fbtcawJCuisKboS0gY+PD+bMmYNTp07hypUr3KZomUyGgwcPYsCAAU5fUTI2Nhbr1q0zOe7IXkb2NHbs2FY/pqXm4nl5ebh69arTNhe3hq3yGRAQAK1Wi8rKSvj4+GDIkCEG1fhqa2tRXFwMtVptUMGPXXrp5eVFgY60m6XAVlhYCKVSiejo6FYvie9ITU1N+OCDD3DixAksW7YM2dnZ8PLysni9t7c3Ro4ciZEjR9p9bP/4xz/Q2NiIF1980eY3lsrLy+Hj4wOFQgGRSIRZs2Zh27ZtiI2NtfNoCenZqDgJITz//ve/ceXKFQDA8ePHcf36dbz55psAgF69emH58uXctbdu3UJ8fDzc3d2xatUq+Pn54aOPPsJvv/2G1NRUzJo1yyHPoSNIJBJIJBJkZGQ4eijdirnm4nl5eSgsLOxSzcVtwTAMqqqqUFJSAj8/P0gkEgiFQquP0el0XKBjZ+qUSqVBNT72QygUtnumgUJd92cusMnlchQUFEChUHCBzVE/Q3K5HB999BE+/vhjLF26FH/5y19a/DnpbJMnT8ZPP/2E/Px8REVFtXj90qVLERERgWHDhsHV1RVZWVlITk6Gh4cH/vvf/5pdtUAIaRVqwE2ILZYsWYKjR4+aPRcZGWnSWDQ3Nxevvvoqzp49C7VajVGjRmHjxo2YMWNGJ4zWftjg9t1330Eul8PPz8/RQ+rWbG0uzu6hs1dzcVswDAOpVIqysjL07t0bkZGR8PT0bPc9+ZX42EqXALiy6vwPCnTEUmArLCyEXC53eGBTKpU4fPgwUlJS8MQTT2DFihUmBYG6guvXryM2NhbTp09vV/Pqc+fOISEhAdOmTcOZM2c6cISE9EgU3AghtpNIJKiqqoJOp4NGo4G/vz/++Mc/Yvv27VxhFtI5jJuL5+bm4saNG1Cr1ejXr1+HNBe3hU6nQ3l5OcrLyxESEgKxWAx3d/cO/zp8DMMYVLpkP4zLq7MFUqh1QfdnLrApFAoUFBRALpcjKirKoHppZ1OpVPj73/+OgwcP4rHHHsPKlSvb3WbAntauXYt33nkHn376KRYsWNCue02dOhXnzp1DU1NTl5tVJMTJUHAjhNjuwQcfxIQJExAbGwutVouMjAwcPHgQYWFhuHjxIoW3LsC4ufi1a9dMmovzi6OYay5uC41Gg7KyMlRWViI8PBx9+/Z1+H48fnl1/iydTqeDp6enSeuC9gZMCnSOZymwFRYWQiaTISoqCkFBQQ4LbBqNBp988gnef/99PPzww3j55ZcdWgTFFlqtFn379oVGo4FUKm33zPnSpUuRkpKC8vJy+j+CkPah4EZIT9NRjchZn3zyCZ544gk8++yz+OijjzpiiMQOLDUXl8lkCAkJMal0aWk5mVQqRV1dHZqamtC3b19ERER0+YqYer0earXaIMyxrQvc3d1NCqO0d/8gBTr7u3btGvd3xhayUSqVKCwsRFNTk8MDm1arxeeff459+/bhD3/4A9auXes0VXf/+c9/4tFHH8VLL73Uqv8rLLn33nuRlZWFpqYmq4VXCCEtouBGSE9TVFRk00Zz1s2bN802ZuWLioqCSqWCVCpt7/BIJ2MYBrdv38bVq1e5Gbrc3FzU19cjICCAm6ELCgrC119/jStXriA5ORkTJkxwup505qjVapMllyqVCm5ubiZLLtu7f5ACXfs1NDSY/H3J5XKo1WoAQGBgIEJCQuDj49MhhWxaS6fT4dSpU9izZw+mTJmCV1991aDptjN46KGHkJqail9//dVsQZGKigo0NDRALBZDJBIBuPv34uPjY/ImTmpqKh566CE88MADSEtL65TxE9KNUXAjhLTf1KlT8dNPP3EvnojzY5uLnz59Gvv370dBQQGGDBmC27dvd5vm4tZotVqDcCCTyaBSqeDi4gKRSGSw5FIoFNoU6PR6PaqqqlBcXAx/f39IJBJuBoJCnXXmlkQqlUoUFRVxIcLHx8fg70yhUECv10MoFJoUsunoWWKGYfDVV1/hvffew7hx4/D666+jT58+Hfo1OoNUKoVYLMbo0aORlZVl9hq2WFd6ejrXv/LLL7/E6tWrMWfOHERHR8PNzQ0XL17E8ePH0bt3b/z0008YOHBgJz4TQroli//ROFfjIEKIQ926dcvp3lUm1v3+++/Yvn07pFIpEhMTMWvWLAgEgh7RXBwA3Nzc4O/vb1JAQqfTcZUuGxoaIJVKoVAoIBAITCpdikQiuLi4cC0SiouLERAQgBEjRpjsG6J+dOaZ+3NRqVQoKirCnTt3uMqqbHA27ifJttpgw1xdXR2am5vBMAw8PDxMZlVbu++RYRj85z//wdtvv40RI0bg1KlTEIvFbX/CDpaSkgKdTodnn322VY8bNGgQRo8eja+//hpVVVXQaDTo27cvXnjhBacNsYQ4E5pxI4QYqKurM7vXbd++fVi+fDn+/Oc/Y//+/Q4YGbGH48ePIzIyEpMnT7bpeuPm4uySy+7UXNwatnWB8TI+jUYDrVYLb29vREREwN/fHyKRiCpdtsBaYKuvr4dEIkFoaGibl67q9XqoVCqTvy+tVmuwTJb98PDwMJhRZhgGP/zwA3bs2IGBAwciMTERMTExbX6+LbH0PL29vSGTyWy6R1paGrZs2YIrV67A09MT06dPx9tvv92qpfOEEIeipZKEENvs3r0bhw4dwv333w+JRMJVlfzyyy8RExODCxcuIDg42NHDbBOGYbBnzx58+OGHKCoqQnBwMB5//HFs3ry5279Atrfu1FzcVmxPu9LSUgQFBSEkJITbSyeTySCXy8EwDDw9PQ2WXHp7e7c7zDr796u5wKZWq1FUVIS6ujpERkYiLCzMrt8fGo3GIMw1NDTgueeeg4eHByQSCYKDg3Hx4kXExMRgx44dGDx4sN3GwhIIBJg8eTKWLVtmcNzd3R3z589v8fGnTp3CY489huHDh+O5555DQ0MDdu/eDVdXV1y6dImqPRLiHCi4EUJs89NPP+Gtt97CL7/8gurqauj1ekRFReGPf/wjXn31VfTq1cvRQ2yzl156CXv37sXcuXPxwAMPIDc3F0lJSZg8eTK+++67brV3q6twpubittLpdFwT8pZ62vFnfPjVLrVaLde6wHjGpz26eqCzFNiKi4tRW1vbKYHNGr1ejx9++AFJSUlwcXGBRCJBTU0NCgsLIRAIEBMTg7i4OAwePBjTp09HYGBgh359gUCAp556CikpKa1+rEajgUQigZubG65evco1/P7ll18wevRoPPPMMzhw4ECHjpcQYhcU3AghPdvVq1cxdOhQzJ07FydPnuSOJyUl4cUXX8THH3+MhQsXOnCEPU9XaS5uK34T8tDQUPTr16/NPeLYQGvcukCj0Zgs4fPx8YGHh4dTV7psKbCJxWKEhYU57M0TvV6P7OxsbNu2DSKRCBs3bsTw4cMN/sw1Gg0KCgq45cGPPfZYhxfiYIPbgQMHoFarufBli++++w4zZ87E5s2bkZiYaHBu+vTpuHTpEmpqatrd15AQYncU3AghPdv69euxdetW/Pjjjwb7uZRKJQIDAzFlyhQqY91FdFZz8daMp7S0FBUVFZ3ShJy/hI8NdiqVCq6uriZFNtjeZu1hz1BnLrBpNBoUFxejpqYG/fr1c2ilUr1ejytXrmDr1q0AgE2bNmH06NEOe4NAIBDA29sbSqUSOp0OwcHBmD9/PrZs2WJSQMfY9u3b8frrr+PMmTOYMWOGwbl169Zh27Zt+P3333HPPffY8ykQQtqPqkoSQnq27OxsuLi4ID4+3uC4l5cXRowYgezsbAeNjBhzdXVFTEwMYmJiMGfOHO64cXPxjz/+uE3NxW2l1WpRWlqKyspKREREID4+vlMqZ7q7u6NXr14my5K1Wi1X6bK+vh5lZWVQKpXci33+R2t6m9mj0qWlwFZSUoLbt29DLBYjPj7eoYHt6tWr2Lp1KxQKBTZu3IgJEyY4fIlufHw85s2bh/79+6OxsRFpaWlITk7G2bNncf78easzcGx/TXOVHdlj5eXlFNwIcWIU3AghPYJUKkVQUJBJeXbg7oua8+fPQ61Wt3uPEbEfFxcXiMViiMVi3H///dxx4+biJ0+eNNtcPC4uDrGxsQgODrYaGNRqNcrKylBVVYU+ffp0WmBriZubG/z8/ODn52dwnG1d0NzcjKamJlRWVkIulwOAQesCHx8frnWBLdoS6FoKbP369cO4ceMcup80Ly8P27ZtQ11dHTZs2ID77rvP4YGNZdxT7cknn8SwYcOwbt067NmzB+vWrbP4WPbv3Ny/cWwfQfYaQohzouBGCOkR5HK52Rc0gOGLGgpuzsfFxQVhYWEICwvD9OnTueNsc3F2uWVqaip27tyJ6upqrrn4wIEDERcXh7i4OLi5ueHtt9/GL7/8gpSUlC4T2Fri6uoKX19fk95mDMMY9DarqalBc3Mz9Ho9vLy8DJZctqZZtaVAZ0yr1aKkpARVVVXo27evwwPbrVu3sGPHDpSVlWHDhg2YNm1alwls1rzyyivYtGkTUlNTrQY3kUgE4G47BWNKpdLgGkKIc6LgRgjpEUQiEW7fvm32HL2o6Z4EAgGCg4ORkJCAhIQE7rhxc/G0tDSsWrUKDQ0NGDx4MGJiYnDy5Emnby7u4uLChTI+vV4PpVLJ7Z9jm1XrdDqzrQtaW8yCv8S0KwS24uJi7NixAzdv3sT69etx//33O1UFWXd3d0RERKCmpsbqdWyp//LycsTFxRmcKy8vB2B+GSUhxHlQcCOE9AgRERG4du0aVCqVycxbeXk5goKCaLathxAIBAgICMCAAQPw1VdfISsrC4mJiVi4cCFUKhXXXDwzMxNHjhxBSUkJPDw8uk1zcYFAAKFQCKFQaNCT0bhZdUVFBde6wN3d3aTSpXEfPn5g6wpLTMvLy/HWW2/ht99+w2uvvYaHH37YqQIbS6lUoqysDOPHj7d63dixYwEAFy5cMClOkpmZCT8/vw6vgkkI6VxUVZIQ0iO0VFXyvvvuwzfffOPAEZLOxDAMHnzwQTzxxBNYsGCB1QBmS3NxNsx1l+bixtjG4vxqlxqNBq6urhCJRFCr1ZDJZAgPD+d6iTlKZWUl3n33XVy8eBF/+9vf8Kc//ckpAlttba3ZvnCvvPIK3n33Xbz11ltYu3YtAKCiogINDQ0Qi8XcSgGNRoPIyEi4u7sb9HG7cuUKRo0ahaVLl+LgwYOd94QIIW1F7QAIIT3bb7/9huHDh1vs43bs2DEsWrTIgSO0H0sBwtvbGzKZrJNH031Yai5eUFAAhmGcsrl4a+h0OhQXF0MqlcLPzw+enp6Qy+VQqVQGyzT5lS7t+dxv376NXbt24ccff8SaNWuwYMECp1riumrVKmRmZmLq1KkQi8WQyWRIS0tDeno6xo0bh/T0dAiFQgDAkiVLcPToUaSnpxssAz5x4gTmz5+P4cOH47nnnkNjYyN27doFgUCAnJwcWipJiHOgdgCEkJ5t6NCh+Otf/4rk5GQ8+uijmD17NnJzc7F3715MmTKl2zffnjx5MpYtW2ZwjBrxto9AIICHhweGDBmCIUOGGJzTarXIz8/nWhecOXOmSzcXbw1+I/Lw8HBMmDDBJCCxlS5lMhkaGhoglUqhUCggEAgMKl16e3u3qtKlObW1tdi7dy/OnDmDlStXYufOnU65hDUhIQHXrl3D0aNHUVtbC1dXVwwYMABbt27F6tWruSJK1sybNw9CoRBbtmzBmjVr4OnpienTp+Ott96i0EZIN0AzboSQHkOn02H37t04cOAAioqKEBQUhPnz52Pz5s1W+yM5O4FAgKeeegopKSmOHkqP19Wai7cGP7CFhYWhX79+rQ5IDMNwrQvYJZcKhQJ6vR5CodCkdYG1GbM7d+4gKSkJqampWL58OZYuXWq3NyNu3LiB48eP4/Tp08jPz4dSqURMTAzmzZuHlStX2tTzLiEhAWfPnjV7Ljs7G2PGjOnoYRNCnBMtlSSEkJ6KDW4HDhyAWq3u1iHVWRk3F8/NzbVrc/HWjq28vBxlZWVtDmwtYfcRsmGuubkZcrkcDMOgpqYG//nPfxAbG4uhQ4ciJiYGH3/8MU6dOoXnn38ezz33nMVWHx3l1Vdfxb59+/Dwww9j/PjxcHd3R3p6Ov7xj39g2LBhyMzM5JYxWpKQkICrV69i165dJudmz56N3r1722v4hBDnQsGNEEJ6KoFAAG9vbyiVSuh0OgQHB2P+/PnYsmUL/P39HT08YoVxc/Fr1661q7l4a782G9hCQ0MhFos7fQki24vv7Nmz+PXXX5GdnY1bt24BAAYPHoyhQ4ciLi4OgwcPRlxcnN3Cz6VLlzBgwACTnxe26FFSUhKWL19u9R4JCQkoKipCUVGRXcZICOk2KLgRQkhPNW7cOMybNw/9+/dHY2Mj0tLS8Pnnn2Po0KE4f/48zcA5IePm4mylS0vNxcPDw20OdAzDQCqVorS0FCEhIRCLxQ7dD6lQKHDo0CH8/e9/x+LFi7F8+XKIRCJUVVVxM5Ps5/r6eqSmpnI9zeztt99+w7Bhw/D888/jgw8+sHotG9wKCgogk8ng6+vbZZbBEkK6FCpOQgghPVVWVpbB75988kkMGzYM69atw549e7Bu3ToHjYy0la3NxdPT07F//35IpVIIhUKTJZf85uIqlQoffPABgoKCMG7cOIwZM8ahgU2pVCIlJQWHDx/GggULcP78efj5+XHnw8LCEBYWhqlTpzpsjGVlZQCA0NBQm64vLy+Hj48PFAoFRCIRZs2ahW3btiE2NtaewySEdBM040YIIT2QRqOBj48PRo8ejfPnzzt6OMTO9Ho9ZDIZ11ycnaUqKSmBu7s7PD09UV5ejjFjxmD58uUYNWqUwyozqtVqHD9+HB9++CHmzp2L1atXo1evXg4ZizU6nQ733nsvLl26hN9//x2DBg2yev3SpUsRERGBYcOGwdXVFVlZWUhOToaHhwf++9//YujQoZ00ckJIF0dLJQkhhBiKioqCu7s7bty44eihEAfQarX45JNP8N5772HUqFEYO3YsSktLHdZcXKPR4LPPPsP+/fsxe/ZsrFmzxmxD6q5ixYoVSE5OxrZt2/Daa6+16R7nzp1DQkICpk2bhjNnznTwCAkhToqWShJCCPkfpVKJsrIyjB8/3tFDIQ5w4cIFLF++HDNnzsR3332HoKAgg/Pmmot/+eWXdmkurtPpcOLECSQlJXEBJiQkpKOeql0kJiYiOTkZy5Yta3NoA+72V7zvvvuQnp4OhULRYmVKQkjPRsGNEEK6sdraWrOzFomJidBqtZgzZ44DRtXxtm/fjsuXLyMnJweFhYWIjIy0Wr0vKysL69atQ1ZWFgQCASZOnIgdO3ZgxIgRnTdoB4qKisI333xjMSB1RnNxnU6Hr776Cu+99x4mTZqEtLQ0hIeH2+X5dqSNxtqAdQAAB79JREFUGzdiy5YtWLp0aYsFSWwhkUiQkZGB+vp6Cm6EEKtoqSQhhHRjq1atQmZmJqZOnQqxWAyZTIa0tDSkp6dj3LhxSE9P7xYvFgUCAXr37o1Ro0YhJycHfn5+FoNbZmYmEhIS0KdPH66Ee3JyMm7fvo3z58/TXqM2Mm4unpubixs3bnDNxdkZukGDBqGkpAT79u3D6NGjsX79evTt29fRw7fJpk2bsHHjRjz55JM4cuRIh7ReuPfee5GVlYWmpiZ4eXl1wCgJIU6O9rgRQkhP9K9//Qv79+/H77//jtraWri6umLAgAF4/PHHsXr16m7zQrGgoADR0dEAgCFDhkAmk1kMbvHx8cjLy0Nubi769OkD4G61v7i4OIwfPx6nT5/urGH3CMbNxTMzM1FaWopPP/0UUVFRjh6ezTZv3owNGzZg8eLFSElJsRjaKioq0NDQALFYDJFIBABoaGiAj48PV8GTlZqaioceeggPPPAA0tLS7P4cCCFOgYIbIYSQnsFacLt16xYGDBiAp59+GocOHTI498wzz+DIkSOQSqUICwvrpNESZ7Bv3z4sX74cYrEYb775pkloCw0NxcyZMwEAS5YswdGjR5Gens61avjyyy+xevVqzJkzB9HR0XBzc8PFixdx/Phx9O7dGz/99BMGDhzY2U+LENI1UXESQgghJDs7GwAwYcIEk3Pjx4/H4cOHkZOTgwcffLCzh0a6MPb7pqSkBE899ZTJ+SlTpnDBzZxBgwZh9OjR+Prrr1FVVQWNRoO+ffvihRdewOuvv87N/BJCiDXtX5xNCCGEOAmpVAoAZl8o85dNEufAMAx27dqF2NhYeHl5oV+/fnj55ZfR3NzcoY9PSUmBXq+3+JGRkWFyLb8xelxcHE6cOIH8/HzIZDKoVCrk5+dj3759FNoIITaj4EYIIaTHkMvlAABPT0+Tc+x+P/Ya0vWtWrUKq1evxuDBg5GUlIR58+Zh7969mDNnDhiGsfvjCSGkM9FSSUIIIT0GWyxCpVKZnFMqlQbXkK7t6tWrSEpKwqOPPoqTJ09yx6OiovDiiy/is88+w8KFC+32eEII6Ww040YIIaTHiIiIAGB+OSR7jJauOYdPP/0Uer0eK1euNDj+3HPPQSQS4fjx43Z9PCGEdDYKboQQQnqMsWPHAgAuXLhgci4zMxMCgQCjR4/u7GGRNsjOzoaLiwvi4+MNjnt5eWHEiBFcQRF7PZ4QQjobBTdCCCE9Rv/+/TFmzBicOHGCK1QC3C1acuLECUybNo1aATgJqVSKoKAgs/sV+/Tpg5qaGqjVars9nhBCOhvtcSOEEOL0jh07huLiYgBAdXU11Go1tmzZAgCIjIzE4sWLuWv37NmDqVOnYvLkyVixYgUAICkpCQzDYOfOnZ0/+Hbavn07Ll++jJycHBQWFiIyMtJi83G2x5g5J06cwGOPPWbHkXYsuVxuNnQBhoVmPDw87PJ4QgjpbBTcCCGEOL1Dhw7h7NmzBscSExMB3O2xxQ9uEydOREZGBtavX4/169dDIBBg4sSJOHHiBIYPH96p4+4Ir7/+Onr37o1Ro0bhzp07Nj3m2LFjJseMlwx2dSKRCLdv3zZ7zpZCM+19PCGEdDYKboQQQpwev4+WLSZMmIDvv//ePoPpZPn5+YiOjgYADBkyBDKZrMXHLFq0yN7DsruIiAhcu3YNKpXKZOasvLwcQUFBVmfL2vt4QgjpbLTHjRBCCHFibGhrDb1ej8bGRqfuVTZ27FgwDIOLFy8aHFcqlfjll18wZswYuz6eEEI6GwU3QgghpIfx9/eHv78/hEIhZs6ciaysLEcPqdXmz58PgUCA3bt3Gxz/6KOPIJfL8cQTT3DH8vPzkZeX1+bHE0JIVyDQ6/XWzls9SQghhJCug10qaak4yauvvgq1Wo3Ro0fD29sbV65cwe7du9Hc3Iy0tDTMmDGjcwfcTitWrEBycjLmzp2L2bNnIzc3F3v37sWkSZPwww8/wMXl7vvTEokExcXFMH7NY+vjCSGkEwksnqDgRgghhHQPLQU3c27evIkRI0YgIiICN2/etN/g7ECn02H37t04cOAAioqKEBQUhPnz52Pz5s3w8fHhrrMU3Gx9PCGEdCIKboQQQkh315bgBgBLly5FSkoKrl+/joEDB9pncIQQQmxhMbjRGgBCCCGkh5NIJACAmpoaxw6EEEKIRRTcCCGEkB6OXSIZGhrq4JEQQgixhIIbIYQQ0gM0NzdzjaX5fv75Z5w4cQJxcXGIiYlxwMgIIYTYghpwE0IIIU7s2LFjKC4uBgBUV1dDrVZjy5YtAIDIyEgsXrwYwN1ZtQceeACPPPIIBgwYwFWVPHz4MFxdXXHgwAGHPQdCCCEto+IkhBBCiBNLSEjA2bNnzZ6bMmUKMjIyAACVlZV45ZVXkJ2dDalUCoVCgfDwcEydOhWvvfYaYmNjO3HUhBBCLKCqkoQQQgghhBDSxVFVSUIIIYQQQghxVhTcCCGEEEIIIaSLo+BGCCGEEEIIIV0cBTdCCCGEEEII6eJaagdgcXMcIYQQQgghhJDOQTNuhBBCCCGEENLFUXAjhBBCCCGEkC6OghshhBBCCCGEdHEU3AghhBBCCCGki6PgRgghhBBCCCFdHAU3QgghhBBCCOni/h/Sb9IdV9F+cQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = Axes3D(plt.figure())\n",
    "T,X = np.meshgrid(t,x)\n",
    "light = LightSource(90, 45)\n",
    "illuminated_surface = light.shade(np.abs(u2sol.T)+2, cmap=cm.Greys_r)\n",
    "ax.plot_surface(X, T, np.abs(u2sol.T)+2, rstride=1, cstride=1,linewidth=0, antialiased=True, \\\n",
    "                facecolors=illuminated_surface,vmin=0)\n",
    "\n",
    "cmap = plt.cm.Greys_r\n",
    "norm = Normalize(vmin=np.abs(u2sol).min(), vmax=np.abs(u2sol).max())\n",
    "colors = cmap(norm(np.abs(u2sol.T)))\n",
    "ax.plot_surface(X, T, np.zeros_like(X), rstride=1, cstride=1,linewidth=0, antialiased=False, \\\n",
    "                facecolors=colors)\n",
    "\n",
    "tv = np.zeros_like(x)+20\n",
    "Vx = np.power(x,2)\n",
    "ax.plot(x[11:-12],tv[11:-12],Vx[11:-12]/100+2,'k',linewidth=2)\n",
    "ax.set_title('u2 (0-centered)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "usol3 = np.zeros_like(usol)\n",
    "for jj in range(len(t)):\n",
    "    usol3[jj,:] = usol[jj,np.flip(np.arange(n))]\n",
    "    \n",
    "usym = np.concatenate((usol,usol3))\n",
    "\n",
    "U,S,VT = np.linalg.svd(usol.T)\n",
    "U2,S2,VT2 = np.linalg.svd(u2sol.T)\n",
    "U3,S3,VT3 = np.linalg.svd(usym.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(100*S/np.sum(S),'ko',linewidth=2)\n",
    "plt.title('Singular values: u (1-centered)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(100*S2/np.sum(S2),'ko',linewidth=2)\n",
    "plt.title('Singular values: u2 (0-centered)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(3,1)\n",
    "Up = np.zeros((n,5))\n",
    "for jj in range(5):\n",
    "    Up[:,jj] = np.real(U[:,jj]/np.linalg.norm(U[:,jj]))\n",
    "    \n",
    "[axs[2].plot(x,np.real(Up[:,k]),linewidth=2,label='mode {}'.format(k+1)) for k in range(5)]\n",
    "\n",
    "Up2 = np.zeros((n,5))\n",
    "for jj in range(5):\n",
    "    Up2[:,jj] = np.real(U2[:,jj]/np.linalg.norm(U2[:,jj]))\n",
    "    \n",
    "[axs[1].plot(x,np.real(Up2[:,k]),linewidth=2) for k in range(5)]\n",
    "\n",
    "\n",
    "h = np.array([np.ones_like(x),2*x,4*np.power(x,2),8*np.power(x,3)-12*x,\\\n",
    "             16*np.power(x,4)-48*np.power(x,2)+12])\n",
    "\n",
    "phi = np.zeros((n,5))\n",
    "phi2 = np.zeros((n,5))\n",
    "\n",
    "\n",
    "for jj in range(5):\n",
    "    phi[:,jj] = (1/(np.sqrt(np.math.factorial(jj)*(2**jj)*np.sqrt(np.pi))) * \\\n",
    "                np.exp(-np.power(x,2)/2)*h[jj,:])\n",
    "    phi2[:,jj] = phi[:,jj]/np.linalg.norm(phi[:,jj])\n",
    "    \n",
    "[axs[0].plot(x,np.real(phi2[:,k]),linewidth=2) for k in range(5)]\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(-5,5)\n",
    "    \n",
    "axs[1].set_ylabel('u2')\n",
    "axs[2].set_ylabel('u')\n",
    "axs[2].legend(bbox_to_anchor=(1.03,1.55), loc=\"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH11/CH11_SEC03_1_NonlinearSchrodinger.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams, cm\n",
    "from scipy import integrate\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 40\n",
    "n = 512\n",
    "x2 = np.linspace(-L/2,L/2,n+1)\n",
    "x = x2[:n] # Spatial discretization\n",
    "\n",
    "k = n*(2*np.pi/L)*np.fft.fftfreq(n)\n",
    "t = np.linspace(0,2*np.pi,21) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nls_rhs(ut_split,t,k=k):\n",
    "    ut = ut_split[:n] + (1j)*ut_split[n:]\n",
    "    u = np.fft.ifft(ut)\n",
    "    rhs = -0.5*(1j)*np.power(k,2)*ut + (1j)*np.fft.fft(np.power(np.abs(u),2)*u)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 1\n",
    "u = N/np.cosh(x)   # initial conditions\n",
    "ut = np.fft.fft(u) # FFT initial data\n",
    "ut_split = np.concatenate((np.real(ut),np.imag(ut))) # Separate real/complex pieces\n",
    "\n",
    "utsol_split = integrate.odeint(nls_rhs,ut_split,t,mxstep=10**6)\n",
    "utsol = utsol_split[:,:n] + (1j)*utsol_split[:,n:]\n",
    "\n",
    "usol = np.zeros_like(utsol)\n",
    "for jj in range(len(t)):\n",
    "    usol[jj,:] = np.fft.ifft(utsol[jj,:]) # transforming back\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 2\n",
    "u2 = N/np.cosh(x)   # initial conditions\n",
    "ut2 = np.fft.fft(u2) # FFT initial data\n",
    "ut2_split = np.concatenate((np.real(ut2),np.imag(ut2))) # Separate real/complex pieces\n",
    "\n",
    "ut2sol_split = integrate.odeint(nls_rhs,ut2_split,t,mxstep=10**6)\n",
    "ut2sol = ut2sol_split[:,:n] + (1j)*ut2sol_split[:,n:]\n",
    "\n",
    "u2sol = np.zeros_like(ut2sol)\n",
    "for jj in range(len(t)):\n",
    "    u2sol[jj,:] = np.fft.ifft(ut2sol[jj,:]) # transforming back\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "axs = [fig.add_subplot(2, 2, k, projection='3d') for k in range(1,5)]\n",
    "\n",
    "for ax in axs:\n",
    "    ax.view_init(elev=25, azim=110)\n",
    "\n",
    "\n",
    "for tt in range(len(t)):\n",
    "    axs[0].plot(x,t[tt]*np.ones_like(x),np.abs(usol[tt,:]),color='k',linewidth=0.75)\n",
    "    axs[2].plot(np.fft.fftshift(k),t[tt]*np.ones_like(x), \\\n",
    "                np.abs(np.fft.fftshift(utsol[tt,:])),color='k',linewidth=0.75)\n",
    "    \n",
    "    axs[1].plot(x,t[tt]*np.ones_like(x),np.abs(u2sol[tt,:]),color='k',linewidth=0.75)\n",
    "    axs[3].plot(np.fft.fftshift(k),t[tt]*np.ones_like(x), \\\n",
    "                np.abs(np.fft.fftshift(ut2sol[tt,:])),color='k',linewidth=0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "U,S,VT = np.linalg.svd(usol.T)\n",
    "U2,S2,VT2 = np.linalg.svd(u2sol.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "\n",
    "fig,axs = plt.subplots(1,2)\n",
    "axs[0].semilogy(100*S/np.sum(S),'ko',ms=10)\n",
    "axs[0].semilogy(0,100*S[0]/np.sum(S),'bo',ms=10)\n",
    "axs[0].semilogy(1,100*S[1]/np.sum(S),'go',ms=10)\n",
    "axs[0].semilogy(2,100*S[2]/np.sum(S),'ro',ms=10)\n",
    "axs[0].set_xlim(-1,21)\n",
    "\n",
    "axs[1].semilogy(100*S2/np.sum(S2),'ko',ms=10)\n",
    "axs[1].semilogy(0,100*S2[0]/np.sum(S2),'bo',ms=10)\n",
    "axs[1].semilogy(1,100*S2[1]/np.sum(S2),'go',ms=10)\n",
    "axs[1].semilogy(2,100*S2[2]/np.sum(S2),'ro',ms=10)\n",
    "axs[1].set_xlim(-1,21)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_list = ['b','g','r']\n",
    "for jj in range(3):\n",
    "    plt.plot(x,np.real(U[:,jj]),color=color_list[jj],linewidth=2, \\\n",
    "             label='mode {}'.format(jj+1))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for jj in range(3):\n",
    "    plt.plot(x,np.real(U2[:,jj]),color=color_list[jj],linewidth=2, \\\n",
    "        label='mode {}'.format(jj+1))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH11/CH11_SEC05_1_Invariance.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams, cm\n",
    "from scipy import integrate\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 20\n",
    "n = 100\n",
    "x = np.linspace(-L,L,n)\n",
    "y = np.copy(x)\n",
    "\n",
    "X,Y = np.meshgrid(x,y)\n",
    "\n",
    "Xd = np.zeros((n**2,n))\n",
    "for jj in range(n):\n",
    "    u = np.tanh(np.sqrt(np.power(X,2)+np.power(Y,2))) * \\\n",
    "            np.cos(np.angle(X+(1j)*Y)- \\\n",
    "            np.sqrt(np.power(X,2)+np.power(Y,2)) + \\\n",
    "           (jj+1)/10)\n",
    "    f = np.exp(-0.01*(np.power(X,2) + np.power(Y,2)))\n",
    "    uf = u * f\n",
    "    Xd[:,jj] = uf.reshape(-1)\n",
    "\n",
    "plt.pcolor(x,y,uf,cmap='hot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U,S,VT = np.linalg.svd(Xd,full_matrices=0)\n",
    "V = VT.T\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12, 6]\n",
    "\n",
    "[plt.plot(V[:,k],linewidth=2,label='mode {}'.format(k+1)) for k in range(4)]\n",
    "\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].plot(100*S/np.sum(S),'ko',ms=10)\n",
    "axs[0].set_ylabel('Singular Values')\n",
    "axs[1].semilogy(100*S/np.sum(S),'ko',ms=10)\n",
    "axs[1].set_ylabel('Singular Values (log)')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(-1,40)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "\n",
    "for jj in range(4):\n",
    "    mode = np.reshape(U[:,jj],(n,n))\n",
    "    axs[jj].pcolor(X,Y,mode,cmap='gray')\n",
    "    axs[jj].axis(False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "u = np.tanh(np.sqrt(np.power(X,2)+np.power(Y,2))) * \\\n",
    "            np.cos(np.angle(X+(1j)*Y)- \\\n",
    "            np.sqrt(np.power(X,2)+np.power(Y,2)))\n",
    "f = np.exp(-0.01*(np.power(X,2)+np.power(Y,2)))\n",
    "uf = u*f\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12,4]\n",
    "fig,axs = plt.subplots(1,3)\n",
    "axs[0].pcolor(x,y,uf,cmap='gray')\n",
    "axs[1].pcolor(x,y,np.abs(uf),cmap='gray')\n",
    "axs[2].pcolor(x,y,np.power(uf,5),cmap='gray')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.axis(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Translation\n",
    "n = 200\n",
    "L = 20\n",
    "x = np.linspace(-L,L,n) # space\n",
    "y = np.copy(x)\n",
    "m = 41\n",
    "T = 10\n",
    "t = np.linspace(0,T,m) # time\n",
    "c = 3 # wave speed\n",
    "\n",
    "X = np.zeros((n,m))\n",
    "for jj in range(m):\n",
    "    X[:,jj] = np.exp(-np.power(x+15-c*t[jj],2))\n",
    "    \n",
    "U,S,VT = np.linalg.svd(X)\n",
    "V = VT.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,12]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1,1,1,projection='3d')\n",
    "ax.view_init(elev=70, azim=-70)\n",
    "\n",
    "for jj in range(m):\n",
    "    ax.plot(x,t[jj]*np.ones_like(x),X[:,jj],'k',linewidth=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "U2,S2,V2T = np.linalg.svd(X)\n",
    "V2 = V2T.T\n",
    "\n",
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].plot(100*S2/np.sum(S2),'ko',ms=10)\n",
    "axs[0].set_ylabel('Singular Values')\n",
    "axs[1].semilogy(100*S2/np.sum(S2),'ko',ms=10)\n",
    "axs[1].set_ylabel('Singular Values (log)')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(-1,40)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC01_1_GAPPY.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12,6]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 10 # define domain\n",
    "x2 = np.arange(-L,L,0.1) \n",
    "n = len(x2)\n",
    "k = n*(2*np.pi/(2*L))*np.fft.fftfreq(n) # k-vector\n",
    "ye = np.exp(-np.power(x2,2))\n",
    "ye2 = np.exp(np.power(x2,2)/2) # define Gaussians\n",
    "\n",
    "y = np.zeros((n,10))\n",
    "\n",
    "for jj in range(10): # loop through 10 modes\n",
    "    # 2nd derivative\n",
    "    yd = np.real(np.fft.ifft((np.power((1j)*k,jj))*np.fft.fft(ye)))\n",
    "    \n",
    "    mode = np.power(-1,jj) * \\\n",
    "        np.power((np.power(2,jj)*np.math.factorial(jj)*np.sqrt(np.pi)),-0.5) * \\\n",
    "        ye2 * yd\n",
    "            \n",
    "    y[:,jj] = mode # store modes as columns\n",
    "            \n",
    "x = x2[int(n/2)-40 : int(n/2)+41] # keep only -4<x<4\n",
    "yharm = y[int(n/2)-40 : int(n/2)+41,:]\n",
    "\n",
    "plt.pcolor(np.flipud(np.rot90(yharm)),cmap='hot')\n",
    "plt.axis(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Conditioning number of M: 1.3246319606938588\n",
      "Conditioning number of M1: 5.69525884754259\n",
      "Conditioning number of M2: 23.751581168729935\n",
      "Conditioning number of M3: 2352.0318433984567\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,12]\n",
    "fig, axs = plt.subplots(3,1)\n",
    "\n",
    "n = len(x)\n",
    "f = np.exp(-np.power(x-0.5,2)) + 3*np.exp(-2*np.power(x+1.5,2))\n",
    "axs[0].plot(x,f,'k')\n",
    "Err = np.zeros(4)\n",
    "\n",
    "a = np.zeros(10)\n",
    "\n",
    "for jj in range(10):\n",
    "    a[jj] = np.trapz(f*yharm[:,jj],x)\n",
    "\n",
    "f2 = yharm @ a\n",
    "axs[0].plot(x,f2,'r')\n",
    "Err[0] = np.linalg.norm(f2-f) # recontruction error\n",
    "    \n",
    "M = np.zeros((10,10))\n",
    "\n",
    "for jj in range(10): # matrix M reconstruction\n",
    "    for kk in range(jj+1):\n",
    "        Area = np.trapz(yharm[:,jj]*yharm[:,kk],x)\n",
    "        M[jj,kk] = Area\n",
    "        M[kk,jj] = Area\n",
    "        \n",
    "print('Conditioning number of M: {}'.format(np.linalg.cond(M)))\n",
    "\n",
    "color_list = ['g','m','b']\n",
    "MJ = np.zeros((10,10,3))\n",
    "condJ = np.zeros(3)\n",
    "sJ = np.zeros((3,n))\n",
    "for jloop in range(3):\n",
    "    s = (np.random.rand(n) > 0.8) # grab 20% random measurements\n",
    "    sJ[jloop,:] = s\n",
    "    # construct M_j\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(s*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "    MJ[:,:,jloop] = M2\n",
    "    condJ[jloop] = np.linalg.cond(M2)\n",
    "    print('Conditioning number of M{}: {}'.format((jloop+1),np.linalg.cond(M2)))\n",
    "\n",
    "    \n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(s*f*yharm[:,jj],x)\n",
    "    \n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f2 = yharm @ atild\n",
    "    axs[0].plot(x,f2,color=color_list[jloop])\n",
    "    Err[jloop+1] = np.linalg.norm(f2-f)\n",
    "    \n",
    "con2 = np.concatenate(([1],condJ))\n",
    "axs[1].bar(range(len(con2)),np.log(con2)+1)\n",
    "axs[2].bar(range(len(Err)),Err)\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xticklabels([''])\n",
    "    ax.set_yticklabels([''])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,12]\n",
    "fig,axs = plt.subplots(4,1)\n",
    "axs[0].pcolor(x,range(10),np.flipud(np.rot90(yharm)),cmap='hot')\n",
    "for jloop in range(3):\n",
    "    axs[jloop+1].bar(x,sJ[jloop,:],align='edge', width=0.05)\n",
    "    axs[jloop+1].set_xlim(x[0],x[-1])\n",
    "for ax in axs:\n",
    "    ax.axis(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "axs[0].pcolor(np.arange(10,0,-1),np.arange(0,10),M.T,cmap='hot')\n",
    "\n",
    "for jloop in range(3):\n",
    "    axs[jloop+1].pcolor(np.arange(10,0,-1),np.arange(0,10),np.squeeze(MJ[:,:,jloop]).T,cmap='hot')\n",
    "    \n",
    "for ax in axs:\n",
    "    ax.axis(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,6]\n",
    "L = 4\n",
    "x = np.arange(-L,L+0.1,0.1)\n",
    "n = len(x)\n",
    "dx = x[1]-x[0]\n",
    "A = np.zeros((n-2,n-2))\n",
    "for jj in range(n-2):\n",
    "    A[jj,jj] = -2 -(dx**2)*x[jj+1]**2\n",
    "    \n",
    "for jj in range(n-3):\n",
    "    A[jj+1,jj] = 1\n",
    "    A[jj,jj+1] = 1\n",
    "    \n",
    "A[0,0] = A[0,0]+4/3\n",
    "A[0,1] = A[0,1]-1/3\n",
    "A[-1,-1] = A[-1,-1]+4/3\n",
    "A[-1,-2] = A[-1,-2]-1/3\n",
    "\n",
    "D, V3 = linalg.eigs(-A,10,which='SR') # 10 eigenvalues with the smallest real parts\n",
    "\n",
    "V2 = np.row_stack(((4/3)*V3[0,:]-(1/3)*V3[1,:] , V3 , (4/3)*V3[-1,:]-(1/3)*V3[-2,:]))\n",
    "V = np.zeros_like(V2)\n",
    "\n",
    "for jj in range(10):\n",
    "    V[:,jj] = V2[:,jj]/np.sqrt(np.trapz(np.power(V2[:,jj],2),x))\n",
    "    \n",
    "sort_ind = np.argsort(D/dx**2)\n",
    "Esolb = D[sort_ind]/dx**2\n",
    "\n",
    "ysolb = np.zeros_like(V)\n",
    "\n",
    "for jj in range(10):\n",
    "    ysolb[:,jj] = V[:,sort_ind[jj]]\n",
    "    \n",
    "plt.pcolor(-np.real(np.flipud(np.rot90(ysolb))),cmap='hot')\n",
    "plt.axis(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC02_1_GAPPY.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,10]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 10 # define domain\n",
    "x2 = np.arange(-L,L,0.1) \n",
    "n = len(x2)\n",
    "k = n*(2*np.pi/(2*L))*np.fft.fftfreq(n) # k-vector\n",
    "ye = np.exp(-np.power(x2,2))\n",
    "ye2 = np.exp(np.power(x2,2)/2) # define Gaussians\n",
    "\n",
    "y = np.zeros((n,10))\n",
    "\n",
    "for jj in range(10): # loop through 10 modes\n",
    "    # 2nd derivative\n",
    "    yd = np.real(np.fft.ifft((np.power((1j)*k,jj))*np.fft.fft(ye)))\n",
    "    \n",
    "    mode = np.power(-1,jj) * \\\n",
    "        np.power((np.power(2,jj)*np.math.factorial(jj)*np.sqrt(np.pi)),-0.5) * \\\n",
    "        ye2 * yd\n",
    "            \n",
    "    y[:,jj] = mode # store modes as columns\n",
    "            \n",
    "x = x2[int(n/2)-40 : int(n/2)+41] # keep only -4<x<4\n",
    "yharm = y[int(n/2)-40 : int(n/2)+41,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = len(x)\n",
    "f = np.exp(-np.power(x-0.5,2)) + 3*np.exp(-2*np.power(x+1.5,2))\n",
    "\n",
    "a = np.zeros(10)\n",
    "\n",
    "for jj in range(10):\n",
    "    a[jj] = np.trapz(f*yharm[:,jj],x)\n",
    "\n",
    "f2 = yharm @ a\n",
    "Efull = np.linalg.norm(f2-f) # recontruction error\n",
    "    \n",
    "M = np.zeros((10,10))\n",
    "\n",
    "for jj in range(10): # matrix M reconstruction\n",
    "    for kk in range(jj+1):\n",
    "        Area = np.trapz(yharm[:,jj]*yharm[:,kk],x)\n",
    "        M[jj,kk] = Area\n",
    "        M[kk,jj] = Area\n",
    "\n",
    "Cfull = np.linalg.cond(M) # get condition number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Test Random trials with P% of measurements\n",
    "\n",
    "# matrices for mean and variance of error and conditioning numbers\n",
    "E = np.zeros(5)\n",
    "Ec = np.zeros(5)\n",
    "V = np.zeros(5)\n",
    "Vc = np.zeros(5)\n",
    "\n",
    "for thresh in range(5):\n",
    "    Err = np.zeros(1000)\n",
    "    con = np.zeros(1000)\n",
    "    for jloop in range(1000): # 1000 random trials\n",
    "        n2 = np.random.choice(n,size=8*(thresh+1)) # random sampling\n",
    "        P = np.zeros(n)\n",
    "        P[n2] = 1\n",
    "        \n",
    "        # compute M matrix\n",
    "        M2 = np.zeros((10,10))\n",
    "        for jj in range(10):\n",
    "            for kk in range(jj+1):\n",
    "                Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "                M2[jj,kk] = Area\n",
    "                M2[kk,jj] = Area\n",
    "        \n",
    "        ftild = np.zeros(10)\n",
    "        for jj in range(10): # reconstruction using gappy\n",
    "            ftild[jj] = np.trapz(P*f*yharm[:,jj],x)\n",
    "\n",
    "        atild = np.linalg.solve(M2,ftild) # compute error\n",
    "        f2 = yharm @ atild                # compute reconstruction\n",
    "        Err[jloop] = np.linalg.norm(f2-f) # L2 error\n",
    "        con[jloop] = np.linalg.cond(M2)   # condition number\n",
    "        \n",
    "    # mean and variance\n",
    "    E[thresh] = np.mean(np.log(Err+1))\n",
    "    V[thresh] = np.var(np.log(Err+1))\n",
    "    Ec[thresh] = np.mean(np.log(con))\n",
    "    Vc[thresh] = np.var(np.log(con))\n",
    "    \n",
    "E = np.concatenate((E,[Efull]))\n",
    "V = np.concatenate((V,[0]))\n",
    "Ec = np.concatenate((Ec,[Cfull]))\n",
    "Vc = np.concatenate((Vc,[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(2,1)\n",
    "axs[0].bar(range(len(E)),E,yerr=V,ecolor='r',capsize=5)\n",
    "axs[1].bar(range(len(Ec)),Ec,yerr=Vc,ecolor='r',capsize=5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "## For 20% measurements, sort great from bad\n",
    "Pmaster = np.zeros((n,200))\n",
    "Er = np.zeros(200)\n",
    "co = np.zeros(200)\n",
    "for jloop in range(200): # 200 random trials\n",
    "    n2 = np.random.choice(n,20) # random sampling\n",
    "    P = np.zeros(n)\n",
    "    P[n2] = 1\n",
    "    Pmaster[:,jloop] = P\n",
    "\n",
    "    # compute M matrix\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "\n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*f*yharm[:,jj],x)\n",
    "\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f2 = yharm @ atild                # compute reconstruction\n",
    "    Er[jloop] = np.linalg.norm(f2-f) # L2 error\n",
    "    co[jloop] = np.linalg.cond(M2)   # condition number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(3,1)\n",
    "axs[0].bar(range(len(co)),np.log(co))\n",
    "axs[0].set_xlim(0,len(co))\n",
    "axs[1].hist(np.log(Er+1),50)\n",
    "axs[2].hist(np.log(co),50)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "ax.pcolor(-Pmaster,cmap='hot')\n",
    "ax.set_aspect('equal', 'box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jloc = np.argsort(co)\n",
    "Cloc = co[jloc]\n",
    "\n",
    "jbest = jloc[:11]\n",
    "jworst = jloc[-11:]\n",
    "Sbest = Pmaster[:,jbest]\n",
    "Sworst = Pmaster[:,jworst]\n",
    "csor = np.concatenate((100*Cloc[:10],np.zeros(10),Cloc[-10:]))\n",
    "# Note that the values for the 10 best are inflated 100-fold \n",
    "# for plotting visibility\n",
    "\n",
    "fig,axs = plt.subplots(3,1)\n",
    "axs[0].pcolor(-Sbest.T,cmap='hot')\n",
    "axs[1].pcolor(-Sworst.T,cmap='hot')\n",
    "axs[2].bar(range(len(csor)),csor)\n",
    "\n",
    "for ax in axs[:-1]:\n",
    "    ax.set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JOZQYL7XzIde5/Yvv7AUHzdDM7V/Dvg5XOSX+7W5w+QzNMpwSeLxS2ePulSOyzHdHVYa6/Qu+uufv1bCM6N+MPV7DsVnGc04Jn9wL96pmfljm9i/oeA/Tn6uEEEIIUUo05AghhBCilGjIEUIIIUQp0ZAjhBBCiFKiIUcIIYQQpURDjhBCCCFKiYYcIYQQQpSSGjLAuuqECUebeXMxE8stB/A2sBrY38gPAN4CDnfWWNAAhp8OeFeC5xnmDtyflNaR55bUcCgpzSHPR5tLzCqm43n23qqH3DESpgWwBWgw8rwfpFbIm5w1dvYkzw8w8+nFMgY5NfYHFgDDjbxfjRrmb6gtwdvco8Zn2FBLgtf4rmCy/SvVWmxiPjDCWWJhH3BuJa9Ph2HO+XXg7tF0EKRV4NwK0mrID3TyNf69hJWktJM8rzPyUaQ0nzy3qoTpxWzz5w5gOd3Dk7OnZYDvBXHarKJw+1dDFxAW7o09uksNs4rC75GNjZ2scREprSbPrQ4ztNOfYXpRMNCpAGBFB3tYDRlgY7W1tdnMJ2aH43j6+BbwOPBpI78A+CzwE2eNS46C+ISdh7+khlzpfEL4FTGeahxwOyGcTIwvmEuMzQbzpLPFZ4dDvNbOKxfBbDAHwuJkCK9BPM5eI6w5iBg/b+aHZD+gfdVgG6cAlwD3GvlHa9TwxRfaJHpnOnvM6FfjM7wArznn11UnEsJsYmz/Sr2WTeFC4CFnjUnHQvy1nY8+yJcF7g98HnjYyN9/JYSfQPysvUZ43BfxhZ/59xIeIIS1xGiNlM8SwoXE+JC5wkHZ8ebPHcCPu8mQ03kZYOfyvbFHrXxsluG0UI7aDTLAMlynstSQZ5nfI2vI/mrXeAUhPEqMlo701k5/hgOzjPOcCgD+vw72MP25SgghhBClREOOEEIIIUqJhhwhhBBClBINOUIIIYQoJRpyhBBCCFFKNOQIIYQQopS4r5BnWVb13lXf2tiL3JPUtCwibYS8b/vxhvW+uwVgcQZ5Tzt/fbvvTdkFLMR2o2wBlgKeamdVL9/Fk1Zl5HkvZ4WhpLSYPD/MyHuQ0kLy3Da4FEULljUFoCdgrQ4wYCykuZAf2X4+53VoBSzNzehekHb492LGdlxXz1rAUdjQM4f0FuSWOGkDpGWQH2SvkVbW8ColMDQ8AKzZDIuxr+XASh/X5QOQis2uP2oGbY4oi4H4rp75wFagt7PGjhp7LOsmr5D7npzlpLTU7WEprdqj3pONReHe6757wWEDM0lpu9PDavUvSGnJPvfD1MyLwu1fHCtfUFepcXpRuP0LOt7D3CGnZ5ZVP+Wc/FZlKDF+zT7g1MmEVyF+sP345ed9dwvAlb0gOgPGmEXwgHN+KzAJuNPI3wBuBjzVzkNDIV5p5+GRemJ0bIDcTghXEuMtRt5ACJcRo21w6ZmdSj9nhwNo+xwWZ8+FcBbEn7efn3Qk/Al4v3H+i0MgrIA42N5jyDtwsVPDvwMvOvkBUyGcD/Ex44AXINwOcbK9RngQ4uNOfhxEZ9L66XS4BrjRyM+rjiOEFmIcZa5RyWbwqr0Fw4DPOfm5+K6eC4F5gDPLsarGHj/sJkOO78n5MSH80O1hITy8R70nr2QZFwP3Ged+ZC84bGAEISxxelit/gUhfHef+2Fq5r0yovfNuVS+oK5S48FZ5vYv6HgP05+rhBBCCFFKNOQIIYQQopRoyBFCCCFEKdGQI4QQQohSoiFHCCGEEKVEQ44QQgghSok8OciTA/Lk/Bl5csqFPDny5Px3Lk/Oe6bG3enJ8W45dcCpTj4nP5oYX7IPGDiQkEE0/n/R9cA9wGecPZ4eDNE5IDwM8UxngT9BmAvR+HLnKgjXQrze2eP2o4nxZ3YePkKM5zhFPEUIO4lxY7tpa7aMjwAvFy3mCu8HfuLscEkTxLHOAUsh7IK4of34buD7wDeM08/cDqcB/77d3uKT48F7HEIAR7XBvLPgk8ATqf18ZAOEHRBX2mscvgUua7bzbwCnbrbzG6rnE8KviLH9J39n9hjHAa8V9iLHVfoT4/Fmfmj2ay61S+Da6i2EcBsxXt5u/lp2JRcCDzlrTNof4il2nv3/zsklItu1iyOLot3s8d3goBmSZZxurA/wnb3guXkveE9KUcNTGeEqiNfY9zvcWNmjNVyTZbwNfMJ55qh0robO36ubCeHHxHiuc/4Tna4hyzI3/zP6c5UQQgghSomGHCGEEEKUEg05QgghhCglGnKEEEIIUUo05AghhBCilGjIEUIIIUQpcT05PWp4crY09iHP32cfMG0aaSfkhuBlyU5YAQx29ljbE/L97TytgnyAs0ArpK2QW1KRgyG9A/kQZ4/lDeT5EXae3iDPvSu1hpR2kBuShl3FDmaD61ZJgKWPAVjQA/I+zgHbIW0HS4WxYpvvCxoAtACjnC3m9gHvcUgJHNUGW9+EuYD1tn/vDFIVcufNwZlVcG4li/FdPodW9ieldeT5fu0fUKwmAZ5FIjX2ILfkUMCMYr37zB9SOYyUlpEbQqDWYrHrVgFYWAfWRwAoVncPT47n+hq5Gxw0M4rCfZ6G7AXPzXvBe1KKGtYWpMV+D0tLGvdoDW8XBSvxe9j6xs7V0Pl7tZSUlpPnBzrnr+l0DUVRdN6T06cnrJps5+E/MqIlwQF2ZrQ5RXa2n9cFCM0Qj3L2mAfxJCefkxPjI2b+z1ngBuBvtrSff+mtJkLYTIz2hBD2ayUOmmXn+TBi/KaZr80u5UTghWJHu/mADlyH4RGcW8Hf74LDW+38B8CZwJPb2s9HVG8nhB8S49fazT+eTeYtwH5sIdsMv5xm5395NMQnnQWeh3ALxCuNfPJlhPBTYjzPXCKEZ4jxu2Z+SPZZLnJKuCFmbT6faExSLRDOhviUvca40bt4slhv5udUDiLGzztV/IwQMmKsbzfdkMFHgZedFUbshNGr7dyxbJSKxsZGVrfaPxiddq80ZUTvt5MY97n/JfTPiAOdO/4b3+WzKss4CXjecbOc0gixaufDN8HFzvmXdgGf0N7Y471QQ+drHPFu/7LHixByeXKEEEIIITqDhhwhhBBClBINOUIIIYQoJRpyhBBCCFFKNOQIIYQQopRoyBFCCCFEKdGQI4QQQohS4soA63pk1Qme+GgxGH67NsYdRUrzyPOR7cbVormmBG92Yz15binqYFax0JfkAVuABiPvD7XlSj0hP8DOZy6zJXoAgyvHktIc8ny0cUTP2oKm1wvyEfYeaY4jPAQ4eiAprSfP+7efb1hDWgD5cOP8fv1JaaMruUsz1/uirHm+yI+JA0hpA3nez1hgLWkL5NbNBNK2GvLI5bacEoDxE0hpNnne/lO5o5jKHMC6kwDNQPsavzZWN/Ymz4ea+ZpiLosB61IOPAbSXMgtayIwY6b/TC6ie8gA6+rqqhMmTDDzPS+YW0FKS50eNrjrS/BUQ7eqYUZRuP3roC4guISOywDdIaepPqu23mqfHK6A6Klb355GCOcT42Ptxtuy8XwQeNVZ4n9UhhHj1WZ+VDaJ9ldv4xJgFnC0kX8CuB9cQdyvDoJ4gZ0Pvxmucc6/tLqCEE4mxheMIwbVFjSNyYgP2HuEkyA6X3rMPJcQfkOMH28//+0ThC9DvNs4/2OfIIQ/EuPxdg1H/Jr4fafG8yB6g9jmswnht8T4sfbzylOE2bjytbAY4qed/E6IjgmYVRsI4S+I8Xftxiuyfnwc+I2zxETgCid/tHIkMf7IzJ/MzuBq4CYjP2cBhDMgPmPvMWw4WE5FgL/rJkNOU1NTtXVPygBrSsvuIoSbnB72lfeA3E01dKcahmaZ278u7yLixizLOtTD9OcqIYQQQpQSDTlCCCGEKCUacoQQQghRSjTkCCGEEKKUaMgRQgghRCnRkCOEEEKIUuJ7cuqy6oQJtlQkpXryfJS7QUotzjE7SelN8vwI8/zmYhbvc9ZvBg518v2PhLQITC3JQkjbIe9lr5G2+T6g1AMclQ/0gTQf03Mz5w1oBZqcJXaAex3mNIChI3q3SEhV21OzqAqrAUsxM7QykpQWkzsinDRzHvkhdgnTFoBt2YGdwCag0cjfN7a2H2bW62A/TfAmMMLJm8ZDegNy42LvmEZNT04Chjj5YsDRLnFY5TBSWkaeW7aKJaS0k9wR/qTUw/VLFcWibvEKud/DxncL70kqCt9ndmwX8J5sKkhvQW5Jz2b7/Qsg9WmsUcNM8tz9tnDrnFsUbMTvYdsba9Qwq8D5uoOGfX8vauWLi4JV2D3ssL3g0YHd5clpyqqtrXY7DuFQYnze3SCEU5xj1hHC/yTGn5nnT8jG8JKz/kTgBic//+l3fT6W7+cyCEsgOl/O4W2IzrdS6A2OygeOgXAxxPvaj0/6C/gT8H5nidXgXoeTj4L4uHNABcIOiEazu2I7PAp8xjj91urjhHANMd5obhFGfJp4rV3CgIvgBKfEVcA0YLyRvzIHwtkQn7LXGDsannT2+BTwsJO/fw2EEyEaF3vVQDgJeNFZIwDfdvKrAUe7xE3VWwjhNmK83DjiekLYSIx2uw2hPzF+zcyzbHK3GHLaepglRlrbLbwnoVdGHOgUuLwLeE+mZYTzwVCqwQf8/gUQxlVq1DCSGL9rL8Bn3Dr/Kst4BfiIs8KSSo0axmZEr0GN2ff3olb+9SzjEeBzRv6DveDRAXlyhBBCCNHN0ZAjhBBCiFKiIUcIIYQQpURDjhBCCCFKiYYcIYQQQpQSDTlCCCGEKCXy5MiTA8iT82fkySkX8uTIk/N/apAnZ3fkpfLkNGZZdZlz8on1vl9m8gJ4HPi0kT8PzMf/0ulbGem7WcZ/muhIS74yqM2bco6R37UEwing6X7CGX2JcaKdH/E74vft88ec63/O2ZdAeAri2U4Nv4B4sZP/I8R+dk4/CEshGt97Fy6CZ4AzjNMfqn6HEO4hxkvNLeqz6xjslNALuM7Jz6XNQfGKkTd1wL8wOsu409njU8BYJ/9jdb8aDpqfEcJXiPEuc41jspNxVD78dQ+IDc4B/wThWojXG/k5ED4E8ff2EuEYiLfYeXYW3WLIaWpqqra2tpp5KTw5x2Y1+pfvbtkrNXaF61SCGj6QZcwCjnbO31XpQYx9nPWHEOMdTv7N98R1kidHCCGEEN0aDTlCCCGEKCUacoQQQghRSjTkCCGEEKKUaMgRQgghRCnRkCOEEEKIUuJ7crKseqxz8huZ75dZtM13r6wDtgH1zh51jfW+m6V5HrkjLVk4HdYAA4182DhILeDpftLcHuS5ZW+BNHMjTom8Ps//nGMHQVoL+QCnhnWQD3LyJeBoU6AHpB2272f+dlgLWCWMqAwhpRXkuf2S+JTiHTwdRwY4xgH2B2YDY4y8Rwf8C68XBcOcPd4E7JcrYUylroaD5ghSWkCeDzfXmFXMwVH5MA/IvV8vhkF6B3JLtjMQ0mzIrQsFpGbcZ7J4s3u8Ql5XV1edMGGCmZfCk9Nc1Ohfvrtlr9TYFa5TCWpIRcEWwDNQ0Ai502BS6kWe210ypbffE9dpt3hy6rOseqtz8kOVjBi9EWUtIXyIaAg93s76cBrwnLPCGGC8k2+u+A4brvsd4T7HMXMJhNMgOkWET452vShh6MnEyfb5//x1uAH4lpF/CjgJcHQ/nNLLdtwAhAaIjiDmrE/AfwAnODV8+91/7XHBDgjHQXzNqeG4gcT4cTs/+AniZ+3z+eFBhLCKGC3N1OuEcDIxvmAu0ZgNdkV9PSvDifFa54hICE8So2FW+uPdhC9AfNBeIZwH8RonvwLiUU4JAyC8BvE4I78cwmSItzt7XNuPGN9v5ln2224x5HTek1Mx+1db/uE96xT5Vka4H+JFzvpPQ3zGyc8e5XpR4JROe0vGZxm/cXb4y0pXcPVkbv+irraHa197crpCvlv2GJV1qn9Bx3uY/lwlhBBCiFKiIUcIIYQQpURDjhBCCCFKiYYcIYQQQpQSDTlCCCGEKCUacoQQQghRSjTkCCGEEKKU1JQBjnVOno0vdxvUG9I2yE0LXl9S2uSL9tIucsd6ltJ0cs+it3wVaSnkhmNm+yJoARyXFnMb68lz+5NOKxaYEj2AEZWRpLTYlhpumkd6C/LD7TVSSw1Z4CZw3UlLIK0A0+W35Qz4DEMAACAASURBVF3h4H5OvgVyx0I1cxNY/jqA5TWu45piAYsBy2G3CVgJOE5E1jc2kOcjzXx60WyKIQGG1UPa7kgumyCth7y/vUbzGlxXT0u9/TwCMDgnpbfIrQdiWSItg/wge4m0AhzfF0WLZICw7+VuXSGvfcwav38BKS19z1+n2sesePdz2j+8Ka3cozUsKApX2gqwqdGXP5bhmYaOywA9QS29geed/HjgOif/wggI8yGOMA6IEwlhiivzC2Ej0TE4hXAwMZ5pF3H7g4RbIF7Zfvz231FTSPjJ/BBXIDcouwinAh6INxPCVcR4c/sHTDuHcD7Ex+w1wschnuXkUyH+ySniHyHcDfHLRt4M4XmIpxj5GxBmQ3Qsu4dPsWWCAHfUuI4/zS7iGuBGI58J3A84XjR+lY8kxifM/MBsLIbmD4C7DoOwGKLVzydCeBHiSfYa45+sIXY82JcFcukjhPA5Ynyk/fy2QLgV4hX2EuFuiD+28+wvnf1LRENDw3tfnLbPa/wpIVxDjNZPJoTwg/f8dap9zL2E8I/E+E3n/Hv3aA2XZhlPAWc75xd5XvpnGiDLMjf/M/pzlRBCCCFKiYYcIYQQQpQSDTlCCCGEKCUacoQQQghRSjTkCCGEEKKUaMgRQgghRCmp6cnx/DHzAEfVwUG9IO2A3HhRfdp22AnUOWv0qLHH6jrfH8OIA0hprenSmV6sYgf+u/T1meP6AdJOyA9wFjhsACltIM/7tZ+vWOu6fABmLoRDnS2W9YH8SDufNxPWA5beZWRlCCmtIDdEOkuLd1gOHOjUsKaX/xnScnBUG6x7ExYBQ418v7GQ5vqfc+br4CloVvYAR8tE80bYAlg6oKMOhrQSckfWk1b7n3PaPLB0RACHH/rutbIu9sH7kdJG8ryvuUZzsQ7nbX+mIk8OdAX3SufzoijcHtq7hjdlb9TYFa5Tl6hhVuH2rxWvw1LsHja4Uul8DdMLv3+t95+Xt4qCddg9rGb/AtIaf4/monD7F3S8h7menF7AA05+HjDZyb82GMIKiIaA7oB3cC8WQCPg6EB4dAB4mhweOJMQnjZdOgdmD7IGagrioiNWC+shXuAscNPHCOG3xPix9vO7niLcBPFqe4mRk+B6Z4sfHQnxGTv/X8Pb3C2W3uVf4yRCuJMYJ7Wbfy/7JncC7adt/OxgiFfZefgRxFvs/Lmz2p6n2438tJ9DOAviz+01hh8J33BqvL8R4ng7H/efMBew+lD8AoQH2/5rEX4K8ft2fsC5bW4mi0cmQbgTjFsBf/9RQniZGD9qrjExe5qXnT0cl2Gp6A6enJ5Z5g/NNbwpe6PGrnCdukQNx2TEp+z97x4N38fuYV+OsfM1HJL5/evX/vNyfpbxPGAp1R6r1b+A8DN/j4lZ5vYv6HgP05+rhBBCCFFKNOQIIYQQopRoyBFCCCFEKdGQI4QQQohSoiFHCCGEEKVEQ44QQgghSonvyanrUZ0wwXj/G0hpJbknHZm3kbQecutdr94dcI4stT07AKm+B3neZB+wawNpNuTWS/dvQNoCuSVG4V3XzyFOvgByb1xshLTJ8bM0QFrr+36mroQ+zhbbAPtOtbkCPP9CPb6jZhOwosYea3tCvr+dp42QOzdzUbGD1YC1xNBKb1LaRu5Ii1KxlTyza5hW9ZUFdeAqBYbVvetFcsQkqZfv8klvOs8jMHUq7ML+DWQgsBbw9FCbGzPyvLeZF8UWeXLogFNkWmH3LyBt7QIOmqmF37/oAjV2BUeNaihNjQBFUXTek9PQUEeMnzHzEO4jxon2Auf9jvAbiB838lEQ7od4kb1EuAmiI7EJw5qI8f32Aa2/JXwE4itGfgKEZohHOXusgPgtJ78UotNkqEAoIFaMfBSEn0M8y16i7z/Dsc4W84FLnXwwvn9hKHA5cJuRTwHuqbHH0/tD/LSdh9/3JEbbmjg5W8bjgLXE7XE4ISwgxuH2Hj3mEJ2n+oDtvqOmH/AkcI6R39UPwgaIhtcRIBzmu3zC/3KeR6BvX9iMPdSeCTz97n8tZuS9iXGkmWdZs3N2eei0J2f/zO5fQHizCzhomjK/f1W7QI1dwVGjGkpTI0CWOb/N/l/oz1VCCCGEKCUacoQQQghRSjTkCCGEEKKUaMgRQgghRCnRkCOEEEKIUqIhRwghhBClRJ4ceXIAeXL+jDw55UKeHHlyVEP5aoSOe3LcIacpy6qtzsmhMogYP2Uf8MX7CE9DNIQerz0IFwIPOXucTg0fyDiIz9n5bw6DScCdRv7xahMhbCZGe4QIx7QSn7L3CO+DaH+fcM8WuBG4xsifAP4EOLYf1lVyYnzEriEc7zpoXsmWcTFwn5H3A84HHjPyO4GfA47Kh38FTnDyt4DnnfzgH0G4BeKV7eer/g5OAl501hjy7j+LAyqHEuNX7QPevJpwluO5uR/CgxC/YC8Rft1IjGPtPGwieiIdvkgIU2wH1S9+R7gC4q1ODRdBPNfOszvpFkNOU1NTtbXV6mKXEMK/uT2s7T78v/s8LswyngHOMPKHqtU97xw5JnP7F6M6X0O/LMPSgAFsrFRqeE8OJoRVZg97OVvGJcC9zgpX1thjUJa53yUrgFeAjxj5L/bCvdoda9TMD86IFzj7v1jrXr1JCGc5PaxG/wJCaN0dnpwO9TD9uUoIIYQQpURDjhBCCCFKiYYcIYQQQpQSDTlCCCGEKCUacoQQQghRSjTkCCGEEKKU+J6cLKvahglIjT3JPbnL/JWu/6V1FcwHRjh7tFDDB9IH8lF2vn4GLASGGXn/Sg9S2kXuiG7SrF2+9+R1XDfLiqrvqFkDtAKO7YedjQ3k+eF2DSm5DpqNxQ73Wveg7RVva4cV1HazrAH6Ovk2wLlV9Br6rhfJuFA7FsEcYLSzxgygl5P3bOxFnh9oH7D1bdJcx3OzsgNup/U9yB1xSdvz5jxQzCelTbaDat1G0iLILakRkOZDbsl+gGJF93iF3PfkLCCltW4Pa7sP/+8+j/lF4f7cjKhU9rxzZFbh9i96d76GqUWBY0xjV2MtV890Utph9rANxQ4WAMOdFRbX2GNaUbj9awewEbuHHbkX7tXuWKNmPr0gt20jpA217tVWUprr9LAa/Ys/98Cu4Mlp6lFtbbXGAwiVBcRX7cWP7g3zgJFGPutZCJMh3m6vES6BeJmdH/ENuMmOOeerEB6H+On28/4/rj1gjK7UE6NtAwwTFxBfcRZoWkMIJxLjS8YBA2q7DUZlvhflO8OI8ZtOETsI4SZivLr9ePYkwjkQn2w/npb7Hh2AL1WOJcYX7Bp7Dib2cxZY83lCeJYYT28/H/gwYQPuGoesBUdhwy8B6y4ADKjeQwj/aF/LP15K+ALEB+01wt/WE+NhZp5n81w31HE1argtu5RbgSucNR4dD/FlO8/26x5Dju/J2fNOkr2xR12WuaLQMbUcNeszwked56V/Sfwwna2hf0Zoheh8WYTR/rV+L1yHztd4r99DgRDulSdHCCGEEKIzaMgRQgghRCnRkCOEEEKIUqIhRwghhBClREOOEEIIIUqJhhwhhBBClBINOUIIIYQoJb4MsC6rTnDMa2lhb/Lc9ujML1pcEdYgassAFwGOp49Uhdyxv6VtsAWw1Gx55ZgaYiNIaVYNsdEWVyi2qFjJamB/Ix9aGUdKLeSO1TBNnUHumPZSK+T72TmH709K68jNgzaR0lbyvLeRDyClleSOBW9GsZSDnBJW94HcM/m9Dmkn5HXtx8t2wjLw9+gBzq0i7erlfoapxRJ2YU//EypDSGkFeT7YXGNW8Q6ee20OYFuXYNB4SG9A/j7jgLmQNtX4nFvBKZHine7hyfFlgHtevLY39kipuVP9CxpqSBGHl+Q6dbKGHQVpjt/DUosv0nsvXIdZReH2r957Q2C512SAfbJqq2NOC387ihjvMPMLs1N5BjjDyC8CLgbucwq8vAdEWx5L2AGOp48PLIBZwNFG/l/VRYRwGjE+Z+8RcmKc6OTNxPgpM5+c3cfjgOEj5PbqEkI4hRift/fY7xDiB82Y8CeIp9k5j5xPCL8ixlONA6YRwjxitNSNnySEB4nRVu0Nzb7HZKeEx4+F+GvngBzCOojGHHbbampL8PpCrNh52HgIMX7JzPtm32UzmHK1jdXvEMI9xHipucYx2XU85dT4ceA6J//CGggngumO/CsI0yCOt9cI8yB+2c6zf+geQ053kAGGMK5T/QveRwj/5vSwe0tynTpZw/KM8Am/h4XT3vsywGOyzO1fo6p7Xg4pGaAQQgghRA005AghhBCilGjIEUIIIUQp0ZAjhBBCiFKiIUcIIYQQpURDjhBCCCFKSW1Pzlj75NQM+UA7n7ECdgA9jXzc+yDNh3yEs8eijDyvN/MpxVYcTQ7H1Hqnv6UgbcR30OzIyHPrU0Caup3ceucYoDekdY7H5vAxpDSf3LkQM4rZ2HYXWNfYh9wUq8DSYhrLgQON/ODKMFJaSp4f3G6+rVjIXKjpfxnu5IsB5zLy1g5YB5iXqXIgKa0mzy3jEEwtluMZQXbVuE5snkaaB7n1Jn0rpCWQO9qCtKKO3HmgUrGOMU6N2f61npexHXA7vel+zqKY1i1eIXd7WK897/uodcyMovB75F5wkuyONTpfww5SmkNuSmh6dpPrsO9rqJVXi4LZYPawmv0LSFsayPMjnBre2kuenMas2jrPPjmMg3iunQ+7E5YC7X9twsLfQ/gixAecPb7amxjtr87e2RyG2KfzVq13+k/NCK/iO2hW9iJGazyA0Pdt4rFOEcMhPA/xFCN/7I+EcCExPmQuMSQ7noudLZ6tjCeaYhW4ORvIj4GvGvlV1TsJ4SZivLrdfFE2idOBZ50aTgbudvKrekJ0huLPrYDnAEv380j1MkL4KTGeZ67RL7sDRx/D5hrXiVkDCedCfMLIX4NwPcRr7SXCXfsR40fNvJI9zatOjfWfhfCc4z16ZC4hnEWMP7drCOe4nzPLBnaLIaepMau2thjhoXve91HrmGFZ5vfIveAk2R1rdL6GlYRwMjG+YOSDusl12Pc11Mq3ZRkfBLOH1exfQEhHE+PPnBo+I0+OEEIIIYSHhhwhhBBClBINOUIIIYQoJRpyhBBCCFFKNOQIIYQQopRoyBFCCCFEKZEnR54cQJ6c/0aenFIhT857w80iT07XqaF7eXL6ZNVW51X1cEET0RPELPwD4QyIz7QfnzAcCqDiFLhxDMSHnRpOgHiUs8CXINwI8Zr249f+Bi4EHnKWOBf4hpPfPwLit+18yoXwWeAnRv4OcDlwm7PHt4dD/Jadh38aZjpuAJ7PJnEZcIeR30ab98DSBZ0D3AA4JfBP/SF+yM6P+CXc6Jx/XtX3Ba3Kjuck4EVnjUOBYU7efwjEL9v5B/4BZgFHG/nwd/c/ydnjFeACJ3+xMpoY77UP+OIJhKchnmnkD9T2BY3L7nCdRsOgWww5TU1N1dbWViP9ECFMd3tYCFv3rPekkhFmQ7S+MYq94Ml5IHPdT3+6CD4POG2YL1cq+9wP0z/LOM5Zf02NGndHDd3BkwMvE8IlTg/76F65TvLkCCGEEKJboyFHCCGEEKVEQ44QQgghSomGHCGEEEKUEg05QgghhCglGnKEEEIIUUpqe3IcoUea34PcE8RsayXNBUvn8cZM2AS+16ShhkdnDuQNzgKDIC0FQ/9C60KYDzhbMA8wTgdgZT3kQ+x803x4CzjcyLcDi4Chzh7v1Ndys9SbjhuA9cVCFmK/Xr0M2AhYdpeBwBLAKYEVPXzf0Mz1cJhz/sCK7wvaUcxmDmCZNABmALZVCep6QT7YztM7sAWwHqnewHqgv7PHBuAAL2/sTZ47RqH5c0hrIR9g5CNq+4Kai+Wu02hmN3mFvK6urjphwgQjnU1Km90ellJ1z3pPUkHa4vSwfC94clYWrvupdUHtHrmwsXGf+2GmFgVNzvo7a9S4O2roDp4c2EBKC5we1m+vXKfd48lpzKqtq+yTRzfa3hWAU6oHEMJaYmy/W7dkqzgbeMpZowK838lnAZ9z8sHAj4GvGvkk4CO0uU0sPlrDrTLgH9rWsPjF5yE8C/H09vN/fxiuBG5x1vjuOIjP2Xl+mO+x+Dq+k+g/qm8RwpnE+HT7B3zucMJzEE+z9xj9E7jTqeHvD4M42c7Hfx13iJkWIDT7XqTwln2dAcIfIN7uFPk9CNMgjjfyV84nhF8R46n2HuE/iHGSk/+MGF8z80VZL04H03MztNoBd0qWEZ3/T5vt6h5DTlNjVm1dYYV7wUFT45grsoxHgc8Y5w6m7WfKfprgX6nRv/aCH+bILONmZ/0b5ajZPTU8lxEm+z0sXNs5Z9F75TrJkyOEEEKIbo2GHCGEEEKUEg05QgghhCglGnKEEEIIUUo05AghhBCilGjIEUIIIUQp0ZAjhBBCiFJSWwZoebSAVEDe01m9J6StkPc28p2QdvhrJCA/0M5nvN3mkrA4pNJISlvIDdvW7GITmwFHachm8CVTPcHxssHBkFogH2XkdZBmQ+6IF6dNBcsNB7C5sY4872cf8NZa0jrI9zPywweQ0gZnja3udQRIUze7MsC0o0aNs9b6z8uWd58HewVSD8gdu2TaAfkRzgIN40npDfL8fcYB60lpMXluaw1TWkTuGAdnFO/gPNIMwvcFZcAbgFUhwJz6NneSRTGve3hy/B62F0R7nV4j1f65S3R5Ad20onD714jK7rgX09z+ktK2PX8dphR2/wJSj04KCTcXpHmQj3TOn985MWNXeF72ngywKau2ttaZeei1k+ipXQ+AMA+idUM2QFgK0dEJh13geNU49Bq41Cnh2upEQphNjO1PEMdnU3gdGOus0YwvJFx3IETL5gVwJYTTHJnf/hA+BPH39hKDGuFMZ4sZlQHE+DH7gPOfIjwP8RQjf+xsQvits8ZcQmghRmtSg7DfDOKH7BLC8ho1HvMUYS5ES9Xb/O7z4Pz/x9AI0TIeAmElxCftnDFrCOFEYnzJOOBFQriKGG31WQhfdWWAh2XfdOVuXwI+DvzGyHsBJwJWhQAnj4R4o51nn+4eQ47fw3bse7lbzbzi9q+287MuL3cblGWc4ez/UEcElzXzgW5/CWHBnr8OfTK7fwGhdyeliLMywrkQn3DOv0AywP8b/blKCCGEEKVEQ44QQgghSomGHCGEEEKUEg05QgghhCglGnKEEEIIUUo05AghhBCilLivkPfIsqqnf2kFRjh5U+UgUlpFnhvvmb+zjLQS8kH2GmkdeK/Lp5SR573sA7ZtI82F3Hitb/tMaAHsF6NhbmMdeW5bHlJaS24KaGBxsZpVgPW2/XpgC2CbMCDrCflAO0+tvcnzEfYBG98gzQfzkJ6Q3nQcMi2QtoN3qV/f5j8Pi3pA7gmH9oO0DPKD7ENq5ishP9zJF/R2HTewiZRWklsP5eIlpFVgPdIA05fZ9xpgQ2Od+7zQspq0Eds5NAjSYt+DkxaC88hSrOwer5DX1dVVJxiinI1FwXxqPLONNZwjMwq3fzGkk/6XbYXbvwDSm7W8KNP8543Du4T3xD1mY+H3LyAtqnEdphRu/+KYPe9NSjMKt3/RD9JbTg9r3As1lsyT46n86IHvZnkVeMjJj4ufJ4SHifHz7R/wnR8Q7oHoiG7CLyBGx9UT6ojxEHuBhQsIZ0B8pv347eFwGmApbAA+mQ8gxtOdGp4hxlPN/OvZYzwCfM7InwfmAk4fo34gxHPtPPxxBDHebx/whw8TvgjxASPfH8I5jkPmdAiLITpfrGPmgbU8wFebIB7nHHAahFshXmEfUjO/D+IjTn7pYcR4i1NEQQj/TIxfaj+++ruEf4F4gb3CwTeDE/Nivp/7vHDaY4TfYzuHLoBwje/BCX8L8Ww7z+51CiwRDQ0Npm/jD1nGF6nxzOa57/MYkrn9i+ti55wgCzO3fwGEs2vUGA7wnzce7RLeE/eYVzLCxRDvc86/vMZ16J25/YvYyXvVkXxoRpzs1HAihM85PayyF2p873hy3PzP6M9VQgghhCglGnKEEEIIUUo05AghhBCilGjIEUIIIUQp0ZAjhBBCiFKiIUcIIYQQpUSeHHly2pAn513kySkT8uTIk/PfuTw5uyXfG3vsTk+OO+Q0NWTVVkcgEy6D+ISdf3os/Br4hJE/Xp1ICLOJcYy9x5ApxIudGp4dTozXmvnb2UWuB+du4H7gInsLvg94LWIrMNbJ/xq4BbjSyP8NKICKs8bG99VyRIwixjucFS4ihOXEeGD78Wlvu26Wn/4SrgEcNQtXAd9w8vtHQ7zHOeCEXxHCZebnuD47lXsAT0vyxLv/LI4B+jj5xgX4XpJhmwnhQ8T4e3ONMK6P6zUZOhwc1Q+X/xeEz0N82DjgexBegniivUaYDfExO88mdI8hp6mpqdra2mrme9zncV3W5m6yeth3ql3COdIdahiZZdzg7H9+VfeiI/ltWcat2D3s8o5cxwEZ8QQzJiyudMST06Eepj9XCSGEEKKUaMgRQgghRCnRkCOEEEKIUqIhRwghhBClREOOEEIIIUqJhhwhhBBClBL3FfK6uqw6wfMzLIR8pJ3Pa25zwPQ38pGVRlLaQp7bhpg0Y1MNj049eX6ImW8vFrgenOXASsBTXSwF6py8iv9a8v7vrnGwka8BNgGNzhq7etdyRPQmz4c5K8wnpR3kec/245btrptlzXpYDHiGmcXYnxFgZW/IhzsH9BtFSgvNz7GkaGEFMNhZYjVgqX4AZuFP9hOOwfeS1E8kpdnkua09SM1TXK/JjJngqTIOGoPvBFkKaQPk/ew10hbfF1Sk7vEKuefJgb3g83in8F1gnfXo7I4a98IeXaGGmUXBoc7++1d0LzqSLysKlmH3sIM6ch2nFbYHDEjbfecR7C5PTmNWbZ1nn9zrEHD8dBTA6cCzRj504rs+D/v7gpANI8ar7bzvJOKx9vmT/wCPA5828oOBO4FJ9hLcCIx38s0TIL7iHND0AiF8hRjvajd+LTuZC4GHnCVOAJx5kj4DIZ5k5799Er5MmxeoPT5WreV/2UgIJxPjC+Ye4cjBxFvsGsacBY7qh9uAlwBL//JU9U5CuMl/HnpPItozLwFwtEpccRE8CnzGyG+t1hHCTmK0x94QxvrXafRg4o/tGngJwr9AvMDIbzqTEF4mxo+aS/TNnnbdTa/RPYacfe7JqXXM8RnhdYjWzfrjnne37I41auUNWeZKF2fvFUfNePfnEgZ1eo8BWcYJzg6LK7X9L/vag1PzOj03mDAZ4u1GflpH7uV+xPhhJ18mT44QQgghhIeGHCGEEEKUEg05QgghhCglGnKEEEIIUUo05AghhBCilGjIEUIIIUQp0ZAjhBBCiFJSQwbYozphgm1vS1PnkzfZi0/dALuwJ6kJlV6+oA54vdjOUHsL3mnsQ56/z8yXFdNqiIsm1JS7zSymuhKpZX0gt2yDAL0gJTDdRlMgVSHP7CVSnx7kua0cTKnVXh/gDUibILeMg4fXkOA1Q9oJuWNFTHWQOzbAtLKOPB9gHzB1FWkX5MYDs30XrtgRYG5jD3LzQ0KaspG8t7PA0SNI6R3yfEi78YZiPgsAz2m4uLGePLefmCnFW9Q754+tjCWlueTmzejdadlWsa57eHI6KwMsisL9TbChEbd/rS12uBLNAZXxpPSG2cOWFtNYDhzo1LCm0RenvRcEdN2lhuaiwPGEUl9LpPd6QdoGudNAUl292b/aalze5a9TR2rYPTLApt7V1tZ7zTz0v5DobNH3JdiMbQPeWD2UEJYTo/0jPCp7m9vsLfh2ZTwxvmTmP8wGcjsw2ci/Vt1ACH9BjL8z1xiZ9eN6p4YfjYP4nHPAoTUEcn12ErZCdL58w9FNRMd6GMIfXEEdJ+wkFBArRv4QhDMhPm3kFQjrIO7n1NgX4jVOft8BxHi6fUD/hwmtEI3B+e0NcBrgXepPVvoS40S7hj6/I3pWxVkPEcK3ifHb7ca/zS50pYoAV1UOJ8bvmnlD9lk8N/Wc6lxCOIsYf24ccURt2daAjPgRe4/sme4x5HRWBliXZa7NfEylJzEeYOb/ni3jSsByZH6yuoYQTjR72M3ZQH4MfNWp4YkagrmuIANUDW2MyzJTjgswtJYUcUxGmA9xhL1G6DvC7F9tNd7R5a9TR2qQDFAIIYQQ3RoNOUIIIYQoJRpyhBBCCFFKNOQIIYQQopRoyBFCCCFEKdGQI4QQQohS4ntysqw6YaB9cloLeYOz+hBIiyE3JRH9SWkjuSP0SGkreT7CzGcWb7gOm+3genKWADsB5+Vrejc6jhsgzfT9MFQhLXWOWU5N98GUreBd6qyxF3k+2DmiLyktIM8tw8saUlpDnls3fGCN8yG9Pse+10BaCG6JB0GaDaayqMcoUlpIntsvYKdpLa4fJm0GRyHBgvmwFrBsPsOH1riXQPMiXBfGm4BtZYJmYCtgGQWOrhxISqvJ8/3NNdKs5Tg/NhSzu8cr5J315Oxp98rqouBtMHtYrf4FsJgO9C/vgctquFnY99fpPVNDc+Fe6/SG7zTaHTVMLwqzfwFs6hJepemd6l/Q8R5mW6yAhjqIH7fz8AuIo50FroVwFcSbjfzsDxPCfxLjh+09wpvEeL+Zj8w+zA1OCcuAW4ErjPwGYB3g6F84PIf4mp2Hkb4fhi0QboF4pZHfTU33QeMb/hdnfT6YGCc5R3yIEC4hRst79FNCeJIYzzHy/0kIXyHGu8wdwpEnEy0hCBC+AvHLTolXQvgQxN8beZ87COEyYrzD3mPAqcQTnBqmg6OQ4NIL4SngbCO/5yoIN0O8yl5j3GW4LoyzAOsjAlSAeYCl84nxPEL4KTGeZ64R8juID9t7ZB9wCigRDQ0N+9zn4R3zWJbxLTB7WK3+BfB1avSvMRBfdQ6oj13Ce1KKGiZmxFec9T+a7/EaBmcZZznrT839GvbOvTqoU/0LOt7D9OcqIYQQYz6OZQAADfBJREFUQpQSDTlCCCGEKCUacoQQQghRSjTkCCGEEKKUaMgRQgghRCnRkCOEEEKIUiJPDvLktCFPDsiTUzbkyZEnZ6/WIE9OB/O958lxh5ymuqzaeop9cphVww9zN4Q5tktnynT4LPATZ4lLDofoiHDGfAYecM7/H3MgnA3xKeP80TAfGOGssRa4wMlfrBxAjGea+WPZg64LYwwduA6VEURH8DIsuxBLw8P/buf+fTQ7zzIAP7O/jD/bAQS2V8TBYLJavoCNlzOigDSkNDV/ABUFstIHkgIhSwhZIhVVBAUFEilo0iHxD8zBcrIwcVYuHAWJKIhtMCgE81JAyXlnpZ05c879Xpf0KMX7zXdun52MbunoPFX1xW9UnX6x6uyr///5l36r6s+r6ncWfv6dv6o6/VLV2TvL1zj9k9t1dvbS8vnpP9XZWefP8R99Uqd/1tml8wf/Uaenv1Fni4t0qk5/9tnuDpvbb1d1ent9vqr+rqp+s/OZi86/++mqs7eXz0//up7qPvzul/u7fKqq/raq/rhz/ts1Rsl57rnn2scff7x4vovdK9ec8S9PTuorVfWHnZ//02na/X2SYb2MF+7yueD3qarq5OTkif6GeVwFAERScgCASEoOABBJyQEAIik5AEAkJQcAiNR9hfzk5OQHVfXRenGAlbzaWuttLYrgbxjEeqK/Yd2SAwCwVx5XAQCRlBwAIJKSAwBEUnIAgEhKDgAQSckBACIpOQBAJCUHAIik5AAAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiKTkAQCQlBwCIpOQAAJGUHAAgkpIDAERScgCASEoOABBJyQEAIik5AEAkJQcAiKTkAACRlBwAIJKSAwBEUnIAgEhKDgAQSckBACIpOQBAJCUHAIik5AAAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiKTkAQCQlBwCIpOQAAJGUHAAgkpIDAERScgCASEoOABBJyQEAIik5AEAkJQcAiHSrd3jnzp32xhtvLJ4/evSo7t27173ARZ+56nMZtpNhDxlHyTDP87+01l7shgDYu9ba4hwOh9YzTVP3/Ek+c9XnMmwnwx4yjpKhqs5a5//7xhiTMB5XAQCRlBwAIJKSAwBEUnIAgEhKDgAQSckBACKdtNYWD2/evNkePHiweH5+fl7H47F7gYs+c9XnMmwnwx4yXsZ3/P081zOd779xOFz7fZjneW6tnXZDAOxd7/1ye3JkWPM8JcOPVbXPdWYL96HsyTHGDDAeVwEAkZQcACCSkgMARFJyAIBISg4AEEnJAQAi2ZMjw2bOUzLYkwOwEb33y+3JkWHNcxnWu0bZk2OMGWA8rgIAIik5AEAkJQcAiKTkAACRlBwAIJKSAwBEsidHhs2cy7DeNezJAYbQe788YU/O61Xt2ar2+sKskWGNa+whwx4yXso1HlRr/748W7gPZU+OMWaA8bgKAIik5AAAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiWQYow2bOZVjvGpYBAkPoLdFJWAYow3Yy7CHjKBnKMkBjzADjcRUAEEnJAQAiKTkAQCQlBwCIpOQAAJGUHAAg0u735HxznuulzvXvTtMQe0/2kGEPGWMyvD/X8aeXv3/+57InB8jXe798D3tyPl3V3unMGhm2cB/2kGEPGWMy3K3Wfn95yp4cY8wA43EVABBJyQEAIik5AEAkJQcAiKTkAACRlBwAIJI9OStkXOMae8iwh4wxGezJAdj/nhwZ9pNhlYyvV2sfLc8e7tMa1yh7cowxA4zHVQBAJCUHAIik5AAAkZQcACCSkgMARFJyAIBIu9+TI8N+MqyS8R/nOn628/0fHjZ/n9a4xjzP9uQA+Xrvl9uTc1kZvt6m6bXW2tcXZoUMD6tNn6vWHi7MRd/xQrXpRrX2wvJk/FuNkaHsyTHGDDAeVwEAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiKTkAQCTLAGXYzLkM613DMkBgCL0lOpYByrDmuQzrXaMsAzTGDDAeVwEAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiXemenE/muT6oqvtL3z9N+9g58t5cx2c7398O17735Onvw/fr/Pz7dTy+vHD+8gYybuE+XXz+D/NcP9/5/o8O1//7Yk8OMITe++VPuyfncVV7s6o9Xpgn+Y5N7Bx5rlr79eXZwt6Tp8/wbpumV1pr7y7MFjLuI8Oxqr3XmS3ch7InxxgzwHhcBQBEUnIAgEhKDgAQSckBACIpOQBAJCUHAIhkT86TnNuTU/bkPPm5PTkAG9F7v/xp9+Q8yWf2sPdkerFa+73lGeY+DJBxnQy/0Fr7m87Yk2OMMZcxHlcBAJGUHAAgkpIDAERScgCASEoOABBJyQEAIl3pnpwn+cwe9p6cvz/X8Sc73//x9e892cO/xR4yrpPhYR2Pr3QS/IQ9OQCXofd+uT05Mqx5fr+qPVPV7i/MGhku+syHVe2Xq9qHndnDv1XZk2OMGWA8rgIAIik5AEAkJQcAiKTkAACRlBwAIJKSAwBEUnIAgEj9ZYAnJ+2XOj/84cESvKqq82/NdfyZToCfmq4+wzxX9y5MK2R4yvMfzXM9qqp7C+e3V/hvuIzv2EMGywCBIfSW6Dxb1b7bmS0sNdtEhp+r1v6iM2tkqGrtRmfWyPCU59+ram9Ute8tzBoZ1rjGFjKUZYDGmAHG4yoAIJKSAwBEUnIAgEhKDgAQSckBACIpOQBApP6enJs324MHDxbPt7DvQ4b9ZNhDxlEy2JMDDKH3fvnhcGg9W9j3IcN+Muwh4ygZyp4cY8wA43EVABBJyQEAIik5AEAkJQcAiKTkAACRlBwAIJI9OTJs5lyG9a5hTw4whN775fbkyLDmuQzrXaPsyTHGDDAeVwEAkZQcACCSkgMARFJyAIBISg4AEEnJAQAi2ZMjw2bOZVjvGvbkAEPovV9uT85lZXirTdOnWmtvLcwY92EPGe9WtVtV7e7CrJFhjWuUPTnGmAHG4yoAIJKSAwBEUnIAgEhKDgAQSckBACIpOQBAJHtyVsnwqM7P/62Ox+cXzu8NcR/2kPH9ea7/qqpbC+e/Mk0R98GeHGAIvffLD4dbrbW3F2eaDq21X+vM9e89kWE7GfaQcZQMZU+OMWaA8bgKAIik5AAAkZQcACCSkgMARFJyAIBISg4AEEnJAQAiWQYow2bOZVjvGpYBAkPoLdE5HA6tZwtLzWTYT4Y9ZBwlQ1kGaIwZYDyuAgAiKTkAQCQlBwCIpOQAAJGUHAAgkpIDAESyJycmwzfreLzbSfDStd+Hbdyn68/wcJ7rM53r//g02ZMDcBl675fbk7OnDJ9prX21M9d/H7Zxn64/w2er2jc6s0aGsifHGDPAeFwFAERScgCASEoOABBJyQEAIik5AEAkJQcAiGRPTkwGe3L2ksGeHICV9N4vtydHhjXPZVjvGmVPjjFmgPG4CgCIpOQAAJGUHAAgkpIDAERScgCASEoOABDJnhwZNnMuw3rXsCcHGELv/fI97Mm5UdWe68waGbZwH/aQYQ8ZR8lQ9uQYYwYYj6sAgEhKDgAQSckBACIpOQBAJCUHAIik5AAAkZQcACCSZYAybOZchvWuYRkgMITeEp09LAOUYT8Z9pBxlAxlGaAxZoDxuAoAiKTkAACRlBwAIJKSAwBEUnIAgEhKDgAQyZ4cGTZzLsN617AnBxhC7/1ye3JkWPNchvWuUfbkGGMGGI+rAIBISg4AEEnJAQAiKTkAQCQlBwCIpOQAAJHsyZFhM+cyrHcNe3KAIfTeLx9hT85rVe1OVXutM1e+9+RxtenNau3x8uxh98r0fLX2+eWZpk+11t7qzPZ/X1IylD05xpgBxuMqACCSkgMARFJyAIBISg4AEEnJAQAiKTkAQKTh9+R8a57rR1V1u/Pztw6Hq9178slc5x9UHe93fv47V5zhMs7fm+t46Fz/v2/U8fh8J+G9zf++pGSwJwcYQu/98hH25Mjwf86qTcdq7WxhXqw23frf/12aIe7TFjJ8rdr0arX2teWxJ8cYY+zJAQBCKTkAQCQlBwCIpOQAAJGUHAAgkpIDAERScgCASMMvA5RhO+cyrHcNywCBIfSW6FgGKMOa5zKsd42yDNAYM8B4XAUARFJyAIBISg4AEEnJAQAiKTkAQCQlBwCIdL17ch7Odf6fVcc7nZ+/ebuOx5c73/+v175zZAt7T/aQYQ8ZL/xMm+v821XHX+z8/LcPm78P9uQAQ+i9X37le3LuVZueqdbuLc80vdJae3dxtrBzRIbLOd9Fhh9Wm361Wvvh8uzhPpQ9OcaYAcbjKgAgkpIDAERScgCASEoOABBJyQEAIik5AEAke3JWOJdhPxkv/Iw9OQD70Xu//Mr35KxwfvFnHrdperO19nhx9rD3ZA8Z9pBxlAxlT44xZoDxuAoAiKTkAACRlBwAIJKSAwBEUnIAgEhKDgAQ6Xr35KxwfvFnPqnz8w/qeLzf+fnvbH7vyR4y7CHjKBnsyQGG0Hu//Or35HyhTdMLrbUvLM4edo7IcDnnMqx3jbInxxgzwHhcBQBEUnIAgEhKDgAQSckBACIpOQBAJCUHAIik5AAAkSwDlGEz5zKsdw3LAIEh9JboXP0ywIzFajJczrkM612jLAM0xgwwHlcBAJGUHAAgkpIDAERScgCASEoOABBJyQEAInX35JycnPygqj5aLw6wkldbay9edwiAq9QtOQAAe+VxFQAQSckBACIpOQBAJCUHAIik5AAAkf4H1Mv12mIdtTgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = 30\n",
    "q = np.random.rand(m,m)\n",
    "q = q.reshape(-1)\n",
    "n = m**2\n",
    "p = np.random.choice(n,200)\n",
    "q2 = np.zeros(n)\n",
    "q2[p] = q[p]\n",
    "p2 = np.random.choice(n,40)\n",
    "q3 = np.zeros(n)\n",
    "q3[p2] = q[p2]\n",
    "q = q.reshape((m,m))\n",
    "q2 = q2.reshape((m,m))\n",
    "q3 = q3.reshape((m,m))\n",
    "\n",
    "fig,axs = plt.subplots(2,2)\n",
    "axs = axs.reshape(-1)\n",
    "axs[0].pcolormesh(-q,cmap='hot')\n",
    "axs[1].pcolormesh(-q2,cmap='hot')\n",
    "axs[2].pcolor(-q3,cmap='hot')\n",
    "\n",
    "for ax in axs[:-1]:\n",
    "    ax.set_aspect('equal', 'box')\n",
    "    ax.minorticks_off()\n",
    "    ax.grid(True, which='major', axis='both', linestyle='-', color='k')\n",
    "    ax.set_xticks(range(m), minor=False)\n",
    "    ax.set_yticks(range(m), minor=False)\n",
    "    ax.tick_params(bottom=False,left=False)\n",
    "    ax.set_xticklabels('')\n",
    "    ax.set_yticklabels('')\n",
    "    ax.set_xlim(0,m)\n",
    "    ax.set_ylim(0,m)\n",
    "\n",
    "axs[-1].axis(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC03_1_GAPPY_ConditionNumber.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,10]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 10 # define domain\n",
    "x2 = np.arange(-L,L,0.1) \n",
    "n = len(x2)\n",
    "k = n*(2*np.pi/(2*L))*np.fft.fftfreq(n) # k-vector\n",
    "ye = np.exp(-np.power(x2,2))\n",
    "ye2 = np.exp(np.power(x2,2)/2) # define Gaussians\n",
    "\n",
    "y = np.zeros((n,10))\n",
    "\n",
    "for jj in range(10): # loop through 10 modes\n",
    "    # 2nd derivative\n",
    "    yd = np.real(np.fft.ifft((np.power((1j)*k,jj))*np.fft.fft(ye)))\n",
    "    \n",
    "    mode = np.power(-1,jj) * \\\n",
    "        np.power((np.power(2,jj)*np.math.factorial(jj)*np.sqrt(np.pi)),-0.5) * \\\n",
    "        ye2 * yd\n",
    "            \n",
    "    y[:,jj] = mode # store modes as columns\n",
    "            \n",
    "x = x2[int(n/2)-40 : int(n/2)+41] # keep only -4<x<4\n",
    "yharm = y[int(n/2)-40 : int(n/2)+41,:]\n",
    "n = len(x)\n",
    "f = np.exp(-np.power(x-0.5,2)) + 3*np.exp(-2*np.power(x+1.5,2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Method 1 -- Condition Number\n",
    "n2 = 20 # number of sensors\n",
    "nall = np.arange(n)\n",
    "ns = np.array([],dtype='int')\n",
    "kond = np.zeros(n2)\n",
    "Psum = np.zeros((n,n2))\n",
    "f1 = np.zeros((n,n2))\n",
    "E = np.zeros(n2)\n",
    "for jsense in range(n2):\n",
    "    con = np.zeros(n-jsense-1)\n",
    "    for jloop in range(n-jsense-1):\n",
    "        P = np.zeros(n)\n",
    "        P[ns] = 1\n",
    "        P[nall[jloop]] = 1\n",
    "        \n",
    "        # compute M matrix\n",
    "        M2 = np.zeros((10,10))\n",
    "        for jj in range(10):\n",
    "            for kk in range(jj+1):\n",
    "                Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "                M2[jj,kk] = Area\n",
    "                M2[kk,jj] = Area\n",
    "        \n",
    "        con[jloop] = np.linalg.cond(M2) # compute condition number\n",
    "    n1 = np.argmin(con) # location to minimize condition #\n",
    "    s1 = con[n1]\n",
    "    kond[jsense] = s1\n",
    "    ns = np.append(ns,nall[n1]) # add sensor location\n",
    "    nall = np.setdiff1d(nall,ns) # new sensor indices\n",
    "    P = np.zeros(n)\n",
    "    P[ns] = 1\n",
    "    Psum[:,jsense] = P\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "            \n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f1[:,jsense] = yharm @ atild        # iterative reconstruction\n",
    "    E[jsense] = np.linalg.norm(f1[:,jsense]-f) # iterative error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,10]\n",
    "fig, axs = plt.subplots(3,1)\n",
    "axs[0].bar(range(n2),np.log(kond),facecolor=(0.7,0.7,0.7))\n",
    "axs[1].bar(range(n2),np.log(E+1),facecolor=(0.7,0.7,0.7))\n",
    "axs[2].pcolor(-Psum.T,cmap='hot')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "titer = np.arange(1,21)\n",
    "titer = np.append(titer,25)\n",
    "titer2 = np.arange(9,21)\n",
    "titer2 = np.append(titer2,25)\n",
    "f1 = np.concatenate((f1,f.reshape(n,1)),axis=1)\n",
    "f2 = np.concatenate((f1[:,9:21],f.reshape(n,1)),axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,6]\n",
    "fig, axs = plt.subplots(ncols=2, subplot_kw={'projection': '3d'})\n",
    "for ti in range(len(titer)):\n",
    "    axs[0].plot(x,titer[ti]*np.ones_like(x),f1[:,ti],color='k')\n",
    "    \n",
    "for ti in range(len(titer2)):\n",
    "    axs[1].plot(x,titer2[ti]*np.ones_like(x),f2[:,ti],color='k')\n",
    "    \n",
    "for ax in axs:\n",
    "    ax.view_init(azim=120,elev=30)\n",
    "    ax.set_xlim(-4,4)\n",
    "    ax.set_ylim(0,25)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Method 2 -- Max Diagonal vs. Off-Diagonal\n",
    "n2 = 60 # number of sensors\n",
    "nall = np.arange(n)\n",
    "ns = np.array([],dtype='int')\n",
    "kond2 = np.zeros(n2)\n",
    "Psum2 = np.zeros((n,n2))\n",
    "f2 = np.zeros((n,n2))\n",
    "E2 = np.zeros(n2)\n",
    "for jsense in range(n2):\n",
    "    con = np.zeros(n-jsense-1)\n",
    "    for jloop in range(n-jsense-1):\n",
    "        P = np.zeros(n)\n",
    "        P[ns] = 1\n",
    "        P[nall[jloop]] = 1\n",
    "        \n",
    "        # compute M matrix\n",
    "        M2 = np.zeros((10,10))\n",
    "        for jj in range(10):\n",
    "            for kk in range(jj+1):\n",
    "                Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "                M2[jj,kk] = Area\n",
    "                M2[kk,jj] = Area\n",
    "                \n",
    "        # compute proxy measure\n",
    "        con[jloop] = 2*np.sum(np.diag(M2))-np.sum(M2.reshape(-1))\n",
    "    n1 = np.argmax(con) # location to maximize condition #\n",
    "    s1 = con[n1]\n",
    "    kond2[jsense] = s1\n",
    "    ns = np.append(ns,nall[n1]) # add sensor location\n",
    "    nall = np.setdiff1d(nall,ns) # new sensor indices\n",
    "    P = np.zeros(n)\n",
    "    P[ns] = 1\n",
    "    Psum2[:,jsense] = P\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "            \n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f2[:,jsense] = yharm @ atild        # iterative reconstruction\n",
    "    E2[jsense] = np.linalg.norm(f2[:,jsense]-f) # iterative error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,10]\n",
    "fig, axs = plt.subplots(3,1)\n",
    "axs[0].bar(range(n2),kond2,facecolor=(0.7,0.7,0.7))\n",
    "axs[0].set_xlim(0,61)\n",
    "axs[0].set_ylim(0,15)\n",
    "axs[1].bar(range(n2),np.log(E2+1),facecolor=(0.7,0.7,0.7))\n",
    "axs[1].set_xlim(0,61)\n",
    "axs[1].set_ylim(0,12)\n",
    "axs[2].pcolor(-Psum2.T,cmap='hot')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:66: RuntimeWarning: divide by zero encountered in log\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:65: RuntimeWarning: divide by zero encountered in log\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Method 1 -- First 4 Condition Number\n",
    "n2 = 4 # number of sensors\n",
    "nall = np.arange(n)\n",
    "ns = np.array([],dtype='int')\n",
    "kond = np.zeros(n2)\n",
    "Psum = np.zeros((n,n2))\n",
    "f1 = np.zeros((n,n2))\n",
    "E = np.zeros(n2)\n",
    "fig,axs = plt.subplots(4,1)\n",
    "for jsense in range(n2):\n",
    "    con = np.zeros(n-jsense-1)\n",
    "    for jloop in range(n-jsense-1):\n",
    "        P = np.zeros(n)\n",
    "        P[ns] = 1\n",
    "        P[nall[jloop]] = 1\n",
    "        \n",
    "        # compute M matrix\n",
    "        M2 = np.zeros((10,10))\n",
    "        for jj in range(10):\n",
    "            for kk in range(jj+1):\n",
    "                Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "                M2[jj,kk] = Area\n",
    "                M2[kk,jj] = Area\n",
    "        \n",
    "        con[jloop] = np.linalg.cond(M2) # compute condition number\n",
    "    n1 = np.argmin(con) # location to minimize condition #\n",
    "    s1 = con[n1]\n",
    "    kond[jsense] = s1\n",
    "    ns = np.append(ns,nall[n1]) # add sensor location\n",
    "    nall = np.setdiff1d(nall,ns) # new sensor indices\n",
    "    P = np.zeros(n)\n",
    "    P[ns] = 1\n",
    "    Psum[:,jsense] = P\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "            \n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f1[:,jsense] = yharm @ atild        # iterative reconstruction\n",
    "    E[jsense] = np.linalg.norm(f1[:,jsense]-f) # iterative error\n",
    "    \n",
    "    temp = np.zeros(n)\n",
    "    if jsense == 0:\n",
    "        contemp = con\n",
    "        temp[n1] = s1\n",
    "    elif jsense == 1:\n",
    "        contemp = np.concatenate((con[:ns[0]],[0],con[ns[0]:]))\n",
    "        con2 = contemp\n",
    "        temp[n1+1] = s1\n",
    "    elif jsense == 2:\n",
    "        contemp = np.concatenate((con[:ns[0]],[0],con[ns[0]:ns[1]],[0],con[ns[1]:]))\n",
    "        con3 = contemp\n",
    "        temp[n1+1] = s1\n",
    "    elif jsense == 3:\n",
    "        contemp = np.concatenate((con[:ns[0]],[0],con[ns[0]:ns[1]],[0],con[ns[1]:ns[2]],[0],con[ns[2]:]))\n",
    "        con4 = contemp\n",
    "        temp[n1+1] = s1\n",
    "        \n",
    "    axs[jsense].bar(range(len(contemp)),np.log(contemp),facecolor=(0.7,0.7,0.7))\n",
    "    axs[jsense].bar(range(len(temp)),np.log(temp),facecolor='r')\n",
    "    axs[jsense].set_xlim(0,80)\n",
    "    axs[jsense].set_ylim(0,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC04_1_GAPPY_Variance.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,10]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 10 # define domain\n",
    "x2 = np.arange(-L,L,0.1) \n",
    "n = len(x2)\n",
    "k = n*(2*np.pi/(2*L))*np.fft.fftfreq(n) # k-vector\n",
    "ye = np.exp(-np.power(x2,2))\n",
    "ye2 = np.exp(np.power(x2,2)/2) # define Gaussians\n",
    "\n",
    "y = np.zeros((n,10))\n",
    "\n",
    "for jj in range(10): # loop through 10 modes\n",
    "    # 2nd derivative\n",
    "    yd = np.real(np.fft.ifft((np.power((1j)*k,jj))*np.fft.fft(ye)))\n",
    "    \n",
    "    mode = np.power(-1,jj) * \\\n",
    "        np.power((np.power(2,jj)*np.math.factorial(jj)*np.sqrt(np.pi)),-0.5) * \\\n",
    "        ye2 * yd\n",
    "            \n",
    "    y[:,jj] = mode # store modes as columns\n",
    "            \n",
    "x = x2[int(n/2)-40 : int(n/2)+41] # keep only -4<x<4\n",
    "yharm = y[int(n/2)-40 : int(n/2)+41,:]\n",
    "n = len(x)\n",
    "f = np.exp(-np.power(x-0.5,2)) + 3*np.exp(-2*np.power(x+1.5,2))\n",
    "\n",
    "E = np.zeros(13)\n",
    "con = np.zeros(13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Method 1 -- Start with max of each mode\n",
    "ns = np.array([],dtype='int')\n",
    "\n",
    "for jj in range(10): # walk through the modes\n",
    "    n1 = np.argmax(yharm[:,jj]) # pick max\n",
    "    s1 = yharm[n1,jj]\n",
    "    ns = np.append(ns,n1)\n",
    "\n",
    "P = np.zeros(n)\n",
    "P[ns] = 1\n",
    "\n",
    "# compute M matrix\n",
    "M2 = np.zeros((10,10))\n",
    "for jj in range(10):\n",
    "    for kk in range(jj+1):\n",
    "        Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "        M2[jj,kk] = Area\n",
    "        M2[kk,jj] = Area\n",
    "\n",
    "ftild = np.zeros(10)\n",
    "for jj in range(10): # reconstruction using gappy\n",
    "    ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "atild = np.linalg.solve(M2,ftild) # compute error\n",
    "f1 = yharm @ atild        # iterative reconstruction\n",
    "E[0] = np.linalg.norm(f1-f) # iterative error\n",
    "con[0] = np.linalg.cond(M2)\n",
    "\n",
    "plt.plot(x,f,'r')\n",
    "plt.plot(x,f1,'k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zW7yY2s5OAJ5//vmYw0iSNHiWZykX9JTnjF2y0WvxYiqBosJCy7MkKStZnqVsF0Wc2LyZxvb2zC/P8+dTPHo0l0yYYHmWJGUly7OU7fbtY8tLLxGRwZsFexUVwcKFzCsosDxLkrKS5VnKdtmyWbDX4sXMO3GCxsZGuru7404jSdKgWJ6lbNdTnidNnEh5eXncaS5s0SLmdXRw6tQp9uzZE3caSZIGxfIsZbvNm9lUXMyixYsJIcSd5sIWLmRez9+6dEOSlG0sz1KW69q8mc1dXZm/3rnX/PmWZ0lS1rI8S9nszBkan3uOU93d2VOep01j5uTJjC0qsjxLkrKO5VnKZo2NbOx56EjWlOcQCLW1zBs92vIsSco6AyrPIYR5IYQvhBCeCCEcDCEcDyFsDCF8KoQwdoDneDSEEJ3nr2XD+21Ieapns2BxURELFiyIO83AzZ/PvDNnLM+SpKxTNMDj/htwD/BvwP1AJ3AD8BfA/xNCWB5F0akBnOdF4KP9vN88wBySztZTni+77DJKSkriTjNwtbXMa2/nJzt2cPr06ezKLknKawMtzz8BvhxF0dGz3rs3hNAIfAr4IPDtAZynLYqifx5kRknns2ULGwsLuTVblmz06tk02NXVRXNzM7W1tXEnkiRpQAa0bCOKoqfPKc69/qXn9fKBXjCEUBBCmBCyYqaWlNn2b9jAC9k0aaOXEzckSVlquBsGZ/e8vjDA42cBJ4CjwIkQwv8NIXjLSRqK9nY2tbYCWbRZsFd1NXMLkv/6sTxLkrLJQJdtvEoIoRD4DHAG+NEAvmQH8HtgM9AFvA74H8DKEMK1URRtGWoWKS81NWXXY7nPVlLC5OpqylpbLc+SpKwy5PIMfAtYDvx5FEXbL3RwFEUfOOetn4QQ/g14FPgm8Kb+vi6EcBdwF5Adjx6W0iWRYCNQMWMGkydPjjvN4M2fz7w9eyzPkqSsMqRlGyGEL5K8a/y9KIq+PNSLR1FUB/wWuCGEUHqeY74XRdGyKIqWlZWVDfVSUu5pbGQjsGjx4riTDE1tLfM6OizPkqSsMujyHEL4HPBp4AfAh1OQoQUoBLLw1pkUn47t23keWLhkSdxRhmb+fOZ1dbFv3z6OHz8edxpJkgZkUOU5hPBZ4LPAPwIfiqIoSkGGuSTXTR9OwbmkvJHYvJluyK6Ho5ztrIkbjY2NsUaRJGmgBlyeQwifAT4H/BPwgSiKus9z3IwQQm0IYcxZ703s2WB47rG3Aa8H1kRR1D7Y8FI+a2hOPlto/vz5MScZIsfVSZKy0IA2DIYQ7gE+D7QCa4F3nzOm+YUoitb0/P2XgfeRfALhoz3v3QB8M4TwC5JPEzwDXA38V5JPHfzIsH4XUr5pb2f7iy8CWVyey8qonjSJcOSI5VmSlDUGOm3jqp7XcuAf+vn8MWBNP+/32g48A7wFuAgoBnYD9wJ/GUXRngHmkATQ3EwDMGvyZMaNGxd3mqEJgdLaWso3brQ8S5KyxoDKcxRF7wfeP9RjoyiqB945qGSSzq+xke1AbU1N3EmGZ/585m3YYHmWJGWN4T5hUFIMouefpwGYf8UVcUcZnrPG1aVm/7EkSSPL8ixloRe2bOEYOVCeezYNHj16lIMHD8adRpKkC7I8S1lo+9atANTW1sacZJicuCFJyjKWZykLNbS0AFk8aaNXdTXzCpL/GrI8S5KygeVZyjbt7Wx/6SVKi4qYM2dO3GmGZ9QoKqqqKA7B8ixJygqWZynb9IypmzdzJgUF2f8tXFhbS01JieVZkpQVsv8nr5RvesfUzZt3wUOzQm0t8zs7Lc+SpKxgeZayTHt9PTuA+YsXxx0lNebPZ153N4nGRrq6uuJOI0nSa7I8S1km8eyzREBtLpVnoOP0aXbt2hV3GkmSXpPlWcoyDfX1QA5M2uhVW+u4OklS1rA8S1lme8/d2Xm5sua5rIx5EyYAlmdJUuazPEvZpL2d7UePMnvCBMaNGxd3mtQIgem1tUwoLGT79u1xp5Ek6TVZnqVs0jOmbn62z3c+R1iwgHkFBd55liRlPMuzlEWi3jF1CxbEHSW15s9nXmcnz3vnWZKU4SzPUhbZ/+yzHAPmL10ad5TU6pm4sbO1lfb29rjTSJJ0XpZnKYts37ABgNpcK889EzeiKKKpqSnuNJIknZflWcoiDT1rgnNmTF2v6mrmhQA4cUOSlNksz1IW2b53L2MKC5k9e3bcUVJr1CjmVlYClmdJUmazPEvZor2dhuPHmVdWRkFB7n3rTrj0Ui4uKrI8S5IyWu79BJZy1Y4dyUkbPXdoc878+czr7rY8S5IymuVZyhLt27bRAsy/7LK4o4yM3vLc0BB3EkmSzsvyLGWJxiefJAJqly+PO8rI6Jm4ceDFFzly5EjcaSRJ6pflWcoS2zdtAnJwxnOvnlnPAI2NjbFGkSTpfCzPUpZo6Jl/PG/evAscmaWmT2feuHGAEzckSZnL8ixlie0vvMCcMWMYO3Zs3FFGRghcsmABBVieJUmZy/IsZYP2dhra2ph/8cVxJxlRoxYsoLKw0PIsScpYlmcpC0TNzckxddXVcUcZWfPnM6+ry4kbkqSMZXmWssC+J5/kODD/iivijjKyamupAlp27Ig7iSRJ/bI8S1lg+1NPAVC7YkXMSUbY/PlUAYePHuXYsWNxp5Ek6VUsz1IW2L51KwDzr7oq5iQjrKaGyhAAaGlpiTeLJEn9sDxLWaChpYWxBQXMmjUr7igja9QoKmfOBCzPkqTMZHmWssD2gweZN3EiBQW5/y1bWVsLWJ4lSZkp938SS9muo4OG9nZqc/2uc49pl13GGNw0KEnKTJZnKcOdeu45dgLz586NO0pahLlzqQJ2OK5OkpSBLM9ShmusqyMC5i9eHHeU9KipoRJo6XkcuSRJmcTyLGW47c88A0DtddfFnCRN5s5Nluc9e+JOIknSq1iepQzXUF8PwNxly2JOkiYVFVQWFHDk5EmOHDkSdxpJkl7B8ixluO27dlFeUsLYcePijpIeRUVUTZ8OwM6dO2MOI0nSK1mepQy3/fBh5k+ZEneMtKq85BIAdjhxQ5KUYSzPUgaL2ttpOH2a2vLyuKOkVeWllwKOq5MkZR7Ls5TB9q1fzwlgfs+DQ/LFlMsvZxzQ0rPeW5KkTGF5ljJYw29/C0BtvmwW7BHmzaMKaHHWsyQpw1iepQy2feNGAOZff33MSdKsZ9bzDh/RLUnKMJZnKYNtb2xkLDDr8svjjpJelZVUhkDLgQNEURR3GkmS+liepQyW2LePuaWlhII8+1YtLqZyyhSOdXQ461mSlFHy7CeylF0SR49SnWdj6npVzpkDQItLNyRJGcTyLGWors5Omk+fpmbWrLijxKJq/nwAdjQ3x5xEkqSXWZ6lDLXrmWfoBGrmzo07Siwqr7wSgJZt22JOIknSyyzPUoZKrFsHQM0VV8ScJB6TFi5kAtCyZUvcUSRJ6mN5ljJUYtMmAGqWL485STzCvHlUAi2JRNxRJEnqY3mWMlTi+ecZDcy86qq4o8SjsjL5oJS9e+NOIklSH8uzlKESu3dTXVREQWlp3FHiUVJC5YQJ7Dh82FnPkqSMYXmWMlTi0CFqJk6MO0asKmfM4MSZMxw+fDjuKJIkAZZnKSN1d3fTdPIkNRddFHeUWFVWVQHQsmNHzEkkSUqyPEsZaO+OHbQDNT3lMV9VXnYZ4MQNSVLmsDxLGSjx+OMA1PSUx3xVuWwZADuefTbmJJIkJVmepQyUeOYZAGqWLo05SbwmLVrEJKCloSHuKJIkAZZnKSMl6uspBubk6YznPlVVyVnPO3fGnUSSJMDyLGWkREsLl4RA4ezZcUeJ16hRVI4ZQ8uBA3EnkSQJsDxLGSnxwgvUjBkDBX6LVk2bxo7jx531LEnKCP5kljJMFEUkjh+netq0uKNkhMo5czjZ3c2LL74YdxRJkizPUqY5cOAAbd3d1MyZE3eUjFA5bx4ALZs2xZxEkiTLs5RxEhs2AFAzf37MSTJD5aJFALQ89VTMSSRJsjxLGSexfj0ANT2lMd9V9kwc2bF5c8xJJEmyPEsZJ7F5M4VAxVVXxR0lI0y44gqmAC2JRNxRJEmyPEuZJtHURAVQ4rKNpNGjqSwupmXv3riTSJJkeZYyTWLPHmqKimDSpLijZIzKSZNoOXw47hiSJA2sPIcQ5oUQvhBCeCKEcDCEcDyEsDGE8KkQwtiBXiyE8OYQwuMhhLYQwuEQwgMhhKqhx5dySxRFNL70EjUW51eonDGDlvZ2Zz1LkmI30DvP/w34KNAEfAH4M2A78BfA4yGE0gudIITwNuBBoLTn678GvAH4fQhh5uCjS7nn8OHDHD1zhpqZfkucreqSSzgFHHj++bijSJLy3EDL80+A2VEU3RlF0d9EUXRvFEXvAr4EXAF88LW+OIRQDPwNsAu4Loqi70RR9GXgFuAi4HND/Q1IuSTRUw5rqqtjTpJZKi+7DICWxx+POYkkKd8NqDxHUfR0FEVH+/noX3peL7/AKa4HZgL3RVF04qzzbgQeBd7VU7ClvJZ4+mkAai6/0LdUfqlctgyAlp4Z2JIkxWW4GwZn97y+cIHjemdurevnsyeACcC8YWaRsl5i40YCUNVTFpVU+frXA9DS0BBzEklSvhtyeQ4hFAKfAc4AP7rA4b0LOPf081nve7OGmkXKFYmGBuYAo2tr446SUcaVlTGtoIAdLS1xR5Ek5bnh3Hn+FrAc+EwURdsvcOyYnteOfj5rP+eYVwgh3BVCeDqE8PTBgweHllTKEonWVmoAKirijpJxKseOpeXAgbhjSJLy3JDKcwjhi8D/AL7Xs/HvQk72vI7q57PR5xzzClEUfS+KomVRFC0rKysbfFgpiyQOHqR6zBgY1d+3Sn6rnDaNlhMnLnygJEkjaNDlOYTwOeDTwA+ADw/wy3ofDdbf0oze9/pb0iHljSNHjvBiRwc106fHHSUjVc6Zw86uLqIjR+KOIknKY4MqzyGEzwKfBf4R+FA08CcWPNXzek0/ny0HjgEOcFVea2pqAqDGJRv9qpw/n3Zg/5NPxh1FkpTHBlyeQwifITmP+Z+AD0RR1H2e42aEEGpDCGevYX4M2Ad8KIQw7qxjrwTeCDwQRVHn4ONLuSNRXw9AzYIFMSfJTFWLFgHQYnmWJMWoaCAHhRDuAT4PtAJrgXeHEM4+5IUoitb0/P2XgfcBN5Cc4UwURZ0hhD8mORe6LoTwfZLj6T4KHCR5N1vKa03PPgtA9ZIlMSfJTJWvex0ALVu39vtHWJIkpcOAyjMvz2kuB/6hn88fA9b0836fKIoeCCGcIrle+uskJ288DHw8iiLXOyvvJbZtYwYw1jF1/aro+d+lpWd5iyRJcRhQeY6i6P3A+4d7bBRFDwIPDiiZlGcSzc3JMXWXXBJ3lIw0duxYyoqL2bHH/9aWJMVnuE8YlJQiiX37qCkogBkz4o6SsaomTaLl8OG4Y0iS8pjlWcoAbW1t7Gtro2byZCjw2/J8KmfMoKWzE44dizuKJClP+VNaygB9Y+pmz445SWarrKpiJ9D9vJMtJUnxsDxLGSCRSABQM3duzEkyW+Xll3Ma2P/UUxc8VpKkkWB5ljJAYssWAKqvuCLmJJmtatkyAHZs2BBzEklSvrI8SxkgsWkTZcDESy+NO0pGq+wZV7ej54EykiSlm+VZygCJxsbkmLqqqrijZLTy8nIAWltbY04iScpXlmcpAyR273bG8wCMGTOGaaNH03rgQNxRJEl5yvIsxezUqVPsOnKE6tGjYdKkuONkvIqpU2ltb4ejR+OOIknKQ5ZnKWY7duwAoObii2NOkh3KZ89mJ0BjY9xRJEl5yPIsxaxvTJ3rnQekfO5cWoFo+/a4o0iS8pDlWYpZoucOao2TNgak/PLLOQEc6RnvJ0lSOlmepZglNm9mEjDF8jwgFTU1ALRaniVJMbA8SzFL1NdTAwQnbQxI77i6na55liTFwPIsxSzR0uKYukHom/W8e3fMSSRJ+cjyLMXo9OnT7HzxxWR5rqiIO05WKCsrY1RREa2nTsGhQ3HHkSTlGcuzFKOdO3fSHUVUT5oEo0bFHScrFBQUUD59Oq3guDpJUtpZnqUY9Y2p61mKoIEpr6hw1rMkKRaWZyG3bsgAACAASURBVClGTU1NAFTPmxdzkuxSPm+ed54lSbGwPEsxSmzfzhjgYsfUDUp5ZSX7gNP19XFHkSTlGcuzFKOmbduoxjF1g1VeXk4E7LE8S5LSzPIsxaipqYlqcEzdIFX0TCZpbW6GKIo5jSQpn1iepZh0d3fTvHev5XkI+h6UcuoUHDgQcxpJUj6xPEsx2bNnDx1nzlBTVAQzZsQdJ6vMnj0bwE2DkqS0szxLMembtHHRRVDgt+JglJaWMn3qVMuzJCnt/IktxaSvPFdXx5wkO1VUVdEaguVZkpRWlmcpJolEgiKgfMGCuKNkpfKKCnYWF1ueJUlpZXmWYtLU0EAlUFRTE3eUrFReXk5rVxfR88/HHUWSlEcsz1JMmhoakpM2qqrijpKVysvLOdnVxeHGRsfVSZLSxvIsxSCKIppaWy3Pw9A36/nUKdi7N+Y0kqR8YXmWYnDo0CGOnjxJDTjjeYj6Zj2D654lSWljeZZi0DdpY+xYmDQp5jTZqbc8O65OkpROlmcpBn3lec6cmJNkr2nTplFaWkprQYHlWZKUNpZnKQa95fmS2tqYk2SvEEJy4sbYsZZnSVLaWJ6lGCQaG5kFlDqmbljKy8vZWVhoeZYkpY3lWYpB35g6NwsOS3l5Oa2dndDUBN3dcceRJOUBy7MUg6amJsfUpUB5eTn729roaG+H3bvjjiNJygOWZynNTpw4wf7Dhy3PKdA763k3uHRDkpQWlmcpzZqbmwGSM557yp+G5hWznn1MtyQpDSzPUpr1jakrK4PRo2NOk936Zj0XF3vnWZKUFpZnKc36ynN1dcxJst/s2bMBaJ082fIsSUqLorgDSPkmkUgwOQQmz5sXd5SsN2rUKGbMmEFrSYnlWZKUFt55ltKsqbGRmihys2CKlJeXJ9c8NzfDmTNxx5Ek5TjLs5RmTc8/74znFCovL6e1vR06O6G1Ne44kqQcZ3mW0uj06dPs3LvXMXUpVF5eTutLLxGBSzckSSPO8iyl0c6dO+nu7k6OqbM8p0RFRQXtp0/zIlieJUkjzvIspVHfpI2iIpg5M+Y0uaFvXF1pqeVZkjTiLM9SGvWV5/JyKPDbLxX6HpRy8cWWZ0nSiPOnt5RGTU1NlIbAjLlz446SM/ruPE+c6FMGJUkjzvIspVEikaA6BIKTNlJmypQpjBkzJjnruaUlOXVDkqQRYnmW0qipsZHq7m43C6ZQCIGKigpau7uhqwt27Ig7kiQph1mepTTp7u6meccOZzyPgPLycnaeOJH8heueJUkjyPIspcnevXtp7+hwxvMIKC8vp/XQoeQvLM+SpBFkeZbSpHfShjOeU6+8vJwDBw9yauJEy7MkaURZnqU06RtTN348TJ4cc5rcUlFRAcDu8nLLsyRpRFmepTRpamqiMATKq6vjjpJz+mY9l5VZniVJI8ryLKVJIpGgoqiIYstzyvXNeh43DnbuhPb2mBNJknKV5VlKk6amJmrOnHG98wiYNWsWIQRai4shinxYiiRpxFiepTRpSiSojiLL8wgoKSlh5syZtJ45k3yjvj7eQJKknGV5ltLg8OHDHDl61BnPI6i8vJydR49CQQE891zccSRJOcryLKVBIpEAHFM3ksrLy2ndvTv5HyfeeZYkjRDLs5QGfWPqAHrGqim1ysvL2bVrF921tZZnSdKIsTxLadBbni+ZMQNGj445TW6qqKigo6ODg5WVsH079K5/liQphSzPUho0NTUxo6SEMY6pGzF9s56nTIHOTmhujjmRJCkXWZ6lNEgkEsn1zm4WHDF9s5577+y7aVCSNAIsz1IaNDU1UX36tJsFR1Bfee59w3XPkqQRYHmWRlhbWxv79u1Lbha0PI+YSZMmMX78eFpfeAFmz7Y8S5JGxIDKcwjhkyGEB0IIzSGEKITQMtgLhRBaer62v7+mDTq5lCWae9beOuN5ZIUQkrOed+6EBQtctiFJGhFFAzzuL4HDwLPApGFcrwH4Uj/vHx/GOaWM1jtpwxnPI6+8vJzW1la47jq47z7o7k4+NEWSpBQZaHmujqKoGSCEsBUYN8TrvRBF0T8P8WulrNQ347m4GGbOjDlNbisvL+epp55K3nlua4Pdu6FnLbQkSakwoFsyvcU5FUIIRSGECak6n5TpmpqamFRczJSqKu+CjrCKigpefPFF2nrv8Lt0Q5KUYun+Sf464CRwNIRwJITwDyEEb8UppyUSieRdZ5dsjLi+iRvjev5wzE2DkqQUG+iyjVTYBtxHct1zEfBG4EPAyhDC1VEU7U1jFiltEokEV3d2ulkwDSp6Hn2+89gxFkyb5p1nSVLKpa08R1F02zlv/X8hhN8C9wOfB/6wv68LIdwF3AUv31WSssXp06fZuXMnd3Z3e+c5DfrK886dcOml3nmWJKVcrAswoyj6EdACnFuszz7me1EULYuiaFlZWVnaskmpsGPHDrq7u5kLluc0mDlzJkVFRa8cVxdFcceSJOWQTNi91AI451k5qbGxEcBHc6dJYWEhs2fPfrk8v/QSHDgQdyxJUg7JhPJcA7wQdwhpJPSWZ+88p09lZeXLyzbApRsZ5PTp06xZs4Z77rmHSy65hM9//vNxR5KkQUt5eQ4hlIcQakMIxWe9N+U8x94DzAZ+keocUiZIJBJMLClh2sSJMHly3HHyQkVFxct3nsHyHLPjx4/zwAMPcOeddzJ9+nRuvvlmfvCDHzB+/Hg+97nP8b3vfS/uiJI0KAPaMBhCeA9Q0fPLMqAkhPDpnl/vjKLon846/B+B64EqkksyAN4bQvgg8Kue93qnbdwBNAGfHfLvQMpgjY2NzC0tJbhkI20qKirYu3cvndOnUzx+vBM3YrJx40Y+9alPsXbtWk6fPs3UqVN529vexh133MFNN91ESUkJt99+O3fffTfl5eXceuutcUeWpAEZ6LSND5IsxGf7Ys/rY8A/8dqeAm4E3kWyfAdgB/AV4K+iKDoywBxSVmlsbOSa7m7XO6dRRUUF3d3d7N6zh6oFC7zzHIMzZ87w7ne/m4MHD3LPPfdwxx13sGLFCoqKXvkj51/+5V94wxvewDvf+U7q6upYtGhRTIklaeAGVJ6jKHrjQE/Y37FRFP0euH3AqaQc0NHRQWtrK+8BqKmJO07eOHtcXdWCBfDrX8ecKP/8/d//PfX19fz0pz/lbW9723mPGz9+PA8++CDLly/ntttu48knn2T27NlpTCpJg5cJGwalnNQ3pq672/KcRq+a9bxvHxw9GnOq/HHixAk++9nPsmLFCt761rde8PhZs2bxy1/+kuPHj3Pbbbdx7NixNKSUpKGzPEsj5BWTNizPaTNnzhwANw3G5Jvf/Cb79+/na1/7GiGEAX3NFVdcwU9/+lOee+453vnOd9LZ2TnCKSVp6CzP0gixPMdj1KhRzJgxg5aWlpfLs5sG02L//v189atf5e1vfzsrVqwY1Ne+6U1v4t577+XXv/41d999N5EPt5GUodL2eG4p3zQ2NjJp1CimAMycGXecvNI3rq6qCkaN8s5zmnz+85+no6ODL3/5y0P6+g9+8IPs2LGDL33pS1RVVfHnf/7nKU4oScPnnWdphCQSieSYupoaKPBbLZ36ynNhIcyfb3lOg4aGBr7//e/z4Q9/mLlz5w75PF/84he58847+dSnPsWGDRtSmFCSUsOf6NIIaWxsZG4UuWQjBhUVFezatYvu7u7k0g2XbYy4T3ziE4wZM4bPfOYzwzpPCIFvf/vblJaW8rd/+7cpSidJqWN5lkZAe3s7ra2tzD1xwvIcg4qKCk6fPs3+/fuTEzdaWuDkybhj5ay6ujp+/vOf84lPfIKysrJhn2/SpEnceeed/OhHP+Kll15KQUJJSh3LszQCmpubiaKIuV1dUF0dd5y884pxdQsWQBTB9u0xp8pNURTxsY99jFmzZvGRj3wkZee95557OHXqFD/84Q9Tdk5JSgXLszQCEokEADXgnecYvGrWM7jueYQ88MADrF+/ni9+8YuMGTMmZeddtGgRK1as4Dvf+U5y+Y0kZQjLszQCHFMXr1eU57lzkxsHLc8pd/r0aT75yU+ycOFC3vve96b8/HfffTeJRIK1a9em/NySNFSWZ2kENDY2MmX0aKYUF0PPQzuUPuPHj2fy5MnJ8lxSklw646bBlLv33ntpbm7mq1/9KoWFhSk//zve8Q7KysrcOCgpo1iepRHQ2NjI3DFjknOGixynHoe+cXWQXLrhneeUOn78OF/4whdYuXIlt9xyy4hcY9SoUXzoQx/iwQcffPmfpSTFzPIsjYBEIkGNY+pi9YryvGABNDaCj31OmV/84hccOnSIz372swN+DPdQfPjDHwbgu9/97ohdQ5IGw/IspVh7ezu7du1iblub5TlGveU5iqJkeT5zBno2cmr4Vq9ezcUXX8zrX//6Eb1OeXk5q1at4r777qOjo2NEryVJA2F5llKsqakpOabu9GnLc4wqKys5ceJEck6wEzdSqr29nf/4j//gP/2n/0RBGp6eeffdd3Pw4EF+8pOfjPi1JOlCLM9SivWOqXPSRrxeMXGjtjb5ppsGU+Lhhx/mxIkTvPWtb03L9W666Sbmzp3rxkFJGcHyLKVY75g6ZzzH6xXleexYqKjwznOKrF69mgkTJnDDDTek5XoFBQX80R/9EevWrWPDhg1puaYknY/lWUqxxsZGppaWMrmwMFnYFItXlGdIrnu2PA9bV1cXP//5z3nzm99MSUlJ2q77/ve/n9LSUr7zne+k7ZqS1B/Ls5RifWPqKiqSM4YVi6lTpzJmzJhXlueGBvBpdcOybt06Dh48mLYlG70mT57MnXfeyf33359cxy5JMbE8SymWSCSS652rq+OOktdCCK+e9XzqFDgveFh+9rOfUVJSwq233pr2a999992cOnWKH/7wh2m/tiT1sjxLKXTq1CnH1GWQiooKWlpakr9YsCD56tKNIYuiiNWrV3PTTTcxYcKEtF9/8eLFXHPNNfyf//N/6PZPECTFxPIspVBTUxMANe3tlucM8KoHpYATN4Zh69atNDc3c8cdd8SW4Z577qGxsZG1a9fGlkFSfrM8SynUO2nDMXWZoaKigkOHDtHW1gZTpsBFF8G2bXHHylo/+9nPCCFw++23x5bhHe94B2VlZdx7772xZZCU3yzPUgo54zmzvGrixqJFsHFjjImy2+rVq1mxYgUXXXRRbBlGjRrFu971Ln71q19x8uTJ2HJIyl+WZymFGhsbKRs7lokhwCWXxB0n772qPC9ZAlu3go95HrSdO3eyYcOGWJds9Lr99ts5deoUDz/8cNxRJOUhy7OUQo2NjdSMGQOzZ8Po0XHHyXv9luczZ5IFWoOyevVqgIwoz9dffz3jx4/nF7/4RdxRJOUhy7OUQo2NjS7ZyCAzZsygqKjoleUZ4Jln4guVpVavXs3ll19OTQb8f7ukpIRbbrmFBx980KkbktLO8iylyMmTJ9mzZw9zT560PGeIwsJC5syZ83J5rqqCSZPg2WfjDZZlXnzxRX77299mxF3nXqtWrWLfvn086z9LSWlmeZZSpHdMnTOeM8srxtWFkLz7bOEalN47vOl+quBrefOb30xBQYFLNySlneVZSpHeMXU1YHnOIK8oz5Asz5s3Q2dnfKGyzOrVq5kzZw6LFy+OO0qfadOmsWLFCv7t3/4t7iiS8ozlWUoRZzxnpoqKCvbu3cvp06eTbyxZkpy24ZMGB6StrY2HHnqIO+64gxBC3HFeYdWqVWzcuJFdu3bFHUVSHrE8SymSSCSYPnYsE8AxdRmkoqKCKIrYvXt38g03DQ7Kr3/9a9rb2zNqyUavVatWAcllJZKULpZnKUUaGxuZO3YsXHwxjBsXdxz1eNW4urlzk/98XPc8IKtXr2by5Mlcd911cUd5ldraWqqrq133LCmtLM9SijQ2NjI3BJdsZJjKykrgrPJcUACLF1ueB6Czs5Nf/OIXrFq1iqKiorjjvErvo8IfeeQRTpw4EXccSXnC8iylQFtbG3v37qXGMXUZZ86cOYQQXr1pcONG6OqKL1gWqKur46WXXsrIJRu9Vq1aRUdHB2vWrIk7iqQ8YXmWUqBvTN3x45bnDFNSUsKMGTNeXZ5PnoTt2+MLlgV+9rOfUVpays033xx3lPO69tprmThxoks3JKWN5VlKASdtZLZ+x9WBSzcu4Fe/+hU33XQTY8aMiTvKeRUXF/MHf/AH/PKXv/Rpg5LSwvIspYAznjNbRUUFLS0tL79RWwulpZbn17B//34SiQTXX3993FEu6Pbbb+fAgQOsX78+7iiS8oDlWUqBxsZGLho3jvEA1dVxx9E5Kioq2LVr18t3JouK4MorLc+voa6uDiAjp2yc69Zbb6WwsNClG5LSwvIspUAikWDuuHEwbRpMmhR3HJ2joqKCzs5O9u3b9/KbS5bAhg3gH/X3q66ujjFjxmTUUwXPp3eUnk8blJQOlmcpBRxTl9leNesZkuX52DHo2eypV6qrq+Oaa66huLg47igDsmrVKrZu3frK5TmSNAIsz9IwnThxgn379jH31CnLc4Y6b3kGl2704+jRo2zatIlrr7027igD1vu0QZduSBpplmdpmHrH1NUcOWJ5zlD9lufLLoPiYstzP9atW0cURVmx3rnX3Llzqa2ttTxLGnGWZ2mYHFOX+caNG8eUKVNeWZ5LSmDhQstzP+rq6igqKmL58uVxRxmUVatW8eijj3Ls2LG4o0jKYZZnaZi29zxoYy44aSODvWrWM8DSpcnyHEXxhMpQdXV1LFmyhLFjx8YdZVBWrVpFZ2cnDz30UNxRJOUwy7M0TA0NDZRPnsxY8M5zBuu3PC9ZAocPw7nv57GOjg7Wr1+fVUs2el1zzTVMnTrVpRuSRpTlWRqm+vp6aseNg4kTYerUuOPoPHrLc3T2XWY3Db7KU089RUdHR1aW56KiIt785jfz7//+73R1dcUdR1KOsjxLwxBFEQ0NDSwoKEjedQ4h7kg6j4qKCtra2jh8+PDLby5cCIWFluez9D4cJZsmbZxt1apVHDp0iHXr1sUdRVKOsjxLw7B7927a2tqoPXnSJRsZrt+JG6WlcOmlluez1NXVcemllzI1S/8U5eabb6awsNB1z5JGjOVZGoaGhgYAFhw+bHnOcP2WZ0huGnzmGTcNAl1dXfz+97/PyiUbvSZOnMhVV13FI488EncUSTnK8iwNQ319PQC1XV2W5wx33vK8ZAkcOAB798aQKrNs3bqVY8eOZe2SjV433ngj69ev5/jx43FHkZSDLM/SMDQ0NDBp3Dimg+U5w02dOpUxY8b0X57BpRu8vN45m+88A6xcuZIzZ87w29/+Nu4oknKQ5VkahoaGBhaUlRHA8pzhQghUVVWxY8eOV35w5ZXJjZ6WZ+rq6pgzZ07fXfpstWLFCkaNGsXDDz8cdxRJOcjyLA1DfX09taNGJcfUXXRR3HF0AdXV1X2PU+8zbhzMn5/35TmKIurq6rL+rjPA6NGjef3rX++6Z0kjwvIsDdGRI0fYv38/Czo7YcECx9Rlgd7yHJ27ObB302Aea25uZt++fTlRniG5dGPTpk0cPHgw7iiScozlWRqi3kkbtYcOJcedKeNVV1dz6tQp9u3b98oPliyBPXvghRfiCZYBcmW9c6+VK1cC8Jvf/CbmJJJyjeVZGqK+8nzkSPLOszJedXU1wKuXbvRuGtywIc2JMkddXR1TpkxhQY78f3np0qVMmDDBdc+SUs7yLA1RfX09JcXFVIHlOUuctzwvWpR8zeN1z3V1dVx77bUUFOTGj4WioiKuv/561z1LSrnc+LekFIOGhgbmlpVRBJbnLFFRUUFBQcGry/OkSVBdnbfl+YUXXqCxsTFnlmz0WrlyJYlEgtbW1rijSMohlmdpiOrr61kwbhyMHg1ZPtorX5SUlFBeXv7q8gx5vWnwd7/7HUDWPxzlXL3rnl26ISmVLM/SEHR0dNDc3Extd3dyzFlhYdyRNED9jquD5LrnlhY4fDjtmeJWV1dHaWkpS3rXfueIyy67jOnTp1ueJaWU5VkagqamJrq6uljgZsGsc97yvHRp8nX9+vQGygB1dXUsX76ckpKSuKOkVAiBG2+8kUceeeTV4wklaYgsz9IQ1NfXA1D74ouOqcsyNTU1HDp0iKNHj77yg2uugeJiyLMNZseOHWPjxo05t96518qVK9m3b1/fdBxJGi7LszQEvT+I54N3nrPMeSdujB2bLNB59kf869ato7u7O6fLM7juWVLqWJ6lIaivr6d86lTGguU5y5y3PAOsXJmc9XzoUJpTxaeuro7CwkKWL18ed5QRUVVVRVVVleVZUspYnqUhaGhooHbixORGwblz446jQbjkkkuA1yjPUQR59FS6uro6lixZwrhx4+KOMmJuvPFGHn30Ubq6uuKOIikHWJ6lQeru7qahoYEFBQXJ2cA5tskq140fP57p06f3X56vvhrGjcubpRsdHR2sX78+Z5ds9Fq5ciVHjhxhQx4/QVJS6gy4PIcQPhlCeCCE0BxCiEIILUO5YAjhvSGEDSGEUyGEF0II94UQyoZyLikOe/bsoa2tjdoTJ1yykaXOO3GjuBje8Ia8Kc/PPPMM7e3tOTff+Vw33ngj4LpnSakxmDvPfwncCDQBLw3lYiGEjwL/ABwF/hj4LvCfgUdDCGOHck4p3XonbSw4eNDynKXOW54BbroJGhth1670horB448/DuTew1HOddFFF3HZZZdZniWlxGDKc3UURVOjKHoTsHewFwohTAP+AngKWBlF0feiKPoM8F+AS0mWaSnj9U7aqO3qckxdlqqurmbXrl10dHS8+sOe6Qz5cPf5ySef5JJLLqGsLPf/8G/lypX87ne/6/+fuSQNwoDLcxRFzcO81h3AGOBvoijq27URRdEvgGbgvw7z/FJaNDQ0MGnsWKaDd56zVHV1NVEUsWPHjld/ePnlUFaWF+V5/fr1XH311XHHSIuVK1dy6tQpnnjiibijSMpy6dwweFXP67p+PnsCqA0h5O52b+WM+vp6FkydSgCorY07jobgNcfVFRTAjTcmy3MOP5Vu//79tLa25k15vv766ykoKHDphqRhS2d5ntnzuqefz/YA4axjpIzV0NBAbXExzJmTnMygrPOa5RmSSzf27YMcfird+p7HkKelPHd2wpYt8E//BB/7WHJd+UUXwcKFcNdd8MMfwvbtI/ofKxMnTmTZsmWWZ0nDVpTGa43pee1vwVn7Ocf0CSHcBdwFUF5ePjLJpAE6cuQI+/fvZ8GsWXDZZXHH0RBNnz6dsWPHvnZ5huTd5xxdmrN+/XoKCwtZsmTJyFzg4YfhRz+CjRth61Y4fTr5/ujRyaUxt92W/A+UBx6A738/+dmUKcmnPF5zDVx/Pbz+9RBCyiKtXLmSr33taxw/fpzx48en7LyS8ks67zyf7Hkd1c9no885pk/PxsJlURQty4dNLcpsfZsFX3wxZ0tVPgghvPbEjUsugcrKnF73vH79eq644gpKS0tTe+LGRrj99uTd5dWrYdo0+OM/hvvvh23b4PhxeOop+Pu/h//4j+TTHLdtg/vug7e+FZqb4dOfhuuug7e8BVpaUhZt5cqVnDlzhrq6upSdU1L+SWd57p3QMaufz2YBEUOY4iGlU++YutqODstzlqupqTl/eYbk3eff/AZy8Kl03d3dqd8seOQI/OmfJv9E5tFH4a/+CvbsgYcegq9+Fd797uR0mqJz/sCzoCD5/gc/mCzQzz0Hhw/DN74Bjz2WPN/Xvw5nzgw74ooVKxg1apRLNyQNSzrL81M9r9f089nrgO1RFJ1IYx5p0BoaGigpKqIKLM9Zrrq6mh07dtDd3d3/ATfdBEePwjPPpDdYGjQ2NnL06NHUlOczZ+Dee5OPqf9f/wve9z54/nn4+MeTSzSGYvJk+JM/SRbplSvhz/4Mrroqecd6GEpLS1mxYoXlWdKwjEh5DiGUhxBqQwjFZ739c+AU8D9CCIVnHbsKqAbuH4ksUirV19czd9q05GYBZzxnterqajo6Otizp789zCQnbkBOLt3o3Sz4ute9bngnevhhWLwY/uiPkt8PzzyTXL988cUpSAmUl8PPfw4/+Qm88AIsX55cAnL8+JBPuXLlSjZt2sSLL76YmoyS8s5gHs/9nhDCp0MInwbKgIm9vw4hvOecw/8RqOesJRpRFB0E/idwNbA2hHBXCOHzwI+BBuBbw/y9SCOuoaGBBaWlyXWc06bFHUfDcMGJG9OnJ6dB5Gh5HjduHLVDHbUYRfAXf5G8O9/Wliy3jz6aLNKpFgK8/e1QXw8f/jD8zd8ki/pDDw3pdDfccAMAjz32WCpTSsojg7nz/EHgiz1/TQcmnfXrDw7kBFEUfQP4ADAF+N/AHwH/Clzvkg1luo6ODpqbm6k9c8YlGzngguUZkksGfv97aG8//zFZ6Mknn2TZsmUUFhZe+OBzdXXB3XfD//yf8J73JJdWvP3tKZ2K0a+JE+Fv/xYefxwmTUpuJvy//3fQp1m2bBljxozh0UcfTX1GSXlhME8YfGMUReE8f73xPMe29HOeH0ZRdGUURaOjKJoeRdF/i6LowPB/K9LISiQSdHV1seDwYctzDpgzZw5FRUUXLs/t7cnCliM6OjrYuHHj0JZstLfDO9+ZXOP88Y/DP/zD0Nc1D9Xy5cn/oLnqKnjXuwZdoEtKSrj22mv5zW9+M0IBJeW6dG4YlLJa35i6tjbLcw4oKiqisrLytcvzG94AhYU5tXRj06ZNdHZ2Dn6z4Esvwc03J8fPfetbyWkaI323+XwmTIBf/WrIBfqGG25g27ZtHDjgfRtJg2d5lgaod0zdfLA854jXnPUMyZJ29dU5VZ6ffPJJYJBPFty9Ozl3+ckn4cc/Tm7ai9swCnTvumeXbkgaCsuzNEANDQ2UT5nCWLA854gLlmdILt146qnk2LocsH79embMo5fcTgAAIABJREFUmMGsWf2N3O/Hc8/BihXQ2pp8qMm73jWyAQdjiAV6yZIljBs3zvIsaUgsz9IA1dfXUztuHIwbB3PmxB1H/3979x0fVZX/f/x10iihhd4EKVICoUgoigjBRBARsLCKBQvFsqsruiq46lpYG2JZ9GdhsXcUC5YvJYgipBCB0EJbhNB7SQgtyfn9cZPQEpgkk9xJ5v18POYxk5l773wykMk7dz7nHC9o0aIF+/fvZ+/evQVvFB0N2dnOgh3lQGJiIt27d8d40nKxYAFccgkcPw6//XZi+j5fUoQAHRwcTK9evdT3LCJFovAs4oHs7GxnmjqANm3c6/UUr8qdcWPdunUFb9SjB1SqVC5aN/bt28eaNWs8a9lYsgT694c6dSAuDjp1KvkCi6oIAToqKopVq1axbdu2UihQRMoThWcRD2zevJmMjAzaHDyolo1yxKPp6ipUcPp9y0F4XpizQt85w3NqKgwY4EwPFxsL559f8sUV1+kBeubMs26uvmcRKSqFZxEP5M600Xb/foXncqR58+bAOcIzOH3PK1ZAGT9LmZiYiDGGyMjIgjfatw+uuAIyMpwe58aNS6/A4soN0G3bwo03wqZNBW7aqVMnqlWrpvAsIoWm8Czigbxp6kDhuRypXLkyDRs29Cw8A8yZU/JFlaDExETatGlD9erV89/gyBEYMgTWrXOmpGvfvnQL9IZq1WDqVDh6FG64wenXzkdQUBCXXnqp+p5FpNAUnkU8kJKSQo3KlakLCs/ljEczbnTqBGFhZbp1w1pLQkJCwS0b2dlw663OwMD334c+fUqzPO9q3Rr++19nwOO4cQVuFhUVxdq1a9myZUspFiciZZ3Cs4gHVq1aRdsaNTDBwZDTJyvlg0fhOTDQOfv888+QmVk6hXlZamoqO3fuLDg8P/wwfPklvPgiDBtWusWVhOuvh7/+FSZOdM6i5yO371lnn0WkMBSeRTyQkpJCm8BAaNUKgoLcLke8qEWLFmzdupXDhw+ffcNbboHt2+HHH0unMC9LTEwEChgs+NprTsj829/gH/8o5cpK0MSJEBkJt90G69ef8XDHjh0JCwtTeBaRQlF4FjmHPXv2sGPHDtoePqyWjXIod8aN9fmEq1MMGAANG8I775RCVd6XkJBAhQoV6NChw6kPfPUVjBkDV1/tLLtdnqZhrFDBOZtuDAwd6vR0nyQgIIBLL71UgwZFpFAUnkXOITk5GYCOe/YoPJdDHk1XB84nDiNGOK0bqamlUJl3JSYm0rlzZ0JCQk7cuWAB3HyzM5f1J5847SnlTbNm8MEHsGgRPPDAGQ9HRUWxfv16Usvgv6mIuEPhWeQcli5dCkBHaxWeyyGPwzM44RlgypQSrMj7MjMz+eOPP05t2di8Ga65xpmK7vvvnYVgyqtBg+Chh+DNN+Gzz055SH3PIlJYCs8i55CcnEy96tWpBwrP5VDNmjWpXr26Z+G5aVNn1b0pU8rUwMGVK1eSkZFB9+7dnTsOH3baNA4dgu++g9q13S2wNPz7385S46NGQc7UkwDt27enVq1aCs8i4jGFZ5FzSE5OpmPt2k7fZOvWbpcjXmaM8WzGjVyjR8OWLU77RhmRkJAA5AwWtNb5HpKS4OOPoV07l6srJcHB8Pnnzhn2oUOdeaBx+p579+6tvmcR8ZjCs8hZHD9+nBUrVtAhKMhZorg8f7TtxwoVnq+8Eho0KFMDBxMTEwkLC3NaVF55xQnNTz0Fgwe7XVrpatTI6X9evhyeey7v7qioKDZu3Miff/7pYnEiUlYoPIucxerVqzl27BgdMzIgPNztcqSEtGjRgg0bNpCVlXXujYOD4fbb4aefnL7hMiAxMZFu3bphZs92en+vvhoee8ztstwxYADcdBM8+6yz5DrqexaRwlF4FjmLvJk2tm9Xv3M51qJFC44fP86mTZs822HkSGdFvnffLdnCvCA9PZ3ly5fT/YILnIVDwsOds68Bfvz2/8orzjLeI0dCVhbh4eHUqVNH4VlEPOLH754i57Z06VJCgoNpc/w4dOzodjlSQnJn3Fi3bp1nOzRrBpdf7iwB7cnZahctWrSI7Oxsun3/vXPHt99C1aruFuW2OnWcOa3j4+HNNzHG0KdPH3755RestW5XJyI+TuFZ5CySk5MJb9CAYIALL3S7HCkhLVu2BDycri7X6NGwaRPMmFFCVXlHYs5gwa6bNjkLhmh5ecdNN0G/fjBuHGzaRFRUFFu2bCnc/wER8UsKzyJnkZycTMfQUGegoGbaKLcaNWpEhQoVChecBg2CevV8fuBgwvvvcz5Qd+JEiI52uxzfYQy89ZbTfnPPPUT16QOo71lEzk3hWaQAO3fuZPv27XQ4etRp2SiPq68J4ExX1qxZs8KF59yBgz/84Exd54u++ILElSvp3rQp3H+/29X4nvPPh/Hj4YcfaJ2cTP369RWeReScFJ5FCpA3WHDbNrVs+IFCTVeXK2fAGe+9VzJFFUdcHNuHDycV6Hb33c6ZVjnTffdB166Y++6jz0UXqe9ZRM5J4VmkAHnLch8+rPDsB3LDc6GCU4sWTiuErw0cXL8eBg8moWZNAHr06uVyQT4sMBAmT4Z9+4javp3t27ezZs0at6sSER+m8CxSgOTkZBqGhVEbFJ79QIsWLUhPT2fXrl2F23HUKNi4EWbNKpnCCmv/fmchl8xM4q+6iqCgIDp37ux2Vb6tY0d4+GGi4uIA9T2LyNkpPIsUIDk5mY5hYU5vq78sYezHCj1dXa4hQ5ypzyZPLoGqCun4cbjuOvjf/2DaNOLXrqVTp05U0sqY5/b447S84AIaBQYSO3Om29WIiA9TeBbJx7Fjx0hJSaFjdjZEREBIiNslSQkLz1lBckXOqnMeCwmB226D77+Hbdu8X5inrIW774bYWJg8maxevVi4cCHdu3d3r6aypGJFzOTJRGdlMefnnz1bbVJE/JLCs0g+UlJSOH78OB127VLLhp9o2rQpVapUYdmyZYXfedQoyMyEZ57xfmGemjABpkyBf/4Tbr2VFStWcOjQIXr06OFeTWVN797E9OrF3iNHWPzdd25XIyI+SuFZJB95gwUPHVJ49hMBAQG0a9eO5cuXF37nCy6AMWPgzTdh6lTvF3cuX38NjzziLL/99NMAJOQsjqLwXDjRr78OwKzHHnO5EhHxVQrPIvlITk6mQnAwrUDh2Y9ERESwbNmyok1V9vzz0L07jBgBhe2bLo74eLj5ZujRw5kyLyAg5+54atWqldfLLZ6p16EDHRo0YFZKCqj3WUTyofAsko/k5GTa165NUGAgdOjgdjlSSiIiIti9ezc7duwo/M4hIfDFFxAUBEOHwpEj3i/wdLNnQ0wMNGwI333nrISZIyEhge7du2M0v3OhxVx/PfOBjPvucwZhioicROFZ5DTWWmemjcBAaNv2lEAi5Vv79u0Bita6AdC0KXz4ISxZUvIr+n3+OQwY4KyS99tvULdu3kMHDhxg5cqVGixYRDH9+3MMmLd6tdOKIyJyEoVnkdNs376dXbt20fHgQbVs+JmIiAiAog0azDVwIDz8MLz9Nnz2mZcqO81rr8GwYU6rxrx50KjRKQ8vXLgQa636nYuoV69ehISEMKtpU/jXv2D3brdLEhEfovAscprcZbk7KDz7nTp16lC3bt2in3nONX489OwJo0fD6tXeKQ6c6ejGjXPOal99NcyYATVqnLFZ7mDBbt26ee+5/UjlypXp2bMnsypUgLQ0eOIJt0sSER+i8CxymryZNkDh2Q/lDhosluBgp62iYkWn/zkjo/iFHT8Od9zhDEy8805nVo8CWori4+Np06YNNfIJ1uKZmJgYlq5Zw47bb3c+Rch5XxARUXgWOU1ycjLnVa9OGECnTm6XI6UsIiKCFStWkJ2dXbwDNW4MH30Ey5bBffcV71gZGc6Z5vffhyefdPpwAwPz3dRaS0JCglo2iikmJgaA2V27QlgY/P3vzpl/EfF7Cs8ip0lOTqZjpUrQqhVUrep2OVLK2rdvT0ZGBn/++WfxD9a/Pzz6qLN4yUcfFX5/ayEuDvr2hZ9/dkLzv/4FZ5lB488//2TXrl0aLFhMnTt3pmbNmsyOi3MWv5k7F6ZNc7ssEfEBCs8iJzly5AirVq2iY0aGWjb8lFcGDZ7sqaegd2+4/Xa44grn7PH+/Wff5+BBJyh36gQXXwwpKU6bxl13nfPp4uPjAS2OUlyBgYH07duXWbNmYUeOhIgI+Mc/4PBht0sTEZcpPIucZOXKlWRlZWmwoB8LDw8HijFd3emCgpwVAB98EFatckJ0vXowaBB88okzIC3X4sVOP3PDhnDPPU5rxjvvwJYtcM01Hj1dQkIClStXzpt2T4ouJiaGLVu2sGrdOmeGkw0b4OWX3S5LRFym8CxyEg0WlCpVqtC8eXPvnXkGqFULXngB1q+HhAT429+coHzzzc78zNdc46xOeOGFTnvH9ddDYiL88QeMGgVVqnj8VPHx8URGRhIUFOS9+v1Ubt/zrFmzICoKrr0Wnn3W+WNGRPyWwrPISZKTk6kUHExLgM6d3S5HXBIREeG9M88nMwa6dYOJE2HjRpg/35nOLjERDh2C//wHtm51eqS7dj1rb3N+jh49ypIlS9Sy4SXNmjWjRYsWTngGmDABMjM1dZ2In1N4FjlJcnIyEVWrEnj++VCzptvliEvat2/P6tWrOXr0aMk9SUCA08/82muweTMsXw733pvvvM2eWrx4MceOHdNgQS+KiYlh7ty5HD9+HJo1c/6N3ntPU9eJ+DGFZ5EcectyZ2aqZcPPRUREkJWVxapVq9wupVByF0fRmWfviYmJIT09Pe+15Z//dP7AefhhdwsTEdcoPIvk2LJlC3v37tWy3JI32K5EWjdKUHx8PI0bN6Zhw4Zul1JuREVFERAQcKJ1IywMHnvMWd1x5kx3ixMRVyg8i+TIHSzYARSe/VyrVq0IDg727qDBUhAfH6+zzl4WFhZGZGTkifAM8Ne/Oi0cDz0EWVnuFScirlB4FsmRnJwMKDwLBAcH06ZNmzJ15nnHjh1s2LBB/c4lICYmhsTERA4cOODcUaECPPec0/dclMVvRKRMU3gWyZGcnMz5oaFUb9jQmYdX/FpERESZOvOsfueSExMTQ1ZWFr/88suJO//yF2fmlMcec5ZPFxG/ofAskiM5OZmOAQE66yyAE55TU1NPnG30cQkJCQQFBXGh/v963UUXXURoaCizZ88+cacx8NJLzpzPr7ziXnEiUuoUnkWAw4cPs2bNGjqmpSk8C3Bi0OCKFStcrsQz8fHxdOjQgcqVK7tdSrkTEhJC7969T+17BujVC4YMcRbA2bnTneJEpNQpPIvgzKqQnZ2tlQUlT0REBECZaN3Iyspi4cKFatkoQdHR0axZs4bU1NRTH3j+eadt46mn3ClMREqdwrMImmlDztSkSROqVq1aJgYNpqSkkJaWpsGCJeiUpbpP1ro13HUXvP02lLF5wUWkaBSeRXD6nUODgmheqxY0bux2OeIDjDG0b9++TJx5jo+PBzRYsCS1a9eOBg0anBmeAf71L6hcGcaOLf3CRKTUKTyL4Ay26lKxIgFdujgDgUQ4MeOGtdbtUs4qISGBsLAwLrjgArdLKbeMMURHRxMbG0t2dvapD9apA+PGwXffwW+/uVOgiJQahWfxe4cPH2bRokVclJGhlg05Rfv27dm7dy/bt293u5Szio+Pp3v37hj94VeiYmJi2L17N4sXLz7zwfvvdz61+sc/4PRwLSLlisKz+L0//viDzMxMLs7OVniWU5SFQYNpaWmsWLFCLRuloH///gQEBPD999+f+WClSjB+PCxcCF9+WfrFiUipUXgWvxcXFwdAD1B4llPkTlfny4MGFy5ciLVWgwVLQZ06dejZsyfffvtt/hvcfDN07Oi0cBw9WrrFiUipUXgWvxcXF0eLatWoW60aNGvmdjniQ2rXrk39+vV9+sxz7mDBbt26uVyJfxg8eDBLly7lzz//PPPBwECYMAE2bIA33ij12kSkdCg8i1+z1hIXF8dFxsDFF0OAfiTkVL6+TPfvv/9OmzZtqFmzptul+IXBgwcD8N133+W/QUwM9OvntHDs21eKlYlIaVFSEL+2ceNGtm/fzkUHDkCfPm6XIz6offv2rFy5kqysLLdLOcOxY8f47bff6Nu3r9ul+I2WLVvSrl27gsMzwIsvwv798O9/l15hIlJqFJ7Fry1YsACAi0DhWfIVERHB4cOHWb9+vdulnCExMZFDhw5x2WWXuV2KXxk8eDDz5s1jz549+W/QoQPceitMmgT5tXeISJmm8Cx+LS4ujtCgICJCQzVYUPLly4MG58yZgzGGPvrDr1QNGTKErKwsfvzxx4I3euYZpwf6scdKrzARKRUKz+LX4uLi6BYSQlCvXhAc7HY54oPCw8Mxxvhk33NsbCydO3dWv3Mp69KlCw0bNjx760bjxjBmDHz6KSQllV5xIlLiFJ7Fb2VkZJCcnOwsjqIzd1KA0NBQmjdv7nNnng8dOkRcXJxaNlwQEBDA4MGDmTFjBocPHy54w0cecVYffOgh8PFVKkXEcwrP4reSkpLIzMxUv7Ocky/OuDF//nyOHz+u8OySwYMHc+jQIWJjYwveqFo1+Ne/YO5cOFuLh4iUKQrP4rfyFkdRv7OcQ0REBGvXruXIkSNul5InNjaW4OBgLrnkErdL8Ut9+vShatWqZ2/dABg9Glq1gocfhszM0ilOREqUwrP4rbi4OC4ICaG2+p3lHNq3b09WVharVq1yu5Q8sbGx9OjRg9DQULdL8UsVKlRgwIABfP/992efxjA4GJ5/HlJS4N13S69AESkxHodnY0yAMWaMMWaVMeaIMWaTMWaiMcajd25jjC3gkl708kWKxlrLgt9/5+Jjx9SyIecUEREB4DOtG/v27WPRokVq2XDZ4MGD2blzJwkJCWffcMgQ6NkTnngC0vUrT6SsK8yZ51eAl4GVwL3AVOA+YLoxxtPjzANuOe0yohA1iHjF+vXr2bVnj/qdxSMtW7YkJCTEZwYNzp07F2utFkdx2YABAwgODj5364Yx8NJLsGOHs4CKiJRpHoVeY0w7nMA8zVp7jbV2srX2AeABIAq4wcPnW2+t/fi0yxdFK12k6HL7nS+qVEn9znJOwcHBtG3b1mfOPMfGxlK5cmW6d+/udil+rXr16vTp04dvv/323Bv36AE33AATJkBqaskXJyIlxtMzxsMAA7x62v2TgQzgZk+f0BgTYoyp4un2IiUhLi6OqgEBtLv0UvU7i0c6depEUlIS2dnZbpfCnDlzuPTSSwkJCXG7FL83ePBg1qxZ41k//PPPO9fjxpVsUSJSojwNz12BbCDx5DuttUeAJTmPe+I6nLCdZozZaYyZZIyp7mmxIt4SN28e3bKzCYyKcrsUKSOioqLYtWuX62eft27dSkpKilo2fMSgQYMAPDv73LQp/OMfzsIp8fElXJmIlBRPw3NDYLe19mg+j20BahtjznUKJBF4EidA3wrMAf4GzNOZaClN6enpLF2xQv3OUijR0dEAzJ4929U65syZA6DBgj7ivPPOo0uXLufue871yCPQoAHcf78WThEpozwNz5WB/IIzwJGTtimQtba7tfYla+231toPrbU3AP8EIoC/F7SfMWa0MSbJGJO0a9cuD8sVKdjChQvJys7m4ooV1e8sHmvUqBFt27b1ifBcs2ZNOnXq5GodcsLgwYNJSEhg27Zt5964ShV49llISIDPPiv54kTE6zwNzxlAhQIeq3jSNoU1ATgGXFnQBtbad6y1kdbayDp16hThKUROlbc4Ss+e6neWQomOjua3337j6NGCziWULGstsbGxREVFERCgafp9xZAhQ7DWMn36dM92GD7c+cP9kUcgoyi/OkXETZ6++27Fac3IL0A3wmnpOFbYJ7fWHs89dmH3FSmquLlzaQOExcS4XYqUMdHR0WRkZOT9AVba/ve//5Gamqp+Zx/Tvn17mjVr5nnrRkAAvPoqbN7sTGEnImWKp+F5Yc623U6+0xhTEegEJBXlyXP2bwzsKMr+IoVlrSU+Pl79zlIkffr0ITAw0LXWDfU7+yZjDEOGDGH27NmkpaV5tlOvXjB0KLzwAmzZUrIFiohXeRqevwAscP9p94/C6XX+JPcOY0wLY0ybkzcyxtQq4LjPAEGAh591iRTPunXr2J2WxkUVKqjfWQqtWrVqdO/e3bXwHBsbS6NGjWjVqpUrzy8FGzx4MMeOHWPGjBme7/TCC5CVBY8+WnKFiYjXeRSerbXLgDeAa4wx04wxI40xE3FWHPwV+PSkzWOBlNMO8ZgxJs4Y86wx5i5jzD+MMXOAfwAJwKRifyciHshbHCUyUv3OUiTR0dEsXLiQffv2lerzZmdnM2fOHPr27YsxplSfW86tZ8+e1KxZ07Mp63I1awZjxsCHH8LChSVXnIh4VWFGnNyPE3bb4QTpG3BC70Br7blWDZgLHMSZou5V4CmgJs5sG32stYcLV7ZI0SyIjaUaEH5lgWNURc4qOjqa7Oxs5s6dW6rPu3z5cnbv3q2WDR8VFBTEkCFD+O6770hPT/d8x3HjoF49J0Rr6jqRMsHj8GytzbLWTrTWtrbWVrDWNrLWPmCtTT9tu/Ottea0+76z1vbL2aeitTbUWtvJWvtszkIrIqUi7tdf6QEEaMCVFFGPHj2oUqVKqbduxMbGAmiwoA+74447SE9P58svv/R8p2rV4N//hvnzYerUkitORLxGcx2J30hLS2N5aioXBQer31mKLDg4mN69ezNr1qxSfd7Y2FguuOACzjvvvFJ9XvHcxRdfTOvWrZkyZUrhdrztNujUCR56SFPXiZQBCs/iNxITE8m2los6dFC/sxRLdHQ0a9euZePGjaXyfMePH+fXX39Vy4aPM8YwcuRIFixYQErK6UN/ziIwEF57DVJTnQVURMSnKTyL34jLOVPYfeBAlyuRsi4mZ47w3FaKkpaUlER6errCcxkwfPhwgoKCCn/2+dJLncVTXnwRVq8umeJExCsUnsVvxM2cSThQ44or3C5Fyrjw8HDq169fan3PuSE9KiqqVJ5Piq5u3boMGjSIDz74gGPHCrl22IsvQmgo3HOPBg+K+DCFZ/EL2dnZxK1cycVBQep3lmIzxhAdHc3s2bPJzj7XZEPFN2fOHDp16kStWgVNmS++ZMSIEezevdvz5bpz1avntG3MmQOff14yxYlIsSk8i19Ys2YN+44e5aI2bdTvLF4RExPDrl27WLZsWYk+z+HDh1mwYIFaNsqQfv360ahRI/773/8WfufRoyEyEh54AA4c8H5xIlJsCs/iF2ZNmwZAb7VsiJfkhtmSbt2YMWMGR48eJTo6ukSfR7wnMDCQ22+/nRkzZrBp06bC7gxvvgk7dsATT5RMgSJSLArP4hd++uwzWgMtrr/e7VKknGjUqBFt27Yt8Snr3n77bRo1aqTwXMbccccdWGt57733Cr9zZCTcfTe8/josWuT94kSkWBSepdzLyMjgl5UrGVCtmvqdxauio6P57bffOHr0aIkcf/369cyYMYNRo0YRFBRUIs8hJaNZs2ZcdtllvPvuu0Xri//3v6F2bSdEl0JfvYh4TuFZyr1fvvuOo9nZXNG/Pxhz7h1EPBQTE8Phw4eJi4srkeNPnjyZgIAARo4cWSLHl5I1cuRINm7cWLQpDWvUgIkTITERitI7LSIlRuFZyr2f3nmHysClDzzgdilSzvTu3ZvAwMAS6Xs+evQoU6ZM4aqrrqJRo0ZeP76UvCFDhhAWFlb4OZ9z3XQT9O4NY8fCrl3eLU5EikzhWco1ay0/xccTHRpKhW7d3C5Hyplq1arRvXv3Eul7/uabb9i1axd33323148tpaNixYrccsstfPPNN+zZs6fwBzAG/t//g7Q0ePhh7xcoIkWi8Czl2qoFC9hw5AgDevVSy4aUiJiYGJKSkti3b59Xj/vWW2/RvHlzDRQs40aMGMGxY8f4+OOPi3aA8HB48EF4/32YN8+rtYlI0Sg8S7n286uvAnDF3//uciVSXkVHR5Odnc3cuXO9dsyUlBR+/fVX7rzzTgIC9DZdlnXo0IGuXbvy3//+F1vUVQMffxyaNIFRo+DwYe8WKCKFpndlKdd+io2lfUgITfr1c7sUKae6d+9OlSpVvNq68fbbbxMcHMztt9/utWOKe0aMGMHy5ctZuHBh0Q4QGuoMGly92gnSIuIqhWcpt9L+9z9+27ePAV26qGVDSkxwcDC9e/f22qDBjIwMPvjgA6677jrq1KnjlWOKu4YNG0blypWLPnAQICYG7rwTXn4Zfv/de8WJSKEpPEu5FfviixwHBowa5XYpUs7FxMSwdu1aNm7cWOxjffnll+zfv5+77rrLC5WJL6hWrRpDhw7ls88+49ChQ0U/0IQJ0LQp3H47FOc4IlIsCs9Sbv00fTrVAgK4+Oab3S5FyrncQX3ff/99sY/11ltv0bZtW3r16lXsY4nvGDlyJGlpaUUfOAhQtSq8+y6sWwfjxnmvOBEpFIVnKZfs1q38tG0bMa1bExwc7HY5Us6Fh4fTs2dPnnzySXbu3Fnk4yxevJiEhATuuusujFqNypWePXvSvXt3xo8fz+HiDPqLioJ774VJk8CLg1RFxHMKz1IuLfvPf9gCDLjxRrdLET9gjGHy5Mmkp6dz3333Ffk4b731FpUqVWL48OFerE58gTGG559/ns2bN/PGG28U72DPPQctWzrtG2lp3ilQRDym8Czl0s9ffAFA/zvucLkS8Rdt27blscce44svvmD69OmF3v/gwYN88sknDBs2jBo1apRAheK2Pn360L9/f5599ln2799f9AOFhsJ778HGjVo8RcQFCs9S/mzZwk8bNtC5QQMaNmzodjXiRx555BHat2/P3XffzYEDBwq17yeffMKhQ4c0ULCce/bZZ9lREBLpAAAgAElEQVS3bx8TJkwo3oEuuQTGjIG33oISWOFSRAqm8Czlzv4PP2Q+MGDwYLdLET8TEhLClClT2LZtG2PHjvV4P2stb775JhdeeCGRkZElWKG4rXPnzgwbNoxXXnmFbdu2Fe9g48dDmzYwYgQU8o81ESk6hWcpd2a9/z5ZwIBbbnG7FPFD3bp14+9//ztvvfUW8zxcTjk+Pp5ly5ZpoKCfeOaZZzh+/DjPPPNM8Q5UqZKzbPeWLfDAA16pTUTOzRR5uVAXREZG2qSkJLfLEF+WmsrtTZvyXaVK7EpLIzAw0O2KxA8dOnSIiIgIgoODSU5OpmLFigVue+TIEf7yl78wd+5ctm7dSpUqVUqxUnHLX//6V9555x1SUlJo2bJl8Q42bhw8/zxMmwZXX+2dAkUEY8wf1tozPg7UmWcpV7K//JKfgX59+yo4i2tCQ0N55513WLNmzVnPLk6fPp127doxffp0HnroIQVnP/L4448TEhLCY489VvyDPfkkREbCbbc5c0CLSIlSeJZyZfH777MDGHD99W6XIn4uOjqa2267jRdffJHk5ORTHlu3bh0DBw5k0KBBVKxYkdjYWB5//HGXKhU31K9fnzFjxvDFF1+waNGi4h2sQgWYOhUCA+G666A480iLyDkpPEv5sWEDP69YgTGGfv36uV2NCBMnTqRmzZqMGDGCzMxMMjIyePzxx2nXrh2//fYbEydOZMmSJfTt29ftUsUFDz30ELVq1WKcN1YLPP98+OgjSE52FlERkRKj8Czlx9Sp/AR07dCBunXrul2NCDVr1mTSpEn88ccf3HHHHbRt25bx48czdOhQVq9ezQMPPKAVMP1Y9erVefTRR5k5cyZz5swp/gGvvBL++U+YMsWZB1pESoTCs5QP1rL7gw+IBwZowIz4kKFDhzJo0CA++ugjqlevzq+//srHH39MgwYN3C5NfMA999zDeeedx7hx4/DKAP6nnoK+feGee5yz0CLidQrPUj7MnMnMFSuwwIABA9yuRiSPMYYPPviAadOmsWjRIi699FK3SxIfUrFiRZ566ikSExP55ptvin/AwED49FMIC3P6nzX/s4jXaao6KR969+bmpCRmhoayfft2AgL0d6GIlA2ZmZl06NCBrKwslixZQqVKlYp/0HnzICoKBg+Gr74CzR8uUmiaqk7Kr99/J+O335ienc2VV16p4CwiZUpQUBCvvvoqa9euZeTIkd5p3+jVC154wZn7+dVXi388EcmjlCFl33PP8WWVKhw8coQ77rjD7WpERArt8ssv55lnnuHTTz9lwoQJ3jnoAw/AkCHw8MMwf753jikiatuQMm7JEujcmYubNGFf5cqsXLlSyxuLSJlkreWGG25g6tSpTJ8+nSuvvLL4B92/31lA5dAhWLAAmjUr/jFF/ITaNqR8evZZloWGEpeayujRoxWcRaTMMsbw7rvv0rFjR2688UZSUlKKf9AaNeD77+HIEejfH3bvLv4xRfycwrOUXatXw1dfMblNG0JCQhg+fLjbFYmIFEtoaCjfffcdFSpUYPDgwezbt6/4Bw0Ph+nTYeNGGDjQOQstIkWm8Cxl1wsvkFGhAh+tW8d1111HrVq13K5IRKTYmjRpwtdff82GDRsYNmwYWVlZxT/oJZfAZ5/BwoVwww2QmVn8Y4r4KYVnKZtSU+Gjj/iqVy/2HzjA6NGj3a5IRMRrevXqxeuvv86MGTN45JFHvHPQq6+G11+HH36Au+6CMjTmScSXBLldgEiRvPQSAO/s20erVq208ISIlDujR48mOTmZiRMn0qFDB++0pt19N2zdCuPHQ6NGzoqEIlIoOvMsZc+OHTB5Miuuuor5SUkaKCgi5darr75Knz59GD16NPO9Nd3c00/DHXc412+/7Z1jivgRhWcpe159FY4eZXLVqoSEhHDrrbe6XZGISIkIDg5m6tSpNGrUiKioKF544YXi90Ab44TmK6+Ee+6Bb7/1TrEifkLhWcqW/fvhjTc4fPXVfDh9OldffTW1a9d2uyoRkRJTu3ZtEhISGDRoEGPHjqVPnz6sX7++eAcNCoIvvnDmgB42DObO9UqtIv5A4VnKljfegLQ0vu7ShX379mmgoIj4hdq1azN16lQ+/PBDli5dSseOHZkyZUrxlvIODYUff3QWTrniCue2iJyTwrOUHYcOOS0bV17JO//3f7Rs2ZI+ffq4XZWISKkwxnDLLbewbNkyIiMjGTlyJIMHD2bHjh1FP2jt2vDrr9CunbOU96efeq9gkXJK4VnKjokTYfduUm68kXnz5jFq1CgCAvRfWET8S5MmTYiNjeXll19m5syZRERE8O233xb9LHSdOjBnDvTsCTff7HzCJyIFUvKQsiExEZ55Bm64gclJSQQHB3Pbbbe5XZWIiCsCAgIYM2YMSUlJNGzYkKuvvpqWLVvy0EMPERcXR3Z2duEOWK0a/PwzXHUV/O1vzlR2mgdaJF+mWP1SpSwyMtImJSW5XYaUtvR06NwZjh7lSGIijdq147LLLuPLL790uzIREdcdO3aMDz/8kK+//prY2FiOHz9OgwYNGDJkCNdccw29e/cmODjYs4NlZjrT2H30EYwZ48ypr0/4xE8ZY/6w1kaecb/Cs/i8UaNgyhT45Rc+27qVG2+8kVmzZhEdHe12ZSIiPuXAgQP8+OOPTJs2jZ9//pmMjAzCwsLo3bs3TZs2pXHjxpx33nl51w0aNDgzWGdnw/33w6RJcNttMHmyMzuHiJ9ReJay6Ztv4JprYOxYeO45oqKiSE1NZe3atep3FhE5i4yMDGbOnMm0adNYuHAhmzdvJj09/ZRtjDHUr1+fsLAwqlatmnepUqUKVVetourChVQPD6fBvffSoFkzGjZsSIMGDahVq5YWp5JyT+FZyp6tWyEiAs4/H+LiWLNhA61bt+a5555j7NixblcnIlKmWGs5ePAgmzZtYvPmzXnXmzdvZv/+/aSnp5OWlpZ3SU9PJ23/fo7lsyhLcHAwDRo0oEGDBrRp04bu3bvTvXt3IiIiPG8REfFxCs9StmRnQ//+8PvvsHgxtG7N8OHD+fzzz0lNTaV+/fpuVygi4hcyfv6Z7cOHs/XgQbaNGMG2Nm3YunUr27ZtY8uWLSxbtoydO3cCULFiRbp06ZIXpnv06EGTJk1c/g5Eiqag8KwmJvFNr70Gs2bBW29B69b8/vvvfPTRR4wbN07BWUSkFFW+4gqaL1tG8xtvhDffdPqg33gDKlcGnDPaGzduJCEhgYSEBOLj43njjTd4+eWXAbjwwgu58cYbuf7662ncuLGL34mId+jMs/iepUuha1fnzPO335KZlUWXnBUFU1JSCA0NdbtCERH/k5UFTz/tTBsaHg5Tp0LbtvlueuzYMZYuXcqvv/7KF198wcKFCzHG0Lt3b2688UauvfZaatasWcrfgEjhFHTmWSOuxLccPgw33ghhYfDf/4IxvPnmmyxdupSXX35ZwVlExC2BgfDUUzBjBuzc6Zzk+PjjfDcNCQkhMjKSBx98kMTERNasWcOTTz7Jtm3bGD16NPXr12fw4MF8/fXXZOXTUy3iy3TmWXzL3/8O//mPM1l///7s2LGD1q1b07VrV2bOnKnR3SIivmDrVrjhBpg3D265BSZMgHr1zrmbtZbFixfz6aef8vnnn7NlyxZatmzJww8/zPDhw6lQoUIpFC/iGZ15Ft9mLTz5pBOc773XadkAxo4dS0ZGBpMmTVJwFhHxFQ0bOkt6P/44fP45tG7tvH9nZp51N2MMF154IS+99BIbN27kq6++onr16owePZpmzZoxYcIEDh48WErfhEjRKDyL+7Ky4J57nI8Db7sNJk4EIC4ujvfff58HHniANm3auFujiIicKijI6YFetgy6d3c+OezSxTkb7YHAwECuvfZaFi5cyOzZswkPD+fhhx+madOmPPbYY3kzeIj4GoVncdeRI/CXvzizajzyCLz7LgQHk5WVxT333EPjxo157LHH3K5SREQK0ro1/N//wddfw759cOmlMHw4bN/u0e7GGC677DJmz55NYmIil112Gc8++yxNmzblwQcfZO/evSX8DYgUjsKzuOfAAbjiCpg2DV5+GZ5/HnJaM9566y2WLFnCxIkTqVKlisuFiojIWRnjrAabkgKPPgpffOGE6ldfhaNHPT5M165d+eqrr0hJSeH666/nlVdeoXnz5rzwwgscPny4BL8BEc9pwKC4Y9s2JzivWAHvvw833ZT30K5du2jVqhUXXnghs2fPVq+ziEhZs3Yt3Hefc0a6QQO4/364806oXr1Qh1m+fDljx47lxx9/pHHjxjz99NMMHz6cwMDAEipc5AQNGBTfsW4d9OzpXP/wwynBGZxBgunp6bz++usKziIiZdEFF8BPP8HMmc6c0I88Ak2aONfbtnl8mPbt2/PDDz8wd+5cGjZsyB133EGnTp348ccfKUsn/6R8UXiW0hUXBxdfDAcPOiO1+/U75eH4+HjeffddxowZQ9sCJt8XEZEywBiIiYHZsyEpyZlF6aWX4PzzYeRIWL3a40P17t2b+Ph4vvzyS44cOcLAgQPp27cvf/zxR8nVL1IAhWcpHZs2OXOBXnyxs6Tr/PnQrdspmxw5coS//vWvNGzYkMcff9ylQkVExOu6dHH6oNescYLzJ584qxMOHOjcn5FxzkMYYxg6dCgrV67kjTfeYMWKFURGRjJ8+HA2bdpUCt+EiEM9z+fwxx9/8Omnn3Lw4EHS0tI4ePBg3iX366MnDYY4/fU0xlC1alVq1KhBWFhY3nXu7bp169KiRQtatmzJ+eefX/4miE9LcwYCvvyyM5fzmDEwduwZfW8ZGRkMGTKE2bNn8/XXX3P11Ve7VLCIiJS4nTvh9ddhyhRnwZXQUBgyBIYNg8svh+Dgcx7i4MGDPPfcc7zyyisYY3jggQcYO3YsVatWLYVvQPxBQT3PCs/n8PnnnzNq1CiqVq1KtWrVqFat2hm3K1SocEpv7sm3s7OzSUtLY9++fezfv/+M6+zs7LxtAwICaNKkSV6YbtmyJR06dKBbt27UqFGjVL/vYsvMdN4Un3jCeZO86Sb497+hadMzNj106BBXXXUVc+fO5b333uPWW291oWARESl1WVnOvNCffQZTpzpT3dWqBdddBzfe6IyPOcfgwI0bN/Loo4/y6aefUrduXZ5++mlGjBhBUFBQKX0Tkp+srCy2bdtGamoqO3fuZN++fadkoNzLgQMHOH78OJmZmXnXJ98+77zzWLBggSvfg8KzD7LWsnv3bv73v/+xbt26My579uzJ27ZNmzZ079497xIREUGwB3+ZlzprnaW1H3oIVq6EXr2cRU+6ds1387S0NK688krmz5/Phx9+yE2nDR4UERE/ceyYM8Dws8/g22+dVo4aNaBPH+jb17mEh+dNaXq6xMREHnzwQX7//XfatWvHCy+8wIABAzTwvATt37+f5cuXs2rVKlJTU9m4cWPeZfPmzWTms+KkMYYaNWrkfRJfvXp1KlSoQFBQUN4lODg473b9+vV59tlnXfjuvBCejTEBwN+BO4HzgV3Al8AT1tpDJb0/lL/wfC579+5l0aJFJCQk5F1yV1yqVKkSXbp0ITo6mn79+tG1a1f3pu7Jzob4ePjqK2eS/NRUaNkSXnzR+RiugDeugwcPcsUVV5CQkMAnn3zC9ddfX8qFi4iITzp0CH78EWbNcgaXr1/v3F+37okg3bu387sm4MTwLWst33zzDY888gjr1q3joosuYvz48fTt29elb6R8yMjIICUlheXLl59y2bx5c942AQEBNGrUiKZNm9KkSROaNm2ad6lXr15eu2q1atUICCgbQ+68EZ5fA+4DvgF+BtoC9wLzgGhrbfZZdi/2/uB/4fl01lo2btyYF6R///13kpKSsNZSo0aNvCDdr18/zjvvvJItJivLGfSXG5i3boWQEGf2jKFD4frrna8LsH//fvr168eiRYv4/PPPufbaa0u2XhERKbs2bIBffoHYWCdM5053V7UqdOzoXDp1ci7t2nE8KIj33nuPZ555hs2bN9OnTx/Gjx9Pz549Xf02ygJrLWvXriU+Pp64uDji4+NZtmwZWVlZAFSoUIHw8HDat2+fd2nbti2NGzf2zU/Ei6FY4dkY0w5YBnxjrb32pPvvBf4D3GSt/bSk9s/l7+E5P3v27GH27NnMmDGDmTNnsmXLFsBp87jiiiu46qqruOSSS4r/H3r/fkhOdi6LFzutGTt2QMWKzmIn113njJquVu2ch9q7dy+XX345S5cuZerUqQwePLh4tYmIiP+w1pnmbt4853fSkiWwdKkzQB2cM9Ft2kB4OEfOO493Nm/m2dmz2bFvH/0vv5xn/v1vIiPPyEN+KyMjg7i4OObPn098fDzx8fHs27cPgGrVquW1i3bq1ImIiAiaN2/uN/3kxQ3P44F/Apdaa+eddH9FYA/wq7V2QEntn0vh+eystaxcuZIZM2YwY8YM5s6dy7Fjx6hRowZXXHEFgwYNon///gUPPszKcgb3bdsGf/554k0pOdlpxchVp47zcdnQoTBgABRi+ezdu3cTExPDypUrmTZtGldeeWUxv2sREfF72dnO763c31lLljjT4v35Jxw7xiHgDeAFYC8wpFYtHu7UiR7t2mHq14d69U5c6td3fs+Vt9mvchw6dIgFCxYwd+5cfv31VxITEzl+/DjGGNq1a0ePHj3o0aMHF110EW3atCkzLRYlobjheQYQDVS21h497bH5QCtrbZ2S2j+XwvNZZGc7gy2OHnWujx0jfdcuZs2ezfexsfwYF8euAwcICgjg0ubNGdS8Of1r1KBVRgZm2zYnMG/f7hwnV0AAtG594uOw3I/G6tcvsI+5IFu3bmXSpEm89dZbHDlyhG+//ZZ+py2QIiIi4lXZ2U5b4Z9/wvr1HFy1itd+/pmJy5dzICuLCwMCuDc7mxuAiqfvW7GiM61qjRpnXlep4kyvV7myc8m9HRoKlSo5wbtCBad98fTbwcHOJSjoxKUEBzVmZGQwf/58fvnlF+bOncvChQvJzMwkMDCQyMhI+vTpQ+/evenZsyfVPPj02J8UNzwvA+paa+vl89iXwFCggrX2WEnsn8uV8Px//wfjxxf8+OmvX0FfW1vw7ezsE/ed/nVW1olLZuapX2dlnQjL+YxoPVkWkABMB74HVubcf15wMJfXq0dMy5Zc1rkztVu2hAYNnGVUw8OdN4FiWLZsGRMnTuTTTz8lKyuLa665hkcffZTOnTsX67giIiJFlZ6ezscff8ykSZNYuXIltcLCGDVwIHf16kVTa2HXLjhwwGlZPP16/35nQOOhQ2f+zi+qgIATgTogwJmeLzAw/9vGOLdzr0++bQxHrSXh8GHmpKfzy6FDxGVkcNxaAoGuoaH0qVqV3lWr0rNKFarmtl/khveTQ/zpgb6wXxfG2fZt2NBZSMcFxQ3P/wOCrbVN8nnsQ+AWIMxau9/b+xtjRgOjAZo0adJl48aN56zXq2bNghdeOPs2nv6HMib/27n/8U/+gci95P7QBAY6P1Qnfx0YeOpfs6dfV6rkDKbI57J+505mxcYyc+ZM5syZw/79+zHGcOGFFxITE0OfPn0IDw+nUaNGhf7IxlrL7NmzmThxIjNmzKBy5cqMGDGC+++/n+bNmxfqWCIiIiXFWsvcuXOZNGkS3333HQCDBg3irrvuIioqipCzDHzHWucEVkbGicuhQ8517ifBuSe4Tr6de8Lr5Mvx4yeus7Odk2O516ffPu1E25Hjx1m4ezfzdu1i7u7d/L5nD4ezsjDAhdWr07d2baJq1eKSsDAnLJ988i6/69NvF+XrwjjXvg0awMcfF/34xaAzz1KgzMxMkpKSmDVrFjNnziQ+Pj5vbsbKlSvTqlUrWrdufcolKCiI3bt3s3v3bnbt2nXK7eXLl7Ny5UoaNGjAvffey5133knNmjVd/i5FREQKlpqayptvvsnkyZPZs2cPVatWpV+/fgwcOJABAwZQp845u0tLxd69e1mwYAG///478+bNIykpiWPHnPjUvn17+vbtS9++fbn00ksJCwtzudqyTT3P4rG0tDSSkpJYvXr1KZc///zzjOXHT1azZk1q165Nw4YNufXWWxk2bFj5W25cRETKtSNHjjBr1iymT5/ODz/8wLZt2zDG0KNHDwYOHMjAgQOJiIgolcVXdu3axdKlS/MuSUlJLF++HIDg4GAiIyO55JJLuOSSS+jZsye1atUq8Zr8SUnPtvGbtfaKkto/l8Kzu44cOcK6detYs2YNALVr16Z27drUqVOHsLAwv5m6RkRE/EN2djaLFy/mhx9+4IcffiA3g4SGhtKmTRvatm2bd2nTpg0tW7Ys1NSw2dnZ7Nmzhx07drB9+3a2bt3K8uXL88Lyttz5rIH69evTqVOnvLDcrVs3KhVzXJKcXXHDcwSQTMHzNN9irf04574WOP3Nq4qy/9koPIuIiIhbtm3bxs8//8ySJUtISUkhJSUlb30FgKCgIJo2bUpoaCghISH5Xg4fPpwXlnfs2JG3+EiukJAQwsPD6dixIx06dMi71K1bt7S/Xb/njRUGJwF/w1kh8CecFQLvA+YDfXNXCDTGbACaWmtNUfY/G4VnERER8SVpaWmsWrWKlJQUVq1axfr16zl69CjHjh3L9xISEkKDBg2oV68e9evXp379+qfcbtasWblbqa+s8kZ4DgTux5n54nxgN/AF8IS1Nv2k7TaQf3j2aP+zUXgWERERkdJQ7PDsCxSeRURERKQ0FBSe/XfNRRERERGRQlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREPGWut2zV4zBizC9jowlPXBna78LxllV6vwtNrVjh6vQpHr1fh6PUqHL1ehaPXq3DcfL2aWmvrnH5nmQrPbjHGJFlrI92uo6zQ61V4es0KR69X4ej1Khy9XoWj16tw9HoVji++XmrbEBERERHxkMKziIiIiIiHFJ49847bBZQxer0KT69Z4ej1Khy9XoWj16tw9HoVjl6vwvG510s9zyIiIiIiHtKZZxERERERDyk8i4iIiIh4SOG5mIwxAcaYOGOMNcb84HY9vsYYU9cY854xZqkxZq8x5ogxZp0xZooxpqXb9fkaY0wjY8w4Y8yvxphtxphDxpgVxpgJxphabtfni4wxdxpjPjHGrDLGZBlj/L4XLed9aUzOa3LEGLPJGDPRGBPqdm2+KOdnbqoxZn3Oe/kGt2vyZcaYVsaYp40x8caYXcaYNGPMEmPMP/V/7EzGmNY571EpxpgDxpiMnJ/Nl40xDdyuz9cZYyobY/7M+dl83e16AILcLqAcuAeIcLsIHxYGtAJm4ixwcxi4ALgDGGqM6WGtXelifb7mKuBJ4EdgApAGdAPuB643xnSz1m53rzyfNA6oBSwGQoHG7pbjE14B7gO+ASYCbXO+7myMibbWZrtZnA96FtgLLAJquFxLWXAH8Ffge+AT4DgQBYwH/pLzvn7Yxfp8TWOgAc7P42YgEyc3jAZuMMZ0stbudLE+X/c0zkIpPkMDBovBGNMYWIkTdiYCP1prB7paVBlhjOkKJAJvWmvvcbseX2GMaQfsOT0gG2NGApOBidbaf7hSnI8yxpwPpFprs3M+/bnSWmvcrco9Of+HlgHfWGuvPen+e4H/ADdZaz91qz5fZIxpbq1dn3N7OVDFWnu+u1X5LmNMJLDWWnvgtPvHA/8E7rXW+sQZQl9mjBkKfAk8Yq190e16fJEx5kKcrPAwTs56w1r7N3erUttGcb0OrAdec7uQMih3mfUwV6vwMdbaFQWcWf4i57p9adZTFlhrN+hM6imGAQZ49bT7JwMZwM2lXpGPyw3O4hlrbdLpwTmH3qcKR78Hz8IYE4jzvvV/wDSXyzmF2jaKyBhzHTAIuNham2WM357o8ogxJhioDgQDLXHO1gP85FZNZUxuK8IOV6uQsqArkI1ztiaPtfaIMWZJzuMiJUHvU2dhjKkIVAEqAuHACzkP6fdg/sYAbYBrz7VhadOZ5yIwxlTH+fjzbWttvNv1lBH9gF3AVuA3oB3woLX2I1erKjueyrn+wNUqpCxoCOy21h7N57EtQG1jTEgp1yTlXM5Zwidw+nnVFpS/kTi/BzcBM3D662+21s5ztSofZIxphvN772lr7QaXyzmD3555NsbUwBmE5an/WGv35tx+EecPj3FeL8xHFfP1AogHYoBKOH9xXw+EGWOCrLWZ3qvUN3jh9Tr5WA8CQ4F3rLVzvFGfr/Hm6yVUBvILzgBHTtrmWOmUI37iVaAH8Ki1drXbxfiob4FVOGefO+N8el3H1Yp815vAn8DLbheSH78Nzzh/8f2rENt/DOw1xlwCjAJusdbuL5HKfFORXq/cL6y1u4HZOV9ON8Z8BCwF6gJ3eqtIH1Ks1ytXzkDBCTizb7g+SKIEeeX1EsDpa65bwGMVT9pGxCuMMc/gvD+9Y619zu16fJW1djPObBsA3xpjvgYWGmMq6XU7wRhzM3A5cKm19rjb9eTHb8NzzscARWlUfgNIBhLymae4cs59+3PCYrlRjNeroONtNcbMBkYYY+4r4CPmMssbr5cx5g7gHZxp/q711TcRb/D2/y8/txUIN8ZUyOfnqhFOS4fOOotXGGOeBB4D3gPucreassVau9QYsxhnyluFZ8AYUwHnbPNPwPaTclajnOvqOfftdvMEpnqeC68p0AlYe9oFnHku13JiMJycXSUgEKjmdiG+xhhzO84o4zBRP+QAAAJZSURBVNnAkPL2x4WUqIU47+3dTr4zZ7BSJyDJjaKk/DHG/AvnE6MPgZFWc98WRSWgpttF+JBKOK0sV3Jqxpqb8/jNOV+PdKO4XH575rkYhgP5DbaZCvwBPA+sK9WKfJgxpp619oyR18aYcOAyYL21dlfpV+a7jDG3Af8FfgEGW2uPnH0PkVN8ATyK00N+8kCkUTi9zp+4UZSUL8aYJ3BOFH0E3K7pIgtmjKmf3xSkxpgonGn95pZ6Ub7rEM4Yn9PVAf4fzrR1U3DaPl2jRVK8JGdJYC2SchpjzKs4AwV/BDbgfDTfHrgFZ9q6QdbaGa4V6GOMMYNwVqE6iDMp/OmrdKVba78t9cJ8mDHmKqBjzpc3A62Bx3O+3u+PizUYYybh9KB+g/PxZ+4Kg/OBvgo6pzLG3ILzqSLAvTgnSCbmfL1RswKdyhjzV5x1DlJxftZO//+0w1o7q9QL81HGmG9wVhicgzO3c0WgC3ADzviDPtbaJe5V6PtyFsP6Ex9ZJEXh2UsUnvNnjIkG7sZ5o6iL06axBfgVeMlau8LF8nxOTv/g2QbObdTKZ6cyxrwP3FrAw375euVMG3Y/zvK/5wO7cc5IP2GtTXexNJ9kjJkL9C7g4V+ttX1Krxrfd46fOdBrdgpjzF9wXq8OOGdQLU6IngVMsNamulhemaDwLCIiIiJSRmnAoIiIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPPT/AcwUrJmr+FpyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Method 2 -- Start with max and mins of each mode\n",
    "ns = np.array([],dtype='int')\n",
    "\n",
    "for jj in range(10): # walk through the modes\n",
    "    n1 = np.argmax(yharm[:,jj]) # pick max\n",
    "    s1 = yharm[n1,jj]\n",
    "    ns = np.append(ns,n1)\n",
    "\n",
    "for jj in range(1,10): # no minimum on first mode\n",
    "    n2 = np.argmin(yharm[:,jj]) # pick min\n",
    "    s2 = yharm[n2,jj]\n",
    "    ns = np.append(ns,n2)\n",
    "    \n",
    "    \n",
    "P = np.zeros(n)\n",
    "P[ns] = 1\n",
    "\n",
    "# compute M matrix\n",
    "M2 = np.zeros((10,10))\n",
    "for jj in range(10):\n",
    "    for kk in range(jj+1):\n",
    "        Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "        M2[jj,kk] = Area\n",
    "        M2[kk,jj] = Area\n",
    "\n",
    "ftild = np.zeros(10)\n",
    "for jj in range(10): # reconstruction using gappy\n",
    "    ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "atild = np.linalg.solve(M2,ftild) # compute error\n",
    "f1 = yharm @ atild        # iterative reconstruction\n",
    "E[1] = np.linalg.norm(f1-f) # iterative error\n",
    "con[1] = np.linalg.cond(M2)\n",
    "\n",
    "plt.plot(x,f,'r')\n",
    "plt.plot(x,f1,'k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tNKjFF84wDvDUSnzPSnzn3Tt0sn8lvrgSrw2yliioT9PVlfhdlfi19SHk5eX4Dyv3X1aJf7Q+BL6zvBhefnM5XhsCwE8q8dsr8VWV+LYdxlCbMQdV4s+txI/rMuVK+x+AF1fiR1biz+owhh33qzTYpRJ/oN7HQ7eV49dU7n9p5bn17foQuKgcvur+cvzfKpvv8Oyu7iEeq8RrLxm/3GEMr6jEl1Tii57WoZOjKvEXznAQz+kwhnh+pUHtGV7bQyzoMIhfVOKVSUflecOtHcZwUzm85p5yfEWHLmoTe+UM47U0dWlTe9FYW4mv6zCGRzq06cAjzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUMHjBHBE7RcQtEZERcebQ/UmSJEl9mo0jzKcAe8xCP5IkSVLvBi2YI+J5wB8D7xmyH0mSJGkogxXMEbEtcDbwVeD8ofqRJEmShjRvwG2fBBwEvHrAPiRJkqRBDXKEOSJ+BXgfcEpm3trxPksjYllELFv58BCjkiRJkjbeUEeY/w64BTi16x0y8yzgLIAlCyK5o9D4kcrGHq/Ea/d/tBIHWFeJr63EV5XDj9S2DzxQid9Tia+stqi3uYvLi/EVle3X4k0fZbW/opLq6kPVxfxKfJdKfFGHPg6oxA+uxJ/XoY9XLaw0OLISf0ElfniHQRxSie9ay9b+lfiCDoO4vxK/qRz+eWXWfrvDEL53Wzl+SeX+Hfr4fmVf+YPK/W+oxLs8v2u7utpzqzZlf7XDGF5Ridem7fzak+uoDoOodXJYJf6rO3fo5NBK/MBKfJ9KvPZodbG6Eq/Nqh936OPWSrzy/L6nclSvjxe2lZV4/eW7XiTUXhzXVOJdXjxrT/BavFaPPdZhDF3adNB7wRwRxwEvB16UmV1KT0mSJGli9VowR8QONEeVvwysiIipg2JTh4R2adfdnZm1QziSJEnSnOv7HOYdaT4heyXNp3VTt4vb+HHt/4/vuV9JkiRpEH2fkrEGOHbM+oXAh2kuMfcx4Ec99ytJkiQNoteCuT1n+Z+mr4+Ixe0/b8rM9eKSJEnSpJqNn8aWJEmSNltD/nDJf2ivxRyz0ZckSZLUJ48wS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQUWzJIkSVKBBbMkSZJUYMEsSZIkFVgwS5IkSQXz5noAY20D7FSIl2IA2/bQf832M9zGdpXNz68PYWGlzcKdy/GDnlTvg1qbXSvx3SrxhR3GUGuzZyW+ayUR7N9hEIsr8UWVeG2Qe3QYQ+3p+otK/P4OfdxRiV9XiX+/HL5pTX0I36jEly0vxy+txCtDBLjq0XL8h5X7/6QSv70+BO6txNdV4h12IdWn5y9X4s+pxN/QYQyHVPaFHF6JH1mJL+kwiOdV4vvX9iG1QR7YYRD7VOK1nW2Xl/PaPuLuSnxFJV557gFwayV+Uzl8f2UfUhsiwMoZxmtPzi672lUzjHfYlVZ3ErV4ZT/I4x3G8EgP2yh5bIb33wgeYZYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkgt4L5oh4ekScEhGXRcTKiFgVEVdFxLsiYue++5MkSZKGNMQR5t8HTgJuAk4B/hS4DvgAcGlE7DhAn5IkSdIg5g2wzX8CPpiZD4ys+0hE3AC8C3gzcOYA/UqSJEm96/0Ic2Yum1YsT/lsu3xW331KkiRJQ5nNL/3t0y7vmsU+JUmSpBkZ4pSM9UTEtsDJwC+AT2+gzVJgKcC+OwCPzqDDmdy3q1UzvP/jlfhjHbZRa1PLQ5c81dqsq8TXVOJr60N4pNJH7aF4oDKIe/hRdQwrK21WVu5fe5dYuz/Aihluo0sf91fitVzXpkNt2kP9Xfz8Sny3SnzPDmNYXIkfUIkfXokf32EMv/qkSoMllfjzOnRSa/OcSvzXKvF4fodBPLMSr2V7USW+a4cx1F4Kf1GJr67E7+kwhjsq8R9X4jd26OO2cvihyp5qpjs6qKfi3kq8tpMa9/n2dLUd2Uxftx7pMIbazrL22ttlZ1obR5dtlHSpU2ZjG7Nkto4wnw4cAZycmdeNa5CZZ2XmksxcsnC7WRqVJEmSVDF4wRwR7wdOBM7KzA8O3Z8kSZLUp0EL5oh4L/Bu4BzgrUP2JUmSJA1hsII5It4DvAf4JHB8ZuZQfUmSJElDGaRgjoiTgfcC5wK/l5kzPbVckiRJmhO9XyUjIk4A3gf8FLgQeF1EjDa5KzO/0Xe/kiRJ0hCGuKzcYe1yX+ATY+LfBiyYJUmStFkY4pf+3pSZUbi9pO8+JUmSpKHM5i/9SZIkSZsdC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgrmzfUAxgomv5QfenzbDrz9vvqo5aHWx3b1LravbGP3yjZ2n1+OP60SB6DWZqdK/EkzjAPsOsP4bh36WDjD+JN3rjTYr8MgDpjhNhZX4os6jGHPGcZ3qcRrDxbUJ10f1lXi91fiD1TiKzqModZmeSV+ZSV+W4cx3DizbTy4phxf2WEItTb3VuK1h6pLm1UzjK/tMIbalJtp/NEOY3hshtuo3f/xDmOoqfXRh9noYwsy6WWpJEmSNKcsmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqSCQQrmiNgmIk6KiGsjYl1E3B4RH4qInYfoT5IkSRrKUEeYTwNOBX4CvA04D/hD4IsR4VFtSZIkbTbm9b3BiHgmTZF8fma+emT9LcDfAq8BPt13v5IkSdIQhjja+1oggNOnrT8bWAscN0CfkiRJ0iCGKJgPAx4HLh9dmZnrgKvauCRJkrRZ6P2UDGBv4O7MfHhMbDlwZERsn5mPjAYiYimwtP3vw3ER1wwwtq3NHsDdcz2ILYS57GRNJf4TqObyJ/0NZ8vmnOyPueyPueyHeexPLZf7ddnIEAXzTsC4Yhlg3Uib/1QwZ+ZZwFkAEbEsM5cMMLatinnsj7nsj7nsh3nsj7nsj7nsh3nsT1+5HOKUjLXADhuIzR9pI0mSJE28IQrmO4E9ImJc0byI5nSNR8bEJEmSpIkzRMF8Rbvd54+ujIj5wCHAsg7bOGuAcW2NzGN/zGV/zGU/zGN/zGV/zGU/zGN/esllZGYf23ligxEHAz8EPj/tOsxvo7kO8+sz8x977VSSJEkaSO8FM0BEnAGcCHwe+DLwDJpf+vsu8NLMfLz3TiVJkqQBDFUwbwv8Mc1l4hbTXM7js8DJmbm69w4lSZKkgQxSMEuSJElbiiG+9LfRImKbiDgpIq6NiHURcXtEfCgidp7rsU2qiPjziDgvIm6OiIyIWyvtD4+ICyNiVUQ8GBFfjYhDZmm4Eysinh4Rp0TEZRGxss3PVRHxrnHzLyIOjIgLIuK+iFgTEZdExEvnYuyTps3NpyLi3yPigYhY2z6nT42IvTbQ3lx2EBE7RcQt7XP9zDFxc7kBbc7G3db7tNM81kXEbhHxNxFxY/t6vTIiLoqIF05r52vOBkTEewvzMiPi0WntnZcbEBELIuKdEXF1O9fujohLI+JNERHT2s5oTg7xwyWb4jSac5w/D3yIJ855fm5EHOM5z2P9JXAv8ANg11LDiDgCuJjmlxZPblefCFwSEUdm5tUDjnPS/T5wAvAF4FPAo8DRwAeA342IIzLzIYCI2B+4FPgF8FfAA8BbgK9FxG9k5oVzMP5Jsg+wF83z+A6aPB1Mc2rWayLikMz8OZjLTXAKza9VrcdcdnIJ639TfnpRYh4rImI/mteSBcDHgOuBXYBn01w2dqqdrzll5wM3jln/bOBPgS9OrXBeblhEbAN8BTgS+ARwBs0P470WOIemlvyztu3M52RmzukNeCbwOPDP09a/DUjgdXM9xkm8AU8b+fc1wK2FtpcDDwKLRtYtatd9fa7/ljnO4xJglzHrP9DOvxNH1n0OeAw4ZGTdAuA24DraU5y8rZfLY9tcvsNcblL+nkfzYvknbR7PnBY3l+X8JfAPHdqZx3qOLgFuB/aqtPM1Z9Py+/ftfH3lyDrn5Ybz9YI2X6dNW789cDNw/8i6Gc/JSTgl47VAAKdPW382zS8CHjfrI9oMZObNXdpFxAHAYcB5mbl85P7LgfOAYyJiz2FGOfkyc1lmPjAm9Nl2+SyA9vSM3wYuzsyrRu6/Gvgo8HSaPGt9t7XLp4C53BjRfIH6bOCrNEelpsfNZUcRsX1ELNhAzDxWRMSLgKOAv8rMn0XEdhGx05h2vuZsgjaXr6E5AvrVdp3zsuzJ7fLO0ZXZ/Dje3cAa6G9OTkLBfBjNEebLR1dm5jrgKrbuydCHqfx9b0zsMpo3K4fO3nA2G/u0y7va5bNpfvJ9Q3kE5yrQ/EhRROwREftExMtpjppAc4lJMJcb4yTgIJqPDscxl938d5oDMKsi4ucRcUZE7DISN491r2iXP42ILwIPAWsi4vqIGD2w5WvOpvldmgLwnMx8rF3nvCy7HLgfeEdEHBsR+7bne3+QZo69t23Xy5ychHOY96b5ueyHx8SWA0dGxPbpz2lvqr3b5fIxsal1i8bEtlrtUb2TaT4G/3S72jx2dzzNuWRTbgWOy8xL2v+byw4i4leA9wGnZOatEbF4TDNzWXc5zVGkG2kKklfQvAF5cXvu4mrMYxcHtsuzgRuAN9IUc38CnBsR22XmOZjLTfVmmtMLPj6yzlwWZOZ9EfHbNEfbPzcSWgW8OjMvaP/fSx4noWDeCRhXLAOsG2ljwbxppj4yG5fjddPaqHE6cATwzsy8rl1nHru7ALiW5jy759J8pLhwJG4uu/k74Bbg1EIbc1mRmYdPW/XJiPgR8L+BP2qX5rHuSe1yFXD01EGsiPg8zfmifxkRn8BcbrSIOJDmdJdvZuYtIyFzWbea5ntcX6D5cuRuNF/k/3REvCozv0FPeZyEgnkt8EsbiM0faaNNM5W7HcbEzO80EfF+mqNPZ2XmB0dC5rGjzLyD5ioZABdExD8DV0TEjm1OzWVF+xH3y4EXZeajhabmctP8NfAe4JU0BbN5rHuoXX5m9BPf9ijfF4A30ByFNpcb783t8qPT1pvLgog4mKZIPikzPzKy/jM0RfTZ7VVGesnjJJzDfCewR0SM+0MW0Zyu4dHlTTd1Mvy4jxum1o37mGKrExHvBd5Nczmat04Lm8dNlJk/Av4N+J/tKnNZ0O4LT6U553tFRBzQfmllv7bJLu26XTGXm6R9E3InT1yqzzzWTb0JXjEm9rN2+RTM5UaJiHk0bzbupbkk5yhzWXYSTcF73ujKzFwLfIlmn7mYnvI4CQXzFTTjeP7oyoiYDxwCLJuLQW1BrmiXLxgTO4LmnKkrZ284kyki3kNzxOmTwPHZXnNmxNU0H+dsKI/gXC3ZkeajMjCXNTvSnMLySppzRaduF7fx49r/H4+53CTt68s+PPGlXvNYN/XF/H3GxKbW/RxfczbWbwFPBc4d810u52XZVLG77ZjYvJFlP3NyAq6jdzDl6zAfN9djnPQb9eswX0FzrcG9R9bt3a67cK7HP9c3mi/4JU2xvE2h3Xk018N8zsi6qethXs9WfD3MNhd7bmD90W3evmkuO+VxO5qrOky//UE7T7/S/v/p5rKay903sP6vWZyFn1sAABuOSURBVP/a4OaxnMuntK8ZdwALRtbvRXMe6fUj63zN6Z7Xf23n4sEbiDsvN5y706Y/j9v1U5++3QvMa9fNeE5Ge6c5FRFn0Jw3+nmajyGnfunvu8BL01/6W09EvJ4nPqJ9G82Fuj/U/v+2zDx3pO2RwEU0O7ozRu7zVOC/ZOYPZ2XQEygiTgDOBH4K/AXNm7dRd2XzpYGpazleTvMLYafRPNHeQvOm75WZ+bXZGvckar/8sxfwLZqd+XyaS/W8hub8sJdkey1Rc7nx2qtk3AL838w8cWS9udyAiDiN5gjSRTTP8QU0V8k4Gvg+zZfXpn7J0zxWRMRSmstE/pjmag7b07yR2wv4zcz8etvO15wOImJvmnl5Za7/5dSpNs7LDWh/efIHNG/mPkVTM+5Gk5/FwAmZ+eG27czn5Fy/Q2gL9m2Bt9P8as3DNOeSnMrIu1hv6+XsYpp3VuNuF49p/wLgmzRHAlYBXwOeN9d/x1zfgH8o5HG9XNK8mfsXmms/rgW+Axwz13/HJNxoriP6JZpfAltH8yWha9ud075j2pvLjcvvYsb80p+5LObsVe2+bnk7J9fQXN//ncB887hJOf0dmmvXrmlfS77eFhzT2/maU8/lO9vn9Fsq7ZyXG87N/jQ/i30HzZuKB4H/B/zOmLYzmpMTcYRZkiRJmlST8KU/SZIkaWJZMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFnQrmiPjziDgvIm6OiIyIWyvtD4+ICyNiVUQ8GBFfjYhDehmxJEmSNIsiM+uNIhK4F/gBcCjwYGYu3kDbI4CLgeXAme3qE4FfAo7MzKtnPGpJkiRplnQtmJ+WmTe3/74GWFAomC8HDgKekZnL23WLgH8HLsvMl/c0dkmSJGlwnU7JmCqWayLiAOAw4LypYrm9/3LgPOCYiNhzUwYqSZIkzYW+v/R3WLv83pjYZUDQnNIhSZIkbRbm9by9vdvl8jGxqXWLxt0xIpYCSwF23nnnQw866KANdvJvV15ZHMRzD7Umny0+Fg3z0Nha8rC1/J01W0setpa/s8Y8NMzD5Kg9FlB/PK688sq7M3NhbTudzmH+T3conMMcEX8BnAK8LDO/NS32UuCbwEmZeXqpjyVLluSyZcs2GF8QURzj6o38m7TpfCwa5qGxteRha/k7a7aWPGwtf2eNeWiYh8lReyyg/nhExJWZuaS2nb5PyVjbLncYE5s/rY0kSZI08foumO9sl+NOu5haN+50DUmSJGki9V0wX9EuXzAmdgSQQP2EE0mSJGlC9FowZ+aNwDLg2IiY+gIg7b+PBb6VmSv67FOSJEkaUqerZETE64H92v8uBLaPiHe3/78tM88daf5HwEXAJRFxRrvubTTF+dtnPmRJkiRp9nS9rNybgRdPW/f+dvlt4D8K5sy8NCJeAnygvSVwKXBsZv5wRqOVJEmSZlmngjkzX7IxG83M7wEv25QBSZIkSZOk7y/9SZIkSVsUC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgrmzfUANsXqzEG3vyBizsewuZiNPNQej0l4LMzD7I1hEvIwCbk2D43ZyMMk/J01s/G6ZR76uf/WZOjn52w+Fh5hliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqQCC2ZJkiSpwIJZkiRJKrBgliRJkgosmCVJkqSCQQrmiFgQEe+MiKsjYlVE3B0Rl0bEmyIihuhTkiRJGsK8vjcYEdsAXwGOBD4BnAHsBLwWOAd4BvBnffcrSZIkDaH3ghk4HDgKOD0zT5paGREfBq4F/gcWzJIkSdpMDFEwP7ld3jm6MjMfiYi7gR0G6FOSJEkaxBAF8+XA/cA7IuJW4PvAjsCbgEOBtw7QpyRJkjSI3gvmzLwvIn4b+CjwuZHQKuDVmXnBuPtFxFJgKcC+++7b97AkSZKkTRKZ2f9GI54LvBu4GbgU2A04ATgIeFVmfqN0/yVLluSyZct6H9ckWVC5WMjqAR4XjVd7LMDHY4rztmEeGuahYR66M1eTw8eiERFXZuaSWrshrpJxME2RfFJmfmRk/WeAa4CzI2L/zHys774lSZKkvg1xHeaTgPnAeaMrM3Mt8CVgP2DxAP1KkiRJvRuiYF7ULrcdE5s3bSlJkiRNtCEK5p+0yzeNroyIXYFXAfcBNw3QryRJktS7IY70ng68Afg/7fnM36X50t9bgL2AEzLzFwP0K0mSJPVuiMvK3RYRzwdOBl4GvAZ4CLgKeHtmnt93n5IkSdJQBjmXODNvAt44xLYlSZKk2TTEOcySJEnSFsOCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkgnlzPYCt1erMGW9jQcTgfWwNZiNPW8pjZa4mZwyTkKdJyENNLU8w879jc8hDF7Mxp7aUXM21Pua1j8XG8QizJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFgxXMEbFbRPxNRNwYEesiYmVEXBQRLxyqT0mSJKlv84bYaETsB1wMLAA+BlwP7AI8G1g0RJ+SJEnSEAYpmIF/bLf97Mz82UB9SJIkSYPrvWCOiBcBRwF/mJk/i4jtgO0yc23ffUmSJElDG+Ic5le0y59GxBeBh4A1EXF9RBw3QH+SJEnSYIY4JePAdnk2cAPwRmAH4E+AcyNiu8w8Z/qdImIpsBRg3333HWBYW57VmYP3sSBizsewJfCx6m4Sxrk55HISxlBTyyMM/3dsDnnqYjbm5JaSq7k2G/Pex2r2DXGE+UntchVwdGZ+KjM/DrwQuB/4y4hYr9/MPCszl2TmkoULFw4wLEmSJGnjDVEwP9QuP5OZj0ytzMz7gC8Ae/LEUWhJkiRpog1RMN/RLleMiU1dMeMpA/QrSZIk9W6IgvnydrnPmNjUup8P0K8kSZLUuyEK5gtozl8+LiIWTK2MiL2A/wbckJk3DtCvJEmS1Lver5KRmfdFxP8C/h64LCI+DmwP/EG7PLHvPiVJkqShDPJLf5l5VkTcDbwDeD/wOPA94HWZ+d0h+pQkSZKGMNRPY5OZ5wPnD7V9SZIkaTYMcQ6zJEmStMWwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqWDeXA9Ak2115lwPgQURxfgkjHESTEIetpTHanMY5+aQ60kYQx8mIddbSi6HVnusYPhc+lhtmTzCLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFgxfMEbFTRNwSERkRZw7dnyRJktSn2TjCfAqwxyz0I0mSJPVu0II5Ip4H/DHwniH7kSRJkoYyWMEcEdsCZwNfBc4fqh9JkiRpSPMG3PZJwEHAqwfsQ5IkSRrUIAVzRPwK8D7glMy8NSIWd7jPUmApwL777jvEsLSZWp0510NgQUQxPgljnASbQx5qjyVsHn/H5jDGLjaH59YkjGFzMAnPLR8rDWWoUzL+DrgFOLXrHTLzrMxckplLFi5cONCwJEmSpI3T+xHmiDgOeDnwosx8tO/tS5IkSbOp14I5InagOar8ZWBFRBzQhha1y13adXdn5v199i1JkiQNoe9TMnYEFgKvBG4YuV3cxo9r/398z/1KkiRJg+j7lIw1wLFj1i8EPkxzibmPAT/quV9JkiRpEL0WzO05y/80ff3IVTJuysz14pIkSdKkmo2fxpYkSZI2W0P+cMl/yMxbgfoFGiVJkqQJ4xFmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkgnlzPQBpc7A6c66HwIKIYnwSxrg52FLytKXMh81lnJOuNh9g+Fz7WGpL5hFmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSqwYJYkSZIKLJglSZKkAgtmSZIkqcCCWZIkSSrovWCOiKdHxCkRcVlErIyIVRFxVUS8KyJ27rs/SZIkaUhDHGH+feAk4CbgFOBPgeuADwCXRsSOA/QpSZIkDWLeANv8J+CDmfnAyLqPRMQNwLuANwNnDtCvJEmS1LvejzBn5rJpxfKUz7bLZ/XdpyRJkjSU2fzS3z7t8q5Z7FOSJEmakVkpmCNiW+Bk4BfApzfQZmlELIuIZStXrpyNYUmSJElVQ5zDPM7pwBHAOzPzunENMvMs4CyAJUuW5CyNS9psrM7N/2mxIKLaZkv4O2eDeepPbV5uDrneHMYobc4GP8IcEe8HTgTOyswPDt2fJEmS1KdBC+aIeC/wbuAc4K1D9iVJkiQNYbCCOSLeA7wH+CRwfKafF0mSJGnzM0jBHBEnA+8FzgV+LzMfH6IfSZIkaWi9f+kvIk4A3gf8FLgQeF385y9U3JWZ3+i7X0mSJGkIQ1wl47B2uS/wiTHxbwMWzJIkSdosDPFLf2/KzCjcXtJ3n5IkSdJQZvOX/iRJkqTNjgWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSwby5HoCkrcfqzLkewhZjQUQxbq67M1eSajzCLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFFsySJElSgQWzJEmSVGDBLEmSJBVYMEuSJEkFgxTMEbFNRJwUEddGxLqIuD0iPhQROw/RnyRJkjSUoY4wnwacCvwEeBtwHvCHwBcjwqPakiRJ2mzM63uDEfFMmiL5/Mx89cj6W4C/BV4DfLrvfiVJkqQhDHG097VAAKdPW382sBY4boA+JUmSpEEMUTAfBjwOXD66MjPXAVe1cUmSJGmz0PspGcDewN2Z+fCY2HLgyIjYPjMfGQ1ExFJgafvfhyPimgHGtrXZA7h7rgexhTCX/TGX/SjmMSJmcSibPedkf8xlP8xjf2q53K/LRoYomHcCxhXLAOtG2vyngjkzzwLOAoiIZZm5ZICxbVXMY3/MZX/MZT/MY3/MZX/MZT/MY3/6yuUQp2SsBXbYQGz+SBtJkiRp4g1RMN8J7BER44rmRTSnazwyJiZJkiRNnCEK5iva7T5/dGVEzAcOAZZ12MZZA4xra2Qe+2Mu+2Mu+2Ee+2Mu+2Mu+2Ee+9NLLiMz+9jOExuMOBj4IfD5addhfhvNdZhfn5n/2GunkiRJ0kB6L5gBIuIM4ETg88CXgWfQ/NLfd4GXZubjvXcqSZIkDWCognlb4I9pLhO3mOZyHp8FTs7M1b13KEmSJA1kkIJZkiRJ2lIM8aW/jRYR20TESRFxbUSsi4jbI+JDEbHzXI9tUkXEn0fEeRFxc0RkRNxaaX94RFwYEasi4sGI+GpEHDJLw51YEfH0iDglIi6LiJVtfq6KiHeNm38RcWBEXBAR90XEmoi4JCJeOhdjnzRtbj4VEf8eEQ9ExNr2OX1qROy1gfbmsoOI2Ckibmmf62eOiZvLDWhzNu623qed5rEuInaLiL+JiBvb1+uVEXFRRLxwWjtfczYgIt5bmJcZEY9Oa++83ICIWBAR74yIq9u5dndEXBoRb4ppv9400zk5xA+XbIrTaM5x/jzwIZ445/m5EXGM5zyP9ZfAvcAPgF1LDSPiCOBiml9aPLldfSJwSUQcmZlXDzjOSff7wAnAF4BPAY8CRwMfAH43Io7IzIcAImJ/4FLgF8BfAQ8AbwG+FhG/kZkXzsH4J8k+wF40z+M7aPJ0MM2pWa+JiEMy8+dgLjfBKTS/VrUec9nJJaz/TfnpRYl5rIiI/WheSxYAHwOuB3YBnk1z2dipdr7mlJ0P3Dhm/bOBPwW+OLXCeblhEbEN8BXgSOATwBk0P4z3WuAcmlryz9q2M5+TmTmnN+CZwOPAP09b/zYggdfN9Rgn8QY8beTf1wC3FtpeDjwILBpZt6hd9/W5/lvmOI9LgF3GrP9AO/9OHFn3OeAx4JCRdQuA24DraE9x8rZeLo9tc/kOc7lJ+XsezYvln7R5PHNa3FyW85fAP3RoZx7rOboEuB3Yq9LO15xNy+/ft/P1lSPrnJcbztcL2nydNm399sDNwP0j62Y8JyfhlIzXAgGcPm392TS/CHjcrI9oM5CZN3dpFxEHAIcB52Xm8pH7LwfOA46JiD2HGeXky8xlmfnAmNBn2+WzANrTM34buDgzrxq5/2rgo8DTafKs9d3WLp8C5nJjRPMF6rOBr9IclZoeN5cdRcT2EbFgAzHzWBERLwKOAv4qM38WEdtFxE5j2vmaswnaXL6G5gjoV9t1zsuyJ7fLO0dXZvPjeHcDa6C/OTkJBfNhNEeYLx9dmZnrgKvYuidDH6by970xscto3qwcOnvD2Wzs0y7vapfPpvnJ9w3lEZyrQPMjRRGxR0TsExEvpzlqAs0lJsFcboyTgINoPjocx1x2899pDsCsioifR8QZEbHLSNw81r2iXf40Ir4IPASsiYjrI2L0wJavOZvmd2kKwHMy87F2nfOy7HLgfuAdEXFsROzbnu/9QZo59t62XS9zchLOYd6b5ueyHx4TWw4cGRHbpz+nvan2bpfLx8Sm1i0aE9tqtUf1Tqb5GPzT7Wrz2N3xNOeSTbkVOC4zL2n/by47iIhfAd4HnJKZt0bE4jHNzGXd5TRHkW6kKUheQfMG5MXtuYurMY9dHNguzwZuAN5IU8z9CXBuRGyXmedgLjfVm2lOL/j4yDpzWZCZ90XEb9Mcbf/cSGgV8OrMvKD9fy95nISCeSdgXLEMsG6kjQXzppn6yGxcjtdNa6PG6cARwDsz87p2nXns7gLgWprz7J5L85HiwpG4uezm74BbgFMLbcxlRWYePm3VJyPiR8D/Bv6oXZrHuie1y1XA0VMHsSLi8zTni/5lRHwCc7nRIuJAmtNdvpmZt4yEzGXdaprvcX2B5suRu9F8kf/TEfGqzPwGPeVxEgrmtcAvbSA2f6SNNs1U7nYYEzO/00TE+2mOPp2VmR8cCZnHjjLzDpqrZABcEBH/DFwRETu2OTWXFe1H3C8HXpSZjxaamstN89fAe4BX0hTM5rHuoXb5mdFPfNujfF8A3kBzFNpcbrw3t8uPTltvLgsi4mCaIvmkzPzIyPrP0BTRZ7dXGeklj5NwDvOdwB4RMe4PWURzuoZHlzfd1Mnw4z5umFo37mOKrU5EvBd4N83laN46LWweN1Fm/gj4N+B/tqvMZUG7LzyV5pzvFRFxQPullf3aJru063bFXG6S9k3InTxxqT7zWDf1JnjFmNjP2uVTMJcbJSLm0bzZuJfmkpyjzGXZSTQF73mjKzNzLfAlmn3mYnrK4yQUzFfQjOP5oysjYj5wCLBsLga1BbmiXb5gTOwImnOmrpy94UymiHgPzRGnTwLHZ3vNmRFX03ycs6E8gnO1ZEeaj8rAXNbsSHMKyytpzhWdul3cxo9r/3885nKTtK8v+/DEl3rNY93UF/P3GRObWvdzfM3ZWL8FPBU4d8x3uZyXZVPF7rZjYvNGlv3MyQm4jt7BlK/DfNxcj3HSb9Svw3wFzbUG9x5Zt3e77sK5Hv9c32i+4Jc0xfI2hXbn0VwP8zkj66auh3k9W/H1MNtc7LmB9Ue3efumueyUx+1oruow/fYH7Tz9Svv/p5vLai5338D6v2b9a4Obx3Iun9K+ZtwBLBhZvxfNeaTXj6zzNad7Xv+1nYsHbyDuvNxw7k6b/jxu1099+nYvMK9dN+M5Ge2d5lREnEFz3ujnaT6GnPqlv+8CL01/6W89EfF6nviI9m00F+r+UPv/2zLz3JG2RwIX0ezozhi5z1OB/5KZP5yVQU+giDgBOBP4KfAXNG/eRt2VzZcGpq7leDnNL4SdRvNEewvNm75XZubXZmvck6j98s9ewLdodubzaS7V8xqa88Neku21RM3lxmuvknEL8H8z88SR9eZyAyLiNJojSBfRPMcX0Fwl42jg+zRfXpv6JU/zWBERS2kuE/ljmqs5bE/zRm4v4Dcz8+ttO19zOoiIvWnm5ZW5/pdTp9o4Lzeg/eXJH9C8mfsUTc24G01+FgMnZOaH27Yzn5Nz/Q6hLdi3Bd5O86s1D9OcS3IqI+9iva2Xs4tp3lmNu108pv0LgG/SHAlYBXwNeN5c/x1zfQP+oZDH9XJJ82buX2iu/bgW+A5wzFz/HZNwo7mO6JdofglsHc2XhK5td077jmlvLjcuv4sZ80t/5rKYs1e1+7rl7ZxcQ3N9/3cC883jJuX0d2iuXbumfS35+v9v745pAIShKIp+LzjCAyaQhxYUoIChnQi8Diwdzpn/1JRwIWnag+M5550zXsu9P9PbYM6+/F6bpdq12Ge1j4qrqo6qWl9mf+3JKf4wAwDArGY49AcAANMSzAAAEAhmAAAIBDMAAASCGQAAAsEMAACBYAYAgEAwAwBAIJgBACC4ASxoudS7qAhoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Method 3 -- Search for extrema, then select random N sensors\n",
    "nmax = np.array([],dtype='int')\n",
    "nmin = np.copy(nmax)\n",
    "Psum = np.zeros((n,10))\n",
    "for jj in range(10): # walk through the modes\n",
    "    nmaxt = np.array([],dtype='int')\n",
    "    nmint = np.copy(nmaxt)\n",
    "    \n",
    "    for kk in range(1,n-1):\n",
    "        if yharm[kk,jj] > yharm[kk-1,jj] and yharm[kk,jj] > yharm[kk+1,jj]:\n",
    "            nmax = np.append(nmax,kk)\n",
    "            nmaxt = np.append(nmaxt,kk)\n",
    "        if yharm[kk,jj] < yharm[kk-1,jj] and yharm[kk,jj] < yharm[kk+1,jj]:\n",
    "            nmin = np.append(nmin,kk)\n",
    "            nmint = np.append(nmint,kk)\n",
    "    \n",
    "    nst = np.concatenate((nmaxt, nmint))\n",
    "    Psum[nst,jj] = 1\n",
    "\n",
    "ns = np.concatenate((nmax,nmin))\n",
    "ni = np.random.choice(len(ns),20)\n",
    "nsr = ns[ni]\n",
    "# P = np.zeros(n)\n",
    "# P[nsr] = 1\n",
    "\n",
    "fig,axs = plt.subplots(2,1)\n",
    "axs[0].pcolor(yharm.T,cmap='hot')\n",
    "axs[1].pcolor(-Psum.T,cmap='hot')\n",
    "    \n",
    "P = np.zeros(n)\n",
    "P[ns] = 1\n",
    "\n",
    "# compute M matrix\n",
    "M2 = np.zeros((10,10))\n",
    "for jj in range(10):\n",
    "    for kk in range(jj+1):\n",
    "        Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "        M2[jj,kk] = Area\n",
    "        M2[kk,jj] = Area\n",
    "\n",
    "ftild = np.zeros(10)\n",
    "for jj in range(10): # reconstruction using gappy\n",
    "    ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "atild = np.linalg.solve(M2,ftild) # compute error\n",
    "f1 = yharm @ atild        # iterative reconstruction\n",
    "E[2] = np.linalg.norm(f1-f) # iterative error\n",
    "con[2] = np.linalg.cond(M2)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x,f,'r')\n",
    "plt.plot(x,f1,'k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## select random 20 - shuffle\n",
    "ntot = len(ns)\n",
    "E_tri = np.zeros(100)\n",
    "con_tri = np.copy(E_tri)\n",
    "for jtrials in range(100):\n",
    "    ni = np.random.choice(ntot,20)\n",
    "    nsr = ns[ni]\n",
    "    P = np.zeros(n)\n",
    "    P[nsr] = 1\n",
    "\n",
    "    # compute M matrix\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "\n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f1 = yharm @ atild        # iterative reconstruction\n",
    "    E_tri[jtrials] = np.linalg.norm(f1-f) # iterative error\n",
    "    con_tri[jtrials] = np.linalg.cond(M2)\n",
    "\n",
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].bar(range(100),np.log(con_tri),facecolor=(0.7,0.7,0.7))\n",
    "axs[1].bar(range(100),np.log(E_tri+1),facecolor=(0.7,0.7,0.7))\n",
    "\n",
    "plt.show()\n",
    "\n",
    "E[3:5] = 0\n",
    "con[3:5] = 0\n",
    "Estri = np.sort(E_tri)\n",
    "contri = np.sort(con_tri)\n",
    "E[5:10] = Estri[:5]\n",
    "con[5:10] = contri[:5]\n",
    "con[10:12] = 0\n",
    "E[10:12] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:57: RuntimeWarning: divide by zero encountered in log\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:59: RuntimeWarning: divide by zero encountered in log\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Method to compare -- Willcox condition number\n",
    "n2 = 20 # number of sensors\n",
    "nall = np.arange(n)\n",
    "ns = np.array([],dtype='int')\n",
    "kond = np.zeros(n2)\n",
    "Psum = np.zeros((n,n2))\n",
    "f1 = np.zeros((n,n2))\n",
    "EW = np.zeros(n2)\n",
    "for jsense in range(n2):\n",
    "    con2 = np.zeros(n-jsense-1)\n",
    "    for jloop in range(n-jsense-1):\n",
    "        P = np.zeros(n)\n",
    "        P[ns] = 1\n",
    "        P[nall[jloop]] = 1\n",
    "        \n",
    "        # compute M matrix\n",
    "        M2 = np.zeros((10,10))\n",
    "        for jj in range(10):\n",
    "            for kk in range(jj+1):\n",
    "                Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "                M2[jj,kk] = Area\n",
    "                M2[kk,jj] = Area\n",
    "        \n",
    "        con2[jloop] = np.linalg.cond(M2) # compute condition number\n",
    "    n1 = np.argmin(con2) # location to minimize condition #\n",
    "    s1 = con2[n1]\n",
    "    kond[jsense] = s1\n",
    "    ns = np.append(ns,nall[n1]) # add sensor location\n",
    "    nall = np.setdiff1d(nall,ns) # new sensor indices\n",
    "    P = np.zeros(n)\n",
    "    P[ns] = 1\n",
    "    Psum[:,jsense] = P\n",
    "    M2 = np.zeros((10,10))\n",
    "    for jj in range(10):\n",
    "        for kk in range(jj+1):\n",
    "            Area = np.trapz(P*yharm[:,jj]*yharm[:,kk],x)\n",
    "            M2[jj,kk] = Area\n",
    "            M2[kk,jj] = Area\n",
    "            \n",
    "    ftild = np.zeros(10)\n",
    "    for jj in range(10): # reconstruction using gappy\n",
    "        ftild[jj] = np.trapz(P*(f*yharm[:,jj]),x)\n",
    "    atild = np.linalg.solve(M2,ftild) # compute error\n",
    "    f1[:,jsense] = yharm @ atild        # iterative reconstruction\n",
    "    EW[jsense] = np.linalg.norm(f1[:,jsense]-f) # iterative error\n",
    "    \n",
    "E[12] = EW[-1]\n",
    "con[12] = kond[-1]\n",
    "\n",
    "dum1 = np.zeros(13)\n",
    "dum2 = np.zeros(13)\n",
    "dum1[-1] = EW[-1]\n",
    "dum2[-1] = kond[-1]\n",
    "\n",
    "fig, axs = plt.subplots(2,1)\n",
    "axs[0].bar(range(13),np.log(E+1),facecolor=(0.7,0.7,0.7))\n",
    "axs[1].bar(range(13),np.log(con),facecolor=(0.7,0.7,0.7))\n",
    "axs[0].bar(range(13),np.log(dum1+1),facecolor='r')\n",
    "axs[1].bar(range(13),np.log(dum2),facecolor='r')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(3,1)\n",
    "axs[0].bar(range(len(kond)),np.log(kond),facecolor=(0.7,0.7,0.7))\n",
    "axs[1].bar(range(len(EW)),np.log(EW+1),facecolor=(0.7,0.7,0.7))\n",
    "axs[2].pcolor(-Psum.T,cmap='hot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "titer = np.arange(1,21)\n",
    "titer = np.append(titer,25)\n",
    "titer2 = np.arange(9,21)\n",
    "titer2 = np.append(titer2,25)\n",
    "f1 = np.concatenate((f1,f.reshape(n,1)),axis=1)\n",
    "f2 = np.concatenate((f1[:,9:21],f.reshape(n,1)),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [12,6]\n",
    "fig, axs = plt.subplots(ncols=2, subplot_kw={'projection': '3d'})\n",
    "for ti in range(len(titer)):\n",
    "    axs[0].plot(x,titer[ti]*np.ones_like(x),f1[:,ti],color='k')\n",
    "    \n",
    "for ti in range(len(titer2)):\n",
    "    axs[1].plot(x,titer2[ti]*np.ones_like(x),f2[:,ti],color='k')\n",
    "    \n",
    "for ax in axs:\n",
    "    ax.view_init(azim=120,elev=30)\n",
    "    ax.set_xlim(-4,4)\n",
    "    ax.set_ylim(0,25)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC06_1_DEIM.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import integrate\n",
    "from scipy.linalg import qr\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,10]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spatial discretization\n",
    "L = 40 \n",
    "n = 256\n",
    "x2 = np.linspace(-L/2,L/2,n+1)\n",
    "x = x2[:n]\n",
    "\n",
    "# wavenumbers for FFT\n",
    "k = n*(2*np.pi/L)*np.fft.fftfreq(n) # k-vector\n",
    "\n",
    "# time domain collection points\n",
    "t = np.linspace(0,2*np.pi,61)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ch_pod_sol_rhs(ut_split,t,k=k):\n",
    "    ut = ut_split[:n] + (1j)*ut_split[n:]\n",
    "    u = np.fft.ifft(ut)\n",
    "    rhs = -0.5*(1j)*np.power(k,2)*ut + (1j)*np.fft.fft(np.power(np.abs(u),2)*u)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 2\n",
    "u0 = N/np.cosh(x)\n",
    "ut = np.fft.fft(u0)\n",
    "\n",
    "ut_split = np.concatenate((np.real(ut),np.imag(ut))) # Separate real/complex pieces\n",
    "\n",
    "utsol_split = integrate.odeint(ch_pod_sol_rhs,ut_split,t,mxstep=10**6)\n",
    "utsol = utsol_split[:,:n] + (1j)*utsol_split[:,n:]\n",
    "\n",
    "usol = np.zeros_like(utsol)\n",
    "for jj in range(len(t)):\n",
    "    usol[jj,:] = np.fft.ifft(utsol[jj,:]) # transforming back\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "ax.view_init(elev=25, azim=110)\n",
    "\n",
    "for tt in range(len(t)):\n",
    "    ax.plot(x,t[tt]*np.ones_like(x),np.abs(usol[tt,:]),color='k',linewidth=0.75)\n",
    "\n",
    "ax.set_ylim(0,2*np.pi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = usol.T # data matrix X\n",
    "U,S,WT = np.linalg.svd(X,full_matrices=0) # SVD reduction\n",
    "\n",
    "r = 3 # select rank truncation\n",
    "Psi = U[:,:r] # select POD modes\n",
    "a0 = Psi.T @ u0 # project initial conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "NL = (1j)*np.power(np.abs(X),2)*X\n",
    "XI,S_NL,WT = np.linalg.svd(NL,full_matrices=0)\n",
    "\n",
    "# First DEIM point\n",
    "nmax = np.argmax(np.abs(XI[:,0]))\n",
    "XI_m = XI[:,0].reshape(n,1)\n",
    "z = np.zeros((n,1))\n",
    "P = np.copy(z)\n",
    "P[nmax] = 1\n",
    "\n",
    "# DEIM points 2 to r\n",
    "for jj in range(1,r):\n",
    "    c = np.linalg.solve(P.T @ XI_m, P.T @ XI[:,jj].reshape(n,1))\n",
    "    res = XI[:,jj].reshape(n,1) - XI_m @ c\n",
    "    nmax = np.argmax(np.abs(res))\n",
    "    XI_m = np.concatenate((XI_m,XI[:,jj].reshape(n,1)),axis=1)\n",
    "    P = np.concatenate((P,z),axis=1)\n",
    "    P[nmax,jj] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "P_NL = Psi.T @ (XI_m @ np.linalg.inv(P.T @ XI_m)) # nonlinear projection\n",
    "P_Psi = P.T @ Psi # interpolation of Psi\n",
    "\n",
    "Lxx = np.zeros((n,r),dtype='complex_')\n",
    "for jj in range(r):\n",
    "    Lxx[:,jj] = np.fft.ifft(-np.power(k,2)*np.fft.fft(Psi[:,jj]))\n",
    "\n",
    "L = 0.5 * (1j) * Psi.T @ Lxx # projected linear term"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rom_deim_rhs(a_split,tspan,P_NL=P_NL,P_Psi=P_Psi,L=L):\n",
    "    a = a_split[:r] + (1j)*a_split[r:]\n",
    "    N = P_Psi @ a\n",
    "    rhs = L @ a + (1j) * P_NL @ (np.power(np.abs(N),2)*N)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "a0_split = np.concatenate((np.real(a0),np.imag(a0))) # Separate real/complex pieces\n",
    "\n",
    "a_split = integrate.odeint(rom_deim_rhs,a0_split,t,mxstep=10**6)\n",
    "a = a_split[:,:r] + (1j)*a_split[:,r:]\n",
    "\n",
    "Xtilde = Psi @ a.T # DEIM approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "ax.view_init(elev=25, azim=110)\n",
    "\n",
    "for tt in range(len(t)):\n",
    "    ax.plot(x,t[tt]*np.ones_like(x),np.abs(Xtilde[:,tt]),color='k',linewidth=0.75)\n",
    "\n",
    "ax.set_ylim(0,2*np.pi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## QR DEIM\n",
    "Q,R,pivot = qr(NL.T,pivoting=True)\n",
    "P_qr = np.zeros_like(x)\n",
    "P_qr[pivot[:3]] = 1\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,2]\n",
    "plt.bar(x,P_qr,width=0.05)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


================================================
FILE: CH12/CH12_SEC06_2_DEIM.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import linalg\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from scipy import integrate\n",
    "from scipy.linalg import qr\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10,10]\n",
    "plt.rcParams.update({'font.size': 18})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spatial discretization\n",
    "L = 40 \n",
    "n = 256\n",
    "x2 = np.linspace(-L/2,L/2,n+1)\n",
    "x = x2[:n]\n",
    "\n",
    "# wavenumbers for FFT\n",
    "k = n*(2*np.pi/L)*np.fft.fftfreq(n) # k-vector\n",
    "\n",
    "# time domain collection points\n",
    "t = np.linspace(0,2*np.pi,61)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ch_pod_sol_rhs(ut_split,t,k=k):\n",
    "    ut = ut_split[:n] + (1j)*ut_split[n:]\n",
    "    u = np.fft.ifft(ut)\n",
    "    rhs = -0.5*(1j)*np.power(k,2)*ut + (1j)*np.fft.fft(np.power(np.abs(u),2)*u)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 2\n",
    "u0 = N/np.cosh(x)\n",
    "ut = np.fft.fft(u0)\n",
    "\n",
    "ut_split = np.concatenate((np.real(ut),np.imag(ut))) # Separate real/complex pieces\n",
    "\n",
    "utsol_split = integrate.odeint(ch_pod_sol_rhs,ut_split,t,mxstep=10**6)\n",
    "utsol = utsol_split[:,:n] + (1j)*utsol_split[:,n:]\n",
    "\n",
    "usol = np.zeros_like(utsol)\n",
    "for jj in range(len(t)):\n",
    "    usol[jj,:] = np.fft.ifft(utsol[jj,:]) # transforming back\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "ax.view_init(elev=25, azim=110)\n",
    "\n",
    "for tt in range(len(t)):\n",
    "    ax.plot(x,t[tt]*np.ones_like(x),np.abs(usol[tt,:]),color='k',linewidth=0.75)\n",
    "\n",
    "ax.set_ylim(0,2*np.pi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = usol.T # data matrix X\n",
    "U,S,WT = np.linalg.svd(X,full_matrices=0) # SVD reduction\n",
    "\n",
    "r = 3 # select rank truncation\n",
    "Psi = U[:,:r] # select POD modes\n",
    "a0 = Psi.T @ u0 # project initial conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "NL = (1j)*np.power(np.abs(X),2)*X\n",
    "XI,S_NL,WT = np.linalg.svd(NL,full_matrices=0)\n",
    "\n",
    "# First DEIM point\n",
    "nmax = np.argmax(np.abs(XI[:,0]))\n",
    "XI_m = XI[:,0].reshape(n,1)\n",
    "z = np.zeros((n,1))\n",
    "P = np.copy(z)\n",
    "P[nmax] = 1\n",
    "\n",
    "# DEIM points 2 to r\n",
    "for jj in range(1,r):\n",
    "    c = np.linalg.solve(P.T @ XI_m, P.T @ XI[:,jj].reshape(n,1))\n",
    "    res = XI[:,jj].reshape(n,1) - XI_m @ c\n",
    "    nmax = np.argmax(np.abs(res))\n",
    "    XI_m = np.concatenate((XI_m,XI[:,jj].reshape(n,1)),axis=1)\n",
    "    P = np.concatenate((P,z),axis=1)\n",
    "    P[nmax,jj] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "P_NL = Psi.T @ (XI_m @ np.linalg.inv(P.T @ XI_m)) # nonlinear projection\n",
    "P_Psi = P.T @ Psi # interpolation of Psi\n",
    "\n",
    "Lxx = np.zeros((n,r),dtype='complex_')\n",
    "for jj in range(r):\n",
    "    Lxx[:,jj] = np.fft.ifft(-np.power(k,2)*np.fft.fft(Psi[:,jj]))\n",
    "\n",
    "L = 0.5 * (1j) * Psi.T @ Lxx # projected linear term"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rom_deim_rhs(a_split,tspan,P_NL=P_NL,P_Psi=P_Psi,L=L):\n",
    "    a = a_split[:r] + (1j)*a_split[r:]\n",
    "    N = P_Psi @ a\n",
    "    rhs = L @ a + (1j) * P_NL @ (np.power(np.abs(N),2)*N)\n",
    "    rhs_split = np.concatenate((np.real(rhs),np.imag(rhs)))\n",
    "    return rhs_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "a0_split = np.concatenate((np.real(a0),np.imag(a0))) # Separate real/complex pieces\n",
    "\n",
    "a_split = integrate.odeint(rom_deim_rhs,a0_split,t,mxstep=10**6)\n",
    "a = a_split[:,:r] + (1j)*a_split[:,r:]\n",
    "\n",
    "Xtilde = Psi @ a.T # DEIM approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "ax.view_init(elev=25, azim=110)\n",
    "\n",
    "for tt in range(len(t)):\n",
    "    ax.plot(x,t[tt]*np.ones_like(x),np.abs(Xtilde[:,tt]),color='k',linewidth=0.75)\n",
    "\n",
    "ax.set_ylim(0,2*np.pi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,-np.real(Psi[:,:3]))\n",
    "plt.xlim(-4,4)\n",
    "plt.ylim(-1,1)\n",
    "[plt.bar(x, P[:,jj],width=0.025,color='k') for jj in range(3)]\n",
    "[plt.bar(x,-P[:,jj],width=0.025,color='k') for jj in range(3)]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## QR compare\n",
    "plt.rcParams['figure.figsize'] = [8,8]\n",
    "fig,axs = plt.subplots(2,1)\n",
    "axs[0].plot(x,-np.real(Psi[:,:3]))\n",
    "[axs[0].bar(x, P[:,jj],width=0.025,color='k') for jj in range(3)]\n",
    "[axs[0].bar(x,-P[:,jj],width=0.025,color='k') for jj in range(3)]\n",
    "\n",
    "Q,R,pivot = qr(NL.T,pivoting=True)\n",
    "P_qr = np.zeros_like(x)\n",
    "P_qr[pivot[:3]] = 1\n",
    "\n",
    "axs[1].plot(x,-np.real(Psi[:,:3]))\n",
    "axs[1].bar(x, P_qr,width=0.025,color='k')\n",
    "axs[1].bar(x,-P_qr,width=0.025,color='k')\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xlim(-4,4)\n",
    "    ax.set_ylim(-1,1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


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FILE: DATA/VORTALL.mat
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[File too large to display: 98.3 MB]

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FILE: DATA/allFaces.mat
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[File too large to display: 54.5 MB]

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FILE: DATA/census1994.csv
================================================
age,workClass,fnlwgt,education,education_num,marital_status,occupation,relationship,race,sex,capital_gain,capital_loss,hours_per_week,native_country,salary
39,State-gov,77516,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,2174,0,40,United-States,<=50K
50,Self-emp-not-inc,83311,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,13,United-States,<=50K
38,Private,215646,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,234721,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,338409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,Cuba,<=50K
37,Private,284582,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
49,Private,160187,9th,5,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,16,Jamaica,<=50K
52,Self-emp-not-inc,209642,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
31,Private,45781,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,50,United-States,>50K
42,Private,159449,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
37,Private,280464,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,80,United-States,>50K
30,State-gov,141297,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
23,Private,122272,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
32,Private,205019,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Male,0,0,50,United-States,<=50K
40,Private,121772,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
34,Private,245487,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,45,Mexico,<=50K
25,Self-emp-not-inc,176756,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K
32,Private,186824,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
38,Private,28887,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
43,Self-emp-not-inc,292175,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,>50K
40,Private,193524,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
54,Private,302146,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
35,Federal-gov,76845,9th,5,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
43,Private,117037,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2042,40,United-States,<=50K
59,Private,109015,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Local-gov,216851,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
19,Private,168294,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
54,<undefined>,180211,Some-college,10,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,60,South,>50K
39,Private,367260,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,80,United-States,<=50K
49,Private,193366,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Local-gov,190709,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,52,United-States,<=50K
20,Private,266015,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,44,United-States,<=50K
45,Private,386940,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Male,0,1408,40,United-States,<=50K
30,Federal-gov,59951,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
22,State-gov,311512,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,15,United-States,<=50K
48,Private,242406,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Puerto-Rico,<=50K
21,Private,197200,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,544091,HS-grad,9,Married-AF-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,<=50K
31,Private,84154,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,38,<undefined>,>50K
48,Self-emp-not-inc,265477,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,507875,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K
53,Self-emp-not-inc,88506,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,172987,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,94638,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,289980,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,35,United-States,<=50K
57,Federal-gov,337895,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
53,Private,144361,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K
44,Private,128354,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
41,State-gov,101603,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,271466,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
25,Private,32275,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Other,Female,0,0,40,United-States,<=50K
18,Private,226956,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,<undefined>,<=50K
47,Private,51835,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,60,Honduras,>50K
50,Federal-gov,251585,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
47,Self-emp-inc,109832,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
43,Private,237993,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
46,Private,216666,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
35,Private,56352,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
41,Private,147372,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K
30,Private,188146,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,40,United-States,<=50K
30,Private,59496,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,2407,0,40,United-States,<=50K
32,<undefined>,293936,7th-8th,4,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
48,Private,149640,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,116632,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
29,Private,105598,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,58,United-States,<=50K
36,Private,155537,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,183175,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,169846,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
49,Self-emp-inc,191681,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,<undefined>,200681,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,101509,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,32,United-States,<=50K
31,Private,309974,Bachelors,13,Separated,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Self-emp-not-inc,162298,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
23,Private,211678,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
79,Private,124744,Some-college,10,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,20,United-States,<=50K
27,Private,213921,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K
40,Private,32214,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
67,<undefined>,212759,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,<=50K
18,Private,309634,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,22,United-States,<=50K
31,Local-gov,125927,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,446839,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
52,Private,276515,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Cuba,<=50K
46,Private,51618,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
59,Private,159937,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
44,Private,343591,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,14344,0,40,United-States,>50K
53,Private,346253,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
49,Local-gov,268234,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
33,Private,202051,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,54334,9th,5,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,410867,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
57,Private,249977,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,286730,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,212563,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,25,United-States,<=50K
30,Private,117747,HS-grad,9,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,1573,35,<undefined>,<=50K
34,Local-gov,226296,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
29,Local-gov,115585,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
48,Self-emp-not-inc,191277,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,60,United-States,>50K
37,Private,202683,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
48,Private,171095,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,England,<=50K
32,Federal-gov,249409,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
76,Private,124191,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
44,Private,198282,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
47,Self-emp-not-inc,149116,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
20,Private,188300,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,103432,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,317660,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
17,<undefined>,304873,10th,6,Never-married,<undefined>,Own-child,White,Female,34095,0,32,United-States,<=50K
30,Private,194901,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
31,Local-gov,189265,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,124692,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,432376,Bachelors,13,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
38,Private,65324,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
56,Self-emp-not-inc,335605,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,1887,50,Canada,>50K
28,Private,377869,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,4064,0,25,United-States,<=50K
36,Private,102864,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
53,Private,95647,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
56,Self-emp-inc,303090,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
49,Local-gov,197371,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
55,Private,247552,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,56,United-States,<=50K
22,Private,102632,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,41,United-States,<=50K
21,Private,199915,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,118853,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,77143,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,Germany,<=50K
29,State-gov,267989,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
19,Private,301606,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
47,Private,287828,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
20,Private,111697,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1719,28,United-States,<=50K
31,Private,114937,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
35,<undefined>,129305,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,365739,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,69621,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
24,Private,43323,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,1762,40,United-States,<=50K
38,Self-emp-not-inc,120985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,35,United-States,<=50K
37,Private,254202,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,146195,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,Black,Female,0,0,36,United-States,<=50K
38,Federal-gov,125933,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K
43,Self-emp-not-inc,56920,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,163127,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
20,Private,34310,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
49,Private,81973,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
61,Self-emp-inc,66614,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,232782,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,316868,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,Mexico,<=50K
45,Private,196584,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,40,United-States,>50K
70,Private,105376,Some-college,10,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
31,Private,185814,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,0,0,30,United-States,<=50K
22,Private,175374,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,24,United-States,<=50K
36,Private,108293,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
64,Private,181232,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2179,40,United-States,<=50K
43,<undefined>,174662,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Local-gov,186009,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,Mexico,<=50K
34,Private,198183,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,163003,Bachelors,13,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
21,Private,296158,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
52,<undefined>,252903,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,45,United-States,>50K
48,Private,187715,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
23,Private,214542,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
71,Self-emp-not-inc,494223,Some-college,10,Separated,Sales,Unmarried,Black,Male,0,1816,2,United-States,<=50K
29,Private,191535,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
42,Private,228456,Bachelors,13,Separated,Other-service,Other-relative,Black,Male,0,0,50,United-States,<=50K
68,<undefined>,38317,1st-4th,2,Divorced,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
25,Private,252752,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Self-emp-inc,78374,Masters,14,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
28,Private,88419,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,England,<=50K
45,Self-emp-not-inc,201080,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Private,207157,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
39,Federal-gov,235485,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K
46,State-gov,102628,Masters,14,Widowed,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K
18,Private,25828,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
66,Local-gov,54826,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
27,Private,124953,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,1980,40,United-States,<=50K
28,State-gov,175325,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,96062,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K
27,Private,428030,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,State-gov,149624,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,253814,HS-grad,9,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
21,Private,312956,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Private,483777,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
18,Private,183930,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
33,Private,37274,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,<=50K
44,Local-gov,181344,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,38,United-States,>50K
43,Private,114580,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,633742,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K
40,Private,286370,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,>50K
37,Federal-gov,29054,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,42,United-States,>50K
34,Private,304030,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,143129,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,<undefined>,135105,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,99928,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,<=50K
58,State-gov,109567,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,1,United-States,>50K
38,Private,155222,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,28,United-States,<=50K
24,Private,159567,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,523910,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
47,Private,120939,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
41,Federal-gov,130760,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,24,United-States,<=50K
23,Private,197387,5th-6th,3,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,Mexico,<=50K
36,Private,99374,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,56795,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,55,United-States,>50K
35,Private,138992,Masters,14,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,7298,0,40,United-States,>50K
24,Self-emp-not-inc,32921,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,397317,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K
19,<undefined>,170653,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,Italy,<=50K
51,Private,259323,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
42,Local-gov,254817,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,1340,40,United-States,<=50K
37,State-gov,48211,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
18,Private,140164,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,128757,Bachelors,13,Married-civ-spouse,Other-service,Husband,Black,Male,7298,0,36,United-States,>50K
35,Private,36270,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
58,Self-emp-inc,210563,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,15024,0,35,United-States,>50K
17,Private,65368,11th,7,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
44,Local-gov,160943,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
37,Private,208358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,153790,Some-college,10,Never-married,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
60,Private,85815,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
54,Self-emp-inc,125417,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
37,Private,635913,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,60,United-States,>50K
50,Private,313321,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,182609,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Poland,<=50K
45,Private,109434,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
25,Private,255004,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,197860,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
64,<undefined>,187656,1st-4th,2,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
90,Private,51744,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,2206,40,United-States,<=50K
54,Private,176681,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,20,United-States,<=50K
53,Local-gov,140359,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K
18,Private,243313,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
60,<undefined>,24215,10th,6,Divorced,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,10,United-States,<=50K
66,Self-emp-not-inc,167687,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,1409,0,50,United-States,<=50K
75,Private,314209,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,Columbia,<=50K
65,Private,176796,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,538583,11th,7,Separated,Transport-moving,Not-in-family,Black,Male,3674,0,40,United-States,<=50K
41,Private,130408,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,38,United-States,<=50K
25,Private,159732,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,<=50K
33,Private,110978,Some-college,10,Divorced,Craft-repair,Other-relative,Other,Female,0,0,40,United-States,<=50K
28,Private,76714,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
59,State-gov,268700,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
40,State-gov,170525,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
41,Private,180138,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Iran,>50K
38,Local-gov,115076,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
23,Private,115458,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,347890,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,196001,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,United-States,<=50K
24,State-gov,273905,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
20,<undefined>,119156,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
38,Private,179488,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,1741,40,United-States,<=50K
56,Private,203580,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,<undefined>,<=50K
58,Private,236596,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
32,Private,183916,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K
40,Private,207578,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,60,United-States,>50K
45,Private,153141,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,<undefined>,<=50K
41,Private,112763,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
42,Private,390781,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
59,Local-gov,171328,10th,6,Widowed,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
19,Local-gov,27382,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
58,Private,259014,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K
42,Self-emp-not-inc,303044,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
20,Private,117789,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,172579,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
45,Private,187666,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
50,Private,204518,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,150042,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,98092,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,245918,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
59,Private,146013,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
26,Private,378322,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,257295,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,75,Thailand,>50K
19,<undefined>,218956,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,24,Canada,<=50K
64,Private,21174,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,185480,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Private,222205,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,>50K
61,Private,69867,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,191260,9th,5,Never-married,Other-service,Own-child,White,Male,1055,0,24,United-States,<=50K
50,Self-emp-not-inc,30653,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,2407,0,98,United-States,<=50K
27,Local-gov,209109,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K
30,Private,70377,HS-grad,9,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
43,Private,477983,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
44,Private,170924,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
35,Private,190174,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,193787,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,279472,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,7298,0,48,United-States,>50K
22,Private,34918,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,Germany,<=50K
42,Local-gov,97688,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
34,Private,175413,Assoc-acdm,12,Divorced,Sales,Unmarried,Black,Female,0,0,45,United-States,<=50K
60,Private,173960,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,42,United-States,<=50K
21,Private,205759,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
57,Federal-gov,425161,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
41,Private,220531,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
50,Private,176609,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,Private,371987,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,193884,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Ecuador,<=50K
36,Private,200352,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,127595,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Local-gov,220419,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K
21,Private,231931,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
27,Private,248402,Bachelors,13,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
65,Private,111095,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K
37,Self-emp-inc,57424,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
39,<undefined>,157443,Masters,14,Married-civ-spouse,<undefined>,Wife,Asian-Pac-Islander,Female,3464,0,40,<undefined>,<=50K
24,Private,278130,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,169469,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,80,United-States,<=50K
48,Private,146268,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K
21,Private,153718,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,25,United-States,<=50K
31,Private,217460,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
55,Private,238638,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4386,0,40,United-States,>50K
24,Private,303296,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K
43,Private,173321,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,193945,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,Private,83082,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,33,United-States,<=50K
35,Private,193815,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-inc,34987,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,United-States,>50K
26,Private,59306,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,142897,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7298,0,35,Taiwan,>50K
19,<undefined>,860348,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,25,United-States,<=50K
36,Self-emp-not-inc,205607,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,>50K
22,Private,199698,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
24,Private,191954,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
77,Self-emp-not-inc,138714,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,399087,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Female,0,0,40,Mexico,<=50K
29,Private,423158,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Private,159841,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
39,Self-emp-not-inc,174308,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,50356,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,50,United-States,<=50K
35,Private,186110,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
29,Private,200381,11th,7,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
76,Self-emp-not-inc,174309,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K
63,Self-emp-not-inc,78383,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
23,<undefined>,211601,Assoc-voc,11,Never-married,<undefined>,Own-child,Black,Female,0,0,15,United-States,<=50K
43,Private,187728,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,50,United-States,>50K
58,Self-emp-not-inc,321171,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,127921,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,2050,0,55,United-States,<=50K
41,Private,206565,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K
26,Private,224563,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,178686,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Local-gov,98545,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,242606,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,270942,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,48,Mexico,<=50K
30,Private,94235,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
49,Private,71195,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
19,Private,104112,HS-grad,9,Never-married,Sales,Unmarried,Black,Male,0,0,30,Haiti,<=50K
45,Private,261192,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
26,Private,94936,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,296478,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
36,State-gov,119272,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,40,United-States,>50K
33,Private,85043,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K
22,State-gov,293364,Some-college,10,Never-married,Protective-serv,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,241895,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K
67,<undefined>,36135,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
30,<undefined>,151989,Assoc-voc,11,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Private,101128,Assoc-acdm,12,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,25,Iran,<=50K
31,Private,156464,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,25,United-States,<=50K
33,Private,117963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,192262,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,111363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Local-gov,329752,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
59,<undefined>,372020,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
38,Federal-gov,95432,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
65,Private,161400,11th,7,Widowed,Other-service,Unmarried,Other,Male,0,0,40,United-States,<=50K
40,Private,96129,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
42,Private,111949,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
26,Self-emp-not-inc,117125,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
36,Private,348022,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,United-States,<=50K
62,Private,270092,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
43,Private,180609,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
43,Private,174575,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,1564,45,United-States,>50K
22,Private,410439,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
28,Private,92262,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,183081,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,362589,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
57,Private,212448,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
39,Private,481060,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Federal-gov,185885,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,15,United-States,<=50K
17,Private,89821,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
40,State-gov,184018,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,>50K
45,Private,256649,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
44,Private,160323,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Local-gov,350845,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
33,Private,267404,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,35633,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,80914,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
38,Private,172927,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
54,Private,174319,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,214955,5th-6th,3,Divorced,Craft-repair,Not-in-family,White,Female,0,2339,45,United-States,<=50K
25,Private,344991,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,108699,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Local-gov,117312,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,396099,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
29,Private,134152,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,162028,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2415,6,United-States,>50K
19,Private,25429,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
19,Private,232392,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
35,Private,220098,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
27,Private,301302,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Self-emp-not-inc,277946,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,State-gov,98101,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,<undefined>,>50K
34,Private,196164,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
44,Private,115562,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,96975,Some-college,10,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
20,<undefined>,137300,HS-grad,9,Never-married,<undefined>,Other-relative,White,Female,0,0,35,United-States,<=50K
25,Private,86872,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
52,Self-emp-inc,132178,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Private,416103,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,108574,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,State-gov,288353,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
34,Private,227689,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,0,0,64,United-States,<=50K
28,Private,166481,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,2179,40,Puerto-Rico,<=50K
41,Private,445382,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,65,United-States,>50K
28,Private,110145,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,317253,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
28,<undefined>,123147,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,1887,40,United-States,>50K
32,Private,364657,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
41,Local-gov,42346,Some-college,10,Divorced,Other-service,Not-in-family,Black,Female,0,0,24,United-States,<=50K
24,Private,241951,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,118500,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,188386,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
31,State-gov,1033222,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,92440,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
52,Private,190762,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,426017,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K
34,Local-gov,243867,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
34,State-gov,240283,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,61777,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
17,Private,175024,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,2176,0,18,United-States,<=50K
32,State-gov,92003,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
29,Private,188401,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,228528,10th,6,Never-married,Craft-repair,Unmarried,White,Female,0,0,35,United-States,<=50K
25,Private,133373,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
36,Federal-gov,255191,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,1408,40,United-States,<=50K
23,Private,204653,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,72,Dominican-Republic,<=50K
63,Self-emp-inc,222289,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Local-gov,287480,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
80,<undefined>,107762,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,0,0,24,United-States,<=50K
17,<undefined>,202521,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,204116,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,2174,0,40,United-States,<=50K
30,Private,29662,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,>50K
27,Private,116358,Some-college,10,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,1980,40,Philippines,<=50K
33,Private,208405,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Local-gov,284843,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,594,0,60,United-States,<=50K
34,Local-gov,117018,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,81281,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,340148,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
29,Private,363425,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,45857,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,28,United-States,<=50K
24,Federal-gov,191073,HS-grad,9,Never-married,Armed-Forces,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,116632,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,405855,9th,5,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
20,Private,298227,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
44,Private,290521,HS-grad,9,Widowed,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
51,Private,56915,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,Private,146538,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
17,<undefined>,258872,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,5,United-States,<=50K
19,Private,206399,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,197332,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
60,Private,245062,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,197583,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,<undefined>,>50K
44,Self-emp-not-inc,234885,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
40,Private,72887,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
30,Private,180374,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
38,Private,351299,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,<=50K
23,Private,54012,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
32,<undefined>,115745,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,116632,Assoc-acdm,12,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
54,Local-gov,288825,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
32,Private,132601,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,193374,1st-4th,2,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,170070,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Private,126708,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K
52,Private,35598,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
38,Private,33983,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,192776,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
30,Private,118551,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,16,United-States,>50K
60,Private,201965,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,>50K
22,<undefined>,139883,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,285020,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,303990,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
67,Private,49401,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
46,Private,279196,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,211870,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,6,United-States,<=50K
22,Private,281432,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
27,Private,161155,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,197904,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
33,Private,111746,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Portugal,<=50K
43,Self-emp-not-inc,170721,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
28,State-gov,70100,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
41,Private,193626,HS-grad,9,Married-spouse-absent,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
52,<undefined>,271749,12th,8,Never-married,<undefined>,Other-relative,Black,Male,594,0,40,United-States,<=50K
25,Private,189775,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
63,<undefined>,401531,1st-4th,2,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
59,Local-gov,286967,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
45,Local-gov,164427,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,91039,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
40,Private,347934,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Federal-gov,371373,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,32220,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
34,Private,187251,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K
33,Private,178107,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,343121,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,36,United-States,<=50K
20,Private,262749,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,403107,5th-6th,3,Never-married,Other-service,Own-child,White,Male,0,0,40,El-Salvador,<=50K
26,Private,64293,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
72,<undefined>,303588,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
23,Local-gov,324960,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Poland,<=50K
62,Local-gov,114060,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,48925,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,180980,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,42,France,<=50K
25,Private,181054,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,388093,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
19,Private,249609,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,8,United-States,<=50K
43,Private,112131,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
47,Local-gov,543162,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Private,91996,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,141944,Assoc-voc,11,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,1380,42,United-States,<=50K
53,<undefined>,251804,5th-6th,3,Widowed,<undefined>,Unmarried,Black,Female,0,0,30,United-States,<=50K
32,Private,37070,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
34,Private,337587,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
28,Private,189346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
57,<undefined>,222216,Assoc-voc,11,Widowed,<undefined>,Unmarried,White,Female,0,0,38,United-States,<=50K
25,Private,267044,Some-college,10,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
20,<undefined>,214635,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,24,United-States,<=50K
21,<undefined>,204226,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,35,United-States,<=50K
34,Private,108116,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
38,Self-emp-inc,99146,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,80,United-States,>50K
50,Private,196232,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
24,Local-gov,248344,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,50,United-States,<=50K
37,Local-gov,186035,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
44,Private,177905,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,58,United-States,>50K
28,Private,85812,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
42,Private,221172,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
74,Private,99183,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,9,United-States,<=50K
38,Self-emp-not-inc,190387,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
44,Self-emp-not-inc,202692,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,109339,11th,7,Divorced,Machine-op-inspct,Unmarried,Other,Female,0,0,46,Puerto-Rico,<=50K
26,Private,108658,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,197202,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
41,Private,101739,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
67,Private,231559,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,48,United-States,>50K
39,Local-gov,207853,12th,8,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,190942,1st-4th,2,Widowed,Priv-house-serv,Not-in-family,Black,Female,0,0,30,United-States,<=50K
29,Private,102345,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Self-emp-inc,41493,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,45,United-States,<=50K
34,<undefined>,190027,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,210525,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,133937,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,237903,Some-college,10,Never-married,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,163862,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,201872,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,84179,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,45,United-States,<=50K
58,Private,51662,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,8,United-States,<=50K
35,Local-gov,233327,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,259510,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,36,United-States,<=50K
28,Private,184831,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,245724,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
36,Self-emp-not-inc,27053,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
72,Private,205343,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,229328,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,<=50K
33,Federal-gov,319560,Assoc-voc,11,Divorced,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,>50K
69,Private,136218,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,54576,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,323069,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,20,<undefined>,<=50K
34,Private,148291,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,32,United-States,<=50K
30,Private,152453,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
28,Private,114053,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
54,Private,212960,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
47,Private,264052,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,82804,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,334273,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
20,Private,27337,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K
43,Self-emp-inc,188436,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,45,United-States,<=50K
45,Private,433665,7th-8th,4,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
29,Self-emp-not-inc,110663,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
47,Private,87490,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,42,United-States,<=50K
24,Private,354351,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,95469,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,242718,11th,7,Never-married,Sales,Own-child,White,Male,0,0,12,United-States,<=50K
37,Private,22463,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,40,United-States,>50K
27,Private,158156,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
29,Private,350162,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Male,0,0,40,United-States,>50K
18,<undefined>,165532,12th,8,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
36,Self-emp-not-inc,28738,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
58,Local-gov,283635,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Self-emp-not-inc,86646,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
65,<undefined>,195733,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
57,Private,69884,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
59,Private,199713,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,181659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,340939,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,197747,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
29,Private,34292,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K
18,Private,156764,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,25826,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,47,United-States,>50K
57,Self-emp-inc,103948,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,<=50K
42,<undefined>,137390,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
55,<undefined>,105138,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
60,Private,39352,7th-8th,4,Never-married,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,>50K
31,Private,168387,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,Canada,>50K
23,Private,117789,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,267147,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
23,<undefined>,99399,Some-college,10,Never-married,<undefined>,Unmarried,Amer-Indian-Eskimo,Female,0,0,25,United-States,<=50K
42,Self-emp-not-inc,214242,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
25,Private,200408,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,2174,0,40,United-States,<=50K
49,Private,136455,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
32,Private,239824,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,217039,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,28,United-States,<=50K
60,Private,51290,7th-8th,4,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Local-gov,175674,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,194404,Assoc-acdm,12,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,45612,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,37,United-States,<=50K
51,Private,410114,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,182521,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
36,Local-gov,339772,HS-grad,9,Separated,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
17,Private,169658,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,21,United-States,<=50K
52,Private,200853,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,6849,0,60,United-States,<=50K
24,Private,247564,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,249909,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
26,Local-gov,208122,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,1055,0,40,United-States,<=50K
27,Private,109881,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
39,Private,207824,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,60,United-States,<=50K
30,Private,369027,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,45,United-States,<=50K
50,Self-emp-not-inc,114117,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,32,United-States,<=50K
52,Self-emp-inc,51048,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
46,Private,102388,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
23,Private,190483,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
45,Private,462440,11th,7,Widowed,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K
65,Private,109351,9th,5,Widowed,Priv-house-serv,Unmarried,Black,Female,0,0,24,United-States,<=50K
29,Private,34383,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
47,Private,241832,9th,5,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,El-Salvador,<=50K
30,Private,124187,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,60,United-States,<=50K
34,Private,153614,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
38,Self-emp-not-inc,267556,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,64,United-States,<=50K
33,Private,205469,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Private,268090,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,26,United-States,>50K
47,Self-emp-not-inc,165039,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Local-gov,120451,10th,6,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Private,154374,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,60,United-States,>50K
30,Private,103649,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,>50K
58,Self-emp-not-inc,35723,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,262601,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,14,United-States,<=50K
21,Private,226181,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,175697,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
47,Self-emp-inc,248145,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,Cuba,<=50K
52,Self-emp-not-inc,289436,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
26,Private,75654,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
60,Private,199378,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,160968,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,188563,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K
31,Private,55849,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
50,Self-emp-inc,195322,Doctorate,16,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
31,Local-gov,402089,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
71,Private,78277,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K
58,<undefined>,158611,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
30,State-gov,169496,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
20,Private,130959,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,556660,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Male,4101,0,50,United-States,<=50K
35,Private,292472,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
38,State-gov,143774,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
27,Private,288341,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,32,United-States,<=50K
29,State-gov,71592,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
70,<undefined>,167358,9th,5,Widowed,<undefined>,Unmarried,White,Female,1111,0,15,United-States,<=50K
34,Private,106742,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
44,Private,219288,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
43,Private,174524,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,335183,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,>50K
35,Private,261293,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
27,Private,111900,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Local-gov,194360,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
20,Private,81145,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
42,Private,341204,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,8614,0,40,United-States,>50K
27,State-gov,249362,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3411,0,40,United-States,<=50K
42,Private,247019,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
20,<undefined>,114746,11th,7,Married-spouse-absent,<undefined>,Own-child,Asian-Pac-Islander,Female,0,1762,40,South,<=50K
24,Private,172146,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1721,40,United-States,<=50K
48,Federal-gov,110457,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,<undefined>,80077,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
17,Self-emp-not-inc,368700,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K
33,Private,182556,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-inc,219420,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
22,Private,240817,HS-grad,9,Never-married,Sales,Own-child,White,Female,2597,0,40,United-States,<=50K
17,Private,102726,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
32,Private,226267,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
31,Private,125457,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
58,Self-emp-not-inc,204021,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Local-gov,92262,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,48,United-States,<=50K
37,Private,161141,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,>50K
34,Self-emp-not-inc,190290,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Local-gov,430828,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Male,0,0,40,United-States,<=50K
18,State-gov,59342,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,5,United-States,<=50K
34,Private,136721,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,<undefined>,149422,7th-8th,4,Never-married,<undefined>,Not-in-family,White,Male,0,0,4,United-States,<=50K
45,Local-gov,86644,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,55,United-States,<=50K
41,Private,195124,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,Dominican-Republic,<=50K
26,Private,167350,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
54,Local-gov,113000,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,140027,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,45,United-States,<=50K
42,Private,262425,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,316702,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
23,State-gov,335453,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K
25,<undefined>,202480,Assoc-acdm,12,Never-married,<undefined>,Other-relative,White,Male,0,0,45,United-States,<=50K
35,Private,203628,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
31,Private,118710,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,40,United-States,>50K
30,Private,189620,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,Poland,<=50K
19,Private,475028,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
36,Local-gov,110866,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
31,Private,243605,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,1380,40,Cuba,<=50K
21,Private,163870,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
31,Self-emp-not-inc,80145,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,295566,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Female,25236,0,65,United-States,>50K
44,Private,63042,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Female,0,0,50,United-States,>50K
40,Private,229148,12th,8,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,Jamaica,<=50K
45,Private,242552,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
60,Private,177665,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
18,Private,208103,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
28,Private,296450,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,70282,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,271767,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
40,Private,144995,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,4386,0,40,United-States,<=50K
36,Local-gov,382635,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,Honduras,<=50K
31,Private,295697,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,194141,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,State-gov,378418,HS-grad,9,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,214399,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
34,Private,217460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
33,Private,182556,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,125831,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,60,United-States,<=50K
29,Private,271328,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K
50,Local-gov,50459,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
42,Private,162140,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K
43,Private,177937,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,>50K
44,Private,111502,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
20,Private,299047,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
31,Private,223212,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
65,Self-emp-not-inc,118474,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,9386,0,59,<undefined>,>50K
23,Private,352139,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
55,Private,173093,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
26,Private,181655,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2377,45,United-States,<=50K
25,Private,332702,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
45,<undefined>,51164,Some-college,10,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,40,United-States,<=50K
35,Private,234901,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K
36,Private,131414,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,36,United-States,<=50K
43,State-gov,260960,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
56,Private,156052,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,594,0,20,United-States,<=50K
42,Private,279914,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
19,Private,192453,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K
55,Self-emp-not-inc,200939,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,<=50K
42,Private,151408,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,50,United-States,>50K
26,Private,112847,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,316929,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
42,Local-gov,126319,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
55,Private,197422,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,40,United-States,>50K
32,Private,267736,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Private,267034,11th,7,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,Haiti,<=50K
46,State-gov,193047,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,<=50K
29,State-gov,356089,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
22,Private,223515,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,20,United-States,<=50K
58,Self-emp-not-inc,87510,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,145111,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
39,Private,48093,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,31757,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,38,United-States,<=50K
54,Private,285854,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,120064,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
46,Federal-gov,167381,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
37,Private,103408,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
36,Private,101460,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,18,United-States,<=50K
59,Local-gov,420537,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,>50K
34,Local-gov,119411,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Male,0,0,40,Portugal,<=50K
53,Self-emp-inc,128272,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
51,Private,386773,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,>50K
32,Private,283268,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,42,United-States,<=50K
31,State-gov,301526,Some-college,10,Married-spouse-absent,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
22,Private,151790,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,Germany,<=50K
47,Self-emp-not-inc,106252,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
32,Private,188557,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,171114,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,38,United-States,<=50K
37,Private,327323,5th-6th,3,Separated,Farming-fishing,Not-in-family,White,Male,0,0,32,Guatemala,<=50K
31,Private,244147,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,55,United-States,<=50K
37,Private,280282,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,24,United-States,>50K
55,Private,116442,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
23,Local-gov,282579,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,0,56,United-States,<=50K
36,Private,51838,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,73585,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
43,Private,226902,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
54,Private,279129,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,State-gov,146908,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
28,Private,196690,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,1669,42,United-States,<=50K
40,Private,130760,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
41,Self-emp-not-inc,49572,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,237601,Bachelors,13,Never-married,Sales,Not-in-family,Other,Female,0,0,55,United-States,>50K
42,Private,169628,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,38,United-States,<=50K
61,Self-emp-not-inc,36671,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2352,50,United-States,<=50K
18,Private,231193,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K
59,<undefined>,192130,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,16,United-States,<=50K
21,<undefined>,149704,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,1055,0,40,United-States,<=50K
48,Private,102102,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
41,Self-emp-inc,32185,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,196061,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,33,United-States,<=50K
23,Private,211046,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,2463,0,40,United-States,<=50K
60,Private,31577,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
22,Private,162343,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,20,United-States,<=50K
61,Private,128831,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,316688,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Private,90758,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,35,United-States,>50K
43,Private,274363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,England,>50K
43,Private,154538,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,106085,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,1721,30,United-States,<=50K
68,Self-emp-not-inc,315859,11th,7,Never-married,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K
31,Private,51471,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
17,Private,193830,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
32,Private,231043,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,48,United-States,>50K
50,<undefined>,23780,Masters,14,Married-spouse-absent,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,169879,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,47,United-States,>50K
64,Private,270333,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,138768,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
30,Private,191571,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,36,United-States,<=50K
22,<undefined>,219941,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
43,Private,94113,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,137510,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,32607,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
47,Self-emp-not-inc,93208,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,75,Italy,<=50K
41,Private,254440,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
56,Private,186556,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
64,Private,169871,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,191277,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
48,Private,167159,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Private,171871,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,46,United-States,<=50K
29,Private,154411,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,129227,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,110331,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,60,United-States,<=50K
57,Private,34269,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,653,42,United-States,>50K
62,Private,174355,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,680390,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,24,United-States,<=50K
43,Private,233130,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K
24,Self-emp-inc,165474,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
42,<undefined>,257780,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
53,Private,194259,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,4386,0,40,United-States,>50K
26,Private,280093,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
73,Self-emp-not-inc,177387,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
72,<undefined>,28929,11th,7,Widowed,<undefined>,Not-in-family,White,Female,0,0,24,United-States,<=50K
55,Private,105304,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,499233,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,180572,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
24,Private,321435,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
63,Private,86108,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,6,United-States,<=50K
17,Private,198124,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,135162,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,146813,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
62,Local-gov,291175,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K
55,Private,387569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K
43,Private,102895,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Local-gov,33274,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,86551,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
39,Private,138192,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,118966,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,18,United-States,<=50K
61,Private,99784,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
26,Private,90980,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K
46,Self-emp-not-inc,177407,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,96467,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,State-gov,327886,Doctorate,16,Divorced,Prof-specialty,Own-child,White,Male,0,0,50,United-States,>50K
34,Private,111567,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
34,Local-gov,166545,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,142182,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
34,Private,188798,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,38563,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,56,United-States,>50K
18,Private,216284,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
43,Private,191547,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
48,Private,285335,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
28,Self-emp-inc,142712,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
33,Private,80945,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,309055,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
21,Private,62339,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,368700,11th,7,Never-married,Sales,Own-child,White,Male,0,0,28,United-States,<=50K
39,Private,176186,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
29,Self-emp-not-inc,266855,Bachelors,13,Separated,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,48087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Private,121313,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
71,Self-emp-not-inc,143437,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,10605,0,40,United-States,>50K
51,Self-emp-not-inc,160724,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,2415,40,China,>50K
55,Private,282753,5th-6th,3,Divorced,Other-service,Unmarried,Black,Male,0,0,25,United-States,<=50K
41,Private,194636,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,Private,153044,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,7,United-States,<=50K
38,Private,411797,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,117683,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
19,Private,376540,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,72393,9th,5,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,270335,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,40,Philippines,>50K
27,Private,96226,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
38,Private,95336,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
33,Private,258498,Some-college,10,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,60,United-States,<=50K
63,<undefined>,149698,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
23,Private,205865,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,28,United-States,<=50K
33,Self-emp-inc,155781,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,<undefined>,<=50K
54,Self-emp-not-inc,406468,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,177119,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,2174,0,45,United-States,<=50K
48,<undefined>,144397,Some-college,10,Divorced,<undefined>,Unmarried,Black,Female,0,0,30,United-States,<=50K
35,Self-emp-not-inc,372525,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,164170,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,India,<=50K
37,Private,183800,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
42,Self-emp-not-inc,177307,Prof-school,15,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,>50K
40,Private,170108,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,341995,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,55,United-States,<=50K
22,Private,226508,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,50,United-States,<=50K
30,Private,87418,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,Private,109165,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
63,Local-gov,28856,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,United-States,<=50K
51,Self-emp-not-inc,175897,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
22,Private,99697,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
27,<undefined>,90270,Assoc-acdm,12,Married-civ-spouse,<undefined>,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
35,Private,152375,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,Private,171550,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K
37,Private,211154,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,52,United-States,<=50K
24,Private,202570,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,15,United-States,<=50K
37,Self-emp-not-inc,168496,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
53,Private,68898,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,93235,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
38,Private,278924,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
53,Self-emp-not-inc,311020,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,175878,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,543028,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
39,Private,202027,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
43,Private,158926,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,50,South,<=50K
67,Self-emp-inc,76860,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
81,Self-emp-not-inc,136063,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
21,Private,186648,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
23,Private,257509,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
25,Private,98155,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
42,Private,274198,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,38,Mexico,<=50K
38,Private,97083,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
64,<undefined>,29825,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,5,United-States,<=50K
32,Private,262153,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,214738,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,138022,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
22,Private,91842,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,42,United-States,<=50K
33,Private,373662,1st-4th,2,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K
42,Private,162003,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,55,United-States,<=50K
19,<undefined>,52114,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
51,Local-gov,241843,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,375871,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K
37,Private,186934,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,44,United-States,>50K
37,Private,176900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,>50K
47,Private,21906,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
41,Private,132222,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,40,United-States,>50K
33,Private,143653,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
31,Private,111567,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
31,Private,78602,Assoc-acdm,12,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
35,Private,465507,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
38,Self-emp-inc,196373,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Private,293227,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
20,Private,241752,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Local-gov,166398,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K
40,Private,184682,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,108293,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,45,United-States,>50K
43,Private,250802,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
44,Self-emp-not-inc,325159,Some-college,10,Divorced,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
44,State-gov,174675,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
43,Private,227065,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K
51,Private,269080,7th-8th,4,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,177722,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
51,Private,133461,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,239683,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,<undefined>,<=50K
44,Self-emp-inc,398473,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
33,Local-gov,298785,10th,6,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,123424,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Private,176286,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,150062,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,169240,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K
32,Private,288273,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,Mexico,<=50K
36,Private,526968,10th,6,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,57066,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,323573,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
35,Self-emp-inc,368825,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
55,Self-emp-not-inc,189721,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
48,Private,164966,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
36,<undefined>,94954,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
34,Private,202046,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
28,Private,161538,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K
67,Private,105252,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Male,0,2392,40,United-States,>50K
37,Private,200153,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,32185,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,70,United-States,<=50K
25,Private,178326,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,255957,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,4101,0,40,United-States,<=50K
40,State-gov,188693,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
78,Private,182977,HS-grad,9,Widowed,Other-service,Not-in-family,Black,Female,2964,0,40,United-States,<=50K
34,Private,159929,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,123207,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K
22,Private,284317,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,<undefined>,184699,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,154474,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,42,United-States,<=50K
45,Local-gov,318280,HS-grad,9,Widowed,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
63,Private,254907,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
41,Private,349221,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,0,35,United-States,<=50K
47,Private,335973,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,126701,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
51,Private,122159,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,3325,0,40,United-States,<=50K
46,Private,187370,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1504,40,United-States,<=50K
41,Private,194636,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,124793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
47,Private,192835,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
35,Private,290226,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
56,Private,112840,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
45,Private,89325,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
48,Federal-gov,33109,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,58,United-States,>50K
40,Private,82465,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2580,0,40,United-States,<=50K
39,Self-emp-inc,329980,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
20,Private,148294,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,168212,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,65,United-States,>50K
38,State-gov,343642,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
23,Local-gov,115244,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K
31,Private,162572,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
58,Private,356067,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,271567,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,180804,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-not-inc,123011,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,52,United-States,>50K
26,Private,109186,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,<=50K
51,Private,220537,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,124827,Assoc-voc,11,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,767403,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K
42,Private,118494,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
38,Private,173208,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
48,Private,107373,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,26973,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
51,Private,191965,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
22,Private,122346,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,<undefined>,117201,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
41,Private,198316,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,Japan,<=50K
48,Local-gov,123075,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
42,Private,209370,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,33117,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,129042,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
56,Private,169133,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Yugoslavia,<=50K
30,Private,201624,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,45,<undefined>,<=50K
45,Private,368561,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
48,Private,207848,10th,6,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,138370,Masters,14,Married-spouse-absent,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,India,<=50K
31,Private,93106,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,State-gov,223515,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,1719,20,United-States,<=50K
27,Private,389713,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,206365,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
76,<undefined>,431192,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Male,0,0,2,United-States,<=50K
19,<undefined>,241616,HS-grad,9,Never-married,<undefined>,Unmarried,White,Male,0,2001,40,United-States,<=50K
66,Self-emp-inc,150726,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,1409,0,1,<undefined>,<=50K
37,Private,123785,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,75,United-States,<=50K
34,Private,289984,HS-grad,9,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K
34,<undefined>,164309,11th,7,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,8,United-States,<=50K
90,Private,137018,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,137994,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Private,341204,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,167005,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K
24,Private,34446,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,37,United-States,<=50K
28,Private,187160,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,0,0,55,United-States,<=50K
64,<undefined>,196288,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
23,Private,217961,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,74631,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
36,Private,156667,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
61,Private,125155,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
53,Self-emp-not-inc,263925,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Canada,>50K
30,Private,296453,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
52,Self-emp-not-inc,44728,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
38,Private,193026,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,Iran,<=50K
32,Private,87643,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,106742,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,<=50K
41,Private,302122,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Local-gov,193960,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
45,Private,185385,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,>50K
43,Self-emp-not-inc,277647,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
61,Private,128848,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3471,0,40,United-States,<=50K
54,Private,377701,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,32,Mexico,<=50K
34,Private,157886,Assoc-acdm,12,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,175958,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K
38,Private,223004,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,199352,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,80,United-States,>50K
36,Private,29984,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,181651,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,117312,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,60,United-States,<=50K
22,Local-gov,34029,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
38,Private,132879,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
37,Private,215310,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
48,State-gov,55863,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,46,United-States,>50K
17,Private,220384,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
19,Self-emp-not-inc,36012,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
27,Private,137645,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,1590,40,United-States,<=50K
22,Private,191342,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,50,Taiwan,<=50K
49,Private,31339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,State-gov,227910,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
43,Private,173728,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Local-gov,167816,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
58,Self-emp-not-inc,81642,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
41,Local-gov,195258,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
31,Private,232475,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,241259,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,118161,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,201954,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
42,Private,150533,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,52,United-States,>50K
38,Private,412296,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,28,United-States,<=50K
41,Federal-gov,133060,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,120539,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
31,Private,196025,Doctorate,16,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,60,China,<=50K
34,Private,107793,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,163870,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
22,Self-emp-not-inc,361280,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,20,India,<=50K
62,Private,92178,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,80710,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
29,Self-emp-inc,260729,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,1977,25,United-States,>50K
43,Private,182254,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
68,<undefined>,140282,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
45,Self-emp-inc,149865,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,>50K
39,Self-emp-inc,218184,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1651,40,Mexico,<=50K
41,Private,118619,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,<=50K
34,Self-emp-not-inc,196791,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,25,United-States,>50K
34,Local-gov,167999,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,33,United-States,<=50K
31,Private,51259,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,47,United-States,<=50K
29,Private,131088,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
41,Private,118212,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
41,Private,293791,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
35,Self-emp-inc,289430,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,Mexico,>50K
33,Private,35378,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,45,United-States,>50K
37,State-gov,60227,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
69,Private,168139,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
34,Private,290763,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
60,Self-emp-inc,226355,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,2415,70,<undefined>,>50K
36,Private,51100,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,227644,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
58,Local-gov,205267,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
53,Private,288020,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,<=50K
29,Private,140863,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
45,Federal-gov,170915,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,4865,0,40,United-States,<=50K
34,State-gov,50178,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
36,Private,112497,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,95244,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
20,Private,117606,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,89508,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
63,Federal-gov,124244,HS-grad,9,Widowed,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,154374,Some-college,10,Divorced,Other-service,Unmarried,White,Male,0,0,45,United-States,<=50K
28,Private,294936,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,347132,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
34,<undefined>,181934,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,316672,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
37,Private,189382,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
42,<undefined>,184018,Some-college,10,Divorced,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Private,184307,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Jamaica,>50K
46,Self-emp-not-inc,246212,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
35,Federal-gov,250504,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,60,United-States,>50K
27,Private,138705,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,53,United-States,<=50K
41,Private,328447,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Mexico,<=50K
19,Private,194608,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
20,Private,230891,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
59,Federal-gov,212448,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,Germany,<=50K
40,Private,214010,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,37,United-States,<=50K
56,Self-emp-not-inc,200235,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,354573,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,44,United-States,>50K
30,Self-emp-inc,205733,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
46,Private,185041,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
61,Self-emp-inc,84409,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
50,Self-emp-inc,293196,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
25,Private,241626,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
40,Private,520586,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,39,United-States,<=50K
24,<undefined>,35633,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
51,Private,302847,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,54,United-States,<=50K
43,State-gov,165309,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,117529,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,Mexico,<=50K
46,Private,106092,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,State-gov,445824,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
26,Private,227332,Bachelors,13,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
20,Private,275691,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,28,United-States,<=50K
44,Private,193459,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,40,United-States,<=50K
51,Private,284329,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
33,Private,114691,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
54,Private,96062,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
50,Private,133963,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,40,United-States,>50K
33,Private,178506,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
65,Private,350498,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,10605,0,20,United-States,>50K
22,<undefined>,131573,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,8,United-States,<=50K
88,Self-emp-not-inc,206291,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,182302,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,241346,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
50,Private,157043,11th,7,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
25,Private,404616,Masters,14,Married-civ-spouse,Farming-fishing,Not-in-family,White,Male,0,0,99,United-States,>50K
20,Private,411862,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Private,183013,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
58,<undefined>,169982,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
22,Private,188544,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
50,State-gov,356619,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
47,Private,45857,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Local-gov,289886,11th,7,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,45,United-States,<=50K
50,<undefined>,146015,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
40,Private,216237,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
36,Private,416745,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,202952,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,167725,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,<undefined>,165637,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,43280,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
65,Private,118779,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
24,State-gov,191269,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,65,United-States,<=50K
27,Local-gov,247507,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K
51,Private,239155,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,182862,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,33886,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,444304,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,187161,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
49,Local-gov,116892,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
51,Local-gov,176813,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
59,Private,151616,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
18,Private,240747,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,Dominican-Republic,<=50K
50,Private,75472,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,<undefined>,<=50K
45,Federal-gov,320818,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,80,United-States,>50K
30,Local-gov,235271,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
37,Private,166497,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
44,Private,344060,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,>50K
33,Private,221196,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
61,Self-emp-inc,113544,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
61,Local-gov,321117,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,79619,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,42,United-States,>50K
22,<undefined>,42004,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
36,Private,135289,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
44,Self-emp-inc,320984,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5178,0,60,United-States,>50K
37,Private,203070,Some-college,10,Separated,Adm-clerical,Own-child,White,Male,0,0,62,United-States,<=50K
31,Private,32406,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,20,United-States,<=50K
54,Private,99185,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
20,Private,205839,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
63,<undefined>,150389,Bachelors,13,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,>50K
48,Self-emp-not-inc,243631,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,7688,0,40,United-States,>50K
33,<undefined>,163003,HS-grad,9,Divorced,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,41,China,<=50K
31,Private,231263,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,4650,0,45,United-States,<=50K
38,Private,200818,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
45,Self-emp-not-inc,247379,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
48,Private,349151,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,22154,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,176317,HS-grad,9,Widowed,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,22245,Masters,14,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,<undefined>,>50K
29,Private,236436,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,354078,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
42,Self-emp-not-inc,166813,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
50,Private,358740,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,England,<=50K
75,Self-emp-not-inc,208426,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
46,Private,265266,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
52,Federal-gov,31838,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,175034,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,413297,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,106347,11th,7,Separated,Other-service,Not-in-family,Black,Female,0,0,42,United-States,<=50K
23,Private,174754,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,441454,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,24,United-States,<=50K
41,Self-emp-not-inc,209344,HS-grad,9,Married-civ-spouse,Sales,Other-relative,White,Female,0,0,40,Cuba,<=50K
31,Private,185732,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
42,Private,65372,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,33975,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
55,Private,326297,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
36,State-gov,194630,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Self-emp-not-inc,167414,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,59,United-States,>50K
38,Local-gov,165799,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,12,United-States,<=50K
62,Private,192866,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
54,Self-emp-inc,166459,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
49,Private,148995,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,190040,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,209432,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
51,Self-emp-inc,229465,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
48,Self-emp-not-inc,397466,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,283767,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,<undefined>,<=50K
52,Federal-gov,202452,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
28,Self-emp-not-inc,218555,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,1762,40,United-States,<=50K
29,Private,128604,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
38,Private,65466,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
57,Private,141326,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
43,Federal-gov,369468,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,State-gov,136137,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,236770,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,89534,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,>50K
69,<undefined>,195779,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,1,United-States,<=50K
73,Private,29778,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
22,Self-emp-inc,153516,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
31,Private,163594,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
38,Private,189623,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
50,Self-emp-not-inc,343748,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
37,Private,387430,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,37,United-States,<=50K
44,Local-gov,409505,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,200734,Bachelors,13,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,45,United-States,<=50K
27,Private,115831,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,150296,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Female,0,0,80,United-States,<=50K
25,Private,323545,HS-grad,9,Never-married,Tech-support,Not-in-family,Black,Female,0,0,40,United-States,<=50K
20,Private,232577,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Local-gov,152754,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
46,Private,129007,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K
67,Private,171584,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,6514,0,7,United-States,>50K
47,Private,386136,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
42,Private,342865,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,186785,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,1876,50,United-States,<=50K
42,Federal-gov,158926,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
65,<undefined>,36039,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
21,Private,164019,Some-college,10,Never-married,Farming-fishing,Own-child,Black,Male,0,0,10,United-States,<=50K
50,Private,88926,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,5178,0,40,United-States,>50K
46,Private,188861,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,370119,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
57,Private,182062,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,37238,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
50,Private,421132,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,<undefined>,178660,12th,8,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,795830,1st-4th,2,Widowed,Other-service,Unmarried,White,Female,0,0,30,El-Salvador,<=50K
39,Private,278403,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
46,Private,279661,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,35,United-States,<=50K
36,Private,113397,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,280093,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1628,50,United-States,<=50K
21,Private,236696,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,57,United-States,<=50K
41,Private,265266,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
44,Local-gov,34935,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
22,Private,58222,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Federal-gov,301010,Some-college,10,Never-married,Armed-Forces,Not-in-family,Black,Male,0,0,60,United-States,<=50K
29,Private,419721,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,Japan,<=50K
58,Self-emp-inc,186791,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,>50K
36,Self-emp-not-inc,180686,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,209103,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
37,Private,32668,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,>50K
29,Private,256956,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,202203,5th-6th,3,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
43,Private,85995,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
49,Private,125421,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,>50K
45,Federal-gov,283037,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,192932,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,<undefined>,244689,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
51,Private,179646,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,509350,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,Canada,>50K
24,Private,96279,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,119098,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
35,<undefined>,327120,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Male,0,0,55,United-States,<=50K
41,State-gov,144928,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,Private,55237,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
61,Local-gov,101265,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,1471,0,35,United-States,<=50K
20,Private,114874,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
27,Private,190525,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
55,Private,121912,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,24,United-States,>50K
39,Private,83893,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
17,<undefined>,138507,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
47,Private,256522,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,<undefined>,<=50K
52,Private,168381,HS-grad,9,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,40,India,>50K
24,Private,293579,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
29,Private,285290,11th,7,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
25,Private,188488,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
20,Private,324469,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,275244,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,35,United-States,<=50K
57,Private,265099,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
51,Private,146767,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,40681,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,3674,0,16,United-States,<=50K
39,Private,174938,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,240124,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
71,Private,269708,Bachelors,13,Divorced,Tech-support,Own-child,White,Female,2329,0,16,United-States,<=50K
38,State-gov,34180,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,State-gov,225904,Prof-school,15,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
57,Private,89392,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,46857,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,State-gov,105363,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,195105,HS-grad,9,Never-married,Sales,Not-in-family,Other,Male,0,0,40,United-States,<=50K
35,Private,184117,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
61,Self-emp-inc,134768,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,>50K
17,<undefined>,145886,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
36,Private,153078,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,<undefined>,>50K
62,<undefined>,225652,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,3411,0,50,United-States,<=50K
34,Private,467108,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
32,Self-emp-inc,199765,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,50,United-States,>50K
42,Private,173938,HS-grad,9,Separated,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,191161,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,132606,5th-6th,3,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,30073,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1848,60,United-States,>50K
40,Private,155190,10th,6,Never-married,Craft-repair,Other-relative,Black,Male,0,0,55,United-States,<=50K
31,Private,42900,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,37,United-States,<=50K
36,Private,191161,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,181820,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,105974,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,41,United-States,<=50K
52,Private,146378,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,103440,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
51,Private,203435,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,Italy,<=50K
31,Federal-gov,168312,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Self-emp-inc,257764,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,171301,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,<=50K
53,Federal-gov,225339,Some-college,10,Widowed,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Private,152234,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,99999,0,40,Japan,>50K
20,Private,444554,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,403788,Assoc-acdm,12,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
61,<undefined>,190997,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
43,Private,221550,Masters,14,Never-married,Other-service,Not-in-family,White,Female,0,0,30,Poland,<=50K
46,Self-emp-inc,98929,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,<=50K
43,Local-gov,169203,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
41,Private,102332,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,230684,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
54,Private,449257,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
65,Private,198766,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,20051,0,40,United-States,>50K
32,Private,97429,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,Canada,<=50K
25,Private,208999,Some-college,10,Separated,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,37072,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Local-gov,163101,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
19,Private,119075,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
37,Self-emp-not-inc,137314,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
45,Private,127303,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,45,United-States,<=50K
37,Private,349116,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,44,United-States,<=50K
40,Self-emp-not-inc,266324,Some-college,10,Divorced,Exec-managerial,Other-relative,White,Male,0,1564,70,Iran,>50K
19,<undefined>,194095,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,46496,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,5,United-States,<=50K
27,Private,29904,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Local-gov,289403,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,1887,40,<undefined>,>50K
59,Private,226922,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,1762,30,United-States,<=50K
19,Federal-gov,234151,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Private,238287,10th,6,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
42,Private,230624,10th,6,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,>50K
54,Private,398212,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,5013,0,40,United-States,<=50K
54,Self-emp-not-inc,114758,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,246519,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2105,0,45,United-States,<=50K
50,Private,137815,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
40,Private,260696,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,325007,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,25,United-States,<=50K
50,Private,113176,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,66815,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
42,<undefined>,51795,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Female,0,0,32,United-States,<=50K
24,Private,241523,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,>50K
30,Private,30226,11th,7,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
39,Local-gov,352628,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,50,United-States,>50K
37,Private,143912,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Private,130021,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,329778,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,196945,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,78,Thailand,<=50K
39,Private,24342,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Private,34368,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
52,Self-emp-not-inc,173839,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
28,State-gov,73211,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
32,Private,86723,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,52,United-States,<=50K
31,Private,179186,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,90,United-States,>50K
31,Private,127610,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
47,Private,115070,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,<undefined>,172582,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
40,Private,256202,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,202872,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,45,United-States,<=50K
41,Private,184102,11th,7,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Federal-gov,130703,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
46,Private,134727,11th,7,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,0,0,43,Germany,<=50K
45,Self-emp-inc,36228,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,4386,0,35,United-States,>50K
39,Private,297847,9th,5,Married-civ-spouse,Other-service,Wife,Black,Female,3411,0,34,United-States,<=50K
19,Private,213644,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,173796,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,40,United-States,>50K
49,Private,147322,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Peru,<=50K
59,Private,296253,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,180871,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
18,<undefined>,169882,Some-college,10,Never-married,<undefined>,Own-child,White,Female,594,0,15,United-States,<=50K
35,State-gov,211115,Some-college,10,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,183870,10th,6,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K
28,Private,441620,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,43,Mexico,<=50K
36,Federal-gov,218542,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
41,Self-emp-not-inc,141327,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
47,Private,67716,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-inc,175339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,60,United-States,<=50K
61,<undefined>,347089,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,16,United-States,<=50K
36,Private,336595,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
38,Private,27997,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,145574,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,1902,60,United-States,>50K
50,Private,30447,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
45,Self-emp-not-inc,256866,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5013,0,40,United-States,<=50K
44,Self-emp-not-inc,120837,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,66,United-States,<=50K
51,Private,185283,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
44,Self-emp-inc,229466,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Private,298225,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,Private,185749,11th,7,Widowed,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
17,<undefined>,333100,10th,6,Never-married,<undefined>,Own-child,White,Male,1055,0,30,United-States,<=50K
49,Self-emp-inc,125892,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
46,Private,563883,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,United-States,>50K
56,Private,311249,HS-grad,9,Widowed,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
25,Private,221757,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,3325,0,45,United-States,<=50K
22,Private,310152,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
76,<undefined>,211453,HS-grad,9,Widowed,<undefined>,Not-in-family,Black,Female,0,0,2,United-States,<=50K
41,Self-emp-inc,94113,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
48,Self-emp-inc,192945,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
46,Private,161508,10th,6,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,177675,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
39,Private,51100,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
40,Private,100584,10th,6,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
70,Federal-gov,163003,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
35,Private,67728,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,45,United-States,<=50K
49,Private,101320,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,75,United-States,<=50K
24,Private,42706,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,60,United-States,<=50K
40,Private,228535,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,36,United-States,>50K
61,Private,120939,Prof-school,15,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,5,United-States,>50K
25,Private,98283,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
28,Local-gov,216481,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
69,State-gov,208869,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,11,United-States,<=50K
22,Private,207940,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,36,United-States,<=50K
47,Private,34248,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
38,Private,83727,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,48,United-States,<=50K
26,Private,183077,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
17,Private,197850,11th,7,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,24,United-States,<=50K
33,Self-emp-not-inc,235271,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
43,Self-emp-not-inc,35236,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,255822,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-inc,263925,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,99999,0,40,United-States,>50K
26,Private,256263,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,25,United-States,<=50K
43,Local-gov,293535,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
31,Private,209448,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,2105,0,40,Mexico,<=50K
30,Private,57651,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,2001,42,United-States,<=50K
25,Private,174592,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
57,Federal-gov,278763,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,175232,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,>50K
32,Private,402812,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
26,Private,101150,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,41,United-States,<=50K
45,Private,103538,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
53,State-gov,156877,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,15024,0,35,United-States,>50K
27,Private,23940,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
28,Self-emp-inc,210295,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
32,Private,80058,11th,7,Divorced,Sales,Not-in-family,White,Male,0,0,43,United-States,>50K
35,Private,187119,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,1980,65,United-States,<=50K
36,Self-emp-not-inc,105021,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
19,Private,225775,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,395831,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,>50K
49,Private,50282,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,3325,0,45,United-States,<=50K
20,Private,32732,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
64,Self-emp-inc,179436,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
60,<undefined>,290593,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,123253,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
58,State-gov,48433,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,245317,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,431745,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,14,United-States,<=50K
42,State-gov,436006,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
25,Private,224943,Some-college,10,Married-spouse-absent,Prof-specialty,Unmarried,Black,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,167990,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,65,United-States,>50K
37,Self-emp-inc,217054,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
66,Self-emp-not-inc,298834,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
59,Self-emp-inc,125000,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,England,>50K
44,Private,123983,Bachelors,13,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,China,<=50K
46,Private,155489,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,58,United-States,>50K
59,Private,284834,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,2885,0,30,United-States,<=50K
25,Private,212495,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,1340,40,United-States,<=50K
17,Local-gov,32124,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,9,United-States,<=50K
47,Local-gov,246891,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
47,State-gov,141483,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,31985,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,170800,Some-college,10,Never-married,Farming-fishing,Own-child,White,Female,0,0,40,United-States,<=50K
26,Local-gov,166295,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,2339,55,United-States,<=50K
20,Private,231286,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,15,United-States,<=50K
33,Private,159322,HS-grad,9,Divorced,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
48,Private,176026,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,118025,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
37,Private,26898,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,12,United-States,<=50K
47,Private,232628,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,85995,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
48,Private,125421,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
49,Private,245305,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,42,United-States,>50K
50,Private,73493,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,197058,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,122116,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,75742,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,214731,10th,6,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,265954,HS-grad,9,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,State-gov,197156,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
62,Private,162245,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1628,70,United-States,<=50K
39,Local-gov,203070,HS-grad,9,Separated,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Local-gov,165695,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
69,<undefined>,473040,5th-6th,3,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,168107,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,163494,10th,6,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
38,Private,180342,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,122381,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,50,United-States,>50K
27,Private,148069,10th,6,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,200973,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
17,Private,130806,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,24,United-States,<=50K
56,Private,117148,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,213977,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Private,134768,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,<undefined>,>50K
44,Private,139338,12th,8,Divorced,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
23,Private,315877,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
41,Self-emp-not-inc,195124,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
25,Private,352057,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
21,Private,236684,Some-college,10,Never-married,Other-service,Other-relative,Black,Female,0,0,8,United-States,<=50K
18,Private,208447,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,6,United-States,<=50K
45,Private,149640,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
75,<undefined>,111177,Bachelors,13,Widowed,<undefined>,Not-in-family,White,Female,25124,0,16,United-States,>50K
51,Private,154342,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
42,Federal-gov,141459,HS-grad,9,Separated,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
47,Private,111797,Some-college,10,Never-married,Other-service,Not-in-family,Black,Female,0,0,35,Outlying-US(Guam-USVI-etc),<=50K
29,Private,111900,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,78707,11th,7,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
43,Local-gov,160574,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,174714,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,16,United-States,<=50K
19,<undefined>,62534,Bachelors,13,Never-married,<undefined>,Own-child,Black,Female,0,0,40,Jamaica,<=50K
44,Private,216907,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,40,United-States,>50K
24,Private,198148,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
19,Private,124265,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
49,<undefined>,261059,10th,6,Separated,<undefined>,Own-child,White,Male,2176,0,40,United-States,<=50K
52,Private,208137,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,257250,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,52,United-States,<=50K
24,State-gov,147253,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Local-gov,244268,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
72,<undefined>,213255,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
26,Private,266912,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
31,Private,169104,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
29,Private,200511,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,128715,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,10520,0,40,United-States,>50K
48,Self-emp-not-inc,65535,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,103395,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
51,Private,71046,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,45,Scotland,<=50K
28,Self-emp-not-inc,125442,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,169188,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,121471,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,207281,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,16,United-States,<=50K
26,Local-gov,46097,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,206671,Some-college,10,Never-married,<undefined>,Own-child,White,Male,1055,0,50,United-States,<=50K
55,Private,98361,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,<undefined>,>50K
38,Self-emp-not-inc,322143,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,10,United-States,<=50K
33,Private,149184,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
33,Local-gov,119829,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K
37,Private,910398,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,0,40,United-States,<=50K
19,Private,176570,11th,7,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,60,United-States,<=50K
24,Private,216129,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,27207,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
57,State-gov,68830,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
22,State-gov,178818,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
57,Private,236944,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
46,State-gov,273771,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,318533,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
35,<undefined>,451940,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
47,Private,102318,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,379350,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,21095,Some-college,10,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
58,Self-emp-not-inc,211547,12th,8,Divorced,Sales,Not-in-family,White,Female,0,0,52,United-States,<=50K
36,Private,85272,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,>50K
45,Private,46406,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,England,>50K
54,Private,53833,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
26,Private,161007,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
60,Private,53707,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
46,Private,370119,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
26,Private,310907,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,United-States,<=50K
32,Private,375833,11th,7,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
38,Local-gov,107513,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,58683,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
44,Self-emp-not-inc,179557,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
37,Private,70240,HS-grad,9,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
44,Private,147206,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,175548,HS-grad,9,Never-married,Other-service,Not-in-family,Other,Female,0,0,35,United-States,<=50K
61,Self-emp-not-inc,163174,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
51,Private,126010,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,147876,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,15024,0,60,United-States,>50K
45,Private,428350,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,1740,40,United-States,<=50K
36,<undefined>,200904,Assoc-acdm,12,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,21,Haiti,<=50K
39,Private,328466,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,2407,0,70,Mexico,<=50K
67,Local-gov,258973,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
40,State-gov,345969,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
27,Private,127796,5th-6th,3,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,35,Mexico,<=50K
37,Private,405723,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
57,Private,175942,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,Private,284196,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,89718,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,2202,0,48,United-States,<=50K
34,Self-emp-inc,175761,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
54,Private,206369,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,50,United-States,>50K
52,Private,158993,HS-grad,9,Divorced,Other-service,Other-relative,Black,Female,0,0,38,United-States,<=50K
42,Private,285066,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
48,Private,126754,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
65,State-gov,209280,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,6514,0,35,United-States,>50K
55,Self-emp-not-inc,52888,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,10,United-States,<=50K
71,Self-emp-inc,133821,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
33,Private,240763,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
30,Private,39054,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,119272,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
59,Private,143372,10th,6,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
19,Private,323421,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
36,Self-emp-not-inc,136028,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
26,Self-emp-not-inc,163189,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
34,Local-gov,202729,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,421871,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
44,Private,120277,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,Italy,>50K
26,<undefined>,211798,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,198901,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
18,Private,214617,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,16,United-States,<=50K
55,Self-emp-not-inc,179715,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,18,United-States,<=50K
49,Local-gov,107231,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2002,40,United-States,<=50K
44,Private,110355,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
43,Private,184378,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,273454,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Cuba,<=50K
44,Private,443040,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
39,<undefined>,71701,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Self-emp-inc,160151,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
35,Private,107991,11th,7,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
52,Private,94391,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,99835,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
44,Private,43711,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
43,Private,83756,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
51,Private,120914,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,2961,0,40,United-States,<=50K
20,Private,180052,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
47,Private,170846,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Italy,>50K
43,Private,37937,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
64,<undefined>,168340,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,<undefined>,>50K
24,Private,38455,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Federal-gov,128059,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,420895,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,166744,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,12,United-States,<=50K
26,Private,238768,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
43,Private,176270,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,60,United-States,>50K
50,Private,140592,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
20,Self-emp-not-inc,211466,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,80,United-States,<=50K
37,Private,188540,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,45,United-States,>50K
43,Private,39581,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,45,United-States,<=50K
37,Private,171150,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
53,Private,117496,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,0,36,Canada,<=50K
44,Private,145160,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,Private,28520,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,103851,11th,7,Never-married,Adm-clerical,Own-child,White,Female,1055,0,20,United-States,<=50K
19,Private,375077,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
53,State-gov,281590,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,40,United-States,>50K
44,Private,151504,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,415287,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,1902,40,United-States,>50K
49,Private,32212,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,43,United-States,<=50K
35,Private,123606,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,202565,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
54,Private,177927,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,256723,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
18,Private,46247,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
24,Private,266926,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,112031,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,50,United-States,<=50K
22,<undefined>,376277,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Private,168817,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,187487,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
32,<undefined>,158784,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,67222,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,45,China,<=50K
43,Private,201723,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
73,Private,267408,HS-grad,9,Widowed,Sales,Other-relative,White,Female,0,0,15,United-States,<=50K
47,Federal-gov,168191,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
49,Private,105444,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,39,United-States,<=50K
38,Private,156728,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,148600,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,19914,Some-college,10,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
42,Private,190767,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,233955,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,45,China,>50K
35,Private,30381,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
38,Private,187069,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,367314,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Local-gov,101119,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,70,United-States,<=50K
38,Private,86551,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,48,United-States,>50K
40,Local-gov,218995,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
21,Private,57711,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
44,Private,303521,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Private,199067,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,247445,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
49,Private,186078,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
31,Private,77634,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,42,United-States,<=50K
24,Private,180060,Masters,14,Never-married,Exec-managerial,Own-child,White,Male,6849,0,90,United-States,<=50K
46,Private,56482,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,314177,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,239755,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,38,United-States,<=50K
27,Private,377680,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
64,Self-emp-not-inc,134960,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,35,United-States,>50K
26,Private,294493,Bachelors,13,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
21,Private,32616,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,1719,16,United-States,<=50K
45,Private,182655,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,45,<undefined>,>50K
57,Local-gov,52267,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,<=50K
30,Private,117963,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
45,Private,98881,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,32,United-States,<=50K
50,Private,196963,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Female,0,0,30,United-States,<=50K
38,Private,166988,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,193459,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
42,Private,182342,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
32,Private,496743,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,154781,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,219371,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Private,99179,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,224910,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,304651,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
37,Private,349689,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Private,106850,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Self-emp-not-inc,196328,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,>50K
25,Private,169323,Bachelors,13,Married-civ-spouse,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,162924,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,60,Japan,<=50K
40,Self-emp-not-inc,34037,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,70,United-States,<=50K
51,<undefined>,167651,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,197384,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
42,Private,251795,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
65,<undefined>,266081,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,165309,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,215873,10th,6,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,45,United-States,<=50K
46,Private,133938,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,27828,0,50,United-States,>50K
49,Private,159816,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,99999,0,20,United-States,>50K
24,Private,228424,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
32,Private,195576,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
71,Private,105200,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,6767,0,20,United-States,<=50K
26,Private,167350,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,3103,0,40,United-States,>50K
29,Private,52199,HS-grad,9,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,171338,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
51,Private,120173,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,50,United-States,>50K
17,<undefined>,158762,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
49,Private,169818,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,>50K
31,Private,288419,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,207546,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,147707,HS-grad,9,Widowed,Farming-fishing,Unmarried,White,Male,0,2339,40,United-States,<=50K
17,<undefined>,228373,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
43,Private,193882,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
38,Private,31033,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
37,Private,272950,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,183523,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,238415,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Private,19302,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,2202,0,38,United-States,<=50K
42,Local-gov,339671,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,8614,0,45,United-States,>50K
35,Local-gov,103260,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
39,Private,79331,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,15024,0,40,United-States,>50K
40,Private,135056,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
66,Private,142723,5th-6th,3,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,0,0,40,Puerto-Rico,<=50K
30,Federal-gov,188569,9th,5,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,57322,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,178309,9th,5,Never-married,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
45,Private,166107,Masters,14,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
31,Private,53042,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,Trinadad&Tobago,<=50K
33,Private,155343,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3103,0,40,United-States,>50K
32,Private,35595,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,429507,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
50,Federal-gov,159670,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
63,Private,151210,7th-8th,4,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,186792,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,204640,Some-college,10,Widowed,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Private,87205,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
38,Self-emp-inc,112847,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
41,Private,107306,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,2174,0,40,United-States,<=50K
50,State-gov,211319,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
59,Private,183606,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,205390,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,49,United-States,<=50K
73,Local-gov,232871,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,2228,0,10,United-States,<=50K
52,Self-emp-inc,101017,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,38,United-States,<=50K
57,Private,114495,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
35,Private,183898,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
51,Private,163921,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,56,United-States,>50K
22,Private,311764,11th,7,Widowed,Sales,Own-child,Black,Female,0,0,35,United-States,<=50K
49,Private,188330,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,267174,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
46,Local-gov,36228,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,<=50K
48,Private,199739,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,185407,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
43,State-gov,206139,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
25,Private,282063,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
31,Private,332379,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,418324,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,36,United-States,<=50K
19,<undefined>,263338,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,45,United-States,<=50K
51,Private,158948,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,84,United-States,>50K
51,Private,221532,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
22,Self-emp-not-inc,202920,HS-grad,9,Never-married,Prof-specialty,Unmarried,White,Female,99999,0,40,Dominican-Republic,>50K
37,Local-gov,118909,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
19,Private,286469,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
45,Private,191914,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,0,0,55,United-States,<=50K
21,State-gov,142766,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
52,Private,198744,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Local-gov,272780,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,24,United-States,<=50K
42,State-gov,219553,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,<=50K
56,Private,261232,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,64292,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,312131,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
70,Private,30713,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
30,Private,246439,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Private,338105,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
23,Private,228243,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
34,Local-gov,62463,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1579,40,United-States,<=50K
38,Private,31603,Bachelors,13,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,165054,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,121618,7th-8th,4,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
45,Federal-gov,273194,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,3325,0,40,United-States,<=50K
21,<undefined>,163665,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,538319,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,Puerto-Rico,<=50K
34,Private,238246,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-inc,244665,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,45,United-States,>50K
21,Private,131811,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
63,<undefined>,231777,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
23,Private,156807,9th,5,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,36,United-States,<=50K
28,Private,236861,Bachelors,13,Divorced,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
29,Self-emp-not-inc,229842,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Male,0,0,45,United-States,<=50K
25,Local-gov,190057,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
44,State-gov,55076,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
18,Private,152545,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,8,United-States,<=50K
26,Private,153434,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
47,Local-gov,171095,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
23,Private,239322,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,138999,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
61,Local-gov,95450,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,50,United-States,>50K
25,Private,176520,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
38,Local-gov,72338,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,54,United-States,>50K
60,<undefined>,386261,Bachelors,13,Married-spouse-absent,<undefined>,Unmarried,Black,Female,0,0,15,United-States,<=50K
23,Private,235722,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
36,Federal-gov,128884,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
46,Private,187226,9th,5,Divorced,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
32,Self-emp-not-inc,298332,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
40,Private,173607,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,226756,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
31,Private,157887,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
32,State-gov,171111,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,37,United-States,<=50K
21,Private,126314,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
63,Private,174018,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
44,Private,144778,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
42,Self-emp-not-inc,201522,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
23,<undefined>,22966,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
30,Private,399088,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
24,Private,282202,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,El-Salvador,<=50K
42,Private,102606,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,246862,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,Italy,>50K
27,Federal-gov,508336,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,48,United-States,<=50K
27,Local-gov,263431,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,235733,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
68,Private,107910,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,184425,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,>50K
22,Self-emp-not-inc,143062,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Greece,<=50K
25,Private,199545,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,15,United-States,<=50K
68,Self-emp-not-inc,197015,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
62,Private,149617,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,16,United-States,<=50K
26,Private,33610,HS-grad,9,Divorced,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
34,Private,192002,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
68,Private,67791,Some-college,10,Widowed,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Local-gov,445382,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
45,Private,112283,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
26,Private,157249,11th,7,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,109872,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,119838,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
29,Private,149943,Some-college,10,Never-married,Other-service,Not-in-family,Other,Male,0,1590,40,<undefined>,<=50K
65,Without-pay,27012,7th-8th,4,Widowed,Farming-fishing,Unmarried,White,Female,0,0,50,United-States,<=50K
31,Private,91666,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,270276,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,179271,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
44,Private,161819,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
45,Local-gov,339681,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,1506,0,45,United-States,<=50K
26,Self-emp-not-inc,219897,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
26,Private,91683,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
36,Private,188834,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,187046,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
39,Private,191807,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,48,United-States,<=50K
52,Self-emp-inc,179951,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,324420,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Mexico,<=50K
41,Self-emp-not-inc,66632,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Local-gov,121718,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,United-States,>50K
47,Private,162034,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
28,Local-gov,218990,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,46,United-States,<=50K
25,Local-gov,125863,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K
35,Private,225330,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,120426,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,119741,Masters,14,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
44,Private,32000,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,18,United-States,>50K
21,<undefined>,124242,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,278581,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,230224,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
30,Private,204374,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1741,48,United-States,<=50K
45,Private,188386,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1628,45,United-States,<=50K
20,Private,164922,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,195176,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,<=50K
43,Private,166740,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,<=50K
50,<undefined>,156008,11th,7,Married-civ-spouse,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
28,Private,162551,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,0,0,48,China,<=50K
25,Private,211231,HS-grad,9,Married-civ-spouse,Tech-support,Other-relative,White,Female,0,0,48,United-States,>50K
25,Private,169990,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
90,Private,221832,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
38,Local-gov,255454,Bachelors,13,Separated,Prof-specialty,Unmarried,Black,Male,0,0,40,United-States,<=50K
35,Private,28160,Bachelors,13,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
50,State-gov,159219,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Canada,>50K
26,Local-gov,103148,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,165186,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,31782,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
24,Local-gov,249101,HS-grad,9,Divorced,Protective-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,243190,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,40,United-States,>50K
18,Local-gov,153405,11th,7,Never-married,Adm-clerical,Other-relative,White,Female,0,0,25,United-States,<=50K
37,Private,329980,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,60,United-States,>50K
57,Private,176079,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,State-gov,218542,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,State-gov,303446,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,Nicaragua,<=50K
40,Private,102606,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,483201,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
77,Local-gov,144608,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,6,United-States,<=50K
30,Private,226013,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
21,Private,165475,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,263637,10th,6,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,201495,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,35,United-States,<=50K
68,Private,213720,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,170483,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
26,Private,214303,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
32,Private,190511,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,242150,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,United-States,<=50K
51,Local-gov,159755,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
50,Private,147629,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
49,Private,268022,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
28,Private,188711,Bachelors,13,Never-married,Transport-moving,Unmarried,White,Male,0,0,20,United-States,<=50K
29,Private,452205,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
21,Private,260847,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
28,Private,291374,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,Private,189933,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,133969,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,South,>50K
35,Private,330664,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,<undefined>,672412,11th,7,Separated,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,122999,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,8614,0,40,United-States,>50K
30,Private,111415,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,Germany,<=50K
33,Private,217235,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
40,Private,121956,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,13550,0,40,Cambodia,>50K
23,Private,120172,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,343403,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Self-emp-not-inc,104790,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
39,Local-gov,473547,10th,6,Divorced,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
53,Local-gov,260106,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
49,Federal-gov,168232,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
31,Private,348491,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Private,24106,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
60,Self-emp-inc,197553,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
29,Private,421065,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
54,Self-emp-inc,138852,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
28,<undefined>,169631,Assoc-acdm,12,Married-AF-spouse,<undefined>,Wife,White,Female,0,0,3,United-States,<=50K
34,Private,379412,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,181992,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,35,United-States,<=50K
19,Private,365640,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,45,<undefined>,<=50K
26,Private,236564,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,363418,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,70,United-States,>50K
50,Private,112351,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,38,United-States,<=50K
30,Private,204704,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,>50K
44,Private,54611,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
49,Private,128132,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
75,Self-emp-not-inc,30599,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,379522,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
51,State-gov,196504,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,38,United-States,<=50K
35,Private,82552,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
28,Private,104024,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,293114,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,1409,0,40,United-States,<=50K
72,Private,74141,9th,5,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,48,United-States,>50K
39,Private,192337,Bachelors,13,Separated,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,262478,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,30,United-States,<=50K
57,Private,185072,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,Jamaica,<=50K
24,Private,296045,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,2635,0,38,United-States,<=50K
28,Private,246595,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,70,United-States,<=50K
23,Private,54472,Some-college,10,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,331065,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,1408,40,United-States,<=50K
23,Private,161708,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
31,Private,264936,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Local-gov,113545,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,212237,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1740,45,United-States,<=50K
31,Private,170430,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,80,<undefined>,<=50K
34,Private,173806,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,4865,0,60,United-States,<=50K
57,Federal-gov,370890,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,2258,40,United-States,<=50K
39,Private,505119,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Cuba,>50K
23,Private,193089,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
24,Local-gov,33432,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
36,Private,103110,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,England,<=50K
32,Private,160362,Some-college,10,Divorced,Other-service,Other-relative,White,Male,0,0,40,Nicaragua,<=50K
35,Private,204621,Assoc-acdm,12,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,35309,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,<undefined>,154373,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,50,United-States,<=50K
47,Private,194772,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
35,Private,154410,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Federal-gov,220563,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
32,State-gov,253354,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,211699,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1485,40,United-States,>50K
63,Self-emp-not-inc,167501,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,20051,0,10,United-States,>50K
34,Private,229732,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,185465,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,335764,11th,7,Married-civ-spouse,Sales,Own-child,Black,Male,0,0,35,United-States,<=50K
23,Private,460046,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,42,United-States,<=50K
19,<undefined>,33487,Some-college,10,Never-married,<undefined>,Other-relative,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
50,Private,176924,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
49,State-gov,213307,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,83893,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,194102,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
61,Private,238611,7th-8th,4,Widowed,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
41,Private,113597,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,16,United-States,<=50K
27,Self-emp-not-inc,208406,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
53,Private,274528,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,<=50K
17,Self-emp-not-inc,60116,10th,6,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
23,<undefined>,196816,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
53,Private,166368,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,303954,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,42,United-States,>50K
24,Private,99386,Bachelors,13,Married-spouse-absent,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,188569,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
53,Private,302868,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
18,Private,283342,11th,7,Never-married,Other-service,Other-relative,Black,Male,0,0,20,United-States,<=50K
24,Private,233777,Some-college,10,Never-married,Sales,Unmarried,White,Male,0,0,50,Mexico,<=50K
20,Private,170038,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,261319,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,State-gov,367237,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,8614,0,40,United-States,>50K
34,Private,126838,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,354104,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
20,Private,176321,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
47,Private,85129,HS-grad,9,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
20,<undefined>,376474,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,32,United-States,<=50K
22,Private,62507,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
42,Local-gov,111252,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
60,Private,156889,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,549430,HS-grad,9,Never-married,Priv-house-serv,Unmarried,White,Female,0,0,40,Mexico,<=50K
46,Private,29696,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
66,Private,98837,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,86150,Bachelors,13,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,30,United-States,>50K
34,Private,204991,Some-college,10,Divorced,Exec-managerial,Own-child,White,Male,0,0,44,United-States,<=50K
45,Private,371886,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,46,United-States,<=50K
35,Private,103605,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
63,<undefined>,54851,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,133050,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
36,Local-gov,126569,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
25,Federal-gov,144259,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
51,Private,161482,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
25,Self-emp-not-inc,305449,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,125010,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,45,United-States,<=50K
47,Private,304133,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
59,Local-gov,120617,HS-grad,9,Separated,Protective-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,157747,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,297396,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,60,United-States,<=50K
42,Private,121287,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,<undefined>,308493,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,17,Honduras,<=50K
37,Private,49115,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Self-emp-inc,208302,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,38,United-States,>50K
25,Private,304032,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,36,United-States,<=50K
31,Federal-gov,207301,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
37,Private,123211,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,44,United-States,>50K
42,Private,33521,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
29,<undefined>,410351,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,410034,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
51,Private,175339,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,47,United-States,>50K
22,<undefined>,27937,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,36,United-States,<=50K
49,Private,168211,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,40,United-States,>50K
26,Private,125680,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,16,Japan,<=50K
56,Local-gov,160829,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,46,United-States,<=50K
52,Private,266529,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
61,Self-emp-not-inc,115023,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,4,<undefined>,<=50K
47,State-gov,224149,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
52,Private,150930,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,343699,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,172826,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,99999,0,55,United-States,>50K
35,Private,163392,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
17,<undefined>,103810,12th,8,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,213821,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
26,Private,211265,Some-college,10,Married-spouse-absent,Craft-repair,Other-relative,Black,Female,0,0,35,Dominican-Republic,<=50K
58,Local-gov,160586,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,146454,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5556,0,40,United-States,>50K
30,Private,203277,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
46,Private,309895,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,26522,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1902,35,United-States,>50K
57,Private,103809,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,90291,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
21,State-gov,181761,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,10,United-States,<=50K
37,Private,35330,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1669,55,United-States,<=50K
45,Local-gov,135776,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
61,<undefined>,188172,Doctorate,16,Widowed,<undefined>,Not-in-family,White,Female,0,0,5,United-States,<=50K
39,Private,179579,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,193626,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,53,United-States,<=50K
20,Private,108887,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,199070,HS-grad,9,Never-married,Protective-serv,Own-child,Black,Male,0,0,16,United-States,<=50K
25,Private,441591,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,185254,5th-6th,3,Never-married,Priv-house-serv,Own-child,White,Female,0,0,40,El-Salvador,<=50K
24,Private,109307,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
20,<undefined>,81853,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,15,United-States,<=50K
35,Private,23621,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,70,United-States,<=50K
44,Local-gov,145178,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,38,Jamaica,>50K
47,State-gov,30575,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
28,State-gov,130620,11th,7,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,India,<=50K
41,Local-gov,22155,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,60,United-States,<=50K
31,Private,106437,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,79787,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,25,United-States,<=50K
47,Private,326857,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
44,Private,81853,HS-grad,9,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
61,Private,120933,Some-college,10,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Federal-gov,153143,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,Puerto-Rico,<=50K
46,Private,27669,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
46,Private,105444,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
54,Local-gov,169785,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
49,Private,122493,HS-grad,9,Widowed,Tech-support,Unmarried,White,Male,0,0,40,United-States,<=50K
56,Local-gov,242670,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,54933,Masters,14,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,209317,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
25,Self-emp-not-inc,282631,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,98044,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
58,Private,187487,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,State-gov,60186,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,75648,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
28,Private,201175,11th,7,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,19302,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,<=50K
21,<undefined>,300812,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,146659,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,35,United-States,>50K
75,Private,101887,10th,6,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,70,United-States,<=50K
66,<undefined>,117778,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,60726,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
33,Self-emp-inc,201763,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
57,Self-emp-inc,119253,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,65,United-States,>50K
47,Self-emp-not-inc,121124,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,Italy,>50K
41,Private,220132,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
21,Private,60639,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
17,Private,195262,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,17,United-States,<=50K
61,<undefined>,113544,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,55,United-States,<=50K
47,<undefined>,331650,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,8,United-States,>50K
22,Private,100587,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,15,United-States,<=50K
47,Private,298130,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,242391,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Self-emp-not-inc,197867,Assoc-voc,11,Divorced,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
59,Private,151977,10th,6,Separated,Priv-house-serv,Not-in-family,Black,Female,0,0,30,United-States,<=50K
38,Private,277347,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,125249,HS-grad,9,Separated,Protective-serv,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,222142,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,270194,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,169995,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
27,Private,359155,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
60,Private,123992,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
64,Local-gov,266080,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
37,Private,201531,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-not-inc,179704,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
36,Private,393673,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
34,Private,244147,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
41,Self-emp-not-inc,438696,Masters,14,Divorced,Sales,Unmarried,White,Male,0,0,5,United-States,>50K
35,Self-emp-not-inc,207568,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,75,United-States,<=50K
63,Self-emp-inc,54052,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,68,United-States,>50K
46,Private,187581,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,77102,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,353010,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,65,United-States,<=50K
29,Private,54131,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
74,Federal-gov,39890,Some-college,10,Widowed,Transport-moving,Not-in-family,White,Female,0,0,18,United-States,<=50K
50,Private,156877,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
22,Private,355686,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,300168,12th,8,Separated,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
30,Private,488720,9th,5,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
32,Private,157287,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,184659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,214169,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,192149,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,137253,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
44,Private,373050,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
65,Private,90377,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,6767,0,60,United-States,<=50K
28,Federal-gov,183151,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,<=50K
55,Private,227158,Bachelors,13,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Local-gov,34021,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,50,United-States,<=50K
31,Private,165148,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,12,United-States,<=50K
47,Private,211668,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,>50K
45,Private,358886,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
35,Private,47707,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,306982,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,60,South,<=50K
49,Local-gov,52590,HS-grad,9,Widowed,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,<undefined>,179352,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
27,Private,158156,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,42,United-States,<=50K
42,Private,70055,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
60,<undefined>,131852,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
64,Self-emp-not-inc,177825,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,1055,0,40,United-States,<=50K
33,Private,127215,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
23,Private,175183,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,142287,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
34,Private,221324,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
53,Private,227602,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,37,Mexico,<=50K
22,Private,228452,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
57,State-gov,39380,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
20,<undefined>,96862,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,8,United-States,<=50K
23,Private,336360,7th-8th,4,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
31,Private,257644,11th,7,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
23,State-gov,235853,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,22,United-States,<=50K
30,Private,270577,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Local-gov,222900,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
42,Private,99254,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,>50K
51,Private,224763,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Cuba,<=50K
59,Self-emp-not-inc,174056,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
36,Private,127306,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,339506,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,178322,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,>50K
33,Private,189843,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,160815,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Private,207665,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
37,State-gov,160402,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
35,Private,170263,Some-college,10,Never-married,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,184659,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,52,United-States,<=50K
38,Federal-gov,338320,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
54,Private,101017,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,204322,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
45,Private,241350,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
63,Federal-gov,217994,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,128143,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
58,Self-emp-not-inc,164065,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,18,United-States,<=50K
64,Local-gov,78866,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,236769,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
44,Federal-gov,239539,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
39,Private,34028,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,48,United-States,<=50K
45,State-gov,207847,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,175935,Doctorate,16,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,55,United-States,>50K
22,Federal-gov,218445,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Self-emp-inc,215833,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,156976,Assoc-voc,11,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,220647,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
20,Private,218343,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
29,Private,241431,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
38,Local-gov,123983,Bachelors,13,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,0,1741,40,Vietnam,<=50K
25,Private,73289,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,408623,Bachelors,13,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,50,United-States,<=50K
46,Private,169180,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,54929,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
24,Private,306779,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,35,United-States,<=50K
43,Private,159549,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
23,Private,482082,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,21,Mexico,<=50K
32,Local-gov,286101,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,0,0,37,United-States,<=50K
44,Private,167955,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Poland,<=50K
40,Self-emp-not-inc,209040,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,105017,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
23,Private,27776,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,242941,Some-college,10,Never-married,Sales,Own-child,White,Female,0,1602,10,United-States,<=50K
41,Private,118853,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,119565,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,196827,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1902,40,United-States,<=50K
47,Private,275361,Assoc-acdm,12,Widowed,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
42,Private,225193,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,329783,10th,6,Never-married,Sales,Other-relative,White,Female,0,0,10,United-States,<=50K
29,Local-gov,107411,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
21,State-gov,258490,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
18,<undefined>,120243,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,27,United-States,<=50K
31,Private,219509,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,>50K
27,Local-gov,29174,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,40083,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,Canada,<=50K
23,Private,87528,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
41,Private,116379,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,55,Taiwan,>50K
46,Local-gov,216214,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
34,Private,268051,Some-college,10,Married-civ-spouse,Protective-serv,Other-relative,Black,Female,0,0,25,Haiti,<=50K
42,Self-emp-not-inc,121718,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,24,United-States,<=50K
18,Private,201901,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,1719,15,United-States,<=50K
46,Private,109089,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,37,United-States,<=50K
18,<undefined>,346382,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
52,Private,284129,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
56,Private,143030,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,212619,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
22,Self-emp-not-inc,199011,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,20,United-States,<=50K
31,Private,118901,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
41,Self-emp-not-inc,129865,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,157900,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,349341,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,Private,158685,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,386585,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,60,United-States,<=50K
90,Private,52386,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,35,United-States,<=50K
45,Private,246891,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
30,Private,190385,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
42,Private,37869,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,217807,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
53,Private,149784,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
64,State-gov,201293,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
56,Private,128764,7th-8th,4,Widowed,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K
42,Private,27444,Some-college,10,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
26,Private,62438,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
31,Local-gov,151726,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
40,Private,29841,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
58,Private,131608,Some-college,10,Widowed,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,110562,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,190541,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,47,United-States,<=50K
62,State-gov,33142,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
65,Self-emp-inc,139272,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,United-States,>50K
40,Private,234633,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Local-gov,238386,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
22,Private,460835,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,55,United-States,<=50K
23,<undefined>,243190,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,20,China,<=50K
63,Federal-gov,97855,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
39,Private,77146,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
37,Private,200863,Some-college,10,Widowed,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
25,<undefined>,41107,Bachelors,13,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,40,Canada,<=50K
56,Private,77415,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,236770,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
53,Federal-gov,173093,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,1887,40,Philippines,>50K
32,Private,235124,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,282604,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,60,United-States,>50K
35,Private,199288,11th,7,Separated,Transport-moving,Not-in-family,White,Male,0,0,90,United-States,<=50K
51,Private,191659,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,65,United-States,>50K
19,Private,43285,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,160837,11th,7,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
22,Private,230574,10th,6,Never-married,Transport-moving,Own-child,White,Male,0,0,25,United-States,<=50K
23,Private,176178,HS-grad,9,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,116358,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
27,<undefined>,253873,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
45,Private,107787,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,<=50K
23,Self-emp-not-inc,519627,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,25,Mexico,<=50K
21,Private,191460,11th,7,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,198282,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
29,Private,214858,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,64875,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,<=50K
18,Private,675421,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,594,0,40,United-States,<=50K
62,Self-emp-not-inc,134768,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Federal-gov,207342,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
34,Private,64830,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
31,Private,220066,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,14344,0,50,United-States,>50K
37,Private,82521,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
33,Private,176711,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,England,<=50K
22,<undefined>,217421,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
28,Private,111900,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
22,<undefined>,196943,Some-college,10,Separated,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
47,Private,481987,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
67,<undefined>,184506,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,419,3,United-States,<=50K
20,<undefined>,121313,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,158420,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
26,Private,256000,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
36,Private,183892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,44,United-States,>50K
28,Private,42734,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,181773,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
47,Private,184945,Some-college,10,Separated,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
33,Private,107248,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
34,Self-emp-inc,215382,Masters,14,Separated,Prof-specialty,Not-in-family,White,Female,4787,0,40,United-States,>50K
25,Private,122999,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,758700,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3781,0,50,Mexico,<=50K
36,State-gov,166606,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
61,Local-gov,192060,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,30,<undefined>,<=50K
74,<undefined>,340939,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,3471,0,40,United-States,<=50K
57,Private,205708,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Poland,<=50K
55,Private,67450,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,England,<=50K
20,Private,242077,HS-grad,9,Divorced,Sales,Not-in-family,Black,Female,0,0,40,United-States,<=50K
43,Private,129573,HS-grad,9,Never-married,Sales,Not-in-family,Black,Female,0,0,44,United-States,<=50K
54,Private,181132,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,England,>50K
25,Private,212302,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,83411,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,1408,40,United-States,<=50K
23,<undefined>,148751,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
17,Private,317681,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,10,United-States,<=50K
39,<undefined>,103986,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,1590,40,United-States,<=50K
63,Private,30602,7th-8th,4,Married-spouse-absent,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
19,Private,172893,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,30,United-States,<=50K
56,Self-emp-inc,211804,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
33,Self-emp-not-inc,312055,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
37,Private,65390,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,200500,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
36,Local-gov,241962,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
30,Self-emp-inc,78530,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,Canada,>50K
22,Private,189950,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,<=50K
35,Private,111387,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1579,40,United-States,<=50K
20,Private,241951,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
18,Private,343059,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,302465,12th,8,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1741,40,United-States,<=50K
53,Private,156843,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,54,United-States,>50K
21,<undefined>,79728,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,55284,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
34,Private,509364,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,30,United-States,<=50K
32,State-gov,117927,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
20,Private,137651,Some-college,10,Never-married,Machine-op-inspct,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
70,Private,131060,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
57,Private,346963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
54,Private,183611,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,3137,0,50,United-States,<=50K
34,Private,134737,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,36503,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Private,250121,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,330535,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,3325,0,40,United-States,<=50K
27,Private,387776,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,41474,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
36,Local-gov,318972,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,65,United-States,<=50K
33,Private,86143,Some-college,10,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
50,Private,181139,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,326232,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,2547,50,United-States,>50K
39,Local-gov,153976,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,59469,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
24,Private,127139,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,136343,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,350624,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
66,<undefined>,177351,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,2174,40,United-States,>50K
68,Private,166149,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,2206,30,United-States,<=50K
29,Private,121523,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
24,Self-emp-not-inc,267396,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,83045,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,160449,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,>50K
55,Self-emp-inc,124137,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,35,Greece,>50K
20,<undefined>,287681,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,36,United-States,<=50K
41,Private,154194,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,295127,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
60,Private,240521,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
61,Self-emp-not-inc,244087,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
35,Private,356250,Prof-school,15,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,35,China,<=50K
42,State-gov,293791,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
26,Private,44308,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Local-gov,210527,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,State-gov,151763,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K
39,State-gov,267581,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Private,100188,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,24,United-States,<=50K
32,Self-emp-inc,111746,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,171091,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,355645,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,20,Trinadad&Tobago,<=50K
54,Local-gov,137678,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,70894,Assoc-acdm,12,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
19,Private,171306,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,3,United-States,<=50K
31,Private,100997,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
35,Private,63921,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
29,Private,32897,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
29,Local-gov,251854,HS-grad,9,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,<=50K
25,Private,345121,10th,6,Separated,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
46,Private,86220,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,172845,Assoc-voc,11,Never-married,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
20,Private,171398,10th,6,Never-married,Sales,Not-in-family,Other,Male,0,0,40,United-States,<=50K
24,Self-emp-not-inc,174391,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
48,Private,207058,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
37,Private,291251,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,224377,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,105813,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Local-gov,180916,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
31,Self-emp-not-inc,122749,Assoc-voc,11,Divorced,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
38,Private,31069,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K
26,Self-emp-not-inc,284343,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Private,319371,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
46,Private,174224,Assoc-voc,11,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
69,<undefined>,183958,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
39,Private,127772,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3103,0,44,United-States,>50K
48,Private,80651,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,55,United-States,<=50K
46,Private,62793,HS-grad,9,Divorced,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
42,Private,191712,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,1590,40,United-States,<=50K
39,Self-emp-not-inc,237532,HS-grad,9,Married-civ-spouse,Sales,Wife,Black,Female,0,0,54,Dominican-Republic,>50K
50,Federal-gov,20179,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
24,Private,311376,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,432565,Assoc-voc,11,Married-civ-spouse,Tech-support,Other-relative,White,Female,0,0,40,Canada,>50K
39,Self-emp-inc,329980,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2415,60,United-States,>50K
29,Self-emp-not-inc,125190,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,342946,11th,7,Never-married,Transport-moving,Own-child,White,Female,0,0,38,United-States,<=50K
21,<undefined>,219835,Assoc-voc,11,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,123429,10th,6,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Self-emp-inc,69209,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3818,0,30,United-States,<=50K
55,Private,66356,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
41,Private,195897,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
44,Self-emp-inc,153132,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,52,United-States,>50K
18,Private,230875,11th,7,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
74,Self-emp-not-inc,92298,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,10,United-States,<=50K
40,Private,185145,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,297296,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
75,<undefined>,164849,9th,5,Married-civ-spouse,<undefined>,Husband,Black,Male,1409,0,5,United-States,<=50K
55,Private,145214,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,242341,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
54,Private,240542,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
36,Private,104772,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,48,United-States,<=50K
76,<undefined>,152802,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
26,Private,181666,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,415520,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
38,Private,258761,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
50,Private,88842,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,40,United-States,>50K
19,<undefined>,356717,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,158438,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
57,Private,206206,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
20,Private,51816,HS-grad,9,Never-married,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
27,Private,253814,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,161745,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,1980,60,United-States,<=50K
60,Private,162947,5th-6th,3,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Puerto-Rico,<=50K
52,Private,163027,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,50,United-States,<=50K
61,Private,146788,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,73309,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,>50K
19,<undefined>,143867,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,104216,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
34,Self-emp-not-inc,345705,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,>50K
31,Private,133770,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
42,Private,209392,HS-grad,9,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,35,United-States,<=50K
70,Private,262345,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,6,United-States,<=50K
47,Private,277545,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
47,<undefined>,174525,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,3942,0,40,<undefined>,<=50K
29,Private,490332,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
27,Private,211570,11th,7,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
25,Private,374918,12th,8,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
51,Private,106728,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,60,United-States,>50K
28,Private,173649,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,<undefined>,<=50K
35,Private,174597,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,233533,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
54,<undefined>,169785,Masters,14,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,133169,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,198824,Assoc-voc,11,Separated,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
65,Private,174056,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,188696,Assoc-voc,11,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,90692,HS-grad,9,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
34,Private,271933,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Female,0,1741,45,United-States,<=50K
47,Self-emp-not-inc,102359,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
49,Federal-gov,213668,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,56,United-States,>50K
21,Private,294789,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
20,Private,157599,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
18,Local-gov,134935,12th,8,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,466224,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,111985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,264627,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,213427,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,279015,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
47,Private,165937,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
27,Federal-gov,188343,HS-grad,9,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
63,Private,158609,Assoc-voc,11,Widowed,Adm-clerical,Unmarried,White,Female,0,0,8,United-States,<=50K
34,Private,193036,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
25,Private,198632,Some-college,10,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
54,Private,175912,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Male,914,0,40,United-States,<=50K
19,<undefined>,192773,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
35,Private,101387,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
24,Private,60783,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
26,Private,183224,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,35,United-States,<=50K
59,Local-gov,100776,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,57600,Doctorate,16,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
20,Private,174063,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,306495,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,249741,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,93021,HS-grad,9,Never-married,Adm-clerical,Unmarried,Other,Female,0,0,40,United-States,<=50K
36,Private,49626,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,63062,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
55,Private,320835,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
22,Local-gov,123727,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,21,United-States,<=50K
58,State-gov,110517,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,4064,0,40,India,<=50K
43,Private,149670,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,4064,0,15,United-States,<=50K
39,Private,172425,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
40,Private,216116,9th,5,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,Haiti,<=50K
46,Private,174209,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
54,Federal-gov,175083,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
19,Private,129059,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,30,United-States,<=50K
24,Private,121313,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
53,<undefined>,181317,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
24,State-gov,166851,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,13,United-States,<=50K
29,Self-emp-not-inc,29616,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,65,United-States,<=50K
56,Self-emp-inc,105582,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
54,<undefined>,124993,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
21,<undefined>,148509,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,230246,9th,5,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
56,Private,117881,11th,7,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,203408,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
19,Private,446219,10th,6,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
32,Self-emp-inc,110331,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
48,Private,207946,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,52,United-States,<=50K
67,<undefined>,45537,Masters,14,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,>50K
47,Private,188330,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,25,United-States,<=50K
52,Private,147629,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
40,Private,153799,1st-4th,2,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,0,0,40,Dominican-Republic,<=50K
28,Private,203776,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,168071,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
57,Private,348430,1st-4th,2,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,Portugal,<=50K
51,Private,103407,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,<undefined>,152046,11th,7,Never-married,<undefined>,Not-in-family,White,Female,0,0,35,Germany,<=50K
36,Private,153205,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,45,<undefined>,<=50K
33,Private,326104,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
46,Private,238162,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
50,Private,221336,HS-grad,9,Divorced,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
33,Private,180656,Some-college,10,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
77,Self-emp-not-inc,145329,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,401,0,20,United-States,<=50K
39,Private,315776,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Male,8614,0,52,United-States,>50K
67,<undefined>,150516,HS-grad,9,Widowed,<undefined>,Unmarried,White,Male,0,0,3,United-States,<=50K
35,Private,325802,Assoc-acdm,12,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,24,United-States,<=50K
23,Private,133985,10th,6,Never-married,Craft-repair,Own-child,Black,Female,0,0,40,United-States,<=50K
37,Private,269329,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,8614,0,45,United-States,>50K
41,Private,183203,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
60,Private,76127,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,>50K
32,Private,195891,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,55,United-States,<=50K
56,Federal-gov,162137,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
45,State-gov,37672,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,161708,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
18,Private,80616,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,27,United-States,<=50K
31,Private,209276,HS-grad,9,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,United-States,<=50K
21,<undefined>,34443,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
45,Private,192835,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,55,United-States,>50K
23,Private,203240,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,State-gov,102308,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,40829,11th,7,Never-married,Sales,Other-relative,Amer-Indian-Eskimo,Female,0,0,25,United-States,<=50K
25,Private,60726,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,30,United-States,<=50K
31,State-gov,116677,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,57067,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,45,United-States,<=50K
41,Private,304906,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
74,Private,101590,Prof-school,15,Widowed,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
27,Private,258102,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,Mexico,<=50K
23,Private,241185,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,124827,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-inc,76625,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
41,Federal-gov,263339,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
25,Private,135645,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
42,Private,245626,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
24,Private,210781,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,235786,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
45,Self-emp-not-inc,160167,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
52,Federal-gov,30731,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
34,Private,314375,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,81528,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,60,United-States,<=50K
54,Private,182854,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
42,Federal-gov,296798,11th,7,Never-married,Tech-support,Not-in-family,White,Male,0,1340,40,United-States,<=50K
32,Private,194426,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,15024,0,40,United-States,>50K
40,<undefined>,70645,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
55,Self-emp-inc,141807,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
66,<undefined>,112871,11th,7,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
52,State-gov,71344,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
21,State-gov,341410,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,15,United-States,<=50K
33,Private,118941,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
52,<undefined>,159755,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
28,Private,128509,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
27,Self-emp-not-inc,229125,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,142756,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Self-emp-inc,243871,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,45,United-States,<=50K
47,Private,213140,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
19,Private,196857,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,138626,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,161334,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,25,Nicaragua,<=50K
50,Private,273536,7th-8th,4,Married-civ-spouse,Sales,Husband,Other,Male,0,0,49,Dominican-Republic,<=50K
32,Private,115631,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,4101,0,50,United-States,<=50K
28,Private,185957,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,334357,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Private,96102,Masters,14,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Private,213226,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K
19,Private,115248,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
37,Private,185061,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,55,United-States,<=50K
27,Private,147638,Bachelors,13,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,40,Hong,<=50K
18,Private,280298,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
31,Private,163516,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,277434,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
26,Federal-gov,206983,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,Columbia,<=50K
48,Private,108993,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
39,Private,288551,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
41,Private,176069,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
48,State-gov,183486,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,56,United-States,>50K
40,Private,163215,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,10520,0,40,United-States,>50K
70,Private,94692,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
20,Private,118462,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,43,United-States,<=50K
38,Private,407068,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,75,Mexico,<=50K
37,Self-emp-not-inc,243587,Some-college,10,Separated,Other-service,Own-child,White,Female,0,0,40,Cuba,<=50K
49,Private,23074,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
51,Private,237735,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3103,0,40,United-States,>50K
43,Private,188291,1st-4th,2,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,284166,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
18,<undefined>,423460,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,36,United-States,<=50K
23,Private,287681,7th-8th,4,Never-married,Other-service,Not-in-family,White,Male,0,0,25,Mexico,<=50K
34,Private,509364,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,139391,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
33,Private,91964,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Private,117526,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,45,United-States,<=50K
64,Private,91343,Some-college,10,Widowed,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Local-gov,336969,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,28,El-Salvador,<=50K
55,Private,255364,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
61,Local-gov,167670,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,211494,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
78,Local-gov,136198,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,15,United-States,<=50K
27,Federal-gov,409815,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,188823,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,42,United-States,<=50K
55,State-gov,146326,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
42,Private,154374,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,58,United-States,<=50K
22,<undefined>,216563,HS-grad,9,Never-married,<undefined>,Other-relative,White,Female,0,0,40,United-States,<=50K
61,Private,197286,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,Self-emp-not-inc,100722,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,5,United-States,<=50K
46,Local-gov,377622,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,145964,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,358636,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,70,United-States,<=50K
47,Private,155489,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,55,United-States,>50K
18,Private,57413,Some-college,10,Divorced,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
48,Private,320421,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
50,Self-emp-not-inc,174752,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,State-gov,229364,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
56,Self-emp-not-inc,157486,10th,6,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,92682,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,4865,0,40,United-States,<=50K
56,Federal-gov,101338,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,132652,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
21,Private,34616,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
40,Private,218903,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Local-gov,204098,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,0,0,50,United-States,<=50K
52,Self-emp-not-inc,64045,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,45,United-States,>50K
46,Private,189763,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
23,Private,26248,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,92079,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
19,Private,280071,Some-college,10,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,50,United-States,<=50K
20,Private,224059,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,185520,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,8614,0,40,United-States,>50K
24,Private,265567,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
72,Private,106890,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,State-gov,39586,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
42,Private,153132,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,45,<undefined>,<=50K
51,Private,209912,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
39,Private,144169,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
40,Local-gov,50442,Some-college,10,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,2977,0,35,United-States,<=50K
34,Private,89644,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
19,Private,275889,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,Mexico,<=50K
26,Private,231638,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
45,Local-gov,224474,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,4934,0,50,United-States,>50K
28,Private,355259,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
30,Federal-gov,68330,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
32,Private,185410,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,87653,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
21,Private,286853,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
54,Private,96710,HS-grad,9,Married-civ-spouse,Priv-house-serv,Other-relative,Black,Female,0,0,20,United-States,<=50K
62,Private,160143,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,>50K
25,Private,186925,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,2597,0,48,United-States,<=50K
49,Self-emp-inc,109705,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,32,United-States,<=50K
32,Private,94235,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,225279,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,1602,40,<undefined>,<=50K
37,Local-gov,297449,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
58,Private,205896,HS-grad,9,Divorced,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
37,Private,93717,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,7298,0,45,United-States,>50K
41,Private,194710,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,236391,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
47,State-gov,189123,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,358677,HS-grad,9,Divorced,Other-service,Unmarried,Black,Male,0,0,35,United-States,<=50K
30,State-gov,199539,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,40,United-States,<=50K
43,Private,128170,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
34,Private,231238,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
57,Private,296152,Some-college,10,Divorced,Exec-managerial,Other-relative,White,Female,594,0,10,United-States,<=50K
46,Private,166003,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,281437,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
20,Private,190231,9th,5,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,11,Nicaragua,<=50K
47,Private,122026,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
55,<undefined>,205527,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,20,United-States,<=50K
53,Self-emp-not-inc,174102,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,50,Greece,>50K
43,Private,125461,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
80,Self-emp-not-inc,184335,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
24,Private,211345,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,Mexico,<=50K
43,Local-gov,147328,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
22,Private,222993,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,225978,Some-college,10,Separated,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,121124,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
56,<undefined>,656036,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
34,<undefined>,346762,11th,7,Divorced,<undefined>,Own-child,White,Male,0,0,84,United-States,<=50K
51,Private,234057,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
24,Federal-gov,306515,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,116562,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,171159,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
24,Private,199011,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,443508,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,Canada,>50K
24,Private,29810,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
22,Local-gov,238831,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
32,Federal-gov,566117,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,255044,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
20,Private,436253,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
31,Private,300687,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
55,Private,144071,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,18,United-States,>50K
49,State-gov,133917,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,1902,60,<undefined>,>50K
26,Private,188767,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,300777,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
35,Private,26987,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,174395,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,60,Greece,<=50K
59,Private,90290,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,34,United-States,<=50K
61,Private,183735,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
31,Private,123273,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Federal-gov,186916,Masters,14,Divorced,Protective-serv,Not-in-family,White,Male,0,0,60,United-States,>50K
61,Private,43554,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,2339,40,United-States,<=50K
54,Private,178251,Assoc-acdm,12,Widowed,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
30,Private,255885,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,64292,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,State-gov,194773,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,Germany,<=50K
44,Self-emp-inc,133060,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,60,United-States,<=50K
64,Private,258006,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,Cuba,<=50K
55,Private,92215,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,33945,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,6849,0,55,United-States,<=50K
61,Private,153048,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
28,Private,192200,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
34,Private,355571,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
47,Self-emp-inc,139268,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
26,Private,34402,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
35,Private,25955,11th,7,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
36,Private,209609,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,<=50K
47,Private,168283,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
17,Private,295488,11th,7,Never-married,Other-service,Own-child,Black,Female,0,0,25,United-States,<=50K
35,Private,190895,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,164190,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
25,Private,216010,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
18,Private,387568,10th,6,Never-married,Sales,Own-child,White,Male,0,0,10,United-States,<=50K
47,State-gov,188386,Masters,14,Separated,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
44,Private,174491,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
41,Private,31221,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
30,Private,272451,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Self-emp-not-inc,152652,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
53,Private,104413,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
40,Private,105936,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,5013,0,20,United-States,<=50K
24,Private,379066,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,2205,24,United-States,<=50K
27,Private,214858,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,237735,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,37,Mexico,<=50K
36,Private,158592,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,237321,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,>50K
41,Private,23646,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,169240,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Federal-gov,454508,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,130356,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,48,United-States,<=50K
22,Private,427686,10th,6,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
18,Local-gov,36411,12th,8,Never-married,Prof-specialty,Own-child,White,Male,0,0,30,United-States,<=50K
39,Private,548510,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,30,United-States,<=50K
38,Private,187264,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,55,United-States,<=50K
35,State-gov,140752,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,325596,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,175804,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,107302,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
63,Local-gov,41161,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
39,Private,401832,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
57,Self-emp-not-inc,353808,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
58,Self-emp-inc,349910,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
29,Private,161478,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Japan,<=50K
17,Private,400225,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
40,Private,367533,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Self-emp-not-inc,69306,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
28,Private,270366,10th,6,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,103751,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,75227,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,14084,0,40,United-States,>50K
45,Local-gov,132563,Prof-school,15,Divorced,Prof-specialty,Unmarried,Black,Female,0,1726,40,United-States,<=50K
33,State-gov,79580,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
41,Local-gov,344624,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,1485,40,United-States,>50K
37,Self-emp-inc,186359,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7688,0,60,United-States,>50K
50,Private,121685,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
48,Private,75104,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
26,<undefined>,188343,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,246449,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
21,Private,85088,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,37,United-States,<=50K
37,Private,545483,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
20,State-gov,243986,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
54,Self-emp-not-inc,32778,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,United-States,<=50K
28,Private,369114,HS-grad,9,Separated,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Private,217200,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,149220,Assoc-voc,11,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,<undefined>,162034,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,157813,11th,7,Divorced,<undefined>,Unmarried,White,Female,0,0,58,Canada,<=50K
17,<undefined>,179715,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,335549,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,2444,45,United-States,>50K
47,Private,102308,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
44,Private,367749,1st-4th,2,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,El-Salvador,<=50K
25,Private,98281,12th,8,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,43,United-States,<=50K
35,Private,115792,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
29,Private,277788,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,25,United-States,<=50K
30,Private,103435,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
30,Private,37646,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,385632,7th-8th,4,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Self-emp-not-inc,210278,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,30,United-States,<=50K
28,Private,335357,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,272165,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Local-gov,148995,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
46,Self-emp-not-inc,113434,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,State-gov,132551,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
38,Federal-gov,115433,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,33,United-States,>50K
29,Private,227890,HS-grad,9,Never-married,Protective-serv,Other-relative,Black,Male,0,0,40,United-States,<=50K
25,Private,503012,5th-6th,3,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
56,Private,250873,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,407930,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,148187,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
31,Private,159322,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
28,Private,334368,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,196328,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
45,Private,270842,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
71,Private,235079,Preschool,1,Widowed,Craft-repair,Unmarried,Black,Male,0,0,10,United-States,<=50K
65,<undefined>,327154,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,188391,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
19,Federal-gov,30559,HS-grad,9,Married-AF-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
34,Local-gov,255098,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,248010,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
40,Private,174515,HS-grad,9,Married-spouse-absent,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
90,Private,171956,Some-college,10,Separated,Adm-clerical,Own-child,White,Female,0,0,40,Puerto-Rico,<=50K
56,Private,193130,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
21,Private,108670,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,186172,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
45,Private,348854,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,27,United-States,<=50K
46,Private,271828,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
64,Private,148606,10th,6,Separated,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Local-gov,123983,Masters,14,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
22,Private,24896,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,30,Germany,<=50K
47,Private,573583,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,Italy,>50K
67,Self-emp-inc,106175,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,75,United-States,>50K
43,Private,307767,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,200574,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,59083,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,1672,50,United-States,<=50K
53,Private,358056,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
81,Private,114670,9th,5,Widowed,Priv-house-serv,Not-in-family,Black,Female,2062,0,5,United-States,<=50K
33,Local-gov,262042,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,1138,40,United-States,<=50K
17,Private,206010,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,8,United-States,<=50K
55,Self-emp-inc,183869,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,<undefined>,>50K
28,Private,159001,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
24,Private,155818,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,96055,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
30,Local-gov,131776,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,228613,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,198163,Masters,14,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
38,Private,37028,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,38,United-States,<=50K
30,Private,177304,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
33,Private,144064,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,146659,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
63,Self-emp-not-inc,26904,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,98,United-States,<=50K
23,Private,238917,7th-8th,4,Never-married,Craft-repair,Other-relative,White,Male,0,0,36,United-States,<=50K
56,Private,170148,HS-grad,9,Divorced,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,27821,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,220460,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Canada,<=50K
49,Private,101320,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,White,Female,0,1902,40,United-States,>50K
35,Private,173858,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
52,Private,91048,HS-grad,9,Divorced,Machine-op-inspct,Own-child,Black,Female,0,0,35,United-States,<=50K
28,Private,298696,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,207202,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
21,<undefined>,230397,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,5,United-States,<=50K
43,Self-emp-not-inc,180599,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
32,<undefined>,199046,Assoc-voc,11,Never-married,<undefined>,Unmarried,White,Female,0,0,2,United-States,<=50K
29,Self-emp-not-inc,132686,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,Italy,>50K
23,Private,240063,Bachelors,13,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,25,United-States,<=50K
50,Local-gov,177705,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1740,48,United-States,<=50K
34,Private,511361,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
19,Private,89397,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,239439,11th,7,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,36989,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,76978,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,35,United-States,<=50K
75,Private,200068,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
24,Private,454941,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,State-gov,107218,Bachelors,13,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
17,Local-gov,182070,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
31,Private,176360,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
31,Private,452405,Preschool,1,Never-married,Other-service,Other-relative,White,Female,0,0,35,Mexico,<=50K
18,<undefined>,297396,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,10,United-States,<=50K
45,Private,84790,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
31,Private,186787,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,42,United-States,<=50K
27,Private,169662,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
48,Private,125933,Some-college,10,Widowed,Exec-managerial,Unmarried,Black,Female,0,1669,38,United-States,<=50K
22,<undefined>,35448,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,22,United-States,<=50K
34,Private,225548,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,30,United-States,<=50K
26,Private,240842,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
53,Private,103931,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,232618,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
49,Local-gov,288548,Masters,14,Separated,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
40,Private,220609,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,26145,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
23,Private,268525,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
68,<undefined>,133758,7th-8th,4,Widowed,<undefined>,Not-in-family,Black,Male,0,0,10,United-States,<=50K
42,Private,121264,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,29814,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,85,United-States,<=50K
27,Private,193701,HS-grad,9,Never-married,Craft-repair,Own-child,White,Female,0,0,45,United-States,<=50K
38,Private,183279,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
27,Private,163942,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,Ireland,<=50K
75,Private,188612,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Self-emp-inc,102771,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
27,Private,85625,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
36,Self-emp-not-inc,245090,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,Mexico,<=50K
36,Private,131239,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,45,United-States,>50K
35,Private,182074,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
36,Private,187046,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
53,Private,90624,11th,7,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,37933,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,182177,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,3325,0,35,United-States,<=50K
61,Private,716416,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,>50K
29,Private,190562,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,56,United-States,<=50K
40,State-gov,141583,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
37,Private,98941,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
22,Private,201729,9th,5,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,30,United-States,<=50K
43,Self-emp-inc,175485,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,149168,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
28,Private,115971,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,161708,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
64,Local-gov,244903,11th,7,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
46,Private,155664,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,112754,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,178385,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,48,India,<=50K
20,Private,44064,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,25,United-States,<=50K
62,Self-emp-not-inc,120939,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,165134,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,White,Female,0,0,35,Columbia,<=50K
29,Private,100405,10th,6,Married-civ-spouse,Farming-fishing,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
35,Self-emp-not-inc,361888,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,Japan,<=50K
39,Local-gov,167864,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
39,Private,202950,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
37,Private,218188,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Female,0,0,32,United-States,<=50K
38,Private,234962,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2829,0,30,Mexico,<=50K
72,<undefined>,177226,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
31,Private,259931,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,189528,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
38,Private,34996,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,112584,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
25,Private,117589,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,<undefined>,145234,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
37,Private,267086,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,52,United-States,<=50K
49,Private,44434,Some-college,10,Divorced,Tech-support,Other-relative,White,Male,0,0,35,United-States,<=50K
26,Private,96130,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
35,Private,181382,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
44,Self-emp-inc,168845,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,60,United-States,<=50K
37,Private,271767,Masters,14,Separated,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
42,Private,194636,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
64,State-gov,194894,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,4787,0,40,United-States,>50K
28,Private,132686,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,185848,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,4650,0,50,United-States,<=50K
40,State-gov,184378,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
55,Federal-gov,270859,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
21,Private,231866,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,65,United-States,<=50K
49,Private,36032,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
51,State-gov,172962,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,98350,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,1902,40,Philippines,>50K
51,Private,24185,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
38,Private,53930,10th,6,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
24,Private,85088,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,1762,32,United-States,<=50K
45,Self-emp-not-inc,94962,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,England,<=50K
28,Private,480861,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
42,Self-emp-inc,187702,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,60,United-States,>50K
22,Private,52262,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,State-gov,52636,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,175273,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,327825,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,2238,40,United-States,<=50K
47,Private,125892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,75,United-States,>50K
40,<undefined>,78255,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,25,United-States,<=50K
30,Private,398827,HS-grad,9,Married-AF-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,<=50K
61,Private,208919,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
71,Local-gov,365996,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,6,United-States,<=50K
42,Private,307638,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
44,Local-gov,33068,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
46,Self-emp-not-inc,254291,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
50,Local-gov,125417,Prof-school,15,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,52,United-States,>50K
27,State-gov,28848,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,9,United-States,<=50K
40,<undefined>,273425,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
21,Private,194723,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,Mexico,<=50K
25,Private,195118,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,35,United-States,<=50K
61,Private,123273,5th-6th,3,Divorced,Transport-moving,Not-in-family,White,Male,0,1876,56,United-States,<=50K
54,Private,220115,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
31,Private,265706,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Self-emp-not-inc,279129,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
39,Self-emp-inc,122742,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
57,Self-emp-inc,172654,Prof-school,15,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,50,United-States,>50K
48,Private,119199,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,44,United-States,<=50K
30,Private,107793,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,56,United-States,>50K
35,Private,237943,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
42,Self-emp-not-inc,64632,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
34,Self-emp-not-inc,96245,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,361494,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
69,Local-gov,122850,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
29,Private,173652,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,164663,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,98678,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
40,Private,245529,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,55294,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,140583,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,79797,HS-grad,9,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Japan,>50K
72,<undefined>,113044,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,283499,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
41,Local-gov,51111,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,232475,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
48,Private,176140,11th,7,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,301654,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,376455,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
28,<undefined>,192569,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
27,Private,229803,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
20,Private,337639,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,130849,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
32,Private,296282,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,266645,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,State-gov,110128,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,90196,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
40,State-gov,40024,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
35,Private,144322,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
74,Self-emp-inc,162340,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
28,Private,169069,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,113601,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
20,Self-emp-not-inc,157145,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,2258,10,United-States,<=50K
44,Private,111275,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,56,United-States,<=50K
46,Local-gov,102076,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,25,United-States,<=50K
20,<undefined>,182117,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,145409,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
40,Private,190122,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,331482,Prof-school,15,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,United-States,>50K
60,Self-emp-not-inc,170114,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1672,84,United-States,<=50K
48,Self-emp-inc,193188,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Local-gov,267588,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,70,United-States,<=50K
48,Self-emp-inc,200471,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
22,<undefined>,175586,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,35,United-States,<=50K
24,Local-gov,322658,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,State-gov,263982,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,266287,12th,8,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
39,Private,278187,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
65,Self-emp-inc,81413,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2352,65,United-States,<=50K
22,Private,221745,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,140764,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,206351,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,176814,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
42,Local-gov,245307,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,48,United-States,>50K
61,State-gov,124971,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
28,Private,119545,Some-college,10,Married-civ-spouse,Exec-managerial,Own-child,White,Male,7688,0,50,United-States,>50K
18,Private,179203,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
24,Federal-gov,44075,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
45,Private,178319,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,56,United-States,>50K
24,Private,219754,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,198316,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
20,Private,168165,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
35,Private,356838,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,2829,0,55,Poland,<=50K
52,Self-emp-inc,210736,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,173212,Assoc-acdm,12,Never-married,Farming-fishing,Not-in-family,White,Male,2354,0,45,United-States,<=50K
19,Private,130431,5th-6th,3,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,36,Mexico,<=50K
35,<undefined>,169809,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
54,Private,197481,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,155066,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,31290,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
42,Private,54102,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,181546,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
55,Private,153484,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
44,State-gov,351228,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,131976,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,55,United-States,<=50K
26,Private,200639,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
64,Federal-gov,267546,Assoc-acdm,12,Separated,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
41,Private,179875,11th,7,Divorced,Other-service,Unmarried,Other,Female,0,0,40,United-States,<=50K
25,<undefined>,237865,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,40,<undefined>,<=50K
43,Private,300528,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,67716,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,10520,0,48,United-States,>50K
48,Federal-gov,326048,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
60,Private,191188,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,32172,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
51,Private,252903,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K
37,Federal-gov,334314,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,83704,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,160574,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,>50K
27,Private,203776,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
47,Local-gov,328610,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,295589,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1977,40,United-States,>50K
40,Private,174373,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
41,Private,247752,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,<undefined>,199244,10th,6,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,139992,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,95680,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
55,Self-emp-inc,189933,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,498785,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,State-gov,177526,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,15,United-States,<=50K
64,Self-emp-not-inc,150121,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,>50K
56,Federal-gov,130454,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Private,119079,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,49,United-States,>50K
33,Private,220939,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,45,United-States,>50K
33,Private,94235,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Male,0,0,42,United-States,>50K
21,Private,305874,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,62020,HS-grad,9,Widowed,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Private,235624,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Germany,>50K
43,Local-gov,247514,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,275726,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
45,Private,72896,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Local-gov,110510,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
41,Private,173938,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,<undefined>,>50K
27,Private,200641,10th,6,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,Mexico,<=50K
53,Private,211654,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,<undefined>,>50K
38,Private,242720,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
31,Private,111567,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
41,Private,179533,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
22,State-gov,334693,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,198096,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
41,State-gov,355756,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,19395,Some-college,10,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,35,United-States,<=50K
41,Local-gov,242586,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,208358,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,99999,0,45,United-States,>50K
49,Private,160647,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
20,Private,227943,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
58,Self-emp-not-inc,197665,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
35,Self-emp-not-inc,216129,12th,8,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,Trinadad&Tobago,<=50K
30,Local-gov,326104,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
21,Private,57211,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,100219,Assoc-acdm,12,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,45,United-States,<=50K
40,Private,291192,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,State-gov,93415,Bachelors,13,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,>50K
35,Private,191502,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
35,Private,261382,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,170230,Bachelors,13,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
59,Private,374924,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,320984,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,338320,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
51,Private,135190,7th-8th,4,Separated,Machine-op-inspct,Not-in-family,Black,Female,0,0,30,United-States,<=50K
71,Private,157909,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,2964,0,60,United-States,<=50K
33,Private,637222,12th,8,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,430084,HS-grad,9,Divorced,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
30,Private,125279,HS-grad,9,Married-spouse-absent,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
20,Private,221955,5th-6th,3,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,0,0,40,Mexico,<=50K
51,Self-emp-inc,180195,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,208778,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,>50K
62,Private,81534,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
37,Private,325538,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,60,<undefined>,<=50K
28,Private,142264,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,Dominican-Republic,<=50K
23,Private,128604,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,48,South,<=50K
39,Private,277886,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,United-States,<=50K
50,Self-emp-inc,100029,Bachelors,13,Widowed,Sales,Unmarried,White,Male,0,0,65,United-States,>50K
31,Private,169269,7th-8th,4,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Local-gov,160472,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
23,<undefined>,123983,Bachelors,13,Never-married,<undefined>,Own-child,Other,Male,0,0,40,United-States,<=50K
47,Private,297884,10th,6,Widowed,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,99131,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,18,United-States,<=50K
32,Private,44392,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
82,<undefined>,29441,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Male,0,0,5,United-States,<=50K
49,Private,199029,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2415,55,United-States,>50K
74,Federal-gov,181508,HS-grad,9,Widowed,Other-service,Not-in-family,White,Male,0,0,17,United-States,<=50K
22,Private,190625,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
32,Private,194740,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,Greece,<=50K
34,Private,27380,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
59,Private,160631,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
36,Private,224531,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
59,Private,283005,11th,7,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Self-emp-inc,101926,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,>50K
53,Local-gov,135102,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,2002,45,United-States,<=50K
25,Self-emp-not-inc,113436,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
44,Private,248973,Bachelors,13,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,65,United-States,<=50K
57,Self-emp-not-inc,225334,Prof-school,15,Married-civ-spouse,Sales,Wife,White,Female,15024,0,35,United-States,>50K
42,Self-emp-not-inc,157562,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1902,80,United-States,>50K
58,Local-gov,310085,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,129597,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3464,0,40,United-States,<=50K
32,<undefined>,53042,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
45,Private,204205,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
47,Private,169324,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,35,United-States,>50K
52,<undefined>,134447,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
56,Self-emp-not-inc,236731,1st-4th,2,Separated,Exec-managerial,Not-in-family,White,Male,0,0,25,<undefined>,<=50K
52,Private,141301,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,235124,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
36,Self-emp-not-inc,367020,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
41,Private,149102,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Poland,<=50K
30,Private,423770,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,Mexico,<=50K
44,Private,211759,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Other,Male,0,0,40,Puerto-Rico,<=50K
17,<undefined>,110998,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
34,Private,56883,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,223062,Some-college,10,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
29,Private,406662,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,206600,9th,5,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,48,Mexico,<=50K
42,Local-gov,147510,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
48,Private,235646,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,3103,0,40,United-States,>50K
26,Private,187577,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
64,Self-emp-inc,132832,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,20051,0,40,<undefined>,>50K
46,Self-emp-inc,278322,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,278924,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
49,State-gov,203039,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,145651,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
46,Local-gov,144531,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
30,Private,91145,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,55,United-States,<=50K
49,Self-emp-not-inc,211762,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,<undefined>,111563,Assoc-voc,11,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,180985,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,>50K
31,Private,207537,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,1669,50,United-States,<=50K
19,Private,417657,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
45,Private,189890,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,5455,0,38,United-States,<=50K
34,Private,223212,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,40,Peru,>50K
26,Private,108658,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,190023,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
31,Private,222130,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
36,Self-emp-inc,164866,Assoc-acdm,12,Separated,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
31,Private,170983,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
30,Private,186269,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,286026,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,403433,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,>50K
21,<undefined>,224209,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,30,United-States,<=50K
73,Private,123160,10th,6,Widowed,Other-service,Not-in-family,White,Female,0,0,10,United-States,<=50K
38,Federal-gov,99527,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,123178,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Private,231043,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
52,Local-gov,317733,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
58,Private,241056,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,46,United-States,<=50K
34,Local-gov,220066,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
35,Private,180342,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,31840,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,183168,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,386036,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,<=50K
31,Local-gov,446358,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,Mexico,>50K
45,Private,28035,Some-college,10,Never-married,Farming-fishing,Other-relative,White,Male,0,0,50,United-States,<=50K
40,Private,282155,HS-grad,9,Separated,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K
27,Private,192384,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,383637,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
29,Private,457402,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,25,Mexico,<=50K
34,Self-emp-inc,80249,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
32,State-gov,159537,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,240859,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Cuba,<=50K
33,Private,83446,11th,7,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
74,<undefined>,29866,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,<=50K
62,Private,185503,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
39,Self-emp-not-inc,68781,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,220589,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,51136,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,60,United-States,<=50K
24,Private,54560,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
76,<undefined>,28221,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Canada,>50K
25,Private,201413,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,40425,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,28,United-States,<=50K
31,Private,189461,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,41,United-States,<=50K
53,Private,200576,11th,7,Divorced,Craft-repair,Other-relative,White,Female,0,0,40,United-States,<=50K
61,Private,92691,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,3,United-States,<=50K
47,Private,664821,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,El-Salvador,<=50K
37,Private,175130,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
50,Self-emp-not-inc,391016,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Private,249315,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,44,United-States,<=50K
58,Private,111169,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,334946,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,352248,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,173804,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
56,Private,155449,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,73689,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
23,Private,227594,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,38,United-States,<=50K
47,Private,161676,11th,7,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
68,Private,75913,12th,8,Widowed,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
47,Local-gov,242552,Some-college,10,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
45,Federal-gov,352094,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,7688,0,40,Guatemala,>50K
26,Private,159732,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,131230,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,1590,40,United-States,<=50K
46,Private,180695,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,189922,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
37,Private,409189,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
43,Private,111252,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,42,United-States,<=50K
59,Private,294395,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,172718,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,43403,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Female,0,1590,54,United-States,<=50K
63,Private,111963,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,16,United-States,<=50K
45,Private,247869,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
59,Private,114032,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,<undefined>,356838,12th,8,Never-married,<undefined>,Not-in-family,White,Male,0,0,35,United-States,<=50K
26,Private,179633,HS-grad,9,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
34,Private,19847,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,231689,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,209942,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
53,Private,197492,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,262439,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
46,Private,283037,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
79,<undefined>,144533,HS-grad,9,Widowed,<undefined>,Not-in-family,Black,Female,0,0,30,United-States,<=50K
31,Private,83446,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,215443,HS-grad,9,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Local-gov,268252,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,62,United-States,<=50K
40,Private,181015,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,47,United-States,<=50K
41,Self-emp-inc,139916,Assoc-voc,11,Married-civ-spouse,Sales,Husband,Other,Male,0,2179,84,Mexico,<=50K
20,Private,195770,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,26,United-States,<=50K
45,Private,125194,11th,7,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
27,Private,58654,Assoc-voc,11,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,252327,5th-6th,3,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
30,Private,116508,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,<=50K
36,Private,166988,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
25,Private,374163,HS-grad,9,Married-spouse-absent,Farming-fishing,Not-in-family,Other,Male,0,0,40,Mexico,<=50K
30,<undefined>,96851,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,1719,25,United-States,<=50K
31,Private,196788,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
49,Private,186172,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,45,United-States,>50K
26,Private,245628,11th,7,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,20,United-States,<=50K
25,Private,159732,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,129856,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,182812,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,3325,0,52,Dominican-Republic,<=50K
41,Private,314322,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
35,Private,102976,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
57,Self-emp-inc,42959,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
21,Private,256356,11th,7,Never-married,Priv-house-serv,Other-relative,White,Female,0,0,40,Mexico,<=50K
29,Private,136277,10th,6,Never-married,Other-service,Own-child,Black,Female,0,0,32,United-States,<=50K
36,Private,284616,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,185554,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
51,Private,138847,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,33487,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,84306,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,50,United-States,<=50K
40,Self-emp-not-inc,223881,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,70,United-States,>50K
61,Private,149653,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,348739,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
20,<undefined>,235442,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
21,Private,34506,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
40,Private,346964,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,192208,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,305874,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,54,United-States,<=50K
35,Self-emp-not-inc,462890,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,<=50K
39,Private,89508,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,200153,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,179446,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,208965,9th,5,Never-married,Machine-op-inspct,Unmarried,Other,Male,0,0,40,Mexico,<=50K
32,Private,40142,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-not-inc,57452,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,327573,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,151267,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,15024,0,40,United-States,>50K
44,Private,265266,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,203836,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3464,0,40,Columbia,<=50K
51,<undefined>,163998,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,20,United-States,>50K
46,Self-emp-not-inc,28281,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
51,Private,293196,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,Iran,>50K
45,Private,214627,Doctorate,16,Widowed,Prof-specialty,Unmarried,White,Male,15020,0,40,Iran,>50K
20,Private,368852,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
44,Private,353396,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,161745,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
18,Private,97963,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
61,Self-emp-inc,156542,Prof-school,15,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
50,State-gov,198103,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,55377,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Private,173730,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
53,Private,374588,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,60,United-States,<=50K
39,Self-emp-not-inc,174330,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,78141,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
66,<undefined>,190324,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,18,United-States,<=50K
26,Private,31350,11th,7,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,243607,5th-6th,3,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
47,Local-gov,134671,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,197023,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
52,Private,117674,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,169815,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
43,Private,598606,9th,5,Separated,Handlers-cleaners,Unmarried,Black,Female,0,0,50,United-States,<=50K
42,Federal-gov,122861,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,166235,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,30,United-States,<=50K
41,Private,187821,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2885,0,40,United-States,<=50K
34,Private,340940,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,60,United-States,>50K
52,Self-emp-not-inc,194791,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,231323,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,305597,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
19,Private,25429,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
46,State-gov,192779,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
39,Private,346478,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,341368,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,State-gov,295612,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,168936,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
43,Private,218558,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,3325,0,40,United-States,<=50K
37,Private,336598,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,36,Mexico,<=50K
23,Private,308205,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
39,Local-gov,357173,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,59,United-States,<=50K
54,Private,457237,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,284799,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,179423,Some-college,10,Never-married,Transport-moving,Own-child,White,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,363405,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,50,United-States,>50K
17,Private,139183,10th,6,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
36,Private,203482,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,112554,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,99476,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
50,Private,93690,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
38,Private,220585,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,194638,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,United-States,<=50K
53,Private,154785,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
40,<undefined>,162108,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,50,United-States,<=50K
23,Self-emp-inc,214542,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
20,Private,161922,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,43,United-States,<=50K
46,Private,207940,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
28,Private,259351,10th,6,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,Mexico,<=50K
59,Private,208395,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,116391,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,239781,Preschool,1,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
56,Private,174351,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,<=50K
50,Self-emp-not-inc,44368,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,55,El-Salvador,>50K
31,Local-gov,188798,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
41,Private,50122,Assoc-voc,11,Divorced,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
38,Private,111398,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,40,United-States,>50K
25,State-gov,152035,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
18,<undefined>,139003,HS-grad,9,Never-married,<undefined>,Other-relative,Other,Female,0,0,12,United-States,<=50K
49,Local-gov,249289,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Private,257726,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
22,<undefined>,113175,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
21,Private,151158,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,25,United-States,<=50K
35,Private,465326,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,<undefined>,356772,HS-grad,9,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,364782,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
55,Private,198385,7th-8th,4,Widowed,Other-service,Unmarried,White,Female,0,0,20,<undefined>,<=50K
31,Private,329301,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
17,Self-emp-inc,254859,11th,7,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
31,Private,203488,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,50,United-States,>50K
25,Local-gov,222800,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,96452,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
50,Private,170050,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Local-gov,116580,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
50,Private,400004,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
63,Private,183608,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,194055,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,210443,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,43272,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
43,Local-gov,108945,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,48,United-States,<=50K
34,Private,114691,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
18,Private,304169,11th,7,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
46,Private,503923,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,4386,0,40,United-States,>50K
35,Private,340428,Bachelors,13,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,>50K
46,State-gov,106705,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
59,Private,146391,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,40,United-States,>50K
31,Private,235389,7th-8th,4,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,30,Portugal,<=50K
27,Private,39665,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,37,United-States,<=50K
41,Private,113823,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,England,<=50K
42,Private,217826,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,<undefined>,<=50K
55,Private,349304,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,<undefined>,197688,HS-grad,9,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
44,Private,54507,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,117833,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,1669,50,United-States,<=50K
36,Private,163396,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
69,Private,88566,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,1424,0,35,United-States,<=50K
33,Private,323619,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,75755,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,148903,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,16,United-States,>50K
25,Private,40915,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
21,Private,182606,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,<undefined>,<=50K
18,Private,131033,11th,7,Never-married,Other-service,Other-relative,Black,Male,0,0,15,United-States,<=50K
35,Self-emp-not-inc,168475,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
20,Private,121568,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,139098,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,United-States,<=50K
46,Private,357338,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,283268,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,36,United-States,<=50K
40,Private,572751,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,Mexico,>50K
40,Private,315321,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,625,52,United-States,<=50K
31,Private,120461,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,65278,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,208503,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
25,Local-gov,112835,Masters,14,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,265038,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,89478,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
55,Private,276229,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
52,Private,366232,9th,5,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,Cuba,<=50K
26,Private,152035,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,205339,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,>50K
39,Private,75995,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
62,Self-emp-not-inc,192236,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
19,<undefined>,188618,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
47,Private,229737,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
51,Local-gov,199688,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
55,Private,52953,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,221043,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
59,Federal-gov,115389,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
45,Self-emp-not-inc,204205,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
52,Private,338816,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
21,Private,197387,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
31,Private,42485,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,<=50K
29,Private,367706,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
24,Private,102493,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,263746,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
47,Private,115358,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
46,Private,189680,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
32,<undefined>,282622,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,28,United-States,<=50K
34,Private,127651,10th,6,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,44,<undefined>,<=50K
63,Private,230823,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Cuba,<=50K
21,Private,300812,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
18,Private,174732,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,0,36,United-States,<=50K
49,State-gov,183710,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
81,Self-emp-not-inc,137018,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
36,Self-emp-inc,213008,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Private,357848,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,165799,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
39,Self-emp-not-inc,188571,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
46,Private,97883,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
43,Local-gov,105862,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1902,40,United-States,>50K
39,Local-gov,57424,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
29,Private,151476,Some-college,10,Separated,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,129583,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,16,United-States,<=50K
57,Private,180920,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
38,Self-emp-not-inc,182416,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,42,United-States,<=50K
25,Private,251915,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
39,Local-gov,187127,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,69045,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,40,Jamaica,<=50K
56,Private,192869,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,44,United-States,>50K
39,Private,74163,12th,8,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,60847,Assoc-voc,11,Never-married,Sales,Unmarried,White,Female,0,0,60,United-States,<=50K
17,<undefined>,213055,11th,7,Never-married,<undefined>,Not-in-family,Other,Female,0,0,20,United-States,<=50K
67,Self-emp-not-inc,116057,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,3273,0,16,United-States,<=50K
41,Private,82393,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,50,United-States,<=50K
24,Local-gov,134181,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,50,United-States,<=50K
51,Private,159910,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Black,Male,10520,0,40,United-States,>50K
30,Self-emp-inc,117570,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
47,Self-emp-inc,214169,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,15024,0,40,United-States,>50K
56,Private,56331,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,32,United-States,<=50K
51,Private,35576,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
57,Self-emp-not-inc,149168,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
34,Private,157165,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,278130,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,257200,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,283122,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
23,Private,580248,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,230054,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
58,Private,519006,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,<=50K
19,<undefined>,37332,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,1055,0,12,United-States,<=50K
19,<undefined>,365871,7th-8th,4,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,Mexico,<=50K
68,State-gov,235882,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2377,60,United-States,>50K
43,Private,336513,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
17,Private,115551,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
53,State-gov,50048,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
37,Self-emp-inc,382802,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,99,United-States,>50K
21,<undefined>,180303,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,25,<undefined>,<=50K
63,Private,106023,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
31,Private,332379,Some-college,10,Married-spouse-absent,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
29,Private,95465,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,96102,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,40,United-States,>50K
27,Private,36440,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,65,United-States,>50K
25,Self-emp-not-inc,209384,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,32,United-States,<=50K
28,Private,50814,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,143865,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
74,<undefined>,104661,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,12,United-States,<=50K
31,Local-gov,50442,Some-college,10,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,0,0,32,United-States,<=50K
23,Private,236601,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,48,United-States,<=50K
19,Private,100999,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,30,United-States,<=50K
39,<undefined>,362685,Preschool,1,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,El-Salvador,<=50K
61,Self-emp-not-inc,32423,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,22040,0,40,United-States,<=50K
59,<undefined>,154236,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,7688,0,40,United-States,>50K
27,Self-emp-inc,153546,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,White,Female,0,0,36,United-States,>50K
19,Private,182355,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
23,<undefined>,191444,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
25,Local-gov,44216,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
40,Private,97688,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,>50K
53,Private,209022,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
32,Private,96016,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
72,Self-emp-not-inc,52138,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2392,25,United-States,>50K
61,Private,159046,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,138634,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,130125,10th,6,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,1055,0,20,United-States,<=50K
73,Private,247355,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,Canada,<=50K
41,Self-emp-not-inc,227065,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,244771,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,20,Jamaica,<=50K
23,Private,215616,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Canada,<=50K
65,Private,386672,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,15,United-States,<=50K
45,Self-emp-inc,177543,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
52,Federal-gov,617021,Bachelors,13,Married-civ-spouse,Tech-support,Husband,Black,Male,7688,0,40,United-States,>50K
24,Local-gov,117109,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,27,United-States,<=50K
23,Private,373550,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,19847,Some-college,10,Divorced,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,189590,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,58343,HS-grad,9,Divorced,Farming-fishing,Unmarried,White,Male,0,0,56,United-States,<=50K
17,Private,354201,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,119422,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,363405,HS-grad,9,Separated,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
63,Private,181863,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,27,United-States,<=50K
27,Private,194472,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,60,United-States,<=50K
31,Private,247328,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,40,Mexico,<=50K
71,Self-emp-not-inc,130731,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Private,236910,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,378251,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,<=50K
36,Private,120760,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
22,Private,203182,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Female,0,0,20,United-States,<=50K
32,Private,130304,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1485,48,United-States,<=50K
30,Local-gov,352542,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
60,<undefined>,191024,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,197728,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
76,Private,316185,7th-8th,4,Widowed,Protective-serv,Not-in-family,White,Female,0,0,12,United-States,<=50K
41,Private,89226,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,292353,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,United-States,<=50K
45,Private,304570,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
32,Private,180296,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,361487,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,218490,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1848,40,United-States,>50K
63,Self-emp-not-inc,231777,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,189832,Assoc-acdm,12,Never-married,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Private,232308,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,State-gov,33308,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,333677,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,170651,HS-grad,9,Never-married,Other-service,Own-child,White,Female,1055,0,40,United-States,<=50K
39,Private,343403,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,36,United-States,<=50K
53,Private,166386,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,40,China,<=50K
26,Federal-gov,48099,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,143062,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,32,United-States,<=50K
18,Private,104704,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Private,30497,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
44,State-gov,174325,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,7688,0,40,United-States,>50K
31,Private,286675,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
44,Private,59474,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
42,Private,378384,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,60,United-States,>50K
43,Private,245842,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,Mexico,<=50K
33,Private,274222,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,7688,0,38,United-States,>50K
21,Private,342575,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,30,United-States,<=50K
30,Private,206051,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
55,Private,234213,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
57,Private,145189,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,233490,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,344129,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
62,Self-emp-not-inc,171315,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
31,Self-emp-not-inc,181485,Bachelors,13,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,>50K
51,Private,255412,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,France,>50K
37,Private,262409,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,213,45,United-States,<=50K
45,Private,199590,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,Mexico,<=50K
47,Private,84726,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,<undefined>,226883,HS-grad,9,Divorced,<undefined>,Own-child,White,Male,0,0,75,United-States,<=50K
75,Self-emp-not-inc,184335,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
43,Private,102025,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,50,United-States,<=50K
39,Private,183898,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,60,Germany,>50K
30,Private,55291,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,150025,5th-6th,3,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Guatemala,<=50K
44,Private,100584,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
53,Local-gov,181755,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,>50K
40,Private,150528,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,107277,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
33,Private,247205,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,England,<=50K
20,Private,291979,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,270985,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,<=50K
48,Private,62605,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Self-emp-not-inc,176863,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,53197,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,267776,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,30,United-States,<=50K
24,Private,308205,7th-8th,4,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
30,Private,306383,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
70,Private,35494,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
26,Private,291968,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
34,Private,80933,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,40,United-States,<=50K
46,Private,271828,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
70,Private,121993,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,5,United-States,<=50K
37,Local-gov,31023,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,36425,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
23,Private,407684,9th,5,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,Mexico,<=50K
28,Private,241895,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1628,40,United-States,<=50K
44,Self-emp-not-inc,158555,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
58,Private,140363,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,3325,0,30,United-States,<=50K
53,Private,123429,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,Private,40060,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,290286,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
21,<undefined>,249271,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,106169,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Private,76487,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,437994,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,20,United-States,<=50K
41,Private,113555,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,7298,0,50,United-States,>50K
36,Private,160120,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
41,Local-gov,343079,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1740,20,United-States,<=50K
27,Private,406662,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,4416,0,40,United-States,<=50K
42,Self-emp-not-inc,37618,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,114158,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
41,Private,115562,HS-grad,9,Divorced,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,353994,Bachelors,13,Married-civ-spouse,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,40,China,>50K
21,Private,344891,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
44,Private,286750,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,>50K
29,Private,194197,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
19,Self-emp-not-inc,206599,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,22,United-States,<=50K
21,Local-gov,596776,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,Guatemala,<=50K
46,Private,56841,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,112561,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
43,Private,147110,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,48,United-States,>50K
54,Self-emp-inc,175339,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
38,Private,234901,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
18,<undefined>,298133,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,217083,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
30,Private,97757,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,36,United-States,>50K
30,Private,151868,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,25864,HS-grad,9,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
26,Private,109419,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
37,Federal-gov,203070,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
32,Private,107843,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,50,United-States,>50K
64,State-gov,264544,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,5,United-States,>50K
18,Private,148644,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,28,United-States,<=50K
30,Private,125762,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,United-States,<=50K
36,<undefined>,53606,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,3908,0,8,United-States,<=50K
18,Private,193741,11th,7,Never-married,Other-service,Other-relative,Black,Male,0,0,30,United-States,<=50K
27,Private,588905,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,115613,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,State-gov,222374,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,43,United-States,>50K
37,Private,185359,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,173647,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,31166,HS-grad,9,Divorced,Prof-specialty,Not-in-family,Other,Female,0,0,30,Germany,<=50K
22,<undefined>,517995,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,Mexico,<=50K
25,Self-emp-not-inc,189027,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
38,Private,296125,HS-grad,9,Separated,Priv-house-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K
32,<undefined>,640383,Bachelors,13,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,334291,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
56,Private,318450,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,80,United-States,>50K
29,Private,174163,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,119721,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,142719,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,162593,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
46,Self-emp-not-inc,236852,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
28,Local-gov,154863,HS-grad,9,Never-married,Protective-serv,Other-relative,Black,Male,0,1876,40,United-States,<=50K
39,Private,168894,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
42,Self-emp-not-inc,344920,Some-college,10,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,50,United-States,<=50K
39,Private,33355,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,48,United-States,>50K
68,<undefined>,196782,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
37,Self-emp-inc,291518,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,55,United-States,>50K
57,Private,170244,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,369549,Some-college,10,Never-married,Other-service,Not-in-family,Black,Female,0,0,30,United-States,<=50K
24,Private,23438,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,>50K
19,Private,202673,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
55,Private,171780,Assoc-acdm,12,Divorced,Sales,Unmarried,Black,Female,0,0,30,United-States,<=50K
37,Local-gov,264503,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
37,Local-gov,244341,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,209109,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,187392,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,State-gov,119578,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
51,Private,195105,HS-grad,9,Divorced,Priv-house-serv,Own-child,White,Female,0,0,40,United-States,<=50K
52,Private,101752,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,56,United-States,<=50K
74,<undefined>,95825,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,3,United-States,<=50K
49,Self-emp-inc,362654,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
20,<undefined>,29810,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
40,Federal-gov,77332,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
80,Private,87518,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,1816,60,United-States,<=50K
63,Private,113324,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,96299,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,45,United-States,>50K
51,Private,237729,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,200973,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,212456,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,0,20,United-States,<=50K
33,Self-emp-not-inc,131568,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,66,United-States,<=50K
49,Private,185859,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
20,Private,231981,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,32,United-States,<=50K
33,Self-emp-inc,117963,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,60,United-States,>50K
26,Private,78172,Some-college,10,Married-AF-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,164135,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,171216,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
47,Private,140664,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
23,Private,249277,HS-grad,9,Never-married,Exec-managerial,Own-child,Black,Male,0,0,75,United-States,<=50K
53,Federal-gov,117847,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,52372,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
26,Federal-gov,95806,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,3325,0,40,United-States,<=50K
53,Private,137428,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
65,Private,169047,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,10,United-States,<=50K
68,Private,339168,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
30,Private,504725,10th,6,Never-married,Sales,Other-relative,White,Male,0,0,18,Guatemala,<=50K
28,Private,132870,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
54,Local-gov,135840,10th,6,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,35644,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
22,Private,198148,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,50,United-States,<=50K
25,Private,220098,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
19,Private,262515,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,20,United-States,<=50K
19,<undefined>,423863,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
32,Federal-gov,111567,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
23,Private,194096,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
51,Local-gov,420917,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,197871,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,>50K
46,Local-gov,253116,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
38,Private,206535,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,50,United-States,<=50K
26,State-gov,70447,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
46,Private,201217,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,209970,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,196745,Some-college,10,Never-married,Other-service,Own-child,White,Female,594,0,16,United-States,<=50K
29,Local-gov,175262,Masters,14,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,35,United-States,<=50K
51,Self-emp-inc,304955,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,181265,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,<=50K
24,Private,200973,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Self-emp-not-inc,37440,Bachelors,13,Never-married,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
31,Private,395170,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,0,0,24,Mexico,<=50K
54,<undefined>,32385,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,353213,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
19,Private,38619,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,66,United-States,<=50K
21,Private,177711,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
21,Private,190761,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
23,Private,27776,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,24,United-States,<=50K
37,Federal-gov,470663,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,71738,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,46,United-States,>50K
57,Private,74156,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
48,Private,202467,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1485,40,United-States,>50K
24,Private,123983,11th,7,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
43,Private,193494,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
32,<undefined>,169886,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,20,<undefined>,<=50K
40,Private,130571,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Self-emp-inc,90363,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,35,United-States,>50K
49,Private,83444,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,239093,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,3137,0,40,United-States,<=50K
62,Local-gov,151369,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,56630,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,117095,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Federal-gov,189985,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,34862,Some-college,10,Never-married,<undefined>,Own-child,Amer-Indian-Eskimo,Male,0,0,72,United-States,<=50K
37,Self-emp-inc,126675,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
43,State-gov,199806,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
29,Private,57596,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,103459,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
28,Private,282398,Some-college,10,Separated,Tech-support,Unmarried,White,Male,0,0,40,United-States,>50K
38,Private,298841,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
45,Private,33300,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,1977,50,United-States,>50K
22,<undefined>,306031,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,306467,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
20,Private,189888,12th,8,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,83861,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,117393,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,129934,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
51,Private,179010,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
31,Private,375680,Bachelors,13,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
48,Private,316101,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,293305,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
51,Local-gov,175750,HS-grad,9,Divorced,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
41,Private,121718,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,1848,48,United-States,>50K
62,<undefined>,94931,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,3411,0,40,United-States,<=50K
50,State-gov,229272,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
46,Private,142828,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
54,Private,22743,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,60,United-States,>50K
68,Private,76371,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,>50K
23,Self-emp-not-inc,216129,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
49,Private,107425,Masters,14,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,611029,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
30,Local-gov,363032,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,170020,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,45,United-States,<=50K
34,Private,137900,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
22,Private,322674,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,23778,7th-8th,4,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,147845,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,31,United-States,<=50K
36,Private,175759,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
51,Self-emp-inc,166459,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,128212,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,40,Vietnam,>50K
54,Federal-gov,127455,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,>50K
63,Private,134699,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
51,Private,254230,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
63,Self-emp-not-inc,159715,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,116286,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
27,Private,146719,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
35,Private,361888,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
31,<undefined>,26553,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,>50K
46,Self-emp-not-inc,32825,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
53,Private,225768,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
26,Federal-gov,393728,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,24,United-States,<=50K
43,Private,160369,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,191807,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
50,Federal-gov,176969,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,1590,40,United-States,<=50K
54,Federal-gov,33863,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
62,<undefined>,182687,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,45,United-States,>50K
57,State-gov,141459,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
19,<undefined>,174233,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,24,United-States,<=50K
29,Local-gov,95393,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
20,Private,221095,HS-grad,9,Never-married,Craft-repair,Other-relative,Black,Male,0,0,40,United-States,<=50K
53,Private,104501,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,55,United-States,>50K
18,<undefined>,437851,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
22,<undefined>,131230,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,495888,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,El-Salvador,<=50K
69,Private,185691,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,United-States,<=50K
56,Private,201822,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,2002,40,United-States,<=50K
53,Local-gov,549341,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,35,United-States,<=50K
28,Private,247445,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,199566,Bachelors,13,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
33,Self-emp-inc,139057,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,84,Taiwan,>50K
48,Private,185039,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
61,Private,166124,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
49,Private,82649,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,45,United-States,<=50K
48,Private,109275,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,408328,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,186338,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,<undefined>,130856,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,251579,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,14,United-States,<=50K
47,Private,76612,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,22546,Bachelors,13,Never-married,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
72,Private,53684,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,183627,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,73203,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
57,Private,108426,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,48,England,<=50K
50,Private,116287,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,Columbia,<=50K
45,Self-emp-inc,145697,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
52,Private,326156,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
53,Private,201127,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
36,Private,250791,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,<=50K
46,Private,328216,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,400443,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
75,Private,95985,5th-6th,3,Widowed,Other-service,Unmarried,Black,Male,0,0,10,United-States,<=50K
32,Local-gov,127651,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,Private,250679,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,103950,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,200199,11th,7,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
46,State-gov,295791,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
39,Private,191841,Assoc-acdm,12,Separated,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
38,Private,82622,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,160728,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
63,Local-gov,109849,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,21,United-States,<=50K
28,Private,339897,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,Mexico,<=50K
28,<undefined>,37215,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,45,United-States,<=50K
49,Private,371299,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
43,Private,421837,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
38,Private,29702,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
39,Private,117381,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,62,England,<=50K
42,<undefined>,240027,HS-grad,9,Divorced,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,Private,338740,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
45,<undefined>,28359,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,10,United-States,<=50K
29,<undefined>,315026,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Federal-gov,314525,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,1741,45,United-States,<=50K
30,Private,173005,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
44,Private,286750,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,163985,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,<=50K
30,Private,219318,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,35,Puerto-Rico,<=50K
42,Private,44121,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K
52,Self-emp-not-inc,103794,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
42,Private,310632,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
39,Private,153976,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
43,Private,174575,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Male,0,0,45,United-States,<=50K
62,Self-emp-not-inc,82388,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,10566,0,40,United-States,<=50K
30,Private,207253,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,England,<=50K
83,<undefined>,251951,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
39,Private,746786,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
41,Private,308296,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,20,United-States,<=50K
49,Private,101825,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,40,United-States,>50K
25,Private,109009,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,413363,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2002,40,United-States,<=50K
59,<undefined>,117751,Assoc-acdm,12,Divorced,<undefined>,Not-in-family,White,Male,0,0,8,United-States,<=50K
44,State-gov,296326,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,208358,9th,5,Divorced,Handlers-cleaners,Not-in-family,White,Male,4650,0,56,United-States,<=50K
40,Private,120277,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,Ireland,<=50K
21,Private,193219,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,35,Jamaica,<=50K
41,Private,86399,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
24,Private,215251,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
67,Self-emp-not-inc,124470,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,228649,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,United-States,<=50K
50,Self-emp-not-inc,386397,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
48,Private,96798,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
55,<undefined>,106707,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,20,United-States,>50K
29,Private,159768,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,3325,0,40,Ecuador,<=50K
50,Private,139464,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,36,Ireland,<=50K
64,State-gov,550848,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Private,68505,9th,5,Divorced,Other-service,Not-in-family,Black,Male,0,0,37,United-States,<=50K
20,Private,122215,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,52,United-States,<=50K
30,Private,159442,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,80638,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,30,China,<=50K
52,Private,192390,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
22,Private,191324,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,25,United-States,<=50K
77,<undefined>,147284,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,14,United-States,<=50K
19,State-gov,73009,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
52,Private,177858,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,55,United-States,>50K
42,Private,163003,Bachelors,13,Married-spouse-absent,Tech-support,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
35,Private,95551,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Female,0,0,36,United-States,<=50K
27,Private,125298,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
54,State-gov,198186,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,38,United-States,<=50K
37,Private,295949,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1628,40,United-States,<=50K
37,Private,182668,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
28,Private,124905,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
63,Private,171635,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,376240,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,42,United-States,<=50K
28,Private,157391,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
23,<undefined>,114357,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,178134,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
31,Private,207201,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,124483,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,<undefined>,>50K
64,Private,102103,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,50,United-States,<=50K
40,Private,92036,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
59,Local-gov,236426,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
22,Private,400966,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,404573,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,44,United-States,<=50K
35,Private,227571,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
20,Private,145917,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
35,Local-gov,190226,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,356555,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
28,Private,66473,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
37,<undefined>,172256,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
72,<undefined>,118902,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,2392,6,United-States,>50K
25,Self-emp-inc,163039,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
37,Private,89559,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,<undefined>,35507,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,45,United-States,<=50K
31,Private,163303,Assoc-voc,11,Divorced,Sales,Own-child,White,Female,0,0,38,United-States,<=50K
41,Private,192712,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
31,Private,381153,10th,6,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
44,Private,222434,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,34706,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,47,United-States,<=50K
57,Self-emp-not-inc,47857,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,195216,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,12,United-States,<=50K
44,Self-emp-inc,103643,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,60,Greece,<=50K
29,Local-gov,329426,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,183612,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
40,Private,184105,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,211385,Assoc-acdm,12,Never-married,Other-service,Not-in-family,Black,Male,0,0,35,Jamaica,<=50K
21,Private,61777,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,70,United-States,<=50K
34,Self-emp-not-inc,320194,Prof-school,15,Separated,Prof-specialty,Unmarried,White,Male,0,0,48,United-States,>50K
24,Private,199444,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,15,United-States,<=50K
28,Private,312588,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,168675,HS-grad,9,Separated,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
35,Private,87556,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,State-gov,220421,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Federal-gov,404599,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Private,99065,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,Poland,>50K
57,Local-gov,109973,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,246652,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,57423,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
23,Private,291248,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Black,Male,0,0,40,United-States,<=50K
50,Private,163708,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Self-emp-not-inc,240358,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
28,Private,25955,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
44,Private,101593,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
29,Self-emp-not-inc,227890,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
31,Private,225053,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,228472,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
34,Private,245378,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
50,Self-emp-inc,156623,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,7688,0,50,Philippines,>50K
27,Private,35032,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
31,Private,258849,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,190115,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,63910,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
40,Private,510072,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
28,Private,210867,11th,7,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,263024,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,306785,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Self-emp-inc,104333,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
66,Private,340734,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,288585,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,20,South,<=50K
38,Private,241765,11th,7,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,60,United-States,<=50K
25,Private,111058,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,104662,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,22,United-States,<=50K
90,Private,313986,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
41,Local-gov,52037,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,<undefined>,146589,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,131776,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,914,0,40,Germany,<=50K
33,Private,254221,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,152909,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,45,United-States,>50K
39,Self-emp-not-inc,211785,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,0,20,United-States,<=50K
59,Private,160362,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,387215,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,1719,16,United-States,<=50K
39,Private,187046,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4064,0,38,United-States,<=50K
19,<undefined>,208874,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,169631,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
52,Private,202956,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,80467,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
28,Private,407672,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,243425,HS-grad,9,Divorced,Other-service,Other-relative,White,Female,0,0,50,Peru,<=50K
50,<undefined>,174964,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,99,United-States,<=50K
36,Private,347491,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
34,Private,146161,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
23,Private,449432,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
19,<undefined>,175499,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
33,Private,288825,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,2258,84,United-States,<=50K
27,Local-gov,134813,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,52,United-States,<=50K
31,Local-gov,190401,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,260617,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,36,United-States,<=50K
31,Private,45604,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,54,United-States,<=50K
59,Private,67841,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
40,Local-gov,244522,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,48,United-States,>50K
19,Private,430471,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,194698,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,94235,Bachelors,13,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
57,Private,188330,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,78,United-States,<=50K
51,Local-gov,146181,9th,5,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,177125,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,20,United-States,<=50K
30,Self-emp-inc,68330,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,95636,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
40,Private,238329,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
52,Private,416129,Preschool,1,Married-civ-spouse,Other-service,Not-in-family,White,Male,0,0,40,El-Salvador,<=50K
23,Private,285004,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,Taiwan,<=50K
90,<undefined>,256514,Bachelors,13,Widowed,<undefined>,Other-relative,White,Female,991,0,10,United-States,<=50K
25,Private,186294,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Private,188786,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
38,State-gov,31352,Some-college,10,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,>50K
22,Private,197613,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
33,Local-gov,161942,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,1055,0,40,United-States,<=50K
34,Private,275438,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,40,United-States,>50K
65,Private,361721,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
50,Private,144968,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,15,United-States,<=50K
29,Private,190539,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,6849,0,48,United-States,<=50K
25,Private,178037,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,306985,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,87928,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
44,Private,242619,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,154165,9th,5,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,511331,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
65,Local-gov,221026,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
56,Self-emp-not-inc,222182,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,<=50K
39,Self-emp-not-inc,126569,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
23,Private,202344,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,190423,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
24,Private,238917,5th-6th,3,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,El-Salvador,<=50K
41,Private,221947,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
40,Self-emp-inc,37997,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,147098,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
38,Private,278253,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
23,Private,195411,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,76196,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,120131,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
20,Self-emp-not-inc,186014,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,Germany,<=50K
29,Private,205903,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
43,State-gov,125405,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,219838,12th,8,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,State-gov,19395,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
31,Private,223327,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
52,Private,114062,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,95654,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,Iran,>50K
38,Private,177305,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
66,<undefined>,299616,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,117681,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,237651,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
33,State-gov,150570,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,State-gov,106705,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,1506,0,50,United-States,<=50K
20,<undefined>,174714,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
47,Self-emp-inc,175958,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,3325,0,60,United-States,<=50K
33,Private,144064,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
66,<undefined>,107112,7th-8th,4,Never-married,<undefined>,Other-relative,Black,Male,0,0,30,United-States,<=50K
20,Private,54152,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,<undefined>,<=50K
28,Private,152951,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,190487,HS-grad,9,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,28,Ecuador,<=50K
25,Private,306666,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,45,United-States,<=50K
37,Private,195148,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,White,Male,3137,0,40,United-States,<=50K
31,Self-emp-not-inc,226624,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,157569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,State-gov,22966,Some-college,10,Married-spouse-absent,Tech-support,Unmarried,White,Male,0,0,20,United-States,<=50K
52,Private,379682,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,United-States,>50K
29,Private,446559,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,<=50K
18,Private,41794,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
31,Local-gov,90409,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,125491,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Vietnam,<=50K
27,<undefined>,129661,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,>50K
54,Self-emp-not-inc,104748,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
50,Local-gov,169182,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,49,Dominican-Republic,<=50K
46,Private,324655,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,40,<undefined>,>50K
24,Private,122272,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Female,0,0,40,United-States,<=50K
17,<undefined>,114798,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,18,United-States,<=50K
49,Self-emp-inc,289707,HS-grad,9,Separated,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
54,Local-gov,137691,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
41,Private,84610,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,United-States,>50K
49,Private,166789,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
36,Local-gov,348728,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
23,Private,348092,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,Haiti,<=50K
63,Private,154526,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Private,288371,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Canada,>50K
23,Private,182342,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,244366,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
66,Private,102423,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,United-States,<=50K
25,Private,259688,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,98733,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,20,United-States,<=50K
35,Private,174856,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,2885,0,40,United-States,<=50K
67,Self-emp-not-inc,141797,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,327202,12th,8,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,76996,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,38,United-States,<=50K
34,Private,260560,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,370990,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,129010,12th,8,Never-married,Craft-repair,Own-child,White,Male,0,0,10,United-States,<=50K
21,Private,452640,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
76,Self-emp-inc,120796,9th,5,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
51,Federal-gov,45334,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,70,<undefined>,<=50K
26,Private,229523,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,56,United-States,<=50K
18,Private,127388,12th,8,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
18,<undefined>,395567,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,119422,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1672,50,United-States,<=50K
59,Private,193895,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,163083,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,14084,0,45,United-States,>50K
33,Self-emp-not-inc,155343,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,72,United-States,<=50K
25,Private,73895,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
48,Private,107682,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,10,United-States,<=50K
64,Private,321166,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,5,United-States,<=50K
47,Local-gov,154940,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
26,Private,103700,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,63509,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
21,Private,243842,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
54,<undefined>,187221,7th-8th,4,Never-married,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
30,Private,58597,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,44,United-States,<=50K
41,Self-emp-not-inc,190290,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,<undefined>,158352,Masters,14,Never-married,<undefined>,Not-in-family,White,Female,8614,0,35,United-States,>50K
34,Private,62165,Some-college,10,Never-married,Sales,Other-relative,Black,Male,0,0,30,United-States,<=50K
20,<undefined>,307149,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
24,Private,280134,10th,6,Never-married,Sales,Not-in-family,White,Male,0,0,49,El-Salvador,<=50K
26,Private,118736,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
25,Private,171114,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
35,Private,169638,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,36,United-States,<=50K
41,Private,125461,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
33,Private,145434,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,152182,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
27,Self-emp-inc,233724,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
32,Private,153963,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
51,Local-gov,88120,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
38,Private,96330,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Local-gov,66118,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,25,United-States,<=50K
26,Private,182178,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,40,United-States,<=50K
38,Self-emp-not-inc,53628,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,White,Male,0,0,35,United-States,<=50K
54,Private,174865,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
30,Private,66194,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,Outlying-US(Guam-USVI-etc),<=50K
31,Private,73796,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,30,United-States,<=50K
26,State-gov,28366,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
75,Self-emp-not-inc,231741,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,4931,0,3,United-States,<=50K
29,Private,237865,Masters,14,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
61,Private,195453,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
24,Private,116934,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
22,<undefined>,87867,12th,8,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Private,456399,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,263608,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,263498,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,183765,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,<undefined>,<=50K
27,Federal-gov,469705,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,1980,40,United-States,<=50K
39,Local-gov,113253,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
20,Private,138768,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,302146,11th,7,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
68,Private,253866,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
28,Federal-gov,214858,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,48,United-States,<=50K
43,Private,243476,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,169104,Some-college,10,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,103218,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Private,57233,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,228320,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
20,Private,217421,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
46,Private,185041,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,75,United-States,>50K
27,Self-emp-not-inc,37302,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,70,United-States,>50K
32,Private,261059,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Private,59767,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,333541,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
20,Private,133352,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
36,Private,99270,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,United-States,<=50K
49,Private,204629,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,34104,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,55,United-States,>50K
32,Private,312667,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
49,Private,329603,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
36,Private,281021,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,275385,Some-college,10,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
52,Federal-gov,129177,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,385591,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,<undefined>,201179,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
72,Private,38360,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,16,United-States,<=50K
30,Local-gov,73796,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,67671,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,257621,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
22,Private,180052,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
59,Private,656036,Bachelors,13,Separated,Adm-clerical,Unmarried,White,Male,0,0,60,United-States,<=50K
46,Private,215943,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,488720,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
64,Federal-gov,199298,7th-8th,4,Widowed,Other-service,Unmarried,White,Female,0,0,30,Puerto-Rico,<=50K
31,Private,305692,Some-college,10,Married-civ-spouse,Sales,Wife,Black,Female,0,0,40,United-States,<=50K
64,Private,114994,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
45,Private,88265,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,168569,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
32,Private,175413,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,Jamaica,<=50K
43,Private,161226,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
66,<undefined>,160995,10th,6,Divorced,<undefined>,Not-in-family,White,Female,1086,0,20,United-States,<=50K
23,Private,208598,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
49,Self-emp-not-inc,200471,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,256609,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
49,Private,176684,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,206512,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,212640,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,85,United-States,<=50K
47,Private,148724,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
41,Private,266510,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
34,Local-gov,240252,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,358975,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
20,<undefined>,124242,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,434710,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
25,Private,204338,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,30,<undefined>,<=50K
46,Private,241844,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,191342,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,<=50K
41,Private,221947,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,>50K
44,Private,111483,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,1504,50,United-States,<=50K
30,Private,65278,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
54,Private,133403,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,166416,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,<=50K
58,<undefined>,142158,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,12,United-States,<=50K
21,Private,221480,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,25,Ecuador,<=50K
35,Self-emp-not-inc,189878,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
35,Private,278403,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,>50K
19,Private,184710,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
48,Private,177775,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,<undefined>,275943,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Nicaragua,<=50K
65,Self-emp-not-inc,225473,Some-college,10,Widowed,Craft-repair,Not-in-family,White,Female,0,0,35,United-States,<=50K
40,Private,289403,Bachelors,13,Separated,Adm-clerical,Unmarried,Black,Male,0,0,35,United-States,<=50K
26,Private,269060,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,449354,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,214413,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,80058,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,202027,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,27828,0,50,United-States,>50K
22,Self-emp-not-inc,123440,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
37,Private,191524,Assoc-voc,11,Separated,Prof-specialty,Own-child,White,Female,0,0,38,United-States,<=50K
25,Private,308144,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
64,Private,164204,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,53,<undefined>,<=50K
46,Private,205100,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
30,Private,195750,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,27,United-States,<=50K
63,Private,149756,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
51,Local-gov,240358,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
68,Self-emp-not-inc,241174,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
36,Private,356838,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,Canada,<=50K
28,Self-emp-inc,115705,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Local-gov,137142,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,296066,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,401335,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
33,<undefined>,182771,Bachelors,13,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,80,Philippines,<=50K
34,Self-emp-inc,186824,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
46,Federal-gov,162187,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,98010,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,172538,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
18,Private,80163,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
33,Local-gov,43959,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
51,Private,162632,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,60,United-States,>50K
56,Self-emp-not-inc,115422,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
54,Private,100933,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,270379,HS-grad,9,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,Private,20109,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Female,0,0,84,United-States,<=50K
53,Private,114758,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,65,United-States,>50K
22,Private,100345,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
33,Private,184901,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
28,Private,87239,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
63,Private,127363,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,12,United-States,<=50K
53,Federal-gov,199720,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,Germany,>50K
37,Private,143058,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
50,Federal-gov,36489,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,141698,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,26358,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,195532,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,8614,0,40,United-States,>50K
21,Private,30039,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,125159,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,Jamaica,<=50K
20,Private,246250,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,77370,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,355569,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
32,Private,180603,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
42,Private,201785,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
33,Private,256211,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
27,Private,146764,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
22,<undefined>,211968,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,Iran,<=50K
29,Private,200515,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K
29,Private,52636,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,27049,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
35,Private,111128,10th,6,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,348038,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,Puerto-Rico,>50K
33,Private,93930,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
67,Private,397831,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1539,40,United-States,<=50K
46,Private,33794,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,10,United-States,<=50K
45,Private,178215,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,>50K
17,Local-gov,191910,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,340110,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,70,United-States,>50K
48,Self-emp-not-inc,133694,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,Black,Male,0,0,40,Jamaica,>50K
49,Private,148398,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
20,Private,133515,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Private,181667,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,46,Canada,<=50K
64,Private,159715,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
53,Federal-gov,174040,Some-college,10,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
52,Private,117700,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,37215,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
32,Self-emp-inc,46807,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,40,United-States,>50K
48,Self-emp-not-inc,317360,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
30,Private,425627,Some-college,10,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
34,Private,82623,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
19,<undefined>,63574,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
39,Private,140854,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Private,185061,11th,7,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
17,Private,160118,12th,8,Never-married,Sales,Not-in-family,White,Female,0,0,10,<undefined>,<=50K
54,Private,282680,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
24,Private,137591,Some-college,10,Never-married,Sales,Own-child,White,Male,0,1762,40,United-States,<=50K
25,Private,198163,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,132749,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,12,United-States,<=50K
48,Local-gov,31264,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,5178,0,40,United-States,>50K
24,Private,399449,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,27494,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,Taiwan,<=50K
47,Private,368561,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,102096,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
19,Private,406078,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
52,Self-emp-inc,100506,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
52,Private,29658,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,20469,HS-grad,9,Never-married,<undefined>,Other-relative,Asian-Pac-Islander,Female,0,0,12,South,<=50K
60,Private,181953,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,28,United-States,<=50K
43,Private,304175,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,170070,Assoc-acdm,12,Divorced,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
20,<undefined>,193416,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,194908,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,357962,9th,5,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,214716,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
40,Self-emp-inc,207578,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
54,Private,146409,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,341643,Bachelors,13,Never-married,Other-service,Other-relative,White,Male,0,0,50,United-States,<=50K
52,Private,131631,11th,7,Separated,Machine-op-inspct,Unmarried,Black,Male,0,0,40,United-States,<=50K
53,Private,88842,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
56,<undefined>,128900,Some-college,10,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,417136,HS-grad,9,Divorced,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,336763,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,880,42,United-States,<=50K
29,Private,209301,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,<=50K
29,Private,120986,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,65,United-States,<=50K
27,Private,51025,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,218281,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
64,Private,114994,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,18,United-States,<=50K
53,Private,335481,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,32,United-States,<=50K
21,Private,174503,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
40,Self-emp-not-inc,230478,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
52,State-gov,149650,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K
38,Private,149419,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
40,<undefined>,341539,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Private,185099,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
56,<undefined>,132930,Masters,14,Never-married,<undefined>,Not-in-family,White,Female,0,0,50,United-States,>50K
68,Private,128472,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
24,Private,124971,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
40,Self-emp-inc,344060,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
43,Self-emp-inc,286750,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,99,United-States,>50K
38,Private,296999,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,70,United-States,<=50K
45,Private,123681,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
18,Private,232024,11th,7,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,55,United-States,<=50K
57,Local-gov,52267,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
49,Private,119182,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
25,Private,191230,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,Yugoslavia,<=50K
52,Federal-gov,23780,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,184553,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,56,United-States,<=50K
26,Self-emp-inc,242651,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
19,Private,246226,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Self-emp-inc,86745,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
25,Private,106889,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
21,Private,460835,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,45,United-States,<=50K
48,Self-emp-not-inc,213140,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,<=50K
33,State-gov,37070,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,Canada,<=50K
31,State-gov,93589,HS-grad,9,Divorced,Protective-serv,Own-child,Other,Male,0,0,40,United-States,<=50K
26,Self-emp-not-inc,213258,HS-grad,9,Divorced,Farming-fishing,Unmarried,White,Male,0,0,65,United-States,<=50K
37,State-gov,46814,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
29,<undefined>,168873,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,30,United-States,<=50K
20,Private,284737,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
28,Private,309620,Some-college,10,Married-civ-spouse,Sales,Husband,Other,Male,0,0,60,<undefined>,<=50K
49,Private,197418,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
73,<undefined>,132737,10th,6,Never-married,<undefined>,Not-in-family,White,Male,0,0,4,United-States,<=50K
49,Private,185041,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
51,Private,159604,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
40,Private,123557,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,275421,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,167147,12th,8,Never-married,Sales,Own-child,White,Male,0,0,24,United-States,<=50K
41,Private,197583,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
46,Private,175109,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1485,40,United-States,>50K
46,Private,117502,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
64,Private,180401,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-not-inc,146603,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,State-gov,143822,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
21,Private,51985,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,State-gov,48121,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
37,Private,234807,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,7430,0,45,United-States,>50K
39,Federal-gov,65324,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
30,Private,302149,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
25,Private,168403,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,1741,40,United-States,<=50K
26,Private,159897,Some-college,10,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Private,416338,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
59,Private,370615,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,60,United-States,<=50K
27,Private,219371,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,Jamaica,<=50K
55,Private,120970,10th,6,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
20,Private,22966,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,12,Canada,<=50K
25,Private,34541,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,36,Canada,<=50K
28,Private,191027,Assoc-acdm,12,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,107458,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,Private,121832,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
37,Local-gov,233825,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,50,United-States,>50K
25,Private,73839,11th,7,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,109165,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
50,State-gov,103063,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,29762,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,5013,0,70,United-States,<=50K
46,Private,111979,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,<=50K
35,Private,150125,Assoc-voc,11,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,<undefined>,301853,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
35,<undefined>,296738,11th,7,Separated,<undefined>,Not-in-family,White,Female,6849,0,60,United-States,<=50K
40,Private,118001,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
49,Private,149337,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,36601,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Local-gov,118600,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,625,40,United-States,<=50K
39,Private,279272,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,60,United-States,<=50K
35,Private,181020,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,60,United-States,<=50K
52,Private,165998,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,218136,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,Outlying-US(Guam-USVI-etc),<=50K
20,Self-emp-inc,182200,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
46,Private,39363,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,10,<undefined>,<=50K
24,Private,140001,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,193260,Bachelors,13,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,30,India,<=50K
21,Private,191243,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
37,Federal-gov,207887,Bachelors,13,Divorced,Exec-managerial,Other-relative,White,Female,0,0,50,United-States,<=50K
43,Federal-gov,211450,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,184759,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,26,United-States,<=50K
47,Private,197836,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
61,Private,232308,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
21,<undefined>,189888,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Male,0,0,55,United-States,<=50K
35,Private,301614,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
60,Private,146674,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,225291,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Local-gov,148509,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,35,India,<=50K
56,Private,136413,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,126060,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,73064,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,35,United-States,<=50K
19,Private,39026,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
28,Self-emp-not-inc,33035,12th,8,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
43,Private,193494,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
63,Local-gov,147440,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
22,<undefined>,153131,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,64671,HS-grad,9,Divorced,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
35,Self-emp-not-inc,225399,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,8614,0,40,United-States,>50K
20,Private,174391,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
48,Private,377757,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
30,Local-gov,364310,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,Germany,<=50K
31,Private,110643,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,70240,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,24,Philippines,<=50K
57,State-gov,32694,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
41,Private,95047,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,44,United-States,>50K
33,Private,264936,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Private,367329,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,56026,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
22,Private,186452,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
50,Private,125417,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
40,Self-emp-not-inc,242082,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
37,Private,31023,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,51,United-States,<=50K
40,<undefined>,397346,Assoc-acdm,12,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,424079,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
38,Self-emp-not-inc,108947,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7688,0,40,United-States,>50K
25,State-gov,261979,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,55507,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
22,<undefined>,291407,12th,8,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
18,Private,353358,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
41,Private,67339,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,7688,0,40,United-States,>50K
33,Private,235109,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,208180,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,State-gov,423561,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,145290,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,50,United-States,>50K
24,Private,403671,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Local-gov,49325,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,370494,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
25,Private,267012,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,191856,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,80445,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,379798,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
32,Local-gov,168387,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,301948,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,34095,0,3,United-States,<=50K
36,Private,274809,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
58,Private,233193,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,27,United-States,<=50K
34,Private,299635,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
19,Private,236396,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,688355,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,37019,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Private,148015,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,15024,0,40,United-States,>50K
43,Private,122975,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,21,Trinadad&Tobago,<=50K
52,State-gov,349795,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,229846,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
43,Private,108945,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
22,Private,237498,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,188872,5th-6th,3,Divorced,Transport-moving,Unmarried,White,Male,6497,0,40,United-States,<=50K
37,Private,324019,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,82488,Some-college,10,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,0,0,38,United-States,<=50K
54,Private,206964,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Private,37088,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,152540,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
65,Private,143554,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
30,Private,126242,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
22,Private,127185,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,164018,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,4064,0,50,United-States,<=50K
25,Private,210184,11th,7,Separated,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,<undefined>,117528,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
47,Private,124973,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
23,Private,182117,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,60,United-States,<=50K
42,Private,220049,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
39,Self-emp-not-inc,247975,Some-college,10,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
55,Private,50164,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
24,State-gov,123160,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,10,China,<=50K
46,Self-emp-inc,219962,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,<undefined>,>50K
53,Private,79324,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,129100,11th,7,Separated,Other-service,Unmarried,Black,Female,0,0,60,United-States,<=50K
40,Private,210275,HS-grad,9,Separated,Transport-moving,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,189462,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
26,Private,171114,Assoc-voc,11,Separated,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
22,Private,201799,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
35,<undefined>,200426,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,12,United-States,<=50K
20,<undefined>,24395,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
43,Private,191149,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Local-gov,34173,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
30,Private,350979,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
41,Private,147314,HS-grad,9,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
38,Private,136081,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
77,<undefined>,232894,9th,5,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,373403,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,120601,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,130926,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,3674,0,40,United-States,<=50K
32,Federal-gov,72338,Assoc-voc,11,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
27,Private,129624,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,State-gov,328697,Some-college,10,Divorced,Protective-serv,Other-relative,White,Male,0,0,45,United-States,<=50K
40,Private,191196,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,191117,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
49,Private,110243,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
17,Private,181580,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
29,Private,89030,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,345493,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99999,0,55,Taiwan,>50K
24,Self-emp-not-inc,277700,Some-college,10,Separated,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
58,<undefined>,198478,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
29,Private,250679,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,168837,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,24,Canada,>50K
30,Private,142675,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,299050,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
59,Private,107833,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1485,40,United-States,>50K
47,Private,121958,7th-8th,4,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
41,Private,282948,Some-college,10,Married-civ-spouse,Tech-support,Husband,Black,Male,3137,0,40,United-States,<=50K
28,Private,176683,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,France,<=50K
46,Private,34377,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,209833,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
66,State-gov,41506,10th,6,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Local-gov,125159,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,14084,0,45,<undefined>,>50K
44,Self-emp-not-inc,147206,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,12,United-States,<=50K
58,Self-emp-not-inc,93664,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
21,Private,315065,7th-8th,4,Never-married,Other-service,Other-relative,White,Male,0,0,48,Mexico,<=50K
59,Private,381851,9th,5,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Local-gov,185769,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,186272,9th,5,Married-civ-spouse,Adm-clerical,Husband,Black,Male,5178,0,40,United-States,>50K
30,Private,312667,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,343925,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,Jamaica,<=50K
26,Private,195994,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
48,Private,398843,Some-college,10,Separated,Sales,Unmarried,Black,Female,0,0,35,United-States,<=50K
31,Private,73514,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
36,Private,288049,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
48,Private,54759,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
30,Private,155343,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
33,Private,401104,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,>50K
19,<undefined>,124884,9th,5,Never-married,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
37,Local-gov,287306,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,Black,Female,99999,0,40,<undefined>,>50K
53,Private,113995,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
18,Private,146378,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,<undefined>,<=50K
38,Private,111499,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,50,United-States,>50K
34,Private,34374,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
45,Private,162187,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
33,Local-gov,147654,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
35,Private,182467,Assoc-voc,11,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,44,United-States,<=50K
22,Private,183970,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
35,Private,332588,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
45,Private,26781,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,8,United-States,<=50K
17,Private,48610,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,45,United-States,<=50K
50,Private,162632,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
38,Local-gov,91711,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
33,Private,198003,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
46,Private,179048,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,<undefined>,<=50K
25,Private,262778,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,6849,0,50,United-States,<=50K
64,Private,102470,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,123170,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,10,United-States,<=50K
32,Private,164243,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
17,Private,262511,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
61,Private,51170,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
40,State-gov,91949,Doctorate,16,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
21,Private,123727,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Female,0,0,40,United-States,<=50K
39,Private,173175,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
35,Self-emp-not-inc,120301,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,250967,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Federal-gov,285432,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Private,36235,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,<undefined>,317219,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,>50K
51,Local-gov,110965,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,123283,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,15,United-States,<=50K
20,<undefined>,249087,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,152940,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,376680,HS-grad,9,Never-married,Tech-support,Own-child,Black,Male,0,0,40,United-States,<=50K
56,Private,231232,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,Canada,<=50K
55,Self-emp-not-inc,168625,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,12,United-States,>50K
26,Private,33939,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,20,United-States,<=50K
46,Private,155659,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,45,United-States,>50K
32,Local-gov,190228,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,216178,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,587310,7th-8th,4,Never-married,Other-service,Other-relative,White,Male,0,0,35,Guatemala,<=50K
23,Private,155919,9th,5,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
59,Private,227386,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,138152,12th,8,Never-married,Craft-repair,Other-relative,Other,Male,0,0,48,Guatemala,<=50K
36,Private,167482,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,57957,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
33,Private,157747,9th,5,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,70,United-States,<=50K
60,Self-emp-not-inc,88570,Assoc-voc,11,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,15,Germany,>50K
40,Private,273308,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,48,Mexico,<=50K
48,Private,216292,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,43,United-States,<=50K
27,Self-emp-not-inc,131298,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
19,Private,386378,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
38,Private,179668,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
26,Private,210812,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,43,United-States,<=50K
45,Federal-gov,311671,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,3908,0,40,United-States,<=50K
20,Private,215247,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
32,Federal-gov,125856,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,74631,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,13,United-States,<=50K
22,Private,24008,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,State-gov,354591,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,114,0,38,United-States,<=50K
34,Private,155343,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,50,United-States,>50K
46,Private,308334,1st-4th,2,Widowed,Other-service,Unmarried,Other,Female,0,0,30,Mexico,<=50K
39,Private,245361,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,25,United-States,<=50K
79,Self-emp-not-inc,158319,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
60,<undefined>,204486,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,>50K
24,Private,314823,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,Dominican-Republic,<=50K
31,Private,211334,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,65,United-States,<=50K
37,Self-emp-not-inc,73199,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,3137,0,77,Vietnam,<=50K
23,Private,126550,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
31,Private,260782,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1579,45,El-Salvador,<=50K
29,Private,114224,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,State-gov,64292,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,43,United-States,<=50K
69,<undefined>,628797,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
55,Local-gov,219775,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
43,Private,212894,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
23,Private,260019,7th-8th,4,Never-married,Farming-fishing,Unmarried,Other,Male,0,0,36,Mexico,<=50K
29,Private,228075,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,35,Mexico,<=50K
22,Private,239806,Assoc-voc,11,Never-married,Other-service,Other-relative,White,Female,0,0,40,Mexico,<=50K
22,Private,324637,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K
25,Private,163620,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,84,United-States,>50K
29,Private,194200,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,45,United-States,<=50K
25,State-gov,129200,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
33,Federal-gov,207172,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,135312,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
31,Private,100734,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,28,United-States,<=50K
30,Local-gov,226443,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,45,United-States,>50K
55,Private,110871,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,192704,12th,8,Never-married,Exec-managerial,Not-in-family,White,Male,4650,0,50,United-States,<=50K
47,<undefined>,224108,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,78870,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,8614,0,40,United-States,>50K
42,Private,107762,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
51,Private,183611,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Male,0,0,55,Germany,<=50K
62,Local-gov,249078,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
65,Self-emp-inc,208452,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
23,Private,302195,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
60,<undefined>,199947,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,32,United-States,<=50K
47,Private,379118,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,United-States,>50K
50,Self-emp-inc,174855,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
70,<undefined>,173736,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
32,Self-emp-not-inc,39369,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Federal-gov,196348,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,340917,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,14344,0,40,United-States,>50K
76,Private,97077,10th,6,Widowed,Sales,Unmarried,Black,Female,0,0,12,United-States,<=50K
54,Private,200098,Bachelors,13,Divorced,Sales,Not-in-family,Black,Female,0,0,60,United-States,<=50K
32,Federal-gov,127651,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Private,315128,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,52,United-States,<=50K
31,Federal-gov,206823,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,50,United-States,>50K
65,Self-emp-not-inc,316093,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,1668,40,United-States,<=50K
30,Private,112115,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,Ireland,>50K
63,<undefined>,203821,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,250051,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
40,Federal-gov,298635,Masters,14,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,1902,40,Philippines,>50K
26,State-gov,109193,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,130849,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,8,United-States,<=50K
34,Local-gov,43959,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
66,Local-gov,222810,Some-college,10,Divorced,Other-service,Other-relative,White,Female,7896,0,40,<undefined>,>50K
44,Self-emp-not-inc,27242,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
30,Private,53158,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,206520,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,164190,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
22,Private,287988,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
28,<undefined>,200819,7th-8th,4,Divorced,<undefined>,Own-child,White,Male,0,0,84,United-States,<=50K
23,Private,83891,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
49,Private,65087,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
39,Self-emp-not-inc,363418,Bachelors,13,Separated,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
67,<undefined>,182378,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,9386,0,60,United-States,>50K
19,Private,278870,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
30,Private,174789,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,50,United-States,>50K
25,Private,228608,Some-college,10,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,0,0,40,Cambodia,<=50K
24,Private,184400,HS-grad,9,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,30,<undefined>,<=50K
46,Private,263568,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,117381,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
41,Federal-gov,83411,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,49156,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
44,Private,421449,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,238944,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,188982,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,20,United-States,>50K
48,Private,175925,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
34,Private,164190,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,232914,Assoc-voc,11,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
46,Self-emp-inc,120121,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
36,Local-gov,180805,HS-grad,9,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
59,Local-gov,161944,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
29,Private,319149,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Mexico,<=50K
50,<undefined>,22428,Masters,14,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,290528,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,123984,Assoc-acdm,12,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Philippines,<=50K
48,Private,34186,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
51,Federal-gov,282680,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,70,United-States,>50K
36,Private,183892,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,8614,0,45,United-States,>50K
42,Local-gov,195124,11th,7,Divorced,Sales,Unmarried,White,Male,7430,0,50,Puerto-Rico,>50K
49,State-gov,55938,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
33,Private,209900,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,20,United-States,<=50K
40,Private,179717,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,1564,60,United-States,>50K
26,Private,150361,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
69,<undefined>,164102,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,>50K
59,Private,252714,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,Italy,<=50K
30,Private,205204,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
31,Local-gov,168906,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
30,Private,112115,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,Private,116531,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,<undefined>,202994,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,16,United-States,<=50K
56,Private,191917,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,4101,0,40,United-States,<=50K
24,Private,341294,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,216734,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,50,United-States,<=50K
51,Private,182187,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,35,United-States,<=50K
34,Private,424988,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,379118,HS-grad,9,Divorced,Other-service,Unmarried,Black,Male,0,0,9,United-States,<=50K
47,Private,168232,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,44,United-States,>50K
20,Private,147171,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
34,Self-emp-inc,207668,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,54,<undefined>,>50K
31,Private,193650,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,200187,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
52,Private,188644,5th-6th,3,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
56,Private,398067,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,29658,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,154966,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
81,Private,364099,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
28,<undefined>,291374,10th,6,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
57,Federal-gov,97837,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,>50K
34,Private,117983,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,<undefined>,345497,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,64167,Assoc-voc,11,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,Private,315877,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,2001,40,United-States,<=50K
68,Federal-gov,232151,Some-college,10,Divorced,Adm-clerical,Other-relative,Black,Female,2346,0,40,United-States,<=50K
60,Private,225526,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
37,Federal-gov,289653,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,179462,7th-8th,4,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,67317,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,77764,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,253438,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
31,Private,150309,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Female,0,0,70,United-States,<=50K
47,Self-emp-not-inc,83064,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
60,Self-emp-not-inc,376973,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,>50K
75,Private,311184,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,24,United-States,<=50K
43,Local-gov,159449,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,168288,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,74883,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,0,1092,40,Philippines,<=50K
20,Private,275190,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,189838,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
57,Self-emp-inc,101338,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
43,Private,331894,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
18,Self-emp-not-inc,40293,HS-grad,9,Never-married,Farming-fishing,Other-relative,White,Male,0,0,40,United-States,<=50K
41,Local-gov,88904,Bachelors,13,Separated,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,145041,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Dominican-Republic,<=50K
35,Private,46385,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,90,United-States,>50K
41,State-gov,363591,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,183327,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,1594,20,United-States,<=50K
32,State-gov,182556,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,45,United-States,>50K
33,Private,267859,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,El-Salvador,<=50K
58,Private,190747,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,162869,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,65,United-States,<=50K
33,Private,141229,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,Self-emp-not-inc,174216,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
25,Private,366416,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,172538,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
35,Private,193026,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
50,Private,184424,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1902,38,United-States,>50K
49,Local-gov,337768,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Local-gov,179059,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,99549,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,72619,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
42,State-gov,55764,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Private,30267,11th,7,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,>50K
25,Private,308144,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
29,Private,206351,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
26,Private,282304,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
26,<undefined>,176077,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,142719,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Private,114973,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,30,United-States,<=50K
33,Federal-gov,159548,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Private,91209,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,196564,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
51,Self-emp-not-inc,149220,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,75,United-States,<=50K
21,Private,169699,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
23,Private,218215,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
30,Private,156718,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,55720,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
38,Self-emp-inc,257250,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
20,Private,194630,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,398931,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1485,50,United-States,>50K
37,Self-emp-not-inc,362062,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
44,Local-gov,101593,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,1876,42,United-States,<=50K
33,Private,196266,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Local-gov,197332,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,97842,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,86837,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,1902,40,United-States,>50K
17,Private,57324,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
43,Private,116852,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,36,Portugal,>50K
45,Private,154430,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,10520,0,50,United-States,>50K
37,Private,38468,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Local-gov,188808,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
55,Local-gov,177163,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,914,0,50,United-States,<=50K
41,Private,187322,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
23,Private,107578,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,2174,0,40,United-States,<=50K
38,Private,168680,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
23,Private,256755,Bachelors,13,Never-married,Handlers-cleaners,Other-relative,White,Female,0,0,40,Cuba,<=50K
35,Private,360799,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
18,Private,188476,11th,7,Never-married,Exec-managerial,Own-child,White,Male,0,0,20,United-States,<=50K
47,Private,30457,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,252752,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,8,United-States,<=50K
41,Self-emp-not-inc,443508,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,244408,Some-college,10,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,24,Vietnam,<=50K
41,Private,178983,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
26,Private,143068,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,2407,0,50,United-States,<=50K
30,Local-gov,247328,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,201732,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
35,Private,246829,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
28,<undefined>,290267,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,18,United-States,<=50K
29,Private,119170,Some-college,10,Separated,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,207923,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
48,State-gov,170142,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,187164,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,60,United-States,<=50K
34,Local-gov,303867,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,291429,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,213179,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,>50K
31,State-gov,111843,Assoc-acdm,12,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
25,Private,297154,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2407,0,40,United-States,<=50K
47,Federal-gov,68493,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
46,Federal-gov,340718,11th,7,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,194059,12th,8,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,47296,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1740,20,United-States,<=50K
28,State-gov,286310,HS-grad,9,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,207202,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
33,Self-emp-inc,132601,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
17,<undefined>,139183,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
41,Private,160785,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Private,117849,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
38,Local-gov,225605,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,<=50K
24,Private,190290,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
49,Private,164799,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
60,Federal-gov,21876,Some-college,10,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
44,Private,160785,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
63,Self-emp-inc,272425,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,168538,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
45,Self-emp-inc,204205,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
49,Private,142287,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,50,United-States,>50K
36,Private,169926,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Local-gov,205024,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,8,United-States,<=50K
41,Private,374764,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Male,0,0,20,United-States,<=50K
25,Private,108779,Masters,14,Separated,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
20,<undefined>,293136,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
60,Private,227332,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Local-gov,246308,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,Puerto-Rico,<=50K
28,Private,51331,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,16,United-States,>50K
31,Private,153078,Assoc-acdm,12,Never-married,Craft-repair,Own-child,Other,Male,0,0,50,United-States,<=50K
47,Private,169180,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Self-emp-not-inc,193451,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
51,Private,305147,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,138892,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,402397,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,60,United-States,>50K
34,Private,223267,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Male,0,0,50,United-States,<=50K
19,Private,29250,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
51,<undefined>,203953,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
46,State-gov,29696,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,315640,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1977,40,China,>50K
37,Private,632613,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,Mexico,<=50K
56,Private,282023,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
29,Private,77760,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
46,Self-emp-not-inc,148599,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
55,Private,414994,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,339863,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,8614,0,48,United-States,>50K
34,Private,499249,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
45,<undefined>,144354,9th,5,Separated,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
41,Private,252058,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,<undefined>,99543,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
34,Private,117963,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,194652,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
29,Private,299705,Some-college,10,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,37,United-States,<=50K
19,Federal-gov,27433,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
47,Local-gov,39986,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-inc,135342,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
52,Private,270142,Assoc-voc,11,Separated,Exec-managerial,Unmarried,Black,Female,0,0,60,United-States,<=50K
33,Self-emp-not-inc,118267,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
29,Private,266043,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,35633,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,74568,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,214816,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
43,Private,222971,5th-6th,3,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,Mexico,<=50K
31,Private,259425,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,Self-emp-inc,212120,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,245880,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K
58,Local-gov,54947,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
47,Self-emp-inc,79627,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,27828,0,50,United-States,>50K
55,Private,151474,Bachelors,13,Never-married,Tech-support,Other-relative,White,Female,0,1590,38,United-States,<=50K
26,Private,132661,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,5013,0,40,United-States,<=50K
28,Private,161674,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,62346,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,227236,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,283033,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,298249,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,10605,0,40,United-States,>50K
42,Private,251229,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
76,Private,199949,9th,5,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,13,United-States,<=50K
23,State-gov,305498,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,203836,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,State-gov,79440,Masters,14,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,30,Japan,<=50K
48,Local-gov,142719,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
56,Private,119859,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,>50K
32,Private,141410,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
44,Local-gov,202872,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K
27,Private,198813,HS-grad,9,Divorced,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
33,Federal-gov,129707,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,445758,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
18,<undefined>,30246,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
44,Private,173981,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,108506,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
34,Private,134886,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,181970,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1672,40,United-States,<=50K
57,Self-emp-inc,282913,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Cuba,<=50K
59,Local-gov,196013,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Federal-gov,348491,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
52,Private,416164,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Other,Male,0,0,49,Mexico,<=50K
17,Private,121037,12th,8,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
29,Private,103111,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,Canada,<=50K
63,Self-emp-not-inc,147589,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
20,Private,24008,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,24,United-States,<=50K
42,Self-emp-inc,123838,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
50,Self-emp-not-inc,175456,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,84774,HS-grad,9,Married-civ-spouse,Priv-house-serv,Wife,White,Female,0,0,30,United-States,<=50K
27,Private,194590,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,25,United-States,<=50K
28,Private,134566,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
55,Private,211678,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
44,Federal-gov,44822,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,State-gov,144586,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,119156,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,371987,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,State-gov,144125,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,31905,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
48,Self-emp-not-inc,121124,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
46,Private,58126,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,318518,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,296509,7th-8th,4,Separated,Farming-fishing,Not-in-family,White,Male,0,0,45,Mexico,<=50K
32,Private,473133,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
52,Private,155434,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
52,Private,99185,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,United-States,>50K
39,Private,56648,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,47,United-States,<=50K
57,Local-gov,118481,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
21,Private,321666,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,594,0,40,United-States,<=50K
22,State-gov,119838,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
26,Private,330695,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,State-gov,58039,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,313022,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
42,Private,178134,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
40,Private,165309,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,43,United-States,<=50K
22,Private,216181,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
62,Private,178745,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
44,Private,111067,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,163788,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,295591,1st-4th,2,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
45,Private,123075,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,78045,11th,7,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
32,Local-gov,255004,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,254221,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,>50K
20,Private,174714,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,15,United-States,<=50K
68,Self-emp-not-inc,450580,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
61,Private,128230,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
48,Private,192894,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
45,Private,325390,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,20333,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,7688,0,40,United-States,>50K
32,Federal-gov,128714,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,32,United-States,<=50K
35,Private,170797,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,269186,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,127671,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,211840,Some-college,10,Separated,Sales,Unmarried,Black,Female,0,0,16,United-States,<=50K
37,Private,163392,HS-grad,9,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
40,Private,201495,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,Private,251854,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
41,Private,279297,HS-grad,9,Never-married,Sales,Not-in-family,Black,Female,0,0,60,United-States,<=50K
52,Self-emp-not-inc,195462,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,98,United-States,>50K
33,Private,170769,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,142443,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Self-emp-not-inc,182809,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
53,Private,121441,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
44,Private,275094,1st-4th,2,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
35,Private,170263,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,172571,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,58,Poland,<=50K
34,Private,178615,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,279524,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,State-gov,165201,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,45,United-States,<=50K
65,Local-gov,323006,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
29,Private,235168,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
39,Self-emp-inc,114844,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,65,United-States,>50K
46,Local-gov,216414,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
37,Private,34378,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,2580,0,60,United-States,<=50K
47,State-gov,80914,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,47,United-States,>50K
62,Private,73292,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,212165,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
90,Private,52386,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,35,United-States,<=50K
33,Private,205649,Assoc-acdm,12,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,20,United-States,<=50K
57,Private,109638,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,45,United-States,<=50K
25,Private,200408,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,187720,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
52,Private,236180,Bachelors,13,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,Private,118693,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,363130,HS-grad,9,Never-married,Other-service,Unmarried,Black,Male,0,0,18,United-States,<=50K
39,Private,225544,Masters,14,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Poland,<=50K
59,Federal-gov,243612,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Self-emp-not-inc,160786,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
49,Private,234320,7th-8th,4,Never-married,Prof-specialty,Other-relative,Black,Male,0,0,45,United-States,<=50K
34,Private,314646,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,124971,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,209184,Bachelors,13,Married-civ-spouse,Sales,Husband,Other,Male,0,0,40,Puerto-Rico,<=50K
39,State-gov,121838,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,265275,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
50,Private,71417,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
34,Private,45522,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Local-gov,250135,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,55,United-States,<=50K
18,Private,120283,12th,8,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
20,Private,216972,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,116791,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
55,State-gov,26290,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,38,United-States,<=50K
22,Private,216134,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,143932,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,217120,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,State-gov,223944,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
23,Private,185452,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,Canada,<=50K
57,Local-gov,44273,HS-grad,9,Widowed,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Private,178983,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,219288,7th-8th,4,Widowed,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
25,Private,349190,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
49,Self-emp-inc,158685,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2377,40,United-States,>50K
41,Federal-gov,57924,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
40,State-gov,270324,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,30,United-States,<=50K
38,Private,33001,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
58,Private,204021,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,Canada,<=50K
26,Private,192506,Bachelors,13,Never-married,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
57,Private,372967,10th,6,Divorced,Adm-clerical,Other-relative,White,Female,0,0,70,Germany,<=50K
28,Private,273929,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1628,60,United-States,<=50K
42,Private,195821,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,56179,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,2174,0,55,United-States,<=50K
17,<undefined>,127003,9th,5,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,124090,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,199600,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
42,Private,255847,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,48,United-States,>50K
51,Self-emp-not-inc,218311,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,50,United-States,<=50K
27,Private,167336,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,39,United-States,<=50K
41,Private,59938,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
28,Private,263728,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,278230,Some-college,10,Divorced,Farming-fishing,Unmarried,White,Female,10520,0,30,United-States,>50K
73,<undefined>,180603,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
49,Private,43910,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
47,Private,190139,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,109001,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,49,United-States,<=50K
42,Local-gov,159931,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
32,Private,194987,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
32,Local-gov,87310,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,41,United-States,<=50K
27,Private,133937,Masters,14,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,207064,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,36011,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
41,Federal-gov,168294,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,40,United-States,>50K
49,Local-gov,194895,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,7298,0,40,United-States,>50K
58,Self-emp-not-inc,49884,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
41,Self-emp-not-inc,27305,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,7688,0,40,United-States,>50K
26,Private,229977,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
21,Private,64520,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
32,<undefined>,134886,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,2,United-States,>50K
37,Private,305379,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,202284,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
42,Self-emp-not-inc,99185,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,159662,HS-grad,9,Married-civ-spouse,Sales,Own-child,White,Male,0,0,26,United-States,>50K
67,Private,197865,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Local-gov,175149,HS-grad,9,Divorced,Transport-moving,Not-in-family,Black,Female,0,0,38,United-States,<=50K
49,Local-gov,349633,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
36,Private,135293,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,1506,0,45,<undefined>,<=50K
18,Private,242893,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
25,Private,218667,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
43,State-gov,144811,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,146091,Doctorate,16,Married-civ-spouse,Exec-managerial,Wife,White,Female,99999,0,36,United-States,>50K
21,Private,206861,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,<undefined>,<=50K
65,Self-emp-not-inc,226215,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
66,Private,114447,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
33,Private,124187,11th,7,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,60,United-States,<=50K
51,Private,147954,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,3411,0,38,United-States,<=50K
27,Self-emp-inc,64379,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
17,Private,156501,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
32,Private,207668,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
61,<undefined>,161279,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,36,United-States,<=50K
38,Private,225707,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Cuba,>50K
43,Local-gov,115603,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,State-gov,506329,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
63,Private,275034,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1740,35,United-States,<=50K
76,<undefined>,172637,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,>50K
42,Private,56483,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,144778,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
76,Self-emp-not-inc,33213,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,<undefined>,>50K
41,Local-gov,297248,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,45,United-States,>50K
17,Private,137042,10th,6,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
30,Self-emp-not-inc,33308,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,158420,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,Iran,<=50K
22,Private,41763,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
53,<undefined>,220640,Bachelors,13,Divorced,<undefined>,Other-relative,Other,Female,0,0,20,United-States,<=50K
28,Private,149734,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,52,United-States,<=50K
25,<undefined>,262245,Assoc-voc,11,Never-married,<undefined>,Own-child,White,Female,3418,0,40,United-States,<=50K
24,Private,349691,Some-college,10,Never-married,Sales,Other-relative,Black,Female,0,0,40,United-States,<=50K
47,Private,185385,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-not-inc,174463,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,236068,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,20,United-States,<=50K
63,<undefined>,445168,Bachelors,13,Widowed,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,56,United-States,<=50K
25,Private,91334,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,75,United-States,<=50K
28,Private,33895,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
36,Private,214816,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,229773,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Self-emp-inc,166386,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,35,Taiwan,<=50K
44,Private,266135,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
18,Private,300379,12th,8,Never-married,Adm-clerical,Own-child,White,Male,0,0,12,United-States,<=50K
54,Federal-gov,392502,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
61,Private,73809,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,193720,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
43,Private,316183,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,162944,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,186888,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
27,<undefined>,330132,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
24,Private,192017,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,United-States,<=50K
20,State-gov,161978,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
52,Private,202930,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
57,Local-gov,323309,7th-8th,4,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,197332,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
42,Self-emp-inc,204033,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,<undefined>,<=50K
22,Private,271274,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,174242,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
21,Private,209483,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
39,Federal-gov,99146,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,60,United-States,>50K
52,Self-emp-not-inc,102346,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
25,Private,181666,Assoc-acdm,12,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,207367,Some-college,10,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,40,Cuba,<=50K
35,State-gov,82622,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
50,Private,202296,Assoc-voc,11,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Private,142182,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
48,Federal-gov,94342,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,41493,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,Canada,<=50K
18,Private,181712,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
29,Self-emp-not-inc,164607,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,41496,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
63,Private,143098,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
36,Local-gov,196529,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
24,Private,157332,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,42,United-States,<=50K
30,Local-gov,154935,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
23,Private,223231,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Mexico,<=50K
35,<undefined>,253860,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
21,Private,362589,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,94880,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,43,Mexico,<=50K
20,Private,309580,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,130389,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,Scotland,<=50K
21,Private,349365,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
27,Private,376936,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,179557,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,105577,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
51,Private,224207,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Federal-gov,47907,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Self-emp-not-inc,191283,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,20953,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
22,State-gov,186569,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,12,United-States,<=50K
59,Private,43221,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
38,Private,161141,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,203003,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
90,Private,141758,9th,5,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,113322,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,343847,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,>50K
45,Private,214068,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
44,Private,116632,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,240160,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,516337,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
23,Self-emp-inc,284651,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,43,United-States,<=50K
39,State-gov,141420,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,42750,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,United-States,<=50K
54,Private,165278,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,167265,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
44,Private,139907,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
31,Self-emp-inc,236415,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
25,Private,312966,9th,5,Separated,Handlers-cleaners,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
33,Private,118941,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,32,United-States,>50K
32,Private,198068,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
36,Private,373952,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,236111,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,55,United-States,>50K
80,Private,157778,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,10,United-States,<=50K
21,Private,143604,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
35,Self-emp-not-inc,319831,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
77,<undefined>,132728,Masters,14,Divorced,<undefined>,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,137606,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5013,0,40,United-States,<=50K
35,<undefined>,61343,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,268234,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,100135,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1740,25,United-States,<=50K
53,Self-emp-not-inc,34973,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,323790,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,55,United-States,<=50K
57,Private,319733,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Poland,>50K
21,<undefined>,180339,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
19,Private,125591,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,60772,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,45,United-States,<=50K
42,Federal-gov,74680,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Male,0,2001,60,United-States,<=50K
29,Self-emp-not-inc,141185,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
38,<undefined>,204668,Assoc-voc,11,Separated,<undefined>,Unmarried,White,Female,0,0,25,United-States,<=50K
26,Private,273792,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,70037,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,3004,60,<undefined>,>50K
40,Private,343068,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,177907,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
28,Private,144063,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
25,Self-emp-not-inc,257574,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
42,Self-emp-not-inc,67065,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,183356,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,152940,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
37,Private,227128,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,45607,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,<=50K
49,Private,155489,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,230704,HS-grad,9,Never-married,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
24,<undefined>,267955,9th,5,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
19,Private,165115,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,49923,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,272240,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,255476,7th-8th,4,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,Mexico,<=50K
59,Private,194290,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,48,United-States,<=50K
52,Private,145548,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
27,Private,175262,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
45,Local-gov,37306,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
58,Private,137547,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
53,Private,276515,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,Cuba,<=50K
23,Private,174626,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
35,Private,215310,11th,7,Divorced,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
49,Private,332355,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,204057,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,391591,12th,8,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,169092,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,>50K
28,Private,230743,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,190963,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
74,<undefined>,204840,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,56,Mexico,<=50K
19,Private,169853,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,24,United-States,<=50K
28,Private,212091,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2580,0,40,United-States,<=50K
31,Private,202822,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
61,<undefined>,226989,Some-college,10,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,140011,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,53,United-States,<=50K
20,<undefined>,432376,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,Germany,<=50K
35,Private,90273,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,>50K
23,Private,224424,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,168943,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,30,United-States,>50K
19,Private,571853,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
30,Private,156464,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
26,Private,108542,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
34,Local-gov,194325,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
49,Private,114797,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,40135,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,2042,40,United-States,<=50K
38,Private,204756,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,228190,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,20,United-States,<=50K
33,Private,163392,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,48,United-States,>50K
54,Private,138845,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Local-gov,169853,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
18,Never-worked,206359,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
60,Private,224097,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,160786,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,190044,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
49,Local-gov,145290,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,120268,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,70,United-States,<=50K
17,Private,327434,10th,6,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
41,Self-emp-inc,218302,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
30,Private,1184622,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,35,United-States,<=50K
90,Local-gov,227796,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,60,United-States,>50K
25,Private,206343,HS-grad,9,Never-married,Protective-serv,Other-relative,White,Male,0,0,40,United-States,<=50K
27,Private,36851,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,148550,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,157079,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,<undefined>,>50K
31,Federal-gov,142470,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
43,Private,86750,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,<=50K
63,Private,361631,Masters,14,Separated,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
46,Private,163229,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,179594,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,254773,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,50,United-States,>50K
26,Private,58065,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
26,Private,205428,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
20,<undefined>,41183,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
19,<undefined>,308064,HS-grad,9,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
61,Private,173924,9th,5,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Puerto-Rico,>50K
23,State-gov,142547,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,119704,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,275364,Bachelors,13,Divorced,Tech-support,Unmarried,White,Male,7430,0,40,Germany,>50K
42,Self-emp-not-inc,207392,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,12,United-States,<=50K
31,Private,147215,12th,8,Divorced,Other-service,Unmarried,White,Female,0,0,21,United-States,<=50K
31,Private,101562,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,55,United-States,<=50K
63,Private,216413,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
29,State-gov,188986,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,1590,64,United-States,<=50K
43,State-gov,52849,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,304710,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,10,Vietnam,<=50K
17,Private,265657,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
23,Self-emp-not-inc,258298,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,2231,40,United-States,>50K
35,Private,360814,9th,5,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
32,Private,53260,HS-grad,9,Divorced,Other-service,Unmarried,Other,Female,0,0,28,United-States,<=50K
50,Self-emp-inc,127315,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
25,Private,233777,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,<undefined>,<=50K
26,Local-gov,197530,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,340940,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,88432,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,183810,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
90,Private,51744,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,50,United-States,>50K
35,Private,175614,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
31,Self-emp-not-inc,235237,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,>50K
60,Private,227266,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,33,United-States,<=50K
21,Private,146499,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,1579,40,United-States,<=50K
71,Local-gov,337064,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,141003,Assoc-voc,11,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
50,Local-gov,117791,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,172846,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
23,Private,73514,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
74,Private,211075,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
67,Private,197816,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1844,70,United-States,<=50K
59,Private,43221,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,>50K
28,Private,183780,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1740,40,United-States,<=50K
45,Private,26781,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,271550,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
39,Private,250157,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,63,United-States,<=50K
33,State-gov,913447,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
32,Private,153078,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,South,<=50K
34,Private,181091,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
39,Private,231491,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
29,State-gov,95423,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,36,United-States,<=50K
22,Private,234663,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,283602,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,13550,0,43,United-States,>50K
46,Private,328669,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
51,Private,143741,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
44,Private,83508,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,2354,0,99,United-States,<=50K
56,State-gov,81954,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,261375,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
52,Private,310045,9th,5,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,0,0,30,China,<=50K
39,Private,316211,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
45,Federal-gov,88564,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
37,Private,61299,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,113364,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
35,<undefined>,476573,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
46,Private,267107,5th-6th,3,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,45,Italy,<=50K
35,Private,48123,12th,8,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,50,United-States,<=50K
33,Private,214635,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,<=50K
48,Private,115585,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,194141,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,50,United-States,<=50K
18,<undefined>,23233,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,89991,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
35,Private,101709,HS-grad,9,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,60,United-States,<=50K
19,Private,237455,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,25,United-States,<=50K
21,Private,206492,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,<undefined>,<=50K
56,Private,28729,11th,7,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,153475,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,El-Salvador,<=50K
45,Private,275517,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,128002,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,45,United-States,<=50K
44,Private,175485,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,12,United-States,<=50K
55,Private,189664,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
34,Private,209808,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
33,Private,176992,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,154669,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,55,United-States,<=50K
25,Private,191271,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,375482,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,102953,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,55,United-States,>50K
53,Private,169182,10th,6,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Columbia,<=50K
47,Private,184005,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,3325,0,45,United-States,<=50K
49,Self-emp-inc,30751,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
22,Private,145477,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
31,Private,91964,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,49249,Some-college,10,Divorced,Other-service,Unmarried,White,Male,0,0,80,United-States,<=50K
19,Private,218956,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,241306,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,<undefined>,251572,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,0,0,35,Poland,<=50K
23,Private,319842,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
44,Private,332401,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,65,United-States,>50K
54,Local-gov,182388,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
23,Private,205939,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
21,Private,203914,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
19,State-gov,156294,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,25,United-States,<=50K
51,Private,254211,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,>50K
41,Private,151504,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
61,Private,85548,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,15024,0,18,United-States,>50K
19,Self-emp-not-inc,30800,10th,6,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
22,Private,131230,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,61850,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,227800,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,32,United-States,<=50K
35,Private,133454,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,104094,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,105422,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
56,Private,142182,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
41,Private,336643,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,80,United-States,<=50K
62,Self-emp-inc,200577,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
27,Private,208703,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,Japan,<=50K
55,<undefined>,193895,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,England,<=50K
25,Private,272428,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,4416,0,42,United-States,<=50K
33,Private,56701,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,75,United-States,>50K
26,Private,288592,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,266439,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Federal-gov,276868,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
43,Private,131435,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,175127,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
25,Private,277444,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
60,Private,63296,Masters,14,Divorced,Prof-specialty,Other-relative,Black,Male,0,0,40,United-States,<=50K
28,Private,96337,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,221955,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Mexico,<=50K
40,Private,197923,Bachelors,13,Never-married,Adm-clerical,Unmarried,Black,Female,2977,0,40,United-States,<=50K
29,Private,632593,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
20,Private,205970,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,25,United-States,<=50K
25,Private,139730,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,80,United-States,>50K
18,Private,201901,11th,7,Never-married,Sales,Own-child,White,Female,0,0,10,United-States,<=50K
32,State-gov,230224,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
27,Private,113464,1st-4th,2,Never-married,Other-service,Own-child,Other,Male,0,0,35,Dominican-Republic,<=50K
48,Private,94461,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,16,United-States,<=50K
20,Private,271379,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
55,Private,231738,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,England,<=50K
33,Local-gov,198183,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
21,State-gov,140764,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
43,Self-emp-not-inc,183479,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
35,Private,165767,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,139364,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
19,Private,227491,HS-grad,9,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
25,Private,222254,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
44,Private,193494,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,>50K
27,Private,29261,Assoc-acdm,12,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
39,Private,174368,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
69,Private,108196,10th,6,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
34,Private,110622,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
20,<undefined>,201680,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
37,Private,130277,5th-6th,3,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Local-gov,98130,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,39,United-States,<=50K
62,<undefined>,235521,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,48,United-States,<=50K
34,State-gov,595000,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,>50K
31,Self-emp-not-inc,349148,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
42,State-gov,117583,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,8614,0,60,United-States,>50K
26,Private,164583,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
39,Private,340091,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,75,United-States,<=50K
25,Private,49092,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
54,Local-gov,186884,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,30,United-States,<=50K
44,State-gov,167265,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
34,State-gov,34104,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,38,United-States,>50K
21,Self-emp-inc,265116,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,128378,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,55,<undefined>,<=50K
33,Private,158416,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Self-emp-inc,169878,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
44,Private,296728,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,342458,Assoc-acdm,12,Divorced,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K
21,Local-gov,38771,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,269300,Bachelors,13,Never-married,Other-service,Not-in-family,Black,Female,0,0,60,United-States,<=50K
43,Private,111483,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
57,<undefined>,199114,10th,6,Separated,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
51,Local-gov,33863,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,132874,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,277024,HS-grad,9,Separated,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,112160,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,703067,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
58,Private,127264,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
57,Self-emp-inc,257200,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
19,Private,57206,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,201319,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,114079,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
45,Private,230979,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,292472,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
64,<undefined>,286732,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Local-gov,134444,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,<=50K
30,Private,172403,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
46,Private,191357,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,279288,10th,6,Never-married,<undefined>,Other-relative,White,Female,0,0,30,United-States,<=50K
60,Private,389254,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,303867,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,44,United-States,<=50K
47,Private,164113,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,7688,0,40,United-States,>50K
39,Private,111499,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,266084,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,45,United-States,>50K
27,Private,61580,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
44,Private,231348,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,164748,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,205337,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
58,Self-emp-not-inc,54566,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
45,Private,34419,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,30,United-States,<=50K
59,Private,116442,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,290740,Assoc-acdm,12,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Private,255582,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,112517,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,>50K
44,Private,169397,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
33,Private,172664,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
27,Private,329005,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,123253,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
55,Private,81865,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,173314,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,60,United-States,<=50K
31,Private,34572,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
57,Self-emp-inc,159028,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
30,Private,149184,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
78,<undefined>,363134,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,1,United-States,<=50K
28,Private,308709,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
30,Self-emp-not-inc,257295,Some-college,10,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,0,2258,40,South,<=50K
29,Private,168479,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
66,Private,142501,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,3,United-States,<=50K
60,Private,338345,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
31,Private,177675,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,262617,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,2597,0,40,United-States,<=50K
24,Private,200997,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
29,Private,176683,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
44,Private,376072,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
34,Local-gov,177675,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
59,Private,348430,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,43,United-States,>50K
23,Private,320451,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,24,United-States,<=50K
23,Private,38151,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,40,Philippines,<=50K
55,Local-gov,123382,Assoc-voc,11,Separated,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
39,Self-emp-inc,151029,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,484475,11th,7,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
57,Private,329792,7th-8th,4,Divorced,Transport-moving,Unmarried,White,Male,0,0,75,United-States,<=50K
35,Private,148903,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Local-gov,301614,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,>50K
47,Private,176319,HS-grad,9,Married-civ-spouse,Sales,Own-child,White,Female,0,0,38,United-States,>50K
53,State-gov,53197,Doctorate,16,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
23,Private,291407,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,25,United-States,<=50K
35,Private,204527,Masters,14,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
44,Private,476391,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,224964,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
26,Private,306225,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Poland,<=50K
23,Private,292023,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
32,Private,94041,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,Ireland,<=50K
49,Self-emp-inc,187563,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
36,Private,176101,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,2174,0,60,United-States,<=50K
36,Private,749105,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
41,<undefined>,230020,5th-6th,3,Married-civ-spouse,<undefined>,Husband,Other,Male,0,0,40,United-States,<=50K
21,Private,216070,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,0,0,46,United-States,>50K
54,Self-emp-not-inc,105010,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
43,Private,198203,Some-college,10,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Local-gov,215419,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,120460,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
46,Private,199316,Some-college,10,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,40,India,<=50K
46,Private,146919,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,174744,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
45,<undefined>,189564,Masters,14,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,1,United-States,<=50K
21,Private,249957,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,146574,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
47,State-gov,156417,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Male,0,0,20,United-States,<=50K
42,Private,236110,5th-6th,3,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
19,Private,63363,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
25,Private,190107,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,126569,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
35,Private,176756,12th,8,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,115161,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
57,Self-emp-not-inc,138892,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
38,Private,256864,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
48,Private,265083,10th,6,Divorced,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
34,Private,249948,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K
46,Federal-gov,31141,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,164190,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,38,<undefined>,<=50K
45,State-gov,67544,Masters,14,Divorced,Protective-serv,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Self-emp-not-inc,174789,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
35,Private,199753,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,48,United-States,<=50K
62,Private,122246,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,8614,0,39,United-States,>50K
56,<undefined>,188166,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,96586,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,189590,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,140590,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,33,United-States,<=50K
35,Private,255702,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,27,United-States,<=50K
33,Private,260782,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,>50K
38,Private,169926,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,40,United-States,>50K
37,State-gov,151322,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,192869,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
19,Private,93604,7th-8th,4,Never-married,Craft-repair,Own-child,White,Male,0,1602,32,United-States,<=50K
31,Private,86958,9th,5,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
53,Local-gov,228723,HS-grad,9,Divorced,Craft-repair,Not-in-family,Other,Male,0,0,40,<undefined>,>50K
33,Private,192644,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,35,Puerto-Rico,<=50K
72,Private,284080,1st-4th,2,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
54,Private,43269,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
30,Private,190040,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,306108,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Private,220148,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,50,United-States,>50K
30,Private,381645,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,216361,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,16,United-States,<=50K
30,Private,213722,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
35,Private,112271,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,208277,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,44,United-States,>50K
38,State-gov,352628,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,129620,10th,6,Never-married,Other-service,Other-relative,White,Female,0,0,30,United-States,<=50K
32,Private,249550,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,44,United-States,<=50K
49,Private,178749,Masters,14,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
76,<undefined>,173542,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
60,Private,167670,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
60,Private,81578,9th,5,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,160662,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,>50K
41,Private,163322,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Female,0,0,30,<undefined>,<=50K
24,Private,152189,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,106176,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7298,0,60,United-States,>50K
69,State-gov,159191,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,810,38,United-States,<=50K
71,<undefined>,250263,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,3432,0,30,United-States,<=50K
41,Private,78410,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
32,Private,131379,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,166929,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,380357,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,79190,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
40,Private,342164,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
44,Private,182616,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
63,Private,339473,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
31,Local-gov,381153,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,15024,0,56,United-States,>50K
51,Private,300816,Bachelors,13,Never-married,Adm-clerical,Unmarried,White,Male,0,0,20,United-States,<=50K
51,Private,240988,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
23,Private,149224,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,168216,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
56,Private,286487,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2885,0,45,United-States,<=50K
39,Private,305597,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Self-emp-not-inc,109766,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
30,Self-emp-not-inc,188798,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,240170,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,<=50K
31,Private,459465,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Local-gov,162506,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
43,Self-emp-not-inc,145441,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,>50K
37,Federal-gov,129573,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,72,<undefined>,>50K
41,Private,27444,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,46,United-States,>50K
43,Private,195258,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
47,State-gov,55272,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
38,Self-emp-not-inc,164526,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,2824,45,United-States,>50K
46,Private,27802,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,State-gov,165289,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,274657,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,50,Guatemala,<=50K
24,Private,317175,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
39,Self-emp-inc,163237,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
37,Private,170408,Assoc-voc,11,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,30,United-States,<=50K
28,<undefined>,55950,Bachelors,13,Never-married,<undefined>,Own-child,Black,Female,0,0,40,Germany,<=50K
40,Private,76625,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
27,Private,366066,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,349368,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
21,Private,286824,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
32,Private,373263,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
20,Private,161978,HS-grad,9,Separated,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,543922,Masters,14,Divorced,Transport-moving,Not-in-family,White,Male,14344,0,48,United-States,>50K
46,Local-gov,109089,Prof-school,15,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
46,Private,110151,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
26,Private,34110,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,44,United-States,<=50K
47,Self-emp-not-inc,118506,Bachelors,13,Married-civ-spouse,Exec-managerial,Own-child,White,Male,0,0,60,United-States,<=50K
22,Private,117789,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
34,Self-emp-not-inc,353881,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,200471,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
20,Private,258517,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
28,Private,190367,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,174704,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
23,Private,179413,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,329530,9th,5,Never-married,Priv-house-serv,Own-child,White,Male,0,0,40,Mexico,<=50K
31,Private,273818,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,Mexico,<=50K
46,Private,256522,1st-4th,2,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,Puerto-Rico,<=50K
42,Private,196001,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,282660,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,72630,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,50295,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
20,Private,203240,9th,5,Never-married,Sales,Own-child,White,Female,0,0,32,United-States,<=50K
56,Self-emp-not-inc,172618,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
41,Private,202168,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
61,Private,176839,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,176140,HS-grad,9,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,>50K
60,Private,39952,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2228,0,37,United-States,<=50K
33,Private,292465,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
40,<undefined>,161285,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,<=50K
48,Private,355320,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Canada,>50K
56,Private,182460,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
50,Private,69345,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,55,United-States,>50K
57,Self-emp-not-inc,102058,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,165804,Some-college,10,Never-married,Adm-clerical,Own-child,Other,Female,0,0,40,United-States,<=50K
46,Private,318259,Assoc-voc,11,Divorced,Tech-support,Other-relative,White,Female,0,0,36,United-States,<=50K
21,Private,117606,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,170718,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,413297,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,190457,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
54,Private,88278,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
32,Local-gov,217296,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,4064,0,22,United-States,<=50K
62,<undefined>,97231,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,1,United-States,<=50K
50,Private,123429,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
49,Federal-gov,420282,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,498325,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,248533,Some-college,10,Never-married,Sales,Other-relative,Black,Female,0,0,40,United-States,<=50K
46,Private,137354,Masters,14,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
42,Private,272910,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Self-emp-inc,206054,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Local-gov,92141,Assoc-acdm,12,Widowed,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Private,163199,Some-college,10,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
34,Private,195860,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,115717,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2051,40,United-States,<=50K
18,Private,120029,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,20,United-States,<=50K
33,Private,221762,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,Private,342164,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
21,Private,176356,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,133239,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Federal-gov,169101,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,159442,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,174461,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,45,United-States,<=50K
43,Private,361280,10th,6,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,42,China,<=50K
52,State-gov,447579,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,England,<=50K
27,<undefined>,308995,Some-college,10,Divorced,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
61,Private,248448,7th-8th,4,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,161141,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,212465,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Self-emp-inc,170871,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
43,Local-gov,233865,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
51,Private,163052,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
35,Private,348690,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,34845,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,Germany,>50K
22,Private,206861,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,349230,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
20,Private,130840,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
19,Private,415354,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,132191,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,202466,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
27,<undefined>,224421,Some-college,10,Divorced,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,236804,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K
20,Private,107658,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,10,United-States,<=50K
47,Private,102771,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,221403,12th,8,Never-married,Other-service,Own-child,Black,Male,0,0,18,United-States,<=50K
76,<undefined>,211574,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,1,United-States,<=50K
39,Private,52645,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,276310,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
31,Private,134613,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,43,United-States,<=50K
44,Private,215479,HS-grad,9,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,20,Haiti,<=50K
53,Private,266529,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Private,265807,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Self-emp-not-inc,67716,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,178951,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,241126,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Private,176544,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
45,Private,169180,Some-college,10,Widowed,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
37,Self-emp-not-inc,282461,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
53,Private,157069,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
35,Private,99357,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,50,United-States,>50K
38,Self-emp-not-inc,414991,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,70,<undefined>,<=50K
65,Self-emp-inc,338316,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,59612,10th,6,Divorced,Farming-fishing,Unmarried,White,Male,0,0,70,United-States,<=50K
24,Private,220426,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,115912,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,27032,10th,6,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
19,Private,170720,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
60,Private,183162,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,192360,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
78,<undefined>,165694,Masters,14,Widowed,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
26,Private,128553,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
58,Private,209423,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,38,Cuba,<=50K
37,Self-emp-not-inc,121510,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,55,United-States,<=50K
41,Private,93793,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
30,Private,133602,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,391329,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
48,Private,96359,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Greece,>50K
22,Private,203894,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Female,0,0,24,United-States,<=50K
50,Private,196193,Masters,14,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,0,0,60,<undefined>,<=50K
25,Private,195994,1st-4th,2,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K
18,Private,50879,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,6,United-States,<=50K
21,Private,186849,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,201127,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,110998,HS-grad,9,Never-married,Other-service,Other-relative,Amer-Indian-Eskimo,Female,0,0,36,United-States,<=50K
39,Private,190466,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,2174,0,40,United-States,<=50K
67,Self-emp-not-inc,173935,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,8,United-States,>50K
19,Private,167140,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,1602,24,United-States,<=50K
18,Private,110230,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,11,United-States,<=50K
36,Private,287658,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
23,Private,224954,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,25,United-States,<=50K
25,<undefined>,394820,Some-college,10,Separated,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
40,Private,37618,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
73,Self-emp-not-inc,29306,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,37314,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
31,Private,420749,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,482732,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,206215,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,101364,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
66,Self-emp-inc,185369,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
66,Private,216856,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
64,Private,256019,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,348144,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,3325,0,53,United-States,<=50K
24,Private,190293,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Self-emp-not-inc,25932,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,176729,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
33,Private,166961,11th,7,Separated,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
50,Private,86373,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,320513,7th-8th,4,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,0,0,50,Dominican-Republic,<=50K
34,State-gov,190290,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
41,Local-gov,111891,7th-8th,4,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,45796,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,108496,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,2907,0,40,United-States,<=50K
41,Self-emp-not-inc,120539,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K
36,Self-emp-not-inc,164526,Masters,14,Never-married,Sales,Not-in-family,White,Male,10520,0,45,United-States,>50K
37,Private,323155,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,85,Mexico,<=50K
28,Private,65389,HS-grad,9,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
19,Private,414871,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,161607,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
62,Private,224953,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,261382,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,45,United-States,>50K
58,Self-emp-not-inc,231818,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Greece,<=50K
42,Self-emp-inc,184018,HS-grad,9,Divorced,Sales,Unmarried,White,Male,1151,0,50,United-States,<=50K
43,Self-emp-inc,133060,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,35032,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,State-gov,304212,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
64,Local-gov,50442,9th,5,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
39,Private,146091,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
26,Private,267431,Bachelors,13,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
19,Private,121240,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
21,Private,192572,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,45,United-States,<=50K
32,Private,211028,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,346122,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,5013,0,45,United-States,<=50K
26,Private,202203,Bachelors,13,Never-married,Adm-clerical,Other-relative,White,Female,0,0,50,United-States,<=50K
20,Private,159297,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,15,United-States,<=50K
19,Private,310158,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
33,Federal-gov,193246,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,42,United-States,>50K
23,Private,200089,Some-college,10,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
29,Private,38353,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
42,Private,76280,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,243665,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
63,Private,68872,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
34,Private,103596,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,88055,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,24,United-States,<=50K
48,Private,186203,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,257910,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,200227,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,124975,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,27828,0,55,United-States,>50K
32,Private,227669,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
22,Private,117210,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,Greece,<=50K
25,Private,76144,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
18,Private,98667,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
24,Local-gov,155818,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,44,United-States,<=50K
29,Private,283760,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
73,<undefined>,281907,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,3,United-States,<=50K
39,Private,186183,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
33,Self-emp-inc,202153,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,365683,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,>50K
22,Private,187538,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
33,<undefined>,209432,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
33,Private,126950,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
42,Private,110028,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,104660,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Male,0,0,45,United-States,<=50K
57,Self-emp-not-inc,437281,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,>50K
42,Private,259643,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K
22,Private,217961,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,1719,30,United-States,<=50K
21,<undefined>,134746,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
42,Self-emp-not-inc,120539,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
39,Private,25803,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
41,Private,63596,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,32,United-States,>50K
20,Local-gov,325493,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
47,Private,211239,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,206686,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,427965,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Private,218550,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,14084,0,16,United-States,>50K
71,Private,163385,Some-college,10,Widowed,Sales,Not-in-family,White,Male,0,0,35,United-States,>50K
52,Private,124993,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,55,United-States,<=50K
36,Private,107410,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,152373,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,>50K
37,Private,161226,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,>50K
26,Private,213799,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,204461,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
35,Private,377798,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
20,Private,116375,9th,5,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
34,Local-gov,210164,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
56,Self-emp-not-inc,258752,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
39,Private,327435,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,36,United-States,>50K
24,Private,301199,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,20,United-States,<=50K
24,Private,186221,11th,7,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
23,Private,203924,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,192236,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,Private,152035,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,201454,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,156580,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,37,United-States,>50K
51,Private,115851,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,106753,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
59,Private,359292,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
29,Private,83003,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
18,Private,78817,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
24,Private,200967,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,36,United-States,<=50K
38,State-gov,107164,Some-college,10,Separated,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,189674,HS-grad,9,Never-married,Priv-house-serv,Unmarried,Black,Female,0,0,28,<undefined>,<=50K
34,Self-emp-not-inc,90614,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Self-emp-not-inc,323790,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,70,United-States,>50K
45,Self-emp-not-inc,242552,12th,8,Divorced,Craft-repair,Other-relative,Black,Male,0,0,35,United-States,<=50K
21,Private,90935,Assoc-voc,11,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
64,Self-emp-inc,165667,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,60,Canada,>50K
32,Private,162604,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Black,Male,0,0,40,United-States,<=50K
45,Private,205424,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
53,Private,97411,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
42,Private,184857,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,16,United-States,<=50K
32,Private,165226,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,115784,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,368476,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,24,Mexico,<=50K
28,Private,53063,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
29,<undefined>,134566,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
32,Private,153471,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,35,United-States,<=50K
37,Self-emp-inc,107164,10th,6,Never-married,Transport-moving,Not-in-family,White,Male,0,2559,50,United-States,>50K
38,Private,180303,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,Japan,>50K
44,Local-gov,236321,HS-grad,9,Divorced,Transport-moving,Own-child,White,Male,0,0,25,United-States,<=50K
19,Private,141868,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
22,<undefined>,367655,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,203518,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,119558,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
56,Private,108276,Bachelors,13,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,385452,10th,6,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,162003,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,349028,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,45114,Bachelors,13,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
44,Private,112797,9th,5,Divorced,Other-service,Own-child,White,Female,0,0,50,United-States,<=50K
28,Private,183639,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,177121,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Private,239755,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,150361,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,293091,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
24,Private,200089,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,Mexico,>50K
40,Private,91836,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
23,Private,324960,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
79,Local-gov,84616,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,7,United-States,<=50K
44,Private,252930,10th,6,Divorced,Adm-clerical,Unmarried,Other,Female,0,0,42,United-States,<=50K
51,Private,44000,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,99999,0,50,United-States,>50K
30,Private,154843,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,99307,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,3103,0,48,United-States,>50K
41,Private,182567,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
33,Private,93206,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
50,Private,100109,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,45,United-States,>50K
51,Private,114927,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,40,United-States,>50K
41,Private,121287,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,189916,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,United-States,>50K
34,Private,157747,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
28,Private,39232,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
31,Self-emp-inc,133861,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,505980,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
67,<undefined>,183374,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,2329,0,15,United-States,<=50K
65,Private,193216,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,9386,0,40,United-States,>50K
39,Self-emp-not-inc,140752,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
23,Private,549349,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,179008,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
57,Self-emp-not-inc,190554,10th,6,Divorced,Exec-managerial,Own-child,White,Male,0,0,60,United-States,>50K
47,Private,80924,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
51,Local-gov,319054,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,60,United-States,<=50K
34,Private,297094,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
52,Private,170562,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
29,Private,240738,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Private,297544,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Local-gov,169905,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,149637,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,182526,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,158315,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
61,Self-emp-inc,227232,Bachelors,13,Separated,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,96483,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,8614,0,60,United-States,>50K
41,Private,286970,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
27,Local-gov,223529,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Male,0,0,43,United-States,<=50K
78,Self-emp-not-inc,316261,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,99999,0,20,United-States,>50K
40,Private,170214,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
26,Self-emp-not-inc,224361,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,<=50K
43,Private,124919,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,60,Japan,<=50K
55,<undefined>,103654,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
25,Private,306352,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,Mexico,<=50K
26,Self-emp-not-inc,227858,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,48,United-States,<=50K
43,Self-emp-inc,150533,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,68,United-States,>50K
25,Private,144478,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,Poland,<=50K
22,Private,254547,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,30,Jamaica,<=50K
52,Self-emp-not-inc,313243,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
61,Private,149981,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,2414,0,5,United-States,<=50K
42,Private,125461,Bachelors,13,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,306967,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,192976,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
65,Private,192133,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2290,0,40,Greece,<=50K
56,<undefined>,131608,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,10,United-States,<=50K
33,Federal-gov,339388,Assoc-acdm,12,Divorced,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,203240,10th,6,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,83827,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,24,United-States,<=50K
45,Self-emp-inc,160440,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K
42,Private,108502,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,42,United-States,<=50K
37,Private,410913,HS-grad,9,Married-spouse-absent,Farming-fishing,Unmarried,Other,Male,0,0,40,Mexico,<=50K
56,Private,193818,9th,5,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,<undefined>,163582,10th,6,Divorced,<undefined>,Unmarried,White,Female,0,0,16,<undefined>,<=50K
40,Private,103789,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,32,United-States,<=50K
31,Private,34572,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
26,Private,43408,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
26,State-gov,105787,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
42,Self-emp-inc,90693,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
45,Self-emp-not-inc,285575,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
47,Local-gov,56482,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,7688,0,50,United-States,>50K
22,Private,496025,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
33,Private,382764,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,259284,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,50,United-States,<=50K
48,Self-emp-not-inc,185385,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,98,United-States,<=50K
57,Self-emp-not-inc,286836,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,8,United-States,<=50K
47,Private,139145,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
58,Local-gov,44246,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,169611,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,133403,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
29,Private,187327,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,180032,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,46561,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
23,Private,86065,12th,8,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Self-emp-not-inc,256014,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,188403,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,396758,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,70,United-States,>50K
25,Private,60485,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
32,Private,271276,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,80,United-States,>50K
56,Private,229525,9th,5,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
33,Private,34574,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,43,United-States,<=50K
19,State-gov,112432,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
20,Private,105312,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,18,United-States,<=50K
34,Private,221396,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,304872,9th,5,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,319733,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,176012,9th,5,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,23,United-States,<=50K
31,Private,213750,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,248384,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,351187,HS-grad,9,Divorced,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
51,Private,138179,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,1876,40,United-States,<=50K
59,Private,50223,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,117477,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,36,United-States,<=50K
40,Private,194360,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,118108,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
25,Local-gov,90730,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
18,Self-emp-inc,38307,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,30,United-States,<=50K
41,Private,116391,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,210496,10th,6,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,168475,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Private,174386,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
39,Private,166744,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
19,Private,375114,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,373469,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,339667,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,41,United-States,<=50K
39,Private,91711,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Private,82049,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,236242,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
57,Self-emp-inc,140319,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
33,Local-gov,34080,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
56,Private,204816,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
60,Private,187124,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,72310,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
58,Private,175127,12th,8,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,205707,Masters,14,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,10520,0,50,United-States,>50K
45,Local-gov,236586,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,55,United-States,>50K
18,Private,71792,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
56,Private,87584,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,136878,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
40,Private,287983,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,0,2258,48,Philippines,<=50K
38,Private,110607,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
58,Private,109015,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,235071,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,50,United-States,<=50K
63,Private,88653,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
51,Private,332243,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,<undefined>,291547,5th-6th,3,Married-civ-spouse,<undefined>,Wife,Other,Female,0,0,40,Mexico,<=50K
44,Private,45093,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
46,Federal-gov,161337,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,State-gov,211222,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,295117,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,England,>50K
31,Private,206541,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,238415,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
21,Private,29810,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
30,Private,108023,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,114324,Assoc-voc,11,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
54,Private,172281,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2051,50,United-States,<=50K
59,Local-gov,197290,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,191177,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
57,Private,562558,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,79531,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
53,Self-emp-inc,157881,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
58,Self-emp-not-inc,204816,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
19,Private,185695,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
39,Self-emp-inc,167482,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Self-emp-inc,83748,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,70,South,<=50K
27,Private,39232,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,236827,9th,5,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,154410,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,135308,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,0,40,United-States,<=50K
33,Private,204042,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
20,Private,308239,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
55,Private,183884,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
39,Private,98948,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,141642,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,162623,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Self-emp-inc,186934,Bachelors,13,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,179512,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
25,Private,391192,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,24,United-States,<=50K
31,Private,87054,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,30008,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,113466,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
70,Private,642830,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Female,0,0,32,United-States,<=50K
23,Private,182117,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,162432,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,242184,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
47,Private,170850,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,4064,0,60,United-States,<=50K
56,Private,435022,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
79,Private,120707,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,35,El-Salvador,>50K
20,Private,170800,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
30,Private,268575,HS-grad,9,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
27,Private,269354,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,<undefined>,<=50K
40,Private,224232,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
60,<undefined>,153072,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,5,United-States,<=50K
58,Private,177368,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
71,Self-emp-not-inc,163293,Prof-school,15,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,2,United-States,<=50K
50,Private,178530,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
29,Local-gov,183523,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,Iran,<=50K
33,Private,207267,10th,6,Separated,Other-service,Unmarried,White,Female,3418,0,35,United-States,<=50K
60,State-gov,27037,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
33,Private,176711,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
43,Private,163215,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,<undefined>,>50K
33,Private,394727,10th,6,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,40,United-States,<=50K
33,Private,195488,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,52,United-States,<=50K
32,State-gov,443546,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,121023,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,9,United-States,<=50K
38,Private,51838,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
38,Private,258888,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
39,State-gov,189385,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Female,0,0,30,United-States,<=50K
17,Private,198146,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
21,Private,337766,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,210525,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,>50K
42,Private,185602,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
36,Private,173804,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,251243,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
37,Self-emp-not-inc,415847,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,119793,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,181705,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,182360,HS-grad,9,Separated,Prof-specialty,Unmarried,Other,Female,0,0,60,Puerto-Rico,<=50K
49,Private,61885,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,146520,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,323790,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,146268,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Federal-gov,287031,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,8614,0,40,United-States,>50K
33,Local-gov,292217,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,88126,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,143046,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,401623,Some-college,10,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,Jamaica,>50K
36,Self-emp-not-inc,283122,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1902,60,United-States,>50K
84,Self-emp-not-inc,155057,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
23,Private,260254,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,152292,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
55,Self-emp-inc,138594,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
30,Self-emp-not-inc,523095,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,Private,175262,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
55,Private,323706,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
34,Private,316470,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,163815,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
27,Private,72208,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
52,Local-gov,74784,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
36,Private,383518,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,99999,0,40,United-States,>50K
25,Self-emp-not-inc,266668,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,347519,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
24,Private,336088,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,50,United-States,<=50K
36,Private,190350,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,Private,204052,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
66,<undefined>,31362,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
90,Self-emp-not-inc,155981,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,10566,0,50,United-States,<=50K
67,Private,195161,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,60,United-States,>50K
22,Self-emp-inc,269583,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,2580,0,40,United-States,<=50K
47,Private,26994,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
32,Private,116539,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,55,United-States,>50K
55,Self-emp-not-inc,189933,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,101283,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,113598,Some-college,10,Separated,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
21,Private,188793,HS-grad,9,Married-civ-spouse,Sales,Husband,Other,Male,0,0,35,United-States,<=50K
33,Private,109996,Assoc-acdm,12,Married-spouse-absent,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,195681,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,48,<undefined>,<=50K
47,Private,436770,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,84253,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
44,Self-emp-inc,383493,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
23,Private,216867,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,37,Mexico,<=50K
18,Private,401051,10th,6,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
56,Private,83196,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,325596,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
43,Private,187322,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,193949,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,60,United-States,<=50K
26,Private,133373,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,42,United-States,<=50K
42,Private,113324,HS-grad,9,Widowed,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
23,Private,178818,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Self-emp-not-inc,152810,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,335997,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,55,United-States,>50K
40,Private,436493,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
27,Private,704108,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Local-gov,150084,Some-college,10,Separated,Protective-serv,Not-in-family,White,Male,0,0,60,United-States,<=50K
42,Private,341204,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Female,0,0,40,United-States,<=50K
41,Private,187336,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,204209,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
42,Self-emp-not-inc,206066,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,<=50K
38,Private,63509,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
63,Self-emp-not-inc,391121,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
31,Private,56026,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Self-emp-not-inc,60981,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,4,United-States,<=50K
21,Private,228255,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
24,Private,86745,Bachelors,13,Married-civ-spouse,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
55,Private,234327,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,59948,9th,5,Never-married,Adm-clerical,Unmarried,Black,Female,114,0,20,United-States,<=50K
31,Private,137814,Some-college,10,Divorced,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
23,Private,167692,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
35,Private,245090,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
51,Self-emp-not-inc,256963,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,160033,Some-college,10,Never-married,Protective-serv,Own-child,White,Female,0,0,30,United-States,<=50K
38,Local-gov,289430,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K
52,Local-gov,305053,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,United-States,<=50K
70,Self-emp-not-inc,172370,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
53,Private,320510,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,171355,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,65027,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,43,United-States,<=50K
18,Private,215190,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
41,<undefined>,149385,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
19,<undefined>,169324,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,10,United-States,<=50K
24,Private,138938,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,557082,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
32,Private,273287,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,Jamaica,<=50K
34,Self-emp-not-inc,77209,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,60,United-States,>50K
35,Private,317153,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,95469,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,45,United-States,>50K
18,Private,302859,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
37,Private,333651,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,<=50K
30,Private,177596,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
40,Self-emp-inc,157240,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,30,Iran,>50K
22,Private,184779,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Local-gov,138358,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,28,United-States,<=50K
70,Private,176285,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,23,United-States,<=50K
43,Private,102180,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
77,Self-emp-not-inc,209507,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,229741,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,324546,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,39,United-States,<=50K
51,Private,337195,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1902,50,United-States,>50K
58,State-gov,194068,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
22,Private,250647,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,12,United-States,<=50K
33,Private,477106,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,104329,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,224566,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
32,Private,169841,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,55,United-States,<=50K
41,Private,42563,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,25,United-States,>50K
37,Private,31368,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,132755,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
50,Private,279129,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
31,<undefined>,86143,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
54,State-gov,44172,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,38,United-States,<=50K
23,State-gov,93076,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
40,Private,146653,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
29,Private,221366,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,Germany,<=50K
38,Private,189404,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,35,<undefined>,<=50K
30,Private,172304,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
20,Private,116666,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,8,India,<=50K
43,Self-emp-not-inc,64112,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,55718,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,25,United-States,<=50K
39,Private,126675,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
48,Private,102112,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
41,Self-emp-not-inc,226505,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,211527,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,175069,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,Yugoslavia,<=50K
25,Private,25249,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,73411,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,207185,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,Puerto-Rico,>50K
66,Private,127139,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
34,Private,41809,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,297449,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,14084,0,40,United-States,>50K
46,Private,141483,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
42,Local-gov,117227,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
46,Private,377401,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,70,Canada,>50K
34,Local-gov,167063,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,253759,Some-college,10,Married-civ-spouse,Tech-support,Wife,Black,Female,0,0,40,United-States,<=50K
42,Private,183096,Some-college,10,Divorced,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,269654,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
70,<undefined>,293076,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
32,Private,34104,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,80057,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Germany,>50K
42,Self-emp-inc,369781,7th-8th,4,Divorced,Craft-repair,Unmarried,White,Male,0,0,25,United-States,<=50K
21,Private,223811,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,163053,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,189461,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,55,United-States,<=50K
50,Local-gov,145166,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
37,Private,86310,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
19,<undefined>,263224,11th,7,Never-married,<undefined>,Unmarried,White,Female,0,0,30,United-States,<=50K
44,Federal-gov,280362,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,301031,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
30,Private,74966,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,24,United-States,<=50K
36,Private,254493,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
49,Self-emp-not-inc,204241,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
29,Private,225024,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Local-gov,148222,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
75,State-gov,113868,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,20,United-States,>50K
42,Private,132633,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
37,Private,44780,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,86373,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,25,United-States,<=50K
61,Local-gov,176753,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,48,United-States,<=50K
33,Private,164707,Assoc-acdm,12,Never-married,Exec-managerial,Unmarried,White,Female,2174,0,55,<undefined>,<=50K
50,Local-gov,370733,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
59,Private,216851,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,137951,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
22,Private,185279,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
56,Private,159724,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
44,Private,103233,Bachelors,13,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,63509,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,174353,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,168109,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,15024,0,50,United-States,>50K
27,Private,159724,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,105010,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2051,20,United-States,<=50K
30,Private,179112,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,40,<undefined>,<=50K
46,Private,364913,11th,7,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
48,Self-emp-inc,155664,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
61,Private,230568,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
33,Private,86492,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,87,United-States,<=50K
40,Private,71305,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,189933,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
46,Self-emp-inc,191978,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,50,United-States,>50K
35,Private,38948,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-inc,139127,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
37,Private,301568,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
64,Private,149044,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,2057,60,China,<=50K
41,Private,197344,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,54,United-States,<=50K
18,Private,32244,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,594,0,30,United-States,<=50K
44,Self-emp-not-inc,315406,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,88,United-States,<=50K
41,State-gov,47170,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,0,0,48,United-States,>50K
33,State-gov,208785,Some-college,10,Separated,Prof-specialty,Not-in-family,White,Male,10520,0,40,United-States,>50K
37,Private,196338,9th,5,Separated,Priv-house-serv,Unmarried,White,Female,0,0,16,Mexico,<=50K
34,Private,269243,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
24,Federal-gov,215115,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,<undefined>,<=50K
20,Private,117767,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,176101,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,138283,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Self-emp-not-inc,132320,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,45,United-States,<=50K
22,Federal-gov,471452,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,8,United-States,<=50K
55,Private,147653,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,73,United-States,<=50K
20,Private,49179,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
26,Private,174921,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Self-emp-inc,95997,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,70,United-States,<=50K
40,Private,247245,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,67072,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
54,<undefined>,95329,Some-college,10,Divorced,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
24,Private,107882,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,241825,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,46,United-States,<=50K
18,Private,79443,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,8,United-States,<=50K
49,Self-emp-not-inc,233059,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,226980,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,17,United-States,<=50K
34,Self-emp-not-inc,181087,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,305597,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
49,Federal-gov,311671,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
74,Private,129879,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,15831,0,40,United-States,>50K
37,Private,83375,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,115824,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1573,40,United-States,<=50K
40,Private,141657,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,United-States,>50K
34,Private,50276,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,27828,0,40,United-States,>50K
30,Private,177216,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,1740,40,Haiti,<=50K
44,Private,228057,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,Puerto-Rico,<=50K
40,Private,222848,10th,6,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,32,United-States,<=50K
58,Private,121111,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,Greece,<=50K
44,Private,298885,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,149909,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,>50K
39,Private,387430,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,18,United-States,<=50K
19,Private,121972,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
41,Private,280167,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,70,United-States,>50K
29,State-gov,191355,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Federal-gov,112115,Some-college,10,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
38,<undefined>,104094,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
27,Private,211032,Preschool,1,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,41310,0,24,Mexico,<=50K
54,Private,199307,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,48,United-States,<=50K
40,Private,205175,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,37,United-States,<=50K
19,Private,257750,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,25,United-States,<=50K
17,Private,191260,11th,7,Never-married,Other-service,Own-child,White,Male,594,0,10,United-States,<=50K
33,Private,342730,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,<=50K
80,Private,249983,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
24,Self-emp-not-inc,161508,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
28,Private,338376,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,334308,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,30,United-States,>50K
21,Private,133471,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,129177,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
19,Private,178811,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
42,Private,178537,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
60,Self-emp-not-inc,235535,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
20,<undefined>,298155,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
51,Private,145114,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,194096,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
37,State-gov,191779,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,159732,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,52,United-States,<=50K
42,Federal-gov,170230,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,60,United-States,>50K
40,Private,104719,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,163083,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,403552,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,32,United-States,<=50K
62,Private,218009,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1977,60,United-States,>50K
47,Private,179313,10th,6,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
26,Private,51961,12th,8,Never-married,Sales,Other-relative,Black,Male,0,0,51,United-States,<=50K
59,Private,426001,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,20,Puerto-Rico,<=50K
70,Local-gov,176493,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,17,United-States,<=50K
26,Private,124068,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
47,Private,108510,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
25,Private,181528,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,<=50K
52,Self-emp-inc,173754,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
46,Private,169699,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,126849,10th,6,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,20,United-States,<=50K
34,Private,204470,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
53,State-gov,116367,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,4650,0,40,United-States,<=50K
22,Private,117363,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
39,Local-gov,106297,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Male,0,0,42,United-States,<=50K
54,Self-emp-not-inc,108933,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
24,Private,190143,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,246677,HS-grad,9,Separated,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
38,Private,175360,10th,6,Never-married,Prof-specialty,Not-in-family,White,Male,0,2559,90,United-States,>50K
41,Local-gov,210259,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Private,166304,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,33,United-States,<=50K
43,Private,303051,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
39,Private,49308,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,192262,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
49,Local-gov,192349,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,4650,0,40,United-States,<=50K
37,Self-emp-not-inc,48063,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
43,Private,170214,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
54,Federal-gov,51048,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-inc,246562,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,>50K
57,Local-gov,215175,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,114967,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Private,464536,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,451996,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,138852,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,State-gov,353012,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-inc,321822,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,75,United-States,>50K
50,Self-emp-not-inc,324506,HS-grad,9,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,48,South,<=50K
36,Private,162256,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Local-gov,356689,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,260199,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
36,Private,103605,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,316211,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,308691,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
39,Private,194404,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
18,Private,334427,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,36,United-States,<=50K
33,Private,213226,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
35,Private,342824,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,1151,0,40,United-States,<=50K
23,Private,33105,Some-college,10,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
37,Private,147638,Bachelors,13,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,36,Philippines,<=50K
25,Private,315643,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
51,Federal-gov,106257,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,<=50K
35,Private,342768,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,108960,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
66,<undefined>,168071,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
32,Private,136935,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,13,United-States,<=50K
37,Self-emp-not-inc,188774,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,55,United-States,>50K
29,Private,280344,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
45,Private,202496,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,37,United-States,<=50K
61,Self-emp-inc,134768,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,175686,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,194748,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,49,United-States,<=50K
49,Private,61307,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,38,United-States,<=50K
51,Self-emp-not-inc,165001,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,25236,0,50,United-States,>50K
34,Private,325658,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,201844,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,40,Mexico,<=50K
20,Private,505980,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,185336,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,37,United-States,<=50K
49,Self-emp-inc,362795,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,99999,0,80,Mexico,>50K
26,Private,126829,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Private,264600,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
36,Private,82743,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,Iran,<=50K
63,Self-emp-not-inc,125178,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,Private,128487,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,10,United-States,<=50K
40,Private,321758,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,128220,7th-8th,4,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
49,Private,176814,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Canada,<=50K
35,Private,188069,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,13550,0,55,<undefined>,>50K
23,State-gov,156423,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
25,Private,169905,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,27828,0,40,United-States,>50K
34,<undefined>,157289,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,176972,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
44,Self-emp-not-inc,171424,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,2205,35,United-States,<=50K
33,Private,91811,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,203924,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,2597,0,45,United-States,<=50K
55,Private,177484,11th,7,Married-civ-spouse,Other-service,Husband,Black,Male,0,1672,40,United-States,<=50K
17,<undefined>,454614,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,8,United-States,<=50K
75,Self-emp-not-inc,242108,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,2346,0,15,United-States,<=50K
61,Private,132972,9th,5,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
53,Private,157947,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Local-gov,177482,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
48,Private,246891,Some-college,10,Widowed,Sales,Unmarried,White,Male,0,0,50,United-States,>50K
28,State-gov,158834,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
30,<undefined>,203834,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,50,Taiwan,<=50K
29,Private,110442,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,240676,Some-college,10,Divorced,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,192939,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,260696,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,<=50K
40,Local-gov,55363,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,144949,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
55,Private,116878,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,30,United-States,>50K
31,Local-gov,357954,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,20,United-States,<=50K
21,<undefined>,170038,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,190290,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Italy,<=50K
26,State-gov,203279,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,2463,0,50,India,<=50K
26,Private,167761,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
44,Private,138845,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,144844,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,52,United-States,>50K
21,<undefined>,161930,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,1504,30,United-States,<=50K
26,Private,55743,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,30,United-States,<=50K
40,Self-emp-not-inc,117721,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
19,Self-emp-not-inc,116385,11th,7,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,301867,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,238913,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,123983,Some-college,10,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Male,0,0,63,South,<=50K
26,Private,165510,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
64,Private,183513,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
42,Self-emp-inc,119281,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
41,Private,152629,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
45,Private,110171,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,211440,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
41,Local-gov,359259,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,125796,11th,7,Separated,Other-service,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
34,Private,39609,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,111567,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,45,Germany,>50K
23,Private,44064,Some-college,10,Separated,Other-service,Not-in-family,White,Male,0,2559,40,United-States,>50K
35,Self-emp-not-inc,120066,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
41,Private,132633,11th,7,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,25,Guatemala,<=50K
39,Private,192702,Masters,14,Never-married,Craft-repair,Not-in-family,White,Female,0,0,50,United-States,<=50K
41,Private,166813,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
33,Self-emp-inc,40444,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,290504,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
25,Private,178505,Some-college,10,Never-married,Exec-managerial,Other-relative,White,Female,0,1504,45,United-States,<=50K
25,Private,175370,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
77,Self-emp-not-inc,72931,7th-8th,4,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,0,0,20,Italy,>50K
33,<undefined>,234542,Assoc-voc,11,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
66,Private,284021,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,277974,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
44,Private,111275,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
45,Self-emp-inc,191776,Masters,14,Divorced,Sales,Unmarried,White,Female,25236,0,42,United-States,>50K
28,Private,125527,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
19,Private,38294,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,2597,0,40,United-States,<=50K
43,Private,313022,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,4386,0,40,United-States,>50K
39,Private,179668,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,15024,0,40,United-States,>50K
33,Private,198660,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,216116,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
62,Private,200922,7th-8th,4,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,153372,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
41,Private,406603,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,6,Iran,<=50K
23,Local-gov,248344,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,30,United-States,<=50K
48,Private,240629,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,>50K
38,Private,314310,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,259785,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
45,Private,127111,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
29,Private,178272,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
66,Local-gov,75134,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,25,United-States,<=50K
19,Private,195985,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
23,Private,221955,9th,5,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,39,Mexico,<=50K
34,Private,177675,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
39,Private,182828,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Self-emp-not-inc,270889,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
43,Private,183096,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,10,United-States,<=50K
27,Private,336951,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,99,United-States,<=50K
33,State-gov,295589,Some-college,10,Separated,Adm-clerical,Own-child,Black,Male,0,0,35,United-States,<=50K
26,Private,289980,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,Mexico,<=50K
56,Self-emp-inc,70720,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,27828,0,60,United-States,>50K
46,Private,163352,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,36,United-States,<=50K
38,Private,190776,Assoc-acdm,12,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
90,Private,313986,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
72,Self-emp-inc,473748,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,>50K
20,Private,163003,HS-grad,9,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,15,United-States,<=50K
29,Private,183061,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K
49,Private,123584,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,<=50K
23,Private,120910,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
20,Private,227554,Some-college,10,Married-spouse-absent,Sales,Own-child,Black,Female,0,0,18,United-States,<=50K
57,Private,182677,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,4508,0,40,South,<=50K
46,Private,214955,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,209768,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
24,Private,258120,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,Jamaica,<=50K
49,Private,110015,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Greece,<=50K
54,Private,152652,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
46,Federal-gov,43206,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,50,United-States,>50K
31,Self-emp-not-inc,114639,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
43,Self-emp-inc,221172,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
18,<undefined>,128538,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,6,United-States,<=50K
19,Private,131615,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,353824,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,178417,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,178644,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,271665,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
37,<undefined>,223732,Some-college,10,Separated,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Federal-gov,169003,12th,8,Never-married,Adm-clerical,Own-child,Black,Male,0,0,25,United-States,<=50K
52,State-gov,338816,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,70,United-States,>50K
34,Private,506858,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,United-States,>50K
28,Private,265628,Assoc-voc,11,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,173495,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,177413,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
39,Private,31670,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
49,Private,154451,11th,7,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,35,United-States,<=50K
35,Private,265535,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,50,Jamaica,>50K
31,Private,118941,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,214617,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
47,Local-gov,265097,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,4386,0,40,United-States,>50K
46,Private,276087,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,5013,0,50,United-States,<=50K
43,Private,124692,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
51,Federal-gov,306784,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K
21,Private,434102,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,<undefined>,387641,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
31,State-gov,181824,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,35,United-States,>50K
39,Local-gov,177907,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,40,United-States,>50K
58,Private,87329,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K
36,Private,263130,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,262882,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
31,Private,37546,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,35,United-States,>50K
19,Private,27433,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,393945,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,0,0,36,United-States,<=50K
26,Private,173927,Assoc-voc,11,Never-married,Prof-specialty,Own-child,Other,Female,0,0,60,Jamaica,<=50K
38,Private,343403,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,16,United-States,<=50K
36,Private,111128,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
40,Private,193882,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
25,Private,310864,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
41,Private,128354,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,25,United-States,>50K
33,Private,113364,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
63,<undefined>,198559,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,16,United-States,<=50K
51,Private,136913,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,115488,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,154227,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,279667,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
30,Self-emp-not-inc,281030,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,66,United-States,<=50K
19,Private,283945,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
47,Private,454989,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
26,Private,391349,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,State-gov,166704,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,14,United-States,<=50K
36,Private,151835,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,>50K
60,Private,199085,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,61487,HS-grad,9,Never-married,Prof-specialty,Unmarried,Black,Male,0,0,40,United-States,<=50K
19,Private,120251,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,14,United-States,<=50K
42,Private,273230,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,90,United-States,<=50K
36,Private,358373,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Female,0,0,36,United-States,<=50K
35,Private,267891,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,38,United-States,<=50K
22,Private,234880,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
54,Private,48358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,96452,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
55,Private,204751,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
57,Private,375868,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,413373,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,36,United-States,<=50K
24,Private,537222,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
35,Local-gov,33975,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-inc,162327,11th,7,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,182691,HS-grad,9,Divorced,Exec-managerial,Own-child,White,Male,0,0,44,United-States,<=50K
36,Private,300829,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,42,United-States,<=50K
51,Local-gov,114508,9th,5,Separated,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
46,Self-emp-inc,214627,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
42,Private,129684,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Black,Female,5455,0,50,United-States,<=50K
25,State-gov,120041,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,361138,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,50,United-States,<=50K
37,Private,76893,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,205424,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,40,United-States,>50K
61,Private,176839,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
40,Private,229148,12th,8,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,Jamaica,<=50K
58,Self-emp-inc,154537,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,20,United-States,>50K
52,Private,181901,HS-grad,9,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,0,0,20,Mexico,<=50K
18,Private,152004,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
27,Private,205188,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,30840,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,45,United-States,<=50K
63,Private,66634,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,16,United-States,<=50K
38,Self-emp-not-inc,180220,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,291052,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2051,40,United-States,<=50K
40,Self-emp-not-inc,99651,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
41,Private,327723,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,32291,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,2174,0,40,United-States,<=50K
31,Private,345122,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,14084,0,50,United-States,>50K
32,Private,127384,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
30,Private,363296,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,72,United-States,<=50K
39,Local-gov,86551,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1876,40,United-States,<=50K
28,Private,30070,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,595000,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Female,0,0,35,United-States,<=50K
21,<undefined>,152328,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
33,<undefined>,177824,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
44,State-gov,111483,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,Private,199555,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,25,United-States,<=50K
42,Private,50018,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
36,Private,218490,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
39,Private,49020,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,1974,40,United-States,<=50K
61,Private,213321,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,40,United-States,<=50K
31,Private,159187,HS-grad,9,Divorced,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,83033,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,Germany,<=50K
39,Self-emp-not-inc,31848,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,2829,0,90,United-States,<=50K
34,Self-emp-not-inc,24961,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
21,Private,182117,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
75,Self-emp-not-inc,146576,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Male,0,0,48,United-States,>50K
21,Private,176690,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
81,Private,122651,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
54,Self-emp-inc,149650,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,Canada,<=50K
34,Private,454508,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,Iran,<=50K
54,Self-emp-not-inc,269068,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99999,0,50,Philippines,>50K
41,Private,266530,HS-grad,9,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,0,0,45,United-States,<=50K
61,<undefined>,198542,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Private,133144,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,2580,0,20,United-States,<=50K
24,Private,217961,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,221661,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K
44,Local-gov,60735,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K
47,Self-emp-not-inc,121124,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,48588,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,48087,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,1590,40,United-States,<=50K
53,Self-emp-not-inc,240138,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
63,Private,273010,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,3471,0,40,United-States,<=50K
44,Private,104196,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
37,Private,230035,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,>50K
28,Private,38918,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Germany,>50K
71,<undefined>,205011,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
57,Private,176079,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,180052,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K
33,Local-gov,173005,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1848,45,United-States,>50K
30,Private,378723,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,55,United-States,<=50K
20,Private,233624,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,192591,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
54,Private,249860,11th,7,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,10,United-States,<=50K
20,Private,247564,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,238912,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,190227,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
29,State-gov,293287,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,180807,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,250217,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,70,United-States,<=50K
19,Private,217418,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,38,United-States,<=50K
22,Local-gov,137510,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
59,State-gov,163047,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
18,Private,577521,11th,7,Never-married,Sales,Own-child,White,Male,0,0,13,United-States,<=50K
22,Private,221533,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
42,Local-gov,255675,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,114079,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,155781,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
28,Private,243762,11th,7,Separated,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,113062,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,7,United-States,<=50K
67,Private,217028,Masters,14,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,110723,11th,7,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
47,Federal-gov,191858,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
23,Private,179423,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,5,United-States,<=50K
20,Private,339588,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Peru,<=50K
22,Private,206815,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,Peru,<=50K
47,State-gov,103743,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,235683,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
64,<undefined>,207321,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
35,State-gov,197495,Some-college,10,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Federal-gov,424012,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,178469,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
73,Self-emp-inc,92886,10th,6,Widowed,Sales,Unmarried,White,Female,0,0,40,Canada,<=50K
38,Self-emp-not-inc,214008,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
59,Self-emp-not-inc,325732,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,52,United-States,>50K
35,Private,28572,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4064,0,35,United-States,<=50K
18,Private,118376,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
24,Private,51799,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
33,Local-gov,115488,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,190621,Some-college,10,Divorced,Exec-managerial,Other-relative,Black,Female,0,0,55,United-States,<=50K
55,Private,193568,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,192878,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,264663,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K
22,Private,234731,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,308373,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
45,Private,205644,HS-grad,9,Separated,Tech-support,Not-in-family,White,Female,0,0,26,United-States,<=50K
47,Local-gov,321851,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
56,Private,206399,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,124563,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
32,State-gov,198211,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
17,Private,130795,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
44,Private,71269,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Self-emp-not-inc,319280,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,80,United-States,<=50K
35,Private,125933,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
27,Private,107236,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,32732,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
68,Private,284763,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
20,Private,112668,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
33,Private,376483,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
24,Private,402778,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
48,Private,36177,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
45,Private,125489,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
48,Private,304791,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,209205,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
60,<undefined>,112821,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,>50K
39,Local-gov,178100,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,70261,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
23,State-gov,186634,12th,8,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,32958,Some-college,10,Separated,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
25,Private,254746,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
52,Private,158746,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,140854,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,51506,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,189564,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,42,United-States,>50K
37,Federal-gov,325538,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
58,Private,213975,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Self-emp-not-inc,431426,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,2,United-States,<=50K
48,Private,199763,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,8,United-States,<=50K
63,Private,161563,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
24,Local-gov,252024,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,>50K
43,Private,43945,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,178487,HS-grad,9,Divorced,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
32,Private,604506,HS-grad,9,Married-civ-spouse,Transport-moving,Own-child,White,Male,0,0,72,Mexico,<=50K
36,Private,228157,Some-college,10,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
43,Private,199191,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Private,189775,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
17,Private,171080,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
45,Private,117310,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,46,United-States,<=50K
41,Self-emp-inc,82049,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,126094,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
18,<undefined>,202516,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
48,Local-gov,246392,Assoc-acdm,12,Separated,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
51,<undefined>,69328,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
26,Private,292803,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
54,Private,286989,Preschool,1,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,190483,Some-college,10,Divorced,Sales,Own-child,White,Female,0,0,48,Iran,<=50K
19,Private,235849,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,35,United-States,<=50K
47,Private,359766,7th-8th,4,Divorced,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
32,Private,128016,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
46,Private,360096,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
30,Private,170154,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,>50K
35,Private,337286,Masters,14,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
52,Private,204322,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,5013,0,40,United-States,<=50K
73,Self-emp-not-inc,143833,12th,8,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,18,United-States,<=50K
17,Private,365613,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,10,Canada,<=50K
32,Private,100135,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
43,Local-gov,180096,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
19,<undefined>,371827,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,Portugal,<=50K
26,Private,61270,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Other,Female,0,0,40,Columbia,<=50K
41,Federal-gov,564135,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Private,198759,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
52,State-gov,303462,Some-college,10,Separated,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,193106,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,32,United-States,<=50K
57,Private,250201,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,52,United-States,<=50K
35,Private,200426,Assoc-voc,11,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,0,0,44,United-States,<=50K
33,Private,222654,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,53366,7th-8th,4,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
42,Private,132222,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,60,United-States,<=50K
17,Private,100828,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
49,Private,31264,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
39,Private,202027,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
34,Self-emp-not-inc,168906,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
37,Self-emp-not-inc,255454,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
22,Private,245524,12th,8,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
27,Private,386040,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
21,Private,35424,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
59,<undefined>,93655,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,152629,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,3103,0,40,United-States,>50K
53,Self-emp-not-inc,151159,10th,6,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,0,0,99,United-States,<=50K
26,Private,410240,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,138970,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
39,Private,269722,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
34,Private,223678,HS-grad,9,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,32,United-States,<=50K
54,State-gov,197184,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
36,Private,143486,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,50,United-States,>50K
60,Private,160625,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,United-States,<=50K
50,Private,140516,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
48,Local-gov,85341,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,108293,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,2205,40,United-States,<=50K
40,Self-emp-not-inc,192507,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
30,Private,186932,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
65,Self-emp-not-inc,223580,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,6514,0,40,United-States,>50K
31,Private,236861,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
46,Local-gov,327886,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
67,<undefined>,407618,9th,5,Divorced,<undefined>,Not-in-family,White,Female,2050,0,40,United-States,<=50K
62,Self-emp-inc,197060,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,229180,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,Cuba,<=50K
24,Private,284317,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
24,Private,73514,Some-college,10,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,50,Philippines,<=50K
27,Private,47907,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K
43,State-gov,134782,Assoc-acdm,12,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
48,Private,118831,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,0,0,40,South,<=50K
41,Private,299505,HS-grad,9,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,267161,Some-college,10,Married-civ-spouse,Tech-support,Wife,Black,Female,0,0,45,United-States,<=50K
38,Private,119177,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
45,Private,327886,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
45,Private,187730,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,109015,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
46,Self-emp-not-inc,110015,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,75,Greece,<=50K
24,Private,104146,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
31,Local-gov,50442,Some-college,10,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,0,0,25,United-States,<=50K
35,Private,57640,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
37,Local-gov,333664,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,224858,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,290641,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
60,<undefined>,191118,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,1848,40,United-States,>50K
25,Private,34402,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1590,60,United-States,<=50K
33,Private,245378,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,179136,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,116788,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,129699,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,39606,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,England,>50K
44,Self-emp-inc,95150,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
63,Private,102479,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,199191,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
31,Private,229636,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Mexico,<=50K
26,Private,53833,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,<=50K
37,Self-emp-inc,27997,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,<undefined>,124487,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,>50K
33,Private,111363,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,107630,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,134287,Assoc-voc,11,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
46,Self-emp-inc,283004,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,63,Thailand,<=50K
24,Private,33616,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
47,Local-gov,121124,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
27,Private,188189,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Private,106255,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,282830,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
47,Private,243904,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,Honduras,<=50K
69,Private,165017,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Male,2538,0,40,United-States,<=50K
32,Private,131584,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
51,Private,427781,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,334291,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
50,Local-gov,173224,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
29,Private,87507,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,60,India,<=50K
32,Private,187560,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,3908,0,40,United-States,<=50K
27,Private,204497,10th,6,Divorced,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,0,0,75,United-States,<=50K
60,Private,230545,7th-8th,4,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,Cuba,<=50K
31,Private,118161,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,150499,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Local-gov,96554,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,288551,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,52,United-States,>50K
69,Self-emp-not-inc,104003,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
54,Self-emp-inc,124963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
56,Private,198388,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,126204,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,91709,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,45,United-States,<=50K
34,Self-emp-not-inc,152109,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
24,Self-emp-not-inc,191954,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
63,Private,108097,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,10566,0,45,United-States,<=50K
29,Local-gov,289991,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
64,Private,92115,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,320277,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,33610,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,60,United-States,<=50K
36,Private,168276,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,State-gov,175127,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,38,United-States,>50K
37,Private,254973,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,United-States,>50K
37,Private,95336,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,65,United-States,<=50K
63,Private,346975,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,36,United-States,>50K
33,Private,227282,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,138153,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
57,Local-gov,174132,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,1977,40,United-States,>50K
31,Private,182237,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,4386,0,45,United-States,>50K
20,<undefined>,111252,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
58,Local-gov,217775,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
20,<undefined>,168863,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
25,Private,394503,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,141657,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,125441,11th,7,Never-married,Other-service,Own-child,White,Male,1055,0,20,United-States,<=50K
26,Private,172230,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,282944,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
45,Local-gov,55377,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
35,State-gov,49352,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
32,Private,213887,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,45,United-States,<=50K
61,Self-emp-not-inc,24046,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
26,State-gov,208122,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,15,United-States,<=50K
56,Private,176118,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
22,Private,227994,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,39,United-States,<=50K
49,Private,215389,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,48,United-States,<=50K
40,Private,99434,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,12,United-States,<=50K
37,Private,190964,HS-grad,9,Separated,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
23,<undefined>,113700,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
28,Private,259840,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
27,Private,168827,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-inc,28984,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,182211,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,82393,Some-college,10,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
28,Private,183639,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,21,United-States,<=50K
38,Private,342448,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
47,State-gov,469907,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1740,40,United-States,<=50K
28,Local-gov,211920,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
44,State-gov,33658,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
41,Federal-gov,34178,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,400630,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
73,Self-emp-not-inc,161251,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,0,24,United-States,<=50K
21,Private,255685,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,Outlying-US(Guam-USVI-etc),<=50K
38,Private,199256,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
64,<undefined>,143716,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,<=50K
47,Private,221666,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,145409,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,60,Canada,>50K
24,Private,39615,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Private,104440,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,151382,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,White,Male,0,974,40,United-States,<=50K
61,Self-emp-not-inc,503675,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,>50K
58,Private,306233,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
51,Private,216475,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,1564,43,United-States,>50K
49,Private,50748,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,55,England,<=50K
23,Private,107190,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,20,United-States,<=50K
19,Private,206874,Assoc-voc,11,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
21,Private,83141,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,53,United-States,<=50K
56,Private,444089,11th,7,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,141896,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Federal-gov,33487,Some-college,10,Divorced,Tech-support,Unmarried,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
41,Private,65372,Doctorate,16,Divorced,Sales,Unmarried,White,Female,0,0,50,United-States,>50K
30,Private,341346,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,343403,Doctorate,16,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,20,<undefined>,<=50K
47,Private,287480,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Self-emp-inc,107287,10th,6,Widowed,Exec-managerial,Unmarried,White,Female,0,2559,50,United-States,>50K
55,Private,199067,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,32,United-States,<=50K
22,<undefined>,182771,Assoc-voc,11,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
31,Private,159737,10th,6,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Private,110643,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,4386,0,40,United-States,>50K
24,Private,117583,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,48,United-States,<=50K
49,Self-emp-not-inc,43479,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,203003,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,25,Germany,<=50K
50,Private,133963,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
38,Private,227794,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Self-emp-not-inc,112137,Some-college,10,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,20,South,<=50K
49,Self-emp-not-inc,110457,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
45,Private,281565,HS-grad,9,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,50,South,<=50K
46,Federal-gov,297906,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
19,Private,151506,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
31,Federal-gov,139455,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,Cuba,<=50K
38,Private,26987,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,233312,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
24,Private,161092,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
58,Local-gov,98361,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,188928,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,164922,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,185673,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,193598,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Mexico,<=50K
56,Private,274111,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
32,Private,245482,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
56,Private,160932,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,>50K
50,Private,44368,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,291374,HS-grad,9,Separated,<undefined>,Unmarried,Black,Female,0,0,30,United-States,<=50K
30,Private,280927,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,222993,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
42,Federal-gov,25240,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,204052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,74054,11th,7,Never-married,Sales,Own-child,Other,Female,0,0,20,<undefined>,<=50K
46,Private,169042,10th,6,Never-married,Other-service,Not-in-family,White,Female,0,0,25,Ecuador,<=50K
31,Private,104509,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,65,United-States,>50K
38,Local-gov,185394,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,40,United-States,>50K
44,Local-gov,254146,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-inc,227856,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,50,United-States,>50K
19,Private,183041,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
45,Private,107682,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
50,Self-emp-inc,287598,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
53,Private,182186,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Dominican-Republic,<=50K
41,Self-emp-inc,194636,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,65,United-States,>50K
45,Private,112305,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,212661,10th,6,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,39,United-States,<=50K
37,Private,32709,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
42,Federal-gov,46366,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,24106,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,30,United-States,<=50K
46,Private,170850,Bachelors,13,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,1590,40,<undefined>,<=50K
45,Self-emp-not-inc,40666,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,182975,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K
30,Private,345122,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
57,<undefined>,208311,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,80,United-States,>50K
37,Private,120045,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,56,United-States,<=50K
18,<undefined>,201299,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,152940,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
43,Private,243580,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
46,Private,182128,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,6497,0,50,United-States,<=50K
36,<undefined>,176458,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,28,United-States,<=50K
33,Private,101562,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,108699,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,175878,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Female,0,0,40,United-States,<=50K
34,Local-gov,177675,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,50,United-States,>50K
33,Private,213887,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,357619,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,Germany,<=50K
23,Private,435835,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,1669,55,United-States,<=50K
39,Private,165799,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,71469,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
19,Private,229745,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
47,Private,284916,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,45,United-States,>50K
46,Private,28419,Assoc-voc,11,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Private,26950,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,0,6,United-States,<=50K
47,Self-emp-not-inc,107231,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
52,Local-gov,512103,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,245090,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
58,Private,314153,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
32,Private,243988,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
54,Self-emp-not-inc,82551,Assoc-voc,11,Married-civ-spouse,Tech-support,Other-relative,White,Female,0,0,10,United-States,<=50K
20,Private,42706,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K
25,Private,235795,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
25,Self-emp-not-inc,108001,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,15,United-States,<=50K
36,State-gov,112497,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,1876,44,United-States,<=50K
69,Self-emp-not-inc,128206,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,30,United-States,<=50K
28,Private,224634,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
20,Private,362999,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
21,Private,346693,7th-8th,4,Never-married,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
37,Private,175759,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
21,Private,99199,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,32,United-States,<=50K
25,<undefined>,219987,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,13,United-States,<=50K
39,Private,143445,HS-grad,9,Married-civ-spouse,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
34,Private,118710,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,224185,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,118972,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
29,Private,165360,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,38950,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,89,United-States,<=50K
42,Self-emp-inc,277256,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
29,Private,247151,11th,7,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,213722,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,209955,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
41,Private,174395,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
45,Private,138626,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,1876,50,United-States,<=50K
22,<undefined>,179973,Assoc-voc,11,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,200207,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,44,United-States,<=50K
19,Private,156587,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
24,Private,33016,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,197496,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,<undefined>,<=50K
32,Private,153588,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,99736,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,15020,0,50,United-States,>50K
36,Private,284166,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,60,United-States,>50K
18,Private,716066,10th,6,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K
27,Private,188519,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,109080,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
52,Private,174421,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
24,Private,259351,Some-college,10,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,Mexico,<=50K
42,Federal-gov,284403,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,85319,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,60,United-States,>50K
20,<undefined>,201766,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
20,State-gov,340475,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
39,Private,487486,HS-grad,9,Widowed,Handlers-cleaners,Unmarried,White,Male,0,0,40,<undefined>,<=50K
68,<undefined>,484298,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
35,Private,170617,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,48,United-States,<=50K
54,Private,94055,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,117779,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,209770,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,8,United-States,<=50K
20,Private,317443,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,15,United-States,<=50K
64,<undefined>,140237,Preschool,1,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,107411,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
36,Self-emp-not-inc,122493,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,<=50K
44,Self-emp-inc,195124,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,<undefined>,<=50K
38,Private,101978,Some-college,10,Separated,Machine-op-inspct,Not-in-family,White,Male,0,2258,55,United-States,>50K
22,Private,335453,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
56,Private,318329,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,100321,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
24,Self-emp-not-inc,81145,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,75,United-States,<=50K
22,Private,62865,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,176262,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,30,United-States,<=50K
42,Private,168103,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Local-gov,208174,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,<=50K
19,Private,188815,HS-grad,9,Never-married,Other-service,Own-child,White,Female,34095,0,20,United-States,<=50K
67,Self-emp-not-inc,226092,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,44,United-States,<=50K
20,Private,212668,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
32,Private,381583,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,United-States,<=50K
46,Private,239439,HS-grad,9,Separated,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
52,Private,172493,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,36,United-States,<=50K
44,Private,239876,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Male,0,0,40,United-States,<=50K
65,<undefined>,221881,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Mexico,<=50K
37,Local-gov,218184,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
27,Self-emp-not-inc,206889,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,110668,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,35,United-States,<=50K
30,Private,211028,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
64,Local-gov,202984,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,40,United-States,<=50K
48,Private,20296,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,37,United-States,>50K
35,Private,194690,7th-8th,4,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,204984,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
63,Self-emp-not-inc,35021,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1977,32,China,>50K
40,Self-emp-not-inc,238574,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
33,Private,345360,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,192381,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
25,Private,479765,7th-8th,4,Never-married,Sales,Other-relative,White,Male,0,0,45,Guatemala,<=50K
45,Self-emp-inc,34091,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
30,Private,151773,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
53,Private,299080,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
63,Private,135339,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,2105,0,40,Vietnam,<=50K
27,Local-gov,52156,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,318647,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,80145,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
39,State-gov,343646,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,Mexico,>50K
42,Self-emp-not-inc,198692,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
19,Private,266635,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,30,United-States,<=50K
31,Private,197672,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,185846,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,315110,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
27,Private,220754,Doctorate,16,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,64292,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,126060,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
52,Private,78012,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,1762,40,United-States,<=50K
32,Private,210562,Assoc-voc,11,Divorced,Craft-repair,Own-child,White,Male,0,0,46,United-States,<=50K
23,Private,350181,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,233421,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
53,Private,167170,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,260801,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,173370,Bachelors,13,Separated,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
27,Private,135520,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Dominican-Republic,<=50K
30,Private,121308,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,444743,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,65225,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
58,State-gov,136982,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,40,Honduras,<=50K
45,State-gov,271962,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,204046,10th,6,Divorced,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,225823,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,183009,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Other,Female,0,1590,40,United-States,<=50K
50,Private,121038,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
26,Private,49092,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,148709,HS-grad,9,Separated,Handlers-cleaners,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Private,209205,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
36,Local-gov,285865,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
22,Federal-gov,216129,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
37,Federal-gov,40955,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,Japan,<=50K
54,Private,197189,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,33001,HS-grad,9,Divorced,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
44,Private,227399,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,164050,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
49,Private,259087,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,236262,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
26,Private,177929,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
48,Private,166929,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,<undefined>,>50K
32,Private,199963,11th,7,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
35,State-gov,98776,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,135056,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
40,Self-emp-not-inc,55363,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,40,United-States,<=50K
42,State-gov,102343,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,72,India,>50K
30,Private,231263,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,226913,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
36,Private,129573,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
31,Private,191001,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Federal-gov,69345,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
38,Private,204556,HS-grad,9,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,192626,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
45,Private,202812,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Private,405177,10th,6,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,227890,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,46,United-States,>50K
33,Private,101352,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
49,Private,82572,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
28,Private,132686,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Local-gov,149210,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,15024,0,40,United-States,>50K
27,Private,245661,HS-grad,9,Separated,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
47,Self-emp-inc,483596,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,2885,0,32,United-States,<=50K
42,State-gov,104663,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,Italy,>50K
30,Private,347166,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
37,Local-gov,108540,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,333305,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,<=50K
51,Private,155408,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,Black,Female,0,0,38,United-States,<=50K
27,Federal-gov,246372,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,30290,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,347321,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,205852,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
40,Federal-gov,163215,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
54,State-gov,93449,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
47,Self-emp-inc,116927,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
35,Private,164526,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Yugoslavia,>50K
33,Private,31573,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,125159,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,40,Haiti,<=50K
39,State-gov,201105,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,55,United-States,>50K
25,<undefined>,122745,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,1602,40,United-States,<=50K
33,Private,150570,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,118941,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,40,Ireland,<=50K
53,Private,141388,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
21,Private,174714,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
31,State-gov,75755,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,55,United-States,>50K
63,Private,133144,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
21,Self-emp-not-inc,318865,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
59,Private,109638,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
50,Private,92969,1st-4th,2,Separated,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
66,<undefined>,376028,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
19,Private,144161,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
31,Private,183778,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
23,Private,398904,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,170846,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
35,Local-gov,204277,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,205152,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,225395,7th-8th,4,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,60,Mexico,<=50K
38,Private,33975,HS-grad,9,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,>50K
49,Private,147032,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,8,Philippines,<=50K
64,Private,174826,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Local-gov,232769,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
25,Private,36984,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
21,Private,292264,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
26,Private,303973,HS-grad,9,Never-married,Priv-house-serv,Other-relative,White,Female,0,1602,15,Mexico,<=50K
23,Private,287988,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,20,United-States,<=50K
67,Self-emp-inc,330144,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
24,Private,191948,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
46,Private,324601,1st-4th,2,Separated,Machine-op-inspct,Own-child,White,Female,0,0,40,Guatemala,<=50K
38,State-gov,200289,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
20,Private,113307,7th-8th,4,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
28,<undefined>,194087,Some-college,10,Never-married,<undefined>,Other-relative,White,Female,0,0,40,United-States,<=50K
26,Private,155213,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,<=50K
58,Private,175127,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,State-gov,358461,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
37,State-gov,354929,Assoc-acdm,12,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,38,United-States,<=50K
53,State-gov,104501,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
45,Private,112929,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,35,United-States,<=50K
33,Private,132832,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,State-gov,357691,Masters,14,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
35,Private,114605,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,25,United-States,<=50K
60,Self-emp-not-inc,525878,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,68358,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
38,Private,174571,10th,6,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,45,United-States,<=50K
40,Private,42703,Assoc-voc,11,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,220589,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
44,Self-emp-not-inc,197558,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,>50K
27,Private,423250,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
34,Self-emp-not-inc,29254,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
20,<undefined>,308924,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
49,Local-gov,276247,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,213841,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
52,Private,181677,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,>50K
46,Private,160061,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
20,Private,285295,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
43,Private,265266,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,222115,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,99999,0,40,United-States,>50K
25,State-gov,194954,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
48,Private,156926,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Local-gov,217414,Some-college,10,Divorced,Protective-serv,Unmarried,White,Male,0,0,55,United-States,<=50K
37,Private,538443,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,14344,0,40,United-States,>50K
18,<undefined>,192399,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
42,Private,383493,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
60,Private,193235,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,24,United-States,<=50K
37,Self-emp-inc,99452,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
44,Local-gov,254134,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,90446,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,116613,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Portugal,<=50K
42,Local-gov,238188,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
17,Private,95909,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
41,Private,82319,12th,8,Married-civ-spouse,Other-service,Wife,White,Female,0,0,10,United-States,<=50K
34,Private,182274,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1887,40,United-States,>50K
56,Private,179625,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
28,Private,119793,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,254989,11th,7,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,104830,7th-8th,4,Never-married,Transport-moving,Unmarried,White,Male,0,0,25,Guatemala,<=50K
49,Federal-gov,110373,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,135416,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,50,United-States,<=50K
25,Private,298225,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
42,Private,166740,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,213668,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
26,Private,276624,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,226789,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,58,United-States,<=50K
37,Private,31023,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
39,Local-gov,116666,HS-grad,9,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,4650,0,48,United-States,<=50K
42,Private,136986,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
41,Private,179580,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,36,United-States,>50K
23,Private,103277,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
31,Federal-gov,351141,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
36,Local-gov,191161,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,57,United-States,>50K
20,Private,148709,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K
36,Private,128382,Some-college,10,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,45,United-States,<=50K
50,Private,144361,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
37,Private,172538,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,102476,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,27828,0,50,United-States,>50K
39,Private,46028,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,60,United-States,<=50K
32,Private,198452,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,United-States,<=50K
59,Private,193895,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Private,233421,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,45,United-States,<=50K
50,Private,378747,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
42,Private,31251,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,37,United-States,<=50K
32,Private,71540,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,194772,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
20,Private,34568,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3781,0,35,United-States,<=50K
50,Self-emp-not-inc,36480,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
18,Private,116528,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
60,Private,52152,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,Private,216690,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
42,Local-gov,227065,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,22,United-States,<=50K
49,Private,84013,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
35,Self-emp-inc,82051,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,176185,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,Iran,<=50K
59,Private,115414,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Self-emp-inc,493034,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,13550,0,50,United-States,>50K
55,Private,354923,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,393712,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
39,Private,98941,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,141483,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,172479,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
21,Private,226145,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
23,Private,394612,Bachelors,13,Never-married,Tech-support,Own-child,Black,Male,0,0,40,United-States,<=50K
22,Private,231085,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
55,Self-emp-not-inc,183810,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
19,Private,186159,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,162282,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,25,United-States,<=50K
46,Private,219021,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,44,United-States,>50K
23,Private,273206,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,23,United-States,<=50K
47,Self-emp-inc,332355,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
23,Private,102729,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
42,Private,198096,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
22,State-gov,292933,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
18,Private,135924,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
37,Private,99146,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
34,Private,27409,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,299507,Assoc-acdm,12,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
62,Self-emp-not-inc,102631,Some-college,10,Widowed,Farming-fishing,Unmarried,White,Female,0,0,50,United-States,<=50K
51,Private,153486,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,434292,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,30,United-States,<=50K
28,Self-emp-not-inc,240172,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
56,Private,219426,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,295791,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Private,114032,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,1887,45,United-States,>50K
23,Local-gov,496382,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,40,Guatemala,<=50K
33,Private,376483,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,30,United-States,<=50K
27,Private,107218,HS-grad,9,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
21,Private,246207,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
18,<undefined>,80564,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
36,Private,83089,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,Mexico,>50K
37,Local-gov,328301,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
39,Local-gov,301614,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,199739,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,60,United-States,>50K
24,Private,180060,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,2354,0,40,United-States,<=50K
26,Private,121040,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
37,Private,125550,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
34,Private,170772,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,180551,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,48189,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,30,United-States,<=50K
20,Private,432154,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,8,Mexico,<=50K
26,Private,263200,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
47,Private,123207,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
17,Private,110798,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,Private,238481,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,40,United-States,<=50K
31,Private,185528,Some-college,10,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
34,Private,181311,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,528616,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
39,Private,272950,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
22,<undefined>,195532,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,197583,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
40,Private,48612,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
54,Local-gov,31533,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
32,Federal-gov,148138,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,2002,40,Iran,<=50K
29,Local-gov,30069,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,2635,0,40,United-States,<=50K
68,<undefined>,170182,Some-college,10,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Local-gov,230885,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
54,Private,174102,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
23,Private,352606,HS-grad,9,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,241153,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
54,Private,155433,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
21,Private,109414,Some-college,10,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,1974,40,United-States,<=50K
40,Private,125461,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,42,United-States,<=50K
19,Private,331556,10th,6,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,138575,HS-grad,9,Never-married,<undefined>,Other-relative,White,Male,0,0,60,United-States,<=50K
35,Private,223514,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
39,Private,115418,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,2174,0,45,United-States,<=50K
38,Private,193026,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,1408,40,<undefined>,<=50K
41,Private,147206,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
26,Private,174592,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,268620,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
70,Self-emp-not-inc,150886,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
45,Private,112362,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
83,Private,195507,HS-grad,9,Widowed,Protective-serv,Not-in-family,White,Male,0,0,55,United-States,<=50K
59,Private,192983,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,120544,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,15,United-States,<=50K
31,Private,59083,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,208277,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
24,Local-gov,184678,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,278736,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
48,Local-gov,39464,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,52,United-States,<=50K
27,Private,162343,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Dominican-Republic,<=50K
41,Private,204046,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,255647,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,Mexico,<=50K
53,Private,123011,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,>50K
66,Self-emp-not-inc,291362,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,159187,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,State-gov,126414,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,227626,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Self-emp-inc,173783,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
74,Private,211075,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,176756,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,1485,70,United-States,>50K
35,Self-emp-not-inc,31095,Some-college,10,Separated,Farming-fishing,Not-in-family,White,Male,4101,0,60,United-States,<=50K
51,Self-emp-not-inc,32372,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,70,United-States,<=50K
40,Private,331651,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Local-gov,146325,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
26,Private,515025,10th,6,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,United-States,<=50K
53,Private,394474,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
32,Private,400535,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3781,0,40,United-States,<=50K
29,Self-emp-not-inc,337505,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
42,Private,211860,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,102684,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,32,United-States,<=50K
62,<undefined>,225657,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
33,Private,121966,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,396790,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,20,United-States,<=50K
46,Local-gov,149949,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
25,Private,252187,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,209934,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
29,Federal-gov,229300,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,<=50K
33,Private,170769,Doctorate,16,Divorced,Sales,Not-in-family,White,Male,99999,0,60,United-States,>50K
50,Private,200618,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,216984,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
40,Private,212760,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,150309,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,45,United-States,<=50K
54,Private,174655,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,109621,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,225124,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,172695,11th,7,Widowed,Other-service,Not-in-family,White,Female,0,0,27,El-Salvador,<=50K
71,Self-emp-not-inc,238479,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,8,United-States,<=50K
27,Private,37754,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
56,Private,85018,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
64,Private,256466,HS-grad,9,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,60,Philippines,>50K
23,Private,169188,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,<=50K
36,Private,210945,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Local-gov,287031,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,224361,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Federal-gov,108464,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,75826,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,120277,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,104439,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Private,56870,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,200819,12th,8,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,170562,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,20,United-States,<=50K
30,Private,80933,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,33088,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,112763,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,7430,0,36,United-States,>50K
29,Private,177651,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
31,Private,261943,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,169785,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,Italy,<=50K
20,Private,141481,11th,7,Married-civ-spouse,Sales,Other-relative,White,Female,0,0,50,United-States,<=50K
37,Private,433491,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
28,Local-gov,86615,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,30,United-States,<=50K
39,Private,125550,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
46,State-gov,421223,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,26999,Bachelors,13,Separated,Exec-managerial,Unmarried,White,Female,0,0,42,United-States,<=50K
36,Self-emp-not-inc,241998,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,99999,0,20,United-States,>50K
34,<undefined>,133861,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
44,Private,115323,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-inc,23778,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Self-emp-not-inc,190836,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
38,Self-emp-inc,159179,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
64,<undefined>,205479,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
19,<undefined>,47713,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,163237,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
61,Private,202202,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,168837,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,112271,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,52537,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Male,0,0,30,United-States,<=50K
27,Private,38353,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,141698,10th,6,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,28856,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,175652,11th,7,Never-married,Other-service,Other-relative,White,Female,0,0,15,United-States,<=50K
36,Private,213008,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,196501,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,14084,0,50,United-States,>50K
63,Private,118798,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,40,United-States,>50K
51,Private,92463,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
20,State-gov,125165,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
42,Self-emp-not-inc,103980,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
40,<undefined>,180362,Bachelors,13,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,53903,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,179735,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
41,<undefined>,277390,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,30,United-States,>50K
49,Private,122177,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,80,United-States,<=50K
46,Private,188161,HS-grad,9,Separated,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,170108,HS-grad,9,Separated,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Private,175262,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,Mexico,<=50K
19,<undefined>,204441,HS-grad,9,Never-married,<undefined>,Other-relative,Black,Male,0,0,20,United-States,<=50K
19,Private,164395,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
18,Private,115630,11th,7,Never-married,Adm-clerical,Own-child,Black,Male,0,0,20,United-States,<=50K
39,Private,178815,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
60,Self-emp-not-inc,168223,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Local-gov,202560,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,1408,40,United-States,<=50K
38,Private,100295,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,50,Canada,>50K
36,Private,172256,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,>50K
45,Private,51664,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
60,State-gov,358893,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,2339,40,United-States,<=50K
30,Private,115963,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,333910,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,43,United-States,<=50K
23,Private,148948,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
48,State-gov,130561,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,24,United-States,<=50K
46,Private,428350,HS-grad,9,Married-civ-spouse,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
43,Private,188808,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
25,Private,112847,HS-grad,9,Married-civ-spouse,Transport-moving,Own-child,Other,Male,0,0,40,United-States,<=50K
50,Private,110748,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Self-emp-inc,156653,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
35,Private,196491,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
65,Local-gov,254413,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,91262,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,45,United-States,<=50K
43,Self-emp-not-inc,154785,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,80,Thailand,<=50K
55,Private,84231,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,226327,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,248406,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,32,United-States,<=50K
35,Private,54317,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1672,50,United-States,<=50K
22,<undefined>,32732,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
20,Private,95918,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,375675,12th,8,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,>50K
43,Private,244172,HS-grad,9,Separated,Transport-moving,Unmarried,White,Male,0,0,40,Mexico,<=50K
46,Federal-gov,233555,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
39,Private,326342,11th,7,Married-civ-spouse,Other-service,Husband,Black,Male,2635,0,37,United-States,<=50K
34,Private,77271,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,20,England,<=50K
35,Private,33397,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Private,446358,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,41,United-States,<=50K
25,Private,151810,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,28,United-States,<=50K
44,Private,125461,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
35,Private,133906,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,155106,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,203637,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
32,Private,232766,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,305319,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,121023,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
29,Private,198997,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
38,Private,167140,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,70,United-States,>50K
20,Private,38772,10th,6,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,50,United-States,<=50K
41,Private,253759,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,130067,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,65,United-States,<=50K
37,Private,203828,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,State-gov,221558,Masters,14,Separated,Prof-specialty,Unmarried,White,Female,0,0,24,<undefined>,<=50K
31,Private,156464,10th,6,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,72333,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
33,Local-gov,83671,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,50,United-States,<=50K
31,Private,339482,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,40,United-States,>50K
19,Private,91928,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,35,United-States,<=50K
44,Private,99203,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Self-emp-inc,455995,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,>50K
62,Private,192515,HS-grad,9,Widowed,Farming-fishing,Unmarried,White,Female,0,0,40,United-States,<=50K
65,Self-emp-not-inc,111483,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2174,10,United-States,>50K
17,Private,221129,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,85413,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,>50K
31,Private,196125,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,265638,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
53,Private,177727,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
44,Private,205822,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
43,Private,112607,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
40,Federal-gov,177595,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1579,40,United-States,<=50K
18,Private,183315,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,10,United-States,<=50K
47,Private,116279,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,43,United-States,<=50K
38,Federal-gov,122493,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,4064,0,40,United-States,<=50K
37,Private,215419,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
40,Private,310101,Some-college,10,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
57,Self-emp-inc,61885,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,60,United-States,>50K
43,Private,59107,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,4101,0,40,United-States,<=50K
32,Private,227214,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,40,Ecuador,<=50K
64,Private,239450,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,118847,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
40,Self-emp-not-inc,95226,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
17,<undefined>,659273,11th,7,Never-married,<undefined>,Own-child,Black,Female,0,0,40,Trinadad&Tobago,<=50K
23,Private,215395,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,170600,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,91044,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
27,Private,318639,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,60,Mexico,<=50K
23,Private,160398,Some-college,10,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,216824,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
35,Private,308945,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,75,United-States,<=50K
47,Private,30840,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
33,Private,99309,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,188576,Bachelors,13,Separated,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
46,Private,83064,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
24,Private,403865,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,<=50K
40,Private,235786,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
44,Private,191893,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
31,Local-gov,149184,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,97,United-States,>50K
37,Private,152909,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K
23,Private,435604,Assoc-voc,11,Separated,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
30,Self-emp-inc,109282,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
31,Private,248178,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,35,United-States,<=50K
24,<undefined>,112683,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,32,United-States,<=50K
32,Private,209103,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3464,0,40,United-States,<=50K
27,Private,183639,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
35,Local-gov,107233,HS-grad,9,Never-married,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,0,0,55,United-States,<=50K
27,Private,175387,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1876,40,United-States,<=50K
30,Self-emp-not-inc,178255,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,<undefined>,<=50K
33,Self-emp-not-inc,38223,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,70,United-States,<=50K
34,Private,228873,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
29,Private,202182,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
26,Local-gov,425092,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,2174,0,40,United-States,<=50K
39,Self-emp-not-inc,152587,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,39089,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,50,United-States,>50K
51,Private,204304,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
40,Private,116103,Some-college,10,Separated,Craft-repair,Unmarried,White,Male,4934,0,47,United-States,>50K
53,Private,290640,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
58,Federal-gov,81973,Some-college,10,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,1485,40,United-States,>50K
29,Private,134890,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
33,Private,452924,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Mexico,<=50K
57,Private,245193,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
69,State-gov,34339,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,184756,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
56,Private,392160,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,25,Mexico,<=50K
49,Private,168337,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,309513,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
70,Private,77219,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,37,United-States,<=50K
44,Private,212888,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
37,Private,361888,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,10520,0,40,United-States,>50K
58,Local-gov,237879,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,58,United-States,<=50K
42,Self-emp-not-inc,93099,Some-college,10,Married-civ-spouse,Prof-specialty,Own-child,White,Female,0,0,25,United-States,<=50K
41,Private,225193,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,50814,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Local-gov,123681,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,60,United-States,>50K
24,Private,249351,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,222311,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,7688,0,55,United-States,>50K
18,Private,301762,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
50,Private,195298,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
69,Private,541737,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,2050,0,24,United-States,<=50K
84,Private,241065,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,66,United-States,<=50K
47,Private,129513,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
19,Private,374262,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,382146,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,<undefined>,185291,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
53,Private,30447,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,Private,49893,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,197387,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,24,Mexico,<=50K
36,Self-emp-not-inc,111957,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,<=50K
34,Private,340458,12th,8,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,185670,1st-4th,2,Widowed,Prof-specialty,Unmarried,White,Female,0,0,21,Mexico,<=50K
37,Private,210945,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,24,United-States,<=50K
43,Private,350661,Prof-school,15,Separated,Tech-support,Not-in-family,White,Male,0,0,50,Columbia,>50K
42,Private,190543,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
21,Private,70261,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
49,Self-emp-not-inc,179048,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,Greece,<=50K
35,Private,242094,HS-grad,9,Married-civ-spouse,Other-service,Other-relative,Black,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,117634,Some-college,10,Widowed,Craft-repair,Unmarried,White,Female,0,0,30,United-States,<=50K
28,Private,82531,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
51,Private,193374,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
30,<undefined>,186420,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,323605,7th-8th,4,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,>50K
56,Private,371064,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,39927,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,8,United-States,<=50K
22,Private,64292,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,37,United-States,<=50K
33,Private,198660,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,99999,0,56,United-States,>50K
54,<undefined>,196975,HS-grad,9,Divorced,<undefined>,Other-relative,White,Male,0,0,45,United-States,<=50K
22,Private,210165,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
68,Private,144137,Some-college,10,Divorced,Priv-house-serv,Other-relative,White,Female,0,0,30,United-States,<=50K
56,Local-gov,155657,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
23,<undefined>,72953,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Self-emp-not-inc,107548,9th,5,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,163258,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,221324,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,444822,11th,7,Never-married,Sales,Own-child,White,Female,0,0,8,Mexico,<=50K
17,Private,154398,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,16,Haiti,<=50K
31,Private,120672,11th,7,Divorced,Handlers-cleaners,Other-relative,Black,Male,0,1721,40,United-States,<=50K
50,Private,159650,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
62,Private,290754,10th,6,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,49654,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,52,United-States,<=50K
20,Federal-gov,147352,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,227943,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
18,Private,423024,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
53,<undefined>,64322,7th-8th,4,Separated,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,445940,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
23,Private,230824,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,48882,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
47,Private,168195,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
53,Local-gov,188644,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
28,Private,136077,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,State-gov,119793,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,336513,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
58,Private,186991,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,<undefined>,218948,7th-8th,4,Never-married,<undefined>,Not-in-family,White,Female,0,0,32,Mexico,<=50K
26,Private,211435,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,280169,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,3456,0,8,United-States,<=50K
27,Private,109997,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,286789,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
25,Private,102460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,287160,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
39,Private,198097,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
52,Private,119111,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,174461,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
26,Self-emp-not-inc,281678,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
24,<undefined>,377725,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,151053,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
49,Local-gov,186539,Masters,14,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,149478,Some-college,10,Never-married,<undefined>,Other-relative,White,Female,0,0,25,United-States,<=50K
40,Private,198452,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,198863,Prof-school,15,Divorced,Exec-managerial,Not-in-family,White,Male,0,2559,60,United-States,>50K
33,Private,176711,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,165310,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Other-relative,White,Male,0,0,20,United-States,<=50K
37,Private,213008,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Japan,<=50K
21,State-gov,38251,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,20,United-States,<=50K
33,Private,125761,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,36,United-States,<=50K
28,Private,148645,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,273435,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1579,40,United-States,<=50K
43,Private,208613,Bachelors,13,Separated,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,192565,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,183885,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
47,Self-emp-not-inc,243631,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
37,Private,191754,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
26,Private,261278,Some-college,10,Separated,Sales,Other-relative,Black,Male,0,0,30,United-States,<=50K
55,Private,127014,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,197919,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,217460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,86551,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-inc,98051,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,54,United-States,>50K
38,Private,215917,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
53,Self-emp-not-inc,192982,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,85,United-States,<=50K
27,Self-emp-not-inc,334132,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,78,United-States,<=50K
42,Private,136986,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
62,Private,116812,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,189123,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1485,58,United-States,<=50K
26,Private,89648,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,<undefined>,190027,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,20,United-States,<=50K
59,Private,99248,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,57600,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
25,Private,199224,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
58,Private,140363,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,36,United-States,<=50K
30,Private,308812,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
21,Private,275421,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
61,Private,213321,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,157747,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,182314,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
70,Private,220589,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,12,United-States,<=50K
55,<undefined>,208640,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
29,Self-emp-not-inc,189346,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,2202,0,50,United-States,<=50K
46,Private,124071,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,44,United-States,<=50K
35,Federal-gov,20469,Some-college,10,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
31,Private,154227,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,>50K
37,Private,105044,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
43,Private,35910,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,43,United-States,>50K
23,Private,189203,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,116493,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,13550,0,44,United-States,>50K
42,Local-gov,19700,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
26,Private,48718,10th,6,Never-married,Adm-clerical,Not-in-family,White,Female,2907,0,40,United-States,<=50K
45,Private,106113,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,256263,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,<undefined>,202498,7th-8th,4,Separated,<undefined>,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
38,Private,120074,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
28,Private,122922,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
68,Self-emp-not-inc,116903,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2149,40,United-States,<=50K
42,Local-gov,222596,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,107302,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,India,<=50K
36,Private,156400,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,53373,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
22,Private,58916,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
45,Local-gov,167159,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,>50K
24,Private,283806,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,140426,1st-4th,2,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,35,<undefined>,<=50K
36,Local-gov,61778,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
41,Private,33310,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Self-emp-not-inc,202560,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
25,Self-emp-not-inc,60828,Some-college,10,Never-married,Farming-fishing,Own-child,White,Female,0,0,50,United-States,<=50K
53,State-gov,153486,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
28,Local-gov,167536,Assoc-acdm,12,Widowed,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
30,Local-gov,370990,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,198867,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Local-gov,174924,Some-college,10,Divorced,Protective-serv,Unmarried,White,Male,0,0,48,Germany,<=50K
30,Private,175856,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,<=50K
41,Private,169628,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,40,<undefined>,<=50K
29,<undefined>,125159,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Male,0,0,36,<undefined>,<=50K
31,Private,220690,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,80,United-States,<=50K
36,Private,160035,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3908,0,55,United-States,<=50K
59,Self-emp-not-inc,116878,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Greece,<=50K
33,Self-emp-not-inc,134737,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,81648,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1887,55,United-States,>50K
49,State-gov,122177,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
50,Federal-gov,69614,10th,6,Separated,Craft-repair,Not-in-family,White,Male,0,0,56,United-States,<=50K
33,Private,112115,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,45,United-States,>50K
28,Private,299422,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
81,<undefined>,162882,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,112854,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,16,United-States,<=50K
32,Self-emp-not-inc,33417,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
47,Federal-gov,224559,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
44,<undefined>,468706,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
24,Private,357028,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
37,Local-gov,51158,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,7298,0,36,United-States,>50K
51,Private,186303,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
52,Private,127749,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,291386,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,138054,Assoc-acdm,12,Never-married,Other-service,Not-in-family,Other,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,174533,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,200835,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,108658,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
43,Private,180985,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
25,Private,34803,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
59,Private,75867,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
29,Private,156819,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
30,Private,61272,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Portugal,<=50K
24,Private,39827,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,0,0,40,Puerto-Rico,<=50K
38,Private,130007,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,80324,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
26,Private,322614,Preschool,1,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,1719,40,Mexico,<=50K
30,Private,140869,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
73,Local-gov,181902,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,10,Poland,>50K
30,Private,287908,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
33,Private,309630,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,28225,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,58,United-States,<=50K
40,<undefined>,428584,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Black,Female,3464,0,20,United-States,<=50K
18,Private,39222,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,359131,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7298,0,8,<undefined>,>50K
22,Private,122272,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Self-emp-inc,198400,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,<=50K
62,<undefined>,73091,7th-8th,4,Widowed,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,283338,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
22,Private,208946,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,348416,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,379046,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
29,Private,183887,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,127961,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
24,Private,211129,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
29,Local-gov,187649,HS-grad,9,Separated,Protective-serv,Other-relative,White,Female,0,0,40,United-States,<=50K
49,Federal-gov,94754,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
33,Private,231826,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
28,Private,142764,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
22,Private,126822,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,60,United-States,<=50K
37,Private,188069,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,284395,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,31267,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,161444,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Columbia,<=50K
25,Private,144483,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,133655,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,State-gov,112074,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
21,Private,249727,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,22,United-States,<=50K
18,Private,165754,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
30,Local-gov,172822,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,288433,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
40,Private,33331,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,168071,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,<=50K
45,Private,207277,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
29,Private,130620,Some-college,10,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,0,0,26,India,<=50K
40,Private,136244,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,972354,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,48,United-States,<=50K
20,Private,245297,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
32,State-gov,71151,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,<=50K
19,Private,118352,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
21,Private,117210,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,120068,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,48343,11th,7,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Private,84451,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
51,<undefined>,76437,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,281704,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
54,Private,123011,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
50,Private,104729,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Female,0,0,48,United-States,<=50K
29,Private,110134,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,186067,10th,6,Never-married,Tech-support,Own-child,White,Male,0,0,10,United-States,<=50K
47,Private,214702,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,37,Puerto-Rico,<=50K
46,Private,384795,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,32,United-States,<=50K
30,Private,175931,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,44,United-States,<=50K
58,Private,366324,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,<=50K
48,Private,118717,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
23,Private,219835,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,Mexico,<=50K
23,Private,176486,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,36,United-States,<=50K
45,Private,273435,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,182661,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,20,United-States,<=50K
26,Private,212304,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,48,United-States,<=50K
50,Local-gov,133963,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,>50K
49,Private,165152,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
26,Private,274724,Some-college,10,Never-married,Other-service,Other-relative,White,Male,0,0,40,Nicaragua,<=50K
47,Private,196707,Prof-school,15,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,213002,12th,8,Never-married,Sales,Not-in-family,White,Male,4650,0,50,United-States,<=50K
19,<undefined>,26620,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,361481,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
35,Private,148581,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
46,Private,459189,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,50,United-States,>50K
28,Self-emp-not-inc,214689,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,289364,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,United-States,>50K
21,Private,174907,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,348099,10th,6,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
30,<undefined>,104965,9th,5,Never-married,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
31,Private,31600,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,286282,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
35,Self-emp-not-inc,181705,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
33,Private,238912,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
34,Private,134737,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,55,United-States,>50K
67,<undefined>,157403,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,6418,0,10,United-States,>50K
37,Private,197429,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,>50K
48,Private,47343,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
34,Federal-gov,67083,Bachelors,13,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,1471,0,40,Cambodia,<=50K
24,Private,249957,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,175942,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,40,France,<=50K
50,Private,192982,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,1848,40,United-States,>50K
40,Private,209547,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,60,United-States,>50K
33,Private,142675,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
51,Federal-gov,190333,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,196396,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,166740,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Local-gov,174533,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,210867,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,<undefined>,<=50K
37,Private,118486,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,4934,0,32,United-States,>50K
40,Private,144067,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,106964,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,178136,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,196554,Prof-school,15,Separated,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,>50K
40,Self-emp-not-inc,403550,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,498216,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,192755,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,20,United-States,>50K
20,<undefined>,53738,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
33,Private,156192,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
45,Private,189802,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,<undefined>,213149,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,1825,40,United-States,>50K
35,Self-emp-not-inc,179171,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,38,Germany,<=50K
32,Private,77634,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,189830,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,50,United-States,<=50K
19,Private,127190,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
44,<undefined>,174147,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,138107,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,35,United-States,<=50K
44,Self-emp-inc,269733,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
41,State-gov,227734,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,3464,0,40,United-States,<=50K
19,Private,318822,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
48,Private,48885,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Private,205424,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
40,Private,173858,7th-8th,4,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,42,Cambodia,<=50K
34,Private,202450,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
20,Private,154779,Some-college,10,Never-married,Sales,Other-relative,Other,Female,0,0,40,United-States,<=50K
33,Private,180551,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,177522,HS-grad,9,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,277328,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,32,Cuba,<=50K
34,Private,112584,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
48,State-gov,85384,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,<undefined>,123971,11th,7,Divorced,<undefined>,Not-in-family,White,Female,0,0,49,United-States,<=50K
42,Private,69019,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
22,Private,112847,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,52900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,>50K
42,Private,37937,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
45,Private,59380,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
47,Private,114770,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
29,Private,216481,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
34,Private,176469,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
34,Private,176831,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
39,Federal-gov,410034,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,93662,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,24,United-States,<=50K
42,Self-emp-inc,144236,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
48,Private,240917,11th,7,Separated,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
53,Private,608184,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1902,40,United-States,>50K
51,Private,243361,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
44,Self-emp-not-inc,35166,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,90,United-States,<=50K
46,Self-emp-inc,182655,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Private,142717,Doctorate,16,Divorced,Craft-repair,Not-in-family,White,Female,4787,0,60,United-States,>50K
32,Private,272944,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,<undefined>,219233,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,1602,30,United-States,<=50K
24,Private,228686,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,236818,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,26,United-States,<=50K
47,Self-emp-not-inc,117865,HS-grad,9,Married-AF-spouse,Craft-repair,Husband,White,Male,0,0,90,United-States,<=50K
64,Self-emp-not-inc,106538,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,153891,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
52,Private,190909,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,191002,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,Poland,<=50K
42,Private,89073,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
38,Federal-gov,238342,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,42,United-States,>50K
55,Private,259532,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
29,<undefined>,189282,HS-grad,9,Married-civ-spouse,<undefined>,Not-in-family,White,Female,0,0,27,United-States,<=50K
42,Private,132481,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,24,United-States,<=50K
30,Private,205659,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,Thailand,>50K
32,Private,182323,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,<undefined>,216256,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,3464,0,30,United-States,<=50K
50,Federal-gov,166419,11th,7,Never-married,Sales,Not-in-family,Black,Female,3674,0,40,United-States,<=50K
27,Private,152246,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
47,Private,155659,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,155198,9th,5,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,35,United-States,<=50K
48,Self-emp-not-inc,100931,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,162945,7th-8th,4,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
31,Federal-gov,334346,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,181597,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,133969,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,63,South,<=50K
50,Private,210217,Bachelors,13,Divorced,Sales,Unmarried,Black,Male,0,0,40,United-States,<=50K
49,Private,169711,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Germany,>50K
57,<undefined>,300104,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,7298,0,84,United-States,>50K
19,Private,271521,HS-grad,9,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,24,United-States,<=50K
18,Private,51255,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
44,Self-emp-not-inc,26669,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,99,United-States,<=50K
54,Private,194580,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
35,State-gov,177974,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
27,State-gov,315640,Masters,14,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,20,China,<=50K
50,Self-emp-inc,136913,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
43,State-gov,230961,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,167062,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
47,Private,120131,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,243368,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,Mexico,<=50K
30,Private,171876,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
19,Private,136866,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
40,Private,316820,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,1485,40,United-States,<=50K
55,Private,185459,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
67,<undefined>,81761,HS-grad,9,Divorced,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
31,Private,43716,Assoc-voc,11,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,43,United-States,<=50K
30,Private,220939,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,<undefined>,148657,Preschool,1,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,Mexico,<=50K
51,Federal-gov,40808,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,0,0,43,United-States,<=50K
34,Private,183473,HS-grad,9,Divorced,Transport-moving,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,108496,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
50,Private,204838,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,38,United-States,<=50K
29,Private,132686,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
17,State-gov,117906,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,304386,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
52,<undefined>,248113,Preschool,1,Married-spouse-absent,<undefined>,Other-relative,White,Male,0,0,40,Mexico,<=50K
39,Private,165215,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,18,United-States,>50K
18,<undefined>,215463,12th,8,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,259719,Some-college,10,Divorced,Handlers-cleaners,Unmarried,Black,Male,0,0,40,Nicaragua,<=50K
25,<undefined>,35829,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,50,United-States,<=50K
34,Private,248795,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,45,United-States,<=50K
44,Self-emp-not-inc,124692,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
37,Local-gov,128054,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,179731,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,2415,65,United-States,>50K
32,Self-emp-inc,113543,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
23,Private,252153,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
45,Federal-gov,45891,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Male,0,0,42,United-States,<=50K
30,Private,112263,11th,7,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,47791,12th,8,Divorced,Other-service,Not-in-family,White,Female,0,0,10,United-States,<=50K
41,Private,202980,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,4,Peru,<=50K
21,Private,34918,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
48,Private,91251,7th-8th,4,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,30,China,<=50K
31,Private,132996,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,45,United-States,>50K
34,Private,306215,Assoc-voc,11,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
25,Private,203570,HS-grad,9,Separated,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,355918,Bachelors,13,Separated,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
35,Self-emp-not-inc,198841,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
42,Private,282964,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,312197,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,Mexico,>50K
44,Private,98779,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,60,United-States,<=50K
32,Private,200246,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,182771,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
23,Private,199908,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,172104,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Other,Male,0,0,40,India,>50K
53,Self-emp-not-inc,35295,Bachelors,13,Never-married,Sales,Unmarried,White,Male,0,0,60,United-States,>50K
27,Private,216858,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,52,United-States,<=50K
27,Private,332187,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,65,United-States,<=50K
57,Private,255109,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
17,Private,111332,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
59,Local-gov,238431,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
34,Private,131552,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,110239,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
31,State-gov,255830,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,Black,Female,0,0,45,United-States,<=50K
18,<undefined>,175648,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,82998,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,164320,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
20,Self-emp-not-inc,263498,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,162381,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Local-gov,229651,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,357348,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
19,Private,269657,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Local-gov,82880,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,15,United-States,<=50K
19,Private,389755,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
34,Private,195136,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,40,United-States,>50K
41,Private,207685,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,<undefined>,<=50K
23,Private,222925,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,2105,0,40,United-States,<=50K
24,<undefined>,196388,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Male,0,0,12,United-States,<=50K
24,Private,50341,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,214134,10th,6,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,0,0,84,United-States,<=50K
45,Private,114032,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
45,Private,192053,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
48,Private,240231,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,>50K
42,Private,44402,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
35,Self-emp-not-inc,191503,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,163530,HS-grad,9,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
51,Local-gov,136823,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,32,United-States,<=50K
59,Private,121912,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Local-gov,58624,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
27,Local-gov,74056,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,144259,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,4386,0,80,<undefined>,>50K
57,Private,182028,Assoc-acdm,12,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
40,Private,209040,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,206046,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,182494,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,185057,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,35,Scotland,<=50K
60,Private,147473,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
53,Local-gov,221722,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14344,0,50,United-States,>50K
20,<undefined>,388811,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,221912,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,48189,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
29,State-gov,382272,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,48347,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,143046,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,38,United-States,>50K
63,Self-emp-inc,137940,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
28,Private,249571,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
79,Private,121318,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,United-States,<=50K
39,Private,224531,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
29,Private,185019,12th,8,Never-married,Other-service,Not-in-family,Other,Male,0,0,40,United-States,<=50K
60,Private,27886,7th-8th,4,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,94741,12th,8,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,United-States,<=50K
20,Private,107801,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,2205,18,United-States,<=50K
44,Private,191256,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,>50K
47,Private,256866,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
59,Private,197148,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,24,United-States,>50K
37,Private,312271,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,<=50K
21,Private,118657,HS-grad,9,Separated,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
68,Private,224338,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,242488,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,5013,0,40,United-States,<=50K
23,<undefined>,234970,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
23,Private,227915,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Female,0,0,33,United-States,<=50K
40,Local-gov,105717,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,1876,35,United-States,<=50K
45,Self-emp-not-inc,160962,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
34,<undefined>,353881,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,3103,0,60,United-States,>50K
22,Private,188950,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,201328,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,218678,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,49,United-States,<=50K
23,Private,184255,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
39,Federal-gov,200968,Some-college,10,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,45,United-States,>50K
26,Private,102264,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,300584,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,208946,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
36,Private,105021,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
20,Private,124751,Some-college,10,Never-married,Priv-house-serv,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,274057,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,8,United-States,<=50K
38,Private,132879,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
43,Self-emp-inc,260960,Bachelors,13,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,35,United-States,<=50K
56,Private,208415,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
42,Private,356934,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,154410,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Private,35378,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
73,Private,301210,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1735,20,United-States,<=50K
32,Private,73621,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,42,United-States,<=50K
37,Private,108140,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
66,Private,217198,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,10,United-States,<=50K
22,Private,157332,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
51,Private,202956,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,173495,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
65,Private,149811,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,2206,59,Canada,<=50K
39,Private,444219,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,Black,Female,0,0,45,United-States,<=50K
48,Private,125120,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,37,United-States,<=50K
20,Private,190429,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,<undefined>,190303,Assoc-acdm,12,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
48,Private,248164,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,4386,0,50,United-States,>50K
29,Federal-gov,208534,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,<=50K
36,Self-emp-not-inc,343721,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,<undefined>,>50K
35,Self-emp-inc,196373,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
31,Private,433788,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
48,State-gov,122086,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,137314,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
40,Self-emp-not-inc,33068,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,210688,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,<=50K
26,Local-gov,117833,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,4865,0,35,United-States,<=50K
37,State-gov,103474,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
65,Private,115880,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Self-emp-not-inc,233933,10th,6,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,<=50K
42,Private,52781,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,586657,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Japan,>50K
62,Private,113080,7th-8th,4,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,251905,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,50,United-States,<=50K
76,Self-emp-not-inc,225964,Some-college,10,Widowed,Sales,Not-in-family,White,Male,0,0,8,United-States,<=50K
20,<undefined>,194096,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,263831,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,133136,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
32,Private,121634,10th,6,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,Mexico,<=50K
22,Self-emp-inc,40767,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Federal-gov,355789,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,50,United-States,<=50K
43,Local-gov,311914,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,91189,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
44,Federal-gov,344060,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Private,113823,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,State-gov,185800,Masters,14,Divorced,Prof-specialty,Unmarried,Black,Female,7430,0,40,United-States,>50K
30,Private,76107,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,>50K
23,Private,117618,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
39,Private,238008,HS-grad,9,Widowed,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,136480,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
50,Private,285200,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,35,United-States,>50K
19,Private,351040,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Puerto-Rico,<=50K
35,Private,1226583,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
23,Private,195767,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,187540,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,79372,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,226665,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,42,United-States,>50K
52,Private,213209,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
49,Private,211005,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,60,United-States,<=50K
24,Private,96178,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,328216,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
39,Private,110713,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
45,Self-emp-not-inc,225456,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
62,Local-gov,159908,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1258,38,United-States,<=50K
43,Private,118308,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
45,Private,180309,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
62,Self-emp-not-inc,39630,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,273828,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
56,Private,172071,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
28,Private,218887,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Female,0,0,35,United-States,<=50K
23,Private,664670,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
43,Private,209149,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
26,Private,84619,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,447346,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
55,Local-gov,37869,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
48,State-gov,99086,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Private,143582,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,2129,72,<undefined>,<=50K
38,Private,326886,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
18,Private,181755,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
56,Self-emp-not-inc,249368,HS-grad,9,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,<=50K
39,Self-emp-not-inc,326400,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,504725,5th-6th,3,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,50,Mexico,<=50K
36,Private,88967,11th,7,Never-married,Transport-moving,Unmarried,Amer-Indian-Eskimo,Male,0,0,65,United-States,<=50K
42,Self-emp-not-inc,170721,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2002,40,United-States,<=50K
50,Private,148953,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
17,Private,342752,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
57,Private,220871,7th-8th,4,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
73,Private,29675,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,12,United-States,<=50K
50,Federal-gov,183611,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,115215,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,45,United-States,<=50K
27,Private,152231,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
24,<undefined>,41356,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,225142,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,121313,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,134821,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,311350,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,102106,10th,6,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
47,Private,427055,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,Mexico,<=50K
40,Private,117860,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Private,285885,9th,5,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,212800,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,194864,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,18,United-States,<=50K
36,Private,31438,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,43,United-States,<=50K
46,Private,148254,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
69,Private,113035,1st-4th,2,Widowed,Priv-house-serv,Not-in-family,Black,Female,0,0,4,United-States,<=50K
69,Private,106595,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,1848,0,40,United-States,<=50K
28,Private,144521,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
20,Private,172232,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,48,United-States,<=50K
54,State-gov,123592,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,3887,0,35,United-States,<=50K
25,Private,191921,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
64,Local-gov,237379,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3471,0,40,United-States,<=50K
17,Private,208463,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,Federal-gov,68985,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,22418,9th,5,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
57,Private,163047,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,38,United-States,<=50K
51,Private,153870,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2603,40,United-States,<=50K
20,<undefined>,124954,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
47,Private,197702,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,166415,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,52,United-States,<=50K
50,State-gov,116211,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,>50K
20,Private,33644,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
43,State-gov,33331,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,70,United-States,>50K
46,Private,73019,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,169182,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,Puerto-Rico,<=50K
53,Private,20438,Some-college,10,Separated,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,0,0,15,United-States,<=50K
21,Private,109869,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
58,Private,316849,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,208043,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
61,Private,153790,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
56,State-gov,153451,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
59,Private,96840,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
72,Private,192732,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,20,United-States,<=50K
33,Private,209101,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,146919,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
46,Local-gov,192323,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,>50K
48,Private,217019,HS-grad,9,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,28,United-States,<=50K
33,Private,198211,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,222490,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,106758,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
31,Private,561334,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,203710,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Local-gov,203322,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
51,Private,123703,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,40,United-States,>50K
46,State-gov,312015,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
25,Private,209428,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,El-Salvador,<=50K
61,Private,230292,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K
17,Private,114420,11th,7,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
26,Private,120238,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,3325,0,40,United-States,<=50K
35,Private,100375,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
33,Self-emp-not-inc,42485,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
37,Private,130620,12th,8,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,0,33,<undefined>,<=50K
39,Local-gov,134367,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
42,Private,147099,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
35,Private,36214,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,47,United-States,>50K
45,Private,119904,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,50,United-States,>50K
47,Self-emp-inc,105779,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,>50K
64,Private,165020,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
39,Private,187098,Prof-school,15,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,47,United-States,>50K
43,<undefined>,142030,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,241360,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
62,Private,121319,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,40,United-States,>50K
53,Private,151580,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
31,Private,162572,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,35917,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,35723,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
43,Private,194773,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,62155,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,35,United-States,<=50K
45,Self-emp-not-inc,192203,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,40,United-States,>50K
46,Private,174370,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
26,Private,161007,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,80,United-States,<=50K
24,Private,270517,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,Mexico,<=50K
43,Private,163847,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
40,Private,193882,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,160037,7th-8th,4,Divorced,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
34,Federal-gov,189944,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,72,United-States,<=50K
85,Private,115364,HS-grad,9,Widowed,Sales,Unmarried,White,Male,0,0,35,United-States,<=50K
41,Private,163174,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,State-gov,188900,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,3325,0,35,United-States,<=50K
22,Private,214399,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
60,Private,156616,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Private,204862,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
34,<undefined>,55921,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
35,State-gov,172475,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,2977,0,45,United-States,<=50K
24,Private,153082,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
45,Local-gov,195418,Masters,14,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
21,Local-gov,276840,12th,8,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
30,Private,97933,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Wife,White,Female,0,1485,37,United-States,>50K
50,Self-emp-inc,119099,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,99,United-States,>50K
41,Self-emp-not-inc,83411,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
21,Private,198992,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,33,United-States,<=50K
45,Private,337825,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,192002,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,189346,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,231962,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,164488,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,13550,0,50,United-States,>50K
48,Private,200471,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
69,Private,228921,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Male,0,2282,40,United-States,>50K
41,Private,184846,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,233851,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,499001,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,Mexico,<=50K
65,Local-gov,125768,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,28,United-States,<=50K
31,Private,255004,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1741,38,United-States,<=50K
28,Private,157624,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,146767,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
45,Private,118291,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,80,United-States,<=50K
43,Private,313181,HS-grad,9,Divorced,Adm-clerical,Other-relative,Black,Male,0,0,38,United-States,<=50K
31,Private,87891,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,226443,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
45,Private,81132,Some-college,10,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
20,Private,216436,Bachelors,13,Never-married,Sales,Other-relative,Black,Female,0,0,30,United-States,<=50K
25,Private,213412,Bachelors,13,Never-married,Tech-support,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,179358,HS-grad,9,Widowed,Handlers-cleaners,Unmarried,White,Female,0,0,30,United-States,<=50K
31,Private,369825,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,4101,0,50,United-States,<=50K
56,Private,199763,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
26,Private,239390,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,18,United-States,<=50K
47,Self-emp-not-inc,173613,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,65,United-States,<=50K
40,Self-emp-inc,37869,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,302845,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,48,United-States,<=50K
34,State-gov,85218,Masters,14,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,24,United-States,<=50K
37,Private,48268,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
38,Private,173968,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,70982,Assoc-voc,11,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,16,United-States,<=50K
49,Private,166857,9th,5,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,<undefined>,256191,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,25,United-States,<=50K
26,Private,162872,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
82,Private,152148,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,2,United-States,<=50K
40,Private,139193,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,791084,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
23,Private,137214,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,37,United-States,<=50K
19,Private,183258,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
67,Private,154035,HS-grad,9,Widowed,Handlers-cleaners,Other-relative,Black,Male,0,0,32,United-States,<=50K
43,Private,115323,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,40,United-States,>50K
41,Private,213055,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Other,Female,0,0,50,United-States,<=50K
37,Private,155064,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,33551,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,169995,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
47,Private,168262,Masters,14,Separated,Exec-managerial,Not-in-family,White,Male,99999,0,50,United-States,>50K
40,Private,104196,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
39,State-gov,114055,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,274398,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
78,<undefined>,27979,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2228,0,32,United-States,<=50K
67,<undefined>,244122,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,1,United-States,<=50K
49,Private,196571,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
66,Private,101607,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,10,United-States,<=50K
52,Private,122109,HS-grad,9,Never-married,Prof-specialty,Unmarried,White,Female,0,323,40,United-States,<=50K
59,Self-emp-inc,255822,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
72,Private,195184,HS-grad,9,Widowed,Priv-house-serv,Unmarried,White,Female,0,0,12,Cuba,<=50K
35,Federal-gov,245372,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,169583,Bachelors,13,Married-AF-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
36,Private,224531,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,186151,HS-grad,9,Separated,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,118693,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
39,Private,297449,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,125206,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,393264,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,108140,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
63,Private,264968,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,318106,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,156025,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
38,State-gov,149455,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
25,Private,359985,5th-6th,3,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,33,Mexico,<=50K
44,State-gov,165108,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
43,Private,115178,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
21,Private,149224,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
41,Local-gov,352056,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,174717,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
75,<undefined>,173064,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
29,Private,147755,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,40,United-States,<=50K
52,Self-emp-not-inc,135716,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
47,Private,44216,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
28,Private,37359,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
24,Private,178255,Some-college,10,Married-civ-spouse,Priv-house-serv,Wife,White,Female,0,0,40,<undefined>,<=50K
30,State-gov,70617,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,10,China,<=50K
30,Private,154950,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
40,Private,356934,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
27,Private,271714,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
26,Private,247025,HS-grad,9,Never-married,Protective-serv,Unmarried,White,Male,0,0,44,United-States,<=50K
32,Private,107417,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,37,United-States,<=50K
36,State-gov,116554,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,917220,12th,8,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
25,Private,430084,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,202937,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,Poland,<=50K
27,Private,62737,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,508548,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
38,Self-emp-inc,275223,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
35,Self-emp-not-inc,381931,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
29,Private,246974,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,105431,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Private,146311,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,159869,Doctorate,16,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,204641,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,66297,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
38,Private,227615,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
66,<undefined>,107744,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,360393,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
19,Private,263340,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
18,Private,141918,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,22,United-States,<=50K
37,Private,294292,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,128736,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Local-gov,511289,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,>50K
27,Private,302406,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
34,Local-gov,101517,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
54,State-gov,161334,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,China,<=50K
24,Self-emp-inc,189148,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,103111,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
48,Self-emp-not-inc,51620,Bachelors,13,Separated,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,31606,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,34292,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,38,United-States,<=50K
21,Private,107882,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,9,United-States,<=50K
18,Private,39529,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
18,Private,135315,9th,5,Never-married,Sales,Own-child,Other,Female,0,0,32,United-States,<=50K
29,Private,107812,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,229729,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,111891,HS-grad,9,Separated,Machine-op-inspct,Other-relative,Black,Female,0,0,40,United-States,<=50K
32,Private,340917,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,202952,10th,6,Divorced,Other-service,Not-in-family,Black,Female,0,0,24,United-States,<=50K
79,Private,333230,HS-grad,9,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,6,United-States,<=50K
34,Private,114955,Assoc-acdm,12,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,159869,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-not-inc,57758,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
29,Private,207064,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,193090,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,3674,0,40,United-States,<=50K
64,Private,151364,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
70,Local-gov,88638,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,7896,0,50,United-States,>50K
28,Local-gov,304960,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,1980,40,United-States,<=50K
51,Private,102828,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Greece,<=50K
20,<undefined>,210029,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
34,State-gov,154246,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,4865,0,55,United-States,<=50K
29,Private,142519,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,104455,Bachelors,13,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
77,Self-emp-inc,192230,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,292592,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
27,Private,330132,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
22,Private,51111,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Local-gov,258037,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Cuba,>50K
42,Local-gov,188291,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1902,40,United-States,>50K
35,State-gov,349066,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
62,<undefined>,191188,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,133503,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,2635,0,16,United-States,<=50K
45,Private,146497,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
19,Private,240468,Some-college,10,Married-spouse-absent,Sales,Own-child,White,Female,0,1602,40,United-States,<=50K
38,Private,175120,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,416577,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,45,United-States,<=50K
29,Private,253814,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Private,159247,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,102471,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,80,Puerto-Rico,<=50K
42,Private,213464,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,211968,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
43,Federal-gov,32016,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
69,Private,512992,11th,7,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,45,United-States,<=50K
39,Private,135020,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,109133,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Portugal,<=50K
28,Private,142712,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Federal-gov,76900,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,112176,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
43,Federal-gov,262233,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
49,Private,122066,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,Hungary,<=50K
28,Private,194690,7th-8th,4,Separated,Other-service,Own-child,White,Male,0,0,60,Mexico,<=50K
35,Private,306678,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2885,0,40,United-States,<=50K
19,<undefined>,217769,Some-college,10,Never-married,<undefined>,Own-child,White,Female,594,0,10,United-States,<=50K
35,Local-gov,308945,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
57,Private,46699,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,377757,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,220993,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,1590,48,United-States,<=50K
45,Private,102147,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,113770,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,139012,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
45,Private,148900,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
28,Federal-gov,329426,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Self-emp-inc,181408,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K
44,Local-gov,101950,Prof-school,15,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Self-emp-not-inc,32537,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
41,Private,209547,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,202373,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,25,United-States,<=50K
29,Self-emp-not-inc,151476,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,2174,0,40,United-States,<=50K
51,Self-emp-not-inc,174824,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,8614,0,40,United-States,>50K
22,Private,138768,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,143482,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Private,200190,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K
38,Private,168407,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,5721,0,44,United-States,<=50K
23,Private,148315,Some-college,10,Separated,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,270517,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,Mexico,<=50K
40,Private,53506,Bachelors,13,Divorced,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,105693,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,189589,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,164574,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
37,Private,185744,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,United-States,<=50K
40,Local-gov,33155,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,215955,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,40,United-States,>50K
38,Self-emp-not-inc,233571,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,211253,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Federal-gov,191385,Assoc-acdm,12,Divorced,Protective-serv,Not-in-family,White,Male,2174,0,40,United-States,<=50K
20,Private,137895,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
62,State-gov,159699,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
31,Private,295922,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,175856,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,216129,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
62,Local-gov,407669,7th-8th,4,Widowed,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
43,Local-gov,214242,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,285457,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
30,Self-emp-inc,124420,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,4650,0,40,United-States,<=50K
22,<undefined>,246386,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,142751,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Local-gov,283635,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Self-emp-not-inc,322931,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,40,United-States,>50K
49,Private,76482,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,State-gov,431745,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
48,Private,141944,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,40,United-States,>50K
32,Private,193042,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
33,Private,67006,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,45,United-States,<=50K
23,Private,240398,Bachelors,13,Never-married,Sales,Not-in-family,Black,Male,0,0,15,United-States,<=50K
33,Federal-gov,182714,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,65,United-States,>50K
50,Federal-gov,172046,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,185177,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,<=50K
32,Private,102858,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2002,42,United-States,<=50K
39,Private,84954,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,2829,0,65,United-States,<=50K
21,Private,115895,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,184589,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,21,United-States,<=50K
32,Private,282611,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,218649,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
22,State-gov,157541,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,10,United-States,<=50K
70,Private,145419,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,5,United-States,<=50K
34,Private,122616,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,84,United-States,>50K
53,Private,204584,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,117210,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
37,Private,69481,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,148492,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,50,United-States,>50K
23,Private,106957,11th,7,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,14344,0,40,Vietnam,>50K
32,Private,29312,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,80,United-States,>50K
57,Private,120302,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
65,<undefined>,111916,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,182227,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
30,Private,219110,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
31,Private,200192,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,Germany,<=50K
19,Private,427862,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
23,State-gov,33551,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,<=50K
44,Private,164043,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
43,<undefined>,116632,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,United-States,>50K
42,Private,175133,Some-college,10,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,289731,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,256362,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,282612,Assoc-voc,11,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,73679,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,237824,HS-grad,9,Married-spouse-absent,Priv-house-serv,Other-relative,Black,Female,0,0,60,Jamaica,<=50K
36,Local-gov,357720,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Self-emp-not-inc,155489,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,Poland,<=50K
44,Private,138077,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,32,United-States,<=50K
42,Private,183479,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,103596,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,99,United-States,<=50K
33,Private,172304,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,313853,Bachelors,13,Divorced,Other-service,Unmarried,Black,Male,0,0,45,United-States,>50K
17,Private,294485,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
20,Private,637080,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
32,Private,385959,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
33,Self-emp-not-inc,116539,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,129263,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,60,United-States,<=50K
60,Private,141253,10th,6,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,48,United-States,<=50K
35,State-gov,35626,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,15,United-States,<=50K
43,Federal-gov,94937,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,220269,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
29,Self-emp-not-inc,169544,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,40,United-States,>50K
36,Private,214604,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,42,United-States,>50K
27,Private,81540,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
50,Private,24013,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,84,United-States,>50K
22,Private,124940,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,0,0,44,United-States,<=50K
33,State-gov,313729,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
61,Private,192237,10th,6,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
28,<undefined>,168524,Assoc-voc,11,Married-civ-spouse,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,113324,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,>50K
22,Private,215477,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,199903,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,431861,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,105938,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,1602,20,United-States,<=50K
28,Private,274679,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Private,177499,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,1590,35,United-States,<=50K
28,Private,206125,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Local-gov,221740,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,>50K
58,Private,202652,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,37,United-States,<=50K
39,Private,348960,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,171876,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Private,157932,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
58,Private,201344,Bachelors,13,Divorced,Craft-repair,Own-child,White,Female,0,0,20,United-States,<=50K
38,Private,354739,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,36,Philippines,>50K
34,Private,40067,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,326862,Some-college,10,Divorced,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
48,Local-gov,189762,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
65,<undefined>,149049,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,226246,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
80,<undefined>,29020,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,10605,0,10,United-States,>50K
23,Private,38251,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,196385,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,>50K
38,Self-emp-not-inc,217054,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,104973,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
48,Local-gov,238959,Masters,14,Divorced,Exec-managerial,Unmarried,Black,Female,9562,0,40,United-States,>50K
40,State-gov,34218,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Local-gov,292962,HS-grad,9,Never-married,Craft-repair,Other-relative,Black,Female,0,0,40,United-States,<=50K
45,Private,235924,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,98656,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
70,Private,102610,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,80,United-States,<=50K
32,Local-gov,296466,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
33,Private,323069,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,184756,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,233993,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
22,Private,130724,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,25,United-States,<=50K
52,Self-emp-inc,181855,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Other,Male,99999,0,65,United-States,>50K
67,Self-emp-not-inc,127543,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,2414,0,80,United-States,<=50K
40,Private,187164,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,45,United-States,<=50K
55,Private,113912,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,<=50K
29,Private,216479,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Private,135480,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,16,United-States,<=50K
22,Private,204160,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
64,State-gov,114650,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,240172,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Male,0,0,50,United-States,<=50K
28,Private,184831,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,124590,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,<=50K
47,State-gov,120429,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
26,Private,202033,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
18,Private,156874,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,27,United-States,<=50K
52,Self-emp-inc,177727,10th,6,Married-civ-spouse,Sales,Husband,White,Male,4064,0,45,United-States,<=50K
48,Local-gov,334409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
36,Private,311255,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,Haiti,<=50K
23,Private,214227,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
41,Private,115849,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
56,State-gov,671292,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,United-States,>50K
53,Private,31460,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,141824,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,310152,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,3325,0,40,United-States,<=50K
25,Private,179953,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,2597,0,31,United-States,<=50K
31,Private,137952,Some-college,10,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,Puerto-Rico,<=50K
36,Private,103323,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2829,0,40,United-States,<=50K
46,Private,174426,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
46,State-gov,192779,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Male,0,2258,38,United-States,>50K
32,Private,169955,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,36,Puerto-Rico,<=50K
43,Self-emp-not-inc,48087,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
30,Private,132601,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
41,Self-emp-inc,253060,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,45,United-States,>50K
50,Private,108435,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,60,United-States,>50K
37,State-gov,210452,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
22,Local-gov,134181,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,50,United-States,<=50K
51,Federal-gov,45487,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,80,United-States,<=50K
47,Private,183522,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
40,Private,199303,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,83064,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,<undefined>,134997,Some-college,10,Separated,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
30,Private,44419,Some-college,10,Never-married,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,442612,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
31,Local-gov,158092,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
31,Private,374833,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,112650,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
50,Local-gov,183390,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
27,Private,207418,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
22,<undefined>,335453,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,16,United-States,<=50K
29,Private,243660,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
28,Private,54243,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
54,Private,50385,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,45,United-States,>50K
47,State-gov,187581,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,>50K
34,Private,37380,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,247025,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,<undefined>,29231,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
23,State-gov,101094,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,60,United-States,<=50K
42,Local-gov,176716,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,118429,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
52,Federal-gov,221532,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
22,<undefined>,120572,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
27,Local-gov,124680,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,153160,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,114678,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,5455,0,40,United-States,<=50K
49,State-gov,142856,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,29702,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
20,Private,277700,Preschool,1,Never-married,Other-service,Own-child,White,Male,0,0,32,United-States,<=50K
55,Self-emp-inc,67433,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
47,Private,121124,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,394447,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,33,United-States,>50K
36,Private,79649,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,203763,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Female,0,0,80,United-States,<=50K
55,Private,229029,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,48,United-States,>50K
21,<undefined>,494638,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
48,Private,162816,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,109117,Assoc-voc,11,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
24,Private,32732,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
57,Self-emp-not-inc,217692,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Female,0,0,38,United-States,<=50K
20,Private,34590,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
18,<undefined>,276864,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,1602,20,United-States,<=50K
56,Private,168625,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,4101,0,40,United-States,<=50K
36,Private,91037,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
44,Private,171484,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
57,Private,200453,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,40,United-States,>50K
57,Private,36990,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,52,United-States,<=50K
33,Private,198211,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
61,<undefined>,30475,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
39,Private,70995,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,99,United-States,>50K
28,Private,245790,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,273324,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,1721,16,United-States,<=50K
60,Private,182687,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Local-gov,247807,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
58,Private,163113,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,35,United-States,>50K
50,Private,180522,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,38,United-States,<=50K
23,Local-gov,203353,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,12,United-States,<=50K
30,Private,87469,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,<undefined>,216563,11th,7,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
90,Private,87372,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,72,United-States,>50K
49,Local-gov,173584,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
47,Local-gov,80282,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3137,0,40,United-States,<=50K
34,Private,319854,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,Taiwan,>50K
37,Federal-gov,408229,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,431307,10th,6,Married-civ-spouse,Protective-serv,Wife,Black,Female,0,0,50,United-States,<=50K
37,Private,134088,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,246396,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
34,Private,159255,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
34,Private,106014,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,186934,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
39,Private,120130,Some-college,10,Separated,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
32,State-gov,203849,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,19,United-States,<=50K
24,Private,207940,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,<=50K
28,Private,302406,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
41,Self-emp-not-inc,144594,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2179,40,United-States,<=50K
69,<undefined>,171050,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,9,United-States,<=50K
32,Private,459007,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,90,United-States,<=50K
58,Private,372181,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,>50K
47,Self-emp-not-inc,172034,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,75,United-States,>50K
41,Private,156566,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,50,United-States,>50K
35,Self-emp-inc,338320,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
24,Private,353696,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,Canada,<=50K
46,Self-emp-not-inc,342907,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,>50K
69,Self-emp-inc,169717,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,6418,0,45,United-States,>50K
22,Private,103762,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
36,State-gov,47570,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,119432,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
23,Local-gov,144165,Bachelors,13,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
35,Private,180647,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Local-gov,312232,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,5178,0,40,United-States,>50K
35,State-gov,150488,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,200876,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,16,United-States,<=50K
43,Private,188199,9th,5,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
53,State-gov,118793,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
54,Local-gov,204325,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,<=50K
29,Private,256671,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
46,Private,231515,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,47,Cuba,<=50K
24,Private,100669,Some-college,10,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
30,Private,88913,Some-college,10,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
23,Private,363219,Some-college,10,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,6,United-States,<=50K
27,<undefined>,291547,Bachelors,13,Married-civ-spouse,<undefined>,Not-in-family,Other,Female,0,0,6,Mexico,<=50K
36,Private,308945,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,100316,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
33,Private,296453,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,15,United-States,<=50K
66,Private,298834,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Canada,<=50K
45,Self-emp-not-inc,188694,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
68,<undefined>,29240,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,12,United-States,<=50K
37,Private,186934,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
17,Private,154908,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
31,Private,22201,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
46,Private,216999,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
40,Private,186916,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,116677,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,95763,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Private,266710,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,41,United-States,<=50K
46,Private,117849,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
30,Private,242460,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Self-emp-not-inc,202729,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,Private,181652,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,174760,Assoc-acdm,12,Married-spouse-absent,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
34,Private,56121,11th,7,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,390369,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,149726,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,51262,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,190350,12th,8,Never-married,Other-service,Unmarried,Black,Female,0,0,35,<undefined>,<=50K
53,Federal-gov,205288,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,35,United-States,>50K
36,Private,154835,HS-grad,9,Separated,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
45,Private,89028,HS-grad,9,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,10520,0,40,United-States,>50K
36,Private,194630,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Self-emp-not-inc,212207,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,11,United-States,<=50K
27,Private,204788,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,158688,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,97723,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,193026,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,257250,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Male,0,0,75,United-States,<=50K
48,Private,355978,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,200574,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
21,Private,376929,5th-6th,3,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Mexico,<=50K
47,State-gov,123219,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
41,Private,82778,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
61,Self-emp-not-inc,115882,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
64,Private,103021,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,297767,Some-college,10,Separated,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
44,Private,259479,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
20,Private,167787,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
23,Local-gov,40021,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,70,United-States,<=50K
52,Private,245275,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
43,Private,37402,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,25,United-States,<=50K
32,Private,103608,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
63,Private,137192,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
29,Private,137618,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,41,United-States,>50K
42,Self-emp-inc,96509,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,Taiwan,<=50K
65,Private,196174,10th,6,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,28,United-States,<=50K
24,Private,172612,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,141186,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,228190,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
40,Self-emp-inc,190290,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,<undefined>,>50K
38,Federal-gov,307404,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,152436,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
46,Self-emp-not-inc,182541,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1672,50,United-States,<=50K
39,Private,282153,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
29,<undefined>,41281,Bachelors,13,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Private,162003,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,36,United-States,>50K
36,Private,190759,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,208122,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
57,Private,173832,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
55,Private,129173,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,287548,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
41,Private,216116,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
24,Private,146706,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
47,Private,285200,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-inc,314375,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
44,Private,203943,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,35,United-States,>50K
18,<undefined>,274746,HS-grad,9,Never-married,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
27,Private,517000,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,35,United-States,<=50K
36,Private,66173,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
21,Private,182823,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
29,Private,159479,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Other,Male,0,0,55,United-States,<=50K
25,Private,135568,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
73,Private,333676,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,201699,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
28,Private,96020,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
43,Private,176138,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,47496,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
20,Private,187158,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
22,Private,249727,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
76,Self-emp-not-inc,237624,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K
24,Private,175254,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,42924,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,205950,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
33,Private,111985,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,58,United-States,<=50K
30,Private,167476,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
40,Private,221172,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,<undefined>,188711,Some-college,10,Divorced,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
49,Private,199448,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,313038,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,148431,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Other,Female,0,0,40,United-States,<=50K
19,Private,112432,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,58,United-States,<=50K
46,Private,57914,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,145166,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
56,Private,247119,7th-8th,4,Widowed,Machine-op-inspct,Unmarried,Other,Female,0,0,40,Dominican-Republic,<=50K
53,Private,196278,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,<undefined>,366531,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,216481,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,188027,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
37,Private,66686,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
41,Private,74775,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,30,Vietnam,<=50K
65,<undefined>,325537,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
30,Self-emp-not-inc,250499,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,55,United-States,>50K
57,Self-emp-not-inc,192869,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
44,Self-emp-inc,121352,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
32,Self-emp-not-inc,70985,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,4064,0,40,United-States,<=50K
27,Self-emp-not-inc,123116,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
57,Local-gov,339163,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
59,Self-emp-not-inc,124771,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
32,Private,167531,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,15024,0,50,United-States,>50K
90,<undefined>,77053,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,4356,40,United-States,<=50K
22,Private,199266,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Private,190728,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,99212,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,48,United-States,>50K
38,Local-gov,421446,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,>50K
61,Private,215944,9th,5,Divorced,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
24,Private,72310,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,43,United-States,<=50K
25,Private,57512,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Private,89413,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Local-gov,28151,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,>50K
90,Private,46786,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,9386,0,15,United-States,>50K
30,Private,226943,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
44,Private,182402,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,305352,10th,6,Divorced,Craft-repair,Other-relative,Black,Male,0,0,40,United-States,<=50K
63,Self-emp-inc,189253,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
60,Private,296485,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,204375,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,>50K
49,Self-emp-not-inc,249585,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
47,Private,148995,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
42,Self-emp-inc,168071,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,43,United-States,>50K
53,Private,194995,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Italy,<=50K
23,Private,211049,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,4101,0,40,United-States,<=50K
28,<undefined>,196630,Assoc-voc,11,Separated,<undefined>,Unmarried,White,Female,0,0,40,Mexico,<=50K
20,Private,50397,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,35,United-States,<=50K
43,Private,177905,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3908,0,40,United-States,<=50K
32,Private,204374,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
43,Private,60001,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,44,United-States,>50K
31,Private,223046,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
29,<undefined>,44921,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,154571,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
39,Private,67136,Assoc-voc,11,Separated,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
29,Private,188675,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,Jamaica,>50K
20,Private,390817,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,25,Mexico,<=50K
23,<undefined>,145964,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,30424,11th,7,Separated,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
53,Private,548361,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,189148,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,<=50K
58,Self-emp-not-inc,266707,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2179,18,United-States,<=50K
51,Self-emp-not-inc,311569,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,187653,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,48,United-States,<=50K
38,Private,235379,Assoc-acdm,12,Never-married,Prof-specialty,Unmarried,White,Female,0,0,36,United-States,<=50K
41,Private,188615,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
58,Private,322691,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
25,Private,184698,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Dominican-Republic,<=50K
50,Private,144361,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,130057,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
31,Self-emp-inc,117963,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,123876,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,248445,HS-grad,9,Divorced,Handlers-cleaners,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
32,Private,207172,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
46,State-gov,119904,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,1564,55,United-States,>50K
62,Private,134768,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
40,Local-gov,269168,HS-grad,9,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,<undefined>,<=50K
56,Private,132026,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,7688,0,45,United-States,>50K
37,Private,60722,Some-college,10,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Japan,>50K
41,Private,648223,1st-4th,2,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,0,0,40,Mexico,<=50K
56,Private,298695,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
20,Private,219835,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Self-emp-not-inc,313729,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
45,Private,140644,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
30,Private,203488,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,132341,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
27,Private,161683,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,42,United-States,<=50K
38,Private,312771,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
39,Private,258102,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
57,<undefined>,24127,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
47,Private,254367,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
77,<undefined>,185426,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
43,Private,152629,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Local-gov,141058,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
41,Private,233130,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,406641,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
30,State-gov,119422,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,255486,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,25,United-States,<=50K
22,Private,161532,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
25,Private,75759,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,>50K
18,Private,163332,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,22,United-States,<=50K
28,Private,103802,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,1408,40,<undefined>,<=50K
50,Private,34832,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,15024,0,40,United-States,>50K
28,Private,37933,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,48,United-States,<=50K
21,Private,165107,Some-college,10,Never-married,Priv-house-serv,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,126011,Assoc-voc,11,Divorced,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
28,Federal-gov,56651,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
23,Private,522881,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,Mexico,<=50K
32,Private,191777,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,35,England,<=50K
27,Private,132686,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,50,United-States,<=50K
55,Private,201112,HS-grad,9,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,174283,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,208591,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,126399,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,32,United-States,<=50K
50,Private,142073,HS-grad,9,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
18,Private,395567,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
74,Private,180455,Bachelors,13,Widowed,Other-service,Not-in-family,White,Female,0,0,8,United-States,<=50K
22,Private,235853,9th,5,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,160731,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,State-gov,31935,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,80,United-States,<=50K
41,Private,35166,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
24,Private,161092,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
23,Private,223019,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,179673,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,60,United-States,>50K
46,State-gov,248895,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,200323,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
41,Private,230020,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,United-States,<=50K
29,Private,134890,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
48,Private,162096,9th,5,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,0,0,45,China,<=50K
51,Private,103824,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,Haiti,<=50K
34,State-gov,61431,12th,8,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
58,Private,197319,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
52,Private,183618,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,268598,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Other,Male,7298,0,50,Puerto-Rico,>50K
53,Private,263729,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,39493,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
36,Private,185360,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,132661,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,60,United-States,<=50K
20,Private,266400,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,48,United-States,<=50K
23,Private,433669,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,216473,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
20,Self-emp-not-inc,217404,10th,6,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,227778,Assoc-voc,11,Never-married,Other-service,Other-relative,Black,Male,0,0,40,United-States,<=50K
73,State-gov,96262,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Private,247566,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,24,United-States,<=50K
56,Private,139616,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
32,Private,73585,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,37869,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,1590,40,United-States,<=50K
33,Private,165814,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
37,Private,108913,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,34975,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,157078,10th,6,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Private,232672,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
21,Private,294295,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,130454,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
24,Local-gov,461678,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,State-gov,252284,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,256737,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Local-gov,96480,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Germany,<=50K
25,Private,234263,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,109952,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,262570,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,65716,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
68,Private,201732,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,174788,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
38,Private,278924,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,101593,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
71,<undefined>,193863,7th-8th,4,Widowed,<undefined>,Other-relative,White,Female,0,0,16,Poland,<=50K
37,Private,342768,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,242606,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,4386,0,45,United-States,>50K
27,State-gov,176727,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,99179,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,State-gov,354104,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
25,Private,61956,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Federal-gov,137917,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
40,Private,224658,Some-college,10,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
38,Private,51100,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,3325,0,40,United-States,<=50K
25,Private,224361,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,362912,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,50,United-States,<=50K
23,Private,218782,10th,6,Never-married,Handlers-cleaners,Other-relative,Other,Male,0,0,40,United-States,<=50K
28,Private,103389,Masters,14,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,308944,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,140092,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,202210,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Private,416059,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
33,Self-emp-not-inc,281030,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,94,United-States,<=50K
19,Private,169758,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
68,Private,193666,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,55,United-States,>50K
41,Private,139907,10th,6,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,50,United-States,<=50K
18,Self-emp-inc,119422,HS-grad,9,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,30,India,<=50K
29,Private,149324,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,40,United-States,>50K
40,Private,259307,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
51,Self-emp-not-inc,74160,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,0,0,60,United-States,>50K
49,Private,134797,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,State-gov,41103,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
38,Local-gov,193026,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
57,Private,303986,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Cuba,<=50K
35,Private,126569,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
66,Private,166461,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,26,United-States,<=50K
27,<undefined>,61387,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
25,Private,254746,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
77,<undefined>,28678,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,9386,0,6,United-States,>50K
19,<undefined>,180976,10th,6,Never-married,<undefined>,Unmarried,White,Female,0,0,35,United-States,<=50K
70,Private,282642,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,2174,40,United-States,>50K
59,Self-emp-not-inc,136413,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,48,United-States,<=50K
25,Private,131463,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
44,Local-gov,177240,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,10520,0,40,United-States,>50K
37,Private,218490,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,El-Salvador,>50K
75,<undefined>,260543,10th,6,Widowed,<undefined>,Other-relative,Asian-Pac-Islander,Female,0,0,1,China,<=50K
21,<undefined>,80680,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,20728,HS-grad,9,Never-married,Sales,Own-child,White,Female,4101,0,40,United-States,<=50K
47,Federal-gov,117628,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,91939,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,1721,30,United-States,<=50K
32,State-gov,175931,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,309566,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
53,Private,123703,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,<undefined>,369678,HS-grad,9,Never-married,<undefined>,Not-in-family,Other,Male,0,0,30,United-States,<=50K
58,Private,29928,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,36,United-States,<=50K
22,Private,167868,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
23,Private,235894,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
21,Private,189888,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,3325,0,60,United-States,<=50K
36,Private,111545,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
39,Private,175972,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
34,Local-gov,254270,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Local-gov,185057,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
72,Private,157593,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,1455,0,6,United-States,<=50K
34,Private,101345,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
51,Local-gov,176751,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
32,Self-emp-not-inc,97723,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,127601,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
37,Private,227597,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,<undefined>,143995,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,20,United-States,<=50K
21,Private,250051,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
26,Private,284078,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,207668,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1887,40,United-States,>50K
18,Private,163787,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
27,Private,119170,11th,7,Never-married,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
20,Private,188612,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,38,Nicaragua,<=50K
36,Private,114605,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
31,<undefined>,317761,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,164197,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
54,Private,329266,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
34,Local-gov,207383,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,123598,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
33,Private,259931,11th,7,Separated,Machine-op-inspct,Other-relative,White,Male,0,0,30,United-States,<=50K
32,Private,134737,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
42,Private,106900,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,87054,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,82622,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
28,Private,181659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,321205,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,4101,0,35,United-States,<=50K
44,Self-emp-not-inc,231348,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
40,Private,276096,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,290560,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,307315,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
39,State-gov,99156,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,237928,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,39,United-States,<=50K
46,Private,153501,HS-grad,9,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
47,<undefined>,149700,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,36,United-States,>50K
47,Private,189680,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K
35,Private,374524,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,75,United-States,>50K
60,Self-emp-not-inc,127805,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
35,Private,150217,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,Poland,<=50K
33,Private,295649,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,China,<=50K
21,Private,197182,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,241998,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
48,Federal-gov,156410,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,50,United-States,>50K
58,Private,473836,7th-8th,4,Widowed,Farming-fishing,Other-relative,White,Female,0,0,45,Guatemala,<=50K
21,Private,198431,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,113936,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,318915,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,175406,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,30,United-States,>50K
33,<undefined>,193172,Assoc-voc,11,Married-civ-spouse,<undefined>,Own-child,White,Female,7688,0,50,United-States,>50K
23,Federal-gov,320294,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,State-gov,400285,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
24,<undefined>,283731,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
38,Local-gov,227154,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
49,Private,298659,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,Mexico,<=50K
47,Private,212120,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
50,Private,320510,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
21,Private,175800,HS-grad,9,Never-married,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,<=50K
55,Private,170169,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,344157,11th,7,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,199441,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,225456,HS-grad,9,Never-married,Tech-support,Other-relative,White,Male,0,0,50,United-States,<=50K
36,Private,61178,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,175262,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,2002,40,England,<=50K
42,Private,152568,HS-grad,9,Widowed,Sales,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
41,Private,182108,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,27828,0,35,United-States,>50K
46,Private,273771,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,40,United-States,>50K
32,Private,208291,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,224358,10th,6,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,55176,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
60,State-gov,152711,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
53,Private,68684,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,185452,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,50,United-States,<=50K
39,Federal-gov,175232,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1977,60,United-States,>50K
23,Private,173851,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,162327,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,50,<undefined>,>50K
36,Local-gov,51424,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,123416,12th,8,Separated,Prof-specialty,Own-child,White,Female,1055,0,40,United-States,<=50K
26,Private,262656,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,233194,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
41,Private,290660,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,55,United-States,>50K
22,Private,151105,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,18,United-States,<=50K
38,Private,179117,Assoc-acdm,12,Never-married,Machine-op-inspct,Not-in-family,Black,Female,10520,0,50,United-States,>50K
72,<undefined>,33608,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,9386,0,30,United-States,>50K
39,Private,317434,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,State-gov,126569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
38,Local-gov,745768,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,45,United-States,<=50K
19,Private,69927,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,16,United-States,<=50K
26,Private,302603,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,45,United-States,<=50K
52,Private,46788,Bachelors,13,Divorced,Craft-repair,Unmarried,White,Male,0,0,25,United-States,<=50K
41,Private,289886,5th-6th,3,Married-civ-spouse,Other-service,Husband,Other,Male,0,1579,40,Nicaragua,<=50K
45,Private,179135,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Federal-gov,175873,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
34,Private,57426,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
36,Private,312206,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,Without-pay,344858,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
26,State-gov,177035,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Private,88055,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,111095,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,192251,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
27,Private,29807,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,40,Japan,<=50K
26,Federal-gov,211596,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,268276,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
59,Self-emp-not-inc,181070,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,England,>50K
53,Local-gov,20676,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K
35,Private,115803,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Local-gov,124827,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,95336,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
36,Private,257942,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,72593,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,147340,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,185325,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
59,Self-emp-not-inc,357943,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
22,Private,215395,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,1602,10,United-States,<=50K
50,Local-gov,30682,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
24,Federal-gov,29591,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Other,Female,0,0,40,United-States,<=50K
36,Private,215392,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,110554,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,4386,0,40,United-States,>50K
42,Self-emp-not-inc,133584,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,El-Salvador,<=50K
38,Private,210438,7th-8th,4,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,256916,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,73541,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,109952,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
54,Private,197975,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,0,51,United-States,<=50K
27,Private,401723,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
42,Private,179524,Bachelors,13,Separated,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,State-gov,296282,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,145844,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
59,Private,191965,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,3908,0,28,United-States,<=50K
54,Private,96792,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
48,Private,185041,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1672,55,United-States,<=50K
19,<undefined>,233779,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
45,Private,347834,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,215373,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,<=50K
35,Self-emp-not-inc,169426,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,202856,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,36,United-States,<=50K
33,Private,50276,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,187454,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,126098,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,250639,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
64,Self-emp-inc,195366,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,186845,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,8,United-States,<=50K
20,Federal-gov,119156,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,20,United-States,<=50K
28,Private,162343,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
52,Private,108435,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,Greece,>50K
29,Self-emp-not-inc,394927,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
51,Private,172281,Bachelors,13,Separated,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,370767,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2377,60,United-States,<=50K
43,Private,352005,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,45,United-States,>50K
52,Private,165681,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,258819,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
25,Private,130793,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
36,Private,118909,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
44,Private,202466,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,United-States,<=50K
47,Private,161558,10th,6,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,0,0,45,United-States,<=50K
32,Private,188246,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,160120,Masters,14,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,0,0,40,South,<=50K
40,Private,144594,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,2829,0,40,United-States,<=50K
34,Self-emp-not-inc,123429,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
35,Self-emp-inc,340110,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
26,Private,523067,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,3,El-Salvador,<=50K
49,Self-emp-not-inc,113513,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
63,<undefined>,186809,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
46,Self-emp-not-inc,320421,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,25,United-States,<=50K
31,Local-gov,295589,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
22,Private,370548,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,120572,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,12,United-States,<=50K
52,Private,110977,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
26,Private,55860,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
34,Private,158800,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Private,131568,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,173613,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
22,Private,216867,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
38,Private,104089,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,208106,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Ecuador,<=50K
27,State-gov,340269,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,236246,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,213408,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,Cuba,<=50K
40,<undefined>,84232,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
19,Private,302945,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,Thailand,<=50K
69,<undefined>,28197,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,>50K
20,Private,262749,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
34,Federal-gov,198265,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,170871,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
27,Private,177761,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,Other,Male,0,0,50,United-States,<=50K
59,Private,175689,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,14,Cuba,>50K
45,Private,205100,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
21,Private,77759,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
51,State-gov,77905,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
64,<undefined>,193575,11th,7,Never-married,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
41,State-gov,116520,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
18,<undefined>,85154,12th,8,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,24,Germany,<=50K
49,Private,180532,Masters,14,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,508891,HS-grad,9,Divorced,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
20,Private,211345,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,20,United-States,<=50K
69,Self-emp-not-inc,170877,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
18,<undefined>,97318,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
43,Private,184105,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,150941,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,44,United-States,<=50K
32,Private,303942,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Local-gov,273929,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,197077,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,162825,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
46,Private,159869,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,44,United-States,<=50K
19,Private,158343,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,<undefined>,<=50K
17,<undefined>,406920,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,227986,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,137527,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
36,Private,180150,12th,8,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,239539,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
58,Private,281792,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
40,Private,224799,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
64,Private,292639,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,10566,0,35,United-States,<=50K
66,Private,22313,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
42,Private,194636,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,156089,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Private,193720,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
25,Private,218667,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,358837,Some-college,10,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,Private,174685,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,168854,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,54,United-States,<=50K
28,Private,133696,Bachelors,13,Never-married,Sales,Unmarried,White,Male,0,0,65,United-States,<=50K
23,Federal-gov,350680,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,Poland,<=50K
18,Private,115215,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
43,Self-emp-not-inc,152958,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
29,Private,217200,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,235124,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,46,Dominican-Republic,<=50K
31,Local-gov,144949,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
60,Private,135470,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
42,Private,281209,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,155489,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
38,Private,290306,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,182042,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K
31,Private,210008,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
54,Private,234938,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4064,0,55,United-States,<=50K
46,Private,315423,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,2042,50,United-States,<=50K
27,Self-emp-not-inc,30244,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,80,United-States,<=50K
50,Local-gov,30008,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
38,Self-emp-not-inc,201328,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,56,United-States,<=50K
36,State-gov,96468,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,486332,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,Mexico,<=50K
19,Private,46162,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,25,United-States,<=50K
60,Local-gov,98350,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,60,Philippines,<=50K
45,Local-gov,175958,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,119309,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,1602,16,United-States,<=50K
42,Private,175935,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,1980,46,United-States,<=50K
38,Private,204527,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
22,<undefined>,57827,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,418176,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,32,United-States,<=50K
23,Private,262744,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,177287,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,30,United-States,<=50K
30,Private,255004,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,0,0,52,United-States,<=50K
62,Private,183735,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Self-emp-not-inc,318644,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
42,Federal-gov,132125,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,>50K
33,Private,206051,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-inc,99185,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,>50K
35,Private,225750,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
33,Private,245777,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,169092,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,55,United-States,<=50K
62,Private,211035,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,>50K
24,Private,285432,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
50,Local-gov,154779,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
54,Private,37237,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
58,Private,417419,7th-8th,4,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,33975,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,42485,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
27,Private,170017,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,152683,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,3908,0,35,United-States,<=50K
20,Private,41721,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,60,United-States,<=50K
64,Private,66634,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-inc,257216,Masters,14,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,167882,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,43,United-States,<=50K
45,Private,179428,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
26,Private,57512,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,301614,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,193820,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,1876,40,United-States,<=50K
58,Private,222247,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,40,United-States,>50K
39,Self-emp-inc,189092,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,217509,HS-grad,9,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,0,0,45,Thailand,<=50K
35,Private,308691,Masters,14,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
38,Private,169672,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,120914,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,370156,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
28,Private,398220,5th-6th,3,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
44,Self-emp-not-inc,208277,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,45,United-States,<=50K
40,Private,337456,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Private,172666,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Self-emp-not-inc,32280,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,194901,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
19,<undefined>,57329,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,Japan,<=50K
32,Private,173730,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
45,Local-gov,153312,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,10,United-States,>50K
23,Private,274797,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
31,Private,359249,Assoc-voc,11,Never-married,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
22,Private,152744,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
59,Private,188041,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,97723,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
49,State-gov,354529,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,249727,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
26,Private,189590,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
23,State-gov,298871,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
55,Self-emp-not-inc,205296,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
47,Private,303637,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,49,United-States,>50K
44,Private,242861,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,37599,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
40,State-gov,199381,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,37,United-States,>50K
32,Self-emp-not-inc,56328,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,8,United-States,>50K
20,Private,256211,Some-college,10,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
84,Local-gov,163685,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,33,United-States,<=50K
40,Private,266084,Some-college,10,Divorced,Craft-repair,Other-relative,White,Male,0,0,50,United-States,<=50K
37,Private,161111,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,199031,Some-college,10,Divorced,Transport-moving,Own-child,White,Male,0,1380,40,United-States,<=50K
47,Private,166634,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,Germany,<=50K
62,Self-emp-not-inc,204085,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
19,<undefined>,369527,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,464945,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Local-gov,174684,HS-grad,9,Divorced,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
26,Local-gov,166295,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,41,United-States,<=50K
36,Private,220511,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,246936,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,104509,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
48,<undefined>,266337,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,252168,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
25,Private,92093,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
62,Private,88055,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,129591,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,142719,HS-grad,9,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
18,<undefined>,264924,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,128796,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
38,Private,115336,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,70,United-States,<=50K
52,Private,190333,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
63,Self-emp-not-inc,179444,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,15,United-States,<=50K
49,Private,218676,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K
17,Local-gov,148194,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
33,Private,184833,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
70,Self-emp-not-inc,280639,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,2329,0,20,United-States,<=50K
19,Private,217769,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
27,<undefined>,180553,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
61,Private,56009,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,255334,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,>50K
46,Self-emp-inc,328216,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,42,<undefined>,>50K
29,Private,349154,10th,6,Separated,Farming-fishing,Unmarried,White,Female,0,0,40,Guatemala,<=50K
40,Local-gov,24763,Some-college,10,Divorced,Transport-moving,Unmarried,White,Male,6849,0,40,United-States,<=50K
43,State-gov,41834,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,United-States,>50K
24,Private,113466,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,130856,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
61,Self-emp-not-inc,268797,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,17,United-States,<=50K
48,Private,202117,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K
19,Private,280146,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
30,Private,70377,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,236696,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
39,Local-gov,222572,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,43,United-States,<=50K
46,Self-emp-inc,110702,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,2036,0,60,United-States,<=50K
40,Private,96129,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,72,United-States,>50K
27,Local-gov,200492,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,193820,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,454508,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,2001,40,United-States,<=50K
58,Private,220789,Bachelors,13,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,101345,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,42,Canada,>50K
40,Private,140559,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
40,Self-emp-inc,64885,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
31,Private,402361,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,143582,HS-grad,9,Separated,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,48,China,<=50K
49,Private,185385,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,112706,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,130364,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
58,Local-gov,147428,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,205895,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
65,<undefined>,273569,HS-grad,9,Widowed,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Private,153160,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
48,Self-emp-not-inc,167918,Masters,14,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,India,<=50K
41,Private,195661,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,54,United-States,<=50K
27,State-gov,146243,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
52,<undefined>,105428,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,12,United-States,<=50K
26,Private,149943,HS-grad,9,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,60,<undefined>,<=50K
52,Local-gov,246197,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Local-gov,192563,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
19,Private,244115,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,30,United-States,<=50K
39,Local-gov,98587,Some-college,10,Divorced,Prof-specialty,Own-child,White,Female,0,0,45,United-States,<=50K
47,Private,145886,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,244315,HS-grad,9,Divorced,Craft-repair,Other-relative,Other,Male,0,0,40,United-States,<=50K
48,Private,192779,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,209464,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
60,Private,25141,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,405793,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
47,Federal-gov,53498,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
69,<undefined>,476653,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
40,Self-emp-not-inc,162312,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,66,South,<=50K
37,Private,277022,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Female,3887,0,40,Nicaragua,<=50K
41,State-gov,109762,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,123031,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,48,Trinadad&Tobago,<=50K
46,Federal-gov,119890,Assoc-voc,11,Separated,Tech-support,Not-in-family,Other,Female,0,0,30,United-States,<=50K
21,Self-emp-not-inc,409230,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,223308,Masters,14,Separated,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
38,<undefined>,129150,10th,6,Separated,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
47,Self-emp-not-inc,119199,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
42,Private,46221,Doctorate,16,Married-spouse-absent,Other-service,Not-in-family,White,Male,27828,0,60,<undefined>,>50K
42,Local-gov,351161,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,174533,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
32,Private,324386,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,126568,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,33,United-States,<=50K
26,Private,275703,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,219611,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,2174,0,50,United-States,<=50K
49,Private,200471,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,<=50K
65,Private,155261,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
73,State-gov,74040,7th-8th,4,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
34,Private,226296,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,211968,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
49,Local-gov,126446,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
25,Private,262885,11th,7,Never-married,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
39,Private,188069,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,25,United-States,<=50K
19,Private,113546,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,56,United-States,<=50K
24,Private,227070,10th,6,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
34,Private,136997,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
35,<undefined>,119006,HS-grad,9,Widowed,<undefined>,Own-child,White,Female,0,0,38,United-States,<=50K
21,Private,212407,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
43,Private,197810,Masters,14,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Federal-gov,35309,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,28,<undefined>,<=50K
39,Private,141802,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,<undefined>,184513,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,80,United-States,>50K
33,Self-emp-not-inc,124187,Assoc-acdm,12,Never-married,Other-service,Not-in-family,Black,Male,0,0,32,United-States,<=50K
19,Private,201743,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,26,United-States,<=50K
17,Private,156736,10th,6,Never-married,Sales,Unmarried,White,Female,0,0,12,United-States,<=50K
43,Self-emp-not-inc,47261,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
62,Private,150693,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,42,United-States,<=50K
53,Local-gov,233734,Masters,14,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,>50K
45,State-gov,35969,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
47,Private,159550,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Private,190823,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
53,Private,213378,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,33,United-States,<=50K
24,Private,257500,HS-grad,9,Separated,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
41,Local-gov,488706,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
58,Local-gov,239405,5th-6th,3,Divorced,Other-service,Other-relative,Black,Female,0,0,40,Haiti,<=50K
27,Federal-gov,105189,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,4865,0,50,United-States,<=50K
63,State-gov,109735,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
50,Private,172942,Some-college,10,Divorced,Other-service,Own-child,White,Male,0,0,28,United-States,<=50K
43,Local-gov,209899,Masters,14,Never-married,Tech-support,Not-in-family,Black,Female,8614,0,47,United-States,>50K
29,Self-emp-inc,87745,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
41,Private,187881,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,3942,0,40,United-States,<=50K
55,Private,234125,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,272944,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
23,Local-gov,129232,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,100345,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,13550,0,55,United-States,>50K
58,Self-emp-not-inc,195835,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,Private,251854,11th,7,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
40,Private,103474,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,United-States,<=50K
38,Private,22042,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,39,United-States,<=50K
37,Private,343721,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
19,Private,232368,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
55,Private,174478,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,29,United-States,<=50K
55,Private,282023,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
28,Private,274690,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Private,251675,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,El-Salvador,<=50K
32,<undefined>,647882,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,<undefined>,<=50K
60,Private,128367,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Male,3325,0,42,United-States,<=50K
32,Private,37380,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
34,Private,173730,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,353824,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
21,Private,225890,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,30,United-States,<=50K
24,State-gov,147147,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
53,Private,233780,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,Black,Female,2202,0,40,United-States,<=50K
29,Private,394927,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
34,Local-gov,188682,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,<undefined>,115209,Prof-school,15,Married-spouse-absent,<undefined>,Unmarried,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
41,Private,277192,5th-6th,3,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,Mexico,<=50K
21,Private,314182,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,220776,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
31,Local-gov,189269,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,35429,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,2042,40,United-States,<=50K
42,Private,154374,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,60,United-States,>50K
62,Private,161460,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,30,United-States,<=50K
51,Private,251487,7th-8th,4,Widowed,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
30,Private,177531,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
24,Private,53942,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,113481,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,361324,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,330087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
33,Private,276221,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,121055,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
62,Private,118696,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,Self-emp-not-inc,289741,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
18,Private,238401,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
43,Private,262038,5th-6th,3,Married-spouse-absent,Farming-fishing,Unmarried,White,Male,0,0,35,Mexico,<=50K
62,Self-emp-not-inc,26911,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,66,United-States,<=50K
29,Private,161155,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,252519,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,Haiti,>50K
39,Private,43712,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
69,<undefined>,167826,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,188900,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
44,Private,120057,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,45,United-States,>50K
25,Private,134113,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Local-gov,165822,Some-college,10,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
17,Private,99161,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,8,United-States,<=50K
41,Local-gov,74581,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,65,United-States,<=50K
19,Private,304643,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
57,Private,121821,1st-4th,2,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,Dominican-Republic,<=50K
25,Private,154863,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Male,0,0,35,United-States,<=50K
37,Local-gov,365430,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Canada,>50K
29,Private,183111,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,50178,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
35,Private,186845,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
52,Private,159908,12th,8,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,162189,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,1831,0,40,Peru,<=50K
29,Private,128509,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,0,0,38,El-Salvador,<=50K
23,Private,143032,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,36,United-States,<=50K
31,Private,382368,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,210013,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,293928,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
21,Private,208503,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,10,United-States,<=50K
37,State-gov,191841,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,8614,0,40,United-States,>50K
49,Self-emp-not-inc,355978,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,35,United-States,>50K
64,Local-gov,202738,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
37,Local-gov,144322,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
70,Self-emp-not-inc,155141,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2377,12,United-States,>50K
22,Private,160120,10th,6,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
29,Self-emp-inc,190450,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,Germany,<=50K
37,Private,212900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,115677,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,252250,11th,7,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,65,United-States,<=50K
27,Private,212041,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,State-gov,198145,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,>50K
60,Local-gov,113658,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
20,Private,32426,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
51,Private,98791,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
37,Private,203828,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
22,State-gov,186634,12th,8,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
56,Self-emp-not-inc,125147,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
26,Private,247455,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,5178,0,42,United-States,>50K
19,Private,97215,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
37,Private,330826,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,<=50K
27,Private,200802,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,156266,HS-grad,9,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,0,0,20,United-States,<=50K
52,Self-emp-not-inc,72257,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,363087,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,25955,Some-college,10,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,Private,334633,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,109162,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
44,Private,569761,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
30,Private,209900,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,State-gov,272986,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,Black,Female,0,0,8,United-States,<=50K
55,<undefined>,52267,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,18,United-States,<=50K
46,Private,82946,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,104651,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
25,Local-gov,58441,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Local-gov,269733,HS-grad,9,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,<undefined>,128453,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,28,United-States,<=50K
36,Private,179468,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,183081,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,102938,Bachelors,13,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
30,<undefined>,157289,11th,7,Never-married,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,359828,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
30,Private,155659,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
24,Private,585203,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,45,United-States,>50K
62,Private,173601,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,214541,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,1590,40,United-States,<=50K
49,Self-emp-not-inc,163352,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,85,United-States,>50K
36,Self-emp-not-inc,153976,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
47,Local-gov,247676,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,5455,0,45,United-States,<=50K
49,State-gov,155372,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Private,329733,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,162576,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
26,Private,176520,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,53,United-States,<=50K
51,State-gov,226885,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,120781,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
30,Private,375827,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
46,Private,205504,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,20,United-States,<=50K
28,Private,198813,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,254291,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
62,Private,159908,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,>50K
49,Private,40000,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,4064,0,44,United-States,<=50K
69,Private,102874,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,<=50K
35,Private,117381,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,8614,0,45,United-States,>50K
78,Private,180239,Masters,14,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Male,0,0,40,South,<=50K
61,Private,539563,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
24,Private,261561,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,81057,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,160120,Bachelors,13,Married-civ-spouse,Sales,Husband,Other,Male,0,0,45,<undefined>,<=50K
17,Private,41979,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,275110,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,80,United-States,>50K
64,Private,265661,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,193246,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,France,<=50K
32,Private,236543,12th,8,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
19,Private,29510,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
42,State-gov,105804,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,194604,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
23,Private,1038553,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,45,United-States,<=50K
51,Local-gov,209320,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,3325,0,40,United-States,<=50K
31,Private,193231,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,3325,0,60,United-States,<=50K
44,Private,307468,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,29,United-States,>50K
38,Private,255941,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,10520,0,50,United-States,>50K
44,Local-gov,107845,Assoc-acdm,12,Divorced,Protective-serv,Not-in-family,White,Female,0,0,56,United-States,>50K
44,Self-emp-not-inc,567788,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
38,Private,91857,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
36,Private,732569,9th,5,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,86613,1st-4th,2,Never-married,Other-service,Not-in-family,White,Male,0,0,20,El-Salvador,<=50K
46,Private,35961,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,25,Germany,<=50K
47,Private,114754,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,235124,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,99999,0,40,United-States,>50K
37,Local-gov,218490,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,35,United-States,>50K
27,Private,329426,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
43,Private,181015,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,50,United-States,<=50K
44,Self-emp-not-inc,264740,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Private,381153,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,<=50K
34,Private,189759,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
39,Private,230467,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,1092,40,Germany,<=50K
36,Private,218542,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
57,Private,298507,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,40,United-States,>50K
78,Private,111189,7th-8th,4,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,Dominican-Republic,<=50K
24,Private,168997,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,168894,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,149809,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,344073,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
22,Private,416165,Some-college,10,Never-married,Sales,Unmarried,White,Female,0,0,32,United-States,<=50K
36,Private,41490,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Private,40269,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
67,<undefined>,243256,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
42,Private,250536,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,21,Haiti,<=50K
49,Federal-gov,105586,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
58,Private,51499,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Local-gov,189878,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
39,Private,179481,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,4650,0,44,United-States,<=50K
25,Private,299765,Some-college,10,Separated,Adm-clerical,Other-relative,Black,Female,0,0,40,Jamaica,<=50K
45,Self-emp-inc,155664,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,>50K
30,Private,54608,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
49,<undefined>,174702,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,35,United-States,<=50K
36,Self-emp-not-inc,285020,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2885,0,40,United-States,<=50K
23,Private,201145,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
51,Private,125796,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,35,Jamaica,<=50K
55,Private,249072,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
35,Private,99156,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
45,State-gov,94754,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,India,<=50K
36,Private,111128,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
32,Local-gov,157887,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,74194,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
47,Self-emp-inc,168191,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,28334,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
52,Private,84278,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,<undefined>,>50K
44,Private,721161,Some-college,10,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
36,Private,188069,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,145178,Some-college,10,Divorced,Craft-repair,Unmarried,Black,Female,0,0,30,United-States,<=50K
17,Private,52967,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,6,United-States,<=50K
18,Private,177578,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,38,United-States,<=50K
30,Self-emp-inc,185384,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,<=50K
66,Private,66008,HS-grad,9,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,50,England,<=50K
59,Private,329059,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Local-gov,348802,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
50,Private,34233,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,509629,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
28,Private,27956,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,99,Philippines,<=50K
44,Local-gov,83286,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
25,Private,309098,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,188950,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Private,224217,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,Private,222899,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Self-emp-not-inc,123306,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
52,Federal-gov,279337,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,347166,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
37,Local-gov,251396,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Canada,>50K
17,Self-emp-inc,143034,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,4,United-States,<=50K
25,Private,57635,Assoc-voc,11,Married-civ-spouse,Sales,Wife,White,Female,0,0,42,United-States,>50K
35,Local-gov,162651,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
63,Private,28334,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
38,Local-gov,84570,Some-college,10,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
33,Private,181091,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,Iran,>50K
51,Local-gov,117496,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
64,State-gov,216160,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,Columbia,>50K
50,Self-emp-inc,204447,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,374969,10th,6,Never-married,Transport-moving,Not-in-family,White,Male,0,0,56,United-States,<=50K
67,Private,35015,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,99,United-States,<=50K
46,Private,179869,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,137733,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,193125,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,103649,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
56,State-gov,54260,Doctorate,16,Married-civ-spouse,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,2885,0,40,China,<=50K
29,Private,197932,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,Mexico,>50K
37,Private,249720,Bachelors,13,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,27,United-States,<=50K
55,Private,223613,1st-4th,2,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,30,Cuba,<=50K
24,Private,259865,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
21,Private,301694,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,Mexico,<=50K
46,Self-emp-inc,276934,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
25,Private,395512,12th,8,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,0,0,40,Mexico,<=50K
40,Private,168071,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,28,United-States,<=50K
23,Private,45317,Some-college,10,Separated,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,311177,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,30,United-States,<=50K
29,Self-emp-not-inc,190636,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,1485,60,United-States,>50K
59,Private,221336,10th,6,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
18,Private,120691,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,35,<undefined>,<=50K
28,Private,107389,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,32,United-States,<=50K
17,Private,293440,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
53,Private,145409,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
22,Private,213902,5th-6th,3,Never-married,Priv-house-serv,Other-relative,White,Female,0,0,40,El-Salvador,<=50K
63,Private,100099,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,191856,Masters,14,Married-civ-spouse,Sales,Wife,White,Female,0,0,45,United-States,>50K
40,Local-gov,233891,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
61,Self-emp-not-inc,96073,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,England,>50K
35,Private,474136,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1408,40,United-States,<=50K
43,Self-emp-not-inc,355856,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,Philippines,<=50K
20,<undefined>,144685,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,1602,40,Taiwan,<=50K
48,Self-emp-not-inc,139212,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,State-gov,143931,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Federal-gov,160703,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,191291,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,68729,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,1902,40,United-States,>50K
61,Private,119986,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
37,Private,227545,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,>50K
36,Private,32776,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
34,Private,228881,Some-college,10,Separated,Machine-op-inspct,Not-in-family,Other,Male,0,0,40,United-States,<=50K
23,Private,84648,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
63,Federal-gov,101996,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
63,<undefined>,68954,HS-grad,9,Widowed,<undefined>,Not-in-family,Black,Female,0,0,11,United-States,<=50K
47,Local-gov,285060,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,41,United-States,>50K
55,Self-emp-inc,209569,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,50,United-States,>50K
31,Local-gov,331126,Bachelors,13,Never-married,Protective-serv,Own-child,Black,Male,0,0,48,United-States,<=50K
27,Private,279872,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,150560,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,14084,0,40,United-States,>50K
28,Local-gov,185647,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,<=50K
52,Private,128871,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,64,United-States,<=50K
31,Federal-gov,386331,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,50,United-States,<=50K
53,Private,117814,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
43,Private,220609,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Local-gov,117022,HS-grad,9,Married-spouse-absent,Farming-fishing,Unmarried,Black,Male,0,0,40,United-States,<=50K
50,Self-emp-inc,176751,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,80,United-States,>50K
68,<undefined>,76371,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
37,Private,80410,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,127202,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,121471,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,219086,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
59,Private,271571,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,50,United-States,>50K
30,Private,241583,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,374253,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,55,United-States,<=50K
30,Private,214993,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,199995,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
38,Private,450924,12th,8,Married-civ-spouse,Other-service,Husband,White,Male,3942,0,40,United-States,<=50K
29,Private,120359,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
76,Private,93125,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,1424,0,24,United-States,<=50K
21,Private,187513,Assoc-voc,11,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
65,Private,243569,Some-college,10,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
43,Private,295510,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
29,Private,29732,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,24,United-States,<=50K
32,Private,211743,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
37,Private,251396,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
64,Private,477697,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
49,Private,151584,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,193882,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
68,<undefined>,117542,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,1409,0,15,United-States,<=50K
34,Private,242460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
35,Private,411395,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,36,United-States,<=50K
53,Private,191025,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
24,Private,154571,Assoc-voc,11,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,0,0,50,South,<=50K
31,Private,208657,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,29599,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,United-States,<=50K
36,Private,423711,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,122000,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
37,Private,148581,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
42,Self-emp-not-inc,222978,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
30,Private,149118,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-inc,218407,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,70,Cuba,<=50K
47,Self-emp-not-inc,112200,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,10520,0,45,United-States,>50K
44,Private,85604,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
19,Private,111232,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,99199,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
51,Private,199995,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
69,Private,122850,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,16,United-States,<=50K
73,<undefined>,90557,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
18,<undefined>,271935,11th,7,Never-married,<undefined>,Other-relative,White,Female,0,0,20,United-States,<=50K
33,Self-emp-not-inc,361497,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Local-gov,399020,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K
33,Private,345277,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,45,United-States,>50K
20,Federal-gov,55233,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,200515,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,188119,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,176683,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
22,Private,309178,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
67,Self-emp-not-inc,40021,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
31,Self-emp-inc,49923,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,<undefined>,36635,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,25,United-States,<=50K
43,Federal-gov,325706,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,India,>50K
33,Private,124407,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,301568,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
27,Private,339956,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,60,United-States,<=50K
36,Private,176335,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,198452,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
63,Private,213945,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,Iran,>50K
48,Private,171807,Bachelors,13,Divorced,Other-service,Unmarried,White,Female,0,0,56,United-States,>50K
25,Private,362826,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,45,United-States,<=50K
41,Self-emp-not-inc,344329,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,10,United-States,<=50K
26,Private,137678,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,175424,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
33,State-gov,73296,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,1831,0,40,United-States,<=50K
30,State-gov,137613,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,17,Taiwan,<=50K
67,Self-emp-not-inc,354405,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
32,Private,130057,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
48,Self-emp-not-inc,362883,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,>50K
51,Private,49017,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
39,Private,149943,Masters,14,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,40,China,<=50K
40,Self-emp-inc,99185,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,294708,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,228238,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
28,Private,156819,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,36,United-States,<=50K
47,Private,332727,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
20,Private,289944,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
41,Private,116103,HS-grad,9,Widowed,Exec-managerial,Other-relative,White,Male,914,0,40,United-States,<=50K
29,Private,24153,Some-college,10,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
40,Private,273425,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
61,Private,231183,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,313930,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
26,Private,114483,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,162108,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,168807,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
43,Local-gov,143828,Masters,14,Divorced,Prof-specialty,Unmarried,Black,Female,9562,0,40,United-States,>50K
73,Private,242769,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3471,0,40,England,<=50K
46,Local-gov,111558,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,69770,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
37,Private,291981,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,102460,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,151584,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,1876,40,United-States,<=50K
47,Local-gov,287320,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,115677,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,239632,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,409172,Bachelors,13,Married-civ-spouse,Exec-managerial,Own-child,White,Male,0,0,55,United-States,<=50K
20,Private,186849,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
28,Private,118861,10th,6,Married-civ-spouse,Craft-repair,Wife,Other,Female,0,0,48,Guatemala,<=50K
26,Private,142689,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,<undefined>,<=50K
41,State-gov,170924,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
67,<undefined>,274451,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,153489,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,186489,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,46,United-States,<=50K
18,Private,192409,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
55,State-gov,337599,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,195545,HS-grad,9,Divorced,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
64,Private,61892,HS-grad,9,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,15,United-States,<=50K
34,Self-emp-not-inc,175697,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,75,United-States,<=50K
38,Private,80303,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
25,Private,419658,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,8,United-States,<=50K
21,Private,319163,Some-college,10,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
37,Private,126743,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,53,Mexico,<=50K
39,Private,301568,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,120461,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
23,Private,268145,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
54,Private,257337,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
49,Self-emp-inc,213354,Masters,14,Separated,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,>50K
25,Private,303431,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
51,Private,124963,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,158218,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,35,United-States,<=50K
27,State-gov,553473,Bachelors,13,Married-civ-spouse,Protective-serv,Wife,Black,Female,0,0,48,United-States,<=50K
53,Private,46155,HS-grad,9,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,0,0,40,United-States,<=50K
68,Private,138714,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
56,Private,231781,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,496414,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
24,Private,19410,HS-grad,9,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,0,0,48,United-States,<=50K
70,<undefined>,28471,9th,5,Widowed,<undefined>,Unmarried,White,Female,0,0,25,United-States,<=50K
24,Private,185821,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
74,<undefined>,272667,Assoc-acdm,12,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
23,<undefined>,194031,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
41,Local-gov,144995,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
45,Private,162494,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,19,United-States,<=50K
35,Private,171968,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,232569,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,161819,11th,7,Separated,Adm-clerical,Unmarried,Black,Female,0,0,25,United-States,<=50K
18,Private,123343,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,105449,Bachelors,13,Never-married,Priv-house-serv,Not-in-family,White,Male,0,0,25,United-States,<=50K
49,Private,181717,Assoc-voc,11,Separated,Prof-specialty,Own-child,White,Female,0,0,36,United-States,<=50K
45,Local-gov,102359,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,<=50K
27,Private,72887,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
28,Private,154571,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
35,Private,255191,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
33,Private,174789,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,110402,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
19,Private,208513,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,121904,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
28,Private,34335,HS-grad,9,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,14084,0,40,United-States,>50K
49,Private,59380,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,<undefined>,135285,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,2603,32,United-States,<=50K
39,Self-emp-inc,126675,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
22,Private,217363,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,91836,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,184813,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,178142,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
49,Local-gov,102359,9th,5,Widowed,Handlers-cleaners,Unmarried,White,Male,0,2231,40,United-States,>50K
33,Self-emp-inc,281832,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Cuba,>50K
28,Private,96226,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
42,Private,195124,7th-8th,4,Married-spouse-absent,Prof-specialty,Other-relative,White,Male,0,0,35,Puerto-Rico,<=50K
20,Private,56322,Some-college,10,Never-married,Other-service,Own-child,White,Male,2176,0,25,United-States,<=50K
50,Local-gov,97449,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,<=50K
32,Private,339773,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Federal-gov,210926,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,199499,Assoc-voc,11,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Federal-gov,190729,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,191385,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,77,United-States,<=50K
61,Private,193479,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,24,United-States,<=50K
43,Self-emp-not-inc,225165,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
35,Private,346766,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,State-gov,152307,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,79990,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
42,Self-emp-not-inc,170649,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
23,Private,197207,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,229732,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
52,Private,204402,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,85,United-States,>50K
36,Private,181065,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
38,Private,179579,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,>50K
50,Private,237729,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,2444,72,United-States,>50K
23,<undefined>,164574,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
71,Private,179574,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,12,United-States,>50K
27,Private,191782,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,30,United-States,<=50K
56,Private,146660,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
28,Self-emp-not-inc,115945,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Private,210875,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,137898,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
28,Local-gov,216965,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,201554,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,15,United-States,<=50K
62,Private,57970,7th-8th,4,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,208378,12th,8,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,61343,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,283872,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,20,United-States,<=50K
58,Private,225603,9th,5,Divorced,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,401333,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,278228,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Private,145377,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,120238,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,187215,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,36,United-States,>50K
29,Self-emp-not-inc,144063,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
38,Private,238721,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,164920,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,152493,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
50,Private,92968,Bachelors,13,Never-married,Sales,Unmarried,White,Female,0,0,32,United-States,<=50K
50,Private,136836,HS-grad,9,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Federal-gov,216453,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,45,United-States,<=50K
30,Private,349148,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,<=50K
29,State-gov,309620,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,20,Taiwan,<=50K
22,State-gov,347803,Some-college,10,Never-married,Adm-clerical,Not-in-family,Other,Male,0,0,20,United-States,<=50K
42,Private,85995,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
19,<undefined>,167428,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,164569,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,48,United-States,<=50K
42,Self-emp-not-inc,308279,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,21,United-States,<=50K
20,Private,56322,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
51,<undefined>,203015,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,211654,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Self-emp-inc,120126,9th,5,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,239043,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,<undefined>,179761,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
20,Private,312017,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,Germany,<=50K
51,Private,257485,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
52,Private,49243,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,229716,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
31,Private,341672,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,60,India,<=50K
24,Private,32311,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
56,Private,275236,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,400356,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,184596,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,3942,0,50,United-States,<=50K
18,Private,186909,HS-grad,9,Never-married,Sales,Other-relative,White,Female,1055,0,30,United-States,<=50K
43,Private,152420,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,50,United-States,<=50K
43,State-gov,261929,Doctorate,16,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,25236,0,64,United-States,>50K
21,Private,235442,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,161691,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
20,<undefined>,173945,11th,7,Married-civ-spouse,<undefined>,Other-relative,White,Female,0,0,39,United-States,<=50K
41,Private,355918,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,>50K
45,State-gov,198660,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,122649,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
28,Private,421967,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,United-States,>50K
50,Local-gov,259377,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,40,United-States,>50K
47,Private,74305,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
80,Self-emp-not-inc,34340,7th-8th,4,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,35,United-States,<=50K
47,Self-emp-not-inc,182752,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,Iran,<=50K
19,<undefined>,48393,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,84,United-States,<=50K
45,Private,34248,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,186677,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
37,Private,167851,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,146460,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,209650,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
18,Self-emp-not-inc,132986,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,94429,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,252406,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,174592,Masters,14,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,151322,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
51,Private,37237,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,>50K
38,Private,101192,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
77,<undefined>,152900,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
51,Private,94081,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
24,Private,329408,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,106028,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
35,<undefined>,164866,10th,6,Divorced,<undefined>,Not-in-family,White,Male,0,0,99,United-States,<=50K
51,Self-emp-inc,167793,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
28,Private,138692,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,173968,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,228320,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,96585,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
42,Private,156580,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,Puerto-Rico,<=50K
58,Private,210673,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
52,Local-gov,137753,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,20,United-States,<=50K
29,Private,29865,HS-grad,9,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,50,United-States,<=50K
27,Private,196044,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,308995,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,Jamaica,<=50K
59,Private,159008,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,20,United-States,>50K
28,Private,362491,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,94395,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,320047,10th,6,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,98535,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
65,Private,183170,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
18,<undefined>,331511,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
38,Private,195686,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,178244,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,127833,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
36,Private,269722,Masters,14,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
55,State-gov,136819,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,205604,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,30,Mexico,<=50K
28,Private,132078,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,234880,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
24,Private,196816,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3908,0,40,United-States,<=50K
36,Private,237943,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
68,Self-emp-inc,140852,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,105614,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
18,Private,83492,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,225772,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,>50K
37,Private,242713,12th,8,Separated,Priv-house-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
60,Private,355865,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
43,Private,173316,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-inc,35662,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,70,United-States,>50K
17,Private,297246,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,9,United-States,<=50K
43,Private,108945,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
39,Private,112158,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,26,<undefined>,<=50K
21,Self-emp-not-inc,57298,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
42,Self-emp-not-inc,115323,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,7,<undefined>,<=50K
48,Self-emp-not-inc,164582,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,7298,0,60,United-States,>50K
56,Private,295067,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,14084,0,45,United-States,>50K
21,Private,177265,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
28,Local-gov,336543,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,40,Hong,>50K
39,Self-emp-not-inc,52870,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,316820,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
38,Local-gov,200153,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,453067,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
51,Federal-gov,27166,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,299598,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
23,Private,122048,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,345277,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,113147,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
43,Private,34007,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,255014,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
34,Private,152667,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,35,United-States,<=50K
21,Private,231053,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K
34,Private,103651,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-inc,124137,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,198183,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,183627,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,48,Ireland,<=50K
19,Private,466458,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
45,Self-emp-not-inc,114396,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
42,Private,186376,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,72,Philippines,>50K
32,Private,290964,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,1590,40,United-States,<=50K
90,Self-emp-not-inc,282095,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
44,State-gov,244974,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,44,United-States,>50K
34,Self-emp-not-inc,114691,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
35,Private,107160,12th,8,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Self-emp-not-inc,142573,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,25,United-States,<=50K
29,Private,203833,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
24,Private,47791,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
49,Private,133729,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,17,United-States,<=50K
52,Self-emp-not-inc,135339,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
54,Private,135803,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,15024,0,60,South,>50K
31,Private,128591,9th,5,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,133853,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
18,<undefined>,137363,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
27,Self-emp-not-inc,243569,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,119156,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,391114,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,252506,Some-college,10,Divorced,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
34,State-gov,117503,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,Italy,<=50K
25,State-gov,117833,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,19,United-States,<=50K
39,Private,294183,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,394927,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,259323,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
21,<undefined>,207988,HS-grad,9,Married-civ-spouse,<undefined>,Other-relative,White,Female,0,0,35,United-States,<=50K
33,Private,96635,Some-college,10,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,26,South,<=50K
27,Private,192283,Assoc-voc,11,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,38,United-States,<=50K
29,Private,214881,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,State-gov,167474,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,110713,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
20,Private,201204,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,197666,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,162002,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
31,Private,263561,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2246,45,United-States,>50K
41,Private,224799,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,89942,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,238685,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
54,Private,38795,9th,5,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
55,Private,90414,Bachelors,13,Married-spouse-absent,Craft-repair,Unmarried,White,Female,0,0,55,Ireland,<=50K
21,Private,190805,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,32,United-States,<=50K
52,Private,23780,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
19,Private,285263,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,177331,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
22,Private,347530,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
59,Private,230039,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,625,38,United-States,<=50K
17,<undefined>,210547,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,204752,12th,8,Never-married,Sales,Own-child,White,Male,0,0,32,United-States,<=50K
74,Self-emp-not-inc,104001,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
45,Private,253116,10th,6,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,169037,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Self-emp-inc,202027,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,Private,170099,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,212847,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,85,United-States,<=50K
50,State-gov,307392,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,233428,HS-grad,9,Divorced,Exec-managerial,Other-relative,White,Female,0,0,40,United-States,<=50K
44,Private,355728,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Male,0,1980,45,England,<=50K
52,Private,177995,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,56,Mexico,>50K
24,Private,283613,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
56,Self-emp-inc,184598,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,99,United-States,<=50K
27,Private,185647,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
47,Self-emp-inc,192894,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,45,United-States,>50K
40,Self-emp-not-inc,284706,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,1977,60,United-States,>50K
38,Private,179579,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,131679,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Private,132973,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
22,Private,154713,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,121718,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,<=50K
30,Private,255279,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
55,Private,202559,Bachelors,13,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,35,Philippines,<=50K
25,Private,123095,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,1590,40,United-States,<=50K
32,Private,153326,Bachelors,13,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
28,Private,75695,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
33,Self-emp-inc,206609,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,234780,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,40,United-States,<=50K
27,Private,178778,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,171355,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,20,United-States,<=50K
63,Federal-gov,95680,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,18,United-States,>50K
39,Private,196673,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,5013,0,40,United-States,<=50K
51,Federal-gov,73670,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,4386,0,52,United-States,>50K
67,Self-emp-not-inc,139960,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,397280,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,72,<undefined>,<=50K
27,Private,60374,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Female,0,1594,26,United-States,<=50K
54,Private,421561,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
59,Private,245196,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
18,Private,27620,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
19,Private,187570,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
31,Private,102884,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,228399,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,7,United-States,<=50K
42,Private,340234,HS-grad,9,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,15024,0,40,United-States,>50K
37,Private,176293,Some-college,10,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
51,Local-gov,108435,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,161187,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,2463,0,40,United-States,<=50K
23,Private,278391,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,157941,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,182866,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
69,Private,370888,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,2964,0,6,Germany,<=50K
30,Private,206512,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,44,United-States,<=50K
33,Private,357954,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,35,India,<=50K
28,Private,189346,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,48,United-States,<=50K
45,Private,234652,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
25,Private,113436,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
37,Private,204145,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
59,Private,157305,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Dominican-Republic,<=50K
26,Private,104045,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
48,Private,280422,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,25,Peru,<=50K
64,Federal-gov,173754,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,211154,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,321435,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,State-gov,177083,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Private,178829,Masters,14,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,>50K
35,Federal-gov,287658,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
43,Private,209894,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
31,Private,334744,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,306967,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
35,Private,52187,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,101978,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
35,State-gov,483530,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,77357,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
50,Private,149770,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Self-emp-not-inc,328606,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,14084,0,63,United-States,>50K
70,<undefined>,172652,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
46,Private,188293,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,116608,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,38,United-States,<=50K
37,State-gov,348960,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
24,Private,329530,9th,5,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,Mexico,<=50K
47,Local-gov,93476,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
35,Self-emp-not-inc,195744,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
43,Private,125833,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
18,State-gov,191117,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
54,Private,311020,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
62,Private,210464,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,38,United-States,<=50K
36,Private,135289,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
27,Private,156266,9th,5,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
23,Private,154210,Some-college,10,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,0,0,14,Puerto-Rico,<=50K
61,<undefined>,160625,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,4386,0,15,United-States,>50K
39,Self-emp-not-inc,331481,Bachelors,13,Divorced,Craft-repair,Not-in-family,Black,Male,0,1669,60,<undefined>,<=50K
33,Self-emp-not-inc,249249,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
28,Private,261725,1st-4th,2,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Mexico,<=50K
22,Private,239612,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
31,Self-emp-not-inc,226696,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
26,Private,190330,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
44,Private,193755,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
73,Private,192740,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
44,Private,201924,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
35,Private,77146,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,126414,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,<undefined>,<=50K
27,Private,43652,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,227244,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,50,United-States,>50K
29,Private,160731,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
33,Private,287878,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,26,United-States,<=50K
50,Private,166758,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
32,Private,183811,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,2829,0,40,United-States,<=50K
41,Self-emp-not-inc,254818,Masters,14,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,Peru,<=50K
19,<undefined>,220517,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
45,Private,295046,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
65,Private,190568,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,810,36,United-States,<=50K
42,State-gov,211915,Some-college,10,Separated,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,295621,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,25,United-States,>50K
32,Private,204567,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,United-States,>50K
42,Private,204235,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
49,Private,186982,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
38,Private,133586,HS-grad,9,Married-civ-spouse,Protective-serv,Own-child,White,Male,0,0,45,United-States,<=50K
38,Private,165930,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,164898,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,<=50K
24,Private,278155,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Self-emp-not-inc,115705,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Private,150553,9th,5,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
29,Private,185127,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,201595,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
44,Self-emp-inc,165815,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,96,United-States,<=50K
26,Private,102420,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,40,South,<=50K
46,Local-gov,344172,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,49,United-States,>50K
38,Private,222450,Some-college,10,Separated,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
38,Private,212245,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,State-gov,190625,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
33,Private,203488,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,304260,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
31,Local-gov,243665,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,41,United-States,>50K
26,Self-emp-not-inc,189238,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,4,Mexico,<=50K
42,Private,77373,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,38,United-States,<=50K
27,Private,410351,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,36385,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
64,Private,110150,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,198316,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,127772,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,199058,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
56,Private,285730,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,66,United-States,<=50K
25,Local-gov,334133,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
60,State-gov,97030,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
52,Private,67090,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
43,Private,397963,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,594,0,16,United-States,<=50K
46,Private,182533,Bachelors,13,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
19,Private,560804,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
56,Private,365050,7th-8th,4,Never-married,Farming-fishing,Unmarried,Black,Female,0,0,20,United-States,<=50K
22,Private,110200,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,150025,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
39,Private,299828,5th-6th,3,Separated,Sales,Unmarried,Black,Female,0,0,30,Puerto-Rico,<=50K
28,Private,109282,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,103435,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
22,Private,34747,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
39,Private,137522,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
39,Private,286789,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,211032,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
67,<undefined>,192916,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,3818,0,11,United-States,<=50K
31,Private,219318,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,Puerto-Rico,<=50K
50,Private,112873,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,36069,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3908,0,46,United-States,<=50K
48,Private,73434,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Germany,>50K
51,Private,200576,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,172962,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,44006,Assoc-voc,11,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,234474,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
37,Private,212826,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,234901,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,200700,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,41258,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,249644,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,>50K
60,<undefined>,230165,Bachelors,13,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,351731,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,114765,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,349884,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
28,Self-emp-inc,204247,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,143392,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,37913,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Italy,>50K
22,Self-emp-inc,150683,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,24,United-States,<=50K
27,Private,207611,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,52,United-States,<=50K
45,State-gov,319666,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,0,0,43,United-States,<=50K
39,Private,155961,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
25,Local-gov,117833,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
63,<undefined>,447079,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,15,United-States,<=50K
24,Self-emp-inc,142404,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Private,155752,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,30,United-States,<=50K
19,<undefined>,252292,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,111450,12th,8,Never-married,Other-service,Unmarried,Black,Male,0,0,38,United-States,<=50K
20,Private,528616,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,40,Mexico,<=50K
17,Self-emp-not-inc,228786,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
63,Self-emp-inc,80572,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
28,Local-gov,180271,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,65,United-States,>50K
51,Federal-gov,237819,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
29,Private,157612,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,3325,0,45,United-States,<=50K
64,Private,379062,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,12,United-States,<=50K
17,Private,191910,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
45,Local-gov,326064,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,6497,0,35,United-States,<=50K
18,Private,312353,12th,8,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
31,Local-gov,213307,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
48,Self-emp-not-inc,209057,Bachelors,13,Married-spouse-absent,Sales,Own-child,White,Male,0,0,50,United-States,>50K
41,Private,340148,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
65,Private,154171,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,60,United-States,>50K
27,Private,94064,Assoc-voc,11,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,119098,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,388496,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,8,Puerto-Rico,>50K
49,Private,181363,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
58,<undefined>,210031,HS-grad,9,Divorced,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,206951,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,45,United-States,>50K
25,Private,485496,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Private,210259,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,37,United-States,<=50K
31,Private,118551,9th,5,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Private,180911,11th,7,Married-civ-spouse,Protective-serv,Husband,White,Male,4386,0,37,United-States,>50K
50,State-gov,242517,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Private,298113,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,277783,Masters,14,Never-married,Farming-fishing,Own-child,White,Male,0,0,99,United-States,<=50K
48,Private,155862,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
51,Self-emp-not-inc,171924,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,243900,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
23,Private,231160,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
31,Private,356882,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,40,United-States,<=50K
38,Private,49020,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,105460,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,England,<=50K
56,Private,157749,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
31,Private,131568,7th-8th,4,Divorced,Transport-moving,Unmarried,White,Male,0,0,20,United-States,<=50K
46,Private,332355,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,204501,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
56,Local-gov,305767,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
31,Private,129761,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Self-emp-inc,130126,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
53,Private,102828,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
18,Private,160984,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
18,<undefined>,255282,11th,7,Never-married,<undefined>,Own-child,Black,Male,0,1602,48,United-States,<=50K
20,<undefined>,346341,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
27,Private,285897,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,45,United-States,>50K
31,Private,356689,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Federal-gov,192386,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,40,United-States,<=50K
46,Private,394860,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,113129,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
26,Private,55929,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Local-gov,177018,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
37,Private,161141,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,309463,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,165468,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,United-States,>50K
24,Private,49218,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
74,Self-emp-not-inc,119129,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,2149,20,United-States,<=50K
56,Self-emp-not-inc,162130,5th-6th,3,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,67,United-States,>50K
39,Federal-gov,129573,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,1741,40,United-States,<=50K
21,Private,306850,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,135296,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,2258,45,United-States,>50K
43,Self-emp-not-inc,187322,HS-grad,9,Divorced,Other-service,Unmarried,White,Male,0,0,45,United-States,<=50K
23,Private,55674,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Female,2907,0,40,United-States,<=50K
26,Private,148298,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
47,Private,34845,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,200733,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,<=50K
45,Private,191858,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
30,Private,425528,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,70,United-States,<=50K
35,Private,44780,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,20,United-States,>50K
33,Private,125856,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,100508,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,148294,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
42,Private,39324,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,147397,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,36,United-States,<=50K
46,Private,24728,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,48,United-States,<=50K
36,Private,177616,5th-6th,3,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,163826,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,199947,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
26,Local-gov,386949,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,25,United-States,<=50K
36,Self-emp-inc,116133,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,57,United-States,<=50K
56,Self-emp-not-inc,196307,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
37,Private,177181,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,324854,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
23,Private,188505,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
23,State-gov,502316,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,State-gov,26892,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Private,102058,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
39,Private,167728,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
67,Local-gov,233681,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
60,Private,26756,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
54,Private,101890,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,192337,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,England,>50K
47,Private,340982,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,3103,0,40,Philippines,>50K
49,State-gov,102308,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
19,Private,84747,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
20,Private,197752,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
66,Private,185336,HS-grad,9,Widowed,Sales,Other-relative,White,Female,0,0,35,United-States,<=50K
22,<undefined>,289984,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Female,0,0,25,United-States,<=50K
51,Self-emp-not-inc,125417,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
19,Private,278480,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,146412,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,193042,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
41,Private,53956,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,1980,56,United-States,<=50K
90,Private,175491,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,9386,0,50,Ecuador,>50K
78,<undefined>,33186,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,144154,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,194901,Prof-school,15,Divorced,Sales,Own-child,White,Male,0,0,55,United-States,<=50K
35,Private,335777,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,Mexico,<=50K
46,Private,139268,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
38,Private,33887,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
24,Private,283613,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,141245,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Puerto-Rico,<=50K
49,Private,298130,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,186096,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,30,United-States,<=50K
77,Private,187656,Some-college,10,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,20,United-States,<=50K
46,Private,102308,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,56,United-States,>50K
41,Private,124639,Some-college,10,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
28,Private,388112,1st-4th,2,Never-married,Farming-fishing,Unmarried,White,Male,0,0,77,Mexico,<=50K
21,Private,109952,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,164529,12th,8,Never-married,Farming-fishing,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,247750,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,45,United-States,<=50K
23,State-gov,103588,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
38,Federal-gov,248919,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2051,40,United-States,<=50K
29,Self-emp-not-inc,178551,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,136137,Some-college,10,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,0,0,50,United-States,>50K
47,Federal-gov,55377,Bachelors,13,Never-married,Adm-clerical,Unmarried,Black,Male,0,0,40,United-States,>50K
39,Local-gov,177728,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Local-gov,243580,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
21,<undefined>,188535,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,63910,HS-grad,9,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
23,Private,219535,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
44,State-gov,180609,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,59313,Some-college,10,Separated,Other-service,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
70,Private,170428,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,20,Puerto-Rico,<=50K
51,Private,102615,Masters,14,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1977,40,United-States,>50K
66,Private,193132,9th,5,Separated,Other-service,Not-in-family,Black,Female,0,0,30,United-States,<=50K
57,Self-emp-inc,124137,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,136629,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
48,Self-emp-inc,148995,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
24,<undefined>,203076,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,63424,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
43,Private,241895,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,Private,266973,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,188048,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,366929,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
33,Private,214129,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,250818,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Local-gov,240979,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
35,Private,98283,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,India,>50K
26,Private,104746,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,60,United-States,<=50K
39,Private,103710,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,60,United-States,<=50K
24,Private,159580,Bachelors,13,Never-married,Other-service,Own-child,Black,Female,0,0,75,United-States,<=50K
45,Private,117409,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
20,Private,140001,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
49,State-gov,31650,Bachelors,13,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,0,0,45,United-States,<=50K
35,State-gov,80771,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,66278,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,107801,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1617,25,United-States,<=50K
33,Private,206609,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,282461,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,188246,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,279763,11th,7,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,25,United-States,<=50K
44,Private,467799,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,137674,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
50,Private,158284,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,204219,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
28,State-gov,210498,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
60,Federal-gov,63526,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
38,Federal-gov,216924,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,372559,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
57,Federal-gov,199114,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,2258,40,United-States,<=50K
50,Private,168539,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Local-gov,189911,11th,7,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
69,Local-gov,61958,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,1424,0,6,United-States,<=50K
51,State-gov,68898,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,2444,39,United-States,>50K
42,Private,204450,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
53,Private,311350,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
37,Private,113750,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,359591,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,132879,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
20,Private,301199,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
38,State-gov,267540,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
52,Private,185407,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,Poland,>50K
48,Self-emp-inc,191277,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
30,Private,78980,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,241463,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,65,United-States,>50K
47,Private,216999,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
33,Local-gov,120508,Bachelors,13,Divorced,Protective-serv,Unmarried,White,Female,0,0,60,Germany,<=50K
33,Private,122612,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Thailand,<=50K
20,Private,94057,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
41,State-gov,197558,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,351869,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1485,45,United-States,>50K
54,Self-emp-not-inc,121761,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,<undefined>,<=50K
36,Federal-gov,184556,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
46,Private,268281,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,235646,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Private,186909,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
62,Private,35783,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,188861,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,363591,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
18,Private,469921,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,51150,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,174325,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
20,Private,347530,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
50,Private,72351,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Local-gov,185129,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,<undefined>,>50K
36,Private,188571,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,255252,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,291951,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,223046,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Local-gov,37937,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,43,United-States,<=50K
38,Private,295127,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,183801,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,14,United-States,<=50K
40,Private,116218,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
40,Private,143069,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,235951,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
57,Private,112840,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
65,Local-gov,146454,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1648,4,Greece,<=50K
52,Federal-gov,43705,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
59,Private,122283,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99999,0,40,India,>50K
18,Private,376647,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,2176,0,25,United-States,<=50K
48,Private,101299,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
45,Private,96798,5th-6th,3,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,194654,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
27,State-gov,206889,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,226902,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
44,State-gov,150755,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,5013,0,40,United-States,<=50K
24,Private,200679,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,50,United-States,<=50K
71,Private,183678,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,16,United-States,<=50K
17,Private,33138,12th,8,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,57071,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,40,United-States,<=50K
71,<undefined>,35303,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,9386,0,30,United-States,>50K
37,Private,188576,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
33,Private,169496,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,58124,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,356344,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,444134,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,15,United-States,<=50K
18,<undefined>,340117,11th,7,Never-married,<undefined>,Unmarried,Black,Female,0,0,50,United-States,<=50K
34,Private,219619,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,<undefined>,334585,10th,6,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
27,Local-gov,331046,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
46,<undefined>,443179,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
64,<undefined>,239529,11th,7,Widowed,<undefined>,Not-in-family,White,Female,3674,0,35,United-States,<=50K
24,Private,100345,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
23,Private,205653,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
33,Private,112383,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,21626,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,2202,0,56,United-States,<=50K
25,Private,135568,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,190532,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
53,Federal-gov,266598,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Local-gov,116608,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
36,Private,353263,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
25,State-gov,157617,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Federal-gov,21698,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,77143,12th,8,Separated,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
18,State-gov,342852,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,176602,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,146343,Some-college,10,Married-civ-spouse,Sales,Wife,Black,Female,0,0,40,United-States,<=50K
68,<undefined>,146645,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,20051,0,50,United-States,>50K
33,Private,221966,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,2202,0,50,United-States,<=50K
22,Private,215546,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
50,State-gov,173020,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,<undefined>,247734,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,252202,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,497300,HS-grad,9,Never-married,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,426431,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Federal-gov,162410,Some-college,10,Widowed,Tech-support,Not-in-family,White,Female,0,0,45,United-States,>50K
77,<undefined>,143516,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,>50K
25,Private,190350,10th,6,Married-civ-spouse,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
20,Private,194504,Some-college,10,Separated,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Federal-gov,110884,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
26,Private,187652,Assoc-acdm,12,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,81400,1st-4th,2,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,El-Salvador,<=50K
70,<undefined>,97831,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,4,United-States,<=50K
57,Private,180920,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
28,Private,189186,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,<undefined>,144172,Assoc-acdm,12,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,16,United-States,<=50K
36,Private,607848,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,45,United-States,>50K
32,Private,207301,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,293073,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
36,Private,210452,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,45,United-States,<=50K
19,Private,41400,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
27,Private,164170,Bachelors,13,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,0,0,20,Philippines,<=50K
48,Private,112906,Masters,14,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
49,Self-emp-not-inc,126268,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,208311,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,20,United-States,>50K
61,Private,28291,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Female,0,0,82,United-States,<=50K
42,Local-gov,121998,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
42,Federal-gov,31621,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,108386,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,134727,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,208391,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
35,Private,112271,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,173350,Assoc-voc,11,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,243190,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,20,India,>50K
55,Private,185436,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
36,Private,290409,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,80058,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,48,United-States,<=50K
56,Local-gov,370045,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
26,Private,36936,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2002,40,United-States,<=50K
37,Private,231180,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,119793,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,60,United-States,<=50K
38,Private,102178,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
76,<undefined>,135039,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
35,<undefined>,317780,Some-college,10,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,232840,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
35,Private,33975,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,256997,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,298301,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,310380,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Local-gov,182100,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Private,501172,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Mexico,<=50K
43,State-gov,143939,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,>50K
23,Private,85088,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,37,United-States,<=50K
25,Private,282313,10th,6,Never-married,Handlers-cleaners,Own-child,Black,Male,0,1602,40,United-States,<=50K
39,Private,230054,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
63,Private,236338,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,35,United-States,<=50K
37,Private,321943,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
26,Federal-gov,218782,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Other,Male,0,0,40,United-States,<=50K
33,Private,191385,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,Canada,<=50K
45,Self-emp-inc,185497,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,70,<undefined>,<=50K
28,Private,126129,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,199268,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
34,Private,255693,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
34,Private,203488,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,203233,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,203836,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
36,Private,187847,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
38,Private,116358,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
46,Self-emp-inc,198660,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,72,United-States,>50K
43,Self-emp-not-inc,89636,Bachelors,13,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,0,60,South,<=50K
49,Private,120629,Some-college,10,Widowed,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
26,Local-gov,150226,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
28,Private,137898,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
54,Self-emp-inc,146574,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
53,Private,88725,HS-grad,9,Never-married,Craft-repair,Not-in-family,Other,Female,0,0,40,<undefined>,<=50K
24,Private,142022,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
23,Private,284898,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,30,United-States,<=50K
55,Local-gov,212448,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,203039,9th,5,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,227489,HS-grad,9,Never-married,Tech-support,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
19,Private,105289,10th,6,Never-married,Other-service,Other-relative,Black,Female,0,0,20,United-States,<=50K
28,<undefined>,223745,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,242994,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,52,United-States,<=50K
30,Private,196385,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
76,Private,116202,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,33,United-States,<=50K
47,Private,140045,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,133503,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,2174,0,40,United-States,<=50K
40,Private,226585,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
24,Private,85041,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
30,Private,162442,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,50,United-States,>50K
67,Private,279980,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,10605,0,10,United-States,>50K
24,Private,216563,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
43,Local-gov,231964,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,263855,12th,8,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,124915,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
61,Federal-gov,178312,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
45,Local-gov,215862,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,United-States,>50K
21,State-gov,39236,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,50,United-States,<=50K
58,Private,349910,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
52,Private,75839,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,176711,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,266525,Some-college,10,Never-married,Prof-specialty,Other-relative,Black,Female,594,0,20,United-States,<=50K
25,<undefined>,34307,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,331776,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,111469,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,State-gov,198965,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,Private,288185,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
21,Private,198050,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
65,Private,242580,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,11678,0,50,United-States,>50K
37,Private,173128,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,87905,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,10520,0,40,United-States,>50K
44,Private,173704,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Federal-gov,93225,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,40,United-States,>50K
38,Private,323269,Some-college,10,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
35,Private,158046,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5013,0,70,United-States,<=50K
32,Private,133503,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,172296,Some-college,10,Separated,Sales,Unmarried,White,Male,0,0,60,United-States,<=50K
39,<undefined>,201105,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,30,United-States,<=50K
23,Private,176486,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K
25,Self-emp-inc,182750,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
23,Private,82497,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,28,United-States,<=50K
47,Private,208872,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,145269,11th,7,Divorced,Craft-repair,Not-in-family,White,Female,0,0,45,United-States,<=50K
25,Private,19214,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,149347,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
68,<undefined>,53850,7th-8th,4,Married-civ-spouse,<undefined>,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
50,Private,158294,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,3103,0,40,United-States,>50K
47,Private,152073,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,189623,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
24,Private,341368,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,201603,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,2176,0,40,United-States,<=50K
35,Private,270572,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
30,Private,285295,Bachelors,13,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
17,Private,126779,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
49,<undefined>,202874,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,40,Columbia,<=50K
27,Private,373499,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,60,El-Salvador,<=50K
22,Private,244773,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,15,United-States,<=50K
22,State-gov,96862,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,162632,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,2,United-States,<=50K
51,Self-emp-not-inc,159755,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,>50K
27,Private,37088,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,30,United-States,<=50K
27,Private,335421,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
23,Never-worked,188535,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Male,0,0,35,United-States,<=50K
20,State-gov,349365,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,33002,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
32,Private,330715,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,40,United-States,>50K
45,Private,146857,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
35,Private,275522,7th-8th,4,Widowed,Other-service,Unmarried,White,Female,0,0,80,United-States,<=50K
22,Private,43646,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,154548,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
28,Private,47907,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,238397,Bachelors,13,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,24,United-States,<=50K
48,Local-gov,195949,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,42,United-States,>50K
22,<undefined>,354351,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,349169,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
25,Private,158662,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,50,United-States,>50K
23,Local-gov,23438,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,107302,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
43,Private,174196,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Local-gov,226871,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
23,Private,124971,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,214061,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,441700,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,104892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,58,United-States,>50K
34,Private,234386,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Local-gov,188278,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,244395,11th,7,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,30916,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
48,Private,219565,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,377486,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,36,United-States,<=50K
42,Local-gov,137232,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Female,0,0,50,United-States,<=50K
53,Private,233369,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,71067,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
59,Private,195176,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,72,United-States,<=50K
31,Private,98639,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Private,183778,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,123011,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,2559,50,United-States,>50K
25,Private,164938,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,4416,0,40,United-States,<=50K
28,<undefined>,147471,HS-grad,9,Divorced,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
30,Private,206046,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,40,United-States,>50K
46,Private,81497,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,48,United-States,<=50K
45,Private,189225,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,141264,Some-college,10,Never-married,Exec-managerial,Other-relative,Black,Female,0,0,40,United-States,<=50K
33,Private,97939,Assoc-acdm,12,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,42,United-States,<=50K
44,Private,160829,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,20,United-States,>50K
25,Private,483822,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,El-Salvador,<=50K
48,State-gov,148738,Some-college,10,Divorced,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,289982,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,58702,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,3103,0,50,United-States,>50K
20,Private,146706,Some-college,10,Married-civ-spouse,Sales,Other-relative,White,Female,0,0,30,United-States,<=50K
23,Private,420973,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
71,Private,124959,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,State-gov,121471,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,198237,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
27,Private,280758,11th,7,Never-married,Craft-repair,Other-relative,White,Male,0,0,60,United-States,<=50K
40,Private,191544,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Private,261023,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,50,United-States,<=50K
30,State-gov,231043,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,340917,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,167140,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,United-States,<=50K
39,Private,370795,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Federal-gov,209609,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
74,Private,209454,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,78530,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
25,Private,88922,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
64,Private,86972,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,165468,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,United-States,>50K
37,Private,134367,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,37,United-States,>50K
47,Private,199058,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
33,Private,183612,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
40,Private,191982,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
22,Private,514033,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,80,United-States,<=50K
56,Private,172364,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,190105,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,55,United-States,<=50K
30,Self-emp-inc,119422,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
20,Private,236592,12th,8,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,Italy,<=50K
53,State-gov,43952,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,38,United-States,>50K
43,Private,194636,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
23,Private,235853,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,150528,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
30,Private,213722,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,41432,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,46,United-States,<=50K
22,Private,285775,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,470663,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
54,Self-emp-not-inc,114520,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,113466,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,224559,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
59,Private,186385,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,167094,10th,6,Divorced,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
18,<undefined>,216508,12th,8,Never-married,<undefined>,Not-in-family,White,Male,0,0,25,United-States,<=50K
41,Local-gov,384236,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,181265,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
58,Private,190997,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Private,98287,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,103456,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
28,Private,184723,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,1980,35,United-States,<=50K
25,Private,165622,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
29,Private,101597,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,54,United-States,<=50K
53,Private,146378,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,Local-gov,152163,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
26,State-gov,106812,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
21,Private,148211,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,3674,0,50,United-States,<=50K
45,Private,187581,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,135296,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
72,Local-gov,144515,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1258,40,United-States,<=50K
51,Private,210736,10th,6,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
21,Private,210165,9th,5,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,224584,Some-college,10,Divorced,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,80771,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
46,Private,164733,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,41,United-States,<=50K
31,Self-emp-not-inc,119411,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,>50K
68,Local-gov,177596,10th,6,Separated,Other-service,Not-in-family,Black,Female,0,0,90,United-States,<=50K
43,<undefined>,396116,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,185251,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,173590,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,3,United-States,<=50K
56,Federal-gov,196307,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,293091,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,12,United-States,<=50K
36,Private,175232,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
21,Private,51047,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
21,Private,334618,Some-college,10,Never-married,Protective-serv,Not-in-family,Black,Female,99999,0,40,United-States,>50K
52,Local-gov,152795,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,205601,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,70,United-States,>50K
52,Private,129177,Bachelors,13,Widowed,Other-service,Not-in-family,White,Female,0,2824,20,United-States,>50K
51,Self-emp-not-inc,121548,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
29,Private,244566,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,75073,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,55,United-States,<=50K
29,Private,179008,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
21,Private,170800,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
58,Private,373344,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,127961,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,99392,Some-college,10,Divorced,Craft-repair,Not-in-family,Black,Female,0,0,45,United-States,<=50K
30,Private,392812,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,Germany,<=50K
29,Private,262478,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,30,United-States,<=50K
48,Self-emp-not-inc,32825,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,167380,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,203204,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,>50K
35,Federal-gov,105138,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
54,Private,145714,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,7688,0,25,United-States,>50K
24,Private,182276,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
20,Private,275385,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,45,United-States,<=50K
30,Self-emp-not-inc,292472,Some-college,10,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,55,United-States,>50K
19,Self-emp-not-inc,73514,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,30,United-States,<=50K
26,Private,199600,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
38,Private,111499,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1977,99,United-States,>50K
25,Private,202560,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,99309,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
60,Local-gov,124987,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
30,Private,287986,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,119411,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,198668,7th-8th,4,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,117583,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,234664,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,114357,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,State-gov,176949,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,<=50K
33,Private,189710,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,Mexico,<=50K
65,Private,205309,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,24,United-States,<=50K
34,Private,195576,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Private,216825,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,25,Mexico,<=50K
23,<undefined>,329174,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,197036,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,181291,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,1564,50,United-States,>50K
31,Private,206512,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
28,State-gov,38309,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,6849,0,40,United-States,<=50K
37,Private,312766,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Private,139671,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
66,Federal-gov,38621,Assoc-voc,11,Widowed,Other-service,Unmarried,Black,Female,3273,0,40,United-States,<=50K
31,Private,124827,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,77820,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
45,Federal-gov,56904,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,5013,0,45,United-States,<=50K
45,Private,190115,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
44,Private,106682,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
32,Local-gov,42596,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,143058,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,>50K
53,Private,102615,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,Canada,<=50K
54,Private,139703,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,Germany,>50K
43,Private,240124,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,132565,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
49,Private,323798,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,3325,0,50,United-States,<=50K
52,Private,96359,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,57,United-States,>50K
20,Private,165201,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,4,United-States,<=50K
60,Federal-gov,165630,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,United-States,>50K
45,Private,264526,Assoc-acdm,12,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,102359,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
28,Private,37359,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
61,<undefined>,232618,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
48,Local-gov,115497,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,157747,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
27,Self-emp-not-inc,41099,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
38,Private,472604,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,Mexico,<=50K
33,Private,348618,5th-6th,3,Married-spouse-absent,Transport-moving,Unmarried,Other,Male,0,0,20,El-Salvador,<=50K
43,Private,135606,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
36,Private,248445,HS-grad,9,Separated,Transport-moving,Other-relative,White,Male,0,0,60,Mexico,<=50K
38,Private,112093,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Local-gov,197552,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,303822,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,288566,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,<undefined>,487411,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-not-inc,43348,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
39,State-gov,239409,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,337606,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1485,40,United-States,<=50K
34,Private,32528,Assoc-voc,11,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,974,40,United-States,<=50K
47,State-gov,118447,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
46,Private,234690,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
23,<undefined>,141003,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
43,Private,216042,Some-college,10,Divorced,Tech-support,Own-child,White,Female,0,1617,72,United-States,<=50K
45,Private,190482,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
55,Private,381965,Bachelors,13,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
68,Private,186943,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,8,United-States,<=50K
39,Private,142707,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,53447,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,127772,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,344414,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,194138,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
49,<undefined>,558183,Assoc-voc,11,Married-spouse-absent,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,150154,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,306114,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
72,<undefined>,177121,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,3,United-States,<=50K
58,Local-gov,368797,Masters,14,Widowed,Prof-specialty,Unmarried,White,Male,0,0,35,United-States,>50K
43,Self-emp-inc,175715,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,55,United-States,<=50K
62,Private,416829,11th,7,Separated,Other-service,Not-in-family,Black,Female,0,0,21,United-States,<=50K
21,Private,350001,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,339952,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,114967,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,164190,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,38,United-States,>50K
49,Local-gov,166039,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,250135,HS-grad,9,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,234960,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,1887,48,United-States,>50K
29,Private,103628,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
58,Private,430005,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
45,Self-emp-inc,106517,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,162236,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,92430,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
52,Local-gov,40641,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
47,Private,169388,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,15,United-States,<=50K
36,Local-gov,410034,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
48,Private,237525,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,65,United-States,>50K
35,Private,150057,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Private,148549,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
43,Private,75742,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,177675,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,>50K
49,Local-gov,193249,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,266072,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,20,El-Salvador,<=50K
28,<undefined>,80165,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
25,Private,339324,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,<undefined>,111238,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
41,Self-emp-not-inc,284086,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
31,Private,206051,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
57,Private,426263,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
49,Private,102583,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,44,United-States,>50K
40,Private,277647,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Private,124808,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,Germany,>50K
47,Private,193061,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
50,Private,121411,12th,8,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,89202,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
17,Private,232900,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
30,Local-gov,319280,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
79,<undefined>,165209,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,193494,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
67,Self-emp-not-inc,195066,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,99146,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
35,Private,92028,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,Private,174419,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,57916,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,383384,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,198223,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,45,United-States,>50K
20,Private,109813,11th,7,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
17,Private,174298,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
40,Private,45687,Some-college,10,Divorced,Other-service,Not-in-family,Black,Male,4787,0,50,United-States,>50K
28,Private,263614,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,96128,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,220262,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,35340,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,280483,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Self-emp-inc,254211,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
29,Private,351324,Some-college,10,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,58602,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
37,Private,64922,Bachelors,13,Separated,Other-service,Not-in-family,White,Male,0,0,70,England,<=50K
41,Federal-gov,185616,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,1980,40,United-States,<=50K
43,Private,185832,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
24,Private,254767,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,2105,0,50,United-States,<=50K
39,Federal-gov,32312,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
47,Self-emp-not-inc,109421,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,183205,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
39,Private,156897,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,2258,42,United-States,>50K
48,Local-gov,145886,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,60,United-States,<=50K
47,Local-gov,29819,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1977,50,United-States,>50K
27,Private,244566,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,253801,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Ecuador,<=50K
22,Private,181313,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
37,State-gov,150566,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
38,Private,237713,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,112137,Preschool,1,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,4508,0,40,Cambodia,<=50K
48,Local-gov,187969,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,80,United-States,<=50K
46,Self-emp-not-inc,224108,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,<=50K
51,Private,174754,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,38,United-States,<=50K
28,Self-emp-inc,219705,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,55,United-States,<=50K
35,Private,167062,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,190325,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
45,Private,108859,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,344351,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
73,Private,153127,Some-college,10,Widowed,Priv-house-serv,Unmarried,White,Female,0,0,10,United-States,<=50K
52,Private,180881,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,183066,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
29,Federal-gov,339002,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
31,Private,185480,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,<undefined>,>50K
20,Private,172047,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K
42,Private,94600,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
37,Private,302604,Some-college,10,Separated,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
40,Private,248094,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,36467,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
29,Private,53181,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
20,Private,181032,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,248990,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
25,Private,40512,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,3674,0,30,United-States,<=50K
37,Private,117381,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,80,United-States,>50K
18,<undefined>,173125,12th,8,Never-married,<undefined>,Own-child,White,Female,0,0,24,United-States,<=50K
33,<undefined>,316663,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,50,United-States,<=50K
26,Private,154966,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
24,Private,198259,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
33,Private,167939,HS-grad,9,Married-civ-spouse,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
23,Private,131275,HS-grad,9,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,<undefined>,236523,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,272950,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Private,174503,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
24,Private,116800,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,35,United-States,<=50K
38,Private,110713,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
50,Private,202044,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
44,Private,300528,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
46,Private,54985,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
57,Private,133126,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Private,74593,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
44,Private,302424,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,55,United-States,<=50K
21,Private,344492,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
31,Private,349148,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,Private,222221,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,42,United-States,>50K
45,Private,234699,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,60,United-States,>50K
20,Local-gov,243178,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,189728,HS-grad,9,Separated,Priv-house-serv,Not-in-family,White,Female,0,0,50,United-States,<=50K
47,Self-emp-not-inc,318593,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
41,Private,108681,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
40,Private,187376,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
41,State-gov,75409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
46,Private,172581,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
49,Private,266150,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
65,Private,271092,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,<undefined>,<=50K
50,Private,135643,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Female,0,0,40,China,<=50K
59,Private,46466,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
18,Private,130652,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
47,Local-gov,114459,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
47,<undefined>,109832,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,5178,0,30,Canada,>50K
45,Private,195554,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
17,Private,244589,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,271901,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,32,United-States,>50K
73,Private,139978,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,180446,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
64,<undefined>,178724,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
38,State-gov,341643,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
37,Federal-gov,289653,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
62,Self-emp-inc,118725,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,20051,0,72,United-States,>50K
26,Private,187891,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,116338,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
46,Private,102771,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,United-States,>50K
51,Private,89652,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,4787,0,24,United-States,>50K
54,Federal-gov,439608,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,330144,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,251905,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,218955,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,188972,Doctorate,16,Separated,Prof-specialty,Unmarried,White,Female,0,0,10,Canada,<=50K
60,Self-emp-not-inc,25825,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
33,Private,202046,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,2001,40,United-States,<=50K
62,Private,116104,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,Germany,<=50K
20,Private,194891,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,125550,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,14084,0,35,United-States,>50K
66,Private,116468,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,2936,0,20,United-States,<=50K
32,<undefined>,285131,Assoc-acdm,12,Never-married,<undefined>,Unmarried,White,Male,0,0,20,United-States,<=50K
29,State-gov,409201,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
70,Self-emp-inc,379819,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,10566,0,40,United-States,<=50K
74,Private,97167,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,15,United-States,<=50K
37,Local-gov,244803,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
51,Self-emp-not-inc,115851,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,118058,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,258589,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
26,Private,158810,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,<=50K
27,Local-gov,92431,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,2231,40,United-States,>50K
58,Self-emp-not-inc,165695,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,<=50K
30,<undefined>,97281,Some-college,10,Separated,<undefined>,Not-in-family,White,Male,0,0,60,United-States,<=50K
32,Private,244147,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,1876,50,United-States,<=50K
66,Self-emp-inc,253741,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1825,10,United-States,>50K
23,Private,170482,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
35,Private,241001,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,<=50K
50,Private,165001,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
17,<undefined>,297117,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,340260,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,48,United-States,<=50K
31,Private,96480,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
30,Private,185177,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,49,United-States,<=50K
84,Self-emp-inc,172907,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
35,Self-emp-not-inc,308874,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,54098,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
46,Private,288608,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
50,Local-gov,254148,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
37,Private,111128,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,171116,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
53,Self-emp-inc,96062,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,48,United-States,>50K
27,Federal-gov,276776,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
22,Private,152878,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,149211,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,58343,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
38,Private,127601,Some-college,10,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,35,United-States,<=50K
29,Private,357781,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,137367,Some-college,10,Never-married,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,0,0,44,Philippines,<=50K
34,Private,110978,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
31,Private,34503,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Private,84119,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,United-States,<=50K
20,Private,223515,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,372525,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,0,0,48,United-States,<=50K
32,Private,116365,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
36,Private,111268,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Private,225599,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,7298,0,40,India,>50K
78,<undefined>,83511,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Portugal,<=50K
46,Self-emp-not-inc,199596,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
18,Private,301867,HS-grad,9,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
57,Private,191983,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,105803,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,456236,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,116255,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
32,Private,235109,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,91716,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,121102,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,2001,30,United-States,<=50K
70,Private,235781,Some-college,10,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
40,Private,136986,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
40,Self-emp-not-inc,33658,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,53878,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
29,Private,200928,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Private,173736,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
28,Private,214385,Assoc-voc,11,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
58,Private,102509,10th,6,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,50,United-States,<=50K
38,Private,173047,Bachelors,13,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,213,40,Philippines,<=50K
59,Self-emp-not-inc,241297,Some-college,10,Widowed,Farming-fishing,Not-in-family,White,Female,6849,0,40,United-States,<=50K
18,Private,329054,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
40,Private,274158,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,241153,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,200117,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,1887,50,<undefined>,>50K
45,Private,229516,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,72,Mexico,<=50K
62,<undefined>,250091,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Male,0,0,5,United-States,<=50K
24,State-gov,247075,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,20,United-States,<=50K
22,Private,315524,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,30,Dominican-Republic,<=50K
23,Private,126945,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,29874,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,>50K
28,Private,115579,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,38,United-States,<=50K
51,Private,29580,11th,7,Married-civ-spouse,Sales,Husband,White,Male,4386,0,30,United-States,>50K
44,Private,56483,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,37,United-States,<=50K
73,<undefined>,89852,1st-4th,2,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Portugal,<=50K
24,Private,420779,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,35,United-States,<=50K
24,Private,255474,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,241444,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,50,Puerto-Rico,<=50K
43,Private,85995,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,Self-emp-inc,116986,12th,8,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
31,Private,217962,12th,8,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
36,Private,20507,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,50,United-States,>50K
43,Private,184099,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,117816,7th-8th,4,Divorced,Handlers-cleaners,Other-relative,White,Male,0,0,70,United-States,<=50K
23,Private,263899,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,20,Haiti,<=50K
26,Private,45869,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,186539,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,326310,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
55,Local-gov,84564,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,39,United-States,<=50K
49,Private,247294,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
34,Private,72793,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
29,Private,261375,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,60,United-States,<=50K
50,Private,77905,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
19,Private,66838,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,9,United-States,<=50K
63,State-gov,194682,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
66,Private,180211,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,30,Philippines,<=50K
65,<undefined>,79272,Some-college,10,Widowed,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,6,United-States,<=50K
60,Private,101198,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
60,Private,80574,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
19,Private,198663,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
26,Self-emp-inc,160340,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
75,Self-emp-not-inc,205860,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,1735,40,United-States,<=50K
58,State-gov,69579,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
18,Self-emp-not-inc,379242,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
65,Private,113323,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,3818,0,40,United-States,<=50K
50,Self-emp-not-inc,312477,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
26,Private,259505,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
45,Federal-gov,171335,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
19,<undefined>,541282,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
29,Federal-gov,155970,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
52,Private,99682,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,52,Canada,>50K
23,Private,117789,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,296158,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
48,Local-gov,78859,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
59,<undefined>,188070,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,>50K
50,Private,189811,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,State-gov,518030,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Male,0,1590,40,Puerto-Rico,<=50K
32,Private,360593,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,30,United-States,<=50K
40,Private,145504,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
19,Private,459248,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
30,<undefined>,288419,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Mexico,<=50K
42,State-gov,126094,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Male,0,0,39,United-States,<=50K
23,Private,209483,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,50,United-States,<=50K
37,Self-emp-not-inc,32239,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,27828,0,40,United-States,>50K
21,Private,210355,11th,7,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,24,United-States,<=50K
28,Private,84547,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
50,<undefined>,260579,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
20,Private,105585,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
21,Private,132320,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
21,Private,129172,Some-college,10,Never-married,Other-service,Other-relative,White,Male,0,0,16,United-States,<=50K
45,Self-emp-not-inc,222374,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,201498,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Self-emp-inc,251675,Some-college,10,Divorced,Sales,Not-in-family,White,Male,8614,0,50,Cuba,>50K
41,Private,114157,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
48,Local-gov,148121,Bachelors,13,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
73,<undefined>,84053,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
34,Private,96480,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,179423,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
58,State-gov,123329,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,16,United-States,<=50K
41,Private,134130,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
53,Private,188644,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
40,Private,226388,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,209205,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
32,Private,209808,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1740,47,United-States,<=50K
44,Self-emp-inc,56236,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,2202,0,45,United-States,<=50K
18,Private,28648,11th,7,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
37,State-gov,34996,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,281422,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,45,United-States,<=50K
22,Private,214716,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,314177,10th,6,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
51,Private,112310,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
63,Private,203783,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,72,United-States,<=50K
29,Private,205499,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,<=50K
44,Private,145441,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,48,United-States,>50K
44,Private,155701,7th-8th,4,Separated,Other-service,Unmarried,White,Female,0,0,38,Peru,<=50K
37,State-gov,186934,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
62,Federal-gov,209433,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
31,Private,80933,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,<=50K
20,Private,102607,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
48,Private,254809,10th,6,Divorced,Machine-op-inspct,Unmarried,White,Female,0,1594,32,United-States,<=50K
24,Self-emp-not-inc,102942,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
56,State-gov,175057,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,68781,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,108594,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,98283,Prof-school,15,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,1564,40,India,>50K
39,Private,56269,Some-college,10,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
29,Private,152503,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,45,United-States,<=50K
38,Self-emp-inc,206951,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
23,Private,82393,9th,5,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,20,Philippines,<=50K
37,Private,167396,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Guatemala,<=50K
30,Self-emp-not-inc,123397,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
58,<undefined>,147653,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,36,United-States,<=50K
42,Private,118652,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,114401,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,1504,19,United-States,<=50K
45,Private,186272,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,7298,0,40,United-States,>50K
46,Private,182689,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,231016,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,4650,0,37,United-States,<=50K
41,Self-emp-inc,60949,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
49,Private,129513,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
37,Private,84306,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,117507,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,88050,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,6,United-States,<=50K
22,Private,305498,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,33,United-States,<=50K
17,Private,295308,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,20,United-States,<=50K
47,Private,114459,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,176017,10th,6,Never-married,Other-service,Other-relative,White,Male,0,0,15,United-States,<=50K
39,Private,248445,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
23,Private,214542,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,384508,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Federal-gov,403489,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
52,Private,143953,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
21,Private,254904,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,30,United-States,<=50K
33,Private,98995,10th,6,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,36,United-States,<=50K
17,<undefined>,237078,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
41,Private,193995,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
19,Private,205829,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
38,Federal-gov,205852,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,>50K
24,Private,37072,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,275338,Bachelors,13,Divorced,Sales,Unmarried,White,Female,1151,0,40,United-States,<=50K
39,State-gov,122353,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
19,Private,100009,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
31,<undefined>,37030,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
42,Private,135056,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
36,Private,135162,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,45,<undefined>,<=50K
29,Private,280618,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,226717,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
47,Local-gov,173938,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
24,Private,291355,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
61,Federal-gov,160155,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,29762,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
31,<undefined>,82473,9th,5,Divorced,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
59,Private,172071,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,38,Jamaica,<=50K
29,Private,166210,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,55,United-States,<=50K
26,Private,330263,HS-grad,9,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,247043,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
56,Federal-gov,155238,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
25,Private,130557,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,56986,12th,8,Never-married,Sales,Own-child,White,Female,0,0,18,United-States,<=50K
29,Private,220692,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
23,Private,121650,5th-6th,3,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,30,United-States,<=50K
67,Private,174603,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Private,341846,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,Private,99339,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,880,40,United-States,<=50K
32,Private,34437,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,141058,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,62,Mexico,<=50K
49,Private,192323,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,117674,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
39,Private,28572,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,120277,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,164309,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
47,Federal-gov,102771,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,147951,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,1,United-States,<=50K
23,Private,188409,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,4508,0,25,United-States,<=50K
44,Private,173888,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,80,United-States,>50K
25,Private,247006,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,82889,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
52,Private,259363,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
62,Federal-gov,159165,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,36,United-States,<=50K
31,Private,112062,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,299050,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
22,<undefined>,186452,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,36,United-States,<=50K
53,Private,548580,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Guatemala,<=50K
25,Private,234057,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,241350,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Private,108196,9th,5,Never-married,Craft-repair,Other-relative,White,Male,2993,0,40,United-States,<=50K
49,Private,278322,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,157443,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,27,Taiwan,>50K
44,Self-emp-not-inc,37618,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
56,Local-gov,238582,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,>50K
37,State-gov,28887,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
37,Private,77820,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
22,Private,110946,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Local-gov,230420,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,206521,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,<undefined>,156877,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,20,United-States,<=50K
28,Local-gov,283227,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
28,Private,141957,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,58337,10th,6,Never-married,Sales,Unmarried,White,Female,0,0,35,<undefined>,<=50K
73,Local-gov,161027,5th-6th,3,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,20,United-States,<=50K
37,Self-emp-not-inc,31670,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,205844,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Female,0,0,65,United-States,<=50K
30,State-gov,46144,HS-grad,9,Married-AF-spouse,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
38,Private,168055,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,98350,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
69,<undefined>,182668,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,United-States,>50K
43,Private,208613,Prof-school,15,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,99999,0,40,United-States,>50K
42,Private,334522,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
54,State-gov,187686,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
27,State-gov,365916,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,58,United-States,<=50K
39,Private,190719,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,218184,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
30,Private,222162,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,66,United-States,<=50K
30,Private,148524,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2057,40,United-States,<=50K
37,Private,267085,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Federal-gov,307555,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
36,Private,229180,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,Cuba,<=50K
22,Private,279041,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,10,United-States,<=50K
21,Private,312017,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,54782,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1579,42,United-States,<=50K
76,Private,70697,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
22,<undefined>,263970,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,28,United-States,<=50K
37,Private,188774,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,302770,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
29,Private,183639,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,97,United-States,<=50K
29,Private,178551,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,175343,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
73,Self-emp-not-inc,190078,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
43,Private,117627,Some-college,10,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
39,Private,108419,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
74,Private,183701,10th,6,Widowed,Other-service,Not-in-family,Black,Female,0,0,6,United-States,<=50K
27,State-gov,208406,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Private,148884,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
90,Private,87285,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
47,Private,199058,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
42,Private,173628,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
69,Private,370837,Bachelors,13,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,179484,12th,8,Never-married,<undefined>,Own-child,Other,Male,0,0,40,United-States,<=50K
23,Private,342769,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,20,United-States,<=50K
44,Local-gov,65145,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
41,Private,150533,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,2829,0,40,United-States,<=50K
47,Local-gov,272182,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
43,Private,403467,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,7688,0,40,United-States,>50K
33,Private,252168,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,80430,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Private,189623,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,60,United-States,<=50K
43,Private,115806,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,2547,40,United-States,>50K
18,<undefined>,28357,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,226084,HS-grad,9,Widowed,Priv-house-serv,Other-relative,White,Female,0,0,40,United-States,<=50K
18,Private,150817,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
27,Self-emp-inc,190911,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
27,Self-emp-inc,120126,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,45,United-States,>50K
45,Local-gov,255559,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
79,<undefined>,142370,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
24,Private,173679,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
25,Private,35854,Some-college,10,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,82161,10th,6,Widowed,Transport-moving,Unmarried,White,Male,0,0,35,United-States,<=50K
63,Self-emp-not-inc,129845,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,226505,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,46,United-States,>50K
47,Private,151584,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K
42,Private,136419,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
42,Private,66460,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
63,Local-gov,379940,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Local-gov,102936,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,<=50K
65,Private,205309,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,United-States,<=50K
30,<undefined>,156890,10th,6,Divorced,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
62,Private,208711,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,50,United-States,>50K
46,Private,137547,HS-grad,9,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
23,Private,220168,HS-grad,9,Never-married,Sales,Other-relative,Black,Female,0,0,25,Jamaica,<=50K
47,Local-gov,37672,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,<=50K
20,Private,196643,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
21,<undefined>,355686,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
28,Private,197484,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
61,Local-gov,115023,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
30,State-gov,234824,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,72,United-States,<=50K
30,State-gov,361497,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,>50K
29,Private,351871,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
39,Private,324231,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,123490,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
32,Private,188245,11th,7,Never-married,Priv-house-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
63,Private,50349,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K
19,Self-emp-not-inc,47176,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,15,United-States,<=50K
57,State-gov,290661,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
41,Private,221172,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,188950,Assoc-voc,11,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,356882,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
43,Self-emp-inc,150533,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
64,Self-emp-not-inc,167149,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
56,Private,301835,5th-6th,3,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,313729,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,130957,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
17,Private,197732,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
17,Private,250541,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
29,Private,218785,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,65,United-States,<=50K
23,<undefined>,232512,HS-grad,9,Separated,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,194630,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
39,Private,38721,HS-grad,9,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,22,United-States,<=50K
36,Private,201519,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
50,Private,279337,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
41,<undefined>,27187,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,2415,12,United-States,>50K
31,Private,87560,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,50,United-States,<=50K
71,<undefined>,100820,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,2489,15,United-States,<=50K
56,Private,208431,Some-college,10,Widowed,Exec-managerial,Not-in-family,Black,Female,0,0,32,United-States,<=50K
51,Private,143822,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
20,Private,163205,Some-college,10,Separated,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
53,Private,171924,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,14344,0,55,United-States,>50K
33,State-gov,137616,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,35,United-States,<=50K
27,Private,156516,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,2377,20,United-States,<=50K
40,Private,119101,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
45,Private,117556,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,32,United-States,<=50K
54,Private,147863,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,5013,0,40,Vietnam,<=50K
33,Self-emp-not-inc,24504,HS-grad,9,Separated,Craft-repair,Other-relative,White,Male,0,0,50,United-States,<=50K
27,<undefined>,157624,HS-grad,9,Separated,<undefined>,Other-relative,White,Female,0,0,40,United-States,<=50K
36,Private,181721,10th,6,Never-married,Farming-fishing,Own-child,Black,Male,0,0,60,United-States,<=50K
42,Local-gov,55363,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
33,Private,92865,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,258633,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,<undefined>,<=50K
52,Federal-gov,221532,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
41,Local-gov,183224,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,40,Taiwan,>50K
30,Private,381153,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,300871,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,33710,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,60,United-States,>50K
26,Private,158333,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,Columbia,<=50K
36,Private,288103,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,108907,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
46,Private,358533,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
24,Private,126613,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,8,United-States,<=50K
30,Private,164190,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,52,United-States,>50K
38,Private,199816,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,98228,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
41,Local-gov,129060,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,22245,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
36,Private,226918,Bachelors,13,Never-married,Sales,Not-in-family,Black,Male,0,0,48,United-States,<=50K
47,Private,398652,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
59,Private,268840,Some-college,10,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,16,United-States,>50K
35,<undefined>,103710,Bachelors,13,Divorced,<undefined>,Unmarried,White,Female,0,0,16,<undefined>,<=50K
59,Private,91384,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
52,Private,174767,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
37,Self-emp-inc,126675,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
52,Private,82285,Bachelors,13,Married-spouse-absent,Other-service,Other-relative,Black,Female,0,0,40,Haiti,<=50K
51,Private,177727,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
67,Self-emp-not-inc,345236,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
58,<undefined>,347692,11th,7,Divorced,<undefined>,Not-in-family,Black,Male,0,0,15,United-States,<=50K
68,Private,156000,10th,6,Widowed,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
71,Private,228806,9th,5,Divorced,Priv-house-serv,Not-in-family,Black,Female,0,0,6,United-States,<=50K
49,Local-gov,184428,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,102938,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,161063,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,253752,10th,6,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,274800,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,129804,9th,5,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
22,Federal-gov,65547,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Private,107658,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,10,United-States,<=50K
57,Private,161097,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,26,United-States,<=50K
18,Private,118376,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
32,Private,131224,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,120985,HS-grad,9,Divorced,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,215392,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,63685,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,Cambodia,<=50K
48,Private,131826,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
39,Private,211440,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
35,Private,31023,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
40,Private,145439,5th-6th,3,Married-civ-spouse,Other-service,Husband,Other,Male,4064,0,40,Mexico,<=50K
19,Private,255161,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
28,Private,411950,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,275818,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,1974,40,United-States,<=50K
18,Private,318082,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
23,Local-gov,287988,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Local-gov,138342,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,3411,0,40,El-Salvador,<=50K
42,Federal-gov,115932,Bachelors,13,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,60358,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,140117,10th,6,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
34,Private,158040,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
30,Self-emp-inc,321990,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,<undefined>,>50K
29,Private,232784,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,349368,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
46,Federal-gov,325573,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Private,140176,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,<=50K
50,Private,128478,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
19,<undefined>,318264,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
59,Private,147989,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,<=50K
45,Federal-gov,155659,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,State-gov,288433,Masters,14,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
47,Federal-gov,329205,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
64,Private,171373,11th,7,Widowed,Farming-fishing,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,228860,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,196116,Prof-school,15,Divorced,Prof-specialty,Own-child,White,Female,2174,0,72,United-States,<=50K
17,Private,47771,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
24,Private,201680,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,60,United-States,<=50K
28,Private,337378,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,246449,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,3325,0,50,United-States,<=50K
48,Private,227714,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,177285,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,38,United-States,<=50K
38,Private,71701,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,Portugal,<=50K
49,Private,30219,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1669,40,United-States,<=50K
42,Private,280167,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-inc,27408,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,167031,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Columbia,<=50K
41,Private,173682,Masters,14,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,278557,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
32,Private,113688,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
41,Self-emp-not-inc,252986,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,Private,33669,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
56,Private,100776,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
47,Self-emp-not-inc,177457,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
30,State-gov,312767,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
51,Private,43354,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Self-emp-inc,375422,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,South,<=50K
49,Self-emp-not-inc,263568,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
67,<undefined>,74335,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,10,Germany,<=50K
26,Private,302097,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3464,0,48,United-States,<=50K
35,Private,248010,Bachelors,13,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
37,<undefined>,87369,9th,5,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,405577,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,State-gov,167065,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,102476,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Federal-gov,526528,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,3887,0,40,United-States,<=50K
32,Private,175878,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
55,Private,213894,11th,7,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
17,Private,150262,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
40,Private,75363,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,272671,Bachelors,13,Divorced,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
67,Self-emp-inc,411007,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,15831,0,40,United-States,>50K
44,Private,222434,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,180246,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
25,Private,171236,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,367037,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,304651,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
62,Private,97017,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
20,Private,146879,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,2001,40,United-States,<=50K
45,State-gov,320818,Some-college,10,Married-spouse-absent,Other-service,Other-relative,Black,Male,0,0,40,Haiti,<=50K
47,Self-emp-not-inc,84735,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
49,Private,184428,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,326886,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,<undefined>,169624,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Female,0,0,37,United-States,<=50K
29,Private,212102,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
23,Private,175837,11th,7,Never-married,Farming-fishing,Other-relative,White,Female,0,0,40,Puerto-Rico,<=50K
50,Private,177487,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,286750,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1902,40,United-States,>50K
44,Private,171424,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,Private,194981,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,36,United-States,<=50K
73,Private,199362,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
24,Private,204226,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,State-gov,72506,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
61,Self-emp-inc,61040,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,36,United-States,>50K
37,Federal-gov,194630,Masters,14,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,391867,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,94080,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,289405,11th,7,Never-married,Machine-op-inspct,Own-child,Other,Male,0,0,12,United-States,<=50K
30,Private,170130,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,158118,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,1719,40,United-States,<=50K
30,Private,447739,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
90,<undefined>,39824,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,401,0,4,United-States,<=50K
76,<undefined>,312500,5th-6th,3,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,223342,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,1504,35,United-States,<=50K
65,<undefined>,293385,Preschool,1,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,30,United-States,<=50K
25,Private,106377,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,66118,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,274883,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
27,Local-gov,123773,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Local-gov,70655,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
49,Private,177426,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Private,200374,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
19,State-gov,159269,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
24,Private,235894,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
34,Local-gov,97723,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,167309,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,98106,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Federal-gov,22201,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,7298,0,40,Philippines,>50K
45,Private,108993,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,265954,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,100960,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,170092,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
54,Private,326156,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,216932,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
69,Private,36956,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,50,United-States,>50K
24,Private,214014,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,99872,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
61,State-gov,151459,10th,6,Never-married,Other-service,Not-in-family,Black,Female,0,0,38,United-States,<=50K
57,Self-emp-inc,161662,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K
56,Private,367200,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
35,Private,86648,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
51,Local-gov,168539,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
50,Private,140741,11th,7,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
25,Private,197651,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,43,United-States,<=50K
46,Private,123053,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,Japan,>50K
23,Private,330571,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
44,Private,204235,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,State-gov,346766,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
35,<undefined>,257250,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,163396,Some-college,10,Never-married,Tech-support,Not-in-family,Other,Female,0,0,40,United-States,<=50K
78,<undefined>,135839,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,1086,0,20,United-States,<=50K
18,Private,36251,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
40,Private,149102,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,2174,0,60,Poland,<=50K
61,<undefined>,222395,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
31,State-gov,29152,12th,8,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
33,Private,79303,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,272338,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
55,State-gov,200497,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
19,Private,148392,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
31,Private,164243,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1579,40,United-States,<=50K
43,State-gov,129298,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Local-gov,174981,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,47,United-States,>50K
48,Local-gov,328610,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
27,Private,77774,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,34,United-States,<=50K
38,State-gov,134069,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
35,Private,209214,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,4386,0,35,United-States,>50K
29,Private,153805,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Other,Male,0,0,40,Ecuador,<=50K
27,Private,168827,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,2,United-States,<=50K
31,Private,373432,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
26,Private,57600,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
53,Self-emp-not-inc,302847,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,227594,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
32,Federal-gov,44777,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,46,United-States,<=50K
54,<undefined>,133963,HS-grad,9,Widowed,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,279615,Bachelors,13,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,276133,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,136314,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
41,Private,204410,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,44,United-States,>50K
59,Self-emp-inc,223215,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
43,Private,184625,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
34,Self-emp-inc,265917,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,158647,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,22055,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
41,Local-gov,176716,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
42,Private,270721,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,32,United-States,<=50K
24,Private,100321,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
35,Private,79050,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Male,0,0,72,United-States,<=50K
40,Local-gov,42703,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
46,Private,116952,7th-8th,4,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,<=50K
45,Private,331643,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
33,Private,207937,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1092,40,United-States,<=50K
68,Private,223486,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,7,England,<=50K
33,Private,340332,Bachelors,13,Separated,Exec-managerial,Not-in-family,Black,Female,0,0,45,United-States,<=50K
23,Private,184813,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
42,Self-emp-not-inc,32185,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
30,Private,197886,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
35,State-gov,248374,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,Private,382499,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
36,State-gov,108320,Masters,14,Divorced,Prof-specialty,Unmarried,White,Male,5455,0,30,United-States,<=50K
46,Self-emp-inc,161386,9th,5,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,50,United-States,<=50K
49,Local-gov,110172,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,144032,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
26,Private,224426,Masters,14,Never-married,Exec-managerial,Own-child,White,Male,0,0,38,United-States,<=50K
37,Private,230408,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K
50,Local-gov,20795,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
20,Private,174714,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
59,State-gov,398626,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Male,25236,0,45,United-States,>50K
30,Private,149531,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,34113,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
44,Local-gov,323790,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
28,Private,331381,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,160647,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,Ireland,>50K
34,Private,339142,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Private,164857,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,99,United-States,<=50K
33,Local-gov,267859,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,167725,Bachelors,13,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,0,0,84,India,<=50K
49,Federal-gov,586657,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
67,Self-emp-not-inc,105907,1st-4th,2,Widowed,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K
23,Private,200677,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,193882,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
54,Private,138026,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
49,Private,122385,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,49020,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
26,Private,283715,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,286406,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,3325,0,40,United-States,<=50K
36,Private,166416,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,156334,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,45607,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
40,Local-gov,112362,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,200419,Assoc-acdm,12,Separated,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,State-gov,341638,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,<undefined>,34161,12th,8,Separated,<undefined>,Unmarried,White,Female,0,0,30,United-States,<=50K
50,Self-emp-not-inc,127151,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,Canada,>50K
52,Private,321959,Some-college,10,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,>50K
51,Local-gov,35211,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
19,Private,214935,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,132130,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
57,Private,222247,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
35,Private,165799,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
30,Private,257874,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
38,Private,357173,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,State-gov,305739,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,172047,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,110677,Some-college,10,Separated,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
21,<undefined>,405684,HS-grad,9,Never-married,<undefined>,Other-relative,White,Male,0,0,35,Mexico,<=50K
60,Private,82388,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,<=50K
45,Private,289230,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,48,United-States,>50K
26,Private,101812,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,5721,0,40,United-States,<=50K
49,State-gov,336509,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,383402,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
47,Private,328216,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,40,United-States,>50K
40,Private,280362,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
34,Private,212064,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,7443,0,35,United-States,<=50K
42,Private,173704,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,433375,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Mexico,<=50K
63,Self-emp-not-inc,106551,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,22418,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,54816,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,358199,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
43,Private,190044,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,97698,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,32,United-States,<=50K
56,Private,53366,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,236136,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,326232,7th-8th,4,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,48,United-States,<=50K
34,Private,581071,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,>50K
40,Private,220589,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,161463,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
44,Private,95255,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Federal-gov,223267,Some-college,10,Divorced,Protective-serv,Own-child,White,Male,0,0,72,United-States,<=50K
22,Private,236769,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,England,<=50K
58,Self-emp-inc,229498,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,20,United-States,>50K
43,Private,177083,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,30,United-States,<=50K
23,Private,287681,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,Columbia,<=50K
41,Private,49797,Some-college,10,Separated,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
44,Private,174051,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
32,Private,194901,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
38,Local-gov,252250,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,>50K
47,Private,191277,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
24,Private,174907,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
39,Private,167140,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,236543,12th,8,Divorced,Protective-serv,Own-child,White,Male,0,0,54,Mexico,<=50K
40,Private,214242,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,216864,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,3770,45,United-States,<=50K
34,Private,245211,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,2036,0,30,United-States,<=50K
57,Private,437727,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
71,Private,200418,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Local-gov,167334,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
54,Private,146834,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
26,Private,78424,Assoc-voc,11,Never-married,Sales,Unmarried,White,Female,0,0,54,United-States,<=50K
37,Private,182675,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
28,Self-emp-not-inc,38079,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
42,Private,115178,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,15,United-States,<=50K
45,Private,195949,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,167415,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,223214,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,22245,Bachelors,13,Married-civ-spouse,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,State-gov,81853,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,United-States,>50K
30,Private,147921,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,46,United-States,<=50K
27,Private,29261,HS-grad,9,Married-AF-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,257758,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,State-gov,136546,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
38,Private,205493,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,United-States,>50K
19,Private,71650,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,150217,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
55,Self-emp-inc,258648,10th,6,Widowed,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,114798,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
43,Private,186188,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Local-gov,175255,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
45,Private,249935,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,120277,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
26,Private,193165,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,52,United-States,>50K
32,Private,185027,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,Ireland,>50K
21,Private,221418,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,56063,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,153927,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,State-gov,163110,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
40,Self-emp-inc,175696,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,51,United-States,<=50K
46,Private,143189,5th-6th,3,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,Dominican-Republic,<=50K
20,<undefined>,114969,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
54,State-gov,32778,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,150683,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,78104,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,335005,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,3137,0,40,United-States,<=50K
50,Local-gov,311551,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
42,Self-emp-not-inc,201520,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,124111,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
60,Private,166386,11th,7,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,30,Hong,<=50K
43,State-gov,117471,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,361307,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,142038,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,45,United-States,<=50K
35,Private,276552,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,50402,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,174090,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
27,Private,277760,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,24243,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1590,40,United-States,<=50K
44,Self-emp-inc,151089,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,70,United-States,>50K
52,Self-emp-not-inc,165278,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,22,United-States,<=50K
49,Private,182752,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
31,Private,173002,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,261232,11th,7,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,164607,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,129573,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
51,Federal-gov,36186,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
24,Private,325744,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,329793,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
46,Private,133616,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Private,83401,5th-6th,3,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
76,Private,239880,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
25,Private,201737,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,192182,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,United-States,>50K
33,Private,143540,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,28334,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,245873,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
42,Local-gov,199095,Assoc-voc,11,Widowed,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
53,Private,104461,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,8614,0,50,Italy,>50K
33,Local-gov,183923,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,35,United-States,>50K
30,Private,129707,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,35,United-States,>50K
41,Local-gov,575442,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,State-gov,184682,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,69251,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
31,Private,225507,Assoc-voc,11,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,167515,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
35,Private,407068,1st-4th,2,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
40,Private,170019,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
46,Local-gov,125892,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
43,Local-gov,35824,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
35,Private,67083,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
23,Private,107801,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
50,Self-emp-not-inc,95577,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,12,<undefined>,<=50K
43,Private,118536,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,Black,Male,0,0,40,United-States,<=50K
61,Private,198078,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
29,Private,78261,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
21,Private,234108,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Local-gov,241998,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1672,50,United-States,<=50K
40,Private,92717,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,257683,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
90,Private,40388,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
24,Private,55424,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,169600,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,2176,0,12,United-States,<=50K
40,Local-gov,319271,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
37,Self-emp-not-inc,75050,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
31,Private,182896,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,188274,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,211497,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,113806,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,<undefined>,>50K
47,Local-gov,172246,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
48,Local-gov,219962,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,<undefined>,186815,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
26,<undefined>,132749,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,80,United-States,<=50K
28,Private,209801,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
20,State-gov,178517,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,169364,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,Ireland,<=50K
32,Federal-gov,164707,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
55,Private,144084,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,133692,Bachelors,13,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,184169,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,35,United-States,>50K
45,Self-emp-inc,145290,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
65,Local-gov,24824,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,178319,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
22,Private,235829,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
22,<undefined>,196280,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
42,Self-emp-not-inc,54202,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
37,Private,220237,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
24,Private,59146,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
67,Private,64148,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,41,United-States,<=50K
28,Private,196621,HS-grad,9,Married-spouse-absent,Tech-support,Not-in-family,White,Female,0,0,37,United-States,<=50K
56,Private,195668,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,Cuba,>50K
31,State-gov,263000,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,<=50K
33,Private,554986,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
52,<undefined>,108211,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,217654,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Germany,>50K
53,Private,139671,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
47,Private,102771,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Portugal,<=50K
40,Private,213019,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
35,Private,228493,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,48,United-States,<=50K
65,Self-emp-not-inc,22907,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,24364,Some-college,10,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,30,United-States,<=50K
23,Federal-gov,41432,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
39,Private,235259,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,343476,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
37,Private,326886,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,248313,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,30290,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,188540,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
39,Private,237943,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
25,Private,198870,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Male,0,0,35,United-States,<=50K
30,Private,233980,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,171090,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,48,United-States,<=50K
22,Private,353039,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Female,0,0,36,Mexico,<=50K
46,Federal-gov,213140,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
54,Private,188136,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,1408,38,United-States,<=50K
33,Private,130057,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
70,State-gov,345339,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,182074,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Local-gov,176557,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
55,State-gov,71630,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,1617,40,United-States,<=50K
17,Private,159849,11th,7,Never-married,Protective-serv,Own-child,White,Female,0,0,30,United-States,<=50K
36,Private,183425,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,125933,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
40,Local-gov,180123,HS-grad,9,Married-spouse-absent,Farming-fishing,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,592930,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,>50K
28,Private,183802,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
39,Private,77005,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
49,Private,80914,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
63,Self-emp-inc,165667,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,123991,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,20,United-States,<=50K
48,Self-emp-inc,181307,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
55,Private,124137,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Poland,<=50K
18,<undefined>,137363,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,4,United-States,<=50K
20,Private,291979,HS-grad,9,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,20,United-States,<=50K
49,Private,91251,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
27,Federal-gov,148153,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
37,Private,131463,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,33,United-States,<=50K
32,State-gov,127651,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-inc,239018,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
47,Private,276087,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,26,United-States,<=50K
34,Private,386877,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
61,Private,210464,HS-grad,9,Divorced,Adm-clerical,Other-relative,Black,Female,0,0,35,United-States,<=50K
25,Private,632834,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
26,Private,245465,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
18,Private,198087,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
35,Private,27408,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,242713,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
56,Private,314727,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
40,State-gov,269733,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,177287,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
66,Private,167711,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,>50K
42,Private,112181,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
28,Private,339002,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
39,State-gov,24721,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
65,Self-emp-not-inc,37092,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
20,Private,216563,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,204447,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,40,United-States,>50K
24,<undefined>,151153,Some-college,10,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,99999,0,50,South,>50K
39,Private,187089,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,423052,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,169180,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Hong,<=50K
21,Private,104981,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,48,United-States,<=50K
35,<undefined>,120074,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
38,Private,269323,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
55,Private,141549,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,214858,10th,6,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,55,United-States,<=50K
34,Private,173524,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Local-gov,365049,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Mexico,<=50K
38,Private,60355,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,86808,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
33,State-gov,174171,Some-college,10,Separated,Tech-support,Not-in-family,White,Male,0,0,12,United-States,<=50K
32,Federal-gov,504951,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,294064,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,France,<=50K
46,Private,120131,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,>50K
48,Private,199058,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,152328,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,88564,7th-8th,4,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
67,Private,95113,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,37,United-States,>50K
36,Private,247558,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,60,<undefined>,>50K
25,Private,178421,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
43,Private,484861,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4064,0,38,United-States,<=50K
27,Local-gov,225291,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,205735,1st-4th,2,Separated,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,58898,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1579,48,United-States,<=50K
39,Private,355468,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1887,46,United-States,>50K
60,Self-emp-not-inc,184362,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,25,United-States,<=50K
27,Private,347513,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,138768,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,29810,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,126501,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,60783,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,15,United-States,<=50K
26,Private,179772,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
45,Self-emp-inc,281911,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
33,Private,70447,HS-grad,9,Never-married,Transport-moving,Other-relative,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
55,<undefined>,449576,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,48,Mexico,<=50K
29,Private,327964,9th,5,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
72,Private,496538,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,6360,0,40,United-States,<=50K
35,Self-emp-not-inc,153066,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
53,State-gov,77651,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,119493,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,256240,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
69,Private,177374,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,1848,0,12,United-States,<=50K
41,Local-gov,37848,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
45,Private,129336,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
27,Private,183511,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,120131,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
55,Private,190508,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,35,United-States,<=50K
31,Private,363130,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
45,Private,240356,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,55,United-States,<=50K
64,Private,133166,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,5,United-States,<=50K
38,Private,32916,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
17,Private,117477,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,34748,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1887,20,United-States,>50K
22,Private,459463,12th,8,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,50,United-States,<=50K
23,Private,95989,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
25,Private,118088,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
33,Private,150570,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,43,United-States,>50K
31,<undefined>,505438,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,Mexico,<=50K
37,Private,179731,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
53,Private,122109,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,1876,38,United-States,<=50K
28,Local-gov,163942,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,106670,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
41,Private,123403,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
61,Self-emp-inc,119986,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,66622,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
20,<undefined>,40060,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,56,United-States,<=50K
35,Private,260578,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
64,Local-gov,96076,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,70604,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,38,United-States,<=50K
39,Self-emp-not-inc,230329,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,1564,12,United-States,>50K
53,Private,49715,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
28,Private,116531,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,214542,Some-college,10,Divorced,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
25,Local-gov,335005,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,Italy,<=50K
19,Private,258633,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
20,Private,203240,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
27,Private,104457,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
55,Local-gov,99131,HS-grad,9,Married-civ-spouse,Prof-specialty,Other-relative,White,Female,0,2246,40,United-States,>50K
52,State-gov,125796,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,1848,40,United-States,>50K
21,<undefined>,479482,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,167790,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,133758,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,1974,40,United-States,<=50K
22,Private,106843,10th,6,Never-married,Craft-repair,Other-relative,White,Male,0,0,30,United-States,<=50K
24,Private,117959,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,4386,0,40,United-States,>50K
26,Private,174921,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,134152,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
57,Private,99364,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
18,Local-gov,155905,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K
30,Private,467108,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
34,Self-emp-not-inc,304622,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
40,Private,198692,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,60,United-States,>50K
60,Private,178050,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
25,Private,162687,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,113151,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
48,Private,158924,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
27,Self-emp-not-inc,141795,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
33,Self-emp-not-inc,33404,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,>50K
65,Self-emp-inc,178771,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,168553,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,40,United-States,>50K
27,Private,110648,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,151053,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,142871,Some-college,10,Separated,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
18,<undefined>,343161,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,16,United-States,<=50K
27,Private,183523,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
57,Self-emp-not-inc,222216,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,United-States,<=50K
44,Private,121874,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,55,United-States,>50K
30,Private,467108,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
26,Private,34393,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Federal-gov,42003,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
61,Private,180418,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
49,Self-emp-not-inc,199590,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Mexico,<=50K
33,Private,144949,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
50,Private,155594,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
53,Self-emp-not-inc,162576,7th-8th,4,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,99,United-States,<=50K
33,Private,232475,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,269474,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
45,Local-gov,140644,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
26,<undefined>,39640,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,60,United-States,<=50K
50,<undefined>,346014,7th-8th,4,Separated,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
47,Self-emp-not-inc,159726,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
52,Federal-gov,290856,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,217886,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,36,United-States,<=50K
21,<undefined>,199915,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
58,Private,106546,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,2174,0,40,United-States,<=50K
50,Local-gov,220640,Masters,14,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,0,0,50,United-States,>50K
33,Federal-gov,88913,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,288486,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,227411,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
37,Local-gov,99935,Masters,14,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,50,United-States,>50K
57,Private,201112,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,123778,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
21,Private,204596,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,8,United-States,<=50K
40,Private,190290,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,196674,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,108435,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,United-States,<=50K
38,Private,186359,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,137076,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
22,State-gov,262819,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,171655,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,42,United-States,<=50K
42,Private,183319,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,El-Salvador,<=50K
36,Private,127306,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,47,United-States,<=50K
22,Private,68678,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
40,State-gov,140108,9th,5,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,263444,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
46,State-gov,265554,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
28,Private,410216,11th,7,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,>50K
46,State-gov,20534,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
55,Private,188917,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
76,Private,98695,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
27,Private,411950,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
50,Private,237819,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
75,Private,187424,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
42,Federal-gov,198316,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,139703,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
51,Private,152596,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,194726,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,55,United-States,>50K
44,Private,82601,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,229843,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Female,0,0,20,United-States,<=50K
60,Private,122276,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,Italy,<=50K
47,State-gov,188386,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
73,Private,92298,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,15,United-States,<=50K
27,Private,390657,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
50,Private,89041,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,50,United-States,>50K
35,Private,314897,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
31,Private,166343,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,50,<undefined>,<=50K
45,Private,88781,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,>50K
57,Private,41762,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,South,>50K
34,Private,849857,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Nicaragua,<=50K
19,Private,307496,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
25,Private,324372,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
39,Private,99270,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,Germany,>50K
28,Private,160731,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Poland,>50K
48,State-gov,148306,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,259019,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
53,Private,224894,5th-6th,3,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,0,0,10,Haiti,<=50K
19,Private,258470,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,197919,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K
23,Private,213719,Assoc-acdm,12,Never-married,Sales,Own-child,Black,Female,0,0,36,United-States,<=50K
32,Private,226535,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,146042,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
21,Private,180339,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,White,Female,0,1602,30,United-States,<=50K
24,Private,99970,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,300687,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
29,Local-gov,219906,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,25,United-States,>50K
24,Private,122234,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,20,<undefined>,<=50K
55,Private,158641,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,239539,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
46,Local-gov,102308,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,186934,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,234447,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,125933,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
29,Private,142760,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,State-gov,309056,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
40,Self-emp-not-inc,48859,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,United-States,<=50K
30,Private,110594,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
72,Private,426562,11th,7,Divorced,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
17,Private,169037,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,123075,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,70,United-States,<=50K
38,Private,195744,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
36,Private,81896,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
24,Self-emp-not-inc,172047,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,253814,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
28,Private,66473,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
60,<undefined>,56248,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,1485,70,United-States,>50K
42,Local-gov,271521,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Other,Male,0,0,40,United-States,>50K
48,Private,265295,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,174308,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,196342,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
55,Private,223594,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,7688,0,40,Puerto-Rico,>50K
30,Private,149787,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,124686,7th-8th,4,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,10,United-States,<=50K
45,Private,50163,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
26,Private,175789,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,218215,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,166371,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,169469,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
52,Private,145081,7th-8th,4,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
68,Private,214521,Prof-school,15,Widowed,Prof-specialty,Unmarried,White,Female,0,0,16,United-States,<=50K
26,Local-gov,287233,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,>50K
52,Private,201310,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
46,Self-emp-not-inc,197836,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1672,50,United-States,<=50K
53,Private,158294,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
17,Private,127366,11th,7,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
29,Private,203697,Bachelors,13,Married-civ-spouse,Prof-specialty,Own-child,White,Male,0,0,75,United-States,<=50K
41,Private,168730,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
45,Private,165232,Some-college,10,Divorced,Tech-support,Not-in-family,Black,Female,0,0,40,Trinadad&Tobago,<=50K
57,Private,175942,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
30,Federal-gov,356689,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,Japan,<=50K
46,Private,132912,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
45,Private,187226,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
59,<undefined>,254765,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
40,Private,202565,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,<=50K
38,State-gov,103925,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,2036,0,20,United-States,<=50K
22,Private,112164,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,<undefined>,<=50K
59,Self-emp-not-inc,70623,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,85,United-States,<=50K
36,Private,102729,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,558944,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,256967,10th,6,Never-married,Sales,Other-relative,Black,Female,0,0,40,United-States,<=50K
62,<undefined>,144583,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,102412,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,159788,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,80,United-States,<=50K
27,Private,55743,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,45,United-States,>50K
47,State-gov,148171,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Male,0,0,50,France,>50K
20,Local-gov,271354,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,98524,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,272913,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,Mexico,<=50K
22,Private,324445,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,155469,Assoc-acdm,12,Widowed,Tech-support,Unmarried,White,Female,0,0,24,United-States,<=50K
36,Private,102945,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,291904,10th,6,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Federal-gov,186601,HS-grad,9,Separated,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
43,Private,172401,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
33,Private,193285,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
34,Private,176244,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,117779,HS-grad,9,Never-married,Transport-moving,Own-child,White,Female,0,0,35,United-States,<=50K
22,<undefined>,34616,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,169182,9th,5,Widowed,Other-service,Not-in-family,White,Female,0,0,25,Puerto-Rico,<=50K
27,Private,180758,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Local-gov,141637,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,169023,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,40,United-States,>50K
34,Self-emp-not-inc,101266,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,62,United-States,<=50K
30,Private,164190,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,142282,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
39,Federal-gov,103984,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
64,Private,187601,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Self-emp-not-inc,36218,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
29,State-gov,106334,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
37,Local-gov,249392,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
43,Self-emp-not-inc,110355,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
30,Self-emp-not-inc,117944,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
17,Private,163836,10th,6,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
29,Private,145592,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
24,Private,108495,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,India,<=50K
27,Self-emp-not-inc,212041,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
69,Self-emp-inc,182451,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,124020,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,199116,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
17,<undefined>,144114,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,107438,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,1651,40,United-States,<=50K
70,Private,405362,7th-8th,4,Widowed,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
32,Private,175856,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,40,United-States,>50K
21,<undefined>,262241,HS-grad,9,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,420054,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,9562,0,50,United-States,>50K
27,Private,86681,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,187161,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
44,State-gov,691903,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,60,United-States,>50K
36,Private,219483,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,199058,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
29,Private,192010,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,Poland,<=50K
34,Federal-gov,419691,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,54,United-States,>50K
28,Local-gov,356089,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,50,United-States,<=50K
34,Private,684015,5th-6th,3,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,El-Salvador,<=50K
18,Private,36882,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
39,Private,203180,Some-college,10,Divorced,Farming-fishing,Unmarried,White,Female,0,0,45,United-States,<=50K
34,Private,183811,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Local-gov,103966,Masters,14,Divorced,Adm-clerical,Unmarried,White,Female,0,0,41,United-States,<=50K
24,Private,304602,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,57233,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
50,State-gov,289207,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,45,United-States,>50K
68,Private,224019,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,267966,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Private,214800,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,241528,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,197365,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,296724,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,17,United-States,<=50K
26,Private,136226,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,40623,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,264874,HS-grad,9,Never-married,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,112847,HS-grad,9,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
18,<undefined>,236090,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,89028,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
71,State-gov,210673,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,28,United-States,<=50K
55,Private,60193,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,216137,11th,7,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
36,Private,139743,Some-college,10,Widowed,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
25,<undefined>,32276,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,423605,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1848,40,Nicaragua,>50K
27,Private,298871,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
42,Private,318255,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,347867,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,1719,40,United-States,<=50K
57,Private,279636,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
34,Private,405386,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,28,United-States,<=50K
31,Private,297188,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
24,Private,182342,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,229148,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,60,Jamaica,<=50K
30,Private,189620,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,6849,0,40,England,<=50K
17,Private,413557,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,32,United-States,<=50K
26,Self-emp-inc,246025,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,20,Honduras,<=50K
32,Private,390997,1st-4th,2,Never-married,Farming-fishing,Not-in-family,Other,Male,0,0,50,Mexico,<=50K
55,Private,102058,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,247298,12th,8,Married-spouse-absent,Other-service,Own-child,Other,Female,0,0,20,United-States,<=50K
28,Private,140108,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
55,<undefined>,216941,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,2885,0,40,United-States,<=50K
49,Private,81654,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
23,Private,177526,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,64631,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,110028,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,203761,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
23,Private,163870,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,117299,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
20,Private,50648,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
21,Private,166517,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,<undefined>,173800,Bachelors,13,Married-spouse-absent,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,10,Taiwan,<=50K
44,Self-emp-inc,181762,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
31,Self-emp-not-inc,340880,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
50,Self-emp-not-inc,114758,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,4416,0,45,United-States,<=50K
54,Private,138847,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
28,Private,215014,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,183778,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,273629,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-inc,113870,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,Private,213955,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,2001,40,United-States,<=50K
29,Private,114982,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
35,Private,205338,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,57924,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,7688,0,50,United-States,>50K
90,<undefined>,225063,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,10,South,<=50K
35,Self-emp-not-inc,202027,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,United-States,>50K
20,Private,281356,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,0,40,United-States,<=50K
42,Private,30824,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,2354,0,16,United-States,<=50K
56,Private,98809,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,5013,0,45,United-States,<=50K
31,Private,38223,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
23,Private,172232,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,50,United-States,<=50K
60,Private,140544,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,221366,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,180799,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
36,Private,111499,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,14084,0,40,United-States,>50K
44,Self-emp-not-inc,155930,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,201122,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
27,Private,101709,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
49,Private,140121,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
48,Private,172709,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
47,Private,120131,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
34,Private,117444,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
27,Private,256764,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Local-gov,176185,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4064,0,40,<undefined>,<=50K
24,Private,223811,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,201603,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
25,Private,138765,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,133974,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,137953,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
57,Private,103403,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,461678,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
41,State-gov,70884,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
56,State-gov,466498,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,United-States,>50K
19,Private,148644,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,190739,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,0,32,United-States,<=50K
34,Private,299507,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,211424,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
27,State-gov,106721,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,192017,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,530099,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,55,United-States,>50K
34,Private,119153,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,202450,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,>50K
21,Private,50341,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
24,Private,140001,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Italy,<=50K
19,<undefined>,220517,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
82,<undefined>,52921,Some-college,10,Widowed,<undefined>,Not-in-family,Amer-Indian-Eskimo,Male,0,0,3,United-States,<=50K
35,Private,31964,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
32,Private,148207,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,151627,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
30,Private,402539,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,188278,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
28,Self-emp-not-inc,96219,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,5,United-States,<=50K
29,Private,340534,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K
60,Private,160339,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Columbia,<=50K
28,Private,120135,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,303817,Some-college,10,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,Private,181091,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
28,Private,200515,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,>50K
42,Private,160893,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,23,United-States,<=50K
40,Local-gov,183096,9th,5,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Yugoslavia,>50K
24,Private,241367,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,342084,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
36,Private,193855,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,80410,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,554317,9th,5,Married-spouse-absent,Other-service,Other-relative,White,Male,0,0,35,Mexico,<=50K
46,Private,85109,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1628,40,United-States,<=50K
28,Private,108569,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,43,United-States,<=50K
34,Private,120959,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,222011,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,43,United-States,<=50K
43,Private,238530,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,48404,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
60,Private,88055,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,3781,0,16,United-States,<=50K
33,Private,238381,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,8614,0,40,United-States,>50K
22,Private,243923,HS-grad,9,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,80,United-States,<=50K
39,Private,305597,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,141841,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,5178,0,40,United-States,>50K
39,Private,129764,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,150993,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
63,Self-emp-not-inc,147140,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
46,State-gov,30219,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,38,United-States,>50K
48,Private,167967,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,133278,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
65,Private,172510,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,1848,0,20,Hungary,<=50K
39,Private,192251,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,>50K
43,Private,210844,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,>50K
28,Private,263015,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,155118,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,99999,0,35,United-States,>50K
24,State-gov,232918,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
48,Private,143542,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,45607,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,29828,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,104118,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,191446,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
50,Private,27484,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,205987,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,Cuba,<=50K
39,Local-gov,143385,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,<undefined>,200508,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,186995,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,54159,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
39,Private,113481,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
30,Local-gov,235271,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
32,Private,349365,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,65,United-States,<=50K
18,Private,283637,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,70282,Assoc-acdm,12,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
26,Private,166051,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,193720,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
35,<undefined>,124836,Some-college,10,Divorced,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,36,United-States,<=50K
33,Private,236379,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,122026,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
40,Private,114537,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
34,Private,191834,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
29,Private,420054,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,160045,Some-college,10,Widowed,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
34,Private,303187,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
45,Private,190088,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
53,Private,126977,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
52,Self-emp-not-inc,63004,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
64,Private,391121,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
42,Private,211450,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
44,Private,156413,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,44,United-States,>50K
41,Private,116797,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,United-States,>50K
53,Local-gov,204447,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K
25,Private,66935,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
20,Private,344278,11th,7,Separated,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,108574,Assoc-voc,11,Never-married,Priv-house-serv,Own-child,White,Female,0,0,40,United-States,<=50K
56,Private,244605,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,363677,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,30,United-States,>50K
56,Private,219762,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,35,United-States,<=50K
38,Self-emp-inc,269318,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
62,Private,77884,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
28,Self-emp-not-inc,70100,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
31,Private,213643,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3908,0,40,United-States,<=50K
24,Private,69640,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
65,Private,170012,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,34,United-States,<=50K
40,Private,329924,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,30,United-States,<=50K
31,Private,193285,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,261241,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,1741,60,United-States,<=50K
42,Federal-gov,108183,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1902,40,South,>50K
20,Private,296618,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
30,Local-gov,257796,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,155320,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
22,Private,151888,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
65,<undefined>,143118,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,2206,10,United-States,<=50K
31,Private,66278,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,3908,0,40,United-States,<=50K
56,Private,92444,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,>50K
51,Private,229272,HS-grad,9,Divorced,Other-service,Other-relative,Black,Male,0,0,32,Haiti,<=50K
36,Self-emp-not-inc,207202,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
44,State-gov,154176,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,1590,40,United-States,<=50K
49,Private,180899,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,1755,45,United-States,>50K
28,Private,205337,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,180779,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
33,Self-emp-not-inc,343021,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
49,Private,176814,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,40,United-States,>50K
74,State-gov,88638,Doctorate,16,Never-married,Prof-specialty,Other-relative,White,Female,0,3683,20,United-States,>50K
48,Private,248059,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,45,United-States,<=50K
38,Private,409604,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
39,Private,185053,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,332884,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,65,United-States,>50K
56,Private,212864,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,66473,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,285169,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,175431,9th,5,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,<undefined>,152641,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,339346,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
39,Private,287306,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Self-emp-not-inc,70604,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,3464,0,40,United-States,<=50K
21,Private,88926,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
36,Private,91275,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
56,Private,244554,10th,6,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,232586,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-inc,127678,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,<=50K
44,Private,162184,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,408229,1st-4th,2,Never-married,Other-service,Not-in-family,White,Male,0,0,45,El-Salvador,<=50K
43,State-gov,139734,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
62,Private,197286,12th,8,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,48,Germany,<=50K
52,Private,229983,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,3103,0,30,United-States,>50K
25,Private,252803,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
63,Self-emp-inc,110890,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,>50K
51,Private,160724,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,99,South,<=50K
25,Private,89625,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
62,<undefined>,266037,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,126730,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Federal-gov,96854,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
32,Private,186788,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,28996,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
30,Self-emp-not-inc,347166,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,State-gov,110311,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,310850,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,220694,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,37,United-States,<=50K
61,Private,149405,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
70,Self-emp-inc,131699,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
55,Private,49996,11th,7,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,187112,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
36,Private,180859,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,38,United-States,<=50K
29,Private,185647,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,60,United-States,<=50K
30,Private,316606,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,274657,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
39,Federal-gov,193583,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,5455,0,60,United-States,<=50K
18,Private,338836,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
28,Private,216814,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,106935,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,223433,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,174789,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,135603,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
25,<undefined>,344719,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,4,United-States,<=50K
38,Private,372484,11th,7,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
23,Private,181820,Some-college,10,Never-married,Farming-fishing,Unmarried,White,Male,0,0,45,United-States,<=50K
40,Private,235371,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Self-emp-inc,216711,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,<undefined>,>50K
20,Private,299399,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,202508,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
44,Private,172025,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
49,Self-emp-inc,246891,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
22,Private,450920,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
26,Private,53598,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,103757,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,76017,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
28,Self-emp-inc,80158,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
37,Federal-gov,90881,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Male,8614,0,55,United-States,>50K
44,Private,427952,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,230955,12th,8,Never-married,<undefined>,Not-in-family,Black,Female,0,0,35,United-States,<=50K
53,Private,177916,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
36,Private,342642,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,15,United-States,<=50K
77,Private,253642,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,30,United-States,<=50K
21,Private,219086,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
24,Private,162593,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
30,Private,87561,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Local-gov,142411,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
22,Private,154422,Some-college,10,Divorced,Sales,Own-child,Asian-Pac-Islander,Female,0,0,30,Philippines,<=50K
23,Private,169104,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,25,United-States,<=50K
47,Private,193047,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
17,Private,151141,12th,8,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
48,Private,267912,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,50,Mexico,>50K
43,Private,137126,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Private,152453,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Guatemala,<=50K
19,Private,357059,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
42,State-gov,202011,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,98283,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,176965,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
63,Private,187919,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
65,Private,274916,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,105813,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
41,Local-gov,193524,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
35,Private,152734,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,<undefined>,<=50K
21,Private,263641,HS-grad,9,Divorced,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
48,Local-gov,102076,Bachelors,13,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
51,State-gov,155594,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
43,Private,33331,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
22,State-gov,156773,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,15,<undefined>,<=50K
56,Self-emp-not-inc,115439,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
47,Private,181652,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,120268,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,24,United-States,<=50K
39,Private,196308,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,24,United-States,<=50K
45,Self-emp-not-inc,40690,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,75,United-States,<=50K
49,Private,228583,HS-grad,9,Divorced,Other-service,Unmarried,White,Male,0,0,40,Columbia,<=50K
23,Private,695136,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
69,Private,209236,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,36,United-States,<=50K
41,Federal-gov,214838,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
40,Self-emp-not-inc,188436,HS-grad,9,Separated,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,<=50K
25,Private,177625,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,124591,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
28,Private,230856,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Female,3325,0,50,United-States,<=50K
50,Federal-gov,221532,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,232577,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,30,United-States,<=50K
48,Private,168216,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Private,214702,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
63,Private,237620,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
47,State-gov,54887,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,164526,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,14084,0,45,United-States,>50K
28,Private,224506,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,<undefined>,<=50K
58,Private,183870,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,208330,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,51,United-States,<=50K
67,Self-emp-inc,168370,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,320376,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,48,United-States,<=50K
28,Private,192384,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
26,Private,167350,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,103538,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
29,Private,58522,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,191342,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
25,Private,193820,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
20,Private,258490,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
21,Private,56520,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,102476,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Self-emp-inc,311357,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
37,Private,166497,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,United-States,<=50K
50,Private,160724,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7298,0,40,Philippines,>50K
29,Private,338270,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,282394,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,21,United-States,<=50K
32,Private,383269,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Private,119386,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
50,Private,196975,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,334221,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,18,United-States,<=50K
58,Private,27385,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
29,State-gov,133846,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,361888,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
21,Private,230429,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
49,Private,328776,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Private,243829,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
39,Private,306646,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,3103,0,50,United-States,>50K
50,Private,138179,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
30,Private,280069,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
55,Private,305759,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
64,Local-gov,164876,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,20,United-States,<=50K
29,Self-emp-inc,138597,Assoc-acdm,12,Never-married,Prof-specialty,Other-relative,Black,Female,0,0,40,United-States,<=50K
40,Private,111483,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
42,Private,144778,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,171015,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,112494,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,Private,408473,12th,8,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,State-gov,27802,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,>50K
34,Private,236318,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
47,Private,121836,Masters,14,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,38,United-States,>50K
43,Self-emp-not-inc,315971,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,698418,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,25,United-States,<=50K
21,Private,329530,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
65,Private,194456,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,England,>50K
20,Private,282579,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,State-gov,26401,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
38,State-gov,364958,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,3464,0,40,United-States,<=50K
22,Private,83998,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,94364,Some-college,10,Never-married,Prof-specialty,Not-in-family,Other,Female,0,0,20,United-States,<=50K
44,Private,174189,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
44,Local-gov,101967,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
41,Private,146908,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
38,Private,126675,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,2205,40,United-States,<=50K
21,Private,31606,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,Germany,<=50K
24,Private,132327,Some-college,10,Married-spouse-absent,Sales,Unmarried,Other,Female,0,0,30,Ecuador,<=50K
24,Private,112459,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
28,Private,48894,HS-grad,9,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,181943,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,247685,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,3325,0,40,United-States,<=50K
24,Local-gov,195808,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,172052,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,35,South,>50K
50,Local-gov,50178,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4064,0,55,United-States,<=50K
68,Private,351711,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,State-gov,190305,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,464103,1st-4th,2,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
18,<undefined>,36348,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,48,United-States,<=50K
25,Private,120238,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Poland,<=50K
28,Private,354095,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Local-gov,308901,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
24,State-gov,208826,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,99,England,<=50K
20,Private,369677,10th,6,Separated,Sales,Not-in-family,White,Female,0,0,36,United-States,<=50K
45,Federal-gov,98524,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
44,Private,239723,Some-college,10,Married-spouse-absent,Craft-repair,Unmarried,White,Female,1506,0,45,United-States,<=50K
57,Private,231232,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,236396,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,55,United-States,>50K
24,<undefined>,119156,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,320451,Some-college,10,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Male,0,0,24,India,<=50K
41,Private,38397,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Self-emp-inc,189183,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,199281,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
52,Private,286342,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,38,United-States,<=50K
50,Private,152810,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
26,Self-emp-inc,176981,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,50,United-States,<=50K
17,Private,117549,10th,6,Never-married,Sales,Other-relative,Black,Female,0,0,12,United-States,<=50K
64,Private,254797,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,133336,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,182826,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
51,Private,136224,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Self-emp-not-inc,134475,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,1762,40,United-States,<=50K
48,Private,272778,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
44,Private,279183,Some-college,10,Married-civ-spouse,Other-service,Own-child,White,Female,0,0,40,United-States,>50K
47,Private,110243,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,202071,HS-grad,9,Widowed,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
58,Private,197642,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,39,United-States,<=50K
19,Private,125591,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,197462,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
23,Private,238831,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,182177,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Yugoslavia,<=50K
40,Local-gov,240504,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
48,Self-emp-inc,125892,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,38,United-States,>50K
46,Private,154430,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
32,Private,207685,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,3908,0,40,United-States,<=50K
50,Private,222020,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,243240,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,37,United-States,<=50K
26,Private,158734,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
36,Private,257691,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
26,Private,144483,Assoc-voc,11,Divorced,Sales,Own-child,White,Female,594,0,35,United-States,<=50K
19,Private,209826,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
53,Private,30244,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
54,Private,133050,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,41,United-States,<=50K
29,Private,138332,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,6,United-States,<=50K
81,Private,201398,Masters,14,Widowed,Prof-specialty,Unmarried,White,Male,0,0,60,<undefined>,<=50K
37,Private,526968,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,>50K
40,Private,79036,Assoc-voc,11,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,>50K
36,Private,240323,Some-college,10,Widowed,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,270544,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
44,State-gov,199551,11th,7,Separated,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
36,Private,231052,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
69,State-gov,203072,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,126771,12th,8,Never-married,Prof-specialty,Own-child,White,Male,0,0,7,United-States,<=50K
38,Private,31848,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Private,328981,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Male,0,0,40,United-States,<=50K
52,Private,159670,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,450695,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
57,Private,182028,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
19,Private,349620,10th,6,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,161066,HS-grad,9,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
46,Private,213611,7th-8th,4,Married-spouse-absent,Priv-house-serv,Unmarried,White,Female,0,1594,24,Guatemala,<=50K
21,Private,548303,HS-grad,9,Married-civ-spouse,Prof-specialty,Own-child,White,Male,0,0,40,Mexico,>50K
29,Private,150861,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,Japan,<=50K
33,<undefined>,335625,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,133766,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
28,Private,200511,HS-grad,9,Separated,Farming-fishing,Not-in-family,White,Male,0,0,55,United-States,<=50K
26,Private,50103,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
37,<undefined>,148266,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,Mexico,<=50K
49,Private,177211,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,132686,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
57,Federal-gov,21626,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,52900,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,150084,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
38,Private,248886,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,42,United-States,<=50K
51,Self-emp-not-inc,118259,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,60,United-States,<=50K
60,Private,145493,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,219546,Bachelors,13,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,3411,0,47,United-States,<=50K
44,Federal-gov,399155,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Female,0,0,40,United-States,<=50K
19,Self-emp-not-inc,227310,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
59,Private,333270,Masters,14,Married-civ-spouse,Craft-repair,Wife,Asian-Pac-Islander,Female,0,0,35,Philippines,<=50K
50,Private,231495,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
35,Federal-gov,133935,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Federal-gov,55237,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
18,Private,183034,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,35,United-States,<=50K
32,Private,245487,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,40,Mexico,<=50K
32,Private,185480,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,114251,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,181814,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Female,0,0,40,United-States,<=50K
30,Private,340917,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
37,Private,241998,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,United-States,>50K
38,Self-emp-inc,125324,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,>50K
36,Private,34744,Assoc-acdm,12,Divorced,Other-service,Unmarried,White,Female,0,0,37,United-States,<=50K
56,Private,131608,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
35,Federal-gov,226916,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
56,Private,124137,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,41,United-States,<=50K
17,Private,96282,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,14,United-States,<=50K
46,Private,337050,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
56,Private,229335,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,State-gov,199495,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,111675,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,43,United-States,<=50K
27,Private,139209,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,32372,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
33,Self-emp-not-inc,203784,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,62,United-States,<=50K
33,Private,164190,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
38,Private,64875,Some-college,10,Never-married,Farming-fishing,Unmarried,White,Male,0,0,60,United-States,<=50K
51,Private,41806,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,208725,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K
49,Local-gov,79019,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,0,0,16,United-States,<=50K
26,Private,136951,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Private,203554,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
37,Private,252947,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,1719,32,United-States,<=50K
38,Private,170861,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
48,Private,199590,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,>50K
41,Private,529216,Bachelors,13,Divorced,Tech-support,Unmarried,Black,Male,7430,0,45,<undefined>,>50K
33,Private,195576,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,60,United-States,<=50K
30,Private,182177,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Ireland,<=50K
25,State-gov,183678,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
50,Private,209320,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-inc,206862,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,36,United-States,>50K
37,Private,168941,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,201263,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,55,United-States,>50K
17,Private,75333,10th,6,Never-married,Sales,Own-child,Black,Female,0,0,24,United-States,<=50K
65,<undefined>,299494,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,1797,0,40,United-States,<=50K
56,Self-emp-not-inc,163212,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,99999,0,40,United-States,>50K
57,Private,139290,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,38,United-States,<=50K
33,Private,400416,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
41,Self-emp-not-inc,223763,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
45,Private,77927,Bachelors,13,Widowed,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
50,Private,175804,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
18,Private,91525,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,25,United-States,<=50K
19,Private,279968,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
26,Private,77698,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
61,<undefined>,198686,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,>50K
67,<undefined>,190340,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,113491,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Private,202878,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,108431,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,194490,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
37,Private,48093,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,90,United-States,>50K
22,Private,136824,11th,7,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,143280,10th,6,Never-married,Priv-house-serv,Own-child,White,Female,0,0,24,United-States,<=50K
26,Private,150062,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
27,Local-gov,298510,HS-grad,9,Divorced,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,177147,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,6849,0,65,United-States,<=50K
51,Private,115025,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,350440,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
60,Private,83850,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,62669,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
24,Private,229773,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
40,Local-gov,196234,HS-grad,9,Divorced,Craft-repair,Own-child,White,Female,0,0,40,Puerto-Rico,<=50K
69,<undefined>,163595,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
44,Private,157249,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,1977,50,United-States,>50K
65,Private,80174,HS-grad,9,Divorced,Exec-managerial,Other-relative,White,Female,1848,0,50,United-States,<=50K
52,Self-emp-inc,49069,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
38,Private,122952,HS-grad,9,Separated,Craft-repair,Unmarried,White,Female,0,0,35,United-States,<=50K
18,Private,123856,11th,7,Never-married,Sales,Own-child,White,Female,0,0,49,United-States,<=50K
24,Private,216181,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,180062,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
21,Private,188535,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,44,United-States,<=50K
67,Self-emp-not-inc,106143,Doctorate,16,Married-civ-spouse,Sales,Husband,White,Male,20051,0,40,United-States,>50K
64,Self-emp-not-inc,170421,Some-college,10,Widowed,Craft-repair,Not-in-family,White,Female,0,0,8,United-States,<=50K
25,Private,283087,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Federal-gov,341051,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
39,Self-emp-not-inc,34378,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,380674,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,52,United-States,<=50K
19,Private,304469,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,25,United-States,<=50K
35,Private,99146,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
26,Private,205109,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,99156,HS-grad,9,Separated,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
45,Private,97842,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,65,United-States,<=50K
18,Private,100875,11th,7,Never-married,Other-service,Unmarried,White,Female,0,0,28,United-States,<=50K
51,Private,200576,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,63,United-States,<=50K
36,Private,355053,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,28,United-States,<=50K
18,Private,118376,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,<undefined>,<=50K
37,Local-gov,117760,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,4650,0,40,United-States,<=50K
37,Private,117567,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
39,Federal-gov,189632,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
21,Private,170108,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
46,State-gov,27243,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
33,Private,192663,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
23,Private,526164,Bachelors,13,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,146579,HS-grad,9,Divorced,Sales,Unmarried,Black,Male,0,0,40,United-States,<=50K
28,Private,60288,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,State-gov,241951,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Self-emp-inc,213140,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,218124,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
22,Self-emp-not-inc,279802,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,3,United-States,<=50K
26,Private,153078,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,80,<undefined>,>50K
40,Private,167919,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
90,Private,250832,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,193158,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,172032,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,39484,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,7298,0,42,United-States,>50K
45,Private,84298,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
43,Private,269015,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,Germany,>50K
17,<undefined>,262196,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,8,United-States,<=50K
49,Federal-gov,125892,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,134890,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,50,United-States,<=50K
60,Self-emp-not-inc,261119,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,119409,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,0,0,40,Columbia,<=50K
53,Self-emp-not-inc,118793,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
19,Private,184207,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,191027,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,207782,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
48,Self-emp-not-inc,209146,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
76,<undefined>,79445,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,1173,0,40,United-States,<=50K
19,Private,187724,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
28,Private,66777,Assoc-voc,11,Married-civ-spouse,Other-service,Other-relative,White,Female,3137,0,40,United-States,<=50K
58,Private,158002,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
19,Self-emp-not-inc,305834,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,25,United-States,<=50K
37,<undefined>,122265,HS-grad,9,Divorced,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,42,<undefined>,<=50K
22,Private,211798,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,123011,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
31,Private,36302,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
50,Self-emp-not-inc,176867,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,3781,0,40,United-States,<=50K
62,Private,169204,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,38232,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
64,State-gov,277657,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,<=50K
38,Private,32271,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,116825,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,80,United-States,>50K
28,Self-emp-not-inc,226198,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,28145,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,52,United-States,<=50K
39,Private,140477,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,10,United-States,<=50K
50,Private,165050,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Self-emp-inc,202937,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
36,Private,316298,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,203070,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,49,United-States,<=50K
51,Self-emp-inc,103995,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
28,Private,176137,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
57,Self-emp-not-inc,103948,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,>50K
40,Local-gov,39581,Prof-school,15,Separated,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
27,Private,506436,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,Peru,<=50K
32,Private,226975,Some-college,10,Never-married,Sales,Own-child,White,Male,0,1876,60,United-States,<=50K
49,State-gov,154493,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,44,United-States,<=50K
34,Self-emp-not-inc,137223,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,102323,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,257765,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
52,Private,42924,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
43,Private,167599,11th,7,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,25,United-States,<=50K
84,<undefined>,368925,5th-6th,3,Widowed,<undefined>,Not-in-family,White,Male,0,0,15,United-States,<=50K
79,<undefined>,100881,Assoc-acdm,12,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,2,United-States,>50K
35,Private,52738,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,46,United-States,<=50K
56,Private,98418,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,30,United-States,<=50K
30,Private,381153,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,103700,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,298635,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,50,United-States,<=50K
32,Private,127895,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
44,Self-emp-inc,212760,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
32,Private,281384,HS-grad,9,Married-AF-spouse,Other-service,Other-relative,White,Female,0,0,10,United-States,<=50K
60,Private,181200,12th,8,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,257364,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
50,Private,283281,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
58,Private,214502,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,>50K
41,Private,69333,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
28,Private,190060,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
53,Private,95864,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,35,United-States,<=50K
71,<undefined>,144872,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,6514,0,40,United-States,>50K
17,<undefined>,275778,9th,5,Never-married,<undefined>,Own-child,White,Female,0,0,25,Mexico,<=50K
45,Private,27332,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,24395,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,30,United-States,<=50K
25,Private,330695,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Self-emp-not-inc,171615,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,>50K
28,Private,116372,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
27,Private,38599,12th,8,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Local-gov,202184,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
24,Private,315303,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,25,United-States,<=50K
38,Private,103456,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
24,State-gov,163480,Masters,14,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,317425,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,7,United-States,<=50K
58,Private,216941,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,116541,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,44,United-States,>50K
43,Private,186396,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,20,United-States,<=50K
45,Private,273194,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,3137,0,35,United-States,<=50K
24,Private,385540,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,<=50K
63,Private,201631,9th,5,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,439919,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
21,Private,182117,Bachelors,13,Never-married,Other-service,Other-relative,White,Male,0,0,20,United-States,<=50K
20,State-gov,334113,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,184837,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,7298,0,40,United-States,>50K
49,<undefined>,228372,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,>50K
47,Federal-gov,211123,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Self-emp-inc,38819,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
61,Private,162391,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1651,40,United-States,<=50K
23,<undefined>,302836,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,El-Salvador,<=50K
35,State-gov,89040,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Private,264210,Some-college,10,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,20,United-States,<=50K
18,Private,87157,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
28,Self-emp-not-inc,398918,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
62,<undefined>,123612,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,4,United-States,<=50K
20,Private,155818,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,243660,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,134195,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,238638,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,159929,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,198668,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,215504,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,158002,Some-college,10,Never-married,Craft-repair,Other-relative,White,Male,0,0,55,Ecuador,<=50K
53,Local-gov,35305,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,57,United-States,<=50K
25,Private,195994,1st-4th,2,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K
44,State-gov,321824,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,<=50K
22,Private,180449,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,28,United-States,<=50K
40,Private,201764,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,250038,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
30,Self-emp-not-inc,226535,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
51,Private,136121,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
17,Private,47199,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,24,United-States,<=50K
46,Local-gov,215895,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
50,State-gov,24647,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
34,Private,734193,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,<undefined>,321086,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
41,Federal-gov,192589,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,326283,Bachelors,13,Never-married,Other-service,Unmarried,Other,Male,0,0,40,United-States,<=50K
32,Private,207284,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,109089,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,<=50K
50,Private,274528,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
77,Private,142646,7th-8th,4,Widowed,Priv-house-serv,Unmarried,White,Female,0,0,23,United-States,<=50K
33,Private,180859,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Self-emp-inc,188610,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
64,Private,169604,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,260560,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
34,Local-gov,188245,HS-grad,9,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
67,Local-gov,103315,Masters,14,Never-married,Exec-managerial,Other-relative,White,Female,15831,0,72,United-States,>50K
37,Local-gov,52465,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,737315,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,<undefined>,195143,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,29,United-States,<=50K
50,Self-emp-not-inc,219420,Doctorate,16,Divorced,Sales,Not-in-family,White,Male,0,0,64,United-States,<=50K
60,Private,198170,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
46,Local-gov,183168,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,43,United-States,<=50K
44,Private,196545,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
43,Private,168412,HS-grad,9,Married-civ-spouse,Sales,Other-relative,White,Female,0,0,44,Poland,<=50K
48,Private,174386,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,El-Salvador,>50K
36,Private,544686,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,2907,0,40,Nicaragua,<=50K
48,Private,95661,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
37,Private,468713,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,169112,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
52,Private,74024,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
27,Private,110622,5th-6th,3,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,20,Vietnam,<=50K
43,Local-gov,33331,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,181557,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,25,United-States,<=50K
66,Private,142624,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5556,0,40,Yugoslavia,>50K
37,Self-emp-not-inc,192251,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,2635,0,40,United-States,<=50K
35,Private,146091,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Local-gov,174575,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,40,United-States,>50K
49,Private,200949,10th,6,Never-married,Other-service,Unmarried,White,Female,0,0,38,Peru,<=50K
51,Local-gov,201560,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
71,Federal-gov,149386,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,9,United-States,<=50K
50,Local-gov,168672,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,40,United-States,>50K
63,Private,38352,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,State-gov,180272,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
24,State-gov,275421,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
41,Local-gov,173051,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
33,Local-gov,167474,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,267138,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
23,Private,135138,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
49,Private,218357,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,<=50K
28,Self-emp-not-inc,107236,12th,8,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,138416,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,56,Mexico,<=50K
28,Private,154863,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Male,0,0,35,United-States,<=50K
37,Private,194004,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
19,Private,339123,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
51,Local-gov,548361,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,26,United-States,<=50K
25,Private,101812,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,41,United-States,<=50K
49,Self-emp-inc,127111,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,171807,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
48,Local-gov,40666,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,340682,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,175052,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,<undefined>,321629,HS-grad,9,Never-married,<undefined>,Unmarried,White,Female,0,0,16,United-States,<=50K
46,Private,154405,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
17,Private,108402,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
34,Private,346275,11th,7,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,43,United-States,<=50K
44,Private,42476,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,30,United-States,<=50K
23,Private,161708,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
35,Private,70447,Some-college,10,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Male,4650,0,20,United-States,<=50K
30,Private,189759,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,4865,0,40,United-States,<=50K
65,<undefined>,137354,Some-college,10,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
34,Private,250724,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,Jamaica,<=50K
34,Federal-gov,149368,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,154641,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,38309,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,2407,0,40,United-States,<=50K
53,Local-gov,202733,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,70,United-States,>50K
34,Private,56150,11th,7,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,260254,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,108083,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
54,Self-emp-not-inc,71344,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
32,Private,174215,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
39,State-gov,114366,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
39,Private,158962,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,179498,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Germany,<=50K
29,Private,31935,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,149909,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,>50K
20,<undefined>,58740,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
39,Private,216552,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,255348,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,176050,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
71,<undefined>,125101,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,<undefined>,197286,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,337469,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,594,0,20,Mexico,<=50K
31,Private,159737,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,58,United-States,<=50K
39,Private,316211,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
32,Private,127610,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,32,United-States,>50K
45,Local-gov,556652,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,265576,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
43,Private,347653,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
32,Private,62374,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,170230,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
34,Private,203051,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,27,United-States,<=50K
66,Self-emp-inc,115880,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,167735,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
46,Self-emp-inc,181413,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,185554,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,350387,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
63,Private,225102,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,<undefined>,<=50K
55,Private,105582,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3103,0,40,United-States,>50K
35,Self-emp-not-inc,350247,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
28,Private,150025,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,<undefined>,>50K
37,Private,107737,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
63,<undefined>,334741,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
43,Private,115562,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
30,Self-emp-not-inc,131584,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,60,United-States,<=50K
36,Local-gov,95855,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,60,United-States,>50K
54,Private,391016,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Federal-gov,51089,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
78,Self-emp-inc,188044,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,40,United-States,>50K
77,Private,117898,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,Private,70240,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
39,Self-emp-not-inc,187693,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,United-States,>50K
37,Private,341672,Bachelors,13,Separated,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
34,Private,208043,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,45,United-States,>50K
22,Local-gov,289982,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,<=50K
54,Private,76344,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
21,Private,200973,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
36,Private,111377,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,136684,HS-grad,9,Widowed,Adm-clerical,Other-relative,White,Female,0,0,30,United-States,<=50K
40,Private,176716,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
47,Self-emp-not-inc,166894,Some-college,10,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,243872,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
28,Private,155621,5th-6th,3,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Columbia,<=50K
46,Private,102597,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,60331,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
37,Private,75024,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,25,Canada,<=50K
69,Private,174474,10th,6,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,28,Peru,<=50K
43,Private,145441,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
53,Private,83434,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,21,Japan,>50K
20,Private,691830,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,35,United-States,<=50K
22,Private,189203,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
48,Private,115784,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
40,Federal-gov,280167,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
68,<undefined>,407338,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
39,Private,52978,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,1721,55,United-States,<=50K
57,Private,169329,HS-grad,9,Married-civ-spouse,Tech-support,Husband,Black,Male,0,1887,40,Trinadad&Tobago,>50K
23,Private,315065,10th,6,Never-married,Other-service,Unmarried,White,Male,0,0,60,Mexico,<=50K
25,Local-gov,167835,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,38,United-States,>50K
22,Private,63105,HS-grad,9,Never-married,Prof-specialty,Own-child,Black,Male,0,0,40,United-States,<=50K
23,Private,520775,12th,8,Never-married,Priv-house-serv,Own-child,White,Male,0,0,30,United-States,<=50K
41,Local-gov,47902,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
25,Private,145434,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,25,United-States,<=50K
58,Private,56392,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,162312,HS-grad,9,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,45,Japan,<=50K
28,Private,204074,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
19,Private,99246,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,25,United-States,<=50K
44,Private,102085,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
68,Private,168794,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,10,United-States,<=50K
33,State-gov,332379,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,Private,233419,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,57233,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,192337,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
31,Private,442429,HS-grad,9,Separated,Craft-repair,Unmarried,White,Female,0,0,40,Mexico,<=50K
29,Private,369114,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,261334,9th,5,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,160303,HS-grad,9,Widowed,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
49,Private,50474,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,321577,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
41,Private,29591,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
33,Self-emp-not-inc,334744,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
22,Self-emp-not-inc,269474,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,287306,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
66,Private,33619,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,4,United-States,<=50K
38,Private,149347,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
43,Private,96249,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,42,United-States,>50K
40,Local-gov,370502,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
32,Private,188246,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,167558,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,35,Mexico,<=50K
35,Private,292185,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,101593,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
33,Local-gov,70164,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
36,Private,269722,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
33,Self-emp-not-inc,175502,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
53,Private,233165,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
27,Private,177351,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,212114,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,288959,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,36,United-States,<=50K
64,Private,231619,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,21,United-States,<=50K
48,Private,146919,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
23,Private,388811,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,243560,Some-college,10,Never-married,Sales,Unmarried,White,Female,0,0,40,<undefined>,<=50K
35,Self-emp-not-inc,98360,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,369538,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
65,Self-emp-not-inc,31740,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
53,Private,223660,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Male,6849,0,40,United-States,<=50K
18,Private,333611,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,54,Mexico,<=50K
34,Self-emp-not-inc,108247,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
28,Private,76129,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,Guatemala,<=50K
37,Private,91711,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
61,<undefined>,166855,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
59,Private,182062,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,United-States,<=50K
32,Private,252752,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,13550,0,60,United-States,>50K
31,Private,43953,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,<=50K
25,Local-gov,84224,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
81,Private,100675,1st-4th,2,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,Poland,<=50K
47,Private,155509,HS-grad,9,Separated,Other-service,Other-relative,Black,Female,0,0,35,United-States,<=50K
39,Private,29814,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,241805,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,30,United-States,<=50K
44,Private,214838,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
37,Private,240810,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,154076,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
27,<undefined>,175552,5th-6th,3,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,Mexico,<=50K
55,Private,170287,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Poland,>50K
60,Private,145995,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,433669,Assoc-acdm,12,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,36,<undefined>,<=50K
23,Private,233626,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
19,Private,607799,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,60,United-States,<=50K
45,Private,88500,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,>50K
36,Private,127809,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
46,Private,243743,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,Private,177211,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,231180,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,253856,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
39,Private,177075,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,152855,HS-grad,9,Never-married,Exec-managerial,Own-child,Other,Female,0,0,40,Mexico,<=50K
37,Private,191137,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Male,0,0,25,United-States,<=50K
49,Private,255559,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
27,Private,169815,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,221215,10th,6,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
35,Private,270059,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
54,<undefined>,31588,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2635,0,40,United-States,<=50K
17,Private,345403,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,194897,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
33,Private,388741,Some-college,10,Never-married,Adm-clerical,Unmarried,Other,Female,0,0,38,United-States,<=50K
33,Private,355856,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,60,United-States,<=50K
51,Private,122109,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
49,Private,75673,HS-grad,9,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
49,Self-emp-inc,141058,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,2339,50,United-States,<=50K
41,Private,47902,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
64,Private,221343,1st-4th,2,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,12,United-States,<=50K
40,Private,255675,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
49,Federal-gov,203505,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,125106,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,139890,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,76878,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
47,Self-emp-not-inc,28035,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,86,United-States,<=50K
30,Private,43953,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,1974,40,United-States,<=50K
36,Private,163237,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
23,Local-gov,55890,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,255934,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
61,Private,168654,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,Canada,<=50K
47,Self-emp-not-inc,39986,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,208451,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,206681,12th,8,Never-married,Sales,Not-in-family,White,Female,0,0,55,United-States,<=50K
33,Private,117779,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,46,United-States,>50K
36,Self-emp-not-inc,129150,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
38,<undefined>,177273,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,35,United-States,<=50K
34,Local-gov,226443,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
56,Private,146326,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,187901,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,23,United-States,<=50K
26,Private,97153,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,40,United-States,>50K
49,Private,188694,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
71,Private,187493,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
19,Private,212468,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
20,Private,84726,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,137907,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
51,Private,34361,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,20,United-States,>50K
38,Private,254114,Some-college,10,Married-spouse-absent,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
38,Private,170174,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,190895,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,25,United-States,<=50K
24,Local-gov,317443,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
40,Private,375603,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Male,0,0,40,United-States,<=50K
21,Private,203076,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
49,Private,53893,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,171748,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,24,United-States,<=50K
54,Private,167770,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,55,United-States,>50K
52,Private,204584,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,42,United-States,<=50K
27,Private,660870,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
20,Private,105686,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,<undefined>,70282,Masters,14,Married-civ-spouse,<undefined>,Wife,Black,Female,15024,0,2,United-States,>50K
31,Private,148607,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,255849,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Federal-gov,255921,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,England,<=50K
33,Private,113326,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,440456,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,105493,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,259757,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,653,50,United-States,>50K
37,Local-gov,89491,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,171818,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,51151,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,188957,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,97933,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-inc,195447,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
63,<undefined>,46907,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,>50K
54,Self-emp-inc,383365,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
32,Self-emp-not-inc,203408,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
29,Local-gov,148182,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
26,Local-gov,211497,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,48063,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
57,Private,211804,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,50,United-States,>50K
54,Private,185407,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,225927,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Federal-gov,314525,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,208577,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
42,Private,222884,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
31,Private,209538,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Local-gov,177114,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
50,Private,173754,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,121370,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
37,Private,67125,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
26,Private,67240,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,198346,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,141003,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,25,United-States,<=50K
24,Self-emp-inc,60668,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,104256,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,34,United-States,<=50K
47,Private,131002,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
33,Self-emp-not-inc,155151,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1740,50,United-States,<=50K
26,Private,177720,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
20,Private,39615,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,203871,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,40,United-States,>50K
57,State-gov,25045,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Male,2174,0,37,United-States,<=50K
36,Private,112264,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,169100,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,155659,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Germany,>50K
39,Private,291665,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,4508,0,24,United-States,<=50K
29,Private,224215,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,270502,11th,7,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
46,Private,125487,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,51385,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
41,Private,112763,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,108926,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
53,Private,366957,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,99999,0,50,India,>50K
36,Local-gov,109766,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,60,United-States,<=50K
38,Private,226106,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
75,Self-emp-not-inc,92792,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
26,Private,186950,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
44,Private,230478,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,231638,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,120461,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,33673,12th,8,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,0,0,35,United-States,<=50K
34,Private,191385,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
31,Self-emp-not-inc,229946,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Columbia,<=50K
47,Self-emp-not-inc,160131,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,190895,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
18,Private,126021,HS-grad,9,Never-married,Craft-repair,Own-child,White,Female,0,0,20,United-States,<=50K
47,Private,27815,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,1719,30,United-States,<=50K
42,Private,203542,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,144592,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
38,Local-gov,223004,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,75,United-States,<=50K
22,Private,183257,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
32,Private,172714,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,131611,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,48,United-States,<=50K
41,Private,253060,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,471990,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,46,United-States,>50K
44,Private,138966,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,<=50K
35,Private,385412,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,<undefined>,184101,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
60,Private,103344,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,40,United-States,>50K
36,Local-gov,135786,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
30,Private,227359,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
40,State-gov,86912,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
21,Private,83033,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,2176,0,20,United-States,<=50K
25,Private,172581,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,State-gov,274111,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,1669,40,United-States,<=50K
42,Private,187795,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,United-States,>50K
26,Private,483822,7th-8th,4,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,Guatemala,<=50K
66,Self-emp-inc,220543,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
48,Private,152953,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,Dominican-Republic,<=50K
35,Private,239755,Some-college,10,Never-married,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
41,Private,177905,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
19,Private,200136,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
55,Self-emp-not-inc,111625,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,336513,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,60,United-States,>50K
45,Private,162915,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,116662,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,24763,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
65,Private,225580,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
30,Private,169104,Assoc-acdm,12,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
43,Private,212894,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,93997,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Italy,<=50K
22,Private,189924,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
23,Private,274424,11th,7,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,188246,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,284211,HS-grad,9,Widowed,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
21,Private,198259,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
31,Private,368517,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
34,Private,168768,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
33,Federal-gov,122220,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
32,Private,136204,Masters,14,Separated,Exec-managerial,Not-in-family,White,Male,0,2824,55,United-States,>50K
44,Private,175641,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
21,State-gov,173324,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
75,Local-gov,31195,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
55,Federal-gov,88876,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,United-States,>50K
43,Self-emp-not-inc,176069,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,16,United-States,<=50K
31,Private,215297,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,198425,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
26,Local-gov,180957,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,206129,Assoc-voc,11,Never-married,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Federal-gov,65950,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Private,197618,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,185357,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Private,134890,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
64,<undefined>,193043,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
35,Federal-gov,153633,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
65,Private,115890,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
34,Private,394447,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,2463,0,50,France,<=50K
58,Private,343957,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
63,<undefined>,247986,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
50,Private,238959,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,<undefined>,>50K
59,Private,159048,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,423222,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
30,Private,89735,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,31778,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
51,<undefined>,157327,5th-6th,3,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,8,United-States,<=50K
47,Private,233511,Masters,14,Divorced,Sales,Not-in-family,White,Male,27828,0,60,United-States,>50K
30,Private,327112,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,1564,40,United-States,>50K
34,Private,236543,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
51,State-gov,194475,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,303510,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,171242,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,39388,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
62,Local-gov,197218,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,18,United-States,<=50K
22,State-gov,151991,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,20,United-States,<=50K
38,Private,374524,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
34,<undefined>,267352,11th,7,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
45,Local-gov,364563,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
37,Private,186035,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
21,Private,47541,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
49,Private,151107,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
24,Private,500509,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
47,Private,138107,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,2258,40,United-States,>50K
20,Federal-gov,225515,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,24,United-States,<=50K
27,Private,153291,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
40,Private,169885,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,<undefined>,112780,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
31,Local-gov,175778,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,55213,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1977,52,United-States,>50K
48,Private,38950,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
64,Self-emp-not-inc,65991,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,7298,0,45,United-States,>50K
39,Private,174330,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
50,Private,35224,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,175622,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,164678,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,<=50K
50,<undefined>,87263,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,55,United-States,>50K
54,Private,163671,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,65,United-States,>50K
17,Self-emp-not-inc,181317,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K
33,Federal-gov,177945,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,47168,10th,6,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
39,Self-emp-not-inc,190023,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,168782,Assoc-voc,11,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
59,Private,175290,7th-8th,4,Never-married,Other-service,Other-relative,White,Male,0,0,32,United-States,<=50K
74,Private,145463,1st-4th,2,Widowed,Priv-house-serv,Not-in-family,Black,Female,0,0,15,United-States,<=50K
54,Private,159755,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
31,Private,113364,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,<=50K
31,Private,487742,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,304710,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
54,Local-gov,185846,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
42,Private,212894,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,2407,0,40,United-States,<=50K
57,Self-emp-not-inc,315460,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,<=50K
49,Private,135643,HS-grad,9,Widowed,Craft-repair,Unmarried,Asian-Pac-Islander,Female,0,0,40,South,<=50K
40,Private,220977,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,3103,0,40,India,>50K
19,<undefined>,117444,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
38,Private,202683,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,164866,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,42,United-States,>50K
43,Private,191814,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
32,<undefined>,227160,Some-college,10,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,158077,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
38,Private,191103,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,99,United-States,>50K
25,Private,193701,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
40,Private,143046,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
34,Private,206297,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
35,Self-emp-not-inc,188563,HS-grad,9,Divorced,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
53,Private,35102,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,34,United-States,<=50K
21,Private,203055,Some-college,10,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Private,309932,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,243432,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,177107,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
64,Self-emp-not-inc,113929,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
19,<undefined>,291509,12th,8,Never-married,<undefined>,Own-child,White,Male,0,0,28,United-States,<=50K
40,Private,222011,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,3325,0,40,United-States,<=50K
34,Private,186824,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,70,United-States,<=50K
46,Private,192768,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,234962,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
32,Private,83253,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
26,Private,248990,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,346159,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Private,272656,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,55,United-States,>50K
22,Private,60552,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
29,State-gov,33798,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
38,Self-emp-not-inc,112158,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,99,United-States,<=50K
55,Private,200992,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
26,Private,98155,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-inc,79586,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Other,Male,0,0,60,United-States,<=50K
25,State-gov,143062,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,101146,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,4650,0,40,United-States,<=50K
18,<undefined>,284450,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
58,State-gov,159021,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,353270,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
29,Self-emp-not-inc,162312,Some-college,10,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,45,South,<=50K
49,State-gov,231961,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Male,0,0,50,United-States,>50K
38,Private,181943,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
21,Private,163595,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
28,Private,130856,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
42,Private,208875,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,El-Salvador,>50K
29,Self-emp-not-inc,58744,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,60,United-States,<=50K
48,Private,116641,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
40,Private,69333,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,320811,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
34,Private,197886,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
57,Self-emp-not-inc,253914,1st-4th,2,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,Mexico,<=50K
24,Private,89154,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,40,El-Salvador,<=50K
32,Private,372317,9th,5,Separated,Other-service,Unmarried,White,Female,0,0,23,Mexico,<=50K
18,Self-emp-not-inc,296090,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,48,<undefined>,<=50K
39,Private,192614,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,56,United-States,<=50K
39,Private,403489,11th,7,Divorced,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,169652,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
20,Private,217467,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
27,<undefined>,162104,9th,5,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
54,Private,175912,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,179533,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,75,United-States,>50K
27,Private,149624,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,United-States,<=50K
27,Private,289147,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,347720,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,406978,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Female,0,0,40,United-States,<=50K
17,Private,193199,11th,7,Never-married,Sales,Unmarried,White,Female,0,0,12,Poland,<=50K
37,Self-emp-inc,163998,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
49,Private,173115,10th,6,Separated,Exec-managerial,Not-in-family,Black,Male,4416,0,99,United-States,<=50K
33,Private,333701,Assoc-voc,11,Never-married,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
21,State-gov,48121,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,1602,10,United-States,<=50K
45,Private,186256,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,104525,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,104097,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,60,United-States,<=50K
71,Private,212806,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,36,United-States,<=50K
23,Local-gov,203353,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,45,United-States,<=50K
41,Private,130126,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,>50K
21,<undefined>,270043,10th,6,Never-married,<undefined>,Unmarried,White,Female,0,0,30,United-States,<=50K
47,Private,218435,HS-grad,9,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,20,Cuba,<=50K
30,Private,154120,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
40,Private,193537,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Dominican-Republic,<=50K
44,Private,84535,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
50,Private,150999,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
31,State-gov,157673,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,217424,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,24,United-States,<=50K
45,Private,358886,12th,8,Married-civ-spouse,Adm-clerical,Husband,White,Male,2407,0,50,United-States,<=50K
38,Private,186191,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
78,Self-emp-inc,212660,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,10,United-States,<=50K
31,Self-emp-inc,31740,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
39,Private,498785,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,35945,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,45,United-States,>50K
46,Local-gov,162566,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,Canada,<=50K
30,Private,118861,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
34,Private,206609,Some-college,10,Never-married,Sales,Unmarried,White,Male,0,0,35,United-States,<=50K
30,Federal-gov,423064,HS-grad,9,Separated,Adm-clerical,Other-relative,Black,Male,0,0,35,United-States,<=50K
47,Private,191957,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
40,Private,223934,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,17,United-States,>50K
62,<undefined>,129246,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,195486,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,70,Jamaica,<=50K
40,Private,114580,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Female,0,0,40,Vietnam,<=50K
20,Private,119215,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,240554,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
55,Private,199067,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,42,United-States,>50K
51,Private,144084,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,358682,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
49,Local-gov,59612,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
49,State-gov,391585,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
30,Local-gov,101345,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,26,United-States,<=50K
20,Private,117618,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,231238,9th,5,Separated,Farming-fishing,Unmarried,Black,Male,0,0,40,United-States,<=50K
42,Local-gov,143046,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,326857,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,2415,65,United-States,>50K
43,Private,203642,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
62,Private,88579,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
21,Private,240517,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,70,United-States,<=50K
58,Local-gov,156649,1st-4th,2,Widowed,Handlers-cleaners,Unmarried,Black,Male,0,0,40,United-States,<=50K
30,Private,143392,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
37,Private,365465,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,70,Philippines,<=50K
22,State-gov,264710,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
64,State-gov,223830,9th,5,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
42,Private,154374,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
43,State-gov,242521,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,124569,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,209230,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,6,United-States,<=50K
21,Private,162228,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
45,Federal-gov,60267,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,76901,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
24,Private,137876,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
70,Self-emp-not-inc,347910,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
27,Local-gov,138917,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
34,Private,532379,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,31532,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,30973,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,117295,1st-4th,2,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
32,Private,295282,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
42,Private,190786,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,246207,Bachelors,13,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
50,Private,130780,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,186212,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,175526,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,207025,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,6849,0,38,United-States,<=50K
39,Federal-gov,82622,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
51,Private,199688,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,<undefined>,>50K
38,State-gov,318886,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,52,United-States,<=50K
18,Private,256005,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,217715,5th-6th,3,Never-married,Sales,Not-in-family,White,Female,0,0,3,United-States,<=50K
50,Private,205803,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
82,Self-emp-not-inc,240491,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Cuba,<=50K
33,Private,154120,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
37,Private,69251,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
24,Private,333505,HS-grad,9,Married-spouse-absent,Transport-moving,Own-child,White,Male,0,0,40,Peru,<=50K
31,Private,168521,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
59,Private,193568,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,426895,12th,8,Never-married,Farming-fishing,Own-child,White,Male,0,0,55,United-States,<=50K
47,Self-emp-not-inc,131826,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,79646,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,167031,Bachelors,13,Never-married,Prof-specialty,Unmarried,Other,Female,0,0,33,United-States,<=50K
34,Private,73199,11th,7,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
50,Private,114056,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,84,United-States,<=50K
57,Self-emp-not-inc,110417,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,75,United-States,<=50K
60,Private,33266,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,154410,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
56,<undefined>,154537,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,50,United-States,>50K
18,Private,27780,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
26,Private,142914,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,75,United-States,<=50K
37,Private,190987,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,7298,0,40,United-States,>50K
20,Private,314422,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
29,Local-gov,273771,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,175083,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,52,United-States,<=50K
21,Private,63665,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
24,Local-gov,193416,Some-college,10,Never-married,Protective-serv,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,74275,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,122609,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,225456,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
36,Local-gov,116892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,196971,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,72,United-States,<=50K
20,Private,105312,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Private,108699,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
44,Private,171615,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
39,Private,388023,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
39,Private,181553,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
45,Private,170850,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,>50K
28,Private,187479,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
44,Private,277720,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
48,Local-gov,493862,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,7298,0,38,United-States,>50K
27,Private,220754,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,70,United-States,<=50K
34,Self-emp-not-inc,209768,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,93225,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Federal-gov,341709,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,236242,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
21,Private,121889,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
18,Private,318190,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
63,Self-emp-not-inc,111306,7th-8th,4,Widowed,Farming-fishing,Unmarried,White,Female,0,0,10,United-States,<=50K
18,Private,198614,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,8,United-States,<=50K
32,Private,193231,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,<undefined>,104614,11th,7,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,172368,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
23,Private,60331,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
38,Private,154568,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
36,Private,192939,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
43,Private,138184,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,1762,35,United-States,<=50K
45,Private,238567,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,England,>50K
30,Private,208068,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,Mexico,<=50K
46,Private,181810,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,4064,0,40,United-States,<=50K
24,Federal-gov,283918,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,25,United-States,<=50K
42,Private,107276,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,2444,40,United-States,>50K
23,Private,37783,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,263552,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
48,Private,255439,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Self-emp-inc,344275,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
31,Private,70568,1st-4th,2,Never-married,Other-service,Other-relative,White,Female,0,0,25,El-Salvador,<=50K
18,Private,127827,12th,8,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
36,Private,185203,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,123436,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
51,Self-emp-not-inc,136322,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1579,40,United-States,<=50K
22,Private,187052,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
72,Private,177769,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
61,Private,68268,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
42,Private,424855,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3908,0,40,United-States,<=50K
37,Federal-gov,81853,HS-grad,9,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
30,Self-emp-inc,153549,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,271393,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,198148,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
65,Private,469602,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
36,Private,163290,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,295949,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,125279,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
64,Local-gov,182866,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Self-emp-not-inc,111563,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,>50K
38,Private,34173,Bachelors,13,Never-married,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
27,Private,183627,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
24,Private,197757,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
39,Private,98941,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
44,Private,205474,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
47,Private,206659,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
73,<undefined>,191394,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,244661,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
53,Private,47396,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
43,State-gov,270721,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
57,State-gov,32694,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Private,171256,Assoc-acdm,12,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,45,United-States,<=50K
59,Private,169982,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2002,50,United-States,<=50K
52,Self-emp-not-inc,217210,HS-grad,9,Widowed,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
46,Private,218329,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,386643,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
37,Federal-gov,125933,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,155767,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
39,Federal-gov,432555,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,1628,40,United-States,<=50K
30,Private,54929,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
59,Private,162136,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,56,United-States,<=50K
22,Private,256504,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,162098,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
39,Self-emp-not-inc,103110,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,227610,10th,6,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,58,United-States,<=50K
63,Private,176696,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Private,220019,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Self-emp-inc,242984,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,187847,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
17,Private,132636,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
20,Private,108887,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
42,Self-emp-not-inc,195897,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,112181,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,12,United-States,>50K
56,Local-gov,391926,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,195505,10th,6,Never-married,Sales,Own-child,White,Male,0,0,5,United-States,<=50K
31,Private,43819,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,43,United-States,>50K
23,Private,145389,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
33,<undefined>,186824,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
36,Local-gov,101833,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,82283,5th-6th,3,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
52,Private,99602,HS-grad,9,Separated,Craft-repair,Own-child,Black,Female,0,0,40,United-States,<=50K
28,Private,213276,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
59,Private,424468,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
30,Private,176123,10th,6,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
32,Private,38797,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,101859,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
53,Private,87158,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,205066,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
26,Private,56929,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,50,<undefined>,<=50K
34,Private,25322,Bachelors,13,Married-spouse-absent,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,2339,40,<undefined>,<=50K
31,Private,87950,Assoc-voc,11,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
34,Private,150154,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
58,Private,142076,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Male,4787,0,39,United-States,>50K
30,State-gov,112139,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,149217,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
27,Private,189974,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,109199,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,190290,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
36,Private,189404,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,35,United-States,>50K
33,Federal-gov,428271,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
22,State-gov,134192,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,10,United-States,<=50K
47,Private,168211,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
34,Private,277314,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,Black,Male,0,1902,50,United-States,>50K
44,Federal-gov,316120,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,>50K
41,Private,107276,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
45,<undefined>,112453,HS-grad,9,Separated,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,4,United-States,<=50K
24,Private,346909,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,Mexico,<=50K
65,<undefined>,105017,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,317360,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
23,Private,189017,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
54,Private,138179,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,299813,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,37,Dominican-Republic,<=50K
45,Private,265083,5th-6th,3,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,35,Mexico,<=50K
50,Private,185846,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,184655,Assoc-acdm,12,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
24,Private,200295,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,117319,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,40,United-States,<=50K
50,Private,63000,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
58,Self-emp-not-inc,106942,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
47,Private,52795,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,46,United-States,<=50K
37,Private,51264,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,99,France,>50K
37,Self-emp-not-inc,410919,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
22,Private,105592,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
29,Self-emp-not-inc,183151,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
45,Private,209912,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
49,Self-emp-not-inc,275845,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
44,Local-gov,241851,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,4386,0,40,United-States,>50K
72,Private,89299,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,16,United-States,<=50K
63,Self-emp-not-inc,106648,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,12,United-States,<=50K
26,Private,58426,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
58,Self-emp-not-inc,121912,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
40,Private,170730,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
56,Private,257555,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,51499,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
28,Private,195000,Bachelors,13,Never-married,Sales,Other-relative,White,Female,0,0,45,United-States,<=50K
57,Private,108741,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
37,Private,184964,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
44,Private,156815,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,49325,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,121718,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Germany,<=50K
18,Private,172076,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
57,Self-emp-not-inc,327901,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
53,Local-gov,215990,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
38,Private,210866,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
33,Private,322873,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,Private,265698,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
70,<undefined>,26990,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
50,Private,177896,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,189107,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,306830,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Nicaragua,<=50K
72,Federal-gov,39110,11th,7,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,8,Canada,<=50K
33,Private,155475,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,135803,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,25,Philippines,<=50K
48,Private,117849,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
64,Self-emp-not-inc,339321,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,24,United-States,>50K
19,Private,318822,11th,7,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,174794,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,204277,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1848,48,United-States,>50K
55,Private,182460,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,35,United-States,>50K
24,Private,193920,Masters,14,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,45,<undefined>,<=50K
42,Federal-gov,91468,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,106760,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,50,Canada,>50K
34,Private,375680,Assoc-acdm,12,Never-married,Craft-repair,Own-child,Black,Female,0,0,40,United-States,<=50K
55,Self-emp-inc,222615,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,190968,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,76767,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
50,Self-emp-not-inc,203098,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
47,Local-gov,162187,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,40,United-States,>50K
25,Private,242729,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,253784,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
30,Private,206051,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,181553,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
73,Self-emp-inc,80986,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
50,Private,200783,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
34,Private,42596,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,464502,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
66,Private,205724,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,>50K
22,Private,446140,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,55,United-States,<=50K
69,Local-gov,32287,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,25,United-States,<=50K
23,Private,56774,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,308118,Bachelors,13,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,<undefined>,<=50K
35,Private,176279,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
20,Private,103277,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
70,Self-emp-inc,225780,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,>50K
54,Private,154728,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,7688,0,40,United-States,>50K
34,Private,149943,HS-grad,9,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Japan,<=50K
38,State-gov,22245,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
33,Private,93056,7th-8th,4,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,270522,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,26,United-States,<=50K
60,Self-emp-inc,123218,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
81,Self-emp-not-inc,123959,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,1668,3,Hungary,<=50K
32,Self-emp-not-inc,103642,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
34,Private,157747,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
46,Self-emp-not-inc,154083,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,25,United-States,<=50K
30,State-gov,23037,Some-college,10,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,0,0,84,United-States,<=50K
23,<undefined>,226891,HS-grad,9,Never-married,<undefined>,Other-relative,Asian-Pac-Islander,Female,0,0,20,South,<=50K
29,Private,50028,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,138251,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,369825,7th-8th,4,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,25,United-States,<=50K
36,Federal-gov,44364,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,36,United-States,<=50K
23,Private,230704,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,22,United-States,<=50K
35,Private,42044,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,United-States,<=50K
28,Local-gov,56340,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,State-gov,156015,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,163434,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,85251,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
38,Self-emp-inc,187411,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Private,155124,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,1669,40,United-States,<=50K
25,Private,396633,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,56,United-States,>50K
45,Private,182313,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
38,Private,52596,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
66,<undefined>,260111,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
65,Local-gov,143570,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Private,160634,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,>50K
54,Private,29909,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,43,United-States,<=50K
49,Private,94215,12th,8,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,151990,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,15,United-States,>50K
48,Federal-gov,188081,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
23,Private,218445,5th-6th,3,Never-married,Priv-house-serv,Unmarried,White,Female,0,0,12,Mexico,<=50K
77,Private,235775,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,Cuba,<=50K
19,Private,98605,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
30,Private,188398,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
41,Self-emp-inc,140365,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,55,United-States,>50K
35,Private,202950,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,Iran,>50K
20,Private,218215,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
66,Self-emp-inc,197816,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,10605,0,40,United-States,>50K
49,Private,147002,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Female,0,0,40,Puerto-Rico,<=50K
52,Private,138497,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
24,Private,57711,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
50,Private,169925,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K
22,Private,72310,11th,7,Never-married,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
19,Private,170800,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
39,Private,215095,11th,7,Never-married,Prof-specialty,Unmarried,White,Female,0,0,30,Puerto-Rico,<=50K
45,Private,480717,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,38,<undefined>,<=50K
61,Local-gov,34632,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
45,Private,140664,Assoc-acdm,12,Divorced,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
36,Local-gov,177858,Bachelors,13,Married-civ-spouse,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,160369,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,45,United-States,>50K
38,Private,129102,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
52,Local-gov,278522,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
29,Federal-gov,124953,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,42,United-States,>50K
33,Private,63184,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,165815,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,248584,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
46,Local-gov,226871,Bachelors,13,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,50,United-States,>50K
44,Private,267717,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,45,United-States,>50K
19,Private,60367,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,13,United-States,<=50K
44,Private,134120,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
40,Private,95639,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,Private,132053,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,2,United-States,<=50K
24,Private,138768,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
76,Private,203910,HS-grad,9,Widowed,Other-service,Not-in-family,White,Male,0,0,17,United-States,<=50K
20,Private,109952,HS-grad,9,Married-civ-spouse,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,155781,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
31,Private,49398,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,159303,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,248339,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
29,Private,190539,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1590,50,United-States,<=50K
30,Private,183620,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
48,Private,25468,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,99999,0,50,United-States,>50K
42,Private,201495,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,52221,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-inc,96460,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K
42,Private,325353,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,42,United-States,>50K
28,Self-emp-not-inc,176027,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
42,Local-gov,266135,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,>50K
60,State-gov,194252,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,3103,0,40,United-States,>50K
76,<undefined>,164835,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
21,Private,363192,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,31360,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,63503,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Private,157614,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,0,38,United-States,<=50K
45,Private,160647,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,4687,0,35,United-States,>50K
38,Private,363395,Some-college,10,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,338376,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
29,Private,87523,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,280714,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,119565,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,171482,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,>50K
40,Self-emp-inc,49249,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
17,Private,331552,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
45,Private,174426,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,184105,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,28,United-States,<=50K
29,Private,37933,Bachelors,13,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,291529,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,13,United-States,>50K
23,Private,376416,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,263612,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,Haiti,<=50K
23,Private,227471,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,24,United-States,<=50K
39,Private,191103,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,35644,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
43,Self-emp-not-inc,227298,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,State-gov,187508,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,184378,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,Puerto-Rico,<=50K
52,Self-emp-not-inc,190333,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,25,United-States,<=50K
48,Private,155372,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,36,United-States,<=50K
37,Private,259882,Assoc-voc,11,Never-married,Sales,Unmarried,Black,Female,0,0,6,United-States,<=50K
36,Private,217077,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,103596,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Local-gov,188236,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
24,Private,353010,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,10,United-States,<=50K
42,Local-gov,70655,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,64874,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,219240,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,22,United-States,<=50K
50,Self-emp-inc,104849,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
40,Private,173590,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,412316,HS-grad,9,Never-married,Sales,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
57,Self-emp-inc,195835,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,170579,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
61,Federal-gov,230545,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,Puerto-Rico,<=50K
71,Private,162297,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,20,United-States,<=50K
47,Private,169549,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
38,Private,117528,Bachelors,13,Never-married,Other-service,Other-relative,White,Female,0,0,45,United-States,<=50K
25,Private,273876,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
33,Private,529104,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
40,State-gov,456110,11th,7,Divorced,Transport-moving,Unmarried,White,Female,0,0,52,United-States,<=50K
39,<undefined>,180868,11th,7,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
29,Private,170301,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,2829,0,40,United-States,<=50K
33,Private,55717,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,166181,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,36,United-States,<=50K
24,Private,52242,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
28,Private,224629,Masters,14,Never-married,Exec-managerial,Not-in-family,Other,Male,0,0,30,Cuba,<=50K
20,Private,197997,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,46144,Some-college,10,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
34,State-gov,180871,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,55,United-States,<=50K
25,Private,212311,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,232874,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,175999,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,177121,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,58,United-States,<=50K
57,Private,299358,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,1719,25,United-States,<=50K
20,<undefined>,326624,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
56,Private,129836,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,10,United-States,<=50K
24,Private,225515,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,145664,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
37,Private,151764,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,183523,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
54,Private,257869,Some-college,10,Separated,Other-service,Not-in-family,White,Male,0,0,28,Columbia,<=50K
40,Private,73025,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,30,China,<=50K
18,Private,165532,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
51,Federal-gov,140035,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,325159,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
64,Federal-gov,161926,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,8,United-States,<=50K
24,Private,163665,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,2174,0,40,United-States,<=50K
33,Private,106938,HS-grad,9,Married-civ-spouse,Tech-support,Wife,Black,Female,0,0,38,United-States,<=50K
31,Private,97453,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Local-gov,242464,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,3103,0,40,United-States,>50K
54,Private,155233,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,14084,0,40,United-States,>50K
31,Private,248653,1st-4th,2,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,37,Mexico,<=50K
39,Private,59313,12th,8,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,0,0,45,<undefined>,<=50K
22,Private,141297,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,227325,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
68,Private,123653,5th-6th,3,Separated,Other-service,Not-in-family,White,Male,0,0,12,Italy,<=50K
59,Federal-gov,176317,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
35,Self-emp-not-inc,77146,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,45,United-States,<=50K
25,Private,169124,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,179413,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,180137,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,<=50K
17,State-gov,179319,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
19,Private,45766,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Private,152810,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,55,United-States,>50K
59,Private,214052,5th-6th,3,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,201141,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,37,United-States,<=50K
74,Self-emp-not-inc,43599,HS-grad,9,Widowed,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
28,Private,292536,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
40,Private,82161,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,180656,Some-college,10,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
20,Private,181370,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
80,Private,148623,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
51,Private,84399,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
17,Private,143331,10th,6,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
37,Federal-gov,48779,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,175495,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,24,United-States,<=50K
58,Private,83542,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,214619,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,160035,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Federal-gov,39603,Some-college,10,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
36,Private,181589,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,32,Columbia,<=50K
33,Private,261511,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,29522,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
30,Private,36340,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,24,United-States,<=50K
41,Private,320984,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,65,United-States,>50K
57,<undefined>,403625,Some-college,10,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,60,United-States,>50K
23,Private,122346,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,105794,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,50,United-States,>50K
53,Private,152883,HS-grad,9,Widowed,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,State-gov,123037,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,13,United-States,<=50K
41,<undefined>,339682,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Mexico,<=50K
36,Private,182074,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
30,Private,248588,12th,8,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,187584,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Canada,<=50K
36,Private,46706,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,190290,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,Self-emp-not-inc,247294,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,Peru,<=50K
22,Private,117779,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,121602,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,451744,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,107793,HS-grad,9,Divorced,Other-service,Own-child,White,Male,2174,0,40,United-States,<=50K
35,Private,339772,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,185582,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,43,United-States,<=50K
26,Private,260614,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,Local-gov,53220,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Private,213844,HS-grad,9,Married-AF-spouse,Craft-repair,Wife,Black,Female,0,0,42,United-States,>50K
33,Private,213226,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,58582,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,10,United-States,<=50K
52,Private,193116,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
38,Local-gov,201410,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,190525,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,46,United-States,>50K
57,Self-emp-not-inc,138285,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Iran,<=50K
51,Private,111939,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
50,Private,109277,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
32,Private,331539,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,China,>50K
32,Private,396745,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,48,United-States,>50K
37,Private,126675,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
69,Self-emp-not-inc,349022,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,33,United-States,<=50K
33,<undefined>,98145,Some-college,10,Divorced,<undefined>,Unmarried,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
37,Private,234901,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,>50K
36,Private,100681,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,2463,0,40,United-States,<=50K
47,Self-emp-not-inc,265097,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
63,Private,237379,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,44793,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,65,United-States,<=50K
17,Private,270942,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,35,Mexico,<=50K
56,Private,193622,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
90,Local-gov,187749,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,20,Philippines,<=50K
27,Private,160178,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
38,Private,680390,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
33,Private,96245,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,34803,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,170091,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
42,Private,231813,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,23789,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,State-gov,438711,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
66,Private,169804,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,20051,0,40,United-States,>50K
66,Local-gov,376506,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,3273,0,40,United-States,<=50K
49,Private,28791,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,162814,HS-grad,9,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,45,United-States,<=50K
38,Private,58108,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Self-emp-inc,102226,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Federal-gov,209131,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
46,Self-emp-not-inc,157117,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,172865,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,29798,12th,8,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,20,United-States,<=50K
71,<undefined>,229424,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Local-gov,80680,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,1151,0,35,United-States,<=50K
52,Local-gov,238959,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,32,United-States,>50K
27,Private,189462,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,46,United-States,<=50K
52,Private,139347,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K
31,Private,188108,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,4101,0,40,United-States,<=50K
37,Self-emp-inc,111128,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
28,Private,81540,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,257562,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
31,Private,59496,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,29974,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,102597,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
69,Private,41419,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
50,Private,118565,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
54,State-gov,312897,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,46,England,>50K
17,Private,166290,9th,5,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
34,Private,160261,HS-grad,9,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Male,14084,0,35,China,>50K
32,Self-emp-not-inc,116834,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,5,<undefined>,<=50K
23,Private,203076,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
66,Private,201197,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
61,Private,273803,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,156797,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,283896,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,149368,HS-grad,9,Divorced,Sales,Unmarried,White,Male,1151,0,30,United-States,<=50K
49,Private,156926,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
21,<undefined>,163911,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,3,United-States,<=50K
56,Self-emp-inc,165881,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
25,Private,86872,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,167523,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,154950,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
40,Federal-gov,171231,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
62,Private,244933,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
54,Private,256908,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,25,United-States,>50K
34,Self-emp-not-inc,33442,Assoc-voc,11,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
18,Private,126142,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
28,<undefined>,268222,11th,7,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
32,Private,167106,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,Hong,<=50K
22,Local-gov,50065,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
34,State-gov,252529,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,<=50K
53,<undefined>,199665,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
47,Private,343579,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
19,Private,190817,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
41,Self-emp-inc,151089,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,55,United-States,>50K
46,Private,186820,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,5013,0,40,United-States,<=50K
56,Self-emp-not-inc,210731,7th-8th,4,Divorced,Sales,Other-relative,White,Male,0,0,20,Mexico,<=50K
42,Private,123816,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
25,Private,77071,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,2339,35,United-States,<=50K
42,Private,115085,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,170525,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,14344,0,40,United-States,>50K
17,Private,209949,11th,7,Never-married,Sales,Own-child,White,Female,0,1602,12,United-States,<=50K
57,Self-emp-not-inc,34297,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,180985,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
62,Local-gov,33365,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,40,Canada,<=50K
20,Private,197752,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,16,United-States,<=50K
47,Private,180551,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,77975,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,159297,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,40,<undefined>,>50K
48,Private,94342,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
39,Self-emp-inc,34180,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
46,Local-gov,367251,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
72,Self-emp-inc,172407,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
53,Private,303462,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,United-States,<=50K
47,Federal-gov,220269,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,45093,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,Canada,<=50K
34,Private,101709,HS-grad,9,Separated,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
41,Private,219591,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,76625,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,342599,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
42,Self-emp-inc,125846,1st-4th,2,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,<undefined>,<=50K
54,Local-gov,238257,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
39,Self-emp-inc,206253,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
37,Private,172571,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,95165,Doctorate,16,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
69,Private,141181,5th-6th,3,Married-civ-spouse,Adm-clerical,Husband,White,Male,1797,0,40,United-States,<=50K
24,Private,267843,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,35,United-States,<=50K
36,Private,181382,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K
21,<undefined>,207782,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
68,<undefined>,103161,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,0,0,32,United-States,<=50K
20,Private,132320,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Self-emp-not-inc,201138,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,239058,12th,8,Widowed,Handlers-cleaners,Unmarried,White,Female,0,0,50,United-States,<=50K
39,Self-emp-inc,239755,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
21,Private,176262,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,18,United-States,<=50K
22,Private,264738,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Female,0,0,42,Germany,<=50K
34,Private,182218,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,318982,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
46,Private,216666,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Guatemala,<=50K
47,Private,274200,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
65,Private,150095,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,192978,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,68021,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Self-emp-not-inc,28568,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
20,Private,115057,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,139568,11th,7,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Self-emp-inc,138497,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
40,State-gov,182460,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,38,China,>50K
22,Private,253310,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,7,United-States,<=50K
29,Self-emp-inc,130856,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
31,Self-emp-not-inc,389765,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
42,Federal-gov,52781,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
38,Private,146178,HS-grad,9,Never-married,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
22,Private,231053,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,70,United-States,>50K
21,<undefined>,145964,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,483450,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Mexico,<=50K
43,Self-emp-inc,198316,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,160614,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
17,Self-emp-inc,325171,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
54,Self-emp-not-inc,172898,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,50,United-States,>50K
45,Private,186473,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Local-gov,286967,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
51,Self-emp-not-inc,111939,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,>50K
65,Federal-gov,325089,10th,6,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,143582,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,45,United-States,<=50K
40,Private,308027,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
58,Private,105060,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,37,United-States,<=50K
53,Federal-gov,39643,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,58,United-States,<=50K
39,Private,186191,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,50,United-States,>50K
56,Local-gov,267763,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,124293,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,36271,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,143459,9th,5,Separated,Handlers-cleaners,Own-child,White,Male,0,0,38,United-States,<=50K
36,Private,186376,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
59,Self-emp-inc,52822,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,104509,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,184456,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Male,27828,0,50,United-States,>50K
26,Private,192302,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,<=50K
22,Private,156822,10th,6,Never-married,Sales,Not-in-family,White,Female,0,1762,25,United-States,<=50K
25,Private,214413,Masters,14,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,108574,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,15,United-States,<=50K
41,Private,223934,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
45,Private,200559,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
43,Private,137722,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,261677,9th,5,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,40,United-States,<=50K
33,Private,136331,HS-grad,9,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
34,Private,329993,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,91819,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
31,Private,201122,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,45,United-States,>50K
48,Private,315423,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,103277,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
47,Private,236805,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,60,United-States,<=50K
27,Private,74883,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
18,Private,115443,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,25,United-States,<=50K
43,Private,150528,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,43701,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Federal-gov,419053,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,183594,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,390348,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,36989,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,3908,0,70,United-States,<=50K
48,Private,247895,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
75,Private,191446,1st-4th,2,Married-civ-spouse,Other-service,Other-relative,Black,Female,0,0,16,United-States,<=50K
43,Self-emp-not-inc,33521,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,>50K
64,Private,46087,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
67,<undefined>,129188,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,20051,0,5,United-States,>50K
36,Private,356824,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,158746,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,153323,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,20,United-States,<=50K
73,Self-emp-not-inc,130391,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,36,United-States,<=50K
46,Private,173613,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,362883,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
43,Private,182757,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,50397,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,20,United-States,<=50K
43,Federal-gov,101709,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
21,Private,202570,12th,8,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,48,<undefined>,<=50K
40,Private,145649,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
36,Private,136343,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
64,Self-emp-inc,142166,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
19,<undefined>,242001,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,127089,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,38,United-States,>50K
46,Local-gov,124071,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,65,United-States,>50K
41,Local-gov,190368,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
29,<undefined>,19793,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,8,United-States,<=50K
28,Private,67661,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
23,Private,62278,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
30,Federal-gov,295010,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Female,0,0,60,United-States,>50K
44,Private,203897,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,Cuba,<=50K
27,Private,265314,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
25,Private,159603,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,34,United-States,<=50K
29,Private,134331,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,123011,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Poland,>50K
27,Private,274964,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
34,Private,66309,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
38,Private,73471,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
24,<undefined>,26671,HS-grad,9,Never-married,<undefined>,Other-relative,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
56,Private,357118,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
35,Self-emp-inc,184655,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,62,United-States,<=50K
23,<undefined>,55492,Assoc-voc,11,Never-married,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,30,United-States,<=50K
23,Private,175266,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,188008,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
42,Private,87284,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,35,United-States,>50K
46,Private,330087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
48,Self-emp-inc,56975,HS-grad,9,Divorced,Sales,Unmarried,Asian-Pac-Islander,Female,0,0,84,<undefined>,<=50K
27,Private,150025,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
22,<undefined>,189203,Assoc-acdm,12,Never-married,<undefined>,Other-relative,White,Male,0,0,15,United-States,<=50K
49,Self-emp-inc,330874,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
23,Private,136824,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,201179,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,324654,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,40,China,<=50K
25,Federal-gov,366207,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,103860,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,106700,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,27,United-States,<=50K
54,Local-gov,163557,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Self-emp-inc,286261,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,123083,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
75,Self-emp-inc,125197,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,26,United-States,<=50K
28,Self-emp-not-inc,278073,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Black,Male,0,0,30,United-States,<=50K
50,Private,133963,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
62,Self-emp-not-inc,71467,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
40,Private,76487,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
58,Local-gov,215245,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,37,United-States,<=50K
24,Federal-gov,127185,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
21,Private,179720,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,30,United-States,<=50K
40,Private,88909,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
45,Private,341995,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,42,United-States,>50K
48,Private,173938,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,344275,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
23,Private,150463,HS-grad,9,Never-married,Priv-house-serv,Unmarried,Other,Female,0,0,40,Guatemala,<=50K
43,Local-gov,209544,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,10520,0,50,United-States,>50K
42,Local-gov,201723,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,343476,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,Japan,>50K
52,Self-emp-inc,77392,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
21,<undefined>,171156,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
56,Self-emp-not-inc,357118,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
48,Federal-gov,167749,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
37,Self-emp-not-inc,352882,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,70,South,>50K
25,Private,51201,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
40,Private,365986,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,>50K
34,Private,400416,11th,7,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,45,United-States,<=50K
52,Private,31533,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,106900,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,1902,42,United-States,>50K
36,Local-gov,192337,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,118712,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,1504,40,United-States,<=50K
28,Private,301654,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,145162,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,<undefined>,>50K
20,Private,88126,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,9,England,<=50K
68,Private,165017,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Italy,>50K
35,Private,238342,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,857532,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
64,Private,134378,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
17,Private,260797,10th,6,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,23,United-States,<=50K
25,Private,138765,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
74,<undefined>,256674,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
31,Private,247444,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Columbia,<=50K
51,State-gov,454063,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
67,Private,180539,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,10,United-States,<=50K
42,Private,397346,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,3325,0,40,United-States,<=50K
29,Private,107160,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,262024,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,131230,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,37,United-States,<=50K
67,Private,274451,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K
41,State-gov,365986,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
27,Private,204515,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,36,United-States,<=50K
51,Private,99316,12th,8,Divorced,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
21,<undefined>,206681,11th,7,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
28,Private,268726,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
21,Private,275395,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,383322,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
29,Private,126822,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
39,Self-emp-inc,168355,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
21,Private,162667,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,Columbia,<=50K
43,Private,373403,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,274562,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,14344,0,40,United-States,>50K
28,Private,249362,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,111567,9th,5,Never-married,Sales,Not-in-family,White,Male,0,0,43,United-States,>50K
18,<undefined>,216508,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
27,Private,145784,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Amer-Indian-Eskimo,Female,0,0,45,United-States,<=50K
34,State-gov,209317,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,259505,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,345360,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,England,<=50K
43,Local-gov,198096,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
40,Self-emp-inc,33126,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,206354,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
25,Private,1484705,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,25,United-States,<=50K
21,Private,26410,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Self-emp-not-inc,220901,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
49,Self-emp-inc,44671,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,38620,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
36,Private,89040,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,47,United-States,<=50K
32,Private,370160,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,208946,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,32,United-States,<=50K
21,Private,131230,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,10,United-States,<=50K
25,Private,60358,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,350853,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
24,Private,209782,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,351952,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
26,Private,142081,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Mexico,<=50K
22,Private,164775,9th,5,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Guatemala,<=50K
41,Local-gov,47858,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
18,Private,404085,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,218678,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,184655,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,48,United-States,<=50K
36,Private,321760,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,17,United-States,<=50K
45,Local-gov,185399,Masters,14,Divorced,Prof-specialty,Own-child,White,Female,0,0,55,United-States,<=50K
38,Local-gov,409200,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
38,Private,40077,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
34,Self-emp-not-inc,31740,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Local-gov,233722,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,192039,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
17,Private,222618,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,30,United-States,<=50K
45,State-gov,213646,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
31,Local-gov,194141,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,<=50K
47,State-gov,80282,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,166350,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
61,Federal-gov,60641,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
33,Private,124827,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,105438,HS-grad,9,Separated,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,85244,Bachelors,13,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,120535,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Local-gov,269604,5th-6th,3,Never-married,Other-service,Unmarried,Other,Female,0,0,40,El-Salvador,<=50K
27,Private,247711,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,380922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
24,Private,281221,Bachelors,13,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,40,Taiwan,<=50K
23,Private,269687,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,181758,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Federal-gov,136787,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
22,Private,107882,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
34,Private,172579,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,29933,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,40,United-States,>50K
35,Federal-gov,38905,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
36,Private,168826,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,424034,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
60,Private,117509,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,196971,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,43,United-States,<=50K
64,Private,69525,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,20,United-States,<=50K
22,Private,374116,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
27,Private,283913,5th-6th,3,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,65,England,<=50K
36,State-gov,147258,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
27,Private,139903,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,30,United-States,<=50K
52,Private,112959,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,264148,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,256211,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,24,Vietnam,<=50K
29,Self-emp-not-inc,142519,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,281852,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,80,United-States,<=50K
38,Private,380543,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
50,Self-emp-not-inc,204402,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,>50K
50,Private,192203,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,199005,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
17,Self-emp-inc,61838,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,210095,11th,7,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Female,0,0,40,Mexico,<=50K
19,Private,187352,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,32451,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,140569,Some-college,10,Separated,Sales,Not-in-family,White,Male,14084,0,60,United-States,>50K
39,Private,87556,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,6849,0,40,United-States,<=50K
18,Private,79443,9th,5,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,Mexico,<=50K
27,Private,212622,Masters,14,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,32650,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
44,Private,125461,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
19,Private,219867,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,<=50K
32,Local-gov,206609,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,101299,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Private,29437,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
65,Private,87164,11th,7,Widowed,Sales,Other-relative,White,Female,0,0,20,United-States,<=50K
57,Self-emp-inc,146103,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
48,Private,169324,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,32,Haiti,<=50K
46,Private,138370,7th-8th,4,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,1651,40,China,<=50K
27,Private,29523,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
29,Local-gov,383745,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1485,40,United-States,>50K
21,<undefined>,247075,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,25,United-States,<=50K
20,<undefined>,200967,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,12,United-States,<=50K
51,<undefined>,175985,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,189404,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1740,40,United-States,<=50K
29,Self-emp-not-inc,267661,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
30,Local-gov,182926,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,15024,0,40,United-States,>50K
65,Private,243858,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
20,<undefined>,43587,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
47,Federal-gov,31339,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,204682,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,2174,0,40,Japan,<=50K
17,Private,73145,9th,5,Never-married,Craft-repair,Own-child,White,Female,0,0,16,United-States,<=50K
38,Local-gov,218184,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
38,Local-gov,223237,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Self-emp-not-inc,93319,HS-grad,9,Never-married,Sales,Other-relative,White,Female,0,0,4,United-States,<=50K
24,<undefined>,212300,HS-grad,9,Separated,<undefined>,Not-in-family,White,Female,0,0,38,United-States,<=50K
52,Private,187356,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,41,United-States,<=50K
46,Self-emp-not-inc,220832,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,58,United-States,>50K
22,Private,211361,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
56,Private,134195,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Self-emp-not-inc,218249,11th,7,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,30,United-States,<=50K
59,Private,70720,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,55,United-States,>50K
19,Self-emp-not-inc,342384,11th,7,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,2129,55,United-States,<=50K
31,Private,237317,9th,5,Never-married,Craft-repair,Not-in-family,Other,Male,0,0,45,United-States,<=50K
22,Private,359759,Some-college,10,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,20,Philippines,<=50K
48,Self-emp-not-inc,181758,Doctorate,16,Never-married,Prof-specialty,Unmarried,White,Female,0,0,60,United-States,>50K
63,Self-emp-inc,267101,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,222221,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K
53,Private,55139,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,10,United-States,<=50K
38,Private,220237,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,>50K
39,Private,101073,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,<=50K
59,Private,69884,Prof-school,15,Married-spouse-absent,Prof-specialty,Unmarried,White,Male,0,0,50,United-States,<=50K
45,Private,201127,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,164733,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
60,State-gov,129447,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Private,32837,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,56,United-States,<=50K
31,Private,200117,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,219183,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
66,<undefined>,188842,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
26,Private,272669,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,20,South,<=50K
60,Self-emp-inc,336188,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,80,United-States,>50K
68,<undefined>,191288,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
32,Private,176185,Some-college,10,Divorced,Exec-managerial,Other-relative,White,Male,0,0,60,United-States,<=50K
25,Local-gov,197728,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,20,United-States,<=50K
43,Local-gov,144778,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,<=50K
26,<undefined>,133373,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,44,United-States,<=50K
55,Private,197399,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,United-States,>50K
66,Private,86010,10th,6,Widowed,Transport-moving,Not-in-family,White,Female,0,0,11,United-States,<=50K
31,Private,228873,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,187415,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,50,<undefined>,<=50K
58,Self-emp-inc,112945,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,27828,0,40,United-States,>50K
56,Private,98361,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
22,Private,129172,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
46,Local-gov,316205,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
33,Private,226629,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
26,State-gov,180886,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
42,Self-emp-not-inc,69333,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,213620,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
43,Private,197397,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,Other,Female,0,0,6,Puerto-Rico,<=50K
19,Private,223648,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,<undefined>,<=50K
27,Private,179915,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,99,United-States,<=50K
51,Private,339905,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
42,Private,112956,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,421837,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,Mexico,>50K
38,Private,187999,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
44,Private,77313,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,231948,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,64,United-States,>50K
37,Private,37109,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,60,Philippines,<=50K
29,Private,79387,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
53,<undefined>,133963,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,177937,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,45,Poland,<=50K
80,Private,173488,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
61,Private,183355,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,147989,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,52,United-States,<=50K
20,Private,289944,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
23,Private,62278,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,110457,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,Private,295763,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,50,United-States,<=50K
71,State-gov,100063,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
49,Private,194962,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,6,United-States,<=50K
39,Federal-gov,227597,HS-grad,9,Never-married,Armed-Forces,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,117606,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
67,Federal-gov,44774,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,177648,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
38,Private,172571,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,54,United-States,>50K
38,<undefined>,203482,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,United-States,<=50K
50,Private,153931,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,84774,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,157127,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
26,Private,170786,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,281030,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,203761,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,10520,0,40,United-States,>50K
27,Private,167405,HS-grad,9,Married-spouse-absent,Farming-fishing,Own-child,White,Female,0,0,40,Mexico,<=50K
40,Local-gov,188436,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,40,United-States,>50K
43,Private,388849,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
31,State-gov,176998,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
57,Private,200316,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,160300,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
22,Private,236684,Assoc-voc,11,Never-married,Other-service,Own-child,Black,Female,0,0,36,United-States,<=50K
20,Local-gov,247794,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
27,Private,267325,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,3464,0,40,United-States,<=50K
39,Private,279490,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,Mexico,<=50K
27,State-gov,280618,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,248406,HS-grad,9,Separated,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
31,Local-gov,226494,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,Private,220460,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
25,Private,108317,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,State-gov,147256,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,>50K
22,Private,110371,HS-grad,9,Married-civ-spouse,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
62,Private,114060,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,91,United-States,<=50K
29,Federal-gov,31161,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Other,Female,0,0,40,United-States,<=50K
44,Private,105862,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,70,United-States,>50K
32,Private,402089,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,2,United-States,<=50K
19,<undefined>,425447,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,Private,137300,Assoc-voc,11,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
65,State-gov,326691,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
24,Private,275093,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,36,United-States,<=50K
37,Self-emp-not-inc,112497,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
43,Local-gov,174491,HS-grad,9,Divorced,Tech-support,Not-in-family,Black,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,114835,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,60,United-States,>50K
28,Private,137898,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
33,Private,153151,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,4416,0,40,United-States,<=50K
32,Private,134886,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
38,Private,193815,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
33,Private,237833,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,101593,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
27,Private,164924,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,174201,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
47,Local-gov,36169,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
55,Private,144071,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
30,Self-emp-not-inc,180859,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,8,United-States,<=50K
54,Private,221915,Some-college,10,Widowed,Craft-repair,Unmarried,White,Female,0,0,50,United-States,<=50K
40,Private,26892,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
21,Private,351084,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,97306,Bachelors,13,Divorced,Craft-repair,Unmarried,White,Female,0,0,25,United-States,<=50K
30,Private,185027,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Private,182539,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
22,Private,215395,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,37,United-States,<=50K
37,Private,186434,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,>50K
41,<undefined>,217921,9th,5,Married-civ-spouse,<undefined>,Wife,Asian-Pac-Islander,Female,0,0,40,Hong,<=50K
52,Local-gov,346668,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
57,Self-emp-inc,412952,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,167009,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
58,Private,316000,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,216256,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,341835,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
30,Private,169841,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
26,Self-emp-not-inc,200681,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Outlying-US(Guam-USVI-etc),<=50K
46,Self-emp-not-inc,456956,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
26,Federal-gov,276075,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
50,Federal-gov,96657,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
22,Private,374313,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
36,Private,110998,Masters,14,Widowed,Tech-support,Unmarried,Asian-Pac-Islander,Female,0,0,40,India,<=50K
30,Private,53285,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
58,Private,104613,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
17,<undefined>,303317,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
72,Private,298070,Assoc-voc,11,Separated,Other-service,Unmarried,White,Female,6723,0,25,United-States,<=50K
19,Private,318822,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,375078,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Mexico,<=50K
20,<undefined>,232799,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,25,United-States,<=50K
30,Private,210851,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,213745,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
51,Private,204447,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,318934,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,237386,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K
44,Private,182629,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,24,Iran,<=50K
43,Private,144778,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
35,Private,117166,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
51,Private,237630,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,50,United-States,>50K
41,Private,171550,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,165302,Some-college,10,Divorced,Adm-clerical,Unmarried,Other,Female,0,0,40,United-States,<=50K
39,State-gov,42186,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,3464,0,20,United-States,<=50K
54,Private,284952,10th,6,Separated,Sales,Unmarried,White,Female,0,0,43,Italy,<=50K
62,Private,96099,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,198759,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,227886,HS-grad,9,Never-married,Exec-managerial,Own-child,Black,Female,0,0,35,Jamaica,<=50K
32,Private,391874,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,184370,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
84,Local-gov,135839,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,14,United-States,<=50K
46,Private,194698,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,60,United-States,<=50K
67,Local-gov,342175,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Female,2009,0,40,United-States,<=50K
29,Private,67218,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,205152,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
23,Private,434467,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,42,United-States,<=50K
63,<undefined>,110150,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,55,United-States,>50K
55,<undefined>,123382,HS-grad,9,Separated,<undefined>,Not-in-family,Black,Female,0,2001,40,United-States,<=50K
42,State-gov,404573,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
17,Private,99462,11th,7,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
60,Private,170310,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,199883,12th,8,Divorced,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,70034,7th-8th,4,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,Portugal,<=50K
31,Private,393357,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,48,United-States,<=50K
65,<undefined>,249043,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,10605,0,40,United-States,>50K
31,Private,72630,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,14084,0,50,United-States,>50K
61,Private,223133,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,Black,Female,0,0,40,United-States,<=50K
43,State-gov,345969,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
40,State-gov,195520,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,49,United-States,<=50K
39,Private,257942,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Local-gov,269300,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,27,United-States,<=50K
47,Private,137354,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
45,Federal-gov,232997,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,>50K
30,Private,77266,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
30,Self-emp-not-inc,164190,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,153536,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,14084,0,44,United-States,>50K
51,Local-gov,26832,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
31,Private,188096,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,72,United-States,>50K
48,Self-emp-inc,369522,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,>50K
20,Private,110998,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,30,United-States,<=50K
32,Private,205152,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,40,United-States,>50K
31,<undefined>,163890,Some-college,10,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,358631,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,25,United-States,<=50K
50,Private,185354,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
33,Private,336061,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
25,<undefined>,47011,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
49,Private,149949,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1876,40,United-States,<=50K
30,Private,59496,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,32950,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,109912,Doctorate,16,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,32,United-States,>50K
24,Private,199555,Assoc-voc,11,Never-married,Sales,Unmarried,White,Male,0,0,5,United-States,<=50K
28,Private,91299,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,45,United-States,<=50K
56,Private,99359,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,1617,40,United-States,<=50K
38,Private,242559,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
20,Private,286391,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,2176,0,20,United-States,<=50K
82,Private,132870,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,4356,18,United-States,<=50K
52,Federal-gov,22428,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
32,Private,239150,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Private,170563,Assoc-voc,11,Separated,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
36,Private,173542,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,286026,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
30,Private,72887,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,3411,0,40,United-States,<=50K
49,Local-gov,163229,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,<=50K
40,Local-gov,165726,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,70055,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,184655,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,139906,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,81,United-States,<=50K
32,Local-gov,198211,Assoc-voc,11,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,146540,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
53,Local-gov,132304,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,190916,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Never-worked,237272,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,755858,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,>50K
52,Private,127315,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
42,State-gov,304302,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
34,Private,184942,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,267989,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,188377,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,State-gov,221059,Masters,14,Married-civ-spouse,Prof-specialty,Other-relative,Other,Female,7688,0,38,United-States,>50K
26,Private,340787,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,140782,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,38,United-States,>50K
57,Private,169071,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,28,United-States,<=50K
36,Self-emp-not-inc,151094,Assoc-voc,11,Separated,Exec-managerial,Not-in-family,White,Male,0,0,48,United-States,<=50K
27,Private,122922,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,151141,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
30,Private,136651,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
37,Private,177285,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,48,United-States,>50K
31,Local-gov,128016,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,200318,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
32,Private,250354,10th,6,Never-married,Craft-repair,Other-relative,White,Male,0,0,45,United-States,<=50K
58,Private,191069,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,27856,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,8,United-States,<=50K
44,Private,523484,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
39,Federal-gov,257175,Bachelors,13,Divorced,Tech-support,Unmarried,Black,Female,0,625,40,United-States,<=50K
59,Private,174864,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,45,United-States,>50K
42,Private,196029,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,>50K
45,Private,200471,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
20,Private,353195,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
35,Private,222868,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,221791,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,<=50K
56,Private,197114,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,28,United-States,<=50K
48,Private,160220,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
58,Self-emp-not-inc,274917,Masters,14,Widowed,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
32,Private,348460,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,112683,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
48,Private,345831,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,105370,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,70,United-States,<=50K
48,Private,345006,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
55,Private,195329,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,2202,0,35,Italy,<=50K
40,Local-gov,108765,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
50,Private,138022,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,175029,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
19,Private,189574,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
55,Self-emp-not-inc,141409,10th,6,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
36,Self-emp-not-inc,186035,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
39,Private,165235,Bachelors,13,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
22,Private,105043,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,230684,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
34,Private,345705,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1408,38,United-States,<=50K
33,Private,248584,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,436861,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,14084,0,40,United-States,>50K
35,Private,200153,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
50,Private,398625,11th,7,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,114043,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Private,169544,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,343849,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
33,Private,162572,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
24,Private,291578,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,136162,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Self-emp-inc,376133,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,15024,0,15,United-States,>50K
48,Self-emp-inc,302612,Masters,14,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
65,Local-gov,240166,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,193152,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,1408,40,United-States,<=50K
42,Private,248094,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1740,43,United-States,<=50K
44,Private,119281,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
73,Self-emp-not-inc,300404,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,6,United-States,>50K
21,Private,82847,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,50,United-States,<=50K
32,Self-emp-inc,161153,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1902,55,United-States,>50K
43,Federal-gov,287008,Masters,14,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,35,United-States,>50K
21,Private,654141,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,32,United-States,<=50K
30,Private,252646,Some-college,10,Separated,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K
54,Private,171924,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,<=50K
19,Private,219742,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
55,State-gov,153788,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,37,United-States,<=50K
20,Private,60639,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,28,United-States,<=50K
53,Private,96062,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Greece,<=50K
51,Private,165614,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
33,Private,159888,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,110586,Some-college,10,Widowed,Priv-house-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Self-emp-not-inc,143062,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
17,Self-emp-inc,413557,9th,5,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,137658,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
36,Private,398931,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,311764,10th,6,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,United-States,<=50K
58,Private,98725,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
38,Private,140854,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
72,Private,97304,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,2346,0,40,<undefined>,<=50K
26,Federal-gov,352768,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
45,<undefined>,27184,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,38,United-States,<=50K
72,<undefined>,237229,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
60,Private,142494,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
27,Private,210313,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Guatemala,<=50K
38,Private,194538,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
37,Self-emp-inc,26698,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1485,44,United-States,>50K
28,Private,211032,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
38,Self-emp-inc,107909,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
29,Private,136077,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
19,Private,184737,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,1721,40,United-States,<=50K
28,Private,214689,Bachelors,13,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,25,United-States,<=50K
70,<undefined>,147558,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,7,United-States,<=50K
40,Self-emp-not-inc,93793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
26,Private,247025,Assoc-voc,11,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,284403,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,<=50K
29,Private,221977,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
25,Federal-gov,339956,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,161097,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
60,Private,223696,1st-4th,2,Divorced,Craft-repair,Not-in-family,Other,Male,0,0,38,Dominican-Republic,<=50K
31,Private,234500,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
51,Local-gov,97005,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,242615,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
36,Private,174938,Bachelors,13,Divorced,Tech-support,Unmarried,White,Male,0,0,20,United-States,<=50K
35,Private,160120,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
48,Private,193775,Bachelors,13,Divorced,Adm-clerical,Own-child,White,Male,0,0,38,United-States,>50K
78,Self-emp-not-inc,59583,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
72,Private,157913,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,17,United-States,<=50K
24,Private,308205,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
58,<undefined>,158506,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,16,United-States,<=50K
36,Private,201769,11th,7,Never-married,Protective-serv,Not-in-family,Black,Male,13550,0,40,United-States,>50K
48,Private,330470,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,United-States,<=50K
28,Private,184078,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,123384,Masters,14,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,330132,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
47,Private,274720,5th-6th,3,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,Jamaica,<=50K
50,Private,129673,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
35,Federal-gov,205584,5th-6th,3,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
17,Private,327127,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,225892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
37,Private,224886,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,42,United-States,<=50K
35,Local-gov,27763,HS-grad,9,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
56,Private,73684,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
23,Private,107452,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,23871,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
79,Self-emp-inc,309272,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,469864,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
55,Private,286230,11th,7,Divorced,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
59,State-gov,186308,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,113062,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,86150,11th,7,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,19,Philippines,<=50K
41,Private,262038,5th-6th,3,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,35,Mexico,<=50K
32,Private,279231,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Italy,<=50K
67,<undefined>,188903,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,2414,0,40,United-States,<=50K
45,Private,183786,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
61,Private,339358,5th-6th,3,Married-civ-spouse,Farming-fishing,Other-relative,White,Female,0,0,45,Mexico,<=50K
34,Private,287737,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,99203,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,297449,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,50,United-States,>50K
35,Private,113481,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
65,Private,204042,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,20,United-States,<=50K
24,Private,43387,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,England,>50K
37,Private,99233,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,313729,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,99679,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
18,Private,169745,7th-8th,4,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,19914,Some-college,10,Widowed,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,0,0,15,United-States,<=50K
31,Private,113543,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
19,Private,224241,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
40,Self-emp-inc,137367,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,China,<=50K
32,Private,263908,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,280798,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Local-gov,203849,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,62546,Doctorate,16,Separated,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
40,Private,197344,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
36,Private,93225,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
33,Private,187560,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,36,United-States,<=50K
23,State-gov,61743,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
21,Private,186648,10th,6,Separated,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,173321,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,32,United-States,<=50K
53,State-gov,246820,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
20,<undefined>,424034,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
53,Self-emp-not-inc,291755,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,72,United-States,<=50K
58,Private,104945,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,60,United-States,<=50K
51,Private,85423,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
31,Private,214235,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,65,United-States,<=50K
35,Self-emp-not-inc,278632,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,<undefined>,27415,11th,7,Never-married,<undefined>,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
31,Local-gov,143392,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
21,Private,277408,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
39,Self-emp-not-inc,336793,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
36,Private,184112,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,45,United-States,>50K
51,Private,74660,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,395026,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
32,Private,171215,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,<=50K
56,Private,121362,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
35,Private,409200,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Private,268965,12th,8,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Private,136262,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,141323,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
52,Local-gov,108083,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
19,Private,82210,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,State-gov,400943,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
35,Private,308489,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,50,United-States,<=50K
35,Private,187053,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Female,0,0,60,United-States,>50K
38,Private,75826,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,413345,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
22,Private,356567,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,0,60,United-States,<=50K
20,Private,223811,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,159313,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,250170,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
59,Private,135617,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,187346,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,108103,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,255476,5th-6th,3,Never-married,Other-service,Other-relative,White,Male,0,0,40,Mexico,<=50K
24,Private,68577,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,155961,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,35,Jamaica,<=50K
22,State-gov,264102,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,39,Haiti,<=50K
37,Private,167777,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,52,United-States,<=50K
36,Private,225399,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
28,Private,199998,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
55,Private,199856,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
29,<undefined>,189765,5th-6th,3,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,193042,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
66,<undefined>,222810,Some-college,10,Divorced,<undefined>,Other-relative,White,Female,0,0,35,United-States,<=50K
47,Local-gov,162595,Some-college,10,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,45,United-States,<=50K
23,Private,208826,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Local-gov,120190,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
40,Self-emp-not-inc,27242,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
51,Private,348099,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,1590,40,United-States,<=50K
34,Private,185041,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,1669,45,United-States,<=50K
28,Private,309196,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,State-gov,254285,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,70,Germany,>50K
39,Self-emp-inc,336226,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,60,United-States,>50K
43,Private,240698,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
36,Private,411797,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,35,United-States,>50K
25,Private,178843,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
42,Private,136177,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
35,Private,243409,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Germany,<=50K
43,Private,258049,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,53,United-States,>50K
34,Private,164748,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,State-gov,24185,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
30,Private,167476,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,106900,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
52,Private,53497,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,335704,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,211022,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Private,163003,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,0,0,52,Taiwan,<=50K
36,Self-emp-inc,77146,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,45,United-States,>50K
39,Private,67433,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,458549,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,96,Mexico,<=50K
26,Private,190469,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,195411,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
20,Private,216889,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
70,<undefined>,336007,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
26,Private,167350,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
24,Private,241857,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,35,United-States,<=50K
48,Private,125892,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
62,Private,272209,HS-grad,9,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,99,United-States,<=50K
48,Private,175221,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,180195,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
25,Private,38090,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,44,United-States,<=50K
58,Private,310085,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,118686,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
29,<undefined>,112963,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,120131,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,<undefined>,<=50K
19,Private,43937,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,20,United-States,<=50K
37,Private,210438,11th,7,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
23,Private,176724,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
31,Self-emp-not-inc,113364,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
64,Self-emp-not-inc,73986,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
28,Local-gov,197932,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
32,Private,193285,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
49,Local-gov,223342,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K
35,Private,49749,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,>50K
19,<undefined>,211553,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
45,Private,201865,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
39,Private,322143,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,70,United-States,>50K
55,Private,158702,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,2339,45,<undefined>,<=50K
46,Self-emp-not-inc,275625,Bachelors,13,Divorced,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,60,South,>50K
19,Private,206599,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
29,Private,89813,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Scotland,<=50K
25,State-gov,156848,HS-grad,9,Married-civ-spouse,Protective-serv,Own-child,White,Male,0,0,35,United-States,<=50K
37,Private,162494,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,205407,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
28,Private,375313,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
36,Federal-gov,930948,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,6497,0,56,United-States,<=50K
32,Private,127895,Some-college,10,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K
34,Private,248754,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,188096,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,36,United-States,<=50K
20,Private,216811,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
27,Self-emp-inc,113870,Masters,14,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,343052,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,280966,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,42044,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
32,Private,309513,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,163604,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
52,Private,224198,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
50,Private,338283,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,242375,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
25,Private,81286,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,243368,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,Mexico,<=50K
31,Private,217803,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
31,Self-emp-not-inc,323020,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,<=50K
41,Private,34278,Assoc-voc,11,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,184579,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,<=50K
20,<undefined>,210781,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
20,Private,142673,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
29,Private,131714,10th,6,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,25,United-States,<=50K
51,Local-gov,74784,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,181372,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,33,United-States,>50K
23,<undefined>,62507,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,12,United-States,<=50K
48,Private,155664,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,>50K
39,Private,174924,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Male,14344,0,40,United-States,>50K
62,Private,113440,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
22,Private,147227,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
46,Federal-gov,207022,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
51,Local-gov,123011,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,35,United-States,>50K
20,Private,184678,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
40,Self-emp-inc,182437,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
31,Private,98639,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,174201,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,123780,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,38,United-States,<=50K
20,Private,374116,HS-grad,9,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
37,Local-gov,212005,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
65,Private,123965,Bachelors,13,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,242619,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K
60,Local-gov,138502,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,48,United-States,>50K
27,Private,113635,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,Ireland,<=50K
62,Private,664366,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
53,Private,218311,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Private,278557,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
49,Private,314773,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,194861,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,400616,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,208117,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
36,Private,184498,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,117674,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
19,Private,162621,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,14,United-States,<=50K
23,Private,368739,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Self-emp-not-inc,196994,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,<=50K
63,Self-emp-not-inc,420629,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
62,Self-emp-inc,245491,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,99999,0,40,United-States,>50K
51,Self-emp-not-inc,276456,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,3103,0,30,United-States,>50K
76,Local-gov,169133,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
50,Private,99307,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,45,United-States,<=50K
45,Self-emp-inc,120131,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
44,Self-emp-inc,456236,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,45,United-States,>50K
51,Private,107123,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
42,Local-gov,125461,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,4650,0,35,United-States,<=50K
43,Local-gov,36924,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Private,167065,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,53642,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,154668,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
44,Federal-gov,102238,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,54595,10th,6,Widowed,Other-service,Not-in-family,Black,Female,0,1980,40,United-States,<=50K
27,Private,152951,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,257042,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
60,Private,74243,Assoc-voc,11,Widowed,Craft-repair,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,149049,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,14344,0,45,United-States,>50K
33,Private,117186,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,178322,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,State-gov,286911,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
54,Private,203635,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,60,United-States,>50K
57,Self-emp-not-inc,177271,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
30,Private,149427,9th,5,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
45,Private,101656,10th,6,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
41,Private,274363,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,42,United-States,>50K
25,Private,241025,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,18,United-States,<=50K
51,Self-emp-inc,338836,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Private,210534,5th-6th,3,Separated,Adm-clerical,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
28,Private,95725,Assoc-voc,11,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
47,<undefined>,178013,10th,6,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,Cuba,<=50K
53,Federal-gov,167410,Bachelors,13,Divorced,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
31,Private,158162,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,13550,0,50,United-States,>50K
46,Private,241935,11th,7,Married-civ-spouse,Other-service,Husband,Black,Male,7688,0,40,United-States,>50K
25,Federal-gov,406955,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
47,Private,341762,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,239303,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,<=50K
30,Private,38848,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,54744,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,332194,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,154950,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
33,Self-emp-not-inc,196342,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
31,Private,201292,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,339767,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,England,>50K
26,Private,250066,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,318886,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
50,Local-gov,124076,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
30,State-gov,242122,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
17,Private,34019,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
35,Local-gov,230754,Masters,14,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Private,213842,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Federal-gov,196386,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,4064,0,40,El-Salvador,<=50K
32,Self-emp-not-inc,62165,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,<undefined>,<=50K
34,Private,134737,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,>50K
32,Private,515629,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,119199,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,90222,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,28443,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,159442,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,Ireland,<=50K
54,Private,315804,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,135840,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
38,Private,81232,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
43,Private,118001,7th-8th,4,Separated,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
25,Private,207875,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
39,Private,164898,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Local-gov,170066,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,25,United-States,>50K
47,Private,111994,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,34,United-States,<=50K
45,Private,166636,HS-grad,9,Divorced,Other-service,Other-relative,Black,Female,0,0,35,United-States,<=50K
24,State-gov,61737,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,241885,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,234190,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
57,Private,230899,5th-6th,3,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,114158,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,24,United-States,>50K
28,Private,222442,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,51,Cuba,<=50K
27,Private,157612,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
28,Private,199903,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
74,<undefined>,292627,1st-4th,2,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,156687,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,42,Japan,<=50K
27,Private,369522,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,45,United-States,<=50K
61,Private,226297,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,356017,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,99,United-States,<=50K
28,Private,189257,9th,5,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,24,United-States,<=50K
20,Private,157541,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,69251,Assoc-voc,11,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
38,State-gov,272944,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,113667,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
40,Private,222011,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
43,Private,191196,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
38,Private,169104,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
19,Private,146679,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Male,0,0,30,United-States,<=50K
56,Private,226985,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,153066,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
30,<undefined>,159303,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,4,United-States,<=50K
22,Private,200109,HS-grad,9,Married-civ-spouse,Priv-house-serv,Wife,White,Female,4508,0,40,United-States,<=50K
18,State-gov,109445,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
68,Private,99491,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
35,Private,172571,Assoc-voc,11,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Private,143582,7th-8th,4,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,48,<undefined>,<=50K
32,Private,207113,10th,6,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,192712,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
30,Private,154297,10th,6,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
62,Private,238913,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,2829,0,24,United-States,<=50K
38,Private,110402,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,207213,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,606111,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,Germany,>50K
26,Private,34112,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,119156,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
19,Private,249787,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,0,40,United-States,<=50K
20,Private,153516,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
25,State-gov,260754,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,155621,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,50,Columbia,<=50K
36,Private,33983,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,>50K
23,Private,306601,Bachelors,13,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,Mexico,<=50K
24,Private,270075,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,50,United-States,<=50K
23,Private,109430,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,187115,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
25,Self-emp-not-inc,463667,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,8,United-States,<=50K
24,Private,52262,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,144064,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,62,United-States,<=50K
26,Private,147821,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,45,<undefined>,<=50K
62,<undefined>,232719,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,268620,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,33,United-States,<=50K
45,Private,81132,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
31,Private,323069,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,880,45,United-States,<=50K
34,Private,242984,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,<=50K
65,Self-emp-inc,172684,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,Mexico,>50K
42,Private,103932,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
27,State-gov,431637,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,<=50K
40,Private,188942,Some-college,10,Married-civ-spouse,Sales,Wife,Black,Female,0,0,40,Puerto-Rico,<=50K
53,Federal-gov,170354,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
54,Private,28518,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
30,State-gov,193380,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,35,United-States,<=50K
59,Private,175942,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
42,Self-emp-not-inc,53956,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,55,United-States,<=50K
23,Private,120773,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,96219,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
20,Private,104164,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,190429,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
73,<undefined>,243030,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
47,Self-emp-not-inc,228660,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,40,United-States,>50K
44,Private,368757,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,220563,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,233571,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,37,United-States,>50K
39,Private,187847,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,50,United-States,<=50K
49,Private,84298,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
44,Self-emp-not-inc,254303,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,109611,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,37,Portugal,<=50K
50,Private,189183,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,206951,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Private,282882,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,Private,377061,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
53,Private,209906,1st-4th,2,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,35,Puerto-Rico,<=50K
53,Local-gov,176059,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
31,Private,279015,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,70,Taiwan,>50K
21,Private,347292,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,277314,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
74,<undefined>,29887,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,10,United-States,<=50K
53,Private,341439,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,>50K
47,Private,209460,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,47,United-States,<=50K
60,Private,114263,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,Hungary,>50K
59,Private,230899,9th,5,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,Mexico,<=50K
37,Private,271767,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,48,United-States,>50K
47,Federal-gov,20956,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
49,Private,39986,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
73,Local-gov,45784,Some-college,10,Never-married,Prof-specialty,Other-relative,White,Female,0,0,11,United-States,<=50K
58,Private,126991,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
18,<undefined>,234648,11th,7,Never-married,<undefined>,Own-child,Black,Male,0,0,15,United-States,<=50K
35,Private,207676,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
24,State-gov,413345,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,<=50K
62,Private,122033,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
58,Private,169611,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
51,Private,90363,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,15024,0,40,United-States,>50K
21,Private,372636,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
30,Private,340917,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,34273,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,36,Canada,<=50K
25,Private,161027,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,5178,0,40,United-States,>50K
31,Private,99844,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,45,United-States,<=50K
31,Private,207685,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,34,United-States,<=50K
44,Private,74680,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,50,United-States,>50K
52,Self-emp-inc,334273,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,65,United-States,>50K
30,Private,36069,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,100563,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,174308,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,109413,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
59,Local-gov,212600,Some-college,10,Separated,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
55,Private,271710,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
70,<undefined>,230816,Assoc-voc,11,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
22,Private,103277,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
42,Private,318947,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,187167,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,204742,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Private,282062,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,<undefined>,283510,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Male,0,0,45,United-States,<=50K
25,Private,280093,11th,7,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
31,Private,202729,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,205950,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,392286,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
42,Self-emp-not-inc,119207,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,48,United-States,<=50K
49,Private,195554,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
30,Private,173005,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,44,United-States,<=50K
54,Private,192862,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
39,Private,164712,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,195808,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,199444,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,44,United-States,<=50K
23,Private,126346,9th,5,Never-married,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
54,Private,177675,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,42,United-States,<=50K
23,Private,50341,Masters,14,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
39,Private,237943,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,1726,40,United-States,<=50K
23,Private,126945,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,25,United-States,<=50K
67,<undefined>,92061,HS-grad,9,Widowed,<undefined>,Other-relative,White,Female,0,0,8,United-States,<=50K
19,<undefined>,109938,11th,7,Married-civ-spouse,<undefined>,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K
41,Private,267252,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,1902,40,United-States,>50K
32,Private,174704,11th,7,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
57,Private,124771,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,200603,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,30,United-States,<=50K
60,State-gov,165827,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,60,United-States,>50K
21,Private,301199,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
53,Private,215790,Some-college,10,Widowed,Adm-clerical,Other-relative,White,Female,0,0,22,United-States,<=50K
38,Private,87556,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,United-States,>50K
21,Private,111467,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,82646,Doctorate,16,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,>50K
24,Private,162282,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,239074,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,214925,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,60,United-States,<=50K
23,Private,194247,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,211531,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
32,Local-gov,223267,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
25,Private,201635,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
41,Self-emp-not-inc,188738,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,27,United-States,<=50K
18,Private,133055,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
57,Private,61761,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,45,United-States,<=50K
62,Private,103344,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Male,10520,0,50,United-States,>50K
29,Private,109814,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,225294,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
35,Self-emp-not-inc,97277,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
52,Private,146711,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
28,Private,286452,10th,6,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,20308,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,224203,Some-college,10,Widowed,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Private,225978,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
23,Private,237720,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
31,Private,156743,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,76,United-States,>50K
31,Private,509364,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,Mexico,<=50K
46,Private,144351,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
18,Private,375515,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
57,Self-emp-not-inc,103529,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,>50K
25,Private,199472,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
32,Private,348152,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,221166,9th,5,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,341762,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
17,<undefined>,634226,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,17,United-States,<=50K
43,State-gov,159449,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,110238,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
19,Private,458558,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K
20,Federal-gov,340217,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,155106,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
90,Private,90523,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,0,99,United-States,<=50K
25,Private,122756,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,35,United-States,<=50K
27,Private,293828,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
48,Private,299291,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
48,Federal-gov,483261,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,122038,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
46,Private,160647,Bachelors,13,Widowed,Tech-support,Unmarried,White,Female,0,0,38,United-States,<=50K
32,Private,106541,5th-6th,3,Married-civ-spouse,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
22,Private,126945,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,188505,Bachelors,13,Married-AF-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
31,Private,377850,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
20,Private,193586,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,18,United-States,<=50K
28,Self-emp-not-inc,315417,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,2176,0,40,United-States,<=50K
40,Self-emp-inc,57233,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
39,Private,195253,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
54,Local-gov,172991,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,223215,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,42,United-States,<=50K
17,Private,95799,11th,7,Never-married,Sales,Own-child,White,Female,0,0,18,United-States,<=50K
25,Self-emp-not-inc,213385,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,80,United-States,<=50K
49,Local-gov,202467,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,145574,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,34095,0,60,United-States,<=50K
39,Private,147548,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,105216,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,16,United-States,<=50K
28,Private,77760,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,167990,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Canada,<=50K
44,Private,167005,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,>50K
51,Private,108435,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,47,United-States,>50K
55,Private,56645,Bachelors,13,Widowed,Farming-fishing,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
45,Local-gov,304973,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,78,United-States,>50K
32,Private,42596,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
45,Private,220641,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,101452,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,England,>50K
35,Private,188888,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
55,Local-gov,168790,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
59,Private,98361,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,401762,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K
46,Local-gov,160187,Masters,14,Widowed,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K
23,Private,203715,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,144351,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
34,Private,420749,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,Germany,<=50K
51,Private,106151,11th,7,Divorced,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,362482,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
24,State-gov,38151,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,12,United-States,<=50K
20,Private,42706,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,72,United-States,<=50K
44,Private,126199,Some-college,10,Divorced,Transport-moving,Unmarried,White,Male,1831,0,50,United-States,<=50K
26,Private,165510,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Local-gov,216068,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
23,Private,215624,Some-college,10,Never-married,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
40,Private,239708,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
49,Local-gov,199378,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,230420,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,Private,395022,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,338620,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
62,Private,210142,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Private,446358,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
47,Local-gov,352614,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
36,Private,293528,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,0,3,United-States,<=50K
44,State-gov,55395,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,128538,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
46,Private,428405,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,126838,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,136836,Assoc-acdm,12,Divorced,Transport-moving,Unmarried,Black,Female,0,0,30,United-States,<=50K
48,Private,105838,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,Private,139903,Bachelors,13,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
57,Self-emp-inc,106103,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
33,Private,186824,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,350387,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,15,United-States,<=50K
17,Private,142912,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
63,<undefined>,321403,9th,5,Separated,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
31,Self-emp-inc,114937,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
34,<undefined>,286689,Masters,14,Never-married,<undefined>,Not-in-family,White,Male,4650,0,30,United-States,<=50K
35,Private,147258,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1974,40,United-States,<=50K
20,Private,451996,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,149833,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,211968,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,24,United-States,<=50K
33,Private,287908,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,>50K
36,Private,166549,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,25216,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,286452,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,3418,0,40,United-States,<=50K
47,Private,162034,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
30,Private,186932,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,75,United-States,>50K
34,Private,82938,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,122048,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
33,Private,118710,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,243226,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Self-emp-not-inc,268514,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,365289,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,165365,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,2885,0,40,Laos,<=50K
20,Private,219266,HS-grad,9,Married-civ-spouse,Prof-specialty,Own-child,White,Female,0,0,36,<undefined>,<=50K
24,Private,283757,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,39,United-States,<=50K
44,Federal-gov,206553,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,113364,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,Private,328949,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,83930,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
31,Self-emp-not-inc,325355,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,40,United-States,>50K
20,Private,131852,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
64,Private,119506,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
47,State-gov,100818,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
36,Private,162302,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,182211,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
19,Self-emp-not-inc,194205,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,Mexico,<=50K
22,Private,141040,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,35,United-States,<=50K
56,Private,346033,9th,5,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,177125,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Private,241174,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,99,United-States,>50K
57,Local-gov,130532,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Private,168496,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
34,Private,362787,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
22,<undefined>,244771,11th,7,Separated,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Federal-gov,48123,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Self-emp-inc,173858,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,1902,40,South,>50K
32,Private,207201,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
29,Private,37933,12th,8,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
56,Private,33323,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,175943,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,7298,0,35,United-States,>50K
66,<undefined>,306178,10th,6,Divorced,<undefined>,Not-in-family,White,Male,2050,0,40,United-States,<=50K
71,Local-gov,229110,HS-grad,9,Widowed,Exec-managerial,Other-relative,White,Female,0,0,33,United-States,<=50K
20,Private,113511,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,333677,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,36,United-States,<=50K
42,Private,236021,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,>50K
20,<undefined>,371089,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
61,Private,115023,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,State-gov,133586,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
51,Private,91137,9th,5,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,105598,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,352812,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1902,40,United-States,>50K
31,Private,204829,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,247733,HS-grad,9,Divorced,Priv-house-serv,Unmarried,Black,Female,0,0,16,United-States,<=50K
36,<undefined>,370585,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,103257,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,178915,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,54260,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
43,Private,55395,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,233511,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
49,Private,318331,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,195985,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,38876,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
67,Self-emp-inc,81413,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,172618,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
36,Private,174717,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
67,Private,224984,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,15831,0,16,Germany,>50K
61,Private,423297,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Local-gov,88856,7th-8th,4,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,<undefined>,169104,Assoc-acdm,12,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,16,Philippines,<=50K
35,Federal-gov,39207,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,340018,10th,6,Never-married,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
20,State-gov,30796,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
51,Private,155403,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
23,Private,238092,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,225605,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,24,United-States,<=50K
36,Private,289148,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,339863,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
27,Private,178778,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,80,United-States,>50K
29,Private,568490,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,State-gov,129345,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,447882,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
24,Private,314165,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,20,United-States,<=50K
39,Federal-gov,382859,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,State-gov,82504,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,149700,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,15024,0,40,United-States,>50K
62,Private,209844,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
49,Private,62546,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
20,Private,228686,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,326587,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,202091,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
54,Self-emp-not-inc,310774,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,450246,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,<undefined>,84375,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,45,United-States,<=50K
43,Private,142444,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,55,United-States,>50K
26,Private,82246,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1876,38,United-States,<=50K
24,Private,192766,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,53109,11th,7,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,0,0,20,United-States,<=50K
45,Self-emp-inc,121836,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,<undefined>,>50K
45,Self-emp-not-inc,298130,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
26,Private,135645,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,265275,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
54,<undefined>,410114,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
21,Without-pay,232719,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
29,Private,167716,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,99,United-States,<=50K
68,Private,107627,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,<=50K
21,Private,129674,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,48,Mexico,<=50K
28,Self-emp-inc,114053,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
46,Private,202560,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
35,Private,219902,HS-grad,9,Separated,Transport-moving,Unmarried,Black,Female,0,0,48,United-States,<=50K
50,Self-emp-not-inc,192654,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,25,United-States,<=50K
48,Self-emp-inc,238966,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,<undefined>,112942,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
59,Private,153484,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,50,United-States,>50K
23,Private,161874,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,United-States,<=50K
53,Private,260106,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
50,Self-emp-inc,240374,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
32,<undefined>,251612,5th-6th,3,Never-married,<undefined>,Unmarried,White,Female,0,0,45,Mexico,<=50K
53,Private,223696,12th,8,Married-spouse-absent,Handlers-cleaners,Not-in-family,Other,Male,0,0,56,Dominican-Republic,<=50K
52,Private,176134,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,48,United-States,<=50K
38,Private,186959,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,456236,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
35,Private,98948,Bachelors,13,Married-civ-spouse,Other-service,Wife,White,Female,0,0,32,United-States,<=50K
41,Private,166662,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,448626,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,167482,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,>50K
45,Private,189792,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,399052,9th,5,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,42,United-States,<=50K
40,Private,104196,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
47,Self-emp-not-inc,152752,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
53,Private,268545,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,Jamaica,<=50K
53,Self-emp-inc,148532,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
33,Local-gov,281784,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Male,0,1564,52,United-States,>50K
24,Private,225724,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
34,Private,200192,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Self-emp-inc,170850,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
29,Federal-gov,224858,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
61,State-gov,159908,11th,7,Widowed,Other-service,Unmarried,White,Female,0,0,32,United-States,>50K
31,Private,115488,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,1268339,HS-grad,9,Married-spouse-absent,Tech-support,Own-child,Black,Male,0,0,40,United-States,<=50K
42,Private,195755,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
50,Federal-gov,186272,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,181388,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,177181,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
74,Private,91488,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,20,United-States,<=50K
40,Private,230961,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
75,Self-emp-not-inc,309955,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2174,50,United-States,>50K
40,Local-gov,63042,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
36,Private,29814,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,<undefined>,116230,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
42,<undefined>,167678,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,22,Ecuador,<=50K
28,Private,191088,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
19,Private,63814,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,18,United-States,<=50K
36,Private,285865,Assoc-acdm,12,Separated,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
33,<undefined>,160776,Assoc-voc,11,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,France,<=50K
50,Federal-gov,299831,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,880,40,United-States,<=50K
47,Private,162741,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,Black,Female,15024,0,40,United-States,>50K
48,Private,204990,HS-grad,9,Never-married,Tech-support,Unmarried,Black,Female,0,0,33,Jamaica,<=50K
60,Self-emp-inc,171315,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,296462,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,30,United-States,<=50K
32,Private,103860,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
45,Local-gov,159816,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,35,United-States,>50K
51,Private,96586,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
53,Private,202720,9th,5,Married-spouse-absent,Machine-op-inspct,Unmarried,Black,Male,0,0,75,Haiti,<=50K
34,Private,202822,Masters,14,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
48,Self-emp-not-inc,379883,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Mexico,>50K
68,<undefined>,123464,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,294121,Assoc-acdm,12,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,50,United-States,<=50K
63,<undefined>,179981,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,4,United-States,<=50K
31,Private,234387,HS-grad,9,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,154537,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
32,Private,125856,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
32,Private,156015,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,116632,Bachelors,13,Divorced,Sales,Own-child,White,Male,0,0,80,United-States,<=50K
50,Private,124963,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,United-States,>50K
38,Self-emp-not-inc,115215,10th,6,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,254905,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,195532,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,190067,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,1564,40,United-States,>50K
63,Private,181828,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,<undefined>,<=50K
32,Private,203674,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,880,36,United-States,<=50K
25,Private,322585,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
59,Private,246262,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
22,Local-gov,211129,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,<undefined>,<=50K
49,Private,139268,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,188540,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,<undefined>,251167,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,30,Mexico,<=50K
46,Private,94809,Some-college,10,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,30,United-States,<=50K
37,Local-gov,265038,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
48,Private,182566,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
43,Private,220109,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,1672,44,United-States,<=50K
41,Private,208470,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
54,Private,28683,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3464,0,40,United-States,<=50K
36,Private,233571,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,4,United-States,<=50K
29,Private,24562,Bachelors,13,Divorced,Other-service,Unmarried,Other,Female,0,0,40,United-States,<=50K
66,Local-gov,36364,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2267,40,United-States,<=50K
59,Private,168569,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,167098,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,271579,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
28,Private,191355,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
27,Private,31659,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,60,United-States,>50K
42,State-gov,83411,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
60,Private,40856,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,>50K
58,Private,115605,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,132326,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,220213,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,172511,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
43,Private,156745,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,218916,Prof-school,15,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,Private,306114,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,196675,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,70,United-States,<=50K
59,Self-emp-not-inc,73411,Prof-school,15,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
36,Private,184659,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
72,<undefined>,75890,Some-college,10,Widowed,<undefined>,Unmarried,Asian-Pac-Islander,Female,0,0,4,United-States,<=50K
35,Private,320451,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,65,Hong,>50K
33,Private,172498,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,131588,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Female,0,0,45,United-States,<=50K
40,Private,124520,Assoc-voc,11,Divorced,Craft-repair,Unmarried,White,Male,0,0,50,United-States,>50K
26,Self-emp-not-inc,93806,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
37,Federal-gov,173192,Assoc-voc,11,Separated,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
68,Self-emp-not-inc,198554,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Female,0,0,20,United-States,<=50K
45,Private,26502,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,United-States,>50K
56,Private,225267,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,150042,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,211319,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
38,Private,208358,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,58115,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,41,United-States,<=50K
28,Private,219267,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,28,United-States,<=50K
39,Federal-gov,129573,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
26,Local-gov,27834,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Self-emp-inc,415037,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,>50K
52,Private,191529,Bachelors,13,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
84,Private,132806,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,13,United-States,<=50K
33,Federal-gov,137059,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,10,United-States,<=50K
46,Federal-gov,102308,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
30,Private,164309,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
38,Private,40955,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,England,>50K
66,Private,141085,HS-grad,9,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,8,United-States,<=50K
62,Federal-gov,258124,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Italy,>50K
31,Private,467579,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1887,40,United-States,>50K
31,Private,145139,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,231141,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2829,0,40,United-States,<=50K
60,Self-emp-not-inc,146674,HS-grad,9,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,50,<undefined>,<=50K
27,Private,242207,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
37,<undefined>,102541,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
38,Private,135416,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,267284,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
48,Private,130812,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,183765,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
45,Local-gov,188823,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
22,Private,200593,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,124094,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Poland,<=50K
21,Private,50411,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Local-gov,101689,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,73091,HS-grad,9,Separated,Other-service,Not-in-family,Black,Male,0,1876,50,United-States,<=50K
21,<undefined>,107801,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,6,United-States,<=50K
51,Private,176969,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
30,Private,342709,HS-grad,9,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,368561,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,26915,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
57,Private,157974,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,48,United-States,<=50K
48,Private,109832,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
39,Self-emp-inc,116358,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,7688,0,40,<undefined>,>50K
68,Self-emp-not-inc,195881,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,2414,0,40,United-States,<=50K
33,Private,183000,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
22,Without-pay,302347,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,4416,0,40,United-States,<=50K
18,<undefined>,151463,11th,7,Never-married,<undefined>,Other-relative,White,Male,0,0,7,United-States,<=50K
28,Private,217200,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,31740,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
56,Private,35520,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
36,Private,369843,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,199227,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
18,Private,144711,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,1721,40,United-States,<=50K
39,Private,382802,10th,6,Widowed,Machine-op-inspct,Not-in-family,Black,Male,0,1590,40,United-States,<=50K
25,Private,254781,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,70657,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
56,Self-emp-not-inc,50791,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,1876,60,United-States,<=50K
33,Self-emp-not-inc,222162,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,94606,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,60,United-States,>50K
44,Self-emp-not-inc,104196,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,84,United-States,<=50K
30,Self-emp-not-inc,455995,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,>50K
27,Private,166210,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Private,198986,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Self-emp-inc,292465,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,99388,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,El-Salvador,<=50K
38,Private,698363,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,154940,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,401998,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,20,United-States,<=50K
62,Private,162825,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,271795,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,134671,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,87583,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,14,United-States,<=50K
50,Private,248619,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,130200,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Private,178922,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
23,Private,51985,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,38,United-States,<=50K
37,Private,125933,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
38,State-gov,104280,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
27,Private,617860,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
29,Private,122112,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
45,Local-gov,181758,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Self-emp-inc,223671,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1887,55,United-States,>50K
38,Self-emp-not-inc,140117,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
27,Private,107458,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Federal-gov,215948,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,0,40,<undefined>,<=50K
44,Federal-gov,306440,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Federal-gov,615893,Masters,14,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,Nicaragua,<=50K
28,Self-emp-inc,201186,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,99999,0,40,United-States,>50K
32,Private,37210,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
43,Private,196084,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
45,Local-gov,166181,HS-grad,9,Divorced,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
52,Federal-gov,291096,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,7298,0,40,United-States,>50K
24,Private,232841,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
19,<undefined>,131982,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,408788,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-inc,42924,Doctorate,16,Divorced,Exec-managerial,Not-in-family,White,Male,14084,0,50,United-States,>50K
31,Private,181091,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,200246,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,282023,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
49,Federal-gov,128990,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Private,106838,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,144750,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,18,United-States,<=50K
39,Private,108140,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,103323,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,268022,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
58,Private,197114,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,191628,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,2174,0,40,United-States,<=50K
59,Local-gov,176118,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
24,Private,42401,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,47,United-States,<=50K
42,Private,322385,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2407,0,40,United-States,<=50K
53,State-gov,123011,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
35,Private,210945,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
36,Local-gov,130620,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,China,>50K
26,Private,248990,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
33,Private,132705,9th,5,Separated,Adm-clerical,Not-in-family,White,Male,0,0,48,United-States,<=50K
29,Private,94892,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,141858,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,81232,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
48,Private,114561,Bachelors,13,Married-spouse-absent,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,36,Philippines,>50K
45,Local-gov,191776,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,128354,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,37088,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
21,Private,414812,7th-8th,4,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
63,<undefined>,156799,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
39,Private,33983,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,15024,0,40,United-States,>50K
52,Self-emp-not-inc,194995,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,55,United-States,>50K
41,Self-emp-inc,73431,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Private,155664,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,70,United-States,>50K
27,<undefined>,182386,11th,7,Divorced,<undefined>,Unmarried,White,Female,0,0,35,United-States,<=50K
53,State-gov,281074,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,1092,40,United-States,<=50K
33,Local-gov,248346,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,167482,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
18,<undefined>,171088,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,211763,Doctorate,16,Separated,Prof-specialty,Unmarried,Black,Female,0,0,24,United-States,>50K
20,Private,122166,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,370119,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
36,Self-emp-not-inc,138940,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
41,Private,174575,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,45,United-States,>50K
67,Private,101132,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,1797,0,40,United-States,<=50K
38,Private,292307,Bachelors,13,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,0,0,40,Dominican-Republic,<=50K
47,Self-emp-not-inc,248776,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,25,United-States,<=50K
39,Private,314007,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,213226,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,35,<undefined>,<=50K
36,Private,76845,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
24,Private,148320,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,54261,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
21,Private,223352,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,1055,0,30,United-States,<=50K
21,Private,211013,9th,5,Never-married,Other-service,Own-child,White,Female,0,0,50,Mexico,<=50K
40,Private,209833,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,356272,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
38,Private,143538,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,242960,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
44,Local-gov,263871,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
20,Private,151105,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
44,Private,207685,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,1564,55,England,>50K
49,Local-gov,46537,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,594,0,10,United-States,<=50K
45,Self-emp-inc,84324,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,224716,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,186269,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,143731,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,72,United-States,>50K
39,Private,236391,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,54560,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,266325,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,32,United-States,>50K
32,Federal-gov,42900,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
45,State-gov,183710,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,<=50K
23,Private,278254,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,45,United-States,<=50K
35,Private,119992,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
52,Private,284329,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
55,Private,368727,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,353696,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,31387,Bachelors,13,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,2885,0,25,United-States,<=50K
27,Private,110931,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,169532,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
21,Private,285522,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,198774,Bachelors,13,Divorced,Sales,Other-relative,White,Female,0,0,35,United-States,<=50K
32,Private,123291,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,146110,Some-college,10,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
37,Self-emp-not-inc,29814,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
61,Private,195595,7th-8th,4,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
44,Private,92649,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,>50K
53,Private,290688,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
43,Private,427382,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
60,State-gov,234854,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
23,Private,276568,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,250038,Masters,14,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Mexico,<=50K
29,Private,150861,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,87205,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,55,England,<=50K
47,Private,343579,1st-4th,2,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,12,Mexico,<=50K
20,Private,94401,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,120238,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,40,Poland,>50K
27,Private,205440,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,198996,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,294253,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,27,United-States,<=50K
23,Private,256628,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,32,United-States,<=50K
59,Self-emp-not-inc,223131,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
46,Private,207301,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,37,United-States,<=50K
66,<undefined>,270460,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Local-gov,125457,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,38,United-States,>50K
36,Local-gov,212856,11th,7,Never-married,Other-service,Unmarried,White,Female,0,0,23,United-States,<=50K
44,Private,197389,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
17,Private,73338,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
27,Private,68037,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
32,Private,185027,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
53,Private,107123,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
22,Private,109482,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,98,United-States,<=50K
30,Private,174543,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,208407,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2002,30,United-States,<=50K
68,Self-emp-not-inc,211584,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
39,Private,108540,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,202416,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
62,<undefined>,160155,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,6418,0,40,United-States,>50K
20,Private,176178,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
21,Private,265148,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,38,Jamaica,<=50K
34,Private,220631,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
30,Self-emp-not-inc,303692,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,75,United-States,<=50K
25,Private,135845,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,State-gov,199915,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,21,United-States,<=50K
40,State-gov,150533,Bachelors,13,Married-civ-spouse,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
26,Federal-gov,85482,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,24473,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,272944,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
43,<undefined>,82077,Some-college,10,Divorced,<undefined>,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
49,State-gov,194895,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,314153,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,Private,176253,Some-college,10,Divorced,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
59,Private,113959,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
42,State-gov,167581,Bachelors,13,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
37,Private,79586,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Iran,<=50K
40,Private,166662,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
47,Private,72896,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,345730,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
30,Private,302473,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,42346,HS-grad,9,Widowed,Exec-managerial,Not-in-family,Black,Female,0,0,35,United-States,<=50K
21,Private,243921,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,131620,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Own-child,White,Female,0,0,40,Dominican-Republic,<=50K
47,Private,158924,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
22,Self-emp-not-inc,32921,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,252897,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,14344,0,40,United-States,>50K
41,Private,155657,11th,7,Never-married,Handlers-cleaners,Other-relative,Black,Female,0,0,40,United-States,<=50K
43,Federal-gov,155106,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,53,United-States,<=50K
60,Private,82775,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
73,Private,26248,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
90,Private,88991,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,England,>50K
62,Federal-gov,125155,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
28,Private,218039,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,53524,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,259352,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,296453,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
19,Private,278915,12th,8,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,52,United-States,<=50K
23,Private,565313,Some-college,10,Never-married,Other-service,Own-child,Black,Male,2202,0,80,United-States,<=50K
22,Federal-gov,274103,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
19,Private,271118,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,28,United-States,<=50K
45,Federal-gov,207107,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Male,0,2080,40,Philippines,<=50K
26,Local-gov,138597,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
42,Local-gov,180985,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,99999,0,40,United-States,>50K
62,Self-emp-not-inc,159939,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
61,Private,110920,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,34862,Bachelors,13,Divorced,Sales,Not-in-family,Amer-Indian-Eskimo,Male,0,1564,60,United-States,>50K
22,Local-gov,163205,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,53,United-States,<=50K
56,Private,110003,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,Private,229051,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
24,<undefined>,144898,Some-college,10,Never-married,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,211596,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,48458,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,1669,45,United-States,<=50K
58,Private,201393,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Male,0,1876,40,United-States,<=50K
25,Self-emp-not-inc,136450,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
23,Private,193586,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
23,Private,91189,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,227832,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,271936,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Private,61343,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
30,Private,157778,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,>50K
23,Private,201680,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,228320,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
72,Private,33404,10th,6,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
21,Private,103205,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,279029,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,213092,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,126104,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Female,0,1980,45,United-States,<=50K
32,Private,119124,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
65,Private,31924,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,15,United-States,<=50K
22,Private,253799,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,<undefined>,<=50K
52,Private,266138,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
65,Private,185001,10th,6,Widowed,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
33,Self-emp-not-inc,34102,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Private,115214,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,6497,0,65,United-States,<=50K
27,Private,289484,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,State-gov,287908,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,42,United-States,<=50K
53,Self-emp-not-inc,158284,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
23,Private,60668,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
43,State-gov,222978,Doctorate,16,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
58,Private,244605,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,3908,0,40,United-States,<=50K
38,Private,150601,10th,6,Separated,Adm-clerical,Unmarried,White,Male,0,3770,40,United-States,<=50K
26,Private,199143,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
60,Private,131681,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,Private,346406,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1672,50,United-States,<=50K
33,Federal-gov,391122,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
29,Local-gov,280344,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
54,State-gov,188809,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
41,Private,277488,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,36,United-States,<=50K
63,Self-emp-not-inc,181561,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
31,Private,158545,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,27,United-States,<=50K
23,Private,313573,Bachelors,13,Never-married,Sales,Own-child,Black,Female,0,0,25,United-States,<=50K
31,Private,591711,Some-college,10,Married-spouse-absent,Transport-moving,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
41,Private,268183,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
51,Private,392286,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
59,Private,233312,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,520231,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
24,Self-emp-not-inc,186831,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,45,United-States,<=50K
67,Self-emp-not-inc,141085,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
65,<undefined>,198019,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
47,Local-gov,198660,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
21,Private,409230,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
38,Private,376025,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,80167,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,99357,Masters,14,Divorced,Prof-specialty,Own-child,White,Female,1506,0,40,United-States,<=50K
24,Private,82847,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,50,Portugal,>50K
24,Private,22201,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,40,Thailand,<=50K
38,Private,275223,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
19,Private,117595,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
32,Private,207668,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
63,Self-emp-not-inc,179981,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
18,Private,192583,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
36,Private,66304,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,200671,Bachelors,13,Divorced,Transport-moving,Own-child,Black,Male,6497,0,40,United-States,<=50K
57,Private,32365,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,28497,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,222978,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,1504,40,United-States,<=50K
25,Private,160261,Some-college,10,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,40,China,<=50K
48,Private,120724,12th,8,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,91733,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
74,Self-emp-not-inc,146929,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
44,Private,205706,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,181666,Some-college,10,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
54,Local-gov,279452,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,207568,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,>50K
38,Private,22494,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,7443,0,40,United-States,<=50K
18,Private,210026,10th,6,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
32,Local-gov,190889,Masters,14,Never-married,Prof-specialty,Not-in-family,Other,Female,0,0,40,<undefined>,<=50K
24,Private,109869,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
19,Self-emp-not-inc,285263,9th,5,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,Mexico,<=50K
28,Private,192588,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,232945,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,Other,Male,0,0,30,United-States,<=50K
49,Local-gov,31339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,305147,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,188914,HS-grad,9,Widowed,Machine-op-inspct,Other-relative,Black,Female,0,0,40,Haiti,<=50K
58,Self-emp-not-inc,141165,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
68,Self-emp-inc,136218,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,15,United-States,<=50K
41,Federal-gov,371382,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
21,<undefined>,199177,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,221366,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,50,United-States,>50K
24,Private,403671,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,193871,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,306183,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,44,United-States,<=50K
64,<undefined>,159938,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,8614,0,40,United-States,>50K
54,Private,124194,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,69847,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,30,United-States,<=50K
26,State-gov,169323,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,State-gov,172327,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K
48,Private,118889,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,2885,0,15,United-States,<=50K
50,Private,166220,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,White,Female,3942,0,40,United-States,<=50K
39,Private,186420,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,192779,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
41,Private,105616,Some-college,10,Widowed,Adm-clerical,Unmarried,Black,Female,0,0,48,United-States,<=50K
24,Private,141113,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,2580,0,40,United-States,<=50K
57,Private,160275,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,164507,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Columbia,<=50K
41,Private,207578,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,India,>50K
55,Private,314592,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
41,<undefined>,254630,Assoc-voc,11,Divorced,<undefined>,Not-in-family,White,Male,0,0,80,United-States,<=50K
69,Private,159522,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,Black,Female,2964,0,40,United-States,<=50K
22,Private,112130,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
45,Private,192835,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,3942,0,40,United-States,<=50K
33,Private,206280,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
57,Private,308861,Some-college,10,Separated,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,93206,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,1902,65,United-States,>50K
40,Private,206066,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
48,Self-emp-not-inc,309895,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
38,Local-gov,216129,Some-college,10,Married-spouse-absent,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K
26,State-gov,287420,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
24,Private,163595,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,170092,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
37,Private,287031,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,75,United-States,>50K
42,Private,59474,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,99151,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
37,Private,206888,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
28,Private,177119,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,80,<undefined>,<=50K
22,Private,173736,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,182163,11th,7,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,Germany,<=50K
45,Local-gov,311080,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
29,Self-emp-not-inc,389857,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
23,Private,297152,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,25,United-States,<=50K
24,Federal-gov,130534,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,137301,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
58,Private,316235,HS-grad,9,Divorced,Sales,Other-relative,White,Female,0,0,32,United-States,<=50K
28,Self-emp-inc,32922,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
58,Private,118303,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,35,United-States,>50K
18,Private,188241,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
59,Private,236731,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
39,Private,209397,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Self-emp-inc,290640,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
54,Private,221915,Prof-school,15,Never-married,Prof-specialty,Other-relative,White,Female,0,0,65,United-States,<=50K
51,Private,175246,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
59,Private,159724,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7298,0,55,United-States,>50K
42,State-gov,160369,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
36,Private,461337,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
37,Private,187311,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
32,Private,29312,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,197365,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,301747,HS-grad,9,Separated,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
55,Local-gov,135439,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K
30,Private,340917,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,155057,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
65,<undefined>,200749,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
44,Private,323627,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,5,United-States,<=50K
23,<undefined>,154921,5th-6th,3,Never-married,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,131425,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
60,Private,184242,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
28,Private,149769,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Cambodia,<=50K
44,Private,124924,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Mexico,<=50K
29,Private,253003,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,16,United-States,<=50K
57,State-gov,250976,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,104196,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
34,Self-emp-not-inc,250182,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,188331,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,42,United-States,<=50K
44,Private,187322,Bachelors,13,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,130714,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,22,United-States,<=50K
37,Private,40955,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,107125,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,16,United-States,>50K
51,Private,145714,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,<undefined>,>50K
27,Private,133937,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,State-gov,293485,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,3103,0,40,United-States,>50K
28,<undefined>,203260,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,8,United-States,<=50K
37,Self-emp-not-inc,143368,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
18,Private,51789,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,8,United-States,<=50K
24,State-gov,211049,7th-8th,4,Never-married,Tech-support,Unmarried,White,Female,0,0,20,United-States,<=50K
53,Private,81794,12th,8,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
40,Private,139193,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,1980,48,United-States,<=50K
54,Private,150999,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,60,United-States,<=50K
22,Private,332657,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,240043,10th,6,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,30,United-States,<=50K
43,Private,186188,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,Iran,<=50K
58,State-gov,223400,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,>50K
59,Local-gov,102442,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
31,Private,236599,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
35,Private,283237,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,150106,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
45,Private,102076,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
40,Private,374764,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,32528,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
25,Federal-gov,50053,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
58,Private,212864,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,30673,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,>50K
69,<undefined>,248248,1st-4th,2,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,34,Philippines,<=50K
23,Private,419554,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,54,United-States,<=50K
32,State-gov,177216,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,118158,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
41,Private,116391,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Germany,<=50K
74,Private,194312,9th,5,Widowed,Craft-repair,Not-in-family,White,Male,0,0,10,<undefined>,<=50K
43,Private,111895,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
18,Private,193290,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,1721,20,United-States,<=50K
24,Federal-gov,287988,Bachelors,13,Never-married,Armed-Forces,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Private,147653,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,32,United-States,<=50K
54,Private,117674,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
60,Private,187458,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,410351,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,207578,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
62,<undefined>,55621,Some-college,10,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,35,United-States,>50K
27,State-gov,271243,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Male,0,0,40,Jamaica,<=50K
30,Private,188798,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
63,Local-gov,168656,Bachelors,13,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,35,Outlying-US(Guam-USVI-etc),<=50K
33,Private,460408,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,3325,0,50,United-States,<=50K
34,Private,241885,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
20,<undefined>,133061,9th,5,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,194097,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,219137,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,25,United-States,<=50K
50,Private,31621,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
43,Private,207685,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,57052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2885,0,40,United-States,<=50K
19,Private,109854,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
20,<undefined>,369678,HS-grad,9,Never-married,<undefined>,Not-in-family,Other,Male,0,0,43,United-States,<=50K
17,Private,53611,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,6,United-States,<=50K
47,Private,344916,Assoc-acdm,12,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
25,Local-gov,198813,Bachelors,13,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
71,Private,180733,Masters,14,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
21,Private,188073,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
69,<undefined>,159077,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,48,United-States,<=50K
48,Private,174829,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,142791,7th-8th,4,Widowed,Sales,Other-relative,White,Female,0,1602,3,United-States,<=50K
58,Self-emp-not-inc,43221,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2415,40,United-States,>50K
34,Private,188736,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Female,0,0,20,Columbia,<=50K
33,Local-gov,222654,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,66,<undefined>,<=50K
56,Private,251836,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
40,Federal-gov,112388,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,209641,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
42,Private,313945,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Ecuador,<=50K
19,<undefined>,134974,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,152742,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,3325,0,40,United-States,<=50K
28,Self-emp-inc,153291,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
40,Private,353432,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K
23,Private,96635,Some-college,10,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
46,<undefined>,202560,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
39,Private,150057,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
39,Private,114844,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1876,50,United-States,<=50K
45,Private,132847,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,41356,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
50,Self-emp-not-inc,93705,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,309350,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,123084,11th,7,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
55,Private,174662,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,32,United-States,<=50K
62,Federal-gov,177295,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,211880,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,454915,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,232475,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Self-emp-inc,244605,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
50,Private,150876,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1887,55,United-States,>50K
51,Private,257337,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,329144,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4386,0,45,United-States,>50K
37,Private,116960,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
58,Private,267663,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Mexico,<=50K
39,Private,47871,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,>50K
34,Private,295922,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,England,>50K
45,Private,175625,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
19,<undefined>,129586,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,190179,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
40,Private,168071,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Male,3325,0,40,United-States,<=50K
39,Self-emp-not-inc,202027,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
36,Private,202662,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
56,Private,101436,HS-grad,9,Divorced,Adm-clerical,Other-relative,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
19,<undefined>,119234,Some-college,10,Never-married,<undefined>,Other-relative,White,Female,0,0,15,United-States,<=50K
37,Private,360743,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,>50K
60,Local-gov,93272,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,145574,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Private,101722,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,3908,0,47,United-States,<=50K
34,Private,135785,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
23,<undefined>,218415,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
19,Private,127709,HS-grad,9,Never-married,Farming-fishing,Own-child,Black,Male,0,0,30,United-States,<=50K
37,Federal-gov,448337,HS-grad,9,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
58,Private,310320,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,251521,11th,7,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
39,Private,255503,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
36,Private,116608,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,4865,0,40,United-States,<=50K
26,Private,71009,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
22,Private,174975,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,36,United-States,<=50K
32,Private,108023,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,204018,11th,7,Never-married,Sales,Unmarried,White,Male,0,0,15,United-States,<=50K
57,<undefined>,366563,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
68,Private,121846,7th-8th,4,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
70,Private,278139,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3432,0,40,United-States,<=50K
30,Private,114691,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
19,State-gov,536725,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,15,Japan,<=50K
51,Private,94432,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,286002,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,30,Nicaragua,<=50K
47,Private,101684,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,352834,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,55,United-States,>50K
36,Private,99146,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
30,Private,231413,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,158846,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
41,Local-gov,190786,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
25,Private,306513,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
62,Private,152148,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,309580,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,<undefined>,130832,Bachelors,13,Never-married,<undefined>,Unmarried,White,Female,0,0,10,United-States,<=50K
25,Private,194897,HS-grad,9,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Male,6849,0,40,United-States,<=50K
30,Private,130078,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
48,Private,39986,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,379198,HS-grad,9,Never-married,Other-service,Other-relative,Other,Male,0,0,40,Mexico,<=50K
51,Private,189762,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,15,United-States,>50K
19,Private,178147,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
31,Private,332379,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,175759,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
21,<undefined>,262062,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,275446,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,278522,11th,7,Never-married,Farming-fishing,Own-child,Black,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,54683,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,1590,40,United-States,<=50K
57,Private,136107,9th,5,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
18,Private,205894,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
54,Private,210736,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,Private,166634,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
52,Private,185283,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,180553,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,199058,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,<undefined>,<=50K
18,Private,145005,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
37,Self-emp-not-inc,184655,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
52,Private,358554,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
59,Private,307423,9th,5,Never-married,Other-service,Not-in-family,Black,Male,0,0,50,United-States,<=50K
27,Private,472070,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,115562,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,32446,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-not-inc,33121,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
37,Private,183345,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,Private,119793,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,10520,0,50,United-States,>50K
48,Self-emp-not-inc,97883,HS-grad,9,Separated,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K
58,Self-emp-not-inc,31732,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,206250,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,103323,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,135436,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
36,Private,376455,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
52,Private,160703,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K
30,Private,131699,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,243842,9th,5,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,349910,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
61,Private,170262,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,38,United-States,>50K
33,Private,184306,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,30,United-States,<=50K
46,Private,224202,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
64,Private,151540,11th,7,Widowed,Tech-support,Unmarried,White,Female,0,0,16,United-States,<=50K
28,Private,231197,10th,6,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,Mexico,<=50K
19,Private,279968,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,42,United-States,<=50K
36,Private,162651,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,40,Columbia,<=50K
43,Self-emp-not-inc,130126,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Self-emp-not-inc,160120,Doctorate,16,Divorced,Adm-clerical,Other-relative,Other,Male,0,0,40,<undefined>,<=50K
56,Private,161662,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
24,Local-gov,201664,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,137142,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
45,Self-emp-inc,122206,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
56,Local-gov,183169,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,126513,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
35,Federal-gov,185053,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,408427,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
50,Self-emp-not-inc,198581,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
61,Private,199198,7th-8th,4,Widowed,Other-service,Not-in-family,Black,Female,0,0,21,United-States,<=50K
31,Private,184306,Assoc-voc,11,Never-married,Transport-moving,Own-child,White,Male,0,1980,60,United-States,<=50K
63,Private,172740,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,205153,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,164964,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,162606,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,179627,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,103408,Some-college,10,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,Germany,>50K
27,Private,36440,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,57512,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,48,United-States,<=50K
27,Private,187981,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,393768,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,108726,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,180551,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
51,Self-emp-not-inc,176240,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
56,Private,70720,12th,8,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,35890,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,283676,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
34,Local-gov,105540,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2051,40,United-States,<=50K
44,Private,408717,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,3674,0,50,United-States,<=50K
21,Private,57916,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,177974,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,70,United-States,<=50K
34,<undefined>,177304,10th,6,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,Columbia,<=50K
18,Private,115839,12th,8,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,<undefined>,205256,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2885,0,80,United-States,<=50K
38,Private,117802,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,65,United-States,>50K
19,Private,211355,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,12,United-States,<=50K
46,Private,173243,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,343200,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
22,Private,401690,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,Mexico,<=50K
38,Private,196123,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,168981,Masters,14,Divorced,Exec-managerial,Own-child,White,Female,14084,0,50,United-States,>50K
83,Self-emp-not-inc,213866,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,8,United-States,<=50K
34,Private,55176,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
38,Private,153976,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,119176,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,169117,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,1887,40,United-States,>50K
38,Private,156550,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,109609,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
38,Private,26698,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,236497,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
33,State-gov,306309,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
17,Private,242773,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,124680,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,6849,0,60,United-States,<=50K
52,Local-gov,43909,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,112820,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,White,Male,2463,0,40,United-States,<=50K
25,Private,148300,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
17,Private,133449,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,26,United-States,<=50K
22,Private,263670,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,80,United-States,<=50K
22,Private,276494,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Private,190115,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
58,Private,317479,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
39,Private,151248,Some-college,10,Divorced,Sales,Other-relative,White,Female,0,0,35,United-States,<=50K
59,Local-gov,130532,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,40,Poland,<=50K
61,Private,160062,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,299635,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
50,Private,171225,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
51,Private,33304,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,95634,Bachelors,13,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,45,<undefined>,<=50K
20,Private,243878,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
38,Local-gov,181721,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
44,Federal-gov,201435,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
28,Private,334032,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
50,Private,220019,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
53,Private,71772,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Self-emp-not-inc,27661,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,191411,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,45,India,<=50K
39,Private,123945,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
38,Self-emp-not-inc,37778,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
34,State-gov,171216,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
40,Private,93955,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
63,Private,163809,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
53,Private,346754,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
43,Private,188436,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,<=50K
28,Private,72443,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,1669,60,United-States,<=50K
68,Private,186350,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,10,United-States,>50K
22,<undefined>,214238,7th-8th,4,Never-married,<undefined>,Unmarried,White,Female,0,0,40,Mexico,<=50K
46,State-gov,394860,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,<=50K
57,Private,262642,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,125550,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
66,Private,192504,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,131310,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
54,Private,249322,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
38,Private,172755,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,209993,11th,7,Separated,Priv-house-serv,Unmarried,White,Female,0,0,8,Mexico,<=50K
30,Private,166961,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,37,United-States,<=50K
39,Private,315291,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,284703,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
50,Private,166565,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
30,Self-emp-not-inc,173854,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,189219,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,210781,Bachelors,13,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,France,<=50K
59,Local-gov,171328,HS-grad,9,Separated,Protective-serv,Other-relative,Black,Female,0,2339,40,United-States,<=50K
45,Private,199832,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,15,United-States,<=50K
64,Private,251292,5th-6th,3,Separated,Other-service,Other-relative,White,Female,0,0,20,Cuba,<=50K
61,Private,122246,12th,8,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
42,Private,190767,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,278736,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
53,Private,124963,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,167476,11th,7,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,7,United-States,<=50K
34,Local-gov,246104,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
41,Private,171615,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,48,United-States,<=50K
67,Private,264095,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,9386,0,24,Cuba,>50K
46,Private,177114,Assoc-acdm,12,Widowed,Prof-specialty,Unmarried,White,Female,0,0,27,United-States,<=50K
32,Private,146154,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
41,Private,198196,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,79712,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,154785,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Private,182423,HS-grad,9,Divorced,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
20,<undefined>,347292,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,32,United-States,<=50K
34,Private,118584,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,219835,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,<undefined>,<=50K
17,<undefined>,148769,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
45,Private,197418,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
21,Private,253190,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,192273,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,129573,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,<=50K
17,Private,173807,11th,7,Never-married,Craft-repair,Own-child,White,Female,0,0,15,United-States,<=50K
35,Private,217893,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
38,Private,102938,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Local-gov,407495,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,>50K
25,Private,50053,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,Japan,<=50K
57,Private,233382,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,Cuba,<=50K
32,Private,270968,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
39,Local-gov,272166,Bachelors,13,Separated,Prof-specialty,Not-in-family,Black,Male,0,0,30,United-States,<=50K
23,Private,199915,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
21,Private,305781,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,45,United-States,<=50K
47,Private,107682,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
25,Private,188507,7th-8th,4,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,Dominican-Republic,<=50K
18,<undefined>,28311,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
41,Federal-gov,197069,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Male,4650,0,40,United-States,<=50K
19,Private,177839,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
24,Private,77665,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
57,Private,127728,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
51,<undefined>,172175,Doctorate,16,Never-married,<undefined>,Not-in-family,White,Male,0,2824,40,United-States,>50K
32,Private,106742,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,192838,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
40,Private,79531,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,75,United-States,>50K
21,State-gov,337766,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
45,Self-emp-not-inc,33234,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
17,<undefined>,34088,12th,8,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
55,Private,176904,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,172148,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
49,Private,199058,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
38,Private,48093,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,143664,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,168337,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
43,Private,195212,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,<undefined>,<=50K
39,Private,230329,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Canada,>50K
42,Private,376072,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
32,Private,430175,HS-grad,9,Divorced,Craft-repair,Other-relative,Black,Female,0,0,50,United-States,<=50K
44,Federal-gov,240628,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,2354,0,40,United-States,<=50K
50,Self-emp-inc,158294,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,80,United-States,>50K
55,Private,28735,HS-grad,9,Divorced,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,45,United-States,<=50K
37,Private,167482,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
59,Private,113203,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,103948,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,310525,12th,8,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,32,United-States,<=50K
35,Private,105138,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
44,Private,153489,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
57,State-gov,254949,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,118149,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,267965,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
43,Private,50646,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
33,Private,147700,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,United-States,<=50K
18,Private,446771,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
47,Private,168262,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,117058,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Self-emp-not-inc,140957,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,>50K
35,Private,186126,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,<undefined>,<=50K
49,Private,268234,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,485117,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,31350,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,60,England,<=50K
36,State-gov,210830,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,30,United-States,<=50K
29,Private,196420,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
52,Private,172165,10th,6,Divorced,Other-service,Other-relative,White,Female,0,0,25,United-States,<=50K
50,Self-emp-not-inc,186565,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,119359,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,109684,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,169589,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
49,Private,125421,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
31,Private,500002,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,Mexico,<=50K
33,Private,224141,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,113290,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,15,United-States,<=50K
62,<undefined>,123992,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,58098,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,1974,40,United-States,<=50K
46,<undefined>,37672,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
55,Private,198145,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
49,Federal-gov,35406,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,20,United-States,<=50K
22,Private,199419,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,145441,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
58,Private,238438,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,<=50K
48,State-gov,212954,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
21,Private,56582,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
67,Local-gov,176931,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
39,Self-emp-not-inc,188571,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
52,Federal-gov,312500,Assoc-voc,11,Divorced,Farming-fishing,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,278404,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,114225,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
18,Private,184016,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
41,Local-gov,183009,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
59,Private,205759,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,462294,Assoc-acdm,12,Never-married,Other-service,Own-child,Black,Male,0,0,44,United-States,<=50K
42,Private,102085,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
54,Self-emp-not-inc,83311,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,>50K
39,Private,248694,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
57,Local-gov,190747,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,162988,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
31,Self-emp-not-inc,156890,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,310380,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Black,Female,0,0,45,United-States,<=50K
35,Private,172186,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,311497,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Self-emp-inc,443508,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
31,Private,152156,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,155890,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
38,State-gov,312528,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,37,United-States,<=50K
51,Private,282744,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Canada,<=50K
27,Private,205145,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,<undefined>,119918,Bachelors,13,Never-married,<undefined>,Not-in-family,Black,Male,0,0,45,<undefined>,<=50K
22,Private,401451,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,>50K
72,<undefined>,173427,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Cuba,<=50K
25,Private,189027,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,35551,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
23,Private,42706,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
63,Private,106910,5th-6th,3,Widowed,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,19,Philippines,<=50K
23,Private,53245,9th,5,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,221672,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
75,Private,71898,Preschool,1,Never-married,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,0,0,48,Philippines,<=50K
52,Private,222107,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,50,United-States,<=50K
69,Private,277588,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,10,United-States,<=50K
52,Private,178983,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
40,Federal-gov,391744,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,418020,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
21,State-gov,39236,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,8,United-States,<=50K
30,Private,86808,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
46,Private,147640,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,1902,40,United-States,<=50K
21,Private,184756,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
44,Private,191256,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,State-gov,105943,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,3908,0,40,United-States,<=50K
40,Private,101272,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
33,State-gov,175023,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,37,United-States,<=50K
22,Self-emp-not-inc,357612,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
23,Private,82777,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
75,Self-emp-not-inc,218521,Some-college,10,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
55,Private,179534,11th,7,Widowed,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
24,<undefined>,33339,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
45,Private,148549,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,27828,0,56,United-States,>50K
31,Private,198069,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
49,Private,236586,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
26,Local-gov,167261,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Private,160942,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,3103,0,50,United-States,<=50K
44,Private,107584,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,3908,0,50,United-States,<=50K
28,Local-gov,251854,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
79,<undefined>,163140,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
51,Private,302579,HS-grad,9,Divorced,Other-service,Other-relative,Black,Female,0,0,30,United-States,<=50K
44,Self-emp-inc,64632,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,83141,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,326048,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,83471,HS-grad,9,Widowed,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
23,Private,170070,12th,8,Never-married,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
25,Private,207875,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
48,Private,119722,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,8,United-States,<=50K
18,Private,335665,11th,7,Never-married,Other-service,Other-relative,Black,Female,0,0,24,United-States,<=50K
25,Private,212522,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
19,Private,42069,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,2176,0,45,United-States,<=50K
26,<undefined>,131777,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,2002,40,United-States,<=50K
33,Private,236396,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
42,Private,159911,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,133833,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,226947,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,174201,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,49707,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
33,Private,201988,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
62,Self-emp-not-inc,162347,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,>50K
30,Private,182833,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
22,Private,383603,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,70466,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,184846,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,60,United-States,<=50K
25,Private,176756,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,112512,HS-grad,9,Widowed,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,137296,Assoc-acdm,12,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
28,Private,37821,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
25,Private,295108,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,25,United-States,<=50K
40,Private,408717,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,255635,9th,5,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,Mexico,<=50K
48,Self-emp-not-inc,177783,7th-8th,4,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
63,Self-emp-not-inc,179400,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2290,0,20,United-States,<=50K
31,Private,240283,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
36,Private,410034,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
39,Private,180667,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,196332,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
32,Local-gov,159187,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
46,Private,225065,Preschool,1,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Mexico,<=50K
19,Private,178147,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
30,Private,272669,Some-college,10,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
35,Private,347491,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,<undefined>,146399,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,55,United-States,<=50K
33,Private,75167,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
25,Private,133373,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Local-gov,84737,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,35,United-States,>50K
18,Private,96483,HS-grad,9,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
59,Private,368005,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,State-gov,36032,HS-grad,9,Divorced,Protective-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Private,174215,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
24,Private,228772,5th-6th,3,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,Mexico,<=50K
22,Private,242912,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
49,Self-emp-inc,86701,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,56,United-States,>50K
35,Private,166549,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Local-gov,121622,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,1380,40,United-States,<=50K
18,Private,201613,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
35,Private,29874,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,168138,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,162404,Bachelors,13,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,60,United-States,<=50K
21,<undefined>,162160,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
26,Private,139116,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,50,United-States,<=50K
44,Private,192381,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,40,United-States,>50K
39,Private,370585,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
40,State-gov,151038,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
70,Self-emp-not-inc,36311,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,35,United-States,>50K
34,Private,271933,Masters,14,Never-married,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
34,Private,182401,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
66,Private,234743,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,182140,HS-grad,9,Separated,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,215591,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
59,Self-emp-not-inc,96459,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,<undefined>,205562,Masters,14,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
47,Private,188081,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
33,State-gov,121245,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
18,Private,127273,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,20,United-States,<=50K
25,Private,114345,9th,5,Never-married,Craft-repair,Unmarried,White,Male,914,0,40,United-States,<=50K
22,Private,341227,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,20,United-States,<=50K
40,Local-gov,166893,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
68,<undefined>,65730,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
30,Private,145231,Assoc-acdm,12,Divorced,Adm-clerical,Own-child,White,Female,0,1762,40,United-States,<=50K
73,Self-emp-not-inc,102510,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,6418,0,99,United-States,>50K
45,Self-emp-not-inc,285335,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K
23,Private,177087,11th,7,Never-married,Adm-clerical,Unmarried,Black,Male,0,0,35,United-States,<=50K
40,Private,240504,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
39,Private,218490,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
23,Private,384651,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,189551,HS-grad,9,Divorced,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
53,Private,194791,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,194630,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,35,United-States,<=50K
53,Private,177647,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,51620,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,251421,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,180477,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,<=50K
40,State-gov,391736,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,State-gov,170091,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,6,United-States,<=50K
36,Private,175360,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,13550,0,50,United-States,>50K
35,Private,276153,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,4650,0,40,United-States,<=50K
53,Federal-gov,105788,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,50,United-States,>50K
42,Local-gov,248476,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,>50K
32,Private,168443,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
33,Private,120201,HS-grad,9,Divorced,Adm-clerical,Own-child,Other,Female,0,0,65,United-States,<=50K
59,Private,114678,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,60,United-States,<=50K
36,Private,167440,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,<=50K
37,Self-emp-not-inc,265266,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Cuba,>50K
31,Private,212235,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,Private,44671,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
44,State-gov,87282,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,38,United-States,<=50K
27,Private,112754,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,60,United-States,>50K
29,Self-emp-not-inc,322238,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,65382,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,115176,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
48,Self-emp-not-inc,162236,Masters,14,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,<undefined>,>50K
42,Private,409902,HS-grad,9,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,25,United-States,<=50K
60,Local-gov,204062,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
35,Private,283305,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,435638,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Self-emp-inc,114733,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,36,United-States,<=50K
22,Private,162343,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,22,United-States,<=50K
18,<undefined>,195981,HS-grad,9,Widowed,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,79531,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,State-gov,395078,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Local-gov,159641,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,625,40,United-States,<=50K
21,Private,159567,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
49,Private,133917,Assoc-voc,11,Never-married,Sales,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
52,Private,196894,11th,7,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
39,Local-gov,132879,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
23,Private,190290,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,102828,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,49,United-States,<=50K
31,Private,128493,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
30,State-gov,290677,Masters,14,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
21,Private,283757,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
38,Local-gov,169104,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
51,Private,171409,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-not-inc,319165,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
22,Private,203182,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,30,United-States,<=50K
20,<undefined>,211968,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,45,United-States,<=50K
26,Private,215384,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1974,55,United-States,<=50K
26,Private,166666,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
41,Private,156566,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,140564,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Local-gov,322208,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
65,Private,420277,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,123430,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,Mexico,<=50K
45,Self-emp-inc,151584,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
37,Self-emp-not-inc,348960,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
47,Private,168232,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,45,United-States,>50K
47,Self-emp-inc,201699,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,511517,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,118001,10th,6,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,193961,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
21,Private,32732,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,223548,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
33,Private,389932,HS-grad,9,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,55,United-States,<=50K
29,Private,102345,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,52,United-States,<=50K
41,Private,107584,Some-college,10,Separated,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
20,<undefined>,34321,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
20,State-gov,39478,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,54,United-States,<=50K
34,Self-emp-not-inc,276221,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
78,Self-emp-inc,385242,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,9386,0,45,United-States,>50K
46,Private,235646,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,123306,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
59,Private,38573,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,216889,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,386705,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,24,United-States,<=50K
47,Self-emp-not-inc,249585,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
31,Local-gov,47276,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,38,United-States,>50K
42,Self-emp-not-inc,162758,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,56,United-States,>50K
46,Local-gov,146497,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,190765,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,44,United-States,<=50K
21,Private,186314,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,213615,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
38,Private,162322,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
44,State-gov,115932,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,392694,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
38,State-gov,143517,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
50,Self-emp-inc,123429,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Italy,>50K
53,Private,254285,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Private,238311,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,36,United-States,>50K
49,Private,281647,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
30,Private,75167,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
19,Private,252862,Assoc-voc,11,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
59,Self-emp-not-inc,199240,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,20,England,<=50K
43,Private,145762,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Local-gov,142443,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,99361,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
36,Private,105138,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,183171,11th,7,Never-married,Other-service,Own-child,Black,Male,1055,0,32,United-States,<=50K
18,Private,151866,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
60,Private,297261,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
43,Private,148998,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,143046,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,183850,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
55,Self-emp-not-inc,248841,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
31,Private,198452,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,161092,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,112497,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,155963,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
28,Private,147560,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1902,55,United-States,>50K
24,Private,376393,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,State-gov,151790,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
21,Private,438139,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
20,<undefined>,163911,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,214896,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
30,Private,102821,Some-college,10,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
44,Self-emp-not-inc,90021,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
45,Private,77085,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,>50K
42,Private,158555,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,<undefined>,28160,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,462255,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,144949,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,116207,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,United-States,<=50K
17,Private,187308,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
45,Local-gov,189890,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,185267,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,63434,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Private,1366120,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,8,United-States,<=50K
41,Self-emp-inc,495061,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,70,United-States,>50K
34,Local-gov,134886,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,1740,35,United-States,<=50K
33,Private,129707,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,>50K
17,<undefined>,181337,10th,6,Never-married,<undefined>,Own-child,Other,Female,0,0,20,United-States,<=50K
51,Private,74784,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
33,Private,44392,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
23,Private,406641,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Female,0,0,18,United-States,<=50K
52,Private,89041,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,>50K
36,<undefined>,139770,Some-college,10,Divorced,<undefined>,Own-child,White,Female,0,0,32,United-States,<=50K
25,Private,180212,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,<undefined>,338212,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
64,Self-emp-not-inc,178472,9th,5,Separated,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Private,384236,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
29,Private,168470,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
26,Local-gov,80485,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,<=50K
38,<undefined>,181705,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
24,Private,216867,10th,6,Never-married,Other-service,Other-relative,White,Male,0,0,30,Mexico,<=50K
43,Federal-gov,214541,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,383239,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
28,Private,70034,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
18,<undefined>,266287,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
44,Private,128485,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
81,<undefined>,89015,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,18,United-States,<=50K
55,Private,106740,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
52,Private,167527,11th,7,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,19302,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
35,Private,210150,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,179824,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,36,United-States,<=50K
27,Private,420351,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
23,State-gov,215443,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,15,United-States,<=50K
26,Private,116044,11th,7,Separated,Craft-repair,Other-relative,White,Male,2907,0,50,United-States,<=50K
33,Private,215306,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Cuba,<=50K
39,Private,108069,Some-college,10,Never-married,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,260046,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,31053,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,362302,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
54,Private,87205,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
45,Private,191703,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Private,242968,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
23,Local-gov,185575,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,177858,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,2174,0,40,United-States,<=50K
33,Self-emp-not-inc,73585,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,301802,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
32,Self-emp-inc,108467,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
47,Private,431245,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,157217,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,Private,204935,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,277112,11th,7,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
64,Self-emp-inc,59145,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,United-States,>50K
30,Local-gov,159773,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
51,Private,118793,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,>50K
26,State-gov,152457,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,187901,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,1504,40,United-States,<=50K
50,Private,266529,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,256179,Some-college,10,Never-married,<undefined>,Own-child,White,Male,594,0,10,United-States,<=50K
63,Private,113756,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
48,Private,83444,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K
37,Self-emp-inc,30529,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2415,50,United-States,>50K
51,<undefined>,146325,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,28,United-States,<=50K
29,Private,198825,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
69,Private,71489,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
56,Private,111218,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
26,<undefined>,221626,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
39,Local-gov,203482,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
42,Self-emp-not-inc,352196,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,22,United-States,<=50K
41,Federal-gov,355918,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
45,Private,168262,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
23,Private,182615,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,211482,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
34,Private,386370,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
31,<undefined>,85077,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,1902,20,United-States,>50K
46,Local-gov,180010,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
46,Without-pay,142210,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,25,United-States,<=50K
33,Private,415706,5th-6th,3,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
46,Private,237731,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,343506,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
49,Local-gov,116163,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,France,<=50K
66,<undefined>,206560,HS-grad,9,Widowed,<undefined>,Not-in-family,Other,Female,0,0,35,Puerto-Rico,<=50K
55,State-gov,153451,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,1887,40,United-States,>50K
35,Private,301862,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,33429,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,169583,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,146497,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,16,Germany,<=50K
48,Self-emp-not-inc,383384,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Private,240809,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,56,United-States,<=50K
38,Private,203763,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,218785,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
23,<undefined>,381741,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Male,0,1721,20,United-States,<=50K
17,Private,244602,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
44,State-gov,175696,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,101027,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
37,Private,99270,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Female,0,0,40,United-States,<=50K
49,Private,224393,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
42,Private,192381,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,131686,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
73,<undefined>,84390,Assoc-voc,11,Married-spouse-absent,<undefined>,Not-in-family,White,Female,0,0,32,United-States,<=50K
44,Private,277533,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,72880,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,<undefined>,149646,Some-college,10,Divorced,<undefined>,Own-child,White,Female,0,0,20,<undefined>,<=50K
49,Private,209057,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,108909,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
42,Private,74949,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,235639,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,137421,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,37,Hong,<=50K
53,Private,122412,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,434894,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
35,Private,379959,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,95885,11th,7,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,13550,0,60,United-States,>50K
39,Private,225330,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,50,Poland,>50K
40,Private,32627,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,65171,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,193380,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,184823,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,81259,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
35,Private,301369,12th,8,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,190968,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
71,Private,196610,7th-8th,4,Widowed,Exec-managerial,Not-in-family,White,Male,6097,0,40,United-States,>50K
31,Private,330715,HS-grad,9,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Local-gov,77698,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,139770,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,6849,0,40,United-States,<=50K
24,Private,109053,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
69,Private,312653,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
35,Self-emp-not-inc,193260,Masters,14,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
35,Private,331831,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,54202,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,10520,0,50,United-States,>50K
51,Private,163948,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
48,Private,36228,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,44,United-States,<=50K
49,Private,160167,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,178356,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,2407,0,99,United-States,<=50K
43,Private,104196,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,288353,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,187693,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,114988,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Local-gov,117392,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,121124,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
53,Private,195638,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,245053,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Male,0,1504,40,United-States,<=50K
49,State-gov,216734,Prof-school,15,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,<undefined>,197827,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,49156,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,126133,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,304463,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
34,Private,214288,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,274969,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Female,0,0,42,United-States,<=50K
23,Private,189072,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Female,0,0,45,United-States,<=50K
46,Private,128047,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K
20,Private,210338,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
63,Private,122442,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,167081,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,3103,0,50,United-States,<=50K
33,Private,251421,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Federal-gov,219519,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
36,Private,33355,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,45,United-States,<=50K
25,Private,441210,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
54,Local-gov,178356,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,231196,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,State-gov,40925,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,270587,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,England,<=50K
40,Private,219266,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
27,Private,114967,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,344492,HS-grad,9,Separated,Sales,Own-child,White,Female,0,0,26,United-States,<=50K
22,Private,369387,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
80,Self-emp-not-inc,101771,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
52,Private,137428,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
40,Federal-gov,121012,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,48,United-States,>50K
48,Private,139290,10th,6,Separated,Machine-op-inspct,Own-child,White,Female,0,0,48,United-States,<=50K
62,Private,199193,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,25,United-States,<=50K
32,Private,286689,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,42,United-States,>50K
21,<undefined>,123727,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,28,United-States,<=50K
58,Federal-gov,208640,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,120130,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
29,Self-emp-inc,241431,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
25,Private,120450,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,152240,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,200960,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
30,Federal-gov,314310,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Local-gov,44566,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,<=50K
59,Private,21792,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,10,United-States,<=50K
36,Private,182074,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,221850,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Ecuador,>50K
42,Private,240628,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
34,Private,318641,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,>50K
27,Self-emp-not-inc,140863,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,129150,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
41,Private,143003,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,7298,0,60,India,>50K
34,Self-emp-not-inc,198664,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,15024,0,70,South,>50K
41,Private,244945,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,138514,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,92008,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Female,0,0,28,United-States,<=50K
23,Private,207415,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,188626,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
38,Private,257250,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,60,United-States,>50K
27,Private,133696,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,88,United-States,<=50K
21,Private,195919,10th,6,Never-married,Handlers-cleaners,Not-in-family,Other,Male,0,0,40,Dominican-Republic,<=50K
41,Private,119266,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,140474,Assoc-acdm,12,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,35,United-States,<=50K
25,Private,69739,10th,6,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,293176,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
23,Private,217961,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
40,Local-gov,163725,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
23,Private,419394,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,9,United-States,<=50K
18,Private,220836,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Private,334291,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,Private,298601,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,3781,0,40,United-States,<=50K
36,Private,200360,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,203482,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,Private,99126,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,40,United-States,>50K
62,Private,109190,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
34,Private,34848,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,4064,0,40,United-States,<=50K
27,Private,29732,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,4865,0,36,United-States,<=50K
23,Private,87867,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
55,Private,123515,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,175935,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,229456,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,38,United-States,<=50K
44,Private,184105,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,4386,0,40,United-States,>50K
42,Local-gov,99554,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,190227,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
25,Private,29020,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,45,United-States,<=50K
31,Private,306459,1st-4th,2,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,35,Honduras,<=50K
42,Private,193995,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
26,Private,105059,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
62,Private,71751,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,98,United-States,>50K
28,Private,176683,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,50,United-States,>50K
34,Private,342709,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,53838,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
45,Local-gov,209482,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
44,Private,214242,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
47,<undefined>,34458,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
35,Private,100375,Some-college,10,Married-spouse-absent,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,149949,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,189762,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,56,United-States,<=50K
46,Private,79874,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,53,United-States,>50K
66,Self-emp-not-inc,104576,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,8,United-States,>50K
34,State-gov,355700,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
26,Private,213625,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,204984,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Private,144593,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
23,Private,217169,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,184883,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
44,<undefined>,136419,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,57758,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,68,United-States,>50K
54,Self-emp-not-inc,30908,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
71,Private,217971,9th,5,Widowed,Sales,Unmarried,White,Female,0,0,13,United-States,<=50K
51,Private,160703,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,142675,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
75,<undefined>,248833,HS-grad,9,Married-AF-spouse,<undefined>,Wife,White,Female,2653,0,14,United-States,<=50K
57,Private,171242,11th,7,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Canada,<=50K
34,Private,376979,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,175935,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,14084,0,40,United-States,>50K
21,Private,277530,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,104501,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,Private,94041,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,Ireland,<=50K
37,Local-gov,593246,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
19,Private,121074,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,<=50K
64,Private,192596,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
17,Private,142457,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
37,Private,136028,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,216145,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,4650,0,45,United-States,<=50K
20,Private,157894,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
39,Self-emp-not-inc,164593,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,4787,0,40,United-States,>50K
18,Private,252993,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,Columbia,<=50K
42,Private,145711,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
43,Private,358199,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,3103,0,40,United-States,>50K
42,Private,219591,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,55,United-States,>50K
53,Local-gov,205005,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,60,United-States,>50K
52,Private,221936,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,120914,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
77,Self-emp-inc,155761,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,8,United-States,<=50K
25,Private,195914,Some-college,10,Never-married,Sales,Own-child,Black,Female,3418,0,30,United-States,<=50K
38,Local-gov,236687,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,318036,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,53306,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Private,174645,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,321817,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,206948,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
47,Federal-gov,402975,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
72,<undefined>,289930,Bachelors,13,Separated,<undefined>,Not-in-family,White,Female,991,0,7,United-States,<=50K
42,Private,367049,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,4650,0,40,United-States,<=50K
36,Private,143486,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
42,Self-emp-inc,27187,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
24,Private,187717,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,378104,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,113870,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
42,Private,252518,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
24,Private,326334,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,279914,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
29,Private,320451,HS-grad,9,Never-married,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
36,Private,207853,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
78,Self-emp-inc,237294,HS-grad,9,Widowed,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
43,Private,112181,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,1902,32,United-States,>50K
34,State-gov,259705,Some-college,10,Separated,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
20,<undefined>,117789,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,449432,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,89083,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,59612,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
21,Private,129980,9th,5,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,108233,Assoc-acdm,12,Separated,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Private,342709,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,126675,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,141118,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,<undefined>,273701,Some-college,10,Never-married,<undefined>,Other-relative,Black,Male,34095,0,10,United-States,<=50K
46,Private,173243,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Local-gov,161092,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,209691,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,42,United-States,>50K
36,Private,89508,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,399522,11th,7,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
60,State-gov,136939,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
56,Local-gov,264436,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,199572,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
61,Federal-gov,28291,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
50,Private,215990,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
56,Self-emp-not-inc,179594,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
61,Self-emp-inc,139391,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1902,35,United-States,>50K
45,Private,187370,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,7430,0,70,United-States,>50K
31,Private,473133,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,40,United-States,>50K
60,Self-emp-not-inc,205246,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Male,0,2559,50,United-States,>50K
26,Private,182308,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,51662,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,289468,11th,7,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,201954,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,>50K
45,Self-emp-not-inc,26781,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
58,Private,100960,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,203761,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,2354,0,40,United-States,<=50K
23,Private,213811,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,124672,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
19,Private,219300,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
22,Private,270436,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,212619,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,193586,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,3908,0,40,United-States,<=50K
40,Private,84136,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
55,Federal-gov,264834,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,State-gov,98995,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,278254,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,167987,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,72887,Bachelors,13,Married-spouse-absent,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
17,Private,176467,9th,5,Never-married,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K
51,Self-emp-not-inc,85902,10th,6,Widowed,Transport-moving,Other-relative,White,Female,0,0,40,United-States,<=50K
37,Private,223433,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-inc,108435,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
24,Private,172496,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,241998,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
48,Private,245948,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,2174,0,40,United-States,<=50K
23,Private,187513,Assoc-voc,11,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,440138,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,45,England,<=50K
24,Private,218215,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
50,Private,158948,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,40,United-States,<=50K
34,Private,94413,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
45,Private,183598,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,192664,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,392812,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
21,Private,155818,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
32,Private,195000,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,308205,5th-6th,3,Never-married,Farming-fishing,Other-relative,White,Male,0,0,40,Mexico,<=50K
53,Private,104879,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
36,Private,152307,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,145964,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,97419,HS-grad,9,Married-civ-spouse,Protective-serv,Wife,Black,Female,0,0,40,United-States,<=50K
25,<undefined>,12285,Some-college,10,Never-married,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
30,Private,263150,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,20,United-States,<=50K
49,<undefined>,189885,HS-grad,9,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
23,Private,151888,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,254167,10th,6,Separated,Transport-moving,Own-child,White,Male,0,0,35,United-States,<=50K
45,Local-gov,331482,Assoc-acdm,12,Divorced,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
61,Local-gov,177189,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,<=50K
35,Private,186886,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
20,Private,33221,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
27,Private,188171,10th,6,Never-married,Adm-clerical,Own-child,White,Male,0,0,60,United-States,<=50K
23,Private,209770,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,164488,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
65,Local-gov,180869,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
25,Private,190350,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,137192,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,1977,50,South,>50K
45,Private,204057,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,Germany,<=50K
46,Private,198774,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,323,45,United-States,<=50K
67,Private,134906,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
40,Private,174515,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,259363,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
44,Self-emp-not-inc,201742,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,50,United-States,>50K
35,Private,209609,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,185127,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,462838,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,48,United-States,<=50K
37,Private,176967,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
54,Private,284129,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
33,Federal-gov,37546,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
46,Private,116666,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,120724,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,40,United-States,<=50K
27,Private,314240,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,3325,0,40,United-States,<=50K
49,Private,423222,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
51,Private,201127,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,202239,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,209629,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,165922,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
24,Private,133520,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
66,<undefined>,99888,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,176410,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
35,Federal-gov,103214,Doctorate,16,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,0,0,60,United-States,>50K
34,Private,122612,Bachelors,13,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,7688,0,50,Philippines,>50K
50,Private,226735,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,70,United-States,>50K
43,Self-emp-inc,151089,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,244312,9th,5,Never-married,Craft-repair,Own-child,White,Male,0,0,30,El-Salvador,<=50K
33,Private,209317,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,45,El-Salvador,<=50K
48,Private,99096,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,1590,38,United-States,<=50K
22,Private,374116,HS-grad,9,Never-married,Priv-house-serv,Own-child,White,Female,0,0,36,United-States,<=50K
29,Private,205249,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,<=50K
42,Self-emp-not-inc,326083,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,183523,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Hungary,<=50K
36,Private,350783,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,<=50K
66,Local-gov,140849,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
44,Private,175943,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,20,United-States,<=50K
45,Local-gov,125933,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,225124,HS-grad,9,Divorced,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
36,Private,272090,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,El-Salvador,<=50K
48,Private,40666,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,35245,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,167482,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
41,Private,204662,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
32,Private,291147,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,179869,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,205100,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
20,Private,352139,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,29,United-States,<=50K
39,Private,111268,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,247111,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
19,Private,271446,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
29,Local-gov,132412,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
52,Self-emp-inc,74712,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
22,Private,94662,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
44,Self-emp-inc,33126,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
43,Private,133584,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,103759,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3942,0,40,United-States,<=50K
63,<undefined>,64448,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,374367,Assoc-voc,11,Separated,Sales,Not-in-family,Black,Male,0,0,44,United-States,<=50K
40,Private,179666,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,30,Canada,<=50K
18,Private,99219,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
57,Self-emp-inc,180211,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,Taiwan,>50K
54,Local-gov,219276,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
44,Private,150011,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,231231,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
40,Private,182217,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Scotland,<=50K
29,Private,277342,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,140001,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,99651,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
45,Private,223319,Some-college,10,Divorced,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
52,Private,235307,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,206343,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,2174,0,40,Cuba,<=50K
51,Local-gov,156003,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,529223,Bachelors,13,Never-married,Sales,Own-child,Black,Male,0,0,10,United-States,<=50K
22,Private,202871,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,44,United-States,<=50K
37,Private,58337,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
58,Federal-gov,298643,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
61,Private,191188,10th,6,Widowed,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K
30,Private,96287,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
23,Private,104443,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,323054,10th,6,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
18,Private,95917,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,Canada,<=50K
34,Private,238305,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,1628,12,<undefined>,<=50K
23,Private,49296,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
23,Private,50953,Some-college,10,Never-married,Priv-house-serv,Own-child,White,Female,0,0,10,United-States,<=50K
57,Private,124507,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
58,Private,239523,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
59,Self-emp-not-inc,309124,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
27,Private,240172,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,105010,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,>50K
44,Local-gov,135056,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,16,<undefined>,<=50K
25,Private,178478,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,23871,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
22,Private,362309,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
21,Private,257781,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,1719,30,United-States,<=50K
44,Private,175669,11th,7,Married-civ-spouse,Prof-specialty,Wife,White,Female,5178,0,36,United-States,>50K
50,Private,297906,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
44,Private,230684,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
53,<undefined>,123011,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
41,Private,170866,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
54,Local-gov,182543,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
60,Self-emp-not-inc,236470,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,33725,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
27,Private,188941,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,3908,0,40,United-States,<=50K
43,Private,206878,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,60,United-States,<=50K
33,Local-gov,173806,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,190709,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
41,Private,149102,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,Poland,<=50K
21,Private,25265,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,100669,Some-college,10,Married-civ-spouse,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
27,Self-emp-inc,114158,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,228057,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,54012,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,219967,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,Private,239865,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,State-gov,119421,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,United-States,>50K
56,Self-emp-not-inc,220187,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,>50K
41,Local-gov,33068,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,1974,40,United-States,<=50K
41,Self-emp-not-inc,277783,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,2001,50,United-States,<=50K
42,Private,175515,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Local-gov,271795,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,70055,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,352806,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,Mexico,<=50K
57,Private,266189,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,42,United-States,<=50K
49,Private,102945,7th-8th,4,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,173851,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,144092,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,198681,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
33,Private,351810,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
52,Private,180142,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
37,Self-emp-inc,175360,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Self-emp-inc,224498,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Self-emp-inc,154641,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,60,United-States,<=50K
54,Local-gov,152540,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,42,United-States,<=50K
52,Private,217663,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
22,Local-gov,138575,HS-grad,9,Never-married,Protective-serv,Unmarried,White,Male,0,0,56,United-States,<=50K
19,<undefined>,32477,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
65,Private,101104,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,9386,0,10,United-States,>50K
32,Private,44677,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,456618,7th-8th,4,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,El-Salvador,<=50K
34,Private,227282,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,27624,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,55,United-States,<=50K
24,Private,281403,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,98,United-States,<=50K
63,Federal-gov,39181,Doctorate,16,Divorced,Exec-managerial,Not-in-family,White,Female,0,2559,60,United-States,>50K
48,Private,377140,5th-6th,3,Never-married,Priv-house-serv,Unmarried,White,Female,0,0,35,Nicaragua,<=50K
26,Private,299810,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
28,Private,181916,Some-college,10,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,237044,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,12,United-States,<=50K
57,Self-emp-inc,123053,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,15024,0,50,India,>50K
64,State-gov,269512,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,44767,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,50,United-States,>50K
28,Private,67218,7th-8th,4,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
34,Private,176992,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,43712,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,45,United-States,>50K
44,Private,379919,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
34,Private,104509,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,1639,0,20,United-States,<=50K
18,Private,212370,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
36,Private,179666,12th,8,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,United-States,<=50K
73,Self-emp-not-inc,233882,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,2457,40,Vietnam,<=50K
24,Private,197387,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K
29,Local-gov,220656,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
33,Private,181091,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
57,Federal-gov,135028,HS-grad,9,Separated,Adm-clerical,Other-relative,Black,Female,0,0,35,United-States,<=50K
41,Private,185057,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
55,Private,106498,10th,6,Widowed,Transport-moving,Not-in-family,Black,Female,0,0,35,United-States,<=50K
21,Private,203003,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,223789,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,184026,Some-college,10,Never-married,Prof-specialty,Not-in-family,Other,Male,0,0,50,United-States,<=50K
32,<undefined>,335427,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,>50K
40,Private,65866,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,213,40,United-States,<=50K
32,Private,372692,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,45607,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
59,State-gov,303176,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2179,40,United-States,<=50K
29,Private,138190,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,1138,40,United-States,<=50K
29,Self-emp-not-inc,212895,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
59,Self-emp-inc,31359,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,80,United-States,>50K
58,Private,147989,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
47,Private,145290,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
44,Private,262684,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,1504,45,United-States,<=50K
31,Private,132601,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,30759,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
19,Private,319889,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
66,Private,29431,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,111483,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,184756,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
31,Private,651396,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,1594,30,United-States,<=50K
30,Private,187560,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,84848,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,16,United-States,<=50K
75,<undefined>,36243,Doctorate,16,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,State-gov,88913,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,36,United-States,<=50K
19,Private,73190,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
60,Private,132529,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,214542,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,217006,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,169785,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
30,Private,75573,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,Germany,<=50K
37,Private,239171,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,53566,Doctorate,16,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
20,Private,117109,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,24,United-States,<=50K
32,Private,398019,7th-8th,4,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,15,Mexico,<=50K
18,Private,114008,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
24,Private,204653,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Local-gov,254935,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,<=50K
76,<undefined>,84755,Some-college,10,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
57,Local-gov,198145,Masters,14,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,14,United-States,>50K
53,Private,174020,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,1876,38,United-States,<=50K
19,Private,451951,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Local-gov,172175,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
27,Private,209472,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
40,Private,336707,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Female,0,0,60,United-States,<=50K
26,<undefined>,431861,10th,6,Separated,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Self-emp-inc,156728,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
39,Federal-gov,290321,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
49,State-gov,206577,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,149324,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,7,United-States,<=50K
33,<undefined>,49593,Some-college,10,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,30,United-States,<=50K
50,Private,98975,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
28,Private,181659,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
30,Private,174789,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,102308,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
39,Private,184801,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Private,176014,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,256861,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,<=50K
37,Private,239397,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
26,Private,233777,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
55,Private,236520,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Private,70754,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,Private,245378,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
26,Private,176729,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,>50K
32,Private,154120,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,40,United-States,>50K
43,Private,88913,Some-college,10,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Female,1055,0,40,United-States,<=50K
19,Private,517036,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,El-Salvador,<=50K
38,Private,436361,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,75,United-States,<=50K
38,Private,231037,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,<=50K
65,Private,209831,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
70,Self-emp-not-inc,143833,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2246,40,United-States,>50K
48,<undefined>,167381,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,25,United-States,<=50K
44,Private,215468,Bachelors,13,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,7,United-States,<=50K
32,Private,200700,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Local-gov,191777,HS-grad,9,Never-married,Protective-serv,Own-child,Black,Female,0,0,40,United-States,<=50K
49,Federal-gov,195437,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,>50K
23,Private,149396,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
25,Private,104746,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,16,United-States,<=50K
19,Private,108147,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
27,Private,238859,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,State-gov,23157,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
38,Private,497788,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
42,Private,141558,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
33,Federal-gov,117963,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,United-States,<=50K
30,Private,232356,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,157941,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,103642,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,169727,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,274731,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,161572,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,45,United-States,<=50K
38,Private,48779,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
48,Private,141511,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
57,Private,314153,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,55,United-States,>50K
30,Private,168334,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,30,United-States,<=50K
42,Local-gov,267252,Masters,14,Separated,Exec-managerial,Unmarried,Black,Male,0,0,45,United-States,>50K
31,Self-emp-not-inc,312055,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
32,Private,207937,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,232653,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,246841,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,154087,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,199011,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
51,Self-emp-not-inc,205100,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,>50K
36,Private,177907,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,2176,0,20,<undefined>,<=50K
24,Private,50400,Some-college,10,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
41,Local-gov,97064,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,44,United-States,<=50K
21,Private,65038,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,292472,Some-college,10,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,1876,45,Cambodia,<=50K
17,Private,225211,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
45,Private,320192,1st-4th,2,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
39,State-gov,119421,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,625,35,United-States,<=50K
21,Private,83580,Some-college,10,Never-married,Prof-specialty,Own-child,Amer-Indian-Eskimo,Female,0,0,4,United-States,<=50K
29,Private,133696,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,8614,0,45,United-States,>50K
39,Private,141584,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,2444,45,United-States,>50K
42,Private,529216,HS-grad,9,Separated,Transport-moving,Other-relative,Black,Male,0,0,40,United-States,<=50K
22,Private,390817,5th-6th,3,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,40,Mexico,<=50K
21,<undefined>,85733,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,155976,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,221172,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
45,Private,270842,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,82622,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,Private,371064,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
45,Private,54744,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,40,United-States,>50K
29,Private,22641,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,45,United-States,<=50K
21,Private,218957,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
51,Private,441637,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,143699,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
40,Private,183096,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Private,97176,11th,7,Divorced,Adm-clerical,Unmarried,White,Female,0,0,16,United-States,<=50K
38,Self-emp-not-inc,122493,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
22,Private,311376,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,78928,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,3137,0,40,United-States,<=50K
62,Private,123582,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Federal-gov,174215,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
36,Private,183902,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,4,United-States,>50K
43,Private,247880,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,256636,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,<undefined>,152875,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Asian-Pac-Islander,Female,0,0,40,China,<=50K
28,Private,22422,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,55,United-States,<=50K
49,<undefined>,178215,Some-college,10,Widowed,<undefined>,Unmarried,White,Female,0,0,28,United-States,<=50K
47,Local-gov,194360,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,7,United-States,>50K
59,Private,247187,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,63921,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,224889,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,178564,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
57,Private,47619,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Private,92775,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
37,Private,50837,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
20,Local-gov,235894,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,244974,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
20,Local-gov,526734,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
38,Self-emp-not-inc,243484,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,28,United-States,>50K
23,Private,201664,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
24,Private,234640,HS-grad,9,Married-spouse-absent,Sales,Own-child,White,Female,0,0,36,United-States,<=50K
46,Private,268022,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
32,Local-gov,223267,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
21,Self-emp-not-inc,99199,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,137076,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,115411,Some-college,10,Divorced,Sales,Own-child,White,Male,2174,0,45,United-States,<=50K
51,Private,313146,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
69,Self-emp-not-inc,29980,7th-8th,4,Never-married,Farming-fishing,Other-relative,White,Male,1848,0,10,United-States,<=50K
39,Self-emp-inc,543042,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,50,United-States,>50K
43,Private,271807,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Federal-gov,97934,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,5178,0,40,United-States,>50K
43,Private,191196,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,264627,11th,7,Divorced,Exec-managerial,Unmarried,White,Female,0,0,84,United-States,<=50K
32,Private,183801,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,209227,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,21,United-States,<=50K
64,Private,216208,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,377095,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
44,Private,317535,1st-4th,2,Married-civ-spouse,Protective-serv,Other-relative,White,Male,0,0,40,Mexico,<=50K
40,Private,247880,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
21,Private,152246,Some-college,10,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
23,Private,428299,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,161708,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
19,Private,167859,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
61,Private,85194,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,25,United-States,<=50K
47,Self-emp-inc,119471,7th-8th,4,Never-married,Craft-repair,Not-in-family,Other,Male,0,0,40,<undefined>,<=50K
39,Private,117683,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
51,Private,139347,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,40,United-States,>50K
25,Private,427744,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,122116,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
34,State-gov,227931,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
54,Self-emp-not-inc,226497,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,83783,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,197113,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Other,Male,0,0,50,Puerto-Rico,<=50K
33,Private,204742,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
63,<undefined>,331527,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,14,United-States,<=50K
31,Private,213179,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
70,Self-emp-inc,188260,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
43,Private,298161,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Nicaragua,<=50K
36,Private,143774,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,12,United-States,>50K
50,Local-gov,139296,11th,7,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,152389,Some-college,10,Never-married,Other-service,Not-in-family,Black,Female,0,0,30,United-States,<=50K
31,Private,309974,Some-college,10,Separated,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,<undefined>,37085,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
39,Private,270059,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
29,Private,130045,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
39,Private,188038,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Private,168203,7th-8th,4,Never-married,Farming-fishing,Other-relative,Other,Male,0,0,40,Mexico,<=50K
46,Private,171807,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
62,Private,186696,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,177531,10th,6,Divorced,Other-service,Unmarried,Black,Female,0,0,23,United-States,<=50K
28,Private,115464,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
19,Private,501144,Some-college,10,Never-married,Sales,Other-relative,Black,Female,0,0,40,United-States,<=50K
61,Local-gov,180079,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,4064,0,40,United-States,<=50K
18,Private,205894,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,<undefined>,<=50K
39,Self-emp-not-inc,218490,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,50,<undefined>,>50K
24,Local-gov,203924,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,91857,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,<=50K
38,Private,229700,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
17,Private,158704,10th,6,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
28,Private,190911,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,139176,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,8,United-States,<=50K
61,Private,119684,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,20,United-States,>50K
69,Private,124930,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,2267,40,United-States,<=50K
19,Private,168693,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
26,Private,250038,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-inc,353927,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
70,Private,216390,9th,5,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,2653,0,40,United-States,<=50K
21,Private,230248,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
43,Private,117728,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
52,Private,115851,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,193335,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,203894,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
53,Self-emp-not-inc,100109,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
55,State-gov,157639,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-inc,235320,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
36,Private,127686,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
39,Private,28572,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,48,United-States,<=50K
78,<undefined>,91534,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,3,United-States,<=50K
30,Private,184687,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Female,0,0,30,United-States,<=50K
22,Private,267945,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
43,Private,131899,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,192614,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,56,United-States,<=50K
36,Private,186808,Bachelors,13,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,0,40,United-States,>50K
50,Private,44116,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Federal-gov,46442,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Federal-gov,78022,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
24,Private,417668,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
41,Private,223763,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
68,Private,223851,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,24,United-States,<=50K
38,Local-gov,115634,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,114459,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
41,Private,197093,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,20,United-States,<=50K
31,Self-emp-not-inc,357145,Doctorate,16,Never-married,Prof-specialty,Own-child,White,Female,0,0,48,United-States,<=50K
29,Private,59231,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
26,Private,292303,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,122288,Some-college,10,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,36,United-States,<=50K
26,Federal-gov,52322,Bachelors,13,Never-married,Tech-support,Not-in-family,Other,Male,0,0,60,United-States,<=50K
27,Local-gov,105830,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
36,Private,107125,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
28,Federal-gov,281860,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,283320,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,State-gov,26598,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,220783,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
21,<undefined>,121694,7th-8th,4,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,208302,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,34,United-States,<=50K
34,Local-gov,172664,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,54611,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
64,Private,631947,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,394484,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,<undefined>,239120,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,13,United-States,<=50K
38,Federal-gov,37683,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,99999,0,57,Canada,>50K
47,Local-gov,193012,Masters,14,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,50,United-States,>50K
48,Private,143098,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1902,40,China,>50K
57,Private,84888,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,188503,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
37,Private,337778,11th,7,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,94432,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,>50K
32,Private,168906,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,116143,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,128272,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,14,United-States,<=50K
64,Federal-gov,301383,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,9386,0,45,United-States,>50K
46,Private,174995,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
24,State-gov,289909,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,154641,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
23,Private,209034,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,3942,0,40,United-States,<=50K
30,Private,203488,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
34,Private,141118,Masters,14,Divorced,Prof-specialty,Own-child,White,Female,0,0,60,United-States,>50K
30,Private,169589,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,137645,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,0,40,United-States,<=50K
58,Local-gov,489085,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
32,Private,36302,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,253420,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
35,Private,269300,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,282609,5th-6th,3,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,30,Honduras,<=50K
46,Private,346978,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
71,Private,182395,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,11678,0,45,United-States,>50K
44,Private,205051,10th,6,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,128736,10th,6,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,236110,12th,8,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Cuba,>50K
38,Private,312271,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
52,Private,126978,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,40,China,<=50K
47,Private,204692,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,195956,Bachelors,13,Divorced,Tech-support,Unmarried,White,Female,0,0,35,United-States,<=50K
59,State-gov,202682,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,231912,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,37,United-States,<=50K
44,Local-gov,24982,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
76,Private,278938,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
50,Local-gov,36489,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Local-gov,154874,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,74581,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
27,Private,311446,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,5178,0,40,United-States,>50K
37,Self-emp-inc,162164,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,239708,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
49,Self-emp-not-inc,162856,Some-college,10,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,85109,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
49,Private,169042,HS-grad,9,Separated,Prof-specialty,Unmarried,White,Female,0,625,40,Puerto-Rico,<=50K
22,Private,436798,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,345363,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,England,<=50K
36,Private,49837,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,<undefined>,296516,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
30,State-gov,180283,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,Local-gov,95639,HS-grad,9,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
42,Private,33155,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,329059,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Italy,>50K
55,Private,24694,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,443855,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
52,<undefined>,294691,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,301867,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,35,United-States,<=50K
55,Private,226875,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
47,Private,362835,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
23,Private,180339,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,65,United-States,<=50K
55,Self-emp-inc,207489,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,Germany,<=50K
43,Private,336643,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,143653,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
62,State-gov,101475,Assoc-acdm,12,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Local-gov,263871,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,8,United-States,<=50K
38,Self-emp-not-inc,77820,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,95465,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,42,United-States,<=50K
26,Private,257910,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,<=50K
26,Private,244372,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,52,United-States,>50K
37,Self-emp-not-inc,126738,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
79,Self-emp-inc,97082,12th,8,Widowed,Sales,Not-in-family,White,Male,18481,0,45,United-States,>50K
61,Private,133164,7th-8th,4,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
28,Self-emp-not-inc,104617,7th-8th,4,Never-married,Other-service,Other-relative,White,Female,0,0,99,Mexico,<=50K
60,Self-emp-inc,105339,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
51,Self-emp-inc,258735,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,81,United-States,<=50K
34,Private,182926,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,>50K
35,Private,166193,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
27,Local-gov,206125,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,346594,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,108301,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
32,Private,73498,7th-8th,4,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,129150,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,>50K
27,Private,181280,Masters,14,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,30,United-States,<=50K
40,Private,146908,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
43,Private,183765,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,<undefined>,>50K
25,Private,164488,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,307468,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,93884,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,279833,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,2258,45,United-States,>50K
52,Private,137658,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Dominican-Republic,<=50K
32,Private,101562,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Private,136331,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,259846,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
48,Private,98719,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,44,United-States,<=50K
62,Self-emp-not-inc,168682,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,5,United-States,<=50K
40,Self-emp-not-inc,198953,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,Black,Female,0,0,2,United-States,<=50K
41,<undefined>,29115,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
28,Private,173673,5th-6th,3,Never-married,Other-service,Not-in-family,White,Female,0,0,40,Mexico,<=50K
23,Private,67958,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
50,Federal-gov,98980,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
51,State-gov,94174,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
63,Self-emp-not-inc,122442,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,48,United-States,<=50K
63,Federal-gov,154675,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,116632,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
20,<undefined>,238685,11th,7,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,<undefined>,139391,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,99999,0,30,United-States,>50K
40,Private,169031,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,237452,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,15,Cuba,>50K
41,Private,216968,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
27,<undefined>,216479,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,24,United-States,>50K
20,State-gov,126822,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
28,Private,51461,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1887,40,United-States,>50K
35,Private,54953,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,222654,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,37676,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
57,Private,159319,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,Private,125321,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,209609,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
37,Private,224947,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,State-gov,438427,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
26,Self-emp-not-inc,384276,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,196805,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,65,United-States,<=50K
27,Private,242097,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,184306,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
45,Private,161954,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Germany,<=50K
65,Private,258561,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
57,Self-emp-not-inc,95280,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,99999,0,45,United-States,>50K
59,Private,212783,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
18,Private,205004,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,26,United-States,<=50K
44,Local-gov,387844,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,83880,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,161155,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,265698,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
59,Self-emp-inc,146477,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
19,Private,97261,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,State-gov,437890,HS-grad,9,Never-married,Exec-managerial,Unmarried,Black,Male,0,0,90,United-States,<=50K
68,Self-emp-not-inc,133736,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,20051,0,40,United-States,>50K
63,Private,169983,11th,7,Widowed,Sales,Not-in-family,White,Female,2176,0,30,United-States,<=50K
37,Private,126675,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,57,United-States,<=50K
46,Local-gov,175754,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,1876,60,United-States,<=50K
31,Private,121768,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,Poland,<=50K
23,Private,180052,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,124454,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
49,Private,190115,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1672,44,United-States,<=50K
36,Private,222584,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,22245,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Local-gov,114160,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,45,United-States,>50K
24,Private,228960,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,132572,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
47,Private,103020,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,Other,Female,0,0,40,Puerto-Rico,<=50K
40,Private,187802,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1887,40,United-States,>50K
31,Local-gov,50649,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,Private,137698,5th-6th,3,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,35,Mexico,<=50K
48,Self-emp-inc,30575,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,>50K
56,Private,202220,Some-college,10,Separated,Tech-support,Unmarried,Black,Female,0,0,38,United-States,<=50K
50,Private,50178,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
17,Private,207791,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
21,Private,540712,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,1719,25,United-States,<=50K
50,Private,321770,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,202053,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
34,Private,143699,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,15,United-States,<=50K
32,Self-emp-not-inc,115066,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
28,Private,223751,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
62,Self-emp-inc,354075,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,32732,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,15,United-States,<=50K
24,State-gov,390867,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,Private,101697,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
36,Private,279721,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,223400,Assoc-acdm,12,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,0,0,35,Poland,<=50K
46,<undefined>,206357,5th-6th,3,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,Mexico,<=50K
39,Private,76417,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,<undefined>,184682,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,18,United-States,<=50K
21,Private,78170,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
39,Private,201410,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,189013,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
33,Private,119913,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Private,549174,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
29,Local-gov,214706,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
30,<undefined>,33811,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Other,Female,0,0,40,Taiwan,>50K
43,Private,234220,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,Cuba,<=50K
22,Private,237720,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,185942,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,>50K
69,Local-gov,286983,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,140027,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
18,<undefined>,115258,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,12,United-States,<=50K
54,Private,155408,HS-grad,9,Widowed,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
65,<undefined>,117963,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,United-States,<=50K
28,Private,158737,12th,8,Married-civ-spouse,Machine-op-inspct,Other-relative,Other,Male,0,0,40,Ecuador,<=50K
27,Local-gov,199471,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,38,United-States,<=50K
35,Private,287701,Assoc-acdm,12,Divorced,Craft-repair,Unmarried,White,Male,0,0,45,United-States,>50K
38,Private,137707,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
33,State-gov,108116,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,366900,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,187355,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,60,Canada,>50K
38,Private,33105,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,70,United-States,>50K
51,Self-emp-not-inc,268639,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,2057,60,Canada,<=50K
26,Private,358975,Some-college,10,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,50,Hungary,<=50K
33,Private,199227,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
44,Private,248249,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,460437,9th,5,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,187294,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
44,Private,115932,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,181762,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,55,United-States,>50K
21,Private,27049,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,806552,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
41,Private,150755,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,Canada,>50K
62,Private,69867,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,50,United-States,>50K
27,Private,160786,11th,7,Separated,Craft-repair,Not-in-family,White,Male,0,0,45,Germany,<=50K
38,Private,219546,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
60,Private,24872,Some-college,10,Separated,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Female,0,0,30,United-States,<=50K
24,Private,110371,12th,8,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,Mexico,<=50K
24,<undefined>,376474,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,304602,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
32,<undefined>,143699,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,238917,1st-4th,2,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,24,Mexico,<=50K
51,Private,200618,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,183043,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,48,United-States,>50K
42,Local-gov,209752,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
48,<undefined>,175653,Assoc-acdm,12,Divorced,<undefined>,Not-in-family,White,Female,14084,0,40,United-States,>50K
49,Private,196707,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,43,United-States,>50K
37,Local-gov,98725,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,42,United-States,<=50K
37,Self-emp-not-inc,180150,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
66,Private,151227,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
18,<undefined>,118847,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,24,United-States,<=50K
46,Private,282538,Assoc-voc,11,Separated,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Private,89534,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,291011,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,Private,166187,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Male,0,0,38,United-States,>50K
19,Private,188669,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
37,Private,178948,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
42,Self-emp-inc,188738,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,Italy,>50K
39,Self-emp-not-inc,160808,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
54,Private,93605,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1848,40,United-States,>50K
46,Private,318331,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,<undefined>,109921,HS-grad,9,Separated,<undefined>,Unmarried,Black,Female,0,0,32,United-States,<=50K
33,Private,87605,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
69,Self-emp-not-inc,89477,Some-college,10,Widowed,Farming-fishing,Not-in-family,White,Female,0,0,14,United-States,<=50K
21,Private,48301,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,220748,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,48,United-States,<=50K
39,Private,387068,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,Private,250743,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
26,Private,78258,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,36,United-States,<=50K
42,Private,31387,Doctorate,16,Married-spouse-absent,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
36,Private,289190,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,604537,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,Mexico,<=50K
35,Private,328466,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
42,Private,403187,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Private,219546,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,44,United-States,>50K
41,Private,220531,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,204648,Assoc-voc,11,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,201908,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
44,<undefined>,109912,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,16,United-States,>50K
18,Private,365683,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
41,Private,175674,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
31,Private,203488,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,106406,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,172756,1st-4th,2,Widowed,Machine-op-inspct,Not-in-family,White,Female,2062,0,34,Ecuador,<=50K
37,Private,125167,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Private,249339,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,94652,Some-college,10,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
40,Private,195394,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
25,Private,130302,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
38,Private,66686,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
43,Private,336042,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,193586,Some-college,10,Separated,Farming-fishing,Other-relative,White,Female,0,0,40,United-States,<=50K
44,Private,325461,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
60,Local-gov,313852,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
38,Local-gov,30509,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1669,55,United-States,<=50K
21,Local-gov,32639,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
18,Private,234953,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
49,Private,120629,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Black,Female,27828,0,60,United-States,>50K
43,Private,350379,5th-6th,3,Divorced,Priv-house-serv,Unmarried,White,Female,0,0,40,Mexico,<=50K
26,<undefined>,176967,11th,7,Never-married,<undefined>,Not-in-family,White,Female,0,0,65,United-States,<=50K
36,Private,36423,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,25,United-States,>50K
31,Private,123397,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,5178,0,35,United-States,>50K
38,Private,130813,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,35236,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
58,Private,33350,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
55,Private,177380,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,29,United-States,<=50K
39,Private,216129,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,35,Jamaica,<=50K
38,Private,335104,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
54,Self-emp-not-inc,199741,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,2001,35,United-States,<=50K
57,Self-emp-inc,165881,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,387777,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,<=50K
44,Self-emp-not-inc,149943,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,60,Taiwan,>50K
36,Private,188834,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,290661,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,155603,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,2205,40,United-States,<=50K
25,Private,114838,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,8,Italy,<=50K
54,Local-gov,168553,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,103064,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,123833,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
60,Federal-gov,55621,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
66,Local-gov,189834,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
36,Private,217926,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,50,United-States,<=50K
29,Self-emp-not-inc,341672,HS-grad,9,Married-spouse-absent,Transport-moving,Other-relative,Asian-Pac-Islander,Male,0,1564,50,India,>50K
29,Private,163003,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,2202,0,40,Taiwan,<=50K
25,Private,194352,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,44,United-States,<=50K
62,<undefined>,54878,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
23,Private,393248,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,279315,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
33,Private,392812,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,>50K
49,Self-emp-inc,34998,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
57,Self-emp-inc,51016,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
57,Local-gov,132717,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,186078,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,45,United-States,<=50K
37,Self-emp-inc,196123,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
43,Self-emp-inc,304906,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
26,Private,41521,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
40,Private,346847,Assoc-voc,11,Separated,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
39,Self-emp-not-inc,107233,HS-grad,9,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
39,Private,150125,Assoc-acdm,12,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,400535,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,409622,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,36,Mexico,<=50K
27,Private,136448,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,202950,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Iran,<=50K
40,Local-gov,197012,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Female,8614,0,40,England,>50K
57,Private,237691,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,170277,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Private,160784,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,Private,33798,12th,8,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,197838,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,223212,7th-8th,4,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
33,Private,125762,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,>50K
20,Private,283969,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,15,United-States,<=50K
25,Private,374163,12th,8,Married-civ-spouse,Farming-fishing,Husband,Other,Male,0,0,60,Mexico,<=50K
49,State-gov,118567,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,147655,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
45,Private,82797,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
36,Local-gov,142573,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
41,Private,235167,5th-6th,3,Married-spouse-absent,Priv-house-serv,Not-in-family,White,Female,0,0,32,Mexico,<=50K
23,Private,53245,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1602,12,United-States,<=50K
47,Private,28035,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
41,Private,247082,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,123397,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Local-gov,133327,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,102270,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
64,<undefined>,45817,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,240988,9th,5,Married-civ-spouse,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
19,Private,386378,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
31,State-gov,350651,12th,8,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
18,State-gov,76142,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,8,United-States,<=50K
68,Private,73773,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,24,United-States,<=50K
50,<undefined>,281504,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
36,Local-gov,293358,Some-college,10,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,48,United-States,<=50K
44,Private,146906,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
58,Self-emp-not-inc,331474,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
20,Private,213719,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
18,Private,101795,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,228265,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,30,United-States,<=50K
49,Self-emp-not-inc,130206,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,324254,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,223019,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,189666,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,139086,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,359327,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,<undefined>,<=50K
44,Self-emp-not-inc,75065,12th,8,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,Vietnam,<=50K
55,Private,139843,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
21,Private,34310,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2603,40,United-States,<=50K
54,Private,346014,Some-college,10,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,40,United-States,<=50K
39,Local-gov,163278,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,2202,0,44,United-States,<=50K
52,Private,31460,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,38,United-States,<=50K
57,Self-emp-inc,33725,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
67,<undefined>,63552,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
58,State-gov,300623,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Local-gov,177072,Some-college,10,Never-married,Prof-specialty,Other-relative,White,Male,0,0,16,United-States,<=50K
66,<undefined>,37331,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
41,Private,167725,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,131180,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,16,United-States,<=50K
58,Private,275859,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Male,8614,0,52,Mexico,>50K
50,Private,275181,5th-6th,3,Divorced,Other-service,Not-in-family,White,Male,0,0,37,Cuba,<=50K
31,Private,398988,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,222654,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,111129,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
26,Self-emp-not-inc,137795,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
33,Local-gov,242150,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
35,State-gov,237873,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Private,367749,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
26,Private,206600,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,Mexico,<=50K
48,Federal-gov,247043,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,187702,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,41718,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
37,Private,151835,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
18,Private,118938,11th,7,Never-married,Sales,Own-child,White,Male,0,0,18,United-States,<=50K
48,Private,224870,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,Other,Female,0,0,38,Ecuador,<=50K
45,Private,178341,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,61343,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,36989,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,226296,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,51,United-States,<=50K
29,Private,186624,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Cuba,<=50K
19,Private,172582,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
53,State-gov,227392,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,187563,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
71,Private,137499,HS-grad,9,Widowed,Sales,Other-relative,White,Female,0,0,16,United-States,<=50K
38,Private,239397,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,Mexico,<=50K
39,Local-gov,327164,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,140798,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Self-emp-inc,187450,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
52,Private,194580,5th-6th,3,Divorced,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
41,Private,372682,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
20,Private,235442,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
30,Private,128065,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,91545,10th,6,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,36,United-States,<=50K
26,Private,154604,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Federal-gov,192150,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Local-gov,216522,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,42,United-States,<=50K
58,Private,156040,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,1848,40,United-States,>50K
24,Private,206861,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,97632,Some-college,10,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,32,United-States,<=50K
27,Private,189530,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
28,State-gov,381789,Some-college,10,Separated,Exec-managerial,Own-child,White,Male,0,2339,40,United-States,<=50K
57,Self-emp-inc,368797,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
21,State-gov,41183,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
50,Private,191062,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,132963,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
58,Private,153551,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
27,Self-emp-not-inc,66473,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,240323,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,17,United-States,<=50K
68,Local-gov,242095,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,40,United-States,>50K
33,Self-emp-inc,128016,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,29526,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,18,United-States,<=50K
26,Private,342953,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Private,215476,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,30,United-States,<=50K
53,Private,231919,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,52537,Some-college,10,Never-married,Tech-support,Not-in-family,Black,Male,0,0,38,United-States,<=50K
18,Private,27920,11th,7,Never-married,Exec-managerial,Own-child,White,Female,0,0,25,United-States,<=50K
53,Private,153052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,199303,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,233369,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,345789,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,50,United-States,>50K
60,Private,238913,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,46,United-States,>50K
28,Self-emp-not-inc,195607,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
34,Private,245173,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,1669,45,United-States,<=50K
37,Private,138441,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,67467,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,102569,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,65,United-States,>50K
21,Private,213341,11th,7,Married-spouse-absent,Handlers-cleaners,Own-child,White,Male,0,1762,40,Dominican-Republic,<=50K
26,Private,37202,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
47,Private,140219,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
18,Private,298860,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
22,Private,51362,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,16,United-States,<=50K
36,Private,199947,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
59,Self-emp-not-inc,32552,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
33,Private,183845,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,38,El-Salvador,<=50K
33,Private,181091,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,England,<=50K
53,Self-emp-inc,135643,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,50,South,<=50K
44,State-gov,96249,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3411,0,40,United-States,<=50K
55,Private,181220,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
56,Private,133025,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
54,Self-emp-not-inc,124865,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
51,Private,45599,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,194293,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,2463,0,38,United-States,<=50K
43,Private,102180,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
44,Private,121130,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,138768,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,50,United-States,<=50K
43,State-gov,98989,HS-grad,9,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
26,State-gov,126327,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Private,113364,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,18,United-States,<=50K
30,Private,326199,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,2580,0,40,United-States,<=50K
46,Private,376789,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,15,United-States,<=50K
27,Private,137063,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,279145,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,178815,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,8614,0,40,United-States,>50K
25,Self-emp-not-inc,245369,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
30,Federal-gov,49593,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
46,State-gov,238648,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,7298,0,40,United-States,>50K
47,Private,166181,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,48,United-States,>50K
66,Self-emp-inc,249043,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,5556,0,26,United-States,>50K
43,Private,156403,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
71,<undefined>,128529,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
36,Federal-gov,186934,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1848,55,United-States,>50K
46,<undefined>,148489,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
44,Local-gov,387770,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,15,United-States,<=50K
42,Private,115511,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,201410,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1977,45,Philippines,>50K
36,Private,220585,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
60,Self-emp-not-inc,282066,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,45,United-States,>50K
37,Private,280966,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
26,Private,291586,Bachelors,13,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,142227,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
17,<undefined>,104025,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,18,United-States,<=50K
45,Local-gov,148254,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
54,Private,170562,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
22,Private,222490,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
63,Local-gov,57674,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
22,Private,233624,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
27,Private,42734,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
33,Private,233107,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,33,Mexico,<=50K
64,Private,143110,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
50,Private,195844,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
44,Self-emp-not-inc,115896,Assoc-voc,11,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,303851,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,172475,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
53,Self-emp-not-inc,30008,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
33,Local-gov,147921,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Federal-gov,172716,12th,8,Married-civ-spouse,Armed-Forces,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,155057,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
43,<undefined>,152569,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,2339,36,United-States,<=50K
80,Self-emp-not-inc,132728,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,20,United-States,<=50K
31,Private,195136,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
40,Private,377322,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
53,Local-gov,293941,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,182123,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,<=50K
38,Private,32528,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,140206,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,Local-gov,378221,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Mexico,>50K
23,Private,211601,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,119411,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
52,Self-emp-not-inc,240013,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
24,Private,95552,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,183710,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,189382,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
52,Private,380633,5th-6th,3,Widowed,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
54,Private,53407,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,150480,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
40,Private,175674,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
28,Private,375313,HS-grad,9,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,50,United-States,<=50K
21,<undefined>,278391,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,16,United-States,<=50K
23,Private,212888,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,487085,7th-8th,4,Never-married,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
22,Private,174461,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
55,Local-gov,133201,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
71,Private,77253,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,17,United-States,<=50K
47,Private,141511,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
17,Self-emp-inc,181608,10th,6,Never-married,Sales,Own-child,White,Male,0,0,12,United-States,<=50K
31,Private,127610,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
32,Private,154571,Some-college,10,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
46,Private,33842,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,40,United-States,>50K
27,Private,150080,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
39,Federal-gov,30916,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
40,Private,151294,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,48,United-States,<=50K
30,Private,48829,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,1602,30,United-States,<=50K
17,Private,193769,9th,5,Never-married,Other-service,Unmarried,White,Male,0,0,20,United-States,<=50K
33,Private,277455,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
72,Private,225780,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Federal-gov,436341,Some-college,10,Married-AF-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
65,Private,255386,HS-grad,9,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,40,Cambodia,<=50K
36,Private,174938,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,50,United-States,>50K
32,Private,174789,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,245628,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,Mexico,<=50K
22,Private,228752,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,354148,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,48,United-States,>50K
31,Private,192900,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,190391,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,353263,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,Italy,>50K
34,Private,113198,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,28,United-States,<=50K
44,Private,207578,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
27,Private,93206,Some-college,10,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
50,Local-gov,163998,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,44,United-States,>50K
47,Private,111961,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,30,United-States,<=50K
20,Private,219122,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,111445,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
29,Federal-gov,309778,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
37,Local-gov,223020,Assoc-voc,11,Never-married,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
42,Private,303155,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,<undefined>,41035,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
68,Private,159191,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Local-gov,244408,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
72,Self-emp-not-inc,473748,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
45,Federal-gov,71823,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,20,United-States,<=50K
30,Local-gov,83066,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
33,Private,150154,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,190786,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
56,Private,178033,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Male,4416,0,60,United-States,<=50K
25,Self-emp-not-inc,159909,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,190885,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K
25,Private,243786,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
31,State-gov,124020,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
36,Private,159016,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K
37,Private,183800,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
58,Self-emp-not-inc,193434,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
26,Private,245029,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
55,Private,98746,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,Canada,>50K
46,Federal-gov,140664,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
44,Private,344920,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,1617,20,United-States,<=50K
44,Private,169980,11th,7,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,60,United-States,<=50K
28,State-gov,155397,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
42,Private,245317,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,74182,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,280570,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
64,Self-emp-not-inc,30664,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
20,Private,109952,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
45,Local-gov,192793,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
31,Private,243442,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
36,Federal-gov,106297,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,328060,9th,5,Separated,Other-service,Unmarried,Other,Female,0,0,40,Mexico,<=50K
33,Self-emp-not-inc,48702,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
51,Self-emp-not-inc,111283,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,99999,0,35,United-States,>50K
36,Private,484024,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,208470,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,172032,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,51,United-States,>50K
40,Private,29927,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,England,<=50K
46,Private,98012,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,108468,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
30,Private,207301,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,1980,40,United-States,<=50K
26,Private,168403,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,66935,Bachelors,13,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,42044,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,184806,Prof-school,15,Never-married,Prof-specialty,Other-relative,White,Male,0,0,50,United-States,<=50K
39,Private,1455435,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,445382,Some-college,10,Divorced,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
37,Private,278576,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,>50K
79,Self-emp-not-inc,84979,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,>50K
36,Private,659504,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,>50K
44,Private,136986,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
23,Private,278107,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1573,30,United-States,<=50K
27,Private,96219,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
46,Self-emp-not-inc,131091,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
58,Private,205410,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,416745,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,48,United-States,<=50K
36,Private,180667,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,60,United-States,>50K
21,Private,72119,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,State-gov,108945,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,14344,0,40,United-States,>50K
49,Federal-gov,195949,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,101345,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
29,Private,439263,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,35,Peru,<=50K
63,Private,213095,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
29,Federal-gov,59932,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,172815,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,40915,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
42,Private,139012,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
44,Private,121781,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,37,United-States,<=50K
51,<undefined>,130667,HS-grad,9,Separated,<undefined>,Not-in-family,Black,Male,0,0,6,United-States,<=50K
41,Self-emp-not-inc,147110,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,25,United-States,<=50K
22,Local-gov,237811,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,Black,Female,0,0,35,Haiti,<=50K
36,<undefined>,128640,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,<=50K
18,Private,111476,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
33,Local-gov,289716,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,141944,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
49,Private,323773,11th,7,Married-civ-spouse,Priv-house-serv,Other-relative,White,Female,0,0,40,United-States,<=50K
41,State-gov,176663,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
52,Private,155233,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,143327,Some-college,10,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Federal-gov,177212,Some-college,10,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,123088,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
30,Local-gov,47085,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,102106,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,235894,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
71,Self-emp-not-inc,172046,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
20,Self-emp-not-inc,197207,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
26,Private,152452,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,172928,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
36,<undefined>,214896,9th,5,Divorced,<undefined>,Unmarried,White,Female,0,0,40,Mexico,<=50K
49,Private,116338,HS-grad,9,Separated,Prof-specialty,Unmarried,White,Female,0,653,60,United-States,<=50K
48,Private,276664,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
22,Private,59924,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,194141,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,1617,40,United-States,<=50K
51,Private,95128,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,292504,Some-college,10,Married-spouse-absent,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Self-emp-inc,45796,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
42,Private,119359,Prof-school,15,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,15024,0,40,South,>50K
52,State-gov,104280,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
57,Private,172291,HS-grad,9,Divorced,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
35,Private,180988,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,39,United-States,<=50K
52,Private,110748,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
59,<undefined>,556688,9th,5,Divorced,<undefined>,Not-in-family,White,Female,0,0,12,United-States,<=50K
36,Private,22494,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,267859,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Cuba,>50K
67,Local-gov,256821,HS-grad,9,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,20,United-States,<=50K
31,Self-emp-not-inc,117346,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
31,Private,62374,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,314659,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,42,United-States,<=50K
72,<undefined>,114761,7th-8th,4,Widowed,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
36,Private,93225,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,165315,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
56,Private,124771,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,27408,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,198841,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,271792,Bachelors,13,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,64289,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,183390,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,240771,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,50,United-States,>50K
30,Private,234919,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,El-Salvador,<=50K
20,Private,88231,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,154422,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
37,Private,119098,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
53,State-gov,151580,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,4386,0,40,United-States,>50K
54,Private,118793,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
32,<undefined>,30499,Bachelors,13,Divorced,<undefined>,Unmarried,White,Female,0,0,32,United-States,<=50K
34,<undefined>,166545,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,7688,0,6,United-States,>50K
30,Private,271710,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,United-States,>50K
43,State-gov,308498,HS-grad,9,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Private,172695,Assoc-voc,11,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,29962,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
62,Private,200332,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,291702,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,67234,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,Private,168038,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,32,United-States,<=50K
34,Private,137814,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
64,Private,126233,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
42,Self-emp-not-inc,79036,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
60,Self-emp-not-inc,327474,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
44,Private,145160,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,58,United-States,<=50K
67,<undefined>,37092,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,4,United-States,<=50K
45,Private,129387,Assoc-acdm,12,Divorced,Tech-support,Unmarried,White,Female,0,0,40,<undefined>,<=50K
53,Self-emp-not-inc,33304,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
37,Private,359001,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,50,United-States,>50K
32,<undefined>,143162,10th,6,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,133515,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
28,Private,168901,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
55,Private,750972,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,<=50K
58,Private,142924,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,>50K
74,Self-emp-inc,228075,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,25,United-States,>50K
27,Private,91189,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,290609,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
22,<undefined>,31102,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,4,South,<=50K
44,Self-emp-not-inc,216921,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,70,United-States,<=50K
23,Private,120046,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,324629,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Yugoslavia,<=50K
45,Private,81132,Some-college,10,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,55,United-States,>50K
29,Private,160279,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
33,Private,229732,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
61,Local-gov,144723,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
29,Private,148431,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,Other,Female,7688,0,45,United-States,>50K
22,Private,160398,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,38,United-States,<=50K
28,Private,129460,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,El-Salvador,<=50K
30,Private,252752,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
20,Private,58222,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
28,<undefined>,424884,10th,6,Separated,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
45,Private,114459,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
19,<undefined>,46400,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,24,United-States,<=50K
42,Private,223934,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,84119,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,159123,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
23,Private,195532,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,191299,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,198316,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
57,Private,162301,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
35,Private,143152,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,3908,0,27,United-States,<=50K
24,Private,92609,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
27,Private,247819,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,15,United-States,<=50K
27,Local-gov,229223,Some-college,10,Never-married,Protective-serv,Own-child,White,Female,0,0,40,United-States,>50K
45,Self-emp-inc,142719,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
80,Private,86111,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
23,State-gov,35633,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Private,164749,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,607848,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
50,Private,173630,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
90,Private,311184,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,<undefined>,<=50K
55,Private,49737,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
72,Private,183616,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,England,<=50K
65,Private,129426,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,454915,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,State-gov,55568,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
38,Private,29874,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,393715,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
50,Private,143953,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
54,Private,90363,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,53727,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
30,Private,130021,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,40,United-States,<=50K
50,Private,173630,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
28,Private,410351,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Private,399386,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,53,United-States,<=50K
55,Private,157932,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,133061,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
19,<undefined>,46400,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,32,United-States,<=50K
21,Private,107895,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,35,United-States,<=50K
39,Private,63021,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
43,Private,186144,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,27959,HS-grad,9,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
26,Private,179569,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,State-gov,101299,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,State-gov,113129,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,65,United-States,<=50K
32,Private,316470,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,Mexico,<=50K
60,Self-emp-not-inc,89884,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,32121,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
21,Private,315303,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,20,United-States,<=50K
27,Private,254500,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,36,United-States,<=50K
33,Private,419895,5th-6th,3,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,Mexico,<=50K
43,Private,159549,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,160786,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
18,Self-emp-not-inc,258474,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,370119,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,50837,7th-8th,4,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,Private,137506,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,548256,12th,8,Married-civ-spouse,Transport-moving,Husband,Black,Male,7688,0,40,United-States,>50K
42,Local-gov,175642,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,99999,0,40,United-States,>50K
24,Private,183594,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
26,Private,341353,Bachelors,13,Never-married,Other-service,Other-relative,White,Male,0,0,15,United-States,<=50K
43,Self-emp-inc,247981,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,5455,0,50,United-States,<=50K
34,Private,193565,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,39606,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
51,Self-emp-not-inc,127149,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,>50K
31,<undefined>,233371,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,45,United-States,<=50K
49,Self-emp-not-inc,182752,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
26,Private,269060,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,179949,HS-grad,9,Divorced,Transport-moving,Unmarried,Black,Female,0,0,20,United-States,<=50K
22,Federal-gov,32950,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1902,37,United-States,<=50K
26,Private,160445,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,223999,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,1848,40,United-States,>50K
39,Private,81487,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,625,40,United-States,<=50K
23,Private,314539,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,337721,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
42,Local-gov,100793,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
39,Federal-gov,255407,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,92775,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,33308,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,70,United-States,<=50K
68,State-gov,493363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
30,<undefined>,159589,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,46,United-States,>50K
32,Private,107218,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
25,Private,123586,Some-college,10,Never-married,Adm-clerical,Unmarried,Other,Male,0,0,40,United-States,<=50K
53,Private,158352,5th-6th,3,Married-civ-spouse,Other-service,Other-relative,White,Female,0,0,24,Italy,<=50K
38,Private,76317,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
62,<undefined>,176753,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,122346,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,463194,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,162228,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
43,State-gov,115005,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,State-gov,183285,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,36,United-States,<=50K
34,Private,169605,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
24,Private,450695,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
44,Local-gov,124692,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
19,Private,63918,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,102569,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
40,Private,289309,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,48,United-States,<=50K
45,Private,101825,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
43,Private,206833,HS-grad,9,Separated,Handlers-cleaners,Unmarried,Black,Female,0,0,45,United-States,<=50K
22,<undefined>,77873,9th,5,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
50,Private,145333,Doctorate,16,Divorced,Prof-specialty,Other-relative,White,Male,10520,0,50,United-States,>50K
72,<undefined>,194548,Some-college,10,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,3,United-States,<=50K
29,Private,206351,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,198200,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Private,140001,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,35,El-Salvador,<=50K
22,<undefined>,287988,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,15,United-States,<=50K
21,Private,143604,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,146161,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
37,Private,196529,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,2354,0,40,<undefined>,<=50K
74,Self-emp-not-inc,192413,Prof-school,15,Divorced,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
70,Self-emp-not-inc,139889,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,2653,0,70,United-States,<=50K
27,Private,104917,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Local-gov,161478,Bachelors,13,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,46,United-States,<=50K
30,Private,35644,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
29,Local-gov,116751,Assoc-voc,11,Divorced,Protective-serv,Unmarried,White,Male,0,0,56,United-States,<=50K
18,Private,238867,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,1602,40,United-States,<=50K
31,Private,265706,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
39,State-gov,179668,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,70,United-States,<=50K
21,Private,57951,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
31,Private,176711,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,United-States,<=50K
33,Local-gov,368675,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,216149,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,>50K
29,Private,173851,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,90705,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,1485,40,United-States,<=50K
52,State-gov,216342,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
35,Private,140752,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
33,Private,116508,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,<undefined>,224361,9th,5,Divorced,<undefined>,Unmarried,White,Female,0,0,5,Cuba,<=50K
43,Private,180303,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
66,<undefined>,196736,1st-4th,2,Never-married,<undefined>,Not-in-family,Black,Male,0,0,30,United-States,<=50K
51,Local-gov,110327,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,185607,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
17,Local-gov,244856,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,198068,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,97136,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Self-emp-inc,164658,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
54,Private,235693,11th,7,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
45,Private,197038,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
47,Local-gov,97419,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
49,Self-emp-not-inc,208872,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1672,98,United-States,<=50K
32,Private,205528,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Self-emp-inc,146042,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
39,Self-emp-inc,222641,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Self-emp-inc,376936,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Local-gov,138077,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,38,United-States,>50K
24,Private,155913,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,<=50K
45,Private,36006,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
19,Private,214678,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
46,Private,369538,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
50,Private,166565,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,257043,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,42,United-States,<=50K
47,Self-emp-inc,181130,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
69,<undefined>,254834,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,10605,0,10,United-States,>50K
43,Self-emp-not-inc,38876,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,187073,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,156996,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,2415,55,<undefined>,>50K
90,Private,313749,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
41,Private,331651,Prof-school,15,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,Japan,>50K
24,Private,243368,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,36,Mexico,<=50K
24,Private,32921,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
24,Private,117167,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,53,United-States,<=50K
35,Private,401930,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1887,42,United-States,>50K
30,Private,114691,Bachelors,13,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
46,Private,99385,Bachelors,13,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Local-gov,210308,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1721,30,United-States,<=50K
39,Private,252327,9th,5,Separated,Craft-repair,Own-child,White,Male,0,0,35,Mexico,<=50K
43,Private,90582,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,190194,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,264188,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,24,United-States,<=50K
34,Private,243776,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
41,Private,67065,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
24,Self-emp-not-inc,204209,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
24,Private,226668,HS-grad,9,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Male,0,0,35,United-States,<=50K
34,Self-emp-inc,174215,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,4787,0,45,France,>50K
33,Private,315143,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Cuba,>50K
37,Private,118681,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,38,Puerto-Rico,<=50K
39,Self-emp-not-inc,208109,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
58,Private,116901,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
36,Self-emp-not-inc,405644,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Mexico,<=50K
33,Federal-gov,293550,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,4064,0,40,United-States,<=50K
42,Local-gov,328581,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
31,Private,217962,Some-college,10,Never-married,Protective-serv,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
57,Private,158827,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
67,Federal-gov,65475,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
23,Private,159709,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,140474,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
43,Private,144778,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,Italy,>50K
39,Self-emp-not-inc,83242,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,143385,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Local-gov,167544,Assoc-acdm,12,Divorced,Other-service,Unmarried,White,Female,0,0,13,United-States,<=50K
25,Private,122175,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,378747,10th,6,Separated,Transport-moving,Unmarried,Black,Male,0,0,45,United-States,>50K
24,Private,230475,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
50,Self-emp-inc,120781,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,60,South,>50K
70,Private,206232,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
61,Private,298400,Bachelors,13,Divorced,Sales,Not-in-family,Black,Male,4787,0,48,United-States,>50K
51,Federal-gov,163671,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,<=50K
38,Self-emp-not-inc,140583,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
51,Private,137253,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
28,Private,246974,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,Self-emp-not-inc,182470,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,>50K
57,Self-emp-inc,107617,HS-grad,9,Separated,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,>50K
44,Self-emp-inc,116358,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,50,<undefined>,>50K
29,Private,250819,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,196508,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
42,Private,367533,10th,6,Married-civ-spouse,Craft-repair,Own-child,Other,Male,0,0,43,United-States,>50K
74,Private,188709,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
50,Private,271160,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,173674,HS-grad,9,Divorced,Other-service,Other-relative,White,Female,0,0,14,United-States,<=50K
64,<undefined>,257790,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,38,United-States,<=50K
44,Private,322391,11th,7,Separated,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
34,Private,209691,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,4386,0,50,United-States,>50K
17,Private,104232,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
17,<undefined>,86786,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
43,Private,88233,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,240888,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Private,169719,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3103,0,40,United-States,>50K
20,Private,129240,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,160968,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
34,Private,236861,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,109282,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
32,Private,215047,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,115932,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,Ireland,>50K
28,Private,55360,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
44,Private,224658,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
29,Local-gov,376302,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,35,Nicaragua,>50K
28,Private,183597,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,594,0,50,Germany,<=50K
37,Private,115289,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,258883,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,69132,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,207301,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,20,United-States,<=50K
37,Private,179671,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,Self-emp-not-inc,140456,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
19,Private,327397,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,30,United-States,<=50K
60,Private,200235,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Self-emp-not-inc,108435,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,2829,0,30,United-States,<=50K
47,Private,195978,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,Private,329144,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,>50K
48,Self-emp-inc,250674,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
57,<undefined>,176897,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
50,Self-emp-inc,132716,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,>50K
62,Private,174201,9th,5,Widowed,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
45,Private,167617,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
55,Local-gov,254949,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,319582,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,32,United-States,<=50K
25,Private,248990,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Guatemala,<=50K
49,Private,144396,11th,7,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
32,State-gov,200469,Some-college,10,Never-married,Protective-serv,Unmarried,Black,Female,3887,0,40,United-States,<=50K
25,Federal-gov,55636,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
39,Private,185624,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
27,Local-gov,125442,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,160943,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,>50K
30,Private,243841,HS-grad,9,Divorced,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,40,South,<=50K
21,Private,34616,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
33,Private,235847,Prof-school,15,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
33,Private,174789,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Private,280111,11th,7,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
70,Private,236055,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
25,Private,237865,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,42,United-States,<=50K
17,Private,194612,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
20,Private,173851,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,372483,Some-college,10,Never-married,Other-service,Other-relative,Black,Male,0,0,35,United-States,<=50K
71,Federal-gov,422149,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,40,United-States,>50K
31,Private,174201,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,272618,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
52,Private,74660,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,201481,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,175232,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
25,Private,336440,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,46645,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,9,United-States,<=50K
48,State-gov,31141,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1902,40,United-States,>50K
53,Private,281425,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Self-emp-not-inc,31510,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Private,310255,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
32,Federal-gov,82393,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,56,United-States,>50K
59,Self-emp-not-inc,190514,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
49,Private,165513,Some-college,10,Divorced,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
65,<undefined>,178931,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Amer-Indian-Eskimo,Male,3818,0,40,United-States,<=50K
31,Private,226696,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
53,Private,195813,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,Other,Male,5178,0,40,Puerto-Rico,>50K
44,Private,165815,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,123983,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,55,Japan,>50K
36,Private,235371,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,147258,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
63,<undefined>,222289,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,7688,0,54,United-States,>50K
67,Self-emp-inc,171564,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,20051,0,30,England,>50K
29,Private,255949,Bachelors,13,Never-married,Sales,Unmarried,Black,Male,0,0,40,United-States,<=50K
52,Private,186272,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,282872,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1628,40,United-States,<=50K
21,Private,111676,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,199501,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,38,United-States,<=50K
24,Private,151443,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Black,Female,0,0,30,United-States,<=50K
31,Private,145935,HS-grad,9,Never-married,Exec-managerial,Own-child,Black,Male,0,0,40,United-States,<=50K
54,Federal-gov,230387,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
44,Private,127592,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,210828,Some-college,10,Never-married,Handlers-cleaners,Own-child,Other,Male,0,0,30,United-States,<=50K
41,Private,297186,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,<=50K
37,Self-emp-inc,116554,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,70,United-States,<=50K
30,Private,144593,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
26,State-gov,147719,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,20,India,<=50K
68,Self-emp-not-inc,89011,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,Canada,<=50K
31,Private,38158,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,178686,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
80,<undefined>,172826,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
26,Private,155752,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
63,Private,100099,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,231688,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
30,<undefined>,147215,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
42,Self-emp-inc,50122,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
64,Federal-gov,86837,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
32,Private,113364,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,289390,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,<=50K
73,Private,77884,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
32,Private,390157,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
53,Private,89587,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,45,United-States,>50K
58,Private,234328,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Local-gov,365430,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
24,Private,410439,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,15,United-States,<=50K
53,Private,129525,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,166527,Some-college,10,Never-married,Exec-managerial,Own-child,Other,Female,0,0,40,United-States,<=50K
42,<undefined>,109912,Assoc-acdm,12,Never-married,<undefined>,Other-relative,White,Female,0,0,40,United-States,<=50K
30,Private,210906,HS-grad,9,Married-civ-spouse,Exec-managerial,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,405284,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
28,Private,138269,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,25429,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
45,Private,231672,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
26,Private,258550,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,268147,9th,5,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,54411,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
54,Private,37289,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,55,United-States,>50K
23,Private,157951,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Self-emp-inc,225165,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
37,Private,238049,9th,5,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,30,El-Salvador,<=50K
31,Private,197252,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
56,Self-emp-inc,216636,12th,8,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1651,40,United-States,<=50K
25,Private,183575,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,19752,11th,7,Never-married,Other-service,Own-child,Black,Female,0,0,25,United-States,<=50K
37,Private,103925,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,68,United-States,<=50K
60,Private,31577,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,61298,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Federal-gov,190541,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-not-inc,366089,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
28,<undefined>,389857,HS-grad,9,Married-civ-spouse,<undefined>,Other-relative,White,Male,0,0,16,United-States,<=50K
33,<undefined>,192644,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,216129,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,1408,50,United-States,<=50K
29,Private,51944,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,4386,0,40,United-States,>50K
33,Self-emp-not-inc,67482,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,99,United-States,<=50K
29,<undefined>,108775,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Dominican-Republic,<=50K
23,State-gov,279243,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,278391,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,Nicaragua,<=50K
60,Private,349898,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,44,United-States,<=50K
44,Private,219441,10th,6,Never-married,Sales,Unmarried,Other,Female,0,0,35,Dominican-Republic,<=50K
18,Private,173255,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,1055,0,25,United-States,<=50K
52,Federal-gov,29623,12th,8,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,217460,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,163604,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,>50K
33,Private,163110,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3781,0,40,United-States,<=50K
20,Private,238685,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
27,<undefined>,251854,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,35,<undefined>,>50K
33,Private,213308,Assoc-voc,11,Separated,Adm-clerical,Own-child,Black,Female,0,0,50,United-States,<=50K
25,Private,193773,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
63,Private,114011,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Female,0,0,20,United-States,<=50K
63,Self-emp-not-inc,52144,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
43,Private,347934,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
58,Private,293399,11th,7,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
70,<undefined>,118630,Assoc-voc,11,Widowed,<undefined>,Unmarried,White,Female,0,0,35,United-States,<=50K
35,Private,127306,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,14344,0,40,United-States,>50K
42,Private,366180,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
20,Local-gov,188950,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,25,United-States,<=50K
35,Private,189382,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,24515,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,283116,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,1506,0,50,United-States,<=50K
43,Self-emp-not-inc,182217,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,<=50K
19,Private,552354,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,163021,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,61885,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
36,Self-emp-not-inc,182898,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
45,Private,183092,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
48,Private,30289,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
29,Private,77572,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
48,State-gov,118330,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
36,Private,469056,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
58,Private,145574,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,302041,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
59,Private,32552,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,4,United-States,<=50K
42,Private,185413,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
33,Federal-gov,26543,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
23,Federal-gov,163870,Some-college,10,Never-married,Armed-Forces,Other-relative,White,Male,0,0,40,United-States,<=50K
21,Private,240063,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
48,Private,208748,5th-6th,3,Divorced,Machine-op-inspct,Unmarried,Other,Female,0,0,40,Dominican-Republic,<=50K
32,Local-gov,84119,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,84130,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
66,Local-gov,261062,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Local-gov,336010,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,32,United-States,<=50K
52,Private,389270,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
17,Private,138293,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
35,Private,240389,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,43,United-States,>50K
39,Private,190297,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,55,United-States,>50K
21,<undefined>,170070,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,10,United-States,<=50K
24,Private,149457,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,81534,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,84,Japan,>50K
25,Private,378322,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,2001,50,United-States,<=50K
29,Federal-gov,196912,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
56,Private,116143,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,44,United-States,>50K
34,Self-emp-not-inc,80933,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Local-gov,190660,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
27,Private,120155,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,39,United-States,<=50K
47,Private,167159,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,4650,0,40,United-States,<=50K
36,Private,58343,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,3103,0,42,United-States,>50K
44,Federal-gov,161240,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,126402,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Black,Female,0,0,60,United-States,<=50K
23,Private,148709,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,<=50K
45,Local-gov,318280,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
31,Local-gov,80058,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,64,United-States,<=50K
45,Private,274689,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
42,Private,157367,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,<undefined>,<=50K
33,Private,217460,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,33727,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,166961,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
25,Private,146117,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,42,United-States,<=50K
33,Private,160216,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,32,<undefined>,<=50K
70,Self-emp-not-inc,124449,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2246,8,United-States,>50K
22,Private,50163,9th,5,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,235271,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
46,Private,121124,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
43,Self-emp-not-inc,144218,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,94334,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,25,United-States,<=50K
59,Self-emp-inc,169982,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
51,Self-emp-not-inc,35295,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,45,United-States,<=50K
47,Private,133969,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,2885,0,65,Japan,<=50K
36,Private,35429,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
73,Local-gov,205580,5th-6th,3,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,6,United-States,<=50K
32,Local-gov,177794,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,167474,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
51,Local-gov,35211,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,Private,117244,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,45,United-States,<=50K
57,Private,194850,Some-college,10,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,Mexico,<=50K
19,Private,144911,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
45,Private,197240,12th,8,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
55,Private,101338,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,148522,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
19,Private,97261,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,166606,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,229414,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
34,Local-gov,209213,Bachelors,13,Never-married,Prof-specialty,Other-relative,Black,Male,0,0,15,United-States,<=50K
26,Private,291968,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,40,United-States,>50K
73,Federal-gov,127858,Some-college,10,Widowed,Tech-support,Not-in-family,White,Female,3273,0,40,United-States,<=50K
27,Private,302406,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
37,Self-emp-not-inc,29054,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,84,United-States,<=50K
73,Self-emp-not-inc,336007,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,349230,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,1848,40,United-States,>50K
36,Local-gov,101481,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,46704,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
49,Private,233639,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
68,Local-gov,31725,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,54850,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1590,50,United-States,<=50K
30,Private,293512,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
28,Private,375655,Bachelors,13,Never-married,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
28,Private,105817,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Local-gov,203408,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,162302,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
40,Private,163455,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,55,United-States,>50K
32,Local-gov,100135,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
60,<undefined>,41517,11th,7,Married-spouse-absent,<undefined>,Unmarried,Black,Female,0,0,20,United-States,<=50K
18,Private,102182,12th,8,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,30,United-States,<=50K
36,Private,414683,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
26,Private,194352,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,194096,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Female,0,0,45,United-States,<=50K
90,Local-gov,153602,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,6767,0,40,United-States,<=50K
20,Private,215495,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
27,Private,164607,Bachelors,13,Separated,Tech-support,Own-child,White,Male,0,0,50,United-States,<=50K
58,Local-gov,34878,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,126569,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
65,<undefined>,315728,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,2329,0,75,United-States,<=50K
28,Private,22422,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Local-gov,178222,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
45,Local-gov,56841,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,300275,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
69,Local-gov,197288,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
58,Self-emp-not-inc,157786,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,110684,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
58,Self-emp-not-inc,140729,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
53,Federal-gov,90127,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
44,Self-emp-inc,37997,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,61308,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,171199,Bachelors,13,Divorced,Machine-op-inspct,Unmarried,Other,Female,0,0,40,Puerto-Rico,<=50K
48,Private,128432,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,195023,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,122473,9th,5,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,625,40,United-States,<=50K
43,Private,171888,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Self-emp-inc,183784,10th,6,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
20,Private,219262,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,71379,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
19,<undefined>,234519,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
35,Private,96824,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,242597,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,127388,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,204536,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
54,Private,143804,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,80680,Some-college,10,Married-civ-spouse,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
36,Private,301227,5th-6th,3,Separated,Priv-house-serv,Unmarried,Other,Female,0,0,35,Mexico,<=50K
26,Self-emp-not-inc,201930,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
25,Local-gov,176616,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,353219,9th,5,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,126076,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,156493,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,435503,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
52,Self-emp-inc,561489,Masters,14,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,50,United-States,<=50K
22,Federal-gov,100345,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,43,United-States,<=50K
18,Private,36275,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,25,United-States,<=50K
46,Private,110794,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Local-gov,143766,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
30,Federal-gov,76313,HS-grad,9,Married-civ-spouse,Armed-Forces,Other-relative,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K
31,Private,121308,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,216672,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,89942,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,3674,0,45,United-States,<=50K
45,State-gov,103406,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
30,State-gov,158291,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,455361,9th,5,Never-married,Other-service,Unmarried,White,Male,0,0,35,Mexico,<=50K
44,Private,225263,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,1408,46,United-States,<=50K
54,Private,225307,11th,7,Divorced,Craft-repair,Own-child,White,Female,0,0,50,United-States,>50K
36,Private,286115,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
50,Private,187830,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
26,Private,142506,Bachelors,13,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
47,Local-gov,148576,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
36,Private,185325,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,37,United-States,<=50K
32,Self-emp-not-inc,27939,Some-college,10,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
21,Private,383603,10th,6,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Private,140790,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,226629,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Mexico,<=50K
51,Private,228516,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,45,Columbia,<=50K
55,Self-emp-not-inc,119762,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,299197,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,149297,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
28,Local-gov,202558,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,175232,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
35,Self-emp-not-inc,157473,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,<undefined>,409842,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
26,Private,105787,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,36,United-States,<=50K
68,Private,144056,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,3818,0,40,United-States,<=50K
46,Private,45363,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,2824,40,United-States,>50K
21,Private,205838,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,37,United-States,<=50K
23,Private,115326,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
17,Private,186890,10th,6,Married-civ-spouse,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
23,Local-gov,304386,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,24529,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Male,0,0,15,United-States,<=50K
33,Private,183557,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,342730,Assoc-acdm,12,Separated,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
31,<undefined>,182191,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,4064,0,30,Canada,<=50K
56,Self-emp-not-inc,67841,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,351381,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,293691,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,1590,40,Japan,<=50K
41,Self-emp-inc,220821,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
26,Private,190027,10th,6,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,30,United-States,<=50K
41,Private,343944,11th,7,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Self-emp-inc,110457,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
47,State-gov,72333,HS-grad,9,Divorced,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,193494,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
35,Private,334999,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
44,Self-emp-not-inc,274363,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
58,Self-emp-inc,113806,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,30,United-States,>50K
25,Private,52536,Assoc-acdm,12,Divorced,Tech-support,Own-child,White,Female,0,1594,25,United-States,<=50K
44,Private,187720,Assoc-voc,11,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
57,Private,104996,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
24,Private,214555,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,52963,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,Private,190511,7th-8th,4,Divorced,Handlers-cleaners,Not-in-family,White,Male,2176,0,35,United-States,<=50K
25,Private,75821,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,123291,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,84,United-States,>50K
50,Local-gov,226497,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,>50K
35,Private,282979,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K
36,Private,166549,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,55,United-States,>50K
27,Private,187746,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,157145,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
30,Private,227551,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
90,Private,115306,Masters,14,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,169249,HS-grad,9,Separated,Other-service,Other-relative,Black,Male,0,0,40,United-States,<=50K
34,State-gov,221966,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
39,Private,224566,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
19,Private,28119,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,4,United-States,<=50K
19,Private,323810,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,210498,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
66,Self-emp-not-inc,174995,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,2290,0,30,Hungary,<=50K
38,Private,161141,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
44,Private,210534,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
34,Self-emp-not-inc,112650,7th-8th,4,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,State-gov,318891,Assoc-acdm,12,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Local-gov,375655,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,228465,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
33,<undefined>,102130,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
73,Private,183213,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Male,25124,0,60,United-States,>50K
35,Local-gov,177305,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2377,40,United-States,<=50K
41,Private,34037,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,116613,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,50,United-States,<=50K
25,Private,175540,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Private,150768,Bachelors,13,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,1564,51,United-States,>50K
36,Private,176634,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,35,United-States,>50K
36,Private,209993,1st-4th,2,Widowed,Other-service,Other-relative,White,Female,0,0,20,Mexico,<=50K
25,Local-gov,206002,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,201259,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
26,Local-gov,202286,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,96062,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1740,40,United-States,<=50K
36,Local-gov,578377,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
30,Private,509500,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,4787,0,45,United-States,>50K
53,Local-gov,324021,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,107737,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
41,State-gov,129865,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
53,Private,103586,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,55,United-States,<=50K
23,Private,187513,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,32,United-States,<=50K
28,Private,172891,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
53,Local-gov,207449,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,209103,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,>50K
33,Private,408813,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Private,209292,HS-grad,9,Never-married,Sales,Other-relative,Black,Female,0,0,32,Dominican-Republic,<=50K
52,Private,144361,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
31,Private,209538,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,55,United-States,<=50K
27,Private,244402,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
44,Private,889965,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,3137,0,30,United-States,<=50K
37,Self-emp-not-inc,298444,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,163237,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
18,Private,311795,12th,8,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
42,Private,155972,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
49,Private,291783,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,153535,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,Black,Female,0,0,36,United-States,<=50K
43,Private,249771,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,99,United-States,<=50K
43,Private,462180,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
31,Private,308540,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Private,34701,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Federal-gov,106252,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,138944,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
37,Private,140713,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,Jamaica,>50K
53,Local-gov,216931,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,4386,0,40,United-States,>50K
26,Private,162312,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,20,Philippines,<=50K
59,Self-emp-inc,253062,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
36,Federal-gov,359249,Some-college,10,Separated,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,231413,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
53,Local-gov,197054,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
26,Private,130931,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
35,Private,30565,HS-grad,9,Married-AF-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
48,Private,105138,HS-grad,9,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
30,Local-gov,178383,Some-college,10,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
38,Private,241998,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
58,Self-emp-not-inc,196403,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,10,United-States,>50K
44,Private,232421,HS-grad,9,Married-spouse-absent,Transport-moving,Not-in-family,Other,Male,0,0,32,Canada,<=50K
30,Private,130369,Assoc-voc,11,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
68,Self-emp-not-inc,336329,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,10,United-States,<=50K
26,Local-gov,337867,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
26,Local-gov,104614,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,223548,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
43,State-gov,506329,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,15024,0,40,<undefined>,>50K
48,Private,64479,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,47,United-States,<=50K
55,Private,284095,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,37,United-States,<=50K
50,Self-emp-not-inc,221336,Some-college,10,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
41,Private,428499,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,50,United-States,>50K
52,Private,208302,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,36,United-States,<=50K
24,<undefined>,412156,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,Mexico,<=50K
31,Self-emp-not-inc,182177,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
54,Local-gov,129972,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,>50K
31,Self-emp-not-inc,186420,Masters,14,Separated,Tech-support,Not-in-family,White,Female,0,0,25,United-States,<=50K
31,Self-emp-inc,203488,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
47,Private,128796,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,55395,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
46,State-gov,314770,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
45,Private,135044,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,319248,10th,6,Never-married,Other-service,Unmarried,White,Female,0,0,25,Mexico,<=50K
34,Local-gov,236415,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,18,United-States,<=50K
48,<undefined>,151584,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,8614,0,60,United-States,>50K
19,<undefined>,133983,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
56,Private,81220,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,Canada,<=50K
47,Private,151087,HS-grad,9,Separated,Prof-specialty,Other-relative,Other,Female,0,0,40,Puerto-Rico,<=50K
35,Private,322171,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
25,Private,190628,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Columbia,<=50K
43,Local-gov,106982,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Private,227856,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,37,United-States,>50K
66,<undefined>,213477,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Male,0,0,10,United-States,<=50K
63,Private,266083,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
32,Private,257068,Some-college,10,Married-spouse-absent,Transport-moving,Not-in-family,White,Female,0,0,37,United-States,<=50K
58,<undefined>,37591,Bachelors,13,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,150533,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,0,0,50,United-States,>50K
27,Private,211184,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,52,United-States,<=50K
21,Private,136610,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,32,United-States,<=50K
44,Federal-gov,244054,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,>50K
40,Self-emp-not-inc,240698,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
65,Private,172906,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Private,238959,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
18,<undefined>,163085,HS-grad,9,Separated,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
51,State-gov,172022,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
44,Federal-gov,218062,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,Private,201799,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,13,United-States,<=50K
29,Private,150717,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,94391,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
50,Local-gov,153064,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
43,Private,156771,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,216639,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,82161,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,<undefined>,159159,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,30,United-States,<=50K
58,Self-emp-not-inc,310014,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
50,State-gov,133014,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,36214,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,>50K
21,Private,399022,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,24,United-States,<=50K
33,Private,179758,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,20,United-States,<=50K
52,Private,48947,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
47,Private,201865,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,319122,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,14084,0,45,United-States,>50K
34,Private,155151,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,24106,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Philippines,>50K
31,Private,257863,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
19,<undefined>,28967,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,379393,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,45,United-States,<=50K
45,Self-emp-not-inc,152752,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,3,United-States,<=50K
34,Private,154874,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,4416,0,30,United-States,<=50K
27,Private,154210,11th,7,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Male,0,0,35,India,<=50K
37,Private,335716,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,94744,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
32,Private,133861,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,13550,0,48,United-States,>50K
24,Private,240137,1st-4th,2,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,Mexico,<=50K
39,Private,80004,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,109702,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
62,Self-emp-not-inc,39610,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
24,Private,90046,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,193855,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,206889,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
44,Private,86298,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,149650,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,2559,48,United-States,>50K
25,Private,323139,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
44,Private,237993,Prof-school,15,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,<undefined>,<=50K
24,Private,36058,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
61,Private,163393,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
45,Local-gov,93535,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,112952,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,48,United-States,<=50K
48,Private,182541,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
26,Local-gov,73392,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
40,<undefined>,507086,HS-grad,9,Divorced,<undefined>,Not-in-family,Black,Female,0,0,32,United-States,<=50K
68,Private,195868,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,20051,0,40,United-States,>50K
24,Private,276851,HS-grad,9,Divorced,Protective-serv,Own-child,White,Female,0,1762,40,United-States,<=50K
25,<undefined>,39901,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
31,Local-gov,33124,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
55,Private,419732,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
46,Private,171095,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,0,0,38,United-States,<=50K
58,Private,199278,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,38,United-States,<=50K
56,Private,235205,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,168232,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,55,United-States,>50K
24,Private,145964,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
35,Local-gov,72338,HS-grad,9,Divorced,Farming-fishing,Own-child,Asian-Pac-Islander,Male,0,0,56,United-States,<=50K
51,Private,153870,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
47,Private,323798,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,55,United-States,>50K
17,Private,198830,11th,7,Never-married,Adm-clerical,Other-relative,White,Female,0,0,10,United-States,<=50K
21,Private,267040,10th,6,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Private,167187,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
42,Private,230684,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K
56,Private,659558,12th,8,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Private,181661,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,186144,7th-8th,4,Never-married,Machine-op-inspct,Not-in-family,Other,Female,0,0,40,Mexico,<=50K
20,Federal-gov,178517,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
65,Self-emp-not-inc,131417,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,1797,0,21,United-States,<=50K
44,Private,57233,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,379798,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,122175,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
38,Private,107302,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
31,Local-gov,127651,10th,6,Never-married,Transport-moving,Other-relative,White,Male,0,1741,40,United-States,<=50K
33,Self-emp-not-inc,102884,Bachelors,13,Married-civ-spouse,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
49,Self-emp-not-inc,241753,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,173611,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,232666,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,352207,Assoc-voc,11,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
37,Self-emp-not-inc,241998,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,5,United-States,>50K
52,Private,279129,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,37,United-States,>50K
27,Private,177057,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,155659,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,55,United-States,>50K
21,Private,251603,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Federal-gov,19914,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
61,Private,115023,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
32,Private,101709,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
21,Private,313702,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Private,250068,12th,8,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
34,Private,227359,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,42,United-States,<=50K
21,State-gov,196827,Assoc-acdm,12,Never-married,Tech-support,Own-child,White,Male,0,0,10,United-States,<=50K
44,Private,118550,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,33,United-States,<=50K
26,Private,285004,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,35,South,<=50K
36,Private,280169,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
39,Private,144608,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,>50K
52,Private,76860,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,0,0,8,Philippines,<=50K
44,Self-emp-not-inc,167280,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,334783,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
60,<undefined>,141580,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
31,Private,226443,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,366065,Some-college,10,Never-married,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
23,Private,225724,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,25,United-States,<=50K
81,State-gov,132204,1st-4th,2,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
39,Private,258276,Bachelors,13,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,3137,0,40,<undefined>,<=50K
38,Private,197711,10th,6,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Portugal,<=50K
21,Private,30619,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
28,Local-gov,335015,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,61272,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,106544,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,144169,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,40295,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,99,United-States,<=50K
56,Private,266091,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,2907,0,52,Cuba,<=50K
57,Private,143030,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,30,<undefined>,<=50K
42,State-gov,192397,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
43,Private,114351,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
48,<undefined>,63466,HS-grad,9,Married-spouse-absent,<undefined>,Unmarried,White,Female,0,0,32,United-States,<=50K
53,Private,132304,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Scotland,<=50K
58,Private,128162,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,24,United-States,<=50K
19,Private,125938,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,40,El-Salvador,<=50K
37,Private,170174,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,46,United-States,>50K
41,Self-emp-not-inc,203451,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
31,Private,109917,7th-8th,4,Separated,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,114937,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
53,Local-gov,231196,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,238474,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
56,Private,314149,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
55,Federal-gov,31728,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
51,Private,360131,5th-6th,3,Married-civ-spouse,Craft-repair,Other-relative,White,Female,0,0,40,United-States,<=50K
62,Private,141308,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,83411,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
45,<undefined>,119835,7th-8th,4,Divorced,<undefined>,Not-in-family,Amer-Indian-Eskimo,Male,0,0,48,United-States,<=50K
28,Local-gov,296537,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,193047,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
62,State-gov,39630,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
57,Local-gov,213975,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
60,Local-gov,259803,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
23,Federal-gov,55465,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,181307,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,United-States,>50K
21,Private,211301,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,8,United-States,<=50K
51,Private,200450,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,<=50K
61,Local-gov,176731,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,140985,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,99999,0,30,United-States,>50K
76,Private,125784,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,152176,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,39,United-States,<=50K
31,Self-emp-not-inc,111423,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
43,Private,130126,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
58,Federal-gov,30111,Some-college,10,Widowed,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
18,<undefined>,214989,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,1602,24,United-States,<=50K
19,Private,272800,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
44,Private,195881,Some-college,10,Divorced,Exec-managerial,Other-relative,White,Female,0,0,45,United-States,<=50K
41,Local-gov,170924,Some-college,10,Never-married,Prof-specialty,Other-relative,White,Male,0,0,7,United-States,<=50K
21,Private,131473,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,20,Vietnam,<=50K
40,Private,149466,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,35,United-States,<=50K
25,Private,190418,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,Canada,<=50K
62,Local-gov,167889,Doctorate,16,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,Iran,<=50K
42,Private,177989,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,186035,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,195805,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
60,Private,54800,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
20,Private,100605,HS-grad,9,Never-married,Sales,Own-child,Other,Male,0,0,40,Puerto-Rico,<=50K
23,Private,253190,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,25,United-States,<=50K
18,Private,203301,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,175696,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
19,Private,278304,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
51,Private,93193,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Local-gov,158688,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,327612,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,210844,Some-college,10,Married-spouse-absent,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,147340,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
71,Self-emp-not-inc,130436,1st-4th,2,Divorced,Craft-repair,Not-in-family,White,Female,0,0,28,United-States,<=50K
25,Private,206600,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,El-Salvador,<=50K
73,Private,284680,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
45,Private,127738,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,213412,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
50,Private,287927,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,16,United-States,<=50K
44,Private,249332,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Ecuador,<=50K
44,Local-gov,290403,Assoc-voc,11,Divorced,Protective-serv,Own-child,White,Female,0,0,40,Cuba,<=50K
49,Private,54772,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,45,United-States,>50K
44,Self-emp-inc,56651,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,United-States,>50K
42,Federal-gov,178470,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,62865,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,45,United-States,<=50K
66,Private,107196,HS-grad,9,Widowed,Tech-support,Not-in-family,White,Female,0,0,18,United-States,<=50K
19,Private,86860,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,15,United-States,<=50K
60,Private,130684,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
46,Private,164682,Assoc-voc,11,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,198316,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
59,Private,261816,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,52,Outlying-US(Guam-USVI-etc),<=50K
58,Private,280309,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,60,United-States,>50K
47,Private,97176,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Private,95835,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,36,United-States,<=50K
69,<undefined>,323016,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,99999,0,40,United-States,>50K
17,<undefined>,280670,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,136306,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,24,United-States,<=50K
28,Private,65171,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,70,United-States,<=50K
37,Private,25864,HS-grad,9,Separated,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
30,Private,149531,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,33887,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,172822,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,2824,76,United-States,>50K
59,Private,106748,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,99,United-States,<=50K
45,Private,131826,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
53,Local-gov,216691,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,10520,0,40,United-States,>50K
37,Private,133328,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,164737,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Local-gov,99064,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,State-gov,59460,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
27,Private,208725,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,138513,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,121055,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,149784,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,114495,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
34,<undefined>,133278,12th,8,Separated,<undefined>,Unmarried,Black,Female,0,0,53,United-States,<=50K
32,Private,212276,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
32,Private,440129,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,38,Mexico,<=50K
47,Private,98012,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,40,United-States,>50K
27,Private,145284,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,177147,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,141537,10th,6,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,48093,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,92,United-States,<=50K
23,Local-gov,314819,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,123572,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
19,Private,170800,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,60,United-States,<=50K
42,Private,332401,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,193038,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,15,United-States,<=50K
41,Private,351161,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1848,45,United-States,>50K
45,Federal-gov,106910,HS-grad,9,Never-married,Transport-moving,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
67,<undefined>,163726,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,49,United-States,<=50K
36,Self-emp-not-inc,609935,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,48,<undefined>,<=50K
52,State-gov,314627,Masters,14,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
28,Private,115945,Doctorate,16,Never-married,Adm-clerical,Own-child,White,Male,0,0,18,United-States,<=50K
83,Self-emp-inc,272248,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
17,Private,167878,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
27,Private,176972,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,31095,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
40,Private,130834,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,207415,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,White,Female,0,0,25,United-States,<=50K
51,Local-gov,264457,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
51,Private,340588,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,54,Mexico,<=50K
82,<undefined>,42435,10th,6,Widowed,<undefined>,Not-in-family,White,Male,0,0,20,United-States,<=50K
28,Private,107411,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
53,Private,290640,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Germany,>50K
29,Private,106179,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,Canada,<=50K
19,Private,247679,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
30,Private,171598,Bachelors,13,Married-spouse-absent,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
23,Private,234460,7th-8th,4,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,Dominican-Republic,<=50K
66,Private,196674,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,>50K
27,Private,182540,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,172694,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
17,Private,29571,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
27,Private,130438,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,213421,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Local-gov,189956,Bachelors,13,Married-civ-spouse,Protective-serv,Wife,Black,Female,15024,0,40,United-States,>50K
64,Private,133144,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K
62,Self-emp-inc,24050,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
26,Private,276967,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,184857,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,145160,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
35,Private,192251,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,190650,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
52,Local-gov,255927,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,<=50K
46,Private,99086,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
30,Private,216811,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
52,Private,110563,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,120471,HS-grad,9,Never-married,Transport-moving,Not-in-family,Other,Male,0,0,40,United-States,<=50K
17,Private,183066,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
46,State-gov,298786,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
45,Private,297884,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
21,Private,253612,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,1055,0,32,United-States,<=50K
18,Self-emp-not-inc,207438,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
17,Private,148522,11th,7,Never-married,Other-service,Own-child,White,Male,0,1721,15,United-States,<=50K
90,Private,139660,Some-college,10,Divorced,Sales,Unmarried,Black,Female,0,0,37,United-States,<=50K
23,Private,165474,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,120277,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
19,Self-emp-not-inc,67929,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
69,Private,229418,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Federal-gov,41356,Assoc-acdm,12,Never-married,Exec-managerial,Unmarried,White,Female,0,0,32,United-States,<=50K
28,Private,185127,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,54,United-States,<=50K
37,Private,109133,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,1977,45,United-States,>50K
57,Private,148315,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
30,Local-gov,145692,Some-college,10,Never-married,Protective-serv,Not-in-family,Black,Male,0,1974,40,United-States,<=50K
48,Private,210424,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,914,0,40,United-States,<=50K
73,Private,198526,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,32,United-States,<=50K
25,Private,521400,5th-6th,3,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
33,Private,100882,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
36,Private,124818,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,190836,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,40,United-States,<=50K
57,Private,71367,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,303032,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,<undefined>,98989,9th,5,Divorced,<undefined>,Own-child,Amer-Indian-Eskimo,Male,0,0,38,United-States,<=50K
40,State-gov,390781,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,48,United-States,<=50K
32,Private,54782,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
35,<undefined>,202683,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,213081,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
27,Self-emp-inc,89718,Some-college,10,Separated,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
17,Private,225106,10th,6,Never-married,Other-service,Own-child,White,Female,0,1602,18,United-States,<=50K
29,Private,253262,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,78181,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
20,Private,158206,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
69,<undefined>,337720,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
18,State-gov,391257,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,134756,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,Private,183404,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,8,United-States,<=50K
46,Private,192793,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,203943,12th,8,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,<undefined>,<=50K
53,Private,89400,Some-college,10,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Private,237868,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,139187,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
40,Private,126701,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
54,Self-emp-inc,172175,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
45,Private,164210,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Local-gov,608184,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
17,<undefined>,198797,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,20,Peru,<=50K
50,Local-gov,425804,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
22,<undefined>,117618,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,25,United-States,<=50K
30,Private,119164,Bachelors,13,Never-married,Other-service,Unmarried,White,Male,0,0,40,<undefined>,<=50K
40,Self-emp-inc,92036,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,77146,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Self-emp-not-inc,191803,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,54932,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,251694,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
22,Private,268145,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,104842,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,50,Haiti,<=50K
60,Local-gov,227332,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,212512,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3464,0,50,United-States,<=50K
53,Private,133436,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,State-gov,309055,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,59202,HS-grad,9,Never-married,Priv-house-serv,Other-relative,White,Female,0,0,10,United-States,<=50K
36,Private,32709,Some-college,10,Divorced,Sales,Not-in-family,White,Female,3325,0,45,United-States,<=50K
67,Self-emp-inc,73559,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,9386,0,50,United-States,>50K
31,Private,117963,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,60,United-States,<=50K
26,Private,169121,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
18,Private,308889,11th,7,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
45,Local-gov,144940,Masters,14,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
64,Private,102041,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,335998,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
53,Private,29557,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,210313,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,28,Guatemala,<=50K
32,Private,190784,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,107597,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,14084,0,30,United-States,>50K
59,Private,97168,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
44,Private,155930,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,55,United-States,>50K
61,Self-emp-not-inc,181033,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
41,<undefined>,344572,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
46,State-gov,170165,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
32,Private,178835,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,118230,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
48,Private,149640,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,30271,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,30,United-States,<=50K
21,Private,154165,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,35,United-States,<=50K
50,Self-emp-not-inc,341797,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
44,Local-gov,145246,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
51,Private,280093,HS-grad,9,Separated,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
42,Private,373469,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Private,199172,Bachelors,13,Never-married,Protective-serv,Own-child,White,Female,0,0,40,United-States,<=50K
70,Self-emp-not-inc,177199,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,3,United-States,<=50K
33,Private,258932,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Self-emp-not-inc,139960,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,10605,0,60,United-States,>50K
39,Private,258037,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
32,Private,116677,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,59496,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,34218,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,200246,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
64,Federal-gov,316246,Bachelors,13,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Local-gov,239161,Some-college,10,Separated,Protective-serv,Own-child,Other,Male,0,0,52,United-States,<=50K
49,Self-emp-not-inc,173411,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,259226,11th,7,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,48,United-States,<=50K
35,Local-gov,195516,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,200598,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1740,45,United-States,<=50K
42,State-gov,160369,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
21,<undefined>,415913,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,147253,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Local-gov,199674,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,State-gov,198493,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
23,Private,377121,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
21,Private,400635,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,<undefined>,<=50K
45,Private,513660,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,<undefined>,175069,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,82552,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,594,0,50,United-States,<=50K
28,<undefined>,78388,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,38,United-States,<=50K
23,Private,171705,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
39,Self-emp-not-inc,315640,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,60,Iran,<=50K
45,Private,266860,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
68,Private,192829,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,<=50K
60,Federal-gov,237317,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Male,4934,0,40,United-States,>50K
38,State-gov,110426,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,40,<undefined>,>50K
41,Private,327606,12th,8,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,34845,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,58582,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,155659,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Local-gov,210029,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
26,Private,381618,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
55,Self-emp-inc,298449,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,50,United-States,>50K
35,State-gov,226789,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,75,United-States,<=50K
52,Private,210736,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,55,United-States,>50K
46,State-gov,111163,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
72,<undefined>,76860,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,1,United-States,<=50K
18,Private,92112,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
62,Local-gov,136787,HS-grad,9,Divorced,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
22,Private,29810,Some-college,10,Never-married,Transport-moving,Own-child,White,Female,0,0,30,United-States,<=50K
40,Private,360884,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,7298,0,40,United-States,>50K
26,Private,266022,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,142874,Assoc-acdm,12,Married-spouse-absent,Sales,Own-child,Black,Female,0,0,36,United-States,<=50K
25,Self-emp-not-inc,72338,HS-grad,9,Never-married,Sales,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
46,<undefined>,177305,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,35,United-States,>50K
39,Private,165106,Bachelors,13,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,1564,50,<undefined>,>50K
41,Private,424478,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,45,United-States,>50K
59,Private,189721,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Italy,>50K
37,Private,34180,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,183279,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
33,Private,35309,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
23,Private,259109,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,Puerto-Rico,<=50K
67,Self-emp-not-inc,148690,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Male,18481,0,2,United-States,>50K
60,Private,125019,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,8614,0,48,United-States,>50K
39,Self-emp-inc,172538,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
32,Self-emp-not-inc,410615,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,60,United-States,>50K
26,Private,322547,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
39,Private,300760,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,50,United-States,<=50K
28,Private,232782,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,174645,11th,7,Divorced,Craft-repair,Unmarried,White,Female,0,0,52,United-States,<=50K
43,Private,164693,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,206861,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,25,United-States,<=50K
32,Private,195602,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,45,United-States,>50K
33,Self-emp-not-inc,422960,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,60,United-States,>50K
45,Private,116360,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
48,Private,278530,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Local-gov,188291,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
50,Self-emp-not-inc,163948,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
63,Private,64544,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,>50K
55,Private,101468,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
22,Private,107882,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,35,United-States,<=50K
32,Self-emp-not-inc,182691,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,60,United-States,<=50K
27,Private,203776,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
22,Private,201268,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
44,Private,29762,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,68,United-States,<=50K
34,Private,186346,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,196690,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,99604,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,24,United-States,>50K
45,Private,194772,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
17,Private,95446,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
53,Self-emp-not-inc,257126,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
58,Private,194733,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,98361,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
44,Local-gov,124924,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
40,Self-emp-not-inc,111971,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
58,Self-emp-not-inc,130714,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,208358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
62,Private,147627,9th,5,Never-married,Priv-house-serv,Not-in-family,Black,Female,1055,0,22,United-States,<=50K
31,Private,149507,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,3464,0,38,United-States,<=50K
31,Private,164870,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,236861,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,1876,45,United-States,<=50K
37,Private,220314,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
38,Local-gov,329980,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1876,40,Canada,<=50K
58,Local-gov,318537,12th,8,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,183284,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,Private,334368,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,4650,0,40,United-States,<=50K
46,Private,109227,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,70,United-States,<=50K
34,Private,118551,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Self-emp-inc,163057,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,99,United-States,<=50K
61,Self-emp-inc,253101,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
30,Self-emp-not-inc,20098,Assoc-voc,11,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,196227,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,175374,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,234037,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,58,United-States,<=50K
47,Private,341762,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,33,United-States,<=50K
20,Private,174714,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,222835,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
46,Private,251786,1st-4th,2,Separated,Other-service,Not-in-family,White,Female,0,0,40,Mexico,<=50K
20,Private,164219,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
33,Private,251120,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
30,Private,236993,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
43,Local-gov,105896,Some-college,10,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,211527,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,60,United-States,<=50K
34,Private,317809,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,<undefined>,>50K
25,Private,185287,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,31014,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
44,Private,151985,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,24,United-States,>50K
26,Private,89389,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,406051,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,80,United-States,>50K
48,Self-emp-not-inc,171986,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,15,United-States,<=50K
26,Private,167848,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,Local-gov,213019,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,211424,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,168981,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,White,Female,0,0,55,United-States,<=50K
24,Private,122348,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
31,Private,139753,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Local-gov,176178,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Female,0,0,2,United-States,<=50K
41,Private,145220,9th,5,Never-married,Priv-house-serv,Unmarried,White,Female,0,0,40,Columbia,<=50K
38,Local-gov,188612,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,445728,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,318002,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,235722,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,<undefined>,367984,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,212705,Masters,14,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
49,Private,411273,10th,6,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,103986,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
44,Private,203761,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
58,<undefined>,266792,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,99999,0,40,United-States,>50K
22,Private,116800,Assoc-acdm,12,Never-married,Protective-serv,Own-child,White,Male,0,0,60,United-States,<=50K
21,State-gov,99199,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,10,United-States,<=50K
50,Private,162327,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
44,Local-gov,100479,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
36,Local-gov,32587,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
30,Federal-gov,321990,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,48,Cuba,>50K
52,Private,108914,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,61343,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,90,United-States,<=50K
48,Local-gov,81154,Assoc-voc,11,Never-married,Protective-serv,Unmarried,White,Male,0,0,48,United-States,<=50K
23,Private,162945,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,2377,40,United-States,<=50K
37,Private,225504,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Self-emp-inc,191712,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,55,United-States,>50K
44,Private,176063,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
36,Private,198587,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,State-gov,34965,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,12,United-States,<=50K
31,Self-emp-inc,467108,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
23,<undefined>,263899,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,12,England,<=50K
29,Private,204984,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
53,Private,217568,HS-grad,9,Widowed,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Private,48343,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,193130,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1887,40,United-States,>50K
31,Private,253354,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,258026,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,16,United-States,<=50K
64,<undefined>,211360,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
55,Private,191367,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,148995,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
20,Private,123901,HS-grad,9,Never-married,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
50,Local-gov,117496,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,7298,0,30,United-States,>50K
45,Self-emp-inc,32356,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,51,United-States,<=50K
17,Private,206506,10th,6,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,10,El-Salvador,<=50K
38,Private,218729,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
43,Private,52498,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
22,Private,136767,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
63,Private,219540,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,114059,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,247337,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
43,State-gov,310969,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
41,Private,171546,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
41,Private,217455,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,410489,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
59,Private,146391,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
46,Local-gov,165484,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
23,Private,184271,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
46,Self-emp-not-inc,231347,Some-college,10,Separated,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
53,Private,95469,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,40,United-States,>50K
47,Private,244025,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Male,0,0,56,Puerto-Rico,<=50K
46,Federal-gov,46537,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,205730,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,>50K
29,Private,383745,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,30,United-States,>50K
32,Private,328199,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
90,Private,84553,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,221072,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,49,<undefined>,<=50K
23,Private,123983,Assoc-voc,11,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
76,<undefined>,191024,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
23,Private,167868,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,225879,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Other,Female,0,0,30,Mexico,>50K
81,Self-emp-inc,247232,10th,6,Married-civ-spouse,Exec-managerial,Wife,White,Female,2936,0,28,United-States,<=50K
17,Private,143791,10th,6,Never-married,Other-service,Own-child,Black,Female,0,0,12,United-States,<=50K
56,Private,177271,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
58,Federal-gov,129786,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,31339,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
25,Private,236267,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,130620,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,35,Philippines,>50K
32,Private,208180,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,24,United-States,>50K
25,Private,292058,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
29,Federal-gov,142712,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
23,Private,119665,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K
41,Private,116825,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
48,State-gov,201177,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
29,Private,118337,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
27,<undefined>,173800,Masters,14,Never-married,<undefined>,Unmarried,Asian-Pac-Islander,Male,0,0,20,Taiwan,<=50K
55,Private,289257,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,190912,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,0,1651,40,Vietnam,<=50K
45,Private,140581,Some-college,10,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,Private,174102,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,Puerto-Rico,<=50K
22,Private,316509,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
80,Local-gov,20101,HS-grad,9,Widowed,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,32,United-States,<=50K
30,Private,187279,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,44,United-States,<=50K
20,Private,259496,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
29,Self-emp-not-inc,181466,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
56,Private,178202,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,188976,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,203027,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
38,State-gov,142022,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
31,Private,119033,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,216181,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
47,Private,178341,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,46,United-States,>50K
25,Local-gov,244408,Bachelors,13,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
31,Private,198953,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
28,Private,173110,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,66326,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,99,United-States,<=50K
30,Local-gov,181091,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-inc,135500,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,40,United-States,>50K
27,Private,133929,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,36,<undefined>,<=50K
26,Private,86483,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,167787,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,208577,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,2258,50,United-States,<=50K
43,Private,216697,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Other,Male,0,0,32,United-States,<=50K
32,Local-gov,118457,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,<=50K
20,Private,298635,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,30,Philippines,<=50K
21,Local-gov,212780,12th,8,Never-married,Handlers-cleaners,Unmarried,Black,Female,0,0,20,United-States,<=50K
32,Private,159187,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,237995,Assoc-voc,11,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,48,United-States,<=50K
45,Private,160724,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
37,Self-emp-inc,183800,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
54,<undefined>,185936,9th,5,Divorced,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
24,Private,161198,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,25,United-States,<=50K
28,<undefined>,113635,11th,7,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
23,Private,214542,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
54,<undefined>,172991,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,203761,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
38,Private,161141,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
71,Private,180117,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,317396,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,237868,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,5,United-States,<=50K
30,Private,323069,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,181091,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
38,Private,309122,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,105936,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,13550,0,40,United-States,>50K
43,Private,40024,11th,7,Never-married,Transport-moving,Not-in-family,White,Male,0,0,42,United-States,<=50K
36,Federal-gov,192443,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,13550,0,40,United-States,>50K
24,State-gov,184216,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
29,<undefined>,256211,1st-4th,2,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
55,Private,205422,10th,6,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
51,Private,22211,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,60,United-States,>50K
43,Local-gov,196308,HS-grad,9,Divorced,Exec-managerial,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
28,Private,389713,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,82566,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,199058,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
47,Private,160440,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
47,Private,76034,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,57,United-States,>50K
38,Private,188503,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,6497,0,35,United-States,<=50K
60,Self-emp-not-inc,92845,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,29083,HS-grad,9,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,0,0,25,United-States,<=50K
22,Private,234474,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,25,United-States,<=50K
55,Local-gov,107308,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Private,111891,Some-college,10,Separated,Sales,Other-relative,Black,Female,0,0,35,United-States,<=50K
53,Self-emp-not-inc,145419,1st-4th,2,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,67,Italy,>50K
44,Local-gov,193425,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,4386,0,40,United-States,>50K
28,Federal-gov,188278,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Local-gov,303485,Some-college,10,Never-married,Transport-moving,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Local-gov,67187,HS-grad,9,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
43,State-gov,114508,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,204172,Bachelors,13,Never-married,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
27,Local-gov,162973,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K
64,Self-emp-not-inc,192695,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,Canada,<=50K
41,Local-gov,89172,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
28,Private,163320,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,128230,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
27,Private,246440,11th,7,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,50567,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
20,Private,117476,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,315834,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K
28,Local-gov,214881,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,195516,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,218653,Bachelors,13,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,87205,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,20,United-States,>50K
40,Private,164647,Some-college,10,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,38,United-States,<=50K
19,Private,129151,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,319697,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,193374,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,167864,Assoc-voc,11,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,197932,Some-college,10,Separated,Priv-house-serv,Not-in-family,White,Female,0,0,30,Guatemala,<=50K
51,Private,102904,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,43,United-States,<=50K
44,Private,216907,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,37,United-States,<=50K
35,Local-gov,331395,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,42,United-States,<=50K
40,Private,171424,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,35406,7th-8th,4,Separated,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
25,Private,238964,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
33,Private,213002,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,1408,36,United-States,<=50K
32,Private,27882,Some-college,10,Never-married,Machine-op-inspct,Other-relative,White,Female,0,2205,40,Holand-Netherlands,<=50K
22,Private,340543,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,70240,Some-college,10,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
18,Self-emp-not-inc,87169,HS-grad,9,Never-married,Farming-fishing,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
43,Private,253759,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,45,United-States,<=50K
46,Private,194431,HS-grad,9,Never-married,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
63,Private,137843,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,48,United-States,>50K
40,<undefined>,170649,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
59,Private,182460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
40,Local-gov,26929,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,399022,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
64,<undefined>,50171,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
36,Private,218490,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
48,Private,164423,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,124436,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
18,Private,60981,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
17,Private,70868,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,16,United-States,<=50K
36,Private,150601,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,<=50K
53,Private,228500,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
36,State-gov,76767,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,39,United-States,<=50K
20,Private,218178,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,615367,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
34,Private,150324,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,51264,11th,7,Divorced,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,197642,Some-college,10,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,229895,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,167415,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
51,Private,166934,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
38,Private,305597,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Private,301591,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,35,United-States,<=50K
47,Federal-gov,229646,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,0,0,40,Puerto-Rico,<=50K
28,Self-emp-not-inc,51461,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,206600,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,24,Nicaragua,<=50K
25,Private,176836,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
50,Private,204447,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,65,United-States,>50K
50,Private,33304,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
43,Private,174051,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
27,Private,38918,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,1876,75,United-States,<=50K
32,Private,170017,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,98466,10th,6,Never-married,Farming-fishing,Unmarried,White,Male,0,0,35,United-States,<=50K
19,Private,188864,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,20,United-States,<=50K
53,Self-emp-inc,137815,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
21,Private,43475,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,557236,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
68,Private,32779,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,419,12,United-States,<=50K
31,Private,161765,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,2051,57,United-States,<=50K
32,Private,207668,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Male,0,2444,50,United-States,>50K
33,Private,171215,Masters,14,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
49,<undefined>,52590,HS-grad,9,Never-married,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
24,Private,183751,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
30,Private,149507,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,42,United-States,<=50K
49,Private,98092,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,123714,11th,7,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,State-gov,190385,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,37,United-States,<=50K
51,Private,334273,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,343440,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,208302,HS-grad,9,Divorced,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
23,Local-gov,280164,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,32,United-States,<=50K
23,Self-emp-not-inc,174714,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
36,Private,184655,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
19,Private,140459,11th,7,Never-married,Craft-repair,Other-relative,White,Male,0,0,25,United-States,<=50K
53,Self-emp-not-inc,108815,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,152652,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
69,Private,269499,HS-grad,9,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,8,United-States,<=50K
46,Local-gov,33373,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,243674,HS-grad,9,Separated,Tech-support,Not-in-family,White,Male,0,0,46,United-States,<=50K
40,Private,225432,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,215839,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,<undefined>,<=50K
29,Local-gov,195520,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,70092,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
22,Private,189888,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
28,Private,64307,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,94235,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
35,Private,62333,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,260997,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
17,Private,146268,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
39,Private,147258,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,207948,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
50,Private,180607,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
56,Local-gov,104996,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
80,Self-emp-not-inc,562336,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
38,Self-emp-not-inc,334366,Some-college,10,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,15,United-States,<=50K
52,State-gov,142757,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
26,Local-gov,220656,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,38,England,<=50K
43,Private,96483,HS-grad,9,Divorced,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,40,South,<=50K
45,Private,51744,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,42,United-States,<=50K
41,Self-emp-inc,114967,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
30,Private,393965,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
24,Private,41838,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K
43,Local-gov,143046,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
44,Private,209174,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
54,Private,183248,HS-grad,9,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
23,Private,102942,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,2258,40,United-States,>50K
33,Self-emp-not-inc,427474,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
18,Private,338632,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
38,Private,89559,Some-college,10,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,Germany,<=50K
41,Self-emp-not-inc,32533,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
22,<undefined>,255969,12th,8,Never-married,<undefined>,Not-in-family,White,Male,0,0,48,United-States,<=50K
66,Self-emp-inc,112376,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
70,<undefined>,346053,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,147653,10th,6,Married-civ-spouse,Craft-repair,Wife,White,Female,0,1977,35,<undefined>,>50K
60,Self-emp-not-inc,44915,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,10,United-States,<=50K
24,Local-gov,111450,10th,6,Never-married,Craft-repair,Unmarried,Black,Male,0,0,65,Haiti,<=50K
61,Private,171429,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
35,Local-gov,190964,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,109005,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
52,Private,404453,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,280169,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,United-States,>50K
39,Self-emp-not-inc,163204,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,192256,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
52,Private,181755,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,183105,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,44,Cuba,<=50K
37,Private,335168,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
38,Local-gov,86643,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
27,Private,180262,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,127865,Masters,14,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,146042,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,3103,0,60,United-States,>50K
49,Self-emp-not-inc,102110,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,30,United-States,>50K
38,Private,152237,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,<undefined>,>50K
22,Private,202745,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,55,United-States,<=50K
40,Federal-gov,199303,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,266467,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Federal-gov,345259,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,99,United-States,<=50K
24,Private,204935,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,56,United-States,<=50K
58,Federal-gov,244830,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,4787,0,40,United-States,>50K
24,Private,190457,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Private,180138,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
38,Private,166585,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,29962,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,191129,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,378707,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,116358,HS-grad,9,Never-married,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,27828,0,48,United-States,>50K
48,Private,240629,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
40,Private,233320,7th-8th,4,Separated,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
50,Self-emp-inc,302708,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7688,0,50,Japan,>50K
57,Private,29375,HS-grad,9,Separated,Sales,Not-in-family,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
36,Local-gov,137314,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
41,Private,140886,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
90,Private,226968,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,151793,7th-8th,4,Widowed,Other-service,Not-in-family,Black,Female,0,0,10,United-States,<=50K
34,Self-emp-not-inc,56460,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,2179,12,United-States,<=50K
23,Private,72887,HS-grad,9,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,0,1,Vietnam,<=50K
35,Private,261646,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,55,United-States,<=50K
32,Private,178615,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K
33,Private,295589,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,>50K
32,Self-emp-inc,377836,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,56510,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,337696,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,183765,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,107846,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Local-gov,22641,HS-grad,9,Never-married,Protective-serv,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
35,Private,204590,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,>50K
29,Private,114801,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,190591,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
33,State-gov,220066,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,48,United-States,>50K
22,<undefined>,228480,HS-grad,9,Married-civ-spouse,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,128378,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,157595,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Local-gov,152171,11th,7,Never-married,Protective-serv,Own-child,White,Male,0,0,10,United-States,<=50K
63,Private,339755,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,<undefined>,>50K
49,Private,240841,7th-8th,4,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
58,Private,94345,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,289116,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
59,Private,176647,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
49,Self-emp-not-inc,79627,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Local-gov,210781,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
17,<undefined>,161981,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,493443,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,86459,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
64,Private,312242,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,3,United-States,<=50K
34,Private,185408,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
63,Private,101077,Assoc-acdm,12,Married-spouse-absent,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,<=50K
51,Private,147200,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,State-gov,166327,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,35,United-States,<=50K
55,Private,178644,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
35,Private,126675,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,46,<undefined>,<=50K
30,Private,158420,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,25,United-States,<=50K
47,<undefined>,83046,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,18,United-States,<=50K
29,Private,46609,10th,6,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
17,<undefined>,170320,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,8,United-States,<=50K
32,Self-emp-not-inc,37232,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
55,Private,141877,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Local-gov,81654,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,56,United-States,>50K
50,Private,177705,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,124792,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,7688,0,45,United-States,>50K
32,Self-emp-not-inc,129497,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
60,Private,114413,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
53,Private,189511,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,111625,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Male,8614,0,40,United-States,>50K
45,Private,246431,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
31,Private,147654,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,443546,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,281751,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
28,Private,263128,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
26,Private,292692,12th,8,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
47,Self-emp-inc,96798,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,>50K
34,Private,430554,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
42,Private,317078,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,108557,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,99999,0,40,United-States,>50K
32,Private,207400,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,187089,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,42,United-States,>50K
46,Local-gov,398986,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,52,United-States,>50K
38,Private,238980,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
49,<undefined>,407495,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,70,United-States,<=50K
35,Private,183800,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
61,<undefined>,226989,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,4865,0,40,United-States,<=50K
45,Private,287190,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,Black,Male,0,0,35,United-States,<=50K
31,Private,111363,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Self-emp-inc,260938,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
20,Private,183594,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
64,<undefined>,49194,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
20,<undefined>,117618,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,172496,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,389713,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,174413,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,State-gov,189843,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,198546,Masters,14,Widowed,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
21,Private,82497,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
23,Private,193090,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
79,Private,172220,7th-8th,4,Widowed,Priv-house-serv,Not-in-family,White,Female,2964,0,30,United-States,<=50K
55,Private,208451,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,<undefined>,234277,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,35,United-States,<=50K
60,Private,163729,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,2597,0,40,United-States,<=50K
37,Private,434097,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
47,Private,192053,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,1590,40,United-States,<=50K
20,State-gov,178628,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,96827,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Canada,<=50K
34,Private,154667,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,160246,Some-college,10,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
24,Self-emp-not-inc,166036,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
23,Private,186813,HS-grad,9,Never-married,Protective-serv,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
29,Private,162312,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,Other,Male,0,0,40,United-States,<=50K
58,Private,183893,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,<undefined>,270228,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,Black,Male,7688,0,40,United-States,>50K
40,Private,111829,Masters,14,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Federal-gov,175669,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
25,State-gov,104097,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Local-gov,117618,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,24,United-States,<=50K
34,Self-emp-inc,202450,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,109570,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
60,Private,101096,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,65,United-States,>50K
39,Private,236391,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
21,Private,136975,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,167523,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2179,45,United-States,<=50K
33,Private,240979,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,248612,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,>50K
39,Private,151023,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,114,0,45,United-States,<=50K
29,Private,236436,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,8614,0,40,United-States,>50K
29,<undefined>,153167,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
52,Private,61735,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,243165,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,>50K
24,Private,388885,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
77,Self-emp-inc,84979,Doctorate,16,Married-civ-spouse,Farming-fishing,Husband,White,Male,20051,0,40,United-States,>50K
34,Self-emp-not-inc,87209,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
53,Self-emp-not-inc,168539,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
31,Private,179013,HS-grad,9,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Private,196643,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
50,Self-emp-not-inc,68898,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7688,0,55,United-States,>50K
32,Private,156464,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,35884,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,182714,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
77,Private,344425,9th,5,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,0,0,10,United-States,<=50K
37,Self-emp-not-inc,177277,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,70767,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,520078,Assoc-acdm,12,Divorced,Sales,Unmarried,Black,Male,0,0,60,United-States,<=50K
53,Local-gov,321770,HS-grad,9,Married-spouse-absent,Transport-moving,Other-relative,White,Female,0,0,35,United-States,<=50K
32,Private,158416,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,312667,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,208656,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,594,0,20,United-States,<=50K
33,Private,31481,Bachelors,13,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
31,Private,259531,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,186239,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,162954,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
27,Private,249315,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
21,Private,308237,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,103064,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,185847,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,54,United-States,<=50K
31,Private,168521,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,198170,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
21,Private,353628,10th,6,Separated,Sales,Unmarried,Black,Female,0,0,38,United-States,<=50K
38,<undefined>,273285,11th,7,Never-married,<undefined>,Not-in-family,White,Female,0,0,32,United-States,<=50K
31,Private,272069,Assoc-voc,11,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,22328,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
46,Private,309212,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,25,United-States,<=50K
25,Self-emp-inc,148888,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,Local-gov,324637,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
53,Self-emp-inc,55139,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,<undefined>,212206,Masters,14,Married-civ-spouse,<undefined>,Wife,White,Female,0,1887,48,United-States,>50K
29,Private,119004,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2179,40,United-States,<=50K
45,Private,252079,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
70,Private,315868,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Self-emp-inc,392325,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,United-States,>50K
40,State-gov,174283,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,50,United-States,>50K
17,Private,126832,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
18,Private,126071,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,265706,Masters,14,Never-married,Sales,Unmarried,White,Male,0,0,60,United-States,>50K
41,Private,282964,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,328518,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,State-gov,283499,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,286675,Some-college,10,Never-married,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,<=50K
56,Private,136472,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,48,United-States,<=50K
36,Private,132879,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Male,0,0,45,United-States,<=50K
26,Private,314798,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,143943,Bachelors,13,Widowed,Tech-support,Unmarried,White,Female,0,0,7,United-States,<=50K
35,Private,134367,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Local-gov,366796,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,195573,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,33616,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
31,Private,164190,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,380281,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,25,Columbia,<=50K
58,Self-emp-inc,190763,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Local-gov,209535,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
54,Private,156003,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,55699,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,3908,0,40,United-States,<=50K
28,Private,183151,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,7688,0,40,United-States,>50K
40,Private,198790,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,United-States,<=50K
33,Self-emp-not-inc,272359,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,80,United-States,>50K
27,Private,236481,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,10,India,<=50K
55,Private,143266,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,0,0,25,United-States,<=50K
53,Private,192386,HS-grad,9,Separated,Transport-moving,Unmarried,White,Male,0,0,45,United-States,<=50K
23,Private,99543,12th,8,Never-married,Transport-moving,Not-in-family,White,Male,0,0,46,United-States,<=50K
66,Private,169435,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,0,16,United-States,<=50K
34,Self-emp-not-inc,34572,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
39,Private,119272,10th,6,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,211601,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
26,Private,154785,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,Other,Female,0,0,35,United-States,<=50K
21,Private,213041,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Cuba,<=50K
59,Private,229939,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,175331,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,226443,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
22,Private,46561,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,161311,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,30,United-States,<=50K
50,Private,98215,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,Private,118363,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,2206,5,United-States,<=50K
59,Local-gov,181242,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,356238,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Female,0,0,80,United-States,>50K
56,Self-emp-not-inc,39380,Some-college,10,Married-spouse-absent,Farming-fishing,Not-in-family,White,Female,27828,0,20,United-States,>50K
28,Private,315287,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
34,Private,269723,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,2977,0,50,United-States,<=50K
63,Private,34098,10th,6,Widowed,Farming-fishing,Unmarried,White,Female,0,0,56,United-States,<=50K
48,Private,50880,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,<=50K
41,Federal-gov,356934,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
26,Private,276309,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,20,United-States,<=50K
47,Private,175925,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,2179,52,United-States,<=50K
29,Self-emp-not-inc,164607,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,224462,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,92863,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
27,Private,179565,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,37,United-States,<=50K
59,Self-emp-not-inc,31137,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
19,Private,199495,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,175262,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
37,Private,220585,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Local-gov,231793,Doctorate,16,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
34,Federal-gov,191342,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,38,United-States,<=50K
30,Private,186420,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Private,328242,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Hong,>50K
56,Private,279340,11th,7,Separated,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
19,Private,174478,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,151771,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,145636,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,43,United-States,>50K
21,Private,120326,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,246439,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,144133,Bachelors,13,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,0,0,50,United-States,<=50K
44,Local-gov,145522,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,312055,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,235847,Some-college,10,Never-married,Exec-managerial,Other-relative,White,Female,0,0,50,United-States,<=50K
37,Private,187748,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,396482,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
49,Private,261688,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,60,United-States,<=50K
20,Private,39477,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
37,Private,143058,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,216867,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,Mexico,<=50K
44,Private,230592,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,35,United-States,<=50K
30,Local-gov,40338,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Local-gov,115457,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,374983,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,285419,12th,8,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,<undefined>,385901,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,22,United-States,<=50K
45,State-gov,187581,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-inc,299036,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
42,Private,68729,Some-college,10,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
27,Private,333990,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,117767,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
43,Private,184378,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
21,Private,232591,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,143851,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,89622,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,80,United-States,>50K
34,Private,202498,12th,8,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Dominican-Republic,<=50K
72,Private,268861,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,99,<undefined>,<=50K
54,Private,343242,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
30,Private,460408,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
63,Private,205246,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,230329,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Private,197871,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
72,<undefined>,201375,Assoc-acdm,12,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,194290,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,191814,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
41,Private,95168,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,137876,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,386136,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
71,<undefined>,108390,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,3432,0,20,United-States,<=50K
41,Private,152529,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
35,Private,214891,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Other,Male,0,0,40,Dominican-Republic,<=50K
18,Private,133654,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,147548,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
57,Private,73051,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,60166,1st-4th,2,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,0,0,65,United-States,<=50K
25,Self-emp-inc,454934,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
64,<undefined>,338355,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,15,United-States,<=50K
35,Self-emp-not-inc,185621,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
61,Private,101500,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,36397,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
18,Private,276540,12th,8,Never-married,Sales,Own-child,Black,Female,0,0,15,United-States,<=50K
21,Private,293968,Some-college,10,Married-spouse-absent,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
43,<undefined>,35523,Assoc-acdm,12,Divorced,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
32,Local-gov,186993,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,232132,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
48,Private,176917,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
40,Private,105936,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,105821,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
22,<undefined>,34506,Some-college,10,Separated,<undefined>,Unmarried,White,Female,0,0,25,United-States,<=50K
42,Private,178074,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,<undefined>,116961,7th-8th,4,Widowed,<undefined>,Unmarried,White,Female,0,0,20,United-States,<=50K
34,Private,191930,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,130807,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,94100,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
65,Self-emp-not-inc,144822,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
61,Self-emp-inc,102191,Masters,14,Widowed,Exec-managerial,Unmarried,White,Female,0,0,99,United-States,<=50K
18,Private,90934,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,28,United-States,<=50K
49,<undefined>,296892,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
48,Private,173243,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
26,Private,258768,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,2174,0,75,United-States,<=50K
30,Private,189759,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
68,Self-emp-not-inc,69249,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
23,Private,133061,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,<=50K
65,Self-emp-not-inc,175202,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,24,United-States,<=50K
32,Private,27051,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,44,United-States,<=50K
44,Private,60414,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
48,Local-gov,317360,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
24,Private,258298,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
58,Private,174040,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Local-gov,177566,Some-college,10,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,50,Germany,<=50K
54,Private,162238,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
35,Private,87556,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
35,Private,144322,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
24,Private,190015,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,183173,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
38,Self-emp-not-inc,151322,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Local-gov,47392,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,107125,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
49,Private,265295,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,189219,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,16,United-States,<=50K
56,Private,147989,Some-college,10,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,185732,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,153516,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,<undefined>,191910,Some-college,10,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,216145,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,202872,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,12,United-States,<=50K
62,Self-emp-not-inc,39630,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
24,<undefined>,114292,9th,5,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
26,Local-gov,206721,Bachelors,13,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,358585,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,>50K
33,Private,377283,Bachelors,13,Separated,Sales,Not-in-family,White,Female,0,0,50,United-States,>50K
65,<undefined>,76043,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,1,United-States,>50K
65,Without-pay,172949,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,2414,0,20,United-States,<=50K
46,Private,110171,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
43,Local-gov,223861,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,163455,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
35,Private,183892,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,47022,HS-grad,9,Widowed,Handlers-cleaners,Other-relative,White,Female,0,0,48,United-States,<=50K
55,Federal-gov,145401,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
45,Private,387074,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,105363,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4508,0,40,United-States,<=50K
59,Federal-gov,195467,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Local-gov,170217,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,156807,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,10,United-States,<=50K
26,Private,255193,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,3411,0,40,United-States,<=50K
38,Private,273640,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,191177,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,184787,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
37,State-gov,239409,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
63,Self-emp-not-inc,404547,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
27,State-gov,23740,HS-grad,9,Never-married,Transport-moving,Not-in-family,Amer-Indian-Eskimo,Male,0,0,38,United-States,>50K
20,Private,382153,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
26,Private,164488,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
21,<undefined>,228424,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,168539,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,189530,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,89419,Assoc-voc,11,Divorced,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,Columbia,<=50K
35,Private,224512,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
21,<undefined>,314645,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,43,United-States,<=50K
65,Private,85787,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Local-gov,279881,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,194287,7th-8th,4,Never-married,Other-service,Own-child,White,Male,0,1602,35,United-States,<=50K
24,Private,141040,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
36,Private,222294,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
70,<undefined>,410980,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,>50K
52,Private,38795,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
64,Private,182979,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,223277,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,67065,Assoc-voc,11,Never-married,Priv-house-serv,Not-in-family,White,Male,594,0,25,United-States,<=50K
47,Federal-gov,160647,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,45796,12th,8,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,110597,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
33,Private,166961,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
52,Private,318975,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,Cuba,<=50K
49,Private,305657,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,120857,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,18,United-States,<=50K
62,Self-emp-not-inc,158712,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,6,United-States,<=50K
44,Private,304530,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
28,Local-gov,327533,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,3908,0,40,United-States,<=50K
68,Local-gov,233954,Masters,14,Widowed,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,>50K
40,Federal-gov,26880,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,70754,7th-8th,4,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,184665,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,245372,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Male,0,0,15,United-States,<=50K
62,Private,252668,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,<=50K
37,Private,86551,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
35,Private,241998,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,4787,0,40,United-States,>50K
44,Private,106900,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,68,United-States,<=50K
41,Private,204235,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,127772,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,117217,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
48,Federal-gov,215389,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
21,Private,198050,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
39,Private,173476,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
38,Private,217349,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,14344,0,40,United-States,>50K
44,Private,377018,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
56,Private,99894,10th,6,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,0,30,Japan,>50K
25,Private,170786,9th,5,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
32,Local-gov,250585,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
47,Private,198769,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,>50K
26,Private,306513,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,178623,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,14084,0,60,United-States,>50K
23,Private,109307,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
41,Federal-gov,106982,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
55,Self-emp-not-inc,396878,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,25,United-States,<=50K
23,Private,344278,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,25,United-States,<=50K
45,Private,203653,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,7298,0,40,United-States,>50K
42,Local-gov,227890,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,40,United-States,<=50K
29,Private,107812,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,15,United-States,<=50K
48,Private,185143,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,143068,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
52,Self-emp-inc,114758,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
46,Private,266337,Assoc-voc,11,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Private,321787,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
27,State-gov,21306,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,Germany,<=50K
18,Private,271935,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,148952,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
42,Private,196626,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,<undefined>,108082,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,199439,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
20,<undefined>,304076,11th,7,Never-married,<undefined>,Own-child,Black,Female,0,0,20,United-States,<=50K
52,Self-emp-inc,81436,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-inc,352971,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
53,Private,375134,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
36,Private,206521,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
27,Private,330466,Bachelors,13,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
52,Private,208302,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
60,Self-emp-not-inc,135285,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,171615,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
64,Self-emp-not-inc,149698,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,Private,71351,1st-4th,2,Never-married,Other-service,Other-relative,White,Male,0,0,25,El-Salvador,<=50K
63,Private,84737,7th-8th,4,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
54,Local-gov,375134,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,207103,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,199314,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,Poland,<=50K
63,Self-emp-not-inc,289741,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,41310,0,50,United-States,<=50K
37,Private,240837,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
22,Private,283499,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
54,Private,97778,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,21698,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Local-gov,232618,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,175820,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
25,Local-gov,63996,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Local-gov,182985,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,380127,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,111483,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
18,<undefined>,31008,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
57,Private,96346,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,57,United-States,<=50K
22,Private,317528,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,34,United-States,<=50K
36,State-gov,223020,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
33,<undefined>,173998,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,1485,38,United-States,<=50K
39,Private,115076,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,133969,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,50,United-States,>50K
41,Private,173858,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
35,Private,193241,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
40,Self-emp-inc,50644,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Female,1506,0,40,United-States,<=50K
30,Private,178841,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,177017,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,1504,37,United-States,<=50K
25,Private,253267,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,1902,36,United-States,>50K
37,Private,202027,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,7688,0,50,United-States,>50K
53,Self-emp-not-inc,321865,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
34,Self-emp-not-inc,321709,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
22,Private,166371,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,<undefined>,<=50K
18,Private,210574,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
52,<undefined>,92968,Masters,14,Married-civ-spouse,<undefined>,Wife,White,Female,15024,0,40,United-States,>50K
45,Private,474617,HS-grad,9,Divorced,Sales,Unmarried,Black,Male,5455,0,40,United-States,<=50K
19,Private,264390,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,2001,40,United-States,<=50K
33,Self-emp-inc,144949,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
45,State-gov,90803,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
43,State-gov,126701,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
40,Private,178417,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
41,Self-emp-not-inc,197176,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,75,United-States,>50K
25,Private,182227,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1579,40,United-States,<=50K
22,Private,117606,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,32,United-States,<=50K
52,Private,349502,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,45,United-States,<=50K
45,Federal-gov,81487,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Puerto-Rico,>50K
32,State-gov,169583,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
26,Private,485117,Bachelors,13,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,35603,Some-college,10,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Private,175390,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,184986,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Local-gov,174395,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,187711,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,189878,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,224073,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
48,Private,159726,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
40,<undefined>,65545,Masters,14,Divorced,<undefined>,Own-child,White,Female,0,0,55,United-States,<=50K
26,Private,456618,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,2597,0,40,United-States,<=50K
35,Private,202397,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
21,Private,206681,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
54,Private,222020,10th,6,Divorced,Other-service,Not-in-family,White,Male,0,0,70,United-States,<=50K
40,Private,137304,Bachelors,13,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
51,Private,141645,Some-college,10,Separated,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,218085,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,50,United-States,<=50K
22,Private,52596,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,8,United-States,<=50K
20,Private,197997,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,191444,11th,7,Never-married,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,40767,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,172577,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K
36,Private,241998,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
65,State-gov,215908,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,2174,40,United-States,>50K
48,Private,212120,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
37,Private,109133,Masters,14,Separated,Exec-managerial,Not-in-family,White,Male,27828,0,60,Iran,>50K
20,Private,224424,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
41,State-gov,214985,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,147098,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
39,Local-gov,149833,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Federal-gov,253770,Some-college,10,Married-civ-spouse,Transport-moving,Wife,White,Female,7298,0,40,United-States,>50K
80,Private,252466,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,24,United-States,<=50K
59,State-gov,132717,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,138944,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,280570,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,50,United-States,>50K
56,Self-emp-not-inc,144380,Some-college,10,Married-spouse-absent,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,<=50K
69,Local-gov,660461,HS-grad,9,Widowed,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
49,Private,177211,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,197424,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,5013,0,40,United-States,<=50K
28,Self-emp-inc,31717,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
49,Private,296849,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
51,Local-gov,193720,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
42,Private,106698,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
66,Private,214469,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,13,United-States,<=50K
44,Private,185798,Assoc-voc,11,Separated,Craft-repair,Other-relative,White,Male,0,0,48,United-States,>50K
26,Private,333108,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,35210,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,140845,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,155,40,United-States,<=50K
25,<undefined>,335376,Bachelors,13,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
17,Private,170455,11th,7,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
52,Private,298215,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
34,<undefined>,93834,HS-grad,9,Separated,<undefined>,Own-child,White,Female,0,0,8,United-States,<=50K
24,Private,404416,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,<undefined>,206916,Bachelors,13,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
65,Private,143175,Some-college,10,Widowed,Sales,Other-relative,White,Female,0,0,45,United-States,<=50K
36,Self-emp-not-inc,409189,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
19,Private,285750,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,30,United-States,<=50K
43,Private,235556,Some-college,10,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,45,Mexico,<=50K
39,Local-gov,170382,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,England,>50K
48,Private,195437,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
50,Local-gov,191130,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
21,Private,231160,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
36,Private,47310,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
33,Private,214635,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,36,Haiti,<=50K
50,Federal-gov,65160,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
49,State-gov,423222,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,99999,0,80,United-States,>50K
34,Private,263307,Bachelors,13,Never-married,Sales,Unmarried,Black,Male,0,0,45,<undefined>,<=50K
70,Self-emp-inc,272896,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,232854,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,442035,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,127875,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
40,Private,283724,9th,5,Never-married,Craft-repair,Other-relative,Black,Male,0,0,49,United-States,<=50K
46,Private,403911,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,1902,40,United-States,>50K
21,<undefined>,228649,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
40,Private,177027,Bachelors,13,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,7688,0,52,Japan,>50K
47,Private,249935,11th,7,Divorced,Craft-repair,Own-child,White,Male,0,0,8,United-States,<=50K
19,Private,533147,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
22,Private,137862,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,16,United-States,<=50K
20,Private,249543,Some-college,10,Never-married,Protective-serv,Own-child,White,Female,0,0,16,United-States,<=50K
46,Local-gov,230979,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,4787,0,25,United-States,>50K
41,Private,137126,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
17,Private,147339,10th,6,Never-married,Prof-specialty,Own-child,Other,Female,0,0,15,United-States,<=50K
41,Private,256647,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,111696,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,1974,40,United-States,<=50K
20,<undefined>,150084,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
24,Private,285457,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,303867,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
44,Federal-gov,113597,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
26,Self-emp-not-inc,151626,HS-grad,9,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,26145,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
24,Private,176189,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
58,Federal-gov,497253,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
41,Private,41090,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2002,60,United-States,<=50K
38,Self-emp-not-inc,282461,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
21,Private,225541,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,203488,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
23,<undefined>,296613,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,32,United-States,<=50K
40,Private,99373,10th,6,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Local-gov,109705,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,144947,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,617898,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,38310,7th-8th,4,Divorced,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
45,Private,248993,HS-grad,9,Married-spouse-absent,Farming-fishing,Other-relative,Black,Male,0,0,40,United-States,<=50K
65,<undefined>,149131,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Italy,>50K
33,Private,69311,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Federal-gov,143766,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
65,Private,213477,Masters,14,Divorced,Sales,Not-in-family,White,Male,0,0,28,United-States,<=50K
24,Private,275691,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,39,United-States,<=50K
26,Private,59367,Bachelors,13,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
55,Private,35551,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,Private,236784,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,8,Cuba,<=50K
43,Local-gov,193755,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,315291,Bachelors,13,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
22,Private,290504,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,256240,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
69,<undefined>,199591,Prof-school,15,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,<undefined>,<=50K
27,Private,178709,Masters,14,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,449354,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,4386,0,45,United-States,>50K
24,Private,187937,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Never-worked,157131,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
53,Local-gov,188772,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
26,Private,157617,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Poland,<=50K
60,Private,96099,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
21,Private,122322,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,60,United-States,<=50K
39,Private,409189,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
45,Private,175925,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
76,Self-emp-not-inc,236878,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
19,Private,216647,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
34,Private,300681,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,Jamaica,>50K
54,Private,327769,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,194723,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Local-gov,31251,7th-8th,4,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,212506,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,23037,12th,8,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,29054,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,92733,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,State-gov,184678,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
37,Federal-gov,32528,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,England,>50K
63,Private,125954,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,2174,0,40,United-States,<=50K
35,Private,73715,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,209212,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,56,<undefined>,<=50K
41,Private,287037,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,64667,HS-grad,9,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,60,Vietnam,<=50K
26,Self-emp-inc,366662,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
36,Local-gov,113337,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,42,United-States,>50K
47,Private,387468,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Scotland,>50K
51,Private,384248,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,50,United-States,<=50K
41,Private,332703,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Other,Female,0,625,40,United-States,<=50K
40,Private,198873,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,30,United-States,>50K
32,Private,317809,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4064,0,50,United-States,<=50K
37,Local-gov,160910,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
40,Self-emp-inc,182629,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Private,267652,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,410186,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,365411,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,42,United-States,<=50K
28,Private,205337,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
19,Self-emp-not-inc,100999,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
44,Private,197462,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,199143,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,7430,0,44,United-States,>50K
47,Private,191978,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,50178,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,72442,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
21,Private,248512,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,178140,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,>50K
58,Private,354024,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
35,Private,143589,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
35,Private,219902,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
29,Local-gov,419722,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,3674,0,40,United-States,<=50K
40,Private,154374,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
33,Private,132601,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
38,Self-emp-not-inc,29430,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,30731,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
66,Private,210825,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,251091,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
33,Private,219034,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Federal-gov,35723,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
46,Private,358886,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,248708,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,<undefined>,77937,12th,8,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,Canada,<=50K
30,Private,30063,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
29,Private,253799,12th,8,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,England,<=50K
60,<undefined>,41553,Some-college,10,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
24,Private,59146,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
42,Self-emp-not-inc,343609,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,50,United-States,<=50K
26,Private,216010,HS-grad,9,Separated,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
37,Private,164526,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,150958,5th-6th,3,Never-married,Farming-fishing,Unmarried,White,Male,0,0,48,Guatemala,<=50K
26,Private,244495,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
23,Private,199336,Assoc-voc,11,Never-married,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
60,Private,151369,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
49,Federal-gov,118701,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,219611,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,184568,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,246891,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
70,Self-emp-inc,243436,9th,5,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Local-gov,68318,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,55,United-States,<=50K
58,Private,56331,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,190591,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
54,Private,140359,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,White,Female,0,3900,40,United-States,<=50K
42,Self-emp-inc,23510,Masters,14,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,0,2201,60,India,>50K
28,Private,122540,10th,6,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
65,Private,212562,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,20,United-States,<=50K
35,Self-emp-not-inc,112497,HS-grad,9,Married-civ-spouse,Craft-repair,Other-relative,White,Male,0,0,35,Ireland,<=50K
82,Private,147729,5th-6th,3,Widowed,Other-service,Unmarried,White,Male,0,0,20,United-States,<=50K
48,Self-emp-not-inc,296066,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
44,Private,148138,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,15024,0,40,Japan,>50K
68,Private,50351,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,6360,0,20,United-States,<=50K
42,Private,306496,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,210029,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,2001,37,United-States,<=50K
54,Private,163894,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
22,Private,113936,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,316820,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
17,Private,53367,9th,5,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
46,Self-emp-not-inc,95256,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
59,Private,127728,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
37,Private,66686,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
70,<undefined>,207627,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2228,0,24,United-States,<=50K
57,Self-emp-inc,199768,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,30,United-States,>50K
47,<undefined>,186805,HS-grad,9,Married-civ-spouse,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
31,Private,154297,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,24,United-States,<=50K
23,Private,103064,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
17,Private,93235,12th,8,Never-married,Other-service,Own-child,White,Female,0,1721,25,United-States,<=50K
63,Private,440607,Preschool,1,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,30,Mexico,<=50K
44,Private,212894,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
30,Private,167990,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
23,Private,378460,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
44,Private,151089,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,60,United-States,>50K
24,Private,153583,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,114639,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,20,United-States,<=50K
37,Private,344480,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
24,Private,188300,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,105938,HS-grad,9,Divorced,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,217826,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,25,Jamaica,<=50K
20,Private,379525,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
34,State-gov,177331,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,4386,0,40,United-States,>50K
37,Private,127918,Some-college,10,Never-married,Transport-moving,Unmarried,White,Female,0,0,20,Puerto-Rico,<=50K
47,Federal-gov,27067,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,250038,9th,5,Never-married,Farming-fishing,Other-relative,White,Male,0,0,45,Mexico,<=50K
36,Self-emp-not-inc,36270,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1977,65,United-States,>50K
60,Private,308608,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
64,Self-emp-inc,213574,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2635,0,10,United-States,<=50K
32,Local-gov,235109,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
33,State-gov,374905,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
71,Private,118876,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,14,United-States,<=50K
55,Local-gov,223716,Some-college,10,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
85,Self-emp-not-inc,166027,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
57,Self-emp-not-inc,275943,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,<=50K
39,Private,198654,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,2415,67,India,>50K
25,Private,109080,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,55,United-States,<=50K
58,Private,104333,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
57,Private,195876,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,390879,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,36,United-States,<=50K
19,Private,197748,11th,7,Divorced,Sales,Unmarried,White,Female,0,0,20,United-States,<=50K
40,Private,442045,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,44216,HS-grad,9,Never-married,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
43,Federal-gov,114537,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,<undefined>,253370,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,35,United-States,>50K
19,Private,274830,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
24,Private,321763,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,38,United-States,<=50K
34,Private,213226,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,>50K
22,Private,167787,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
64,Self-emp-not-inc,352712,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
55,<undefined>,316027,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,<undefined>,<=50K
26,Private,213412,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
80,Private,202483,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,16,United-States,<=50K
79,Local-gov,146244,Doctorate,16,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,450544,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
43,Private,81243,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Male,0,1876,40,United-States,<=50K
43,Private,195258,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Private,57929,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
35,Private,953588,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
51,Private,99064,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
52,Local-gov,194788,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,4787,0,60,United-States,>50K
43,Self-emp-inc,155293,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
68,Private,204082,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
34,State-gov,216283,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
37,Private,355856,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
22,Private,297380,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
32,Private,425622,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
65,Self-emp-not-inc,145628,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,115549,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,60,United-States,<=50K
37,Private,245482,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
40,Self-emp-inc,142444,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
40,Private,134026,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
52,Private,177366,HS-grad,9,Separated,Other-service,Other-relative,White,Female,0,0,20,United-States,<=50K
35,Private,38245,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
62,Self-emp-not-inc,215944,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
49,Private,115784,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
49,Private,170165,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Female,0,0,55,United-States,<=50K
47,Private,355320,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
45,Private,116163,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,405644,1st-4th,2,Married-spouse-absent,Farming-fishing,Other-relative,White,Male,0,0,77,Mexico,<=50K
36,Local-gov,223433,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,53,United-States,>50K
36,Private,41624,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,Mexico,<=50K
44,Private,151089,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
51,State-gov,285747,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,60,United-States,>50K
25,State-gov,108542,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,212318,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
57,Private,173090,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,32,United-States,<=50K
46,Private,26781,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
59,Private,31782,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
28,Private,189241,11th,7,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,164229,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,2597,0,40,United-States,<=50K
35,Private,240467,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,263614,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
29,Private,74500,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
43,Federal-gov,263502,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Federal-gov,47707,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
26,Private,231638,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
55,<undefined>,389479,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
36,Private,111128,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,152307,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
23,<undefined>,280134,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,609789,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,<undefined>,<=50K
41,Private,184466,11th,7,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,55,United-States,<=50K
44,Private,216411,Assoc-voc,11,Separated,Prof-specialty,Not-in-family,White,Female,0,0,40,Dominican-Republic,<=50K
48,Self-emp-not-inc,324173,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
35,Local-gov,300681,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,7298,0,35,United-States,>50K
43,Local-gov,598995,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,42,United-States,<=50K
57,Federal-gov,140711,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Local-gov,262241,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
28,Private,308136,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,148590,10th,6,Widowed,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Private,195635,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,2051,38,United-States,<=50K
30,Private,228406,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,136398,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,Thailand,>50K
21,<undefined>,305466,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,70,United-States,<=50K
50,Self-emp-inc,175070,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
43,Self-emp-not-inc,34007,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,>50K
33,Private,121195,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Other,Male,0,0,50,United-States,<=50K
23,Federal-gov,216853,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,25,United-States,<=50K
35,Private,81280,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,Yugoslavia,>50K
18,Private,212936,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
21,<undefined>,213055,Some-college,10,Never-married,<undefined>,Unmarried,Other,Female,0,0,40,United-States,<=50K
33,Local-gov,220430,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,70,United-States,>50K
30,Federal-gov,73514,Bachelors,13,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,45,United-States,<=50K
21,Private,307371,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,15,United-States,<=50K
36,Local-gov,380614,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,Germany,>50K
38,Private,119992,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,192002,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,Canada,>50K
24,Private,327518,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,220323,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,421633,Some-college,10,Divorced,Protective-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K
43,Private,154210,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,2829,0,60,China,<=50K
43,Self-emp-not-inc,35034,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,21,United-States,<=50K
62,<undefined>,378239,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,>50K
30,State-gov,270218,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
25,Private,254933,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,61751,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
22,Private,137876,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,20,United-States,<=50K
73,Private,336007,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2246,40,United-States,>50K
26,Private,222539,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,Private,233856,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Black,Male,0,0,45,United-States,<=50K
18,Private,198616,12th,8,Never-married,Craft-repair,Own-child,White,Male,594,0,20,United-States,<=50K
35,Private,202027,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,7298,0,35,United-States,>50K
22,Private,203182,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,43,United-States,<=50K
28,Private,221317,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
38,Private,186934,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
68,<undefined>,351402,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,70,United-States,<=50K
40,Local-gov,179580,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,26803,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,84,United-States,>50K
42,Private,344624,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,50,United-States,>50K
31,State-gov,59969,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,<=50K
33,Private,162930,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,Italy,<=50K
54,Self-emp-not-inc,192654,Bachelors,13,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
63,Private,117681,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,25,United-States,<=50K
67,Self-emp-not-inc,179285,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
47,Private,217161,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,14,United-States,<=50K
67,Self-emp-inc,116517,Bachelors,13,Widowed,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
33,Private,170336,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Other,Female,0,0,19,United-States,<=50K
33,Local-gov,256529,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,80,United-States,<=50K
25,Local-gov,227886,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,141706,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,361888,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
54,Private,185407,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
35,Self-emp-not-inc,176101,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,>50K
18,Private,216730,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
54,<undefined>,155755,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,4416,0,25,United-States,<=50K
30,Private,609789,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,Mexico,<=50K
29,Private,136017,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
41,Private,58880,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,10,United-States,>50K
40,Private,285787,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
46,Private,173243,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,5178,0,40,United-States,>50K
39,Private,160916,Assoc-acdm,12,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,45,United-States,<=50K
42,Private,227397,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
49,Self-emp-not-inc,111066,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
23,Private,189924,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,31740,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,120837,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2042,48,United-States,<=50K
31,Private,172304,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
72,<undefined>,166253,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,2,United-States,<=50K
31,Private,86492,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,>50K
90,Private,206667,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
27,Self-emp-not-inc,153546,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
18,<undefined>,189041,HS-grad,9,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,115932,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,99999,0,50,United-States,>50K
27,Local-gov,151626,HS-grad,9,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,37302,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,109001,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,195488,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,45,United-States,<=50K
43,Local-gov,216116,Masters,14,Separated,Prof-specialty,Unmarried,Black,Female,0,0,37,United-States,<=50K
26,Private,118497,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
48,Self-emp-not-inc,101233,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,<=50K
41,Private,349703,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
32,Private,226883,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,<=50K
23,Private,214635,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,169672,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
42,Private,71458,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
27,State-gov,142621,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,4101,0,40,United-States,<=50K
34,Private,125279,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,197303,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
46,Local-gov,148995,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,4787,0,45,United-States,>50K
34,Private,69251,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
39,Private,160123,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,137310,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,<undefined>,<=50K
25,Private,323229,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,138626,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,2174,0,50,United-States,<=50K
46,Private,102359,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,151888,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,4650,0,50,Ireland,<=50K
37,Private,404661,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,99146,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
38,Self-emp-not-inc,185325,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
35,Self-emp-not-inc,230268,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,38819,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
37,Private,380614,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,13,United-States,>50K
45,Private,319637,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
71,Private,149040,12th,8,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,320984,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
19,<undefined>,117201,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,22,United-States,<=50K
38,Private,81965,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Local-gov,182302,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,53434,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
48,Private,216214,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,24127,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,54,United-States,>50K
32,Federal-gov,115066,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,120277,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
57,Self-emp-not-inc,134286,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
55,Private,26716,10th,6,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
48,<undefined>,174533,11th,7,Separated,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
46,Self-emp-inc,175958,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,<undefined>,<=50K
36,Private,218948,9th,5,Separated,Other-service,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
66,Private,117746,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
26,Private,206199,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,89922,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
62,Private,69867,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
31,Private,109020,Bachelors,13,Never-married,Prof-specialty,Unmarried,Other,Male,0,0,40,United-States,<=50K
77,<undefined>,158847,Assoc-voc,11,Married-spouse-absent,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
25,Private,130302,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,156728,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,56,United-States,<=50K
33,Private,424719,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Federal-gov,217647,Some-college,10,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
20,Private,33087,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,241895,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,38455,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,81054,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,25,United-States,<=50K
44,Private,163215,12th,8,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,156728,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,127930,HS-grad,9,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
46,Federal-gov,227310,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
24,Private,96844,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,17,United-States,<=50K
18,Private,245199,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,46385,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,186385,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,8,United-States,<=50K
55,Private,252714,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,154897,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
41,Private,320744,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
50,Private,138852,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
48,Private,102092,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,<undefined>,32533,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Private,278151,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,338290,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,34378,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
43,Private,91959,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
36,Private,265881,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
60,Private,276009,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,30,Philippines,<=50K
27,Private,193898,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
36,Private,139364,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
47,State-gov,306473,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,37232,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,80,United-States,<=50K
19,State-gov,56424,12th,8,Never-married,Transport-moving,Own-child,Black,Male,0,0,20,United-States,<=50K
33,Private,165235,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Thailand,<=50K
34,Private,153326,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,106976,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
57,Private,109015,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
59,Private,154100,Masters,14,Never-married,Sales,Not-in-family,White,Female,27828,0,45,United-States,>50K
36,Private,183739,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,White,Female,0,2002,40,United-States,<=50K
60,Private,367695,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
33,Local-gov,156015,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,185132,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
20,Self-emp-not-inc,188274,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
28,Local-gov,50512,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,2202,0,50,United-States,<=50K
24,State-gov,147719,Masters,14,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,20,India,<=50K
31,Private,414525,12th,8,Never-married,Farming-fishing,Not-in-family,Black,Male,0,0,60,United-States,<=50K
38,Private,289148,HS-grad,9,Married-spouse-absent,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,176069,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
55,State-gov,199713,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,<=50K
49,Private,297884,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4064,0,50,United-States,<=50K
33,Private,204829,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
52,Private,155433,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,<undefined>,<=50K
24,Local-gov,32950,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
46,Private,233511,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
20,Private,210781,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
50,Private,190762,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
22,Private,83315,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,343872,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,35,Haiti,<=50K
46,Private,185385,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
62,<undefined>,302142,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2961,0,30,United-States,<=50K
39,Private,80324,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,62,United-States,>50K
26,Private,357933,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
20,Private,211293,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,14,United-States,<=50K
37,Self-emp-inc,199265,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,202872,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,24,United-States,<=50K
22,Private,195075,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
32,Private,317378,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,10520,0,40,United-States,>50K
41,Private,187802,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Private,97212,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
40,Private,47902,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
37,State-gov,76767,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,39,United-States,>50K
42,Private,172297,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,40,United-States,>50K
56,Private,274475,9th,5,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,105244,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
55,Local-gov,165695,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
29,Private,253801,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
37,Private,305597,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,352448,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
26,Private,242768,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
49,Self-emp-inc,201080,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
18,Local-gov,159032,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,149568,9th,5,Never-married,Farming-fishing,Other-relative,Black,Male,0,0,40,United-States,<=50K
24,Private,229553,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,20,<undefined>,<=50K
24,State-gov,155775,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,120074,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Local-gov,257588,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,177907,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,65,United-States,<=50K
40,Private,309311,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,138975,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
43,Self-emp-not-inc,187778,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
19,Private,35865,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,35,United-States,<=50K
50,Private,234373,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1485,40,United-States,<=50K
17,<undefined>,151141,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
39,Private,144688,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,50,United-States,<=50K
43,Private,248094,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Private,248094,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,213821,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
31,State-gov,55849,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,121712,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Federal-gov,164552,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,1876,40,United-States,<=50K
55,Private,223127,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,190514,7th-8th,4,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,75,United-States,<=50K
29,Private,203797,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,378460,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,10520,0,60,United-States,>50K
30,Private,105908,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,232356,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1672,55,United-States,<=50K
23,Private,210526,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
71,Private,193530,11th,7,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,75,United-States,<=50K
22,<undefined>,22966,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
21,Private,43535,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,<undefined>,72486,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,24,China,<=50K
22,<undefined>,229997,Some-college,10,Married-spouse-absent,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Private,183013,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,113364,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,20,United-States,<=50K
27,Private,197380,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,298635,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Hong,>50K
26,Private,213385,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
30,<undefined>,108464,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,31007,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
26,Private,35917,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
45,Private,99385,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,Canada,<=50K
50,Private,48358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
31,Private,241885,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,45,United-States,<=50K
51,Private,24344,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,149686,9th,5,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
24,State-gov,154432,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,35,United-States,<=50K
29,Private,331875,12th,8,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Dominican-Republic,<=50K
26,Private,259585,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,24,United-States,<=50K
51,Private,104748,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
32,Local-gov,144949,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
47,State-gov,199512,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,302438,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,<undefined>,129155,11th,7,Widowed,<undefined>,Other-relative,Black,Female,0,0,40,United-States,<=50K
49,Federal-gov,115784,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,96509,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
62,Private,226733,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
43,Self-emp-inc,244945,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
76,Private,243768,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,20,United-States,<=50K
40,<undefined>,351161,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,>50K
35,Private,186934,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
27,Private,89813,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
54,Self-emp-inc,129432,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
55,Self-emp-not-inc,184702,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,275291,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,12,United-States,<=50K
20,Private,258298,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
39,Private,139743,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
26,Private,102476,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,10520,0,64,United-States,>50K
20,Private,103840,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,42,United-States,<=50K
28,Private,274579,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
56,Federal-gov,156842,Some-college,10,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,101020,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
44,Federal-gov,68729,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
55,Private,141326,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-not-inc,168723,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,347166,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,13550,0,45,United-States,>50K
34,Local-gov,213722,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,57,United-States,>50K
42,Private,196797,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,0,0,38,United-States,<=50K
50,Self-emp-inc,207246,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,75,United-States,<=50K
34,Federal-gov,199934,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
23,Private,272185,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,33,United-States,<=50K
27,<undefined>,190650,Bachelors,13,Never-married,<undefined>,Unmarried,Asian-Pac-Islander,Male,0,0,25,Philippines,<=50K
81,<undefined>,147097,Bachelors,13,Widowed,<undefined>,Not-in-family,White,Male,0,0,5,United-States,<=50K
47,Private,266281,11th,7,Never-married,Machine-op-inspct,Unmarried,Black,Female,6849,0,40,United-States,<=50K
57,Private,96779,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
65,<undefined>,117162,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,56,United-States,>50K
33,Private,188352,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,<=50K
37,Private,359131,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,48,United-States,<=50K
53,Private,198824,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
27,State-gov,68393,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,115613,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
42,Private,45363,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,121590,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,4787,0,40,United-States,>50K
58,Local-gov,292379,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,482732,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,24,United-States,<=50K
19,Private,198663,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
39,Private,230329,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
51,Private,29887,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,44,United-States,<=50K
52,Private,194259,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,Germany,<=50K
53,Private,126368,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,>50K
50,Private,108446,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,220696,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,32008,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,72,United-States,<=50K
30,Private,191777,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
50,Private,185846,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
76,Private,127016,7th-8th,4,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Self-emp-not-inc,102308,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2415,40,United-States,>50K
24,Private,157894,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
26,Private,345405,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,2885,0,40,United-States,<=50K
56,Self-emp-not-inc,94156,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
50,Private,145409,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
22,Private,190968,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,2407,0,40,United-States,<=50K
23,Local-gov,212803,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
51,Private,168660,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
58,Private,234481,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,131461,9th,5,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,24,Haiti,<=50K
45,Private,408773,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,126117,HS-grad,9,Widowed,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,155489,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
42,Private,296749,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,State-gov,185832,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,46,United-States,>50K
60,Private,43235,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,213152,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Local-gov,334267,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
61,<undefined>,253101,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,24,United-States,<=50K
43,Private,64631,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
44,Local-gov,193882,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,1340,40,United-States,<=50K
63,Private,71800,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,41,United-States,<=50K
46,Local-gov,170092,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,43,United-States,<=50K
47,Private,198223,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,359796,Some-college,10,Divorced,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
43,Private,110556,HS-grad,9,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,196858,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
48,<undefined>,112860,10th,6,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,35,United-States,<=50K
61,Self-emp-not-inc,224784,Assoc-acdm,12,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,90,United-States,<=50K
53,Federal-gov,271544,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,1977,40,United-States,>50K
79,<undefined>,142171,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,1409,0,35,United-States,<=50K
44,Private,221172,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
54,Private,256916,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,157332,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,192894,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,>50K
18,Private,240183,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
25,Private,204338,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,122166,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Iran,<=50K
37,Local-gov,397877,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
51,Private,115066,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,2547,40,United-States,>50K
35,Self-emp-not-inc,170174,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,60,United-States,>50K
59,Private,171015,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,34,United-States,<=50K
46,Private,91262,Some-college,10,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
45,Local-gov,127678,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
19,Private,263338,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
22,Private,129508,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,28,United-States,<=50K
41,Private,192107,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,93930,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Federal-gov,207537,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
22,Private,138542,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,35,United-States,<=50K
29,Self-emp-not-inc,116207,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
22,Private,198244,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,39,United-States,<=50K
34,Private,90614,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,2042,10,United-States,<=50K
23,Private,211160,12th,8,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,194630,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,3781,0,50,United-States,<=50K
25,Private,161478,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
59,Private,144071,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
44,Private,167005,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,55,United-States,<=50K
55,Private,342121,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
77,Self-emp-not-inc,71676,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,1944,1,United-States,<=50K
42,Private,124692,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Private,147236,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,145175,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,259323,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,154978,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Guatemala,<=50K
60,<undefined>,163946,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,127768,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,98588,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,192894,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,194848,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,34446,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
23,Local-gov,177265,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,45,United-States,<=50K
30,Private,142977,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
45,Private,241350,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,>50K
30,Private,154882,Prof-school,15,Widowed,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
17,Private,60562,9th,5,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
22,Private,142566,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,176162,Bachelors,13,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,186303,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,Canada,>50K
40,Private,237671,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
18,<undefined>,184416,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,30,United-States,<=50K
58,Private,68624,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,229504,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
59,Private,340591,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3942,0,40,United-States,<=50K
29,Private,262208,Some-college,10,Never-married,Other-service,Not-in-family,Black,Female,0,0,30,Jamaica,<=50K
26,Private,236008,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Local-gov,214284,Bachelors,13,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,10,Japan,<=50K
33,Private,169496,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
21,<undefined>,205940,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,195179,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,24,United-States,<=50K
25,Private,469697,Some-college,10,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
19,<undefined>,140242,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
44,Private,214415,Some-college,10,Separated,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Private,452283,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,244172,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,231972,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,412296,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Mexico,>50K
32,Private,30497,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,189216,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
36,Private,268292,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,<=50K
38,Private,69306,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
57,State-gov,111224,Bachelors,13,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,39,United-States,<=50K
22,State-gov,309348,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,15,United-States,<=50K
80,<undefined>,174995,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,Canada,<=50K
20,Private,210781,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
40,Private,286750,11th,7,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,36,United-States,<=50K
36,Self-emp-not-inc,321274,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,192936,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,72743,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Private,187861,HS-grad,9,Separated,Transport-moving,Unmarried,White,Female,0,0,44,United-States,<=50K
35,Private,179579,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,663394,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,302422,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
24,<undefined>,154373,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,<=50K
49,Local-gov,37353,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Self-emp-not-inc,109609,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Private,184402,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
20,Private,224640,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,405526,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,36385,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,2258,50,United-States,<=50K
20,Private,147884,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,164231,11th,7,Separated,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K
25,Private,383306,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,417668,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,36,United-States,<=50K
25,Private,161007,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
63,State-gov,99823,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,32,United-States,<=50K
25,Private,37379,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,50,United-States,<=50K
28,Private,148645,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,180477,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
28,Private,123147,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,4865,0,40,United-States,<=50K
30,Private,111415,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
41,Local-gov,107327,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Local-gov,146565,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,4865,0,30,United-States,<=50K
36,Private,267556,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4064,0,40,United-States,<=50K
47,Private,284871,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
27,Private,194690,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,50,Mexico,<=50K
32,Federal-gov,145983,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
52,Private,163998,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,99999,0,45,United-States,>50K
50,Private,128478,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
21,Private,250647,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,30,Nicaragua,<=50K
60,Private,226949,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
47,Private,157901,11th,7,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,0,0,36,United-States,<=50K
54,Self-emp-not-inc,33863,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
32,Local-gov,40444,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
61,Private,54373,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,52753,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1504,40,United-States,<=50K
29,Self-emp-not-inc,104423,Some-college,10,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,4386,0,45,United-States,>50K
36,Local-gov,305714,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,70,United-States,<=50K
38,Local-gov,167440,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
59,Private,291529,10th,6,Widowed,Machine-op-inspct,Not-in-family,White,Male,0,0,52,United-States,<=50K
43,Private,243380,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,38619,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,10,United-States,<=50K
42,Private,230684,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,40,United-States,<=50K
33,Private,132601,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,193285,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,5013,0,40,United-States,<=50K
51,Private,279156,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
28,Private,339372,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,101265,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
23,Private,117789,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
31,Private,312667,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,255503,11th,7,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
21,Private,221955,9th,5,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
22,Private,139190,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
35,Private,185556,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
53,Federal-gov,84278,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
40,Private,114580,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,24,United-States,>50K
36,Private,185405,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
33,Self-emp-not-inc,199539,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
23,Private,346480,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
51,Local-gov,349431,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,United-States,>50K
31,Private,219619,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,48,United-States,<=50K
28,Local-gov,127491,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,5721,0,40,United-States,<=50K
26,Self-emp-not-inc,253899,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,155232,Bachelors,13,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,60,United-States,>50K
43,Private,182437,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
19,Private,530454,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
46,Private,101430,11th,7,Divorced,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
49,Local-gov,358668,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
31,Private,90668,10th,6,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,126141,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Private,238355,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
22,Private,194031,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
25,Private,117833,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K
46,Private,249686,Prof-school,15,Separated,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
44,Self-emp-not-inc,219591,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,221757,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,80625,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,185407,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
34,Private,163110,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
34,<undefined>,24504,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,159187,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,55,United-States,>50K
21,Private,100462,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Female,2174,0,60,United-States,<=50K
27,Private,192936,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,145011,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
60,Self-emp-inc,181196,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,37778,Masters,14,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
27,Private,60288,Masters,14,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,84231,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,48,United-States,<=50K
24,Private,52028,1st-4th,2,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,5,Vietnam,<=50K
63,Private,318763,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,22,United-States,<=50K
29,Private,168138,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
34,Private,113530,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,321896,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,145791,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,131425,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,145214,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,4650,0,20,United-States,<=50K
64,Local-gov,142166,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,99,United-States,<=50K
20,Private,494784,HS-grad,9,Never-married,Sales,Other-relative,Black,Female,0,0,35,United-States,<=50K
44,Self-emp-not-inc,172479,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,15024,0,60,United-States,>50K
35,Private,184655,11th,7,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Local-gov,26669,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,191479,Some-college,10,Divorced,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
21,Private,86625,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,<undefined>,<=50K
64,State-gov,111795,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
42,Private,242564,7th-8th,4,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,2205,40,United-States,<=50K
31,Private,364657,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,>50K
42,Self-emp-not-inc,436107,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,272476,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,>50K
36,Federal-gov,47310,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,>50K
23,Private,283796,12th,8,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,30,Mexico,<=50K
20,Private,161092,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,14,United-States,<=50K
26,Local-gov,265230,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
56,Federal-gov,61885,Bachelors,13,Never-married,Transport-moving,Not-in-family,Black,Male,0,2001,65,United-States,<=50K
40,Private,150471,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,183041,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,24,United-States,<=50K
33,Private,176673,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
45,Federal-gov,235891,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,Columbia,<=50K
41,Private,163287,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,43,United-States,>50K
29,Private,164040,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,324561,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
48,Private,99127,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,334999,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,543477,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
35,Private,65876,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,105866,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,30,United-States,<=50K
27,Private,214858,HS-grad,9,Married-civ-spouse,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,154076,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
70,Private,280307,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,Cuba,<=50K
30,Private,97723,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,45,United-States,<=50K
24,Private,233499,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
76,Local-gov,259612,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,15,United-States,<=50K
25,Private,236977,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,40,Mexico,<=50K
39,Private,347814,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,56,United-States,<=50K
36,Local-gov,197495,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,227594,12th,8,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
60,Private,165441,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
20,<undefined>,337488,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,30,United-States,<=50K
54,Private,167552,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,Haiti,>50K
20,Private,396722,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Federal-gov,146538,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,51973,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,144778,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,169672,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,240137,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,Mexico,<=50K
54,State-gov,103179,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
17,Private,172050,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
43,Private,178976,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,176185,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,2258,42,United-States,<=50K
30,Private,158200,Prof-school,15,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
38,Federal-gov,172571,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
54,Self-emp-not-inc,226735,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,45,United-States,<=50K
39,Private,148015,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,52,United-States,<=50K
32,Private,199529,Some-college,10,Separated,Tech-support,Not-in-family,Amer-Indian-Eskimo,Male,0,1980,40,United-States,<=50K
61,Local-gov,35001,7th-8th,4,Married-civ-spouse,Adm-clerical,Husband,White,Male,2885,0,40,United-States,<=50K
24,<undefined>,67586,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,35,United-States,<=50K
22,Private,88126,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,226296,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
18,Private,452452,10th,6,Never-married,Priv-house-serv,Own-child,Black,Female,0,0,20,United-States,<=50K
20,Private,378546,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,25,United-States,<=50K
53,Federal-gov,186087,HS-grad,9,Divorced,Tech-support,Unmarried,White,Male,0,0,40,United-States,<=50K
32,Private,27856,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
68,Self-emp-not-inc,234859,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
28,Private,71733,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,15,United-States,<=50K
28,Private,207473,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,El-Salvador,<=50K
54,Private,179291,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,56,Haiti,>50K
21,<undefined>,253190,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,48,United-States,<=50K
52,Private,92968,Bachelors,13,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,<undefined>,<=50K
25,Private,209286,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,122889,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,India,>50K
33,Private,112358,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
49,Private,176341,Bachelors,13,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,0,0,40,India,<=50K
58,Private,247276,7th-8th,4,Widowed,Other-service,Not-in-family,Other,Female,0,0,30,United-States,<=50K
45,Private,276087,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,24,United-States,>50K
67,Private,257557,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Black,Male,10566,0,40,United-States,<=50K
42,Local-gov,177937,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
69,Self-emp-inc,106395,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
61,Private,167138,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,213887,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,185647,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,143360,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,34,United-States,<=50K
31,Self-emp-not-inc,176862,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Federal-gov,97614,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
76,<undefined>,224680,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,1258,20,United-States,<=50K
53,Private,196763,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,<=50K
46,Private,306183,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
43,Self-emp-not-inc,343061,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,4508,0,40,Cuba,<=50K
48,<undefined>,193047,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
39,Private,348521,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2415,99,United-States,>50K
59,Private,195835,7th-8th,4,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,106273,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,38,United-States,<=50K
40,Private,222756,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
63,Self-emp-inc,110610,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
44,<undefined>,191982,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,10,Poland,<=50K
46,Private,247286,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,219042,10th,6,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,224566,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,1669,45,United-States,<=50K
57,Private,204751,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
58,Private,113398,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
25,<undefined>,170428,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,28,Taiwan,<=50K
59,Private,258579,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,35,United-States,>50K
36,Private,162424,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,263005,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,Germany,<=50K
49,Self-emp-inc,26502,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,6497,0,45,United-States,<=50K
42,Private,369131,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
43,Local-gov,114859,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,17,United-States,<=50K
46,Private,405309,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,323627,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,12,United-States,<=50K
40,Private,106698,Assoc-acdm,12,Divorced,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,51506,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,117251,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
26,Private,106705,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,28,United-States,<=50K
30,Private,217296,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
58,Private,34788,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
43,Private,143368,HS-grad,9,Divorced,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
53,Local-gov,86600,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
74,State-gov,117017,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,16,United-States,<=50K
64,<undefined>,104756,Some-college,10,Widowed,<undefined>,Unmarried,White,Female,0,0,8,United-States,<=50K
45,Private,55720,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,State-gov,481096,5th-6th,3,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,10,United-States,<=50K
23,<undefined>,281668,10th,6,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
38,Private,186145,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
42,Self-emp-not-inc,96524,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
24,Local-gov,187397,Some-college,10,Never-married,Protective-serv,Unmarried,Other,Male,1151,0,40,United-States,<=50K
63,Private,181153,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
25,Local-gov,375170,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,35,United-States,<=50K
37,Private,360743,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,420054,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,<=50K
31,Private,137681,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,28419,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
44,Private,101214,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,44,United-States,>50K
42,Local-gov,213019,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
45,Private,207540,Doctorate,16,Separated,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
52,Private,145333,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
40,Private,107306,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Private,195327,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,196126,Bachelors,13,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
17,Private,175465,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,14,United-States,<=50K
27,Private,197905,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
71,Self-emp-inc,118119,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,50,United-States,>50K
35,Private,172571,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,25051,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
26,Private,210714,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,52,United-States,>50K
22,Private,183083,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K
51,Private,99185,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
33,Private,283921,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,396467,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,>50K
50,Private,158680,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
26,Private,202091,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
21,Private,285127,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Female,0,0,40,United-States,<=50K
53,Private,218630,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
32,Self-emp-inc,99309,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
19,Private,165505,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
22,Private,122272,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
58,Private,147707,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
47,Federal-gov,44257,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
51,Self-emp-inc,194995,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
42,State-gov,345969,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
28,Private,31842,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,143582,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,35,Vietnam,<=50K
50,Private,161438,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,317019,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
47,Self-emp-not-inc,158451,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
60,Private,225883,Some-college,10,Widowed,Sales,Unmarried,White,Female,0,0,27,United-States,<=50K
46,Self-emp-not-inc,176319,HS-grad,9,Married-civ-spouse,Sales,Own-child,White,Female,7298,0,40,United-States,>50K
58,Self-emp-inc,258883,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
62,Private,26966,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,202812,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
59,Private,35411,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,190885,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
31,Private,182162,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,37,United-States,<=50K
18,Private,352640,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
64,Self-emp-not-inc,213945,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
51,Self-emp-not-inc,135102,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
47,Self-emp-not-inc,102583,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
68,Private,225612,Bachelors,13,Widowed,Sales,Not-in-family,White,Male,0,0,35,United-States,>50K
32,Private,241802,HS-grad,9,Married-civ-spouse,Other-service,Wife,Other,Female,0,0,40,United-States,<=50K
39,Private,347434,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,43,Mexico,<=50K
37,Private,305259,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,<=50K
29,Private,140830,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,291568,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Other,Male,0,0,40,United-States,<=50K
46,Private,203067,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,155106,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
19,<undefined>,252752,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,35,United-States,<=50K
65,<undefined>,404601,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2414,0,30,United-States,<=50K
52,Local-gov,100226,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
40,Private,63503,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
61,Private,95929,9th,5,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,187618,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
61,Self-emp-not-inc,92178,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,220362,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,84,United-States,>50K
32,Local-gov,209900,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
32,Private,272376,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,173854,Bachelors,13,Divorced,Prof-specialty,Other-relative,White,Male,0,0,35,United-States,>50K
37,Private,278924,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,324568,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
51,Self-emp-inc,124963,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
29,Private,211299,Assoc-voc,11,Never-married,Sales,Not-in-family,Black,Male,0,0,45,United-States,<=50K
48,Private,192791,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
69,Private,182862,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,15831,0,40,United-States,>50K
28,Private,46868,Masters,14,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Local-gov,31365,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
45,Private,148171,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,40,United-States,>50K
18,Private,142647,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
60,Private,116230,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,108907,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,<undefined>,<=50K
19,Private,495982,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
18,Private,334026,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,25,United-States,<=50K
33,Private,268571,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,213813,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,241667,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
37,Private,160920,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
50,Private,107265,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
19,<undefined>,41609,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,10,United-States,<=50K
28,Private,129460,10th,6,Widowed,Adm-clerical,Unmarried,White,Female,0,2238,35,United-States,<=50K
43,<undefined>,109912,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,7,United-States,>50K
23,Private,167424,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
47,Private,270079,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,325923,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,35,United-States,<=50K
19,Private,194905,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
47,Local-gov,183486,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
36,Federal-gov,153066,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
62,Self-emp-inc,56248,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2415,60,United-States,>50K
65,Private,105252,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-not-inc,168195,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,45,United-States,>50K
35,Private,167735,11th,7,Never-married,Craft-repair,Own-child,White,Male,6849,0,40,United-States,<=50K
50,Private,146310,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,256504,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,6,United-States,<=50K
17,Private,121425,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
33,Private,146440,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
57,<undefined>,155259,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Self-emp-not-inc,98829,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
47,Self-emp-inc,239321,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
62,Self-emp-inc,134768,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
35,Private,556902,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,47907,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
23,Private,114357,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,50,United-States,<=50K
27,Private,189462,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1504,45,United-States,<=50K
39,Private,90646,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,232914,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,38,United-States,<=50K
24,Private,192201,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,20,United-States,<=50K
23,Private,27776,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,137476,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
30,Private,100734,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,38,United-States,<=50K
34,Private,111746,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,45,Portugal,<=50K
32,Private,184833,10th,6,Separated,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,414721,11th,7,Never-married,Other-service,Own-child,Black,Male,0,1602,23,United-States,<=50K
20,Private,151780,Assoc-voc,11,Never-married,Sales,Not-in-family,Black,Female,0,0,35,United-States,<=50K
38,State-gov,203628,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
18,Private,137363,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,172307,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,273403,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
36,State-gov,37931,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,>50K
61,Private,97030,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
30,Private,54608,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
26,Private,108542,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
27,Private,253814,Bachelors,13,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
45,Private,421412,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
47,Private,207140,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
19,Private,138153,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
29,Private,46987,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K
51,Self-emp-inc,183173,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
34,Local-gov,229531,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
42,Self-emp-not-inc,320744,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,3908,0,45,United-States,<=50K
26,Private,257405,5th-6th,3,Never-married,Farming-fishing,Other-relative,Black,Male,0,0,40,Mexico,<=50K
20,State-gov,432052,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,15,United-States,<=50K
43,Private,397280,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
20,Private,38001,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
27,Private,101618,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
46,Federal-gov,332727,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,115215,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,178449,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,49,United-States,<=50K
42,Private,185267,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,32,United-States,<=50K
23,Private,410439,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
29,Private,85572,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,42,United-States,>50K
27,Private,83517,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
43,Self-emp-not-inc,194726,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
23,Private,322674,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Local-gov,34540,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,44,United-States,<=50K
35,Local-gov,211073,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,61,United-States,>50K
30,Private,194901,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
59,Private,117059,11th,7,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
65,Self-emp-not-inc,78875,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,2290,0,40,United-States,<=50K
28,Private,51461,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
79,Private,266119,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,92374,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,35,United-States,>50K
54,Private,175262,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,208249,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,62,United-States,<=50K
30,Private,196385,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,35,United-States,>50K
22,<undefined>,110622,Bachelors,13,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,15,Taiwan,<=50K
34,Private,146980,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,65,United-States,<=50K
18,Private,112974,11th,7,Never-married,Prof-specialty,Other-relative,White,Male,0,0,3,United-States,<=50K
40,Self-emp-not-inc,175943,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,15,United-States,>50K
28,Private,163265,9th,5,Married-civ-spouse,Sales,Husband,White,Male,4508,0,40,United-States,<=50K
18,Private,210932,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,145290,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,198992,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
77,<undefined>,174887,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
41,Federal-gov,36651,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,40,United-States,>50K
48,Private,190072,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
29,Private,49087,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,126622,11th,7,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,174189,9th,5,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,118605,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
49,Self-emp-not-inc,377622,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
49,Private,157272,HS-grad,9,Separated,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
30,Private,78530,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,190391,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,State-gov,162678,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,103980,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,52,United-States,<=50K
20,Private,293726,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,98350,Preschool,1,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,China,<=50K
30,Private,207668,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,60,Hungary,<=50K
29,Federal-gov,41013,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
50,Private,188186,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,1590,45,United-States,<=50K
44,Federal-gov,320071,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,306908,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
62,Private,167652,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,173580,Some-college,10,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,273612,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
26,Private,195555,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,186446,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
22,Private,418405,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Local-gov,41793,Masters,14,Separated,Prof-specialty,Not-in-family,White,Female,0,0,50,<undefined>,<=50K
26,Private,183965,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,354784,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
44,Private,198096,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
32,Private,732102,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,Self-emp-not-inc,97847,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,196678,Preschool,1,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
19,Private,320014,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
54,Self-emp-inc,298215,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
37,Private,295127,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,368140,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
37,Self-emp-not-inc,187411,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,<undefined>,<=50K
22,<undefined>,121070,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,212163,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
35,Self-emp-not-inc,108198,HS-grad,9,Divorced,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,15,United-States,<=50K
42,Federal-gov,294431,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,202560,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
29,Self-emp-inc,266070,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,80,United-States,<=50K
34,Private,346122,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Self-emp-inc,308686,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,>50K
62,Self-emp-inc,236096,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,187711,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,238959,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
47,Private,93557,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,329980,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,125010,Assoc-voc,11,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,30,United-States,<=50K
60,Self-emp-inc,90915,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
31,Private,289731,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
74,<undefined>,33114,10th,6,Married-civ-spouse,<undefined>,Husband,Amer-Indian-Eskimo,Male,1797,0,30,United-States,<=50K
63,Private,206052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,191385,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
44,<undefined>,268804,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,30,United-States,<=50K
40,Self-emp-inc,191429,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
35,Self-emp-not-inc,199753,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
50,Local-gov,92486,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,171088,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,10,United-States,<=50K
33,Private,112820,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,32855,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
17,Private,142964,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
47,Private,89146,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
51,<undefined>,147015,Some-college,10,Divorced,<undefined>,Not-in-family,Black,Male,0,0,50,United-States,<=50K
26,Private,291968,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Local-gov,29235,Some-college,10,Married-civ-spouse,Protective-serv,Wife,White,Female,0,0,40,France,>50K
55,Private,238216,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,323726,Some-college,10,Never-married,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
54,Private,141663,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
19,<undefined>,218471,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,1602,30,United-States,<=50K
32,Private,118551,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
52,Local-gov,35092,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,139703,HS-grad,9,Married-spouse-absent,Sales,Unmarried,Black,Female,0,0,28,Jamaica,<=50K
39,Federal-gov,206190,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
59,Self-emp-not-inc,178353,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
55,Federal-gov,169133,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,103179,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
31,Private,354464,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,124651,11th,7,Never-married,<undefined>,Own-child,Black,Male,0,0,25,United-States,<=50K
30,Private,60426,HS-grad,9,Married-civ-spouse,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
47,Federal-gov,98726,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,133861,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,180303,Bachelors,13,Divorced,Craft-repair,Unmarried,Asian-Pac-Islander,Male,0,0,47,Iran,<=50K
33,Private,221324,Assoc-voc,11,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,325658,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
32,Private,210562,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,152249,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,White,Male,0,0,35,Mexico,<=50K
29,Private,178649,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,20,France,<=50K
41,State-gov,48997,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
39,Private,243409,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
34,Private,162442,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
23,Private,203078,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Male,0,0,24,United-States,<=50K
53,Self-emp-inc,155983,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
45,Self-emp-not-inc,182677,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Thailand,<=50K
34,<undefined>,170276,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,10,United-States,>50K
47,Private,105381,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,<undefined>,256240,7th-8th,4,Married-civ-spouse,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
42,Private,210275,Masters,14,Divorced,Tech-support,Unmarried,Black,Female,4687,0,35,United-States,>50K
53,Private,150980,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,40,United-States,<=50K
38,Self-emp-inc,141584,HS-grad,9,Divorced,Sales,Unmarried,White,Male,0,0,55,United-States,<=50K
26,Private,113571,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
18,Private,154089,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
43,Private,50197,10th,6,Separated,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
26,Private,132572,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,32,United-States,<=50K
47,Private,238185,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,112754,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,>50K
21,<undefined>,357029,Some-college,10,Married-civ-spouse,<undefined>,Wife,Black,Female,2105,0,20,United-States,<=50K
32,State-gov,213389,Some-college,10,Divorced,Protective-serv,Unmarried,White,Female,0,1726,38,United-States,<=50K
48,Self-emp-inc,287647,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,55,United-States,>50K
39,Private,150061,Masters,14,Divorced,Exec-managerial,Unmarried,Black,Female,15020,0,60,United-States,>50K
58,Self-emp-inc,143266,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,68006,7th-8th,4,Never-married,Other-service,Other-relative,White,Female,0,0,60,United-States,<=50K
40,Private,287079,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,55,United-States,<=50K
33,Private,223212,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
74,Self-emp-not-inc,173929,Doctorate,16,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,25,United-States,>50K
49,Self-emp-not-inc,182211,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,55,United-States,<=50K
56,Self-emp-not-inc,62539,11th,7,Widowed,Other-service,Unmarried,White,Female,0,0,65,Greece,>50K
29,Private,157612,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,14344,0,40,United-States,>50K
25,Private,305472,Assoc-acdm,12,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,48,United-States,<=50K
57,Private,548256,12th,8,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,40295,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,112403,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,2354,0,40,United-States,<=50K
59,Private,31137,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Private,116138,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,27828,0,60,United-States,>50K
28,<undefined>,127833,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,201743,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
40,Private,240027,Some-college,10,Never-married,Sales,Unmarried,Black,Female,0,0,45,United-States,<=50K
28,Private,129882,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,<undefined>,355890,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,55,United-States,>50K
20,Private,107658,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,10,Canada,<=50K
58,Private,136841,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,99999,0,35,United-States,>50K
19,Private,146679,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Male,0,0,30,United-States,<=50K
75,<undefined>,35724,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
24,Federal-gov,42251,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
31,Private,113838,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
28,Self-emp-not-inc,282398,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
41,Private,33331,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
23,Federal-gov,41031,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Private,155489,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,>50K
33,Private,53042,12th,8,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Private,174789,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
47,Local-gov,203067,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
81,Private,177408,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2377,26,United-States,>50K
45,Private,216626,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Other,Male,0,0,40,Columbia,<=50K
35,Private,93034,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Cambodia,<=50K
59,Self-emp-not-inc,188003,Bachelors,13,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
46,Local-gov,65535,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
39,Private,366757,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,414545,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
25,Private,295919,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,34378,1st-4th,2,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,58359,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
25,Private,476334,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
32,Private,255424,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
34,Local-gov,175856,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,124692,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,118551,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
78,<undefined>,292019,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
31,Private,288566,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,43,United-States,>50K
61,Private,137733,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
22,Private,39432,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,138537,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
37,Private,709445,HS-grad,9,Separated,Craft-repair,Other-relative,Black,Male,0,0,40,United-States,<=50K
35,Private,194809,11th,7,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Self-emp-inc,89041,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
37,<undefined>,299090,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
18,Private,159561,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
37,Private,236328,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
46,Private,269045,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
25,<undefined>,196627,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,323798,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
55,Private,463072,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
32,Private,199655,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Other,Female,0,1740,40,<undefined>,<=50K
25,Self-emp-inc,98756,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,50,United-States,<=50K
50,State-gov,161075,HS-grad,9,Widowed,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,192485,12th,8,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,20,United-States,<=50K
25,Private,201579,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
23,Private,117606,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,<undefined>,177487,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,237731,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,2829,0,65,United-States,<=50K
37,Private,60313,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
37,Private,270059,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,25236,0,25,United-States,>50K
27,Private,169958,5th-6th,3,Never-married,Craft-repair,Own-child,White,Male,0,0,40,<undefined>,<=50K
19,Private,240686,11th,7,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
52,Local-gov,124793,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Self-emp-not-inc,113948,Assoc-voc,11,Married-civ-spouse,Other-service,Wife,White,Female,0,0,45,United-States,<=50K
17,<undefined>,241021,12th,8,Never-married,<undefined>,Own-child,Other,Female,0,0,40,United-States,<=50K
21,Private,147655,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,38876,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
55,Private,117299,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
20,<undefined>,114813,10th,6,Separated,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,136310,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
41,Federal-gov,153132,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
23,Private,197552,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
33,Private,69748,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
29,Private,175738,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
50,State-gov,78649,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
37,Self-emp-inc,188774,11th,7,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,60,<undefined>,<=50K
48,Private,155659,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
19,Federal-gov,215891,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
40,Private,144928,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,33688,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Female,0,1669,70,United-States,<=50K
65,Private,262446,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
44,Federal-gov,191295,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,48,United-States,<=50K
32,Private,279173,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,Private,153031,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
28,Private,202239,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
44,Federal-gov,469454,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,48,United-States,>50K
39,Local-gov,164156,Assoc-acdm,12,Divorced,Other-service,Unmarried,White,Female,0,0,55,United-States,<=50K
59,Private,196482,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,176185,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,France,>50K
34,Private,287315,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,117210,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,41610,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,160703,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
31,Private,80511,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,44,United-States,<=50K
39,Private,219155,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K
35,Private,106347,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
37,Self-emp-not-inc,68899,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2129,40,United-States,<=50K
44,Self-emp-not-inc,163985,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,32,United-States,>50K
28,Private,270887,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
17,Private,205726,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
23,Private,218899,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,60,United-States,<=50K
35,Private,186183,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,80,United-States,>50K
19,Private,248749,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
30,Private,197558,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,176514,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,<undefined>,116820,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
27,Private,128730,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Male,10520,0,65,Greece,>50K
37,Private,215503,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,45,United-States,>50K
44,Private,226129,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,175856,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,55,United-States,>50K
43,Private,281138,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,98061,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,260560,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,289909,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
51,Private,59590,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
24,Private,236769,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,423616,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,24,United-States,>50K
24,Private,291407,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
53,Self-emp-inc,100029,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
33,Private,204494,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,56,United-States,>50K
24,Private,201680,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,154308,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
31,Private,150324,11th,7,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Local-gov,331609,Some-college,10,Widowed,Transport-moving,Not-in-family,Black,Female,0,0,47,United-States,<=50K
28,Private,100829,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
38,Private,203169,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
25,Private,122075,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,178778,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,276345,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
48,Private,233511,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
24,Private,289448,Assoc-voc,11,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
31,Private,173350,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
36,Private,130589,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
62,Private,94318,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
25,Private,297531,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
55,Private,129762,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,182614,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,Poland,<=50K
60,Private,120067,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,182370,Assoc-acdm,12,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
43,State-gov,60949,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,190511,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
47,Private,188195,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,89534,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,125831,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1887,55,United-States,>50K
23,Private,183358,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
38,<undefined>,75024,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,251120,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,40,England,<=50K
35,Private,108946,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,93223,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
61,Private,147393,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
71,<undefined>,45801,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,70,United-States,<=50K
35,State-gov,225385,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Federal-gov,23892,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,179668,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Scotland,<=50K
27,Self-emp-not-inc,404998,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,68882,1st-4th,2,Widowed,Other-service,Unmarried,White,Female,0,0,35,Portugal,<=50K
55,Self-emp-not-inc,194065,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,357540,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2002,55,United-States,<=50K
33,Private,185336,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
25,State-gov,152503,Some-college,10,Never-married,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
52,Private,167794,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
46,Private,96552,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,17,United-States,<=50K
34,Private,169527,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,4386,0,20,United-States,<=50K
52,State-gov,254285,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,32509,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,125492,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,186035,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
69,<undefined>,168794,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,48,United-States,<=50K
34,Private,191856,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,7298,0,40,United-States,>50K
36,Private,215503,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
31,Private,187560,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,2174,0,40,United-States,<=50K
31,Self-emp-not-inc,252752,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,2415,40,United-States,>50K
38,Local-gov,210991,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
57,Local-gov,190748,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,35,United-States,<=50K
24,Private,117767,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
37,Private,301070,HS-grad,9,Divorced,Farming-fishing,Unmarried,White,Male,0,0,45,United-States,<=50K
69,Self-emp-not-inc,204645,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,9386,0,72,United-States,>50K
39,Private,186183,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Private,131808,Assoc-voc,11,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
34,State-gov,156292,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
21,Private,124589,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,262819,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
61,Private,95500,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,241306,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,238680,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,55,Outlying-US(Guam-USVI-etc),<=50K
18,<undefined>,42293,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
41,Local-gov,168071,HS-grad,9,Divorced,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
42,Private,337629,12th,8,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,<undefined>,>50K
52,Private,168001,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
38,Private,97759,12th,8,Never-married,Other-service,Unmarried,White,Female,0,0,17,United-States,<=50K
51,Self-emp-not-inc,107096,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,76860,HS-grad,9,Married-civ-spouse,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
20,Private,70076,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,312017,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,174138,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,125892,Bachelors,13,Divorced,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,<=50K
22,Private,210474,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,State-gov,157332,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
28,Private,30771,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,319768,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,France,>50K
34,Private,209101,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,55,United-States,>50K
25,Private,324609,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
48,Private,268234,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Local-gov,178109,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,43,United-States,<=50K
31,Private,25955,9th,5,Never-married,Craft-repair,Own-child,Amer-Indian-Eskimo,Male,0,0,35,United-States,<=50K
65,<undefined>,123484,HS-grad,9,Widowed,<undefined>,Other-relative,White,Female,0,0,25,United-States,<=50K
56,Local-gov,129762,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
22,Self-emp-not-inc,108506,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,0,0,75,United-States,<=50K
27,Private,241607,Bachelors,13,Never-married,Tech-support,Other-relative,White,Male,0,0,50,United-States,<=50K
27,Federal-gov,214385,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Local-gov,183000,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,290763,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,171924,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,43,United-States,>50K
19,Private,97189,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,22,United-States,<=50K
42,Private,195096,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
37,Federal-gov,329088,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
26,Private,58371,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
32,<undefined>,256371,12th,8,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
43,Private,35824,Some-college,10,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,173271,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,391349,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
24,Private,86153,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,295855,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,70,United-States,<=50K
33,Self-emp-not-inc,327902,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,285102,Masters,14,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Taiwan,>50K
57,Private,178353,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
45,Private,28119,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,7,United-States,<=50K
42,Private,197522,Some-college,10,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
25,Private,108542,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,35,United-States,<=50K
56,Private,179781,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,126974,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,180060,Bachelors,13,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,50,United-States,<=50K
35,Local-gov,38948,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,271572,9th,5,Never-married,Other-service,Other-relative,White,Male,0,0,52,United-States,<=50K
41,Private,177305,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
26,Private,238367,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,172232,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,30,United-States,<=50K
22,Private,153805,HS-grad,9,Never-married,Other-service,Unmarried,Other,Male,0,0,20,Puerto-Rico,<=50K
30,Private,26543,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,109067,Bachelors,13,Separated,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,213716,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,149809,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
27,Private,185670,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
43,Federal-gov,233851,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
68,<undefined>,192052,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,2457,40,United-States,<=50K
41,Private,193524,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,40,United-States,<=50K
25,Private,213385,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,38238,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
68,Private,104438,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Ireland,>50K
17,Private,202344,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
45,Self-emp-not-inc,43434,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,102147,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Private,231826,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
49,State-gov,247378,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
42,Private,78765,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,45,United-States,>50K
29,Private,184078,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
21,Local-gov,102942,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,2001,40,United-States,<=50K
20,Private,258430,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K
59,Private,244554,11th,7,Divorced,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
26,Private,252565,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
25,Private,262778,Masters,14,Never-married,Other-service,Not-in-family,White,Female,0,0,37,United-States,<=50K
33,Private,162572,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,>50K
35,Private,65706,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,102569,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
66,Private,350498,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,28,United-States,<=50K
67,<undefined>,159542,5th-6th,3,Widowed,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,142383,Assoc-acdm,12,Never-married,Sales,Not-in-family,Other,Male,0,0,36,United-States,<=50K
38,Private,229236,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Other,Male,0,0,40,Puerto-Rico,<=50K
72,Private,56559,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,12,United-States,<=50K
21,Private,27049,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
39,Private,36376,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
41,Private,194360,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
22,Private,246965,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,12,United-States,<=50K
49,Self-emp-inc,191277,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
24,Private,268525,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,32,United-States,<=50K
25,Private,456604,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,223464,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,341797,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,174461,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,392167,10th,6,Divorced,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
60,Private,210064,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,<undefined>,233182,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,7,United-States,<=50K
77,Local-gov,177550,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,3818,0,14,United-States,<=50K
62,Private,143312,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
22,Private,326334,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
37,Private,179088,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,207637,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
52,Federal-gov,37289,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,>50K
31,Private,36069,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
23,Federal-gov,53245,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Self-emp-inc,399904,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,50,Mexico,<=50K
38,Self-emp-inc,199346,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,<=50K
23,Private,343019,10th,6,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,State-gov,232742,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
61,Self-emp-not-inc,390472,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,290124,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
23,Private,242912,Some-college,10,Never-married,Other-service,Own-child,White,Female,4650,0,40,United-States,<=50K
39,Private,70240,5th-6th,3,Married-spouse-absent,Other-service,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
38,Local-gov,286405,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
25,Private,153841,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,137367,Bachelors,13,Never-married,Sales,Unmarried,Asian-Pac-Islander,Male,0,0,44,Philippines,<=50K
66,Private,313255,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,<=50K
30,Private,100734,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
32,Private,248584,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,60001,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
18,Private,335065,7th-8th,4,Never-married,Sales,Own-child,White,Male,0,0,30,Mexico,<=50K
20,Private,219262,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
20,Private,186830,HS-grad,9,Never-married,Transport-moving,Other-relative,Black,Male,0,0,45,United-States,<=50K
34,Private,226385,Masters,14,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,609789,Assoc-acdm,12,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,307767,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,217460,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
30,Private,104052,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,1741,42,United-States,<=50K
41,Local-gov,160893,Preschool,1,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,30,United-States,<=50K
20,Private,68358,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
40,Self-emp-not-inc,243636,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
44,Self-emp-not-inc,71269,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,71898,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,35,Philippines,<=50K
38,<undefined>,212048,Prof-school,15,Divorced,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
30,Local-gov,115040,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,0,0,25,United-States,<=50K
45,Private,111994,Some-college,10,Divorced,Sales,Not-in-family,White,Male,4650,0,40,United-States,<=50K
25,Private,210794,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
22,<undefined>,88126,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,570821,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
63,<undefined>,146196,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
55,State-gov,169482,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
26,Private,63577,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
22,Private,208946,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,26598,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,189203,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,183892,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
82,<undefined>,194590,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
18,Private,188616,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
60,Private,116707,11th,7,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,99199,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
39,Local-gov,183620,Some-college,10,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,>50K
34,Private,110476,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,157043,Masters,14,Divorced,Prof-specialty,Not-in-family,Black,Female,2202,0,30,<undefined>,<=50K
53,Private,150726,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,214695,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,60,United-States,<=50K
37,Private,172694,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,50,United-States,<=50K
25,Private,344804,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Mexico,<=50K
33,Private,319422,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,Peru,<=50K
34,State-gov,327902,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
35,Private,438176,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,65,United-States,<=50K
51,Private,197656,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
33,Private,219838,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,35561,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
25,<undefined>,156848,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
56,Private,190257,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,156464,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,85,England,>50K
36,Private,65624,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,201699,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
55,Private,349910,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,>50K
88,Self-emp-not-inc,187097,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,264314,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,Columbia,<=50K
40,Self-emp-not-inc,282678,Masters,14,Separated,Exec-managerial,Unmarried,White,Female,0,0,20,United-States,<=50K
21,Private,188923,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,55,United-States,<=50K
46,Private,114797,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Black,Female,0,0,36,United-States,<=50K
56,Private,245215,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
36,Self-emp-not-inc,36270,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
67,Self-emp-not-inc,107138,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,77820,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,39477,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,58305,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1573,40,United-States,<=50K
23,Private,359759,HS-grad,9,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
19,<undefined>,249147,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
19,Private,44797,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,15,United-States,<=50K
25,Private,164488,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,48413,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,261276,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,1602,40,Cambodia,<=50K
31,Self-emp-not-inc,36592,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,91,United-States,<=50K
33,Private,280923,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
33,Federal-gov,29617,Some-college,10,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
45,Self-emp-inc,208802,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,25236,0,36,United-States,>50K
35,Private,189240,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,37932,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,181705,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,147548,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,85,United-States,<=50K
51,Self-emp-not-inc,306784,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
45,<undefined>,260953,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
45,State-gov,190406,Prof-school,15,Divorced,Prof-specialty,Unmarried,Black,Male,25236,0,36,United-States,>50K
24,Private,230229,5th-6th,3,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
28,Private,46987,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,2174,0,36,United-States,<=50K
63,Private,301108,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,22,United-States,<=50K
35,Private,263081,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,United-States,>50K
25,Self-emp-not-inc,37741,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
36,Private,115834,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,7298,0,55,United-States,>50K
44,Private,150076,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
49,Self-emp-not-inc,148254,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Female,0,0,28,United-States,<=50K
52,Private,183611,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,258768,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,287658,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Male,0,0,40,United-States,<=50K
51,Private,95946,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
49,Private,31267,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,302149,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,7298,0,40,Philippines,>50K
28,Private,250135,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,176073,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
65,Private,23580,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,163665,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
30,Federal-gov,43953,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,144860,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
58,Self-emp-not-inc,61474,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
57,Private,141570,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1977,40,United-States,>50K
40,Private,225660,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
42,Private,336891,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,210164,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,171080,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
42,Private,143342,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,281627,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,409922,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
65,<undefined>,224472,Prof-school,15,Never-married,<undefined>,Not-in-family,White,Male,25124,0,80,United-States,>50K
29,Private,157262,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
31,Private,144949,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
71,Local-gov,303860,Masters,14,Widowed,Exec-managerial,Not-in-family,White,Male,2050,0,20,United-States,<=50K
34,Private,104293,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,195481,HS-grad,9,Married-civ-spouse,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
40,Private,193995,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
67,Private,105216,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
40,Private,147206,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,173585,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,18,United-States,<=50K
38,Private,187870,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,50,United-States,>50K
38,Private,248919,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Guatemala,<=50K
42,Private,280410,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,Haiti,<=50K
36,State-gov,170861,HS-grad,9,Separated,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
23,Self-emp-not-inc,409230,1st-4th,2,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
56,Private,340171,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,41017,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,>50K
22,Private,416356,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
39,Private,261504,12th,8,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,State-gov,205555,Prof-school,15,Divorced,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
44,Private,245317,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,>50K
38,Private,153685,11th,7,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,52,United-States,<=50K
19,<undefined>,169758,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,99374,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
57,Local-gov,139452,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,16,United-States,<=50K
54,Private,227832,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Self-emp-not-inc,213024,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,30,United-States,<=50K
22,<undefined>,24008,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,72,United-States,<=50K
63,Self-emp-not-inc,33487,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-inc,187934,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,20,Poland,<=50K
26,Private,421561,11th,7,Married-civ-spouse,Other-service,Other-relative,White,Male,0,0,25,United-States,<=50K
40,Private,109969,11th,7,Divorced,Other-service,Other-relative,White,Female,0,0,20,United-States,<=50K
20,Private,116830,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,117166,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2635,0,40,United-States,<=50K
28,Private,106951,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,42,United-States,<=50K
30,Private,89625,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,5,United-States,>50K
42,Private,194537,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,144002,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,Private,202214,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,109762,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,292570,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
67,Private,105252,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,7978,0,35,United-States,<=50K
65,Private,94552,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Local-gov,46401,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
18,Private,151150,10th,6,Never-married,Farming-fishing,Own-child,White,Male,0,0,27,United-States,<=50K
31,Private,197689,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,38,United-States,<=50K
36,Self-emp-inc,180477,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Private,181761,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,381153,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,165474,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,39,United-States,<=50K
38,Federal-gov,190174,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
17,Private,295991,10th,6,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
52,Without-pay,198262,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,<=50K
34,Private,190385,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
30,<undefined>,411560,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
49,Private,262116,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,<=50K
45,Private,178922,9th,5,Never-married,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
46,Private,192963,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,2415,35,Philippines,>50K
34,Self-emp-inc,209538,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
21,Self-emp-not-inc,103277,12th,8,Married-civ-spouse,Adm-clerical,Wife,White,Female,4508,0,30,Portugal,<=50K
17,Private,216086,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
23,Private,636017,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
32,Private,155781,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,136873,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,State-gov,122066,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,>50K
27,State-gov,346406,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,50,United-States,<=50K
43,Private,117915,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,19914,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,50,Philippines,<=50K
55,Private,255364,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
31,Private,703107,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
34,Private,62374,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
34,Private,96245,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,348796,Bachelors,13,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,136873,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
35,Private,388252,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,47783,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
62,Private,194167,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,2174,0,40,United-States,<=50K
40,Federal-gov,544792,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,434463,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,39,United-States,<=50K
32,Private,317219,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1590,40,United-States,<=50K
70,Private,221603,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,34,United-States,<=50K
23,Private,233711,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,111567,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,48,United-States,<=50K
57,Private,79830,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,192259,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
24,Private,239663,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
41,Local-gov,34987,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
38,Self-emp-not-inc,409189,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,<=50K
48,Private,135525,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,152159,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
18,Private,141363,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,214816,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Private,42907,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,48,United-States,<=50K
30,Private,161815,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
42,Private,127314,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
48,Private,395368,Some-college,10,Divorced,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
70,Private,184176,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
37,Private,112660,9th,5,Divorced,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
51,Private,183709,Assoc-voc,11,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,434114,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
59,Self-emp-not-inc,165315,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,43,United-States,>50K
57,Private,190997,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
26,Private,335533,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,176146,5th-6th,3,Separated,Craft-repair,Not-in-family,Other,Male,0,0,35,Mexico,<=50K
19,Private,272063,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,169564,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Private,188856,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,8614,0,55,United-States,>50K
25,Private,69847,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
46,Self-emp-not-inc,198759,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,80,United-States,>50K
22,Private,175431,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
32,Private,228357,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,40,<undefined>,<=50K
72,Self-emp-not-inc,284120,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,109133,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,167336,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
76,<undefined>,42209,9th,5,Widowed,<undefined>,Not-in-family,White,Male,0,0,25,United-States,<=50K
37,Private,282951,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,303155,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
44,Private,261899,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,<=50K
33,Private,168030,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,7298,0,21,United-States,>50K
53,State-gov,71417,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,239130,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
69,Private,200560,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,20,United-States,<=50K
20,Private,157541,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,27,United-States,<=50K
33,Private,255004,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Private,230136,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,60,United-States,>50K
50,Local-gov,124963,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,35,United-States,>50K
22,Private,39615,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
20,Private,47678,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
42,Local-gov,281315,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,176123,HS-grad,9,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
24,<undefined>,165350,HS-grad,9,Separated,<undefined>,Not-in-family,Black,Male,0,0,50,Germany,<=50K
32,Private,235862,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
41,Private,142579,Bachelors,13,Widowed,Sales,Unmarried,Black,Male,0,0,50,United-States,<=50K
35,Private,38294,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,111483,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Private,189850,Some-college,10,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
34,State-gov,145874,Doctorate,16,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,20,China,<=50K
23,Private,139012,Assoc-voc,11,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,40,South,<=50K
30,Local-gov,211654,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Local-gov,173090,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
26,Private,104834,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1669,40,United-States,<=50K
42,<undefined>,195124,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,Dominican-Republic,<=50K
39,Private,32146,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
52,Private,282674,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
42,Private,190403,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Male,0,0,60,Canada,<=50K
25,Private,247025,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,3325,0,48,United-States,<=50K
27,Private,198258,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
30,Self-emp-not-inc,172748,7th-8th,4,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
23,State-gov,287988,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,10520,0,40,United-States,>50K
47,Self-emp-not-inc,122307,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
58,<undefined>,175017,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Male,0,0,25,United-States,<=50K
18,Private,170183,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,150812,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
24,Private,241185,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
58,Self-emp-inc,174864,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
35,Private,30529,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,301637,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,423222,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,60,United-States,>50K
43,Private,214781,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,40,United-States,>50K
21,Private,242912,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,35,United-States,<=50K
52,Private,191529,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1740,60,United-States,<=50K
24,Private,117363,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
22,Private,333158,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,48,United-States,<=50K
39,Private,193260,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,25,Mexico,<=50K
34,State-gov,278378,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
58,Private,111394,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
26,Private,102476,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
29,Private,26451,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
67,<undefined>,209137,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,210945,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,35,Haiti,<=50K
62,Local-gov,115023,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,53833,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
36,Private,150057,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
18,Private,128086,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,18,United-States,<=50K
25,Private,28473,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,155509,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Female,0,0,40,United-States,<=50K
56,Private,165315,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,<undefined>,<=50K
30,Private,171889,Prof-school,15,Never-married,Tech-support,Own-child,White,Female,0,0,24,United-States,<=50K
41,Local-gov,185057,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Private,277034,HS-grad,9,Divorced,Tech-support,Unmarried,White,Male,0,0,60,United-States,>50K
36,Private,166606,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,97453,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,54,United-States,<=50K
27,Private,136094,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
19,<undefined>,61855,HS-grad,9,Never-married,<undefined>,Other-relative,White,Female,0,0,30,United-States,<=50K
30,Private,182771,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,15,China,<=50K
47,Private,418961,Assoc-voc,11,Divorced,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
39,Private,106961,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
31,Private,81846,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
44,Private,105936,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,36425,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,595088,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,63,United-States,<=50K
38,Private,149018,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,229613,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,33521,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,70539,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4386,0,50,United-States,<=50K
53,State-gov,105728,HS-grad,9,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,0,0,28,United-States,>50K
31,Private,193215,Some-college,10,Married-civ-spouse,Exec-managerial,Own-child,White,Male,0,0,50,United-States,<=50K
18,Private,137363,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,104892,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,149427,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
19,State-gov,176634,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,183279,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,225775,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,202091,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,60,United-States,<=50K
36,Private,123151,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,168187,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
42,Federal-gov,33521,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
33,State-gov,243678,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,164898,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,<undefined>,262280,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,3781,0,40,United-States,<=50K
33,State-gov,290614,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,199265,HS-grad,9,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,207668,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
18,State-gov,30687,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
24,State-gov,27939,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,24,<undefined>,<=50K
17,Private,438996,10th,6,Never-married,Other-service,Other-relative,White,Male,0,0,40,Mexico,<=50K
48,Private,152915,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,<undefined>,186030,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,32,United-States,<=50K
46,Local-gov,297759,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Private,171242,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
28,Private,206088,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,182792,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,167725,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,24,United-States,<=50K
43,Private,160674,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,194710,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,255027,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,204641,10th,6,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,50,United-States,<=50K
20,State-gov,177787,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
29,Private,54932,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,>50K
54,Self-emp-not-inc,91506,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
34,Private,198634,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,227146,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
59,Private,135647,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,55508,7th-8th,4,Divorced,Farming-fishing,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,174912,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,175925,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,157486,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
49,Local-gov,329144,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,44,United-States,>50K
67,<undefined>,81761,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,<=50K
49,Self-emp-not-inc,102318,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,25,United-States,<=50K
30,Federal-gov,266463,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
56,Federal-gov,107314,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
29,Private,114158,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,124052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,144301,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,42,United-States,<=50K
28,Private,176683,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,70,United-States,>50K
23,Private,234663,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,178948,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,50,United-States,<=50K
37,Self-emp-not-inc,607848,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
39,Private,202937,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
32,Federal-gov,83413,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,>50K
26,Private,212798,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
57,Federal-gov,192258,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,112497,9th,5,Married-civ-spouse,Sales,Own-child,White,Male,0,0,50,United-States,>50K
30,Private,97521,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
27,Private,160972,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,322931,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
22,Private,403519,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Local-gov,330174,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,278155,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,39054,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
57,Private,170287,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
42,Private,336643,Assoc-voc,11,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,264166,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,45,Columbia,<=50K
44,Local-gov,433705,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,>50K
28,Private,27044,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,<=50K
42,Private,165599,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
26,Private,159759,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,385092,Some-college,10,Divorced,Prof-specialty,Own-child,White,Female,0,0,36,United-States,<=50K
42,Private,188808,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Male,0,0,30,United-States,<=50K
30,Private,167476,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
21,State-gov,194096,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
59,Private,182460,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,>50K
21,<undefined>,102323,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
56,Private,232139,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,341741,Preschool,1,Never-married,Other-service,Not-in-family,White,Female,0,0,12,United-States,<=50K
21,Private,206008,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,50,United-States,<=50K
48,Private,344415,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,37,United-States,>50K
35,State-gov,372130,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
43,Private,27766,Bachelors,13,Separated,Exec-managerial,Unmarried,White,Male,0,0,60,United-States,>50K
23,Private,140764,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
17,<undefined>,161259,10th,6,Never-married,<undefined>,Other-relative,White,Male,0,0,12,United-States,<=50K
41,Private,22201,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,>50K
35,Self-emp-inc,187046,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,137591,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
53,Private,274276,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,341757,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,218542,HS-grad,9,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Local-gov,190020,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,221436,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Cuba,>50K
39,Self-emp-not-inc,52187,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,158776,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,51543,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
17,Private,146329,12th,8,Never-married,Sales,Own-child,White,Female,0,0,23,United-States,<=50K
31,Private,397467,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,105592,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,12,United-States,<=50K
39,Private,78171,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
46,State-gov,55377,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
31,Private,258932,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,80,Italy,<=50K
27,Private,38606,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,1504,45,United-States,<=50K
18,Private,219841,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
46,Private,156926,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
55,Private,160362,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
48,Private,192161,Bachelors,13,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,43,United-States,<=50K
53,Private,208570,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,26,United-States,<=50K
44,Self-emp-not-inc,182771,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,48,South,>50K
43,Private,151089,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,163002,HS-grad,9,Separated,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
56,Private,155657,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,20,Yugoslavia,<=50K
27,Private,217530,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
20,Private,244406,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
18,Local-gov,152182,10th,6,Never-married,Protective-serv,Own-child,White,Female,0,0,6,United-States,<=50K
34,Private,55717,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,50,United-States,>50K
38,Private,201454,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Self-emp-inc,144371,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K
55,Private,277034,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,462832,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,Black,Female,0,0,40,United-States,>50K
26,Private,200681,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
54,State-gov,119565,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Puerto-Rico,>50K
22,Private,192017,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
52,Local-gov,84808,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,100154,10th,6,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,169383,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
19,Without-pay,43887,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,10,United-States,<=50K
45,Private,54260,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,99,United-States,<=50K
53,Self-emp-not-inc,159876,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,3103,0,72,United-States,<=50K
46,Private,160474,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,1590,43,United-States,<=50K
25,Private,476334,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
90,Private,52386,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
33,Private,83671,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
45,Private,172960,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,70,United-States,<=50K
47,Private,191957,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
38,Local-gov,40955,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
35,<undefined>,98080,Prof-school,15,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,4787,0,45,Japan,>50K
37,Private,175643,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
53,State-gov,197184,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
56,Private,187295,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
18,Private,40822,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
44,Private,228729,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,<undefined>,<=50K
50,Private,240496,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,36,United-States,<=50K
26,Private,51961,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,20,United-States,<=50K
36,Private,174887,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,95855,11th,7,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,362259,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,30916,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
62,Private,153148,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,84,United-States,<=50K
46,Private,167915,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,45156,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,2174,0,41,United-States,<=50K
37,Private,98776,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,15,United-States,<=50K
27,Private,209801,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,<undefined>,<=50K
38,Private,183800,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,54595,12th,8,Never-married,Sales,Not-in-family,Black,Female,0,0,40,United-States,<=50K
34,Private,79637,Bachelors,13,Never-married,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
50,Private,126566,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,233796,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,7298,0,32,United-States,>50K
67,Local-gov,191800,Bachelors,13,Divorced,Adm-clerical,Unmarried,Black,Female,6360,0,35,United-States,<=50K
34,Self-emp-not-inc,527162,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
19,Private,139466,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
23,Private,64520,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
50,Private,97741,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
45,Local-gov,160173,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
17,Private,350995,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
59,<undefined>,182836,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
25,Private,143267,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
21,Private,346341,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,172175,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,153035,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
63,Private,200127,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Local-gov,204470,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
45,Private,353012,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,194342,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,57898,12th,8,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,164707,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,<undefined>,<=50K
42,Private,269028,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,France,<=50K
56,Private,83922,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,Private,160647,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Female,0,0,46,United-States,<=50K
69,Private,125437,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
42,Private,246011,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,55,United-States,<=50K
19,Private,216937,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Other,Female,0,0,60,Guatemala,<=50K
56,Self-emp-not-inc,66356,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,154981,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,50,United-States,>50K
61,Federal-gov,197311,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,301743,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
50,Self-emp-not-inc,401118,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,50,United-States,>50K
39,Private,98776,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
35,Self-emp-not-inc,32528,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
27,Private,177119,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,44,United-States,<=50K
40,Self-emp-inc,193524,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
59,State-gov,192258,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,145917,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
42,Federal-gov,214838,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,30,United-States,>50K
59,Private,176011,Some-college,10,Separated,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
54,Self-emp-inc,147239,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
38,Private,159179,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
53,Private,155963,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
20,Private,360457,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,30,United-States,<=50K
54,Federal-gov,114674,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,95708,Masters,14,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,45,United-States,>50K
33,Local-gov,100734,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,55,United-States,<=50K
35,Private,188972,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Female,0,0,30,United-States,<=50K
22,Private,162667,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,Portugal,<=50K
45,Self-emp-not-inc,28497,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1485,70,United-States,>50K
29,Private,180758,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,346635,Masters,14,Divorced,Sales,Unmarried,White,Female,0,2339,60,United-States,<=50K
23,Private,46645,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
30,Private,203258,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
17,Private,134480,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,25,United-States,<=50K
35,Local-gov,85548,Some-college,10,Separated,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
25,Private,195994,1st-4th,2,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Guatemala,<=50K
42,State-gov,148316,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
42,Private,227466,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,0,40,United-States,<=50K
19,Private,68552,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
32,Private,252257,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
44,Private,30126,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Private,304353,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,>50K
47,Self-emp-not-inc,171968,Bachelors,13,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,60,Thailand,<=50K
24,Private,205839,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
30,State-gov,218640,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,>50K
42,Private,150568,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
19,Private,382738,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,138940,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,37,United-States,<=50K
26,Self-emp-not-inc,258306,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,<=50K
25,Local-gov,190107,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,1719,16,United-States,<=50K
52,Private,152373,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,141875,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,79586,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,99999,0,40,<undefined>,>50K
32,Private,157289,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
37,Private,184498,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,109684,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1741,35,United-States,<=50K
47,Private,199832,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,23545,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,175710,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
27,Private,52028,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,40,South,<=50K
61,Self-emp-not-inc,315977,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
47,Private,202322,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,251825,Assoc-acdm,12,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
54,Private,202115,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,>50K
56,Local-gov,216824,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
69,Private,145656,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,<=50K
30,Private,137076,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
36,Private,152621,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,>50K
42,Self-emp-not-inc,27242,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
45,Federal-gov,358242,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
39,Private,184117,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,20,United-States,>50K
26,Private,300290,11th,7,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
28,Local-gov,149991,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,42,United-States,>50K
31,Private,189759,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
32,Private,339482,5th-6th,3,Separated,Farming-fishing,Other-relative,White,Male,0,0,60,Mexico,<=50K
51,Private,100933,HS-grad,9,Never-married,Exec-managerial,Other-relative,White,Female,0,0,40,United-States,<=50K
29,Private,354558,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
38,Local-gov,162613,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,2258,60,United-States,<=50K
64,Private,285052,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,10,United-States,<=50K
26,State-gov,175044,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
68,Private,45508,5th-6th,3,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,22,United-States,<=50K
32,Private,173351,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
29,Private,173611,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
51,<undefined>,182543,1st-4th,2,Separated,<undefined>,Unmarried,White,Female,0,0,40,Mexico,<=50K
21,Private,143062,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
26,<undefined>,137951,10th,6,Separated,<undefined>,Other-relative,White,Female,0,0,40,Puerto-Rico,<=50K
33,Local-gov,293063,Bachelors,13,Married-spouse-absent,Prof-specialty,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
26,Private,377754,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,152373,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2105,0,40,United-States,<=50K
31,Private,193477,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
29,Local-gov,277323,HS-grad,9,Never-married,Protective-serv,Unmarried,White,Male,0,0,45,United-States,<=50K
19,Private,69182,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,27,United-States,<=50K
51,Private,219599,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
45,Private,129371,9th,5,Separated,Other-service,Unmarried,Other,Female,0,0,40,Trinadad&Tobago,<=50K
20,Private,470875,HS-grad,9,Married-civ-spouse,Sales,Own-child,Black,Male,0,0,32,United-States,<=50K
40,Private,201734,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,48,United-States,<=50K
43,Private,58447,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,55,United-States,>50K
52,Local-gov,91689,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,166546,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,24,United-States,<=50K
24,Private,293324,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,219262,9th,5,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Self-emp-not-inc,403391,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,367749,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
24,Private,128487,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,State-gov,111363,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,75,United-States,>50K
49,Private,240869,7th-8th,4,Never-married,Other-service,Other-relative,White,Male,0,0,35,United-States,<=50K
36,Private,163278,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,416415,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,<undefined>,280030,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Mexico,<=50K
46,Private,251243,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Local-gov,167159,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,70,United-States,>50K
29,Private,161857,HS-grad,9,Married-spouse-absent,Other-service,Not-in-family,Other,Female,0,0,40,Columbia,<=50K
37,Private,160035,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,<undefined>,190205,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
28,<undefined>,161290,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,112403,Bachelors,13,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,238726,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,164530,11th,7,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,20,United-States,<=50K
19,Private,456572,HS-grad,9,Never-married,Farming-fishing,Other-relative,White,Male,0,0,35,United-States,<=50K
31,Self-emp-not-inc,177675,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
47,Private,246739,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,United-States,>50K
37,Private,102953,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,<undefined>,224238,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,2,United-States,<=50K
46,Private,155489,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
51,Self-emp-not-inc,156802,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,3103,0,60,United-States,>50K
50,Private,168212,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,45,United-States,>50K
38,Private,331395,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,3942,0,84,Portugal,<=50K
40,Local-gov,261497,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,35,United-States,<=50K
58,Private,365511,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Other,Male,0,0,40,Mexico,<=50K
36,Private,187999,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Local-gov,190350,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,35,United-States,<=50K
17,<undefined>,166759,12th,8,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,168262,10th,6,Divorced,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
39,State-gov,122011,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,5178,0,38,United-States,>50K
46,Private,165953,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
26,Private,375980,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,37,United-States,<=50K
40,Federal-gov,406463,Masters,14,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,State-gov,231472,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
60,Self-emp-not-inc,78913,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,69107,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
22,<undefined>,182387,Some-college,10,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,12,Thailand,<=50K
31,Private,169002,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,55,United-States,<=50K
45,Private,229967,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,13550,0,50,United-States,>50K
34,Private,422836,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,Mexico,<=50K
27,State-gov,230922,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,Scotland,<=50K
40,Private,195892,Some-college,10,Divorced,Transport-moving,Not-in-family,Black,Female,0,0,40,United-States,<=50K
68,Private,163346,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,32,United-States,<=50K
51,Private,82566,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,86505,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,<=50K
43,Private,178780,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
23,State-gov,173945,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,27,United-States,<=50K
48,Private,176810,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Self-emp-inc,23813,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,2885,0,30,United-States,<=50K
51,Self-emp-inc,210736,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,10520,0,40,United-States,>50K
32,Private,343789,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5013,0,55,United-States,<=50K
34,Private,113838,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
31,Local-gov,121055,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,>50K
71,<undefined>,52171,7th-8th,4,Divorced,<undefined>,Unmarried,White,Male,0,0,45,United-States,<=50K
17,Private,566049,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,8,United-States,<=50K
37,Private,67433,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
26,Private,39014,12th,8,Married-civ-spouse,Priv-house-serv,Wife,Other,Female,0,0,40,Dominican-Republic,<=50K
17,Private,51939,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
34,Private,100669,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
46,Private,155659,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
33,Private,112847,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
41,Local-gov,32185,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
59,Private,138370,10th,6,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,0,0,40,India,<=50K
50,Self-emp-not-inc,172281,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
46,Private,180505,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
45,Private,168262,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,85126,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,113838,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,197457,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,1471,0,38,United-States,<=50K
28,Private,197905,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,316589,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,336367,Assoc-acdm,12,Never-married,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
39,Self-emp-inc,143123,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2415,40,United-States,>50K
23,Private,209955,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,210013,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
37,Private,224541,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,275653,7th-8th,4,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Female,2977,0,40,Puerto-Rico,<=50K
45,Private,88061,11th,7,Married-spouse-absent,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,0,0,40,South,<=50K
43,Federal-gov,195897,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,7298,0,40,United-States,>50K
49,Private,43206,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,>50K
37,Private,202950,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
26,Private,154093,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Private,112115,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,55,United-States,>50K
51,Private,355954,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
24,Private,379418,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Self-emp-not-inc,286372,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,48087,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,45,United-States,>50K
32,Private,387270,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
21,Private,270043,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
39,Self-emp-not-inc,65738,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,United-States,>50K
33,Private,159888,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,278039,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
21,Private,265434,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,30,United-States,<=50K
68,Self-emp-inc,52052,Assoc-voc,11,Widowed,Sales,Not-in-family,White,Female,25124,0,50,United-States,>50K
24,Private,208882,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
24,Private,229393,11th,7,Never-married,Farming-fishing,Unmarried,White,Male,2463,0,40,United-States,<=50K
23,Private,53513,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,45,United-States,<=50K
40,Private,225193,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,63,United-States,<=50K
48,Private,166809,Bachelors,13,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
42,Self-emp-not-inc,175674,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
45,Federal-gov,368947,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,<=50K
31,Private,194901,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
53,Private,203173,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,267431,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,55,United-States,<=50K
32,Private,111836,Some-college,10,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,50,United-States,<=50K
34,Private,198613,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,<undefined>,<=50K
41,Self-emp-inc,149102,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
57,Local-gov,121111,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,130397,10th,6,Never-married,Farming-fishing,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
40,Private,212847,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,2179,40,United-States,<=50K
17,Private,184198,11th,7,Never-married,Sales,Own-child,White,Female,0,0,13,United-States,<=50K
17,Private,121287,9th,5,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
82,Self-emp-inc,120408,Some-college,10,Widowed,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
40,Private,164678,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
26,Private,388812,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,35,United-States,<=50K
37,Private,294919,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,101684,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
65,Private,36209,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,22,United-States,>50K
39,Private,123983,Bachelors,13,Divorced,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,40,China,<=50K
36,Self-emp-not-inc,340001,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,203828,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,183789,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,305619,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
63,Self-emp-not-inc,174181,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
59,Private,131869,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
49,Self-emp-not-inc,43479,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,203126,9th,5,Never-married,<undefined>,Unmarried,White,Female,0,0,40,Dominican-Republic,<=50K
17,Private,118792,11th,7,Never-married,Sales,Own-child,White,Female,0,0,9,United-States,<=50K
28,Private,272913,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,Mexico,<=50K
45,Federal-gov,222011,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
40,Self-emp-inc,301007,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
45,Private,197731,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,173736,9th,5,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
19,<undefined>,182590,10th,6,Never-married,<undefined>,Not-in-family,White,Female,0,0,38,United-States,<=50K
59,Local-gov,93211,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,22,United-States,>50K
41,Private,24763,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,7443,0,40,United-States,<=50K
49,Local-gov,219021,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,48,United-States,>50K
37,Private,137229,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,>50K
31,Self-emp-not-inc,281030,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,234108,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,46868,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,15,United-States,<=50K
20,<undefined>,162667,HS-grad,9,Never-married,<undefined>,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
51,Private,173291,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,305160,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
48,Private,212954,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
39,Local-gov,112284,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,164198,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,15024,0,45,United-States,>50K
41,Private,152958,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,145389,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,25,United-States,<=50K
54,Self-emp-inc,119570,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
40,Private,272343,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
44,Private,187720,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,41,United-States,<=50K
50,Private,145409,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
42,Private,208726,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
34,Private,203488,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,330416,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,25803,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,171150,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Private,82576,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,14084,0,36,United-States,>50K
30,Private,329425,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,185452,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,201179,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,182268,Preschool,1,Married-spouse-absent,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,95763,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
48,Private,125892,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Poland,<=50K
21,Private,121407,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,36,United-States,<=50K
52,Private,373367,11th,7,Widowed,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Local-gov,165982,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
45,Private,165484,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
30,Private,156890,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,156763,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,2829,0,40,United-States,<=50K
43,Private,244172,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,35,<undefined>,<=50K
36,Private,219814,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Guatemala,<=50K
42,Private,171841,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
28,Local-gov,168524,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,35,United-States,>50K
62,Private,205643,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
65,<undefined>,174904,HS-grad,9,Separated,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,102559,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,>50K
47,Private,60267,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
43,Private,388725,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,215712,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
44,Private,171722,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,39,United-States,<=50K
25,Private,193051,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,25,United-States,<=50K
21,Private,305446,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,146949,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,43,United-States,<=50K
21,Private,322144,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,75742,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,El-Salvador,>50K
64,<undefined>,380687,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,8,United-States,<=50K
55,Self-emp-not-inc,95149,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,99,United-States,<=50K
42,Private,68469,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,Self-emp-not-inc,27653,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
21,Private,410439,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,24,United-States,<=50K
28,Private,37821,Assoc-voc,11,Never-married,Sales,Unmarried,White,Female,0,0,55,<undefined>,<=50K
45,Private,228570,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,35,United-States,<=50K
21,Private,141453,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,88215,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,40,China,>50K
53,Private,48641,12th,8,Never-married,Other-service,Not-in-family,Other,Female,0,0,35,United-States,<=50K
45,Private,185385,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,341471,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,4,United-States,<=50K
41,Private,163322,11th,7,Divorced,Exec-managerial,Unmarried,White,Female,0,0,36,United-States,<=50K
35,Private,99357,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,30,United-States,>50K
43,Self-emp-inc,602513,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
53,Local-gov,287192,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,32,Mexico,<=50K
34,Private,215047,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
46,Federal-gov,97863,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,40,United-States,>50K
59,Private,308118,Assoc-acdm,12,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
53,Private,137192,Bachelors,13,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,0,0,50,United-States,<=50K
33,Private,275369,7th-8th,4,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,35,Haiti,<=50K
45,Private,99971,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
48,Self-emp-inc,103713,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
42,Private,253770,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Private,162205,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,72,United-States,>50K
46,Self-emp-not-inc,31267,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,198146,11th,7,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
23,Private,178207,Some-college,10,Never-married,Handlers-cleaners,Unmarried,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
21,Private,317175,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
53,Federal-gov,221791,HS-grad,9,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
61,Self-emp-inc,187124,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,>50K
58,State-gov,280519,HS-grad,9,Divorced,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,207568,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
45,Local-gov,192684,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
39,Private,103260,Bachelors,13,Married-civ-spouse,Craft-repair,Wife,White,Female,0,0,30,United-States,>50K
39,Private,191227,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,13550,0,50,United-States,>50K
48,Self-emp-inc,382242,Doctorate,16,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
41,Private,106900,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,<=50K
30,Private,48520,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2002,40,United-States,<=50K
50,Private,55527,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,45,United-States,<=50K
51,Self-emp-not-inc,246820,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,48,United-States,>50K
23,Private,33884,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,29762,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
47,Federal-gov,168109,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,70,United-States,<=50K
51,Private,207449,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
60,Self-emp-inc,189098,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,194259,Bachelors,13,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Local-gov,194630,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Local-gov,179681,HS-grad,9,Never-married,Transport-moving,Own-child,White,Female,0,0,37,United-States,<=50K
42,State-gov,136996,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,48,United-States,<=50K
32,Private,143604,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,16,United-States,<=50K
19,Private,243373,12th,8,Never-married,Sales,Other-relative,White,Male,1055,0,40,United-States,<=50K
34,Private,261799,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,45,United-States,>50K
48,Private,143281,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,48,United-States,<=50K
38,Private,185556,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Italy,<=50K
38,Private,111499,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
40,Self-emp-not-inc,280433,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,37314,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
38,Private,103408,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,<undefined>,<=50K
26,Private,270151,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,State-gov,96748,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
20,Private,164775,5th-6th,3,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Guatemala,<=50K
49,Private,190319,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,Philippines,<=50K
23,Private,213115,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
47,Private,156926,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,Canada,>50K
43,Private,112967,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,35373,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
60,Self-emp-not-inc,220342,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,163167,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,404951,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,38,United-States,<=50K
39,Private,122032,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,143582,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,Other,Female,4101,0,35,United-States,<=50K
38,Private,108140,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,2202,0,45,United-States,<=50K
47,Private,251508,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,36,United-States,<=50K
50,Self-emp-not-inc,197054,Prof-school,15,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
64,Self-emp-not-inc,36960,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
35,Private,165930,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,<undefined>,178960,11th,7,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,214503,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
51,Private,110458,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,202125,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Self-emp-not-inc,284329,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
29,Private,192924,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,340917,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,2829,0,50,<undefined>,<=50K
37,Private,340614,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
20,Private,196678,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,266489,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
57,Private,61474,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,United-States,>50K
47,<undefined>,99127,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
27,Private,215955,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,2829,0,40,United-States,<=50K
23,Self-emp-inc,215395,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
36,Self-emp-inc,183898,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
48,Private,97176,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
40,Private,145160,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K
51,Private,357949,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,16,United-States,<=50K
59,Private,177120,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,288229,Some-college,10,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Female,0,0,40,Greece,<=50K
39,Private,509060,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,47932,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,103925,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
44,State-gov,183829,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
51,Private,138852,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,188186,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,20,Hungary,<=50K
22,Private,34616,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
19,Private,220819,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Female,0,0,40,United-States,<=50K
31,Federal-gov,281540,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,47396,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,141350,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,331433,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,32,United-States,<=50K
40,Federal-gov,346532,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
21,Private,241367,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,10,United-States,<=50K
39,Private,216256,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Italy,>50K
40,Local-gov,153031,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,35,United-States,>50K
36,Private,116138,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,<=50K
18,Private,193166,9th,5,Never-married,Sales,Own-child,White,Female,0,0,42,United-States,<=50K
32,Self-emp-inc,275094,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,55,Mexico,>50K
50,Private,81548,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,167979,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
19,Private,67759,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,43,United-States,<=50K
53,Private,200190,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
49,Private,403112,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
40,Private,214891,Bachelors,13,Married-spouse-absent,Transport-moving,Own-child,Other,Male,0,0,45,<undefined>,<=50K
31,Private,142675,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,88500,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
35,Local-gov,145308,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
47,Local-gov,204377,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
43,Self-emp-not-inc,260696,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
51,Private,231181,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,21,United-States,<=50K
54,Private,260052,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
76,Local-gov,178665,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
33,Private,226267,7th-8th,4,Never-married,Sales,Not-in-family,White,Male,0,0,43,Mexico,<=50K
19,Private,111232,12th,8,Never-married,Transport-moving,Own-child,White,Male,0,0,15,United-States,<=50K
49,Private,87928,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
26,Private,212748,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,110677,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
49,Private,139268,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
24,Private,306779,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,65,United-States,<=50K
48,Private,318331,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
36,State-gov,143385,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,288273,12th,8,Separated,Adm-clerical,Unmarried,White,Female,1471,0,40,United-States,<=50K
31,Private,167725,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,15024,0,48,Philippines,>50K
53,Private,94081,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
22,Private,194723,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
43,Private,163985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,189759,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Italy,<=50K
53,State-gov,195922,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Federal-gov,54159,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
47,Local-gov,166863,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
52,Private,104501,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Germany,>50K
39,Private,210626,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,448026,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
17,Local-gov,170916,10th,6,Never-married,Protective-serv,Own-child,White,Female,0,1602,40,United-States,<=50K
53,Local-gov,283602,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,40,United-States,>50K
21,Private,189749,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,90934,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,64,Philippines,>50K
34,State-gov,253121,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,181776,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Private,162397,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
20,Private,70708,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
47,State-gov,103406,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,224658,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
26,Local-gov,213451,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,10,Jamaica,<=50K
53,Private,139671,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,36201,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
39,Private,237713,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,2415,99,United-States,>50K
17,Local-gov,173497,11th,7,Never-married,Prof-specialty,Own-child,Black,Male,0,0,15,United-States,<=50K
46,Private,375606,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
34,Private,203488,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
45,Self-emp-not-inc,107231,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,France,<=50K
23,Private,216811,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
41,Private,288679,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,105516,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,282972,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,4,United-States,<=50K
18,Self-emp-inc,117372,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
38,Private,112497,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
66,<undefined>,186032,Assoc-voc,11,Widowed,<undefined>,Not-in-family,White,Female,2964,0,30,United-States,<=50K
28,Private,192384,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
49,Private,43348,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
29,Private,181822,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Local-gov,216070,Masters,14,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,0,0,50,United-States,>50K
34,State-gov,112062,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,218551,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
25,Private,404616,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,169460,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,240081,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
22,Private,147655,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,90277,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,<undefined>,<=50K
49,Private,60751,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,194636,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,50,United-States,<=50K
37,Self-emp-not-inc,154641,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,2105,0,50,United-States,<=50K
39,Private,491000,Bachelors,13,Never-married,Exec-managerial,Other-relative,Black,Male,0,0,45,United-States,<=50K
33,Private,399088,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,186909,Masters,14,Married-civ-spouse,Sales,Wife,White,Female,0,1902,35,United-States,>50K
65,Private,105491,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
40,Private,34987,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,53,United-States,<=50K
26,<undefined>,167835,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
31,Private,288983,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,266070,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
71,Private,110380,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,2467,52,United-States,<=50K
25,Local-gov,31873,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,294400,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
19,<undefined>,184308,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,30,United-States,<=50K
36,Self-emp-not-inc,175769,Prof-school,15,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
56,Private,182273,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,106541,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,138192,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
31,Private,196791,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
22,Private,223019,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
44,Private,109273,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
60,Self-emp-not-inc,95490,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
65,Private,149131,11th,7,Divorced,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
44,Private,219155,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,England,>50K
53,Local-gov,82783,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,214858,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,170230,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
40,Self-emp-inc,209344,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,15,<undefined>,<=50K
35,Private,90406,11th,7,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
41,Self-emp-inc,299813,9th,5,Married-civ-spouse,Sales,Wife,White,Female,0,0,70,Dominican-Republic,<=50K
28,Private,188064,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Canada,<=50K
53,Private,246117,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
26,Private,132749,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,45,United-States,<=50K
28,Local-gov,201099,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Female,0,0,40,United-States,<=50K
27,Private,97490,Some-college,10,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,221252,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Female,0,0,8,United-States,<=50K
26,Private,116991,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
53,Private,161691,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
34,Private,107793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,>50K
50,Self-emp-inc,194514,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,Trinadad&Tobago,<=50K
30,Private,278502,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,62,United-States,<=50K
47,Private,343742,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
27,<undefined>,204074,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Federal-gov,31965,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,143604,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,29,<undefined>,<=50K
35,Private,174308,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,162551,12th,8,Married-civ-spouse,Sales,Wife,Asian-Pac-Islander,Female,0,0,50,<undefined>,<=50K
39,Self-emp-inc,372525,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
30,Private,75167,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
39,Private,176296,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,1887,40,United-States,>50K
19,Private,93518,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
25,<undefined>,126797,HS-grad,9,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,25124,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
21,Private,112137,Some-college,10,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,20,South,<=50K
30,<undefined>,58798,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,44,United-States,<=50K
25,Self-emp-not-inc,21472,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,22,United-States,<=50K
32,Private,90969,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
26,Private,149734,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Female,0,1594,40,United-States,<=50K
42,Private,52849,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,106347,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,47,United-States,<=50K
48,Private,199735,Bachelors,13,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,44,Germany,<=50K
24,Private,488541,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
46,Private,403911,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
53,Private,172991,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
36,Federal-gov,210945,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,70,United-States,<=50K
34,Private,157446,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,45,United-States,<=50K
25,Private,109390,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,70,United-States,<=50K
33,Private,134886,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,99999,0,30,United-States,>50K
45,Private,144579,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Federal-gov,203488,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,202871,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
33,Private,175412,9th,5,Divorced,Craft-repair,Unmarried,White,Male,114,0,55,United-States,<=50K
44,Private,336906,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,177596,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,Puerto-Rico,>50K
30,Private,79448,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,10,United-States,<=50K
32,Local-gov,191731,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,<undefined>,233014,HS-grad,9,Divorced,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
29,Private,133937,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
20,Private,219211,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
35,State-gov,94529,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,247547,HS-grad,9,Separated,Prof-specialty,Other-relative,Black,Female,0,0,40,United-States,<=50K
29,Private,29361,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
21,Private,166851,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
43,Federal-gov,197069,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Philippines,>50K
33,Private,153588,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
61,Federal-gov,151369,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
42,Private,174112,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,520033,12th,8,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
35,State-gov,194828,Some-college,10,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
32,<undefined>,216908,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
22,Private,126613,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
61,Private,26254,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,54042,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,2463,0,35,United-States,<=50K
24,Private,67804,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
58,Local-gov,53481,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
42,Private,412379,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,220187,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
26,<undefined>,256141,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,268222,HS-grad,9,Separated,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
59,Private,99131,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
65,Self-emp-not-inc,115498,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3818,0,10,United-States,<=50K
57,Private,317847,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,2824,50,United-States,>50K
36,Private,98389,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,44,United-States,>50K
42,Private,173704,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1887,50,United-States,>50K
18,<undefined>,211177,12th,8,Never-married,<undefined>,Other-relative,Black,Male,0,0,20,United-States,<=50K
18,Private,115443,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,65078,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,24896,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
19,Private,184710,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,30,United-States,<=50K
28,Private,410450,Bachelors,13,Divorced,Other-service,Unmarried,White,Female,0,0,48,England,>50K
37,Private,83893,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,113309,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,160625,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,47,United-States,<=50K
17,Local-gov,340043,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
37,Local-gov,48976,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,4865,0,45,United-States,<=50K
29,State-gov,243875,Assoc-voc,11,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,554206,HS-grad,9,Separated,Transport-moving,Not-in-family,Black,Male,0,0,20,United-States,<=50K
36,Private,361888,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,>50K
37,Self-emp-not-inc,205359,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,15,United-States,<=50K
47,State-gov,167281,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,35663,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Private,357437,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,390856,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,Mexico,<=50K
33,Federal-gov,331615,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,40,United-States,>50K
54,Private,202415,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,180032,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1669,40,United-States,<=50K
40,Private,77247,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
40,Local-gov,101795,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,42,United-States,<=50K
35,Private,272019,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2057,40,United-States,<=50K
32,Private,198068,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,199326,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,178841,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,136951,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
26,Self-emp-inc,109240,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
35,Self-emp-not-inc,128876,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,103358,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,India,<=50K
43,Private,354408,12th,8,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
32,Private,206051,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,35,United-States,<=50K
45,Private,155659,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
48,Private,143299,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
31,Private,252210,5th-6th,3,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K
20,<undefined>,129240,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
28,Private,398918,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Self-emp-not-inc,240612,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
22,Private,429346,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,40,United-States,<=50K
19,Private,123718,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
38,Private,455379,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,63,United-States,>50K
23,Private,376416,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
24,Self-emp-inc,234663,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,282142,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
45,State-gov,208049,HS-grad,9,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
88,Private,68539,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,126501,11th,7,Never-married,Adm-clerical,Own-child,Amer-Indian-Eskimo,Female,0,0,15,South,<=50K
24,Private,186452,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
84,<undefined>,127184,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
48,Private,165267,10th,6,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
46,Private,124733,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
31,Self-emp-inc,149726,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
58,Private,41374,HS-grad,9,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
35,Local-gov,329759,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,212433,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
36,Private,185099,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
47,Local-gov,126754,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,122497,9th,5,Widowed,Other-service,Unmarried,Black,Male,0,0,52,<undefined>,<=50K
30,Private,118056,Some-college,10,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
30,Local-gov,200892,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,200790,12th,8,Married-civ-spouse,<undefined>,Other-relative,White,Female,15024,0,40,United-States,>50K
30,Self-emp-inc,84119,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,43,United-States,<=50K
23,Local-gov,197918,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,150533,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
52,Private,443742,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
27,Private,104423,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,169133,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
21,Private,185551,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,36,United-States,<=50K
60,Private,174486,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
69,State-gov,50468,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,34,United-States,>50K
24,Private,196943,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,120691,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,25,United-States,<=50K
60,State-gov,198815,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,Mexico,<=50K
64,Private,22186,Some-college,10,Widowed,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K
39,Self-emp-inc,188069,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Private,233149,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
51,Private,138358,10th,6,Divorced,Craft-repair,Not-in-family,Black,Female,0,0,35,United-States,<=50K
25,Private,338013,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,<undefined>,332666,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,4,United-States,<=50K
37,Private,166339,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
74,Self-emp-not-inc,392886,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Female,0,0,14,United-States,<=50K
26,State-gov,141838,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
23,Private,520759,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,30,United-States,<=50K
57,Self-emp-inc,37345,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
20,Private,387779,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,15,United-States,<=50K
37,Private,201531,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,123598,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,380614,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
40,Private,83859,HS-grad,9,Widowed,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
50,State-gov,24790,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,266820,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,35,Mexico,<=50K
44,Private,85440,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,421837,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,404062,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,15,United-States,>50K
38,Private,224566,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
54,Private,294991,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,189610,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,52,United-States,<=50K
37,Private,219141,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,7688,0,40,United-States,>50K
46,Federal-gov,20956,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
38,Private,70995,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
20,Private,215232,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,10,United-States,<=50K
71,<undefined>,178295,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,3,United-States,<=50K
35,Private,56201,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
62,Private,98076,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Private,351810,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Cuba,<=50K
56,Self-emp-not-inc,144351,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,90,United-States,<=50K
30,State-gov,137613,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,20,Taiwan,<=50K
17,Private,54257,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
18,Self-emp-not-inc,230373,11th,7,Never-married,Other-service,Own-child,White,Female,594,0,4,United-States,<=50K
35,Private,98389,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,184135,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,1,United-States,<=50K
46,Self-emp-not-inc,140121,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
33,Self-emp-not-inc,24504,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,129528,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,415578,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,97142,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,201328,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,256620,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Federal-gov,96854,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,State-gov,141858,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,75,United-States,>50K
51,Federal-gov,20795,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,40,United-States,>50K
53,Private,95519,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
47,Private,112791,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,291407,11th,7,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
32,Private,239659,Some-college,10,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,70,United-States,<=50K
28,Private,183151,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
58,<undefined>,97634,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,143807,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,186934,Masters,14,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Private,170065,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,108328,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,6849,0,50,United-States,<=50K
56,State-gov,83696,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,38,<undefined>,<=50K
21,Private,204596,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
56,<undefined>,32604,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
56,Private,193453,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,65,United-States,>50K
45,Private,148995,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,40,United-States,>50K
20,Private,85041,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
62,Local-gov,140851,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
24,Private,196280,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
52,Federal-gov,38973,Bachelors,13,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,39182,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,198841,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
40,Private,694812,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,247444,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Nicaragua,<=50K
41,Private,294270,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
59,Private,195820,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
27,Private,329426,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,37,United-States,<=50K
19,<undefined>,174871,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,23,United-States,<=50K
41,Private,116103,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,206903,Bachelors,13,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,35,United-States,<=50K
50,Private,217577,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,337693,5th-6th,3,Never-married,Other-service,Own-child,White,Female,0,0,40,El-Salvador,<=50K
38,Private,204501,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
30,Private,169186,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,60,United-States,<=50K
48,Private,109421,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
39,Local-gov,267893,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,Black,Male,7298,0,40,United-States,>50K
40,Private,200479,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Local-gov,221317,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
59,Self-emp-not-inc,132925,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
31,<undefined>,283531,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Female,0,0,20,United-States,<=50K
34,Private,170769,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
47,Self-emp-inc,186410,Prof-school,15,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,>50K
64,Self-emp-inc,307786,1st-4th,2,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
29,Private,380560,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
38,Local-gov,147258,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,212894,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,40,United-States,>50K
49,Private,124356,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
53,Private,98791,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,216473,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
70,<undefined>,135339,Bachelors,13,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
38,Private,107303,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,152744,Bachelors,13,Divorced,Sales,Other-relative,Asian-Pac-Islander,Female,0,0,40,South,<=50K
34,Self-emp-not-inc,100079,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,55,India,<=50K
24,Private,117779,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,10,Hungary,<=50K
23,Private,197613,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,411068,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
47,Private,192984,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Private,66356,7th-8th,4,Never-married,Farming-fishing,Unmarried,White,Male,4865,0,40,United-States,<=50K
33,Federal-gov,137184,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,>50K
63,Self-emp-not-inc,231105,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,35,United-States,>50K
18,Local-gov,146586,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,60,United-States,<=50K
32,Private,32406,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,Private,578701,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,<undefined>,<=50K
19,Private,206777,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
27,Local-gov,133495,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,34722,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,>50K
38,Self-emp-not-inc,133299,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,24967,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,47,United-States,<=50K
35,Self-emp-not-inc,171968,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
22,Private,412156,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,51290,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,198265,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,3103,0,40,United-States,>50K
23,Private,293565,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,226288,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Self-emp-inc,110445,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,160634,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,174242,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,390316,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
18,Private,298860,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
65,Private,171584,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,232664,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
64,Private,63676,10th,6,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
68,Private,170376,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
56,Self-emp-not-inc,175964,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
68,Federal-gov,422013,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,3683,40,United-States,<=50K
35,Private,105813,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
50,Federal-gov,306707,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,12,United-States,<=50K
45,Private,177543,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,28,United-States,<=50K
43,Private,320277,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,129495,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Private,257042,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,1506,0,40,United-States,<=50K
45,Private,275995,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
20,<undefined>,86318,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
36,Private,280440,Assoc-acdm,12,Never-married,Tech-support,Unmarried,White,Female,0,0,45,United-States,<=50K
26,Private,371556,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,408229,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,<=50K
47,Private,149337,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,60,United-States,<=50K
34,Private,209297,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,2001,40,United-States,<=50K
53,Private,355802,Some-college,10,Widowed,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
32,Private,165949,Bachelors,13,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,1590,42,United-States,<=50K
44,Self-emp-not-inc,112507,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,462869,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
35,Private,413648,5th-6th,3,Never-married,Farming-fishing,Unmarried,White,Male,0,0,36,United-States,<=50K
34,Private,29235,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,149823,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,39530,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,4,United-States,<=50K
23,Private,197387,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,37,Mexico,<=50K
56,Local-gov,255406,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,43764,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
38,Private,168322,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
46,Private,278322,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Private,115813,Assoc-acdm,12,Separated,Adm-clerical,Unmarried,White,Female,0,0,57,United-States,<=50K
38,Self-emp-not-inc,184456,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,3464,0,80,Italy,<=50K
42,Private,289636,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,46,United-States,<=50K
48,Private,101684,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,133425,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
40,Private,349405,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,36,United-States,<=50K
53,Private,124076,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,99999,0,37,United-States,>50K
75,Self-emp-not-inc,165968,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
39,Private,185099,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
46,Federal-gov,268281,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,154949,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
34,Private,176711,HS-grad,9,Divorced,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,165064,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,213750,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Self-emp-not-inc,77132,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
21,Private,109667,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,162164,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
40,Private,219591,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
20,<undefined>,327462,10th,6,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
68,Private,236943,9th,5,Divorced,Farming-fishing,Not-in-family,Black,Male,0,0,20,United-States,<=50K
40,Private,89226,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
20,Private,124751,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,24,United-States,<=50K
48,Local-gov,144122,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
27,Private,98769,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
57,Federal-gov,170066,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Self-emp-inc,162439,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,98,United-States,>50K
47,Private,22900,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Local-gov,102130,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,<undefined>,215743,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,381583,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,45,United-States,>50K
56,Local-gov,198277,12th,8,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,243178,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,28,United-States,<=50K
38,Local-gov,177305,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,<=50K
19,Private,167149,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
24,Private,270872,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,594,0,40,<undefined>,<=50K
31,Private,382368,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,Germany,<=50K
44,Local-gov,277144,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,60,United-States,<=50K
21,State-gov,145651,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,1602,12,United-States,<=50K
41,Private,171351,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,265099,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
23,Private,105617,9th,5,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
37,Local-gov,217689,Some-college,10,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,0,0,32,United-States,<=50K
46,<undefined>,81136,Assoc-voc,11,Divorced,<undefined>,Unmarried,White,Male,0,0,30,United-States,<=50K
43,Self-emp-not-inc,73883,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,45,United-States,<=50K
31,Private,339482,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
40,Private,326232,Some-college,10,Divorced,Transport-moving,Unmarried,White,Male,0,0,40,United-States,>50K
27,Private,106316,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,12,United-States,<=50K
64,Local-gov,198728,Some-college,10,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Federal-gov,126501,Assoc-voc,11,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,233802,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,<=50K
37,Self-emp-not-inc,204501,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,Canada,>50K
28,Private,208249,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,24,United-States,<=50K
42,Private,188693,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
60,Self-emp-inc,93272,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,159299,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
21,<undefined>,303588,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
46,Private,35136,10th,6,Divorced,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
18,Private,139576,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,252355,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,27,United-States,<=50K
44,Self-emp-not-inc,83812,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
36,Private,89718,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
65,Private,222810,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,456618,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Mexico,<=50K
21,Private,296158,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
41,Private,162140,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,2339,40,United-States,<=50K
28,Private,36601,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
27,Private,195337,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,State-gov,282721,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,12,United-States,<=50K
40,Private,206049,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,223392,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
40,Private,27821,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,2829,0,40,United-States,<=50K
37,Private,131827,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
33,Private,549413,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
34,Private,69491,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
44,Local-gov,193755,Assoc-acdm,12,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,598802,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
72,Local-gov,259762,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,2290,0,10,United-States,<=50K
19,Private,266255,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,32954,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
40,Private,291808,HS-grad,9,Divorced,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,190728,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,59184,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,Private,196456,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Private,147989,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
50,Private,195784,12th,8,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,202214,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,10,United-States,<=50K
40,Self-emp-inc,225165,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,54825,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,188905,5th-6th,3,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Mexico,<=50K
17,Private,132636,11th,7,Never-married,Transport-moving,Own-child,White,Female,0,0,16,United-States,<=50K
42,Local-gov,228320,7th-8th,4,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,415500,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,254247,12th,8,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,<undefined>,<=50K
43,Private,255635,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Mexico,<=50K
46,Private,96080,9th,5,Separated,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
18,<undefined>,78181,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
50,Local-gov,339547,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,>50K
47,Self-emp-not-inc,126500,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
31,Private,511289,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,2907,0,99,United-States,<=50K
33,Private,159574,7th-8th,4,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,224105,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,United-States,>50K
59,Self-emp-not-inc,128105,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
39,Local-gov,89508,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
29,Private,370242,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,67257,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
24,Private,62952,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,111058,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,1980,40,United-States,<=50K
30,Private,29235,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,20,United-States,<=50K
52,State-gov,101119,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Federal-gov,140516,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,159888,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
19,<undefined>,45643,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
23,Private,166371,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,60,United-States,<=50K
37,State-gov,160910,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
25,State-gov,257064,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,38,United-States,<=50K
49,Self-emp-not-inc,181307,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,65,United-States,>50K
30,Private,83253,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
40,Private,128700,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,243010,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,Other,Male,0,0,32,United-States,<=50K
35,Self-emp-not-inc,37778,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,3103,0,55,United-States,<=50K
24,Private,132320,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
32,Private,234755,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
35,Private,142616,HS-grad,9,Separated,Other-service,Own-child,Black,Female,0,0,30,United-States,<=50K
20,Private,148509,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,State-gov,240738,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
25,Private,32276,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,28,United-States,<=50K
50,Local-gov,163921,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,464103,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
49,<undefined>,271346,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,15024,0,60,United-States,>50K
30,Local-gov,327825,HS-grad,9,Divorced,Protective-serv,Own-child,White,Female,0,0,32,United-States,<=50K
37,Private,267085,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,266945,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,3137,0,40,El-Salvador,<=50K
20,Private,234663,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
49,Self-emp-not-inc,189123,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,50,United-States,<=50K
55,Private,104996,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
61,Private,101265,12th,8,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,40,Italy,<=50K
22,Private,184975,HS-grad,9,Married-spouse-absent,Other-service,Own-child,White,Female,0,0,3,United-States,<=50K
23,Private,246965,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,12,United-States,<=50K
43,Private,227065,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,4650,0,40,United-States,<=50K
39,Private,301867,Bachelors,13,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,24,Philippines,<=50K
21,Private,185948,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
52,Self-emp-inc,134854,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,281030,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,4064,0,40,United-States,<=50K
42,Private,126701,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Male,9562,0,45,United-States,>50K
50,Self-emp-not-inc,95949,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
51,Self-emp-not-inc,88528,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,99,United-States,<=50K
47,Private,24723,10th,6,Divorced,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,45,United-States,<=50K
49,<undefined>,171411,9th,5,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,184581,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Federal-gov,100067,Some-college,10,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,182863,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Never-worked,462294,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
61,Private,85434,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
72,Private,158092,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,104844,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
54,Self-emp-inc,304570,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,7688,0,40,<undefined>,>50K
47,<undefined>,89806,Some-college,10,Divorced,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,35,United-States,<=50K
39,Private,106183,HS-grad,9,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Female,6849,0,40,United-States,<=50K
24,Private,89347,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,157236,Some-college,10,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,40,Poland,<=50K
19,Private,261259,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
20,Private,286166,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
23,Private,122272,HS-grad,9,Never-married,Craft-repair,Own-child,White,Female,0,0,40,United-States,<=50K
58,Private,248739,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,53,United-States,>50K
20,Private,224238,12th,8,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
62,Private,138157,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,12,United-States,<=50K
25,Private,148460,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,4416,0,40,Puerto-Rico,<=50K
67,Private,236627,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,2,United-States,<=50K
37,Local-gov,191364,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,France,>50K
36,Private,353524,HS-grad,9,Divorced,Exec-managerial,Own-child,White,Female,1831,0,40,United-States,<=50K
38,Private,391040,Assoc-voc,11,Separated,Tech-support,Unmarried,White,Female,0,0,20,United-States,<=50K
23,Private,134997,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,80,United-States,<=50K
28,Private,392487,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
25,Private,216724,HS-grad,9,Divorced,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,174395,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,55,United-States,>50K
63,Private,383058,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1848,40,United-States,>50K
60,Self-emp-not-inc,96073,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
31,Self-emp-inc,103435,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
29,Self-emp-not-inc,96718,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,37,United-States,<=50K
37,Private,178948,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,45,United-States,>50K
51,Private,173987,9th,5,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,34419,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
27,Private,224849,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,249857,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
34,Private,340458,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,427422,Doctorate,16,Married-civ-spouse,Sales,Husband,White,Male,0,2377,25,United-States,>50K
19,<undefined>,440417,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
36,Private,175643,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
35,Private,297485,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,232954,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,326330,Some-college,10,Divorced,Exec-managerial,Own-child,White,Female,1831,0,40,United-States,<=50K
25,Private,109419,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,127768,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,32,United-States,>50K
41,Private,252986,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
20,Private,380544,Assoc-acdm,12,Never-married,Transport-moving,Own-child,White,Male,0,0,20,United-States,<=50K
52,Private,306108,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,232855,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,37,United-States,<=50K
44,Private,130126,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
50,Private,194231,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,>50K
49,Self-emp-inc,197038,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
36,<undefined>,168223,Bachelors,13,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
71,State-gov,26109,Prof-school,15,Married-civ-spouse,Other-service,Husband,White,Male,0,0,28,United-States,<=50K
20,Private,285671,HS-grad,9,Never-married,Other-service,Other-relative,Black,Male,0,0,25,United-States,<=50K
20,Private,153583,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,<undefined>,<=50K
59,Self-emp-inc,103948,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
41,Private,439919,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,3411,0,40,Mexico,<=50K
38,Private,40319,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,42,United-States,<=50K
55,Local-gov,159028,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,98675,9th,5,Never-married,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
45,Private,90758,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
43,Self-emp-not-inc,75435,HS-grad,9,Divorced,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
19,Private,219189,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
33,Private,203463,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
63,Private,187635,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,154641,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,8614,0,50,United-States,>50K
34,Private,27153,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,150324,Assoc-acdm,12,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
21,Private,83704,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,176262,Assoc-voc,11,Never-married,Adm-clerical,Other-relative,White,Female,0,0,36,United-States,<=50K
20,Private,179423,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,8,United-States,<=50K
45,Private,168038,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
59,Private,108765,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
58,Private,146477,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,Greece,>50K
66,Local-gov,188220,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,>50K
37,Private,292855,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,35,United-States,>50K
29,Private,114870,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,State-gov,77723,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
39,Private,284166,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
57,Private,133902,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
57,Private,191318,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-inc,67794,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
44,Self-emp-inc,357679,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,15024,0,65,United-States,>50K
56,Private,117872,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
26,Private,55929,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,<=50K
22,<undefined>,165065,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,Italy,<=50K
26,Self-emp-not-inc,34307,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,65,United-States,<=50K
33,Private,246038,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,147258,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
45,Private,329144,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
56,Local-gov,52953,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,1669,38,United-States,<=50K
23,Private,216181,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,36,Iran,<=50K
23,Private,391171,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,25,United-States,<=50K
35,Local-gov,223242,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,103925,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,32,United-States,>50K
45,Private,38240,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,148444,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
56,State-gov,110257,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Federal-gov,101345,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,268098,12th,8,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,36,United-States,<=50K
21,<undefined>,369084,Some-college,10,Never-married,<undefined>,Other-relative,White,Male,0,0,10,United-States,<=50K
31,Private,288825,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,5013,0,40,United-States,<=50K
20,Private,162688,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,38,United-States,<=50K
17,<undefined>,48751,11th,7,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
44,Federal-gov,184099,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
19,Private,307496,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,23,United-States,<=50K
71,<undefined>,176986,HS-grad,9,Widowed,<undefined>,Unmarried,White,Male,0,0,24,United-States,<=50K
23,Private,267955,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,283969,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,Mexico,<=50K
29,State-gov,204516,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,<=50K
33,Private,167771,Some-college,10,Separated,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Private,345073,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,48,United-States,>50K
21,<undefined>,380219,Some-college,10,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,306156,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
70,Self-emp-not-inc,37203,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,9386,0,30,United-States,>50K
19,Private,185097,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,37,United-States,<=50K
29,Private,144808,Some-college,10,Married-civ-spouse,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
34,Private,187203,Assoc-acdm,12,Never-married,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
26,Private,125089,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,289458,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,144798,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,<undefined>,172152,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,25,Taiwan,<=50K
28,Private,207513,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,48,United-States,<=50K
24,<undefined>,164574,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
76,Private,199949,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,20051,0,50,United-States,>50K
19,Private,213024,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,213140,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,40,United-States,<=50K
24,Self-emp-not-inc,83374,Some-college,10,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,30,United-States,>50K
37,Private,192939,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,Private,424494,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
24,Private,215243,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,42,United-States,<=50K
40,Private,30682,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
20,Private,306639,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
23,Local-gov,218678,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,219130,Some-college,10,Never-married,Other-service,Not-in-family,Other,Female,0,0,40,United-States,<=50K
64,Private,180624,Assoc-acdm,12,Never-married,Prof-specialty,Other-relative,White,Female,0,0,30,United-States,<=50K
53,Local-gov,200190,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,55,United-States,>50K
28,Private,194472,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
52,Local-gov,205767,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
28,Private,249870,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,<=50K
31,Private,211242,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
77,Private,149912,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,10,United-States,<=50K
22,Private,85389,HS-grad,9,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
17,<undefined>,806316,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
38,Private,329980,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
45,<undefined>,236612,11th,7,Divorced,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
25,Local-gov,249214,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,Private,257126,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
53,Local-gov,204397,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,291979,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,138667,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
57,Federal-gov,42298,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,15024,0,40,United-States,>50K
39,Private,375452,Prof-school,15,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,48,United-States,>50K
30,Private,94413,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,30,United-States,<=50K
31,Federal-gov,166626,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
39,State-gov,326566,Some-college,10,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
30,Private,165503,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,65,United-States,<=50K
48,Private,102597,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,44,United-States,<=50K
62,<undefined>,113234,Masters,14,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
39,Private,177277,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
34,Private,198103,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,1980,40,United-States,<=50K
45,Private,260490,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
32,Private,237478,11th,7,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Federal-gov,36885,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
17,Private,166242,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
19,<undefined>,158603,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,25,United-States,<=50K
25,Private,274228,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,84,United-States,<=50K
42,Private,185145,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,57,United-States,<=50K
66,Private,28367,Bachelors,13,Married-civ-spouse,Priv-house-serv,Other-relative,White,Male,0,0,99,United-States,<=50K
63,Self-emp-not-inc,28612,HS-grad,9,Widowed,Sales,Not-in-family,White,Male,0,0,70,United-States,<=50K
43,Private,191429,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
26,Private,459548,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,20,Mexico,<=50K
23,Private,65481,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,>50K
39,Private,186130,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
47,Self-emp-inc,350759,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,359678,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,48,United-States,<=50K
35,Private,220595,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,29599,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,State-gov,299153,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
46,Private,75256,HS-grad,9,Married-civ-spouse,Priv-house-serv,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,143583,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
31,State-gov,207505,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,70,United-States,>50K
41,Private,308550,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,60,United-States,<=50K
50,Private,145717,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
36,Private,334366,11th,7,Separated,Exec-managerial,Not-in-family,White,Female,0,0,32,United-States,<=50K
31,<undefined>,76198,HS-grad,9,Separated,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
45,Self-emp-not-inc,155489,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
50,Private,197322,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
52,Private,194259,7th-8th,4,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,<=50K
40,Private,346189,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
55,Private,98361,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
64,<undefined>,178556,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,56,United-States,>50K
51,Self-emp-inc,162943,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,19302,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
56,State-gov,67662,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,39,United-States,<=50K
35,Private,126675,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
55,Self-emp-not-inc,278228,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
30,Private,169152,HS-grad,9,Never-married,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,204052,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,215392,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
43,Self-emp-inc,83348,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
24,Local-gov,196816,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,541343,10th,6,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
33,Local-gov,55921,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,70,United-States,<=50K
32,Private,251701,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
29,Federal-gov,119848,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,160572,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,47,United-States,<=50K
18,Private,25837,11th,7,Never-married,Prof-specialty,Own-child,White,Male,0,0,15,United-States,<=50K
20,Private,236592,11th,7,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
45,State-gov,199326,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
22,Private,341610,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,35,<undefined>,<=50K
45,Private,175958,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Private,198965,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,193537,7th-8th,4,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,0,35,Puerto-Rico,<=50K
24,Private,438839,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,298227,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,35,United-States,<=50K
28,Private,271466,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
23,Private,335570,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
21,Private,206891,7th-8th,4,Never-married,Farming-fishing,Own-child,White,Female,0,0,38,United-States,<=50K
23,Private,162551,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
45,Private,145637,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
41,Private,101290,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Federal-gov,229376,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
38,Private,439592,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
37,Private,161141,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
70,Private,304570,Bachelors,13,Widowed,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,0,0,32,Philippines,<=50K
24,Private,103277,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,2597,0,40,United-States,<=50K
28,Local-gov,407672,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,73928,Assoc-voc,11,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
83,Self-emp-inc,240150,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,20051,0,50,United-States,>50K
69,Private,230417,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,China,>50K
37,Private,260093,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,96020,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,104421,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
71,Private,152307,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2377,45,United-States,>50K
56,State-gov,93415,HS-grad,9,Widowed,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
27,Local-gov,282664,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Other,Female,0,0,45,<undefined>,<=50K
42,Self-emp-not-inc,269733,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,99999,0,80,United-States,>50K
21,Private,202871,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,44,United-States,<=50K
29,Private,169683,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,271603,7th-8th,4,Never-married,Other-service,Not-in-family,White,Male,0,0,24,<undefined>,<=50K
32,Private,340917,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
31,Private,329874,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,43770,Some-college,10,Separated,Other-service,Not-in-family,White,Female,4650,0,72,United-States,<=50K
55,State-gov,120781,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
48,Private,138069,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
58,Self-emp-not-inc,33309,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,80,United-States,<=50K
23,Private,76432,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,State-gov,277635,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
49,Local-gov,123088,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,46,United-States,<=50K
51,Private,57698,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,181820,HS-grad,9,Separated,Craft-repair,Own-child,White,Male,0,0,53,United-States,<=50K
40,Self-emp-not-inc,98985,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Black,Male,0,0,50,United-States,<=50K
59,Private,98350,HS-grad,9,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,China,<=50K
47,Private,125120,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,243409,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,58972,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Male,1506,0,40,United-States,<=50K
43,Private,62857,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
40,Private,283174,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
48,Private,107373,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
29,Private,201155,9th,5,Never-married,Sales,Not-in-family,White,Female,0,0,48,United-States,<=50K
48,Private,187505,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
37,Private,61778,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,223648,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,4101,0,48,United-States,<=50K
28,Private,149652,10th,6,Never-married,Other-service,Own-child,Black,Female,0,0,30,United-States,<=50K
56,Private,170324,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,Trinadad&Tobago,<=50K
45,Private,165937,HS-grad,9,Divorced,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
60,State-gov,114060,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
53,State-gov,58913,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
37,State-gov,378916,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,241885,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,224421,Assoc-voc,11,Married-AF-spouse,Farming-fishing,Husband,White,Male,0,0,44,United-States,>50K
31,<undefined>,213771,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,36,United-States,<=50K
39,Private,315565,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,Cuba,<=50K
31,Local-gov,153005,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
42,Private,98211,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
17,Private,198606,11th,7,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,16,United-States,<=50K
19,Private,260333,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
24,Private,219510,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,32,United-States,<=50K
62,Private,266624,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,6418,0,40,United-States,>50K
34,Private,136862,1st-4th,2,Never-married,Other-service,Other-relative,White,Female,0,0,40,Guatemala,<=50K
47,Self-emp-inc,215620,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
58,Private,187067,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,62,Canada,<=50K
23,Private,325921,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
33,Private,268127,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
76,Private,142535,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Male,0,0,6,United-States,<=50K
40,Private,177083,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
28,Private,77009,7th-8th,4,Divorced,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
41,Private,306405,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
46,Local-gov,303918,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,96,United-States,>50K
22,Federal-gov,262819,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,49087,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,53833,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Private,1033222,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,8614,0,40,United-States,>50K
22,Private,81145,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
41,Private,215479,Some-college,10,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,43,United-States,<=50K
29,Private,113464,HS-grad,9,Never-married,Transport-moving,Other-relative,Other,Male,0,0,40,Dominican-Republic,<=50K
60,Private,109530,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,40,United-States,>50K
72,Federal-gov,217864,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-inc,117721,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
19,Private,199484,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
25,Private,248851,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,116968,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
59,Private,366618,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
17,Private,240143,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
59,<undefined>,424468,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
69,<undefined>,320280,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,1848,0,1,United-States,<=50K
25,Private,120238,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,2885,0,43,United-States,<=50K
50,<undefined>,194186,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
29,Private,247053,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,180599,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
29,Local-gov,190330,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
29,State-gov,199450,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Male,0,0,40,United-States,<=50K
32,Local-gov,199539,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
17,<undefined>,94366,10th,6,Never-married,<undefined>,Other-relative,White,Male,0,0,6,United-States,<=50K
50,Self-emp-not-inc,29231,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
43,Private,33126,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,102085,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,212064,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
54,State-gov,166774,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,>50K
65,Private,95303,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,<undefined>,379768,HS-grad,9,Never-married,<undefined>,Own-child,Other,Female,0,0,40,United-States,<=50K
70,Self-emp-inc,247383,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
53,Private,229465,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
37,Private,135436,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
21,Private,180052,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
20,Private,214387,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
47,State-gov,149337,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,0,0,38,United-States,<=50K
26,Private,208326,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,3942,0,45,United-States,<=50K
31,Private,34374,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
45,Self-emp-not-inc,58683,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,403037,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Private,32365,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
49,Private,155489,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
33,Self-emp-inc,289886,HS-grad,9,Never-married,Other-service,Unmarried,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
30,Federal-gov,54684,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,<undefined>,<=50K
19,Private,101549,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
48,Self-emp-inc,51579,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
41,Private,40151,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
29,Private,244721,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,35,United-States,>50K
47,Local-gov,228372,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
53,Local-gov,236873,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,250249,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
71,Private,93202,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,16,United-States,<=50K
29,Private,176723,Some-college,10,Never-married,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
43,Local-gov,175526,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,91842,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
52,Private,71768,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Private,181220,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
28,Private,204516,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Self-emp-not-inc,89172,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,<=50K
37,Federal-gov,143547,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,310889,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Local-gov,150324,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,216472,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
64,Private,212838,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
45,Private,168283,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,187702,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
19,Private,60661,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,52,United-States,<=50K
54,Private,115284,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,45,United-States,>50K
61,Self-emp-inc,98350,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
18,Private,195372,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
62,<undefined>,81578,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
33,Private,111567,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,244572,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,37,United-States,<=50K
54,Private,230919,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,282604,Some-college,10,Married-civ-spouse,Protective-serv,Other-relative,White,Male,0,0,24,United-States,<=50K
54,Private,320196,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,Germany,<=50K
42,Private,201466,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
51,Federal-gov,254211,Masters,14,Widowed,Sales,Unmarried,White,Male,0,0,50,El-Salvador,>50K
41,Private,599629,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,>50K
47,Local-gov,219632,Assoc-acdm,12,Separated,Exec-managerial,Not-in-family,White,Male,0,1408,40,United-States,<=50K
31,State-gov,161631,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,202373,Assoc-voc,11,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
52,Private,169549,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,127185,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
18,Private,184277,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
58,Private,119751,HS-grad,9,Married-civ-spouse,Priv-house-serv,Other-relative,Asian-Pac-Islander,Female,0,0,60,Philippines,<=50K
23,Private,294701,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,26842,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
43,State-gov,114537,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,126386,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,163787,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
44,Private,98211,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,175509,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
48,Private,159854,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-inc,120920,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,187551,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
41,State-gov,27305,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
35,Private,216711,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
47,Local-gov,218596,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,280292,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,32,United-States,<=50K
40,Private,200496,Bachelors,13,Separated,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,78090,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
23,Private,118693,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,203488,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
27,Local-gov,172091,HS-grad,9,Never-married,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
32,Private,113364,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
72,Self-emp-not-inc,139889,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,74,United-States,<=50K
43,Local-gov,301638,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1579,40,United-States,<=50K
32,Private,110279,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
53,Private,242859,Some-college,10,Separated,Adm-clerical,Own-child,White,Male,0,0,40,Cuba,<=50K
18,Private,132986,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
38,Private,254439,10th,6,Widowed,Transport-moving,Unmarried,Black,Male,114,0,40,United-States,<=50K
41,Federal-gov,187462,Assoc-voc,11,Divorced,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Private,264961,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
70,<undefined>,148065,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,4,United-States,>50K
46,Self-emp-inc,200949,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,50,<undefined>,<=50K
47,Private,47247,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
56,Local-gov,571017,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,15,United-States,<=50K
28,Private,416577,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,2829,0,40,United-States,<=50K
55,State-gov,296991,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
50,State-gov,45961,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,6849,0,40,United-States,<=50K
47,Private,302711,11th,7,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Self-emp-inc,50356,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,199336,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,25,United-States,<=50K
42,Private,341178,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,44,Mexico,<=50K
42,Federal-gov,70240,Some-college,10,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
46,Private,229394,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,390368,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,15024,0,99,United-States,>50K
55,Private,82098,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,55,United-States,<=50K
57,Private,170411,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
25,Private,109532,12th,8,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,142682,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,Dominican-Republic,<=50K
34,Self-emp-inc,127651,Bachelors,13,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
27,Local-gov,236472,Bachelors,13,Divorced,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
25,Private,176047,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,2176,0,40,United-States,<=50K
37,Private,111499,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,425199,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,45,United-States,<=50K
38,Private,229009,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
17,Private,232713,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,594,0,30,United-States,<=50K
70,Private,141742,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,9386,0,50,United-States,>50K
37,Private,234807,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,37,United-States,<=50K
45,Private,738812,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
56,Private,204816,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
64,Private,342494,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,226311,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
23,Private,143062,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
42,Local-gov,125155,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,90,United-States,<=50K
23,Private,329925,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
26,<undefined>,208994,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,12,United-States,<=50K
56,Local-gov,212864,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
41,Private,214242,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
47,Self-emp-not-inc,191175,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,2179,50,Mexico,<=50K
21,Private,118693,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,253593,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
32,State-gov,206051,Some-college,10,Married-spouse-absent,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
72,Private,497280,9th,5,Widowed,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
69,Self-emp-not-inc,240562,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
19,Private,140985,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,25,United-States,<=50K
25,Local-gov,191921,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,25,United-States,<=50K
56,Private,204049,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1848,50,United-States,>50K
42,Private,331651,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,8614,0,50,United-States,>50K
58,Private,142158,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,35,United-States,<=50K
24,Private,249046,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,213019,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,38,United-States,>50K
40,Private,199599,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,186191,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,<undefined>,<=50K
25,Private,28008,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Self-emp-inc,82488,Bachelors,13,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
36,Private,117073,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,325786,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,37546,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,204226,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,133299,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,29702,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,307812,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,174545,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,46,United-States,<=50K
23,Private,233472,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,184147,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,20,United-States,<=50K
27,Private,198188,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,2580,0,45,United-States,<=50K
32,Private,447066,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,15024,0,50,United-States,>50K
33,Private,200246,Some-college,10,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,166585,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
21,Private,335570,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,<undefined>,<=50K
39,Private,53569,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,167065,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
32,Private,113364,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,30,United-States,<=50K
40,Federal-gov,219266,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
58,Federal-gov,200042,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
20,Private,205975,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
63,<undefined>,234083,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,2205,40,United-States,<=50K
56,Private,65325,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,<=50K
30,Local-gov,194740,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,99065,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,39,United-States,<=50K
25,Private,212793,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
33,Private,112941,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
41,State-gov,187322,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,283676,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,173682,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,168470,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,186454,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,13550,0,40,United-States,>50K
58,Private,141807,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Italy,<=50K
25,Private,245628,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,15,Mexico,<=50K
31,Private,264864,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
39,Private,262841,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
55,Private,37438,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,170800,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
44,Private,152150,Assoc-acdm,12,Separated,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,<undefined>,211873,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,1628,5,<undefined>,<=50K
44,Private,159580,12th,8,Divorced,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Private,477209,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,United-States,<=50K
32,Private,70985,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,241998,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,Private,249541,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,135339,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
32,Private,44675,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
46,State-gov,247992,7th-8th,4,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
26,Self-emp-not-inc,221626,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,1579,20,United-States,<=50K
43,Self-emp-inc,48087,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Local-gov,114045,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
60,State-gov,69251,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,38,China,>50K
67,Private,192670,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
19,Private,268392,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,30,United-States,<=50K
55,<undefined>,170994,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,431513,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,>50K
19,State-gov,37332,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
19,Private,35865,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
43,Private,183891,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,150309,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,90,United-States,<=50K
65,Private,93318,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,<=50K
32,Private,171814,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,State-gov,183735,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Private,353541,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
33,Local-gov,152351,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,3908,0,40,United-States,<=50K
72,<undefined>,271352,10th,6,Divorced,<undefined>,Not-in-family,White,Male,0,0,12,United-States,<=50K
34,Private,345705,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1977,50,United-States,>50K
27,Private,223751,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
75,Self-emp-inc,164570,11th,7,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
39,<undefined>,281363,10th,6,Widowed,<undefined>,Unmarried,White,Female,0,0,15,United-States,<=50K
51,Private,110747,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
47,Private,34458,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,254293,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,270147,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
48,Private,195491,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
36,Local-gov,255454,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
18,Private,126125,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
33,Private,618191,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,163110,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,145409,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,48,United-States,>50K
39,State-gov,235379,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,55465,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
67,Local-gov,181220,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,20,United-States,<=50K
42,Private,26672,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
59,Private,98361,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Local-gov,219883,HS-grad,9,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
19,Private,376683,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,2036,0,30,United-States,<=50K
47,Private,33865,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,<=50K
68,Private,168794,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
30,Private,94245,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,34572,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,60,United-States,<=50K
49,Private,348751,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,65382,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
60,Private,116707,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
51,Private,178054,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,<undefined>,>50K
24,Private,140001,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,166889,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Female,0,1602,35,United-States,<=50K
24,Private,117789,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,238917,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
48,Local-gov,242923,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,1848,40,United-States,>50K
52,Local-gov,330799,9th,5,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
48,Private,209460,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,75313,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,66,United-States,>50K
29,<undefined>,339100,11th,7,Divorced,<undefined>,Not-in-family,White,Female,3418,0,48,United-States,<=50K
20,Private,184779,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,20,United-States,<=50K
31,Private,139000,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
30,Private,361742,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,260782,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,<undefined>,<=50K
51,Private,203435,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,100579,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,356067,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,16,United-States,<=50K
46,Private,87250,Bachelors,13,Separated,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,264663,Some-college,10,Separated,Prof-specialty,Own-child,White,Female,0,3900,40,United-States,<=50K
29,Private,255817,5th-6th,3,Never-married,Other-service,Other-relative,White,Female,0,0,40,El-Salvador,<=50K
48,Self-emp-not-inc,243631,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,30,South,<=50K
34,Self-emp-inc,544268,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,Self-emp-not-inc,98061,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,95691,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,30,Columbia,<=50K
47,Private,145868,11th,7,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,65038,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
43,Local-gov,227734,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,22,United-States,<=50K
19,Local-gov,176831,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,35,United-States,<=50K
22,Private,211678,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
40,Local-gov,157240,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,70,United-States,<=50K
41,Self-emp-not-inc,145441,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Yugoslavia,<=50K
71,Self-emp-inc,66624,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,60,United-States,>50K
42,Private,76487,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
31,State-gov,557853,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,47,United-States,<=50K
69,<undefined>,262352,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,32,United-States,<=50K
58,Self-emp-not-inc,118253,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
36,Private,146625,11th,7,Widowed,Other-service,Unmarried,Black,Female,0,0,12,United-States,<=50K
31,Private,174201,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
20,<undefined>,66695,Some-college,10,Never-married,<undefined>,Own-child,Other,Female,594,0,35,United-States,<=50K
41,Private,121130,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,385847,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,83439,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,114158,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
27,Private,381789,12th,8,Married-civ-spouse,Farming-fishing,Own-child,White,Male,0,0,55,United-States,<=50K
17,Private,82041,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,Canada,<=50K
35,Self-emp-not-inc,115618,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
45,Self-emp-not-inc,106110,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,99,United-States,<=50K
44,Private,267521,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,90692,Assoc-voc,11,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
51,Private,57101,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,236913,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
64,Self-emp-not-inc,388625,10th,6,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,10,United-States,>50K
54,Self-emp-not-inc,261207,7th-8th,4,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,Cuba,<=50K
43,Private,245487,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,Mexico,<=50K
32,Private,262153,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
36,Private,225516,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Male,10520,0,43,United-States,>50K
26,Self-emp-not-inc,68729,HS-grad,9,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
37,Private,126954,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
38,Private,85074,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,383306,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,128143,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,50,United-States,>50K
47,Private,185041,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
42,Private,99373,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Local-gov,157942,HS-grad,9,Widowed,Transport-moving,Not-in-family,Black,Female,0,0,40,United-States,<=50K
43,Private,241928,HS-grad,9,Separated,Adm-clerical,Not-in-family,Black,Female,0,0,32,United-States,<=50K
37,Private,348739,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
37,Private,95654,10th,6,Divorced,Exec-managerial,Unmarried,White,Female,0,0,35,United-States,<=50K
25,Private,367306,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,270421,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
63,<undefined>,221592,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
50,Self-emp-not-inc,156951,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K
42,State-gov,39239,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,70,United-States,<=50K
32,Private,72744,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
42,State-gov,367292,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,408498,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,361493,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,3325,0,40,United-States,<=50K
65,Self-emp-inc,157403,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,231263,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,244147,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,10,United-States,<=50K
24,Private,220944,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
51,Federal-gov,314007,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,<undefined>,200862,10th,6,Never-married,<undefined>,Not-in-family,Black,Female,0,0,35,United-States,<=50K
28,Private,33374,11th,7,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
32,Self-emp-inc,345489,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
77,Private,83601,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,162302,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
26,Private,112847,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,147344,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
57,State-gov,183657,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,35,United-States,>50K
40,Private,130760,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
50,Private,163948,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
19,Private,316797,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,45,Mexico,<=50K
54,Federal-gov,332243,12th,8,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,195844,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
51,Local-gov,387250,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
38,State-gov,188303,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,40,United-States,>50K
68,<undefined>,40956,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
17,Private,178953,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
32,Private,398988,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,535978,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
42,Private,296982,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,231991,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,295799,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,State-gov,201569,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
58,Private,193568,11th,7,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Private,97128,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
42,Private,203393,Bachelors,13,Married-civ-spouse,Craft-repair,Wife,Black,Female,0,0,35,United-States,>50K
49,Private,138370,Masters,14,Married-spouse-absent,Protective-serv,Not-in-family,Asian-Pac-Islander,Male,0,0,40,India,<=50K
41,Self-emp-inc,120277,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,<=50K
43,Private,91949,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
46,Private,228372,Bachelors,13,Divorced,Sales,Unmarried,White,Male,0,0,40,United-States,>50K
28,Private,132191,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
39,Self-emp-not-inc,274683,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
50,Local-gov,196307,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
57,Private,195835,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,185399,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,38,United-States,<=50K
79,Self-emp-not-inc,103684,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,140559,HS-grad,9,Married-civ-spouse,Priv-house-serv,Wife,White,Female,0,0,45,United-States,<=50K
35,Federal-gov,110188,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
35,Local-gov,668319,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1740,80,United-States,<=50K
30,Private,112358,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,>50K
26,Private,151810,10th,6,Never-married,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
49,Private,48120,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Female,1506,0,40,United-States,<=50K
48,Private,144844,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,205839,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,113760,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
50,Private,138358,10th,6,Separated,Adm-clerical,Not-in-family,Black,Female,0,0,47,Jamaica,<=50K
47,Self-emp-not-inc,216657,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,278576,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,174373,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
73,Private,220019,9th,5,Widowed,Other-service,Unmarried,White,Female,0,0,9,United-States,<=50K
24,<undefined>,311949,HS-grad,9,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,45,<undefined>,<=50K
34,Private,303867,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Private,154210,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Hong,<=50K
28,<undefined>,131310,12th,8,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,Germany,<=50K
46,Private,202560,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
20,<undefined>,358783,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
29,Private,423024,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,206671,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,State-gov,245310,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
18,Private,31983,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,124956,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,90,United-States,>50K
59,Private,118358,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
27,Private,491421,5th-6th,3,Never-married,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
50,Private,151580,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,248990,1st-4th,2,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,24,Mexico,<=50K
42,Private,157425,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
36,Private,221650,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Japan,<=50K
62,Private,88055,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,>50K
71,Private,216608,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,682947,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
44,Private,228124,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,<undefined>,217194,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
49,Self-emp-not-inc,171540,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
60,Self-emp-inc,210827,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
28,Self-emp-not-inc,410351,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Poland,<=50K
26,Private,163747,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,55,United-States,<=50K
18,Private,108892,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
43,Private,180096,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
65,Local-gov,153890,12th,8,Widowed,Exec-managerial,Not-in-family,White,Male,2009,0,44,United-States,<=50K
23,Private,117480,10th,6,Never-married,Craft-repair,Own-child,White,Male,0,0,44,United-States,<=50K
21,Private,163333,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
20,Self-emp-not-inc,306710,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,150553,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,18,Philippines,<=50K
77,Private,123959,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
32,Private,24961,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
37,Local-gov,327120,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
29,Self-emp-not-inc,33798,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
59,Private,81929,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,45,United-States,>50K
22,Private,298489,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
30,<undefined>,101697,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
31,Private,144064,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
59,Self-emp-not-inc,195835,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
29,Federal-gov,184723,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,>50K
56,Private,265086,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
19,Private,235909,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,42645,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
58,State-gov,279878,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Private,104892,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,137063,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,38,United-States,<=50K
38,Self-emp-not-inc,58972,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,126675,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
19,Private,286435,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,594,0,40,United-States,<=50K
46,Private,191389,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,28,United-States,>50K
42,Private,183241,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
29,Private,91547,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,52781,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
29,Private,210959,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,365516,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,112271,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,269455,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,164379,Bachelors,13,Divorced,Sales,Unmarried,Black,Female,0,0,35,United-States,>50K
28,Private,109621,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,104858,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,56,United-States,>50K
39,Private,99270,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,193524,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
70,<undefined>,149040,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,2964,0,12,United-States,<=50K
60,State-gov,313946,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,162358,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
59,Private,200700,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,48,United-States,>50K
21,Private,116489,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,60,United-States,<=50K
22,Private,118310,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Female,0,0,16,United-States,<=50K
31,Private,352465,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
40,Private,107433,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
33,Private,296538,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
41,Local-gov,195897,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
31,Self-emp-not-inc,216283,Assoc-acdm,12,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,>50K
62,Private,345780,Assoc-voc,11,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,216685,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,<=50K
28,Local-gov,210945,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,60,United-States,<=50K
43,Private,184321,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,1887,40,United-States,>50K
55,Self-emp-not-inc,322691,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,3103,0,55,United-States,>50K
42,Private,192712,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
23,Private,178272,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Federal-gov,321333,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
44,Self-emp-inc,120277,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,45,United-States,>50K
19,Private,294029,11th,7,Never-married,Sales,Own-child,Other,Female,0,0,32,Nicaragua,<=50K
23,Private,112819,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,152636,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,50,United-States,<=50K
63,<undefined>,301611,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
51,Private,134808,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,64216,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,90,United-States,<=50K
29,State-gov,214284,Masters,14,Never-married,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,20,Taiwan,<=50K
25,Private,469572,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,8614,0,40,United-States,>50K
44,Self-emp-not-inc,282722,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
17,Private,231439,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
42,Self-emp-inc,120277,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
21,Private,364685,11th,7,Never-married,Tech-support,Own-child,White,Female,0,0,35,United-States,<=50K
26,Private,18827,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,169129,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,202051,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
58,<undefined>,353244,Bachelors,13,Widowed,<undefined>,Unmarried,White,Female,27828,0,50,United-States,>50K
19,Private,574271,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,28,United-States,<=50K
65,State-gov,29276,7th-8th,4,Widowed,Other-service,Other-relative,White,Female,0,0,24,United-States,<=50K
52,Self-emp-not-inc,104501,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
17,Private,394176,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
27,Private,85625,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,22,United-States,<=50K
53,Private,340723,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,149342,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,73715,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
34,Private,143083,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,18,United-States,<=50K
40,Local-gov,290660,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Male,8614,0,50,United-States,>50K
49,Local-gov,98738,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
86,Private,149912,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,309033,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,60,United-States,>50K
43,Self-emp-not-inc,96129,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
47,Private,216096,Some-college,10,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,35,Puerto-Rico,<=50K
32,Private,171091,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
30,Self-emp-not-inc,79303,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
25,Local-gov,182380,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,36271,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
60,Private,118197,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
46,Private,269652,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,38,United-States,>50K
39,Local-gov,193815,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
28,Private,141957,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,1887,70,United-States,>50K
26,Private,222637,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,55,Puerto-Rico,<=50K
27,Private,118230,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,174040,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
64,State-gov,105748,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
90,Self-emp-not-inc,82628,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,2964,0,12,United-States,<=50K
51,Private,205100,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,45,United-States,>50K
36,Private,107916,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2002,40,United-States,<=50K
39,Private,130620,7th-8th,4,Married-spouse-absent,Machine-op-inspct,Unmarried,Other,Female,0,0,40,Dominican-Republic,<=50K
30,<undefined>,361817,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
47,Self-emp-not-inc,235646,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
32,Private,53277,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
24,Private,456460,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
23,Private,293091,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
62,Private,210935,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
48,<undefined>,199763,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
62,<undefined>,223447,12th,8,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,Canada,<=50K
35,Self-emp-not-inc,233533,Bachelors,13,Separated,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
27,Private,95647,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
49,Private,199763,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,35,United-States,<=50K
18,Private,74539,10th,6,Never-married,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
19,Private,84610,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
63,Self-emp-inc,96930,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
54,Private,115602,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
24,Private,237341,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
61,Private,143800,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
50,Self-emp-inc,163921,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
36,Private,68273,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
21,Private,113163,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,50,United-States,<=50K
38,Self-emp-inc,478829,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,50,United-States,>50K
30,Private,345705,Some-college,10,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,0,0,40,United-States,<=50K
22,Private,385077,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,2907,0,40,United-States,<=50K
33,Private,192286,Some-college,10,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,52,United-States,<=50K
39,Local-gov,236391,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,>50K
42,Private,106679,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
47,<undefined>,308242,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,46094,Bachelors,13,Divorced,Transport-moving,Not-in-family,White,Male,0,0,33,United-States,<=50K
29,Private,194940,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,341643,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,55,United-States,<=50K
23,Private,210474,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
28,Private,76313,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
34,Private,115858,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,55191,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
67,Self-emp-not-inc,364862,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,334787,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,205733,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,<undefined>,120163,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,333677,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,2463,0,35,United-States,<=50K
25,Private,208591,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,341204,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,1831,0,30,United-States,<=50K
56,Self-emp-not-inc,115422,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,111319,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,1887,45,United-States,>50K
54,Private,816750,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,United-States,<=50K
25,Private,167835,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,3325,0,40,United-States,<=50K
28,Private,92262,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,91964,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,107682,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,State-gov,135388,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
39,Self-emp-not-inc,597843,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,Columbia,<=50K
19,Private,389942,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,442274,12th,8,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
23,Private,595461,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
52,Private,284329,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
33,Self-emp-not-inc,127894,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
35,Private,196899,Bachelors,13,Never-married,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Female,0,0,50,Haiti,<=50K
58,Private,212534,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,71209,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
39,Private,237943,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,70,United-States,>50K
38,Private,190759,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,100313,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
41,Private,344624,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
27,<undefined>,194024,9th,5,Separated,<undefined>,Unmarried,White,Female,0,0,50,United-States,<=50K
19,Private,87497,11th,7,Never-married,Transport-moving,Other-relative,White,Male,0,0,10,United-States,<=50K
22,Private,236907,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
59,Private,169639,Assoc-acdm,12,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
37,Private,105803,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,45,United-States,>50K
31,Private,149507,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
18,Private,294387,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,161708,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
28,Private,282389,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
28,Private,64940,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
49,Private,195727,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,Local-gov,37931,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
19,Private,170720,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
43,Private,152958,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
28,Private,312372,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,15024,0,40,United-States,>50K
41,Private,39581,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,24,El-Salvador,<=50K
50,Private,206862,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
46,Private,216934,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,Portugal,<=50K
20,Private,143062,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,242391,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
28,Private,165030,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,199251,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
46,Self-emp-not-inc,353012,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
66,Private,174491,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
35,<undefined>,333305,Some-college,10,Married-civ-spouse,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,203138,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,50,United-States,>50K
25,Private,220220,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,45,United-States,<=50K
55,Federal-gov,305850,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
48,Local-gov,273402,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,40,United-States,<=50K
56,Private,201344,Some-college,10,Widowed,Craft-repair,Unmarried,White,Female,0,0,38,United-States,<=50K
47,Self-emp-not-inc,218676,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
55,Self-emp-not-inc,141807,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,State-gov,222434,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,266860,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
40,Private,34113,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Male,6849,0,43,United-States,<=50K
41,Private,159549,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,195248,Some-college,10,Never-married,Sales,Own-child,Other,Female,0,0,20,United-States,<=50K
52,Private,109413,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,195343,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Male,15020,0,50,United-States,>50K
46,Private,185291,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,>50K
21,<undefined>,140012,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
35,Self-emp-not-inc,114366,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,169631,HS-grad,9,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,163870,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,3908,0,40,United-States,<=50K
35,Private,312232,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Private,229737,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,India,>50K
70,<undefined>,306563,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,161637,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1902,40,Taiwan,>50K
34,Private,106014,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
21,Private,25265,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,30,United-States,<=50K
29,Private,71860,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
41,Self-emp-inc,94113,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Self-emp-not-inc,208003,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,113550,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,83046,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Self-emp-inc,277488,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,65,United-States,>50K
19,Private,205830,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,El-Salvador,<=50K
46,Private,273575,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,15024,0,40,United-States,>50K
23,Private,245147,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
49,Private,274720,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,163047,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,State-gov,47902,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
50,Private,128798,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
77,Private,154205,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,10,United-States,<=50K
27,Private,176683,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
29,Self-emp-inc,104737,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
54,Private,349340,Preschool,1,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
39,State-gov,218249,Some-college,10,Separated,Prof-specialty,Unmarried,Black,Female,0,0,37,United-States,<=50K
32,Private,281540,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
36,Federal-gov,112847,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
24,Local-gov,126613,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
50,Self-emp-not-inc,145419,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7688,0,45,United-States,>50K
32,Self-emp-not-inc,34572,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
26,Private,104045,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,<undefined>,57665,Bachelors,13,Divorced,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,359001,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,<=50K
47,Private,105273,Bachelors,13,Widowed,Craft-repair,Unmarried,Black,Female,6497,0,40,United-States,<=50K
31,Private,201122,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,160035,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
50,Private,167886,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
18,Private,32059,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
59,Self-emp-inc,200453,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,403072,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
34,Private,37210,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,50,United-States,<=50K
32,Private,199416,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,413227,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
29,<undefined>,188675,Some-college,10,Divorced,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
42,Private,226902,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
37,Private,195189,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,116608,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Private,99131,Masters,14,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
32,Private,553405,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,50,United-States,>50K
52,Local-gov,186117,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,>50K
29,State-gov,67053,HS-grad,9,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Thailand,<=50K
39,Private,347960,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,35,United-States,>50K
39,Private,325374,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
69,Private,130413,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Female,2346,0,15,United-States,<=50K
43,Private,111949,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
39,Private,278557,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1628,48,United-States,<=50K
19,Private,194905,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
60,Local-gov,195453,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
51,Private,282549,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,3137,0,40,United-States,<=50K
75,Private,316119,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,8,United-States,<=50K
37,State-gov,252939,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,Black,Female,5455,0,40,United-States,<=50K
24,State-gov,506329,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
20,Private,316043,11th,7,Never-married,Other-service,Own-child,Black,Male,594,0,20,United-States,<=50K
58,Federal-gov,319733,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
21,State-gov,99199,Masters,14,Never-married,Transport-moving,Own-child,White,Male,0,0,15,United-States,<=50K
28,Private,204600,HS-grad,9,Separated,Protective-serv,Other-relative,White,Male,0,0,40,United-States,<=50K
40,Private,173307,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,34446,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
40,Self-emp-not-inc,237293,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,40,United-States,>50K
41,Private,175642,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,203735,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Local-gov,171589,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
26,Private,197967,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
29,Private,413297,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,45,Mexico,<=50K
45,Private,240841,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,152189,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,State-gov,85874,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,176814,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
51,Local-gov,133336,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
22,Private,362623,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
67,<undefined>,37170,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Male,0,0,3,United-States,<=50K
28,Private,30912,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,35448,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
33,Private,173248,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,35,United-States,<=50K
37,Private,49626,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,43,United-States,<=50K
19,Private,102723,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
90,<undefined>,166343,1st-4th,2,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,168322,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,131117,7th-8th,4,Divorced,Tech-support,Unmarried,White,Female,0,0,38,Columbia,<=50K
20,<undefined>,210474,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
25,Private,110138,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,107452,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
32,Private,160594,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
32,Local-gov,186784,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,5013,0,45,United-States,<=50K
70,Local-gov,334666,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,12,United-States,<=50K
65,<undefined>,191380,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,9386,0,50,United-States,>50K
57,Private,104272,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,19491,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,128715,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
34,Private,128063,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
26,Self-emp-not-inc,37023,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,78,United-States,<=50K
44,Private,68748,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
66,Private,140576,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,327435,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,202729,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
53,Private,277471,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
36,Private,189670,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,50,United-States,<=50K
61,Private,204908,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,171841,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
38,Private,78247,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,68895,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,Mexico,<=50K
27,Private,56658,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,0,0,8,United-States,<=50K
58,Local-gov,259216,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,State-gov,270278,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,12,Puerto-Rico,<=50K
56,Private,238806,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,26,United-States,<=50K
36,Private,111128,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
29,Private,119429,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
28,Private,73037,10th,6,Never-married,Transport-moving,Unmarried,White,Male,0,0,30,United-States,<=50K
61,Self-emp-not-inc,84409,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
66,Self-emp-not-inc,274451,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,>50K
31,Private,246439,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,7298,0,50,United-States,>50K
21,Private,124242,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
67,Self-emp-not-inc,123393,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,6418,0,58,United-States,>50K
26,Private,159732,HS-grad,9,Widowed,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,161415,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
33,Private,157568,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,168030,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
59,State-gov,349910,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,10605,0,50,United-States,>50K
82,Self-emp-inc,130329,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
34,State-gov,56964,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
29,Private,370509,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,France,>50K
19,Private,106306,Some-college,10,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,56480,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,1,United-States,<=50K
41,Private,115932,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
55,Private,154580,10th,6,Married-civ-spouse,Other-service,Husband,Black,Male,2580,0,40,United-States,<=50K
27,Private,404421,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
33,Private,194901,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
43,State-gov,164790,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,50,United-States,>50K
72,Federal-gov,94242,Some-college,10,Widowed,Tech-support,Not-in-family,White,Female,0,0,16,United-States,<=50K
68,Self-emp-not-inc,365020,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,160512,HS-grad,9,Separated,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,170331,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
30,Private,101266,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,100252,Bachelors,13,Divorced,Other-service,Not-in-family,Asian-Pac-Islander,Male,99999,0,70,United-States,>50K
54,Private,217718,5th-6th,3,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,30,Haiti,<=50K
32,Private,170154,Assoc-acdm,12,Separated,Exec-managerial,Unmarried,White,Female,25236,0,50,United-States,>50K
56,Private,105281,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,1974,40,United-States,<=50K
39,<undefined>,361838,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,6,United-States,>50K
41,State-gov,283917,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
48,Private,39530,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,212185,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,48,United-States,<=50K
25,Self-emp-inc,90752,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,202450,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1573,40,United-States,<=50K
32,Private,168138,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,2597,0,48,United-States,<=50K
51,Private,159755,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
42,Private,191765,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Female,0,2339,40,Trinadad&Tobago,<=50K
22,<undefined>,210802,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Female,0,0,35,United-States,<=50K
31,Private,340880,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
43,Self-emp-not-inc,113211,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
42,Private,134509,Some-college,10,Never-married,Transport-moving,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,State-gov,147280,HS-grad,9,Never-married,Other-service,Other-relative,Other,Male,0,0,40,United-States,<=50K
40,Private,145441,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
65,Private,398001,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
53,Private,31588,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,52,United-States,>50K
56,Private,189975,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,60,United-States,>50K
51,State-gov,231495,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,United-States,>50K
38,<undefined>,121135,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,186916,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
49,Self-emp-inc,213140,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,United-States,>50K
47,Private,176893,HS-grad,9,Divorced,Craft-repair,Not-in-family,Black,Male,8614,0,44,United-States,>50K
22,Private,115244,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
53,Private,313243,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,2444,45,United-States,>50K
41,Local-gov,169995,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,20,United-States,<=50K
19,Private,198459,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,2001,40,United-States,<=50K
27,Local-gov,66824,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,3325,0,43,United-States,<=50K
48,Self-emp-not-inc,52240,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,>50K
52,Private,35305,7th-8th,4,Never-married,Other-service,Own-child,White,Female,0,0,7,United-States,<=50K
61,State-gov,186451,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
45,Self-emp-not-inc,160724,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,45,China,>50K
29,Private,210464,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,207685,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,21,United-States,<=50K
38,Private,233717,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Male,0,0,60,United-States,<=50K
32,Private,222205,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
37,Private,167613,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,148773,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
62,Local-gov,68268,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,174533,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,273230,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Private,187502,HS-grad,9,Never-married,Sales,Own-child,Black,Male,0,0,24,United-States,<=50K
47,Private,209320,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Self-emp-not-inc,56841,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,<=50K
55,Private,254627,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,42703,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,374137,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,196385,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,192930,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,10,United-States,<=50K
39,Private,99527,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,185437,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Female,0,0,55,United-States,<=50K
43,Private,247162,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
32,Federal-gov,131534,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,184693,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,Mexico,<=50K
27,Private,704108,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,220262,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,95654,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,60,United-States,<=50K
67,Private,89346,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
26,Private,94392,11th,7,Separated,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
21,Private,334113,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,32763,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
31,Private,136651,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
51,Self-emp-not-inc,240236,Assoc-acdm,12,Separated,Sales,Not-in-family,Black,Male,0,0,30,United-States,<=50K
29,Private,53271,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,31493,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,>50K
32,Private,195891,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
31,Local-gov,209103,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,3464,0,45,United-States,<=50K
26,Private,211424,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
28,Local-gov,84657,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,151408,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,106819,7th-8th,4,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,19,United-States,<=50K
62,Private,132917,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,20,United-States,<=50K
54,Private,146834,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
55,Private,164332,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,16,United-States,<=50K
24,Private,30656,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,20,United-States,<=50K
27,Private,113501,Masters,14,Never-married,Adm-clerical,Own-child,White,Male,0,0,45,United-States,<=50K
18,Private,165316,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
22,Private,233955,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,14344,0,40,United-States,>50K
21,Private,126613,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Self-emp-not-inc,361280,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,80,Philippines,>50K
50,<undefined>,123044,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,>50K
38,Private,165472,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,99452,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,84977,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,240458,11th,7,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
51,Private,230858,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,60,United-States,>50K
60,Private,123218,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,191118,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,7298,0,40,United-States,>50K
38,Private,115289,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,373895,Some-college,10,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,35,United-States,<=50K
43,Private,152617,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
49,State-gov,72619,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
17,Private,41865,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,190228,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,<=50K
23,Private,193090,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,38,United-States,<=50K
28,Private,138692,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
83,Self-emp-inc,153183,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,55,United-States,>50K
25,Private,181896,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,268183,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,60,United-States,<=50K
46,Local-gov,213668,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,99369,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Other,Female,0,0,50,United-States,<=50K
44,Private,104196,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
60,Self-emp-not-inc,176839,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
30,Local-gov,99502,Assoc-voc,11,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
24,Private,183410,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,17,United-States,<=50K
17,Private,25690,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
76,<undefined>,201986,11th,7,Widowed,<undefined>,Other-relative,White,Female,0,0,16,United-States,<=50K
31,Private,188961,Assoc-acdm,12,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
52,Private,114971,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
39,Private,121468,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,0,0,35,United-States,<=50K
73,Self-emp-inc,191540,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
38,Private,146398,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,24,United-States,<=50K
48,Private,193553,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,20,United-States,<=50K
60,Private,121127,10th,6,Widowed,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,389856,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,290504,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
54,State-gov,137065,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
50,Local-gov,212685,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
20,Private,71475,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,111450,Some-college,10,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,22,United-States,<=50K
35,Private,225860,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
43,Private,129853,10th,6,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
50,Private,99925,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,32,United-States,<=50K
58,Private,227800,1st-4th,2,Separated,Farming-fishing,Not-in-family,Black,Male,0,0,50,United-States,<=50K
55,State-gov,111130,Assoc-acdm,12,Divorced,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
29,Private,100764,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
47,Private,275095,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,147500,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
63,Local-gov,150079,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
27,Private,140863,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
62,<undefined>,199198,11th,7,Divorced,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
38,Private,193372,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,196771,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,65,United-States,<=50K
31,Private,231826,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,52,Mexico,<=50K
40,Federal-gov,196456,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,34037,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
52,Private,174964,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
46,Private,91608,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
31,Private,403468,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,50,Mexico,<=50K
33,Private,112900,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Private,242670,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Local-gov,187830,HS-grad,9,Divorced,Tech-support,Unmarried,White,Male,4934,0,36,United-States,>50K
25,Self-emp-not-inc,368115,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,13550,0,35,United-States,>50K
54,Private,343242,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
46,Private,113390,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1740,60,United-States,<=50K
28,Private,200733,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Self-emp-not-inc,236769,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,22494,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Federal-gov,129379,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,239098,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,167501,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,77146,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
47,Private,82797,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
33,Self-emp-not-inc,134886,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
40,Self-emp-inc,218558,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
38,Private,207568,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
26,Private,196899,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,Other,Female,0,0,40,United-States,<=50K
54,Self-emp-not-inc,200960,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
39,Private,188069,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,<=50K
60,Private,232337,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,98656,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,State-gov,194260,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
49,<undefined>,481987,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,234976,11th,7,Never-married,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
29,Private,349116,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
39,Private,175390,HS-grad,9,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Private,187720,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,<undefined>,>50K
26,Private,214637,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
27,Private,185127,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,98752,9th,5,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Local-gov,218382,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
51,Private,153486,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
51,Federal-gov,174102,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
40,Private,137142,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
61,Private,241013,7th-8th,4,Widowed,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
35,Private,267798,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
41,<undefined>,152880,HS-grad,9,Divorced,<undefined>,Not-in-family,Black,Female,0,0,28,United-States,<=50K
31,Private,263561,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
43,Private,113324,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
20,Private,39764,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,172186,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,460408,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1672,45,United-States,<=50K
42,Self-emp-not-inc,185129,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
51,Private,61270,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
39,Self-emp-inc,124685,Masters,14,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,99,Japan,>50K
69,Self-emp-not-inc,76968,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
63,<undefined>,310396,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,5178,0,40,United-States,>50K
29,Federal-gov,37933,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,2174,0,40,United-States,<=50K
21,Private,38772,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,172496,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,55,United-States,<=50K
55,Private,306164,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,33795,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
48,Private,47686,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
31,Private,193132,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,42,United-States,<=50K
52,Private,400004,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,101283,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,192384,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,113838,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,278322,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
56,Private,199713,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,236021,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,138938,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
36,Private,126946,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,44791,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,31964,9th,5,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
60,State-gov,352156,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
70,Self-emp-not-inc,205860,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,113106,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
57,Private,89182,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,250782,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
37,Private,193855,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,50,United-States,<=50K
50,Self-emp-not-inc,132716,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
68,Private,218637,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,2377,55,United-States,>50K
28,Private,177955,11th,7,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K
32,Private,198660,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,207937,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,10520,0,50,United-States,>50K
18,Private,168740,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
45,Private,199625,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
22,Private,213902,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
38,Private,208379,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,8,United-States,<=50K
37,Private,113120,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,57827,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
59,Private,515712,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Self-emp-inc,54190,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
53,Self-emp-inc,134793,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
18,Private,396270,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,25,United-States,<=50K
30,Private,231620,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,Mexico,<=50K
50,Private,174655,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
63,<undefined>,97823,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,344480,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,4064,0,40,United-States,<=50K
48,Private,176732,9th,5,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,143932,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,551962,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,50,Peru,<=50K
30,<undefined>,298577,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
39,Private,257942,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
55,Local-gov,253062,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
17,Private,193748,11th,7,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
46,Private,368561,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
50,Private,192964,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,65,United-States,<=50K
32,Private,217304,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Male,0,0,30,United-States,<=50K
18,Private,120029,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,62124,HS-grad,9,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
50,Private,94885,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
32,Private,192565,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
23,Local-gov,220912,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
26,Private,184120,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
46,Private,140782,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
43,Self-emp-inc,170785,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
32,Private,90705,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
37,State-gov,108293,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
48,Private,168283,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
28,Private,339372,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,1408,40,United-States,<=50K
43,Private,193672,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Local-gov,143865,10th,6,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
30,Private,209317,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,Dominican-Republic,<=50K
34,State-gov,204461,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,137088,HS-grad,9,Married-civ-spouse,Craft-repair,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
41,Private,149102,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
53,Private,182855,10th,6,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
42,Private,572751,Preschool,1,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Nicaragua,<=50K
18,Private,83451,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
81,Private,98116,Bachelors,13,Widowed,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
40,Private,119225,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,134888,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,35,United-States,<=50K
20,Private,745817,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,15,United-States,<=50K
41,Private,88368,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
49,State-gov,122066,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
22,Private,363219,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
46,Private,84402,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
56,Private,34626,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,1980,40,United-States,<=50K
35,Private,150042,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
34,Private,48014,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Local-gov,177398,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
28,Private,373698,12th,8,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,<undefined>,<=50K
35,Private,422933,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,37,United-States,<=50K
29,Private,131088,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,178255,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,Columbia,<=50K
52,Self-emp-not-inc,129311,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,95,United-States,>50K
45,Private,473171,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,236985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
35,<undefined>,226379,HS-grad,9,Married-civ-spouse,<undefined>,Other-relative,White,Female,0,0,25,United-States,<=50K
21,<undefined>,277700,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,207568,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,85708,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,98765,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,Canada,<=50K
29,Private,192283,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,20,United-States,<=50K
29,State-gov,271012,10th,6,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
33,Private,189265,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,321880,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,15,United-States,<=50K
52,Private,177465,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
24,Private,127647,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
32,State-gov,119033,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
40,Private,289748,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,4650,0,48,United-States,<=50K
32,Private,209317,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
33,Private,284531,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,251120,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
28,Private,113870,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Without-pay,170114,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
46,Local-gov,121124,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,15024,0,40,United-States,>50K
32,Private,328199,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,0,64,United-States,<=50K
26,Private,206307,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-inc,236021,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
57,Federal-gov,170603,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
52,Private,74275,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,45,United-States,>50K
35,Self-emp-not-inc,112271,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
19,Private,118306,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
49,Private,126754,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
47,Private,267205,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,<undefined>,>50K
38,Private,205359,11th,7,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,32,United-States,<=50K
30,Private,398662,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,202498,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Columbia,<=50K
32,Private,105650,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
46,Private,191204,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,56582,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Local-gov,51579,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
57,Self-emp-not-inc,152030,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,25,United-States,>50K
47,Private,227310,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Private,55854,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,56,United-States,>50K
36,Local-gov,28996,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,160634,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,222450,11th,7,Married-spouse-absent,Other-service,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
36,Self-emp-inc,180419,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
64,Private,116084,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2635,0,40,United-States,<=50K
17,Private,202521,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
23,Private,186014,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
40,Private,88368,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,914,0,40,United-States,<=50K
42,State-gov,190044,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
37,Self-emp-not-inc,35330,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,42,United-States,<=50K
35,Federal-gov,84848,Some-college,10,Never-married,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,176280,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
52,Private,145271,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
37,Local-gov,108320,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
48,State-gov,106377,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,65,United-States,>50K
24,Private,258730,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,40,Japan,<=50K
33,Private,58305,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,341672,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
34,Private,176648,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,42,United-States,<=50K
24,<undefined>,32616,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,481175,Some-college,10,Never-married,Exec-managerial,Own-child,Other,Male,0,0,24,Peru,<=50K
49,Private,187454,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,99999,0,65,United-States,>50K
18,Private,25837,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
20,Private,385077,12th,8,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,68985,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
19,Private,181572,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,23698,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,>50K
34,<undefined>,268127,12th,8,Separated,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,162298,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,144608,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,250630,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
31,Private,150441,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
37,Private,189251,Doctorate,16,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
64,Private,260082,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Columbia,<=50K
42,Private,139126,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
27,Private,50132,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
36,Self-emp-not-inc,167691,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
36,Private,77820,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,156513,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
46,Private,248059,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3464,0,40,United-States,<=50K
24,Private,283092,11th,7,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,35,Jamaica,<=50K
22,Private,175883,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
62,Private,232308,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
19,Private,269991,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Puerto-Rico,<=50K
20,Private,305446,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
47,Private,120781,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,15024,0,40,<undefined>,>50K
57,Private,78707,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,351802,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,35,United-States,<=50K
37,Local-gov,196529,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
35,Self-emp-inc,175769,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
17,Private,153021,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
36,Local-gov,331902,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
50,Private,279461,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
35,Private,145704,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,3942,0,35,United-States,<=50K
27,State-gov,205499,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,77,United-States,<=50K
28,Private,293926,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,30,United-States,<=50K
29,Self-emp-not-inc,69132,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,99999,0,60,United-States,>50K
25,Private,113099,HS-grad,9,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
47,Self-emp-inc,206947,Assoc-acdm,12,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,67,United-States,<=50K
29,State-gov,159782,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
19,Private,410543,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,Private,34446,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,209101,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,>50K
43,Federal-gov,95902,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,214323,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,236323,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,201127,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,56,United-States,>50K
40,Private,142886,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,77313,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
17,<undefined>,212125,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
36,Private,187098,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,196857,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,Local-gov,155314,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
72,Self-emp-not-inc,203289,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
46,Private,117059,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
33,Private,178587,Some-college,10,Separated,Prof-specialty,Unmarried,White,Female,0,0,37,United-States,<=50K
22,Private,82393,9th,5,Never-married,Handlers-cleaners,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
17,<undefined>,145258,11th,7,Never-married,<undefined>,Other-relative,White,Female,0,0,25,United-States,<=50K
41,Private,185145,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,<undefined>,>50K
46,Private,72896,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,43,United-States,<=50K
33,Private,134886,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
32,Private,223212,Preschool,1,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
52,Self-emp-not-inc,174752,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,230563,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
48,State-gov,353824,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,>50K
22,Private,117363,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
25,Private,285367,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,<undefined>,139391,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,42,United-States,<=50K
38,Private,198170,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,38948,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,188515,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Self-emp-not-inc,177810,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
48,Private,188432,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,46,United-States,>50K
31,Private,178506,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,Self-emp-not-inc,129298,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,165315,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,37,United-States,<=50K
68,Private,117236,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,45,United-States,>50K
18,<undefined>,172214,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,20,United-States,<=50K
19,Private,63434,12th,8,Never-married,Farming-fishing,Own-child,White,Female,0,0,30,United-States,<=50K
35,Self-emp-inc,140854,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
28,Private,133043,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
53,Private,113176,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,2597,0,40,United-States,<=50K
33,Private,259301,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,41,United-States,<=50K
20,Private,196643,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,364365,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
36,Private,269318,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
34,Private,108454,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,171637,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,183589,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,25,United-States,<=50K
24,Private,107801,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,179877,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
32,Private,168981,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,<=50K
37,Private,120590,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
31,Private,310773,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,40,Mexico,<=50K
21,Private,197050,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
47,Private,159726,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,85,United-States,>50K
23,Private,210797,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,55291,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
60,<undefined>,141221,Bachelors,13,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,2163,25,South,<=50K
17,Private,276718,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
67,Private,336163,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,24,United-States,<=50K
57,Private,112840,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
17,Private,165918,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,Peru,<=50K
53,Private,165745,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Self-emp-not-inc,259299,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,50,United-States,>50K
24,State-gov,197731,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,49,United-States,>50K
48,Self-emp-not-inc,197702,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,162238,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,47,United-States,>50K
38,Private,213260,HS-grad,9,Separated,Protective-serv,Not-in-family,Black,Male,0,0,40,United-States,<=50K
51,Private,53833,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,46,United-States,>50K
18,Private,89419,HS-grad,9,Never-married,Tech-support,Own-child,White,Female,0,0,10,United-States,<=50K
23,Private,119704,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,433170,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
34,Private,182714,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,35,<undefined>,<=50K
39,Private,172538,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
20,<undefined>,220115,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,12,United-States,<=50K
39,Private,158956,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Self-emp-not-inc,25631,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,476558,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
54,Federal-gov,35576,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,203463,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,State-gov,317647,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,170411,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,<undefined>,174182,11th,7,Married-civ-spouse,<undefined>,Wife,Other,Female,0,0,24,United-States,<=50K
54,Private,220055,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Private,231482,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,335979,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,991,0,18,United-States,<=50K
33,Private,279173,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,89559,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
47,Private,161950,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,25,Germany,<=50K
51,Private,131068,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,219632,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,175507,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
58,Self-emp-inc,182062,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,24,United-States,>50K
27,Private,287476,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,3325,0,40,United-States,<=50K
36,Private,206253,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,1617,40,United-States,<=50K
20,<undefined>,189203,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,21698,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,328051,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
32,Private,356689,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,3887,0,40,United-States,<=50K
59,Private,121865,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,420986,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
43,<undefined>,218558,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,288992,10th,6,Divorced,Prof-specialty,Unmarried,White,Male,14344,0,68,United-States,>50K
20,<undefined>,189740,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,32,United-States,<=50K
29,Local-gov,188909,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,42,United-States,<=50K
28,Private,213081,11th,7,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,Jamaica,<=50K
18,Self-emp-not-inc,157131,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,98010,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
46,Private,207677,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
58,<undefined>,361870,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,30,United-States,<=50K
56,Private,266091,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
41,Private,106627,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,50,United-States,<=50K
50,Self-emp-inc,167793,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,60,United-States,>50K
74,Self-emp-not-inc,206682,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1648,35,United-States,<=50K
30,Private,243165,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,201928,HS-grad,9,Widowed,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
19,Private,128346,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,197288,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,169184,Some-college,10,Never-married,<undefined>,Other-relative,Black,Female,0,0,40,United-States,<=50K
36,Private,245521,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,Mexico,<=50K
36,Private,129591,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Local-gov,47415,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1628,30,United-States,<=50K
37,Self-emp-not-inc,188563,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,50,United-States,>50K
29,Self-emp-not-inc,184710,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,63734,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
18,Private,111256,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
40,Self-emp-inc,111483,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
26,Self-emp-inc,266639,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,93853,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,184207,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,238002,9th,5,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,Mexico,<=50K
28,<undefined>,30237,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,196545,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1902,40,United-States,>50K
47,Private,144844,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,280500,Some-college,10,Never-married,Tech-support,Own-child,Black,Female,0,0,40,United-States,<=50K
73,<undefined>,135601,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
37,Private,409189,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,Mexico,<=50K
50,Private,23686,Some-college,10,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,35,United-States,>50K
19,Private,229756,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
32,Local-gov,95530,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
44,Local-gov,73199,Assoc-voc,11,Divorced,Tech-support,Unmarried,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
20,Private,196745,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
29,Private,79481,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,116934,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,100950,Assoc-voc,11,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,Germany,<=50K
44,Local-gov,56651,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,<=50K
18,Private,186954,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
22,Private,264874,Some-college,10,Never-married,Tech-support,Other-relative,White,Female,0,0,40,United-States,<=50K
39,State-gov,183092,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
26,Local-gov,273399,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,Peru,<=50K
29,<undefined>,142443,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
21,Private,177526,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
49,Local-gov,31267,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,321666,Assoc-acdm,12,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,331861,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,<undefined>,<=50K
25,Private,283515,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,60,United-States,<=50K
30,Private,54608,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,162238,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
30,Private,175931,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,236804,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,168782,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,227065,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Self-emp-inc,285335,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
31,Private,259705,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Female,0,0,40,United-States,<=50K
57,Private,24384,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,10,United-States,<=50K
58,Private,322013,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,49797,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,52566,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,266275,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
72,Self-emp-not-inc,285408,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2246,28,United-States,>50K
26,Self-emp-not-inc,177858,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,1876,38,United-States,<=50K
45,Federal-gov,183804,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,107231,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
23,Private,173679,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Local-gov,163965,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
18,Private,173585,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,15,Peru,<=50K
27,Private,172009,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,44363,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,35,United-States,<=50K
45,Private,246392,HS-grad,9,Never-married,Priv-house-serv,Unmarried,Black,Female,0,0,30,United-States,<=50K
53,Private,167033,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
54,Private,143822,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
41,Private,37869,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
23,Private,447488,9th,5,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,35,Mexico,<=50K
17,Private,239346,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,18,United-States,<=50K
42,Private,245975,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,34632,12th,8,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,121362,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,2258,38,United-States,>50K
21,State-gov,24008,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
44,Private,165492,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
48,Private,326048,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Male,0,0,44,United-States,<=50K
46,Private,250821,Prof-school,15,Divorced,Farming-fishing,Unmarried,White,Male,0,0,48,United-States,<=50K
37,Self-emp-not-inc,154641,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,86,United-States,<=50K
35,Private,198202,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,54,United-States,<=50K
27,Local-gov,170504,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,191342,Some-college,10,Never-married,Sales,Not-in-family,Other,Male,0,0,40,India,<=50K
19,Private,238969,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
63,Self-emp-not-inc,344128,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
69,<undefined>,148694,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
69,<undefined>,180187,Assoc-acdm,12,Widowed,<undefined>,Not-in-family,White,Female,0,0,6,Italy,<=50K
36,State-gov,168894,Assoc-voc,11,Married-spouse-absent,Protective-serv,Own-child,White,Female,0,0,40,Germany,<=50K
20,Private,203263,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
28,State-gov,89564,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,50,United-States,<=50K
58,Private,97562,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,38,United-States,<=50K
48,Private,336540,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,139647,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,56,United-States,<=50K
38,Private,160192,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,44,United-States,<=50K
50,Local-gov,320386,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,32126,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,275445,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
38,Self-emp-inc,54953,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
54,Private,103580,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,>50K
42,Private,245565,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,12,England,<=50K
32,Private,39223,10th,6,Separated,Craft-repair,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
55,State-gov,117357,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,70,<undefined>,>50K
63,Private,207385,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
21,Private,355287,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,48,Mexico,<=50K
62,<undefined>,141218,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,>50K
46,Local-gov,207677,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
43,Private,102114,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
35,Self-emp-not-inc,60269,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,278632,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,355551,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Female,0,0,45,Mexico,<=50K
45,Private,246891,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,72,Canada,>50K
19,Private,124486,12th,8,Never-married,Other-service,Own-child,White,Male,0,1602,20,United-States,<=50K
61,<undefined>,202106,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,1902,40,United-States,>50K
61,Private,191417,9th,5,Widowed,Exec-managerial,Not-in-family,Black,Male,0,0,65,United-States,<=50K
21,Private,184543,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,122206,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,229015,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,Private,130067,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
40,Local-gov,306495,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
32,Private,232855,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,Local-gov,171328,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
64,Private,144182,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,23,United-States,<=50K
34,Private,102858,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
19,<undefined>,199495,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
58,Private,209438,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,74895,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,55,United-States,<=50K
44,Private,184378,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,446512,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Federal-gov,113688,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
39,Private,333305,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,45,United-States,>50K
19,Private,118535,12th,8,Never-married,Sales,Own-child,White,Female,0,0,18,United-States,<=50K
56,Private,76142,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Local-gov,38795,9th,5,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,208478,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,18,<undefined>,<=50K
69,Private,203313,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,991,0,18,United-States,<=50K
62,Private,247483,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
62,State-gov,198686,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,56118,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,359808,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,231554,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,50,United-States,<=50K
33,Private,34848,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,199934,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,7298,0,40,United-States,>50K
29,Private,196243,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Self-emp-inc,66360,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,6418,0,35,United-States,>50K
18,Private,189487,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
22,Private,194848,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,167309,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,40,United-States,>50K
44,Private,192878,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
48,Private,70209,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
52,Federal-gov,123011,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Self-emp-not-inc,135339,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7688,0,20,China,>50K
48,Federal-gov,497486,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,1471,0,40,United-States,<=50K
25,Private,178478,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,149909,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
37,Private,103323,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Private,239404,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,45,United-States,<=50K
67,Private,165082,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
36,Private,389725,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
47,Private,374580,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,52,United-States,<=50K
36,<undefined>,187983,HS-grad,9,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,259300,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,16,United-States,<=50K
19,Private,277695,9th,5,Never-married,Farming-fishing,Other-relative,White,Male,0,0,16,Mexico,<=50K
24,Private,230248,7th-8th,4,Separated,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,196342,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
17,Private,160968,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,16,United-States,<=50K
28,Private,115438,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,231043,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,3908,0,45,United-States,<=50K
35,Private,129597,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,46,United-States,<=50K
24,Local-gov,387108,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
43,Private,105936,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,>50K
20,Private,107242,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
55,Private,125000,Masters,14,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
22,Private,229456,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,35,United-States,<=50K
20,Private,230113,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
44,Private,106698,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,133454,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,295520,9th,5,Widowed,Sales,Unmarried,Black,Female,0,0,25,United-States,<=50K
26,Private,151551,Some-college,10,Separated,Sales,Own-child,Amer-Indian-Eskimo,Male,2597,0,48,United-States,<=50K
58,Private,100313,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1902,40,United-States,>50K
23,Private,320294,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,162381,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,183898,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,2354,0,40,United-States,<=50K
41,Self-emp-inc,32016,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,62,United-States,<=50K
31,Private,117028,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,280278,HS-grad,9,Widowed,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
57,Private,342906,9th,5,Married-civ-spouse,Sales,Husband,Black,Male,0,0,55,United-States,>50K
25,Private,181598,11th,7,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,224059,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,148549,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Private,97355,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
37,Private,154571,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
43,Self-emp-inc,140988,Bachelors,13,Married-civ-spouse,Sales,Other-relative,Asian-Pac-Islander,Male,0,0,45,India,<=50K
20,Private,148409,Some-college,10,Never-married,Sales,Other-relative,White,Male,1055,0,20,United-States,<=50K
40,Local-gov,150755,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,75,United-States,>50K
27,Private,87006,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1579,40,United-States,<=50K
35,Private,112158,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,121488,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,State-gov,283635,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,69758,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
40,Private,199900,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,55,United-States,>50K
54,Private,88019,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
28,Private,31935,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Private,323055,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,189498,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
52,Private,89041,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,112507,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
19,Private,236940,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,278514,HS-grad,9,Divorced,Craft-repair,Own-child,White,Female,0,0,42,United-States,<=50K
21,<undefined>,433330,Some-college,10,Never-married,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
25,Private,258379,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,32,United-States,<=50K
44,Private,162028,11th,7,Divorced,Sales,Unmarried,White,Female,0,0,44,United-States,<=50K
20,Private,197997,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,98350,10th,6,Married-spouse-absent,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,37,China,<=50K
39,Private,165848,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,178615,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,228939,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
27,Private,210498,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
53,Private,154891,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,165937,Assoc-voc,11,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
23,<undefined>,138768,Bachelors,13,Never-married,<undefined>,Own-child,White,Male,2907,0,40,United-States,<=50K
39,Private,160120,Some-college,10,Never-married,Machine-op-inspct,Other-relative,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
30,Private,382368,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,123011,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
33,Private,119033,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,496856,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
44,Private,194049,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
30,Private,299223,Some-college,10,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
66,Private,174788,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
39,Private,176101,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,38948,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,271933,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,United-States,<=50K
17,Private,122041,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
43,Private,115932,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,>50K
46,Private,265105,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,100828,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
60,Private,121319,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3137,0,40,Poland,<=50K
63,Private,308028,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,5013,0,40,United-States,<=50K
42,Private,213214,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,348618,9th,5,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,Mexico,<=50K
33,Private,275632,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,239161,Some-college,10,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
20,Private,215495,9th,5,Never-married,Exec-managerial,Other-relative,White,Female,0,0,40,Mexico,<=50K
30,Private,214063,Some-college,10,Never-married,Farming-fishing,Other-relative,Black,Male,0,0,72,United-States,<=50K
37,Private,122493,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
33,<undefined>,211699,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Self-emp-not-inc,175622,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
65,Private,153522,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,17,United-States,<=50K
35,Private,258339,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
27,Private,119793,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,133503,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1977,45,United-States,>50K
18,Private,162840,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
41,Local-gov,67671,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,188888,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1340,40,United-States,<=50K
45,Private,140644,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,126154,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,245659,Some-college,10,Separated,Other-service,Unmarried,White,Female,0,0,38,El-Salvador,<=50K
28,Private,129624,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
47,Private,104068,HS-grad,9,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
30,Private,337908,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,20,United-States,<=50K
36,Private,161141,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,162228,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,116391,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,314310,HS-grad,9,Married-spouse-absent,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
61,<undefined>,394534,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,6,United-States,<=50K
29,Private,308136,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,194698,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,<undefined>,67793,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,60,United-States,<=50K
29,Local-gov,302422,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,1564,56,United-States,>50K
27,Private,289147,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,229826,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,20,United-States,<=50K
22,<undefined>,154235,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,3781,0,35,United-States,<=50K
49,Self-emp-inc,246739,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
35,Private,188041,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,187440,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
37,Local-gov,105266,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,249208,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,48,United-States,>50K
26,Private,203492,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,71076,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
55,Federal-gov,146477,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
47,Private,201699,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K
59,Private,205949,HS-grad,9,Separated,Craft-repair,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
70,Private,90245,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,5,United-States,<=50K
53,Federal-gov,177647,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,France,>50K
39,Private,126494,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,257735,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,1161363,Some-college,10,Separated,Tech-support,Unmarried,White,Female,0,0,50,Columbia,<=50K
19,<undefined>,257343,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,221452,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
74,Private,260669,10th,6,Divorced,Other-service,Not-in-family,White,Female,0,0,1,United-States,<=50K
40,Private,192344,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
35,Private,80479,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,108808,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,175674,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
38,Private,272950,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Self-emp-not-inc,160786,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
46,Self-emp-not-inc,122206,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,121168,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,209547,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
29,Federal-gov,244473,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
39,Private,176296,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,60,United-States,<=50K
31,Private,91666,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,60,United-States,<=50K
50,Local-gov,191025,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,4650,0,70,United-States,<=50K
31,State-gov,63704,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,31659,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,191230,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,25,United-States,<=50K
28,Private,56340,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
21,Private,221157,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,30,United-States,<=50K
57,Local-gov,143910,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Local-gov,435836,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,<undefined>,61499,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,209182,Preschool,1,Separated,Other-service,Unmarried,White,Female,0,0,40,El-Salvador,<=50K
36,Self-emp-inc,107218,Some-college,10,Divorced,Sales,Unmarried,Asian-Pac-Islander,Male,0,0,55,United-States,<=50K
51,Private,55500,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,357962,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,White,Male,0,0,48,United-States,<=50K
43,Private,200355,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
38,Private,320451,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
51,Local-gov,184542,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,State-gov,206927,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,54310,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
35,Private,208165,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
40,Private,146908,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
39,Private,318416,10th,6,Separated,Other-service,Own-child,Black,Female,0,0,12,United-States,<=50K
47,Self-emp-inc,207540,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
23,Private,69911,Preschool,1,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,305304,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
25,Local-gov,295289,HS-grad,9,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Private,275110,Some-college,10,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,42,United-States,<=50K
30,Private,339773,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
57,State-gov,399246,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,1485,40,China,<=50K
37,Self-emp-inc,51264,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
39,Private,49020,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3103,0,48,United-States,>50K
37,Private,178100,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
45,<undefined>,215943,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,176178,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
25,State-gov,180884,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
61,State-gov,130466,HS-grad,9,Widowed,Adm-clerical,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
59,Private,328525,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,2414,0,15,United-States,<=50K
28,Private,142712,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,176321,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,145041,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Cuba,>50K
29,Private,95423,HS-grad,9,Married-AF-spouse,Transport-moving,Husband,White,Male,0,0,80,United-States,<=50K
49,Self-emp-not-inc,215096,9th,5,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
41,Local-gov,177599,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
33,Private,123920,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,201490,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,46990,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,20,United-States,>50K
32,Private,388672,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,16,United-States,<=50K
48,Private,149210,Bachelors,13,Divorced,Sales,Not-in-family,Black,Male,0,0,40,United-States,>50K
24,Private,134787,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,185407,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,>50K
31,State-gov,86143,HS-grad,9,Never-married,Protective-serv,Other-relative,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
23,Private,41721,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
35,Private,195744,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,96062,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,215150,9th,5,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
52,Private,270728,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,48,Cuba,<=50K
44,Private,75012,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
43,Private,206139,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
39,Private,50700,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,224258,7th-8th,4,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Mexico,>50K
31,Private,240441,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,1564,40,United-States,>50K
40,Self-emp-not-inc,406811,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
28,Local-gov,34452,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,361341,12th,8,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Female,0,0,25,Thailand,<=50K
35,Private,78247,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,106900,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
40,Self-emp-not-inc,165108,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,England,<=50K
20,Private,406641,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
55,Private,171467,HS-grad,9,Divorced,Craft-repair,Unmarried,Black,Male,0,0,48,United-States,>50K
30,Private,341187,7th-8th,4,Separated,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
38,Private,119177,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
75,Private,104896,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,2653,0,20,United-States,<=50K
17,Private,342752,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
79,<undefined>,76641,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,20051,0,40,Poland,>50K
20,Private,47541,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
25,Private,233461,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Private,303954,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
19,Private,163015,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
21,Private,75763,Some-college,10,Married-civ-spouse,Sales,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
19,Private,43003,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
42,Private,328239,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,130856,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
47,Self-emp-not-inc,190072,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Iran,>50K
59,Private,170148,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
50,Private,104501,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
48,Self-emp-inc,213140,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
33,Local-gov,175509,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,173611,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,148995,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,99999,0,30,United-States,>50K
24,Private,64520,7th-8th,4,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,139822,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
24,Private,258700,5th-6th,3,Never-married,Farming-fishing,Other-relative,Black,Male,0,0,40,Mexico,<=50K
29,Private,34796,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,124963,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K
24,Private,65743,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
28,Private,161087,Some-college,10,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,45,Jamaica,<=50K
63,<undefined>,424591,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
36,Federal-gov,203836,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
58,State-gov,110199,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,316059,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,36,United-States,<=50K
42,Private,255667,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
39,Private,193689,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,60722,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
39,Private,187847,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,233275,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
51,Private,215404,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,15024,0,40,United-States,>50K
45,Private,201865,Bachelors,13,Married-spouse-absent,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Private,118889,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,State-gov,368739,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,123833,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,1408,40,United-States,<=50K
38,Private,171344,11th,7,Married-spouse-absent,Transport-moving,Own-child,White,Male,0,0,36,Mexico,<=50K
39,Private,153976,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,374883,Assoc-voc,11,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
17,Private,167658,12th,8,Never-married,Sales,Own-child,White,Female,0,0,6,United-States,<=50K
31,Private,348504,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,258509,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,24,United-States,<=50K
47,State-gov,108890,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,1831,0,38,United-States,<=50K
28,Private,188236,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,<undefined>,355571,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Private,425049,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
29,Private,142555,Masters,14,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,42,United-States,<=50K
42,Self-emp-not-inc,29320,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,0,0,60,United-States,>50K
52,Federal-gov,207841,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,187329,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,270973,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,197332,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,46,United-States,>50K
21,<undefined>,175166,Some-college,10,Never-married,<undefined>,Own-child,White,Female,2176,0,40,United-States,<=50K
45,Local-gov,160187,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,197918,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
74,Private,192290,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,20,United-States,<=50K
29,Private,241895,HS-grad,9,Married-civ-spouse,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
39,Local-gov,164515,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,147206,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,45,United-States,>50K
23,Self-emp-inc,306868,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Local-gov,169837,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
61,<undefined>,124648,10th,6,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,185057,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,>50K
23,Private,240049,Preschool,1,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K
18,Private,164441,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
38,Private,179314,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,319854,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,4650,0,35,United-States,<=50K
19,Self-emp-inc,148955,Some-college,10,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,35,South,<=50K
23,Private,32950,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,4101,0,40,United-States,<=50K
37,Private,206699,HS-grad,9,Divorced,Tech-support,Own-child,White,Male,0,0,45,United-States,<=50K
25,Private,385646,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,31438,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,43,<undefined>,<=50K
45,Private,168598,12th,8,Married-civ-spouse,Adm-clerical,Wife,Black,Female,3103,0,40,United-States,>50K
32,Private,97306,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,48,United-States,<=50K
65,<undefined>,106910,11th,7,Divorced,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,15,United-States,<=50K
18,Self-emp-not-inc,29582,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,220284,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,40,Mexico,<=50K
29,Private,110226,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,65,<undefined>,<=50K
53,Private,240914,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,115496,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
27,Private,105817,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
24,State-gov,330836,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,36327,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,33423,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
45,Private,75673,Assoc-voc,11,Widowed,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
36,Private,185744,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,35,United-States,>50K
36,Private,186035,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
44,Local-gov,196456,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,1669,40,United-States,<=50K
24,Private,111450,HS-grad,9,Never-married,Transport-moving,Unmarried,Black,Male,0,0,40,United-States,<=50K
39,Private,115289,Some-college,10,Divorced,Sales,Own-child,White,Male,0,1380,70,United-States,<=50K
50,Private,74879,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,117312,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,40,United-States,>50K
58,Private,272902,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Self-emp-inc,220230,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,48,United-States,<=50K
24,Private,90934,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,55,United-States,<=50K
52,Self-emp-inc,234286,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
46,Private,364548,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,8614,0,40,United-States,>50K
50,Self-emp-inc,283676,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
34,Private,195602,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
40,Private,70761,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
53,Private,142717,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,124242,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
58,<undefined>,53481,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,70,United-States,<=50K
26,Private,287797,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,188274,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,171968,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
78,<undefined>,74795,Assoc-acdm,12,Widowed,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
36,Private,218490,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Germany,>50K
43,Local-gov,94937,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,28,United-States,<=50K
60,Private,109511,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
49,Local-gov,269527,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
50,Self-emp-inc,201689,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,63,<undefined>,>50K
34,Self-emp-not-inc,120672,7th-8th,4,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,10,United-States,<=50K
46,Private,130779,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
46,Local-gov,441542,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
69,Private,114801,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
32,Private,180284,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Local-gov,27444,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
61,Private,180382,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3411,0,45,United-States,<=50K
56,Private,143266,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
47,Private,139268,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,126208,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
37,Private,186191,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,46,United-States,<=50K
51,Private,197163,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,2559,50,United-States,>50K
44,State-gov,193524,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
33,Private,181388,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Self-emp-not-inc,124963,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,>50K
24,Private,188925,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,149230,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
40,Private,388725,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,113543,Masters,14,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
61,<undefined>,187636,Bachelors,13,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Self-emp-inc,267763,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,<=50K
69,Federal-gov,143849,11th,7,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
41,Self-emp-not-inc,97277,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,10,United-States,<=50K
40,Private,199303,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,124852,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
26,Private,50053,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
53,Private,97005,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,>50K
90,<undefined>,175444,7th-8th,4,Separated,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
39,Private,337898,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
51,Federal-gov,124076,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Federal-gov,277420,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Puerto-Rico,>50K
51,Private,280278,10th,6,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
17,Private,241185,12th,8,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
42,Private,202188,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,1741,50,United-States,<=50K
42,Private,198422,Some-college,10,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
29,Private,82242,Prof-school,15,Never-married,Prof-specialty,Unmarried,White,Male,27828,0,45,Germany,>50K
33,Private,178429,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
47,Private,185866,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,<undefined>,>50K
43,Private,212847,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Self-emp-not-inc,219661,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,9,United-States,>50K
40,Private,321856,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,>50K
21,Private,313873,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
31,Private,144064,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,139586,Assoc-voc,11,Widowed,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,>50K
32,Private,419691,12th,8,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
66,<undefined>,212759,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,6767,0,20,United-States,<=50K
27,Private,195562,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,20,United-States,<=50K
40,Private,205706,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
27,Private,131310,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
18,Private,54440,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
43,Private,200734,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
52,Private,81859,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
31,Private,159589,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,85,United-States,<=50K
28,Private,300915,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
44,Private,185057,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
37,Self-emp-not-inc,42044,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,84,United-States,<=50K
35,Private,166416,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
42,Private,212737,9th,5,Separated,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
18,Private,236069,10th,6,Never-married,Other-service,Own-child,Black,Male,0,0,10,United-States,<=50K
46,Self-emp-inc,216414,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,1977,60,United-States,>50K
54,Federal-gov,27432,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
54,Private,145419,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1672,50,United-States,<=50K
56,Private,147202,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,Germany,<=50K
27,Private,29261,Some-college,10,Never-married,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
26,Private,359543,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
41,Local-gov,227644,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,90021,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,<undefined>,<=50K
32,Private,188154,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,110142,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
36,Private,186415,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,65,United-States,<=50K
37,Private,175720,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,172865,5th-6th,3,Never-married,Farming-fishing,Own-child,White,Male,0,0,25,Mexico,<=50K
46,Private,35969,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,51,United-States,<=50K
24,Private,433330,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Self-emp-inc,160261,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Male,0,0,35,Taiwan,<=50K
55,Private,189528,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
64,Local-gov,113324,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Local-gov,118500,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,Private,89681,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,99,United-States,<=50K
46,Federal-gov,199925,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,102308,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
18,Private,444607,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,176998,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,<undefined>,94559,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Other,Female,7688,0,50,<undefined>,>50K
34,State-gov,366198,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Germany,>50K
35,Private,180686,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,40,United-States,<=50K
26,Private,108019,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,3325,0,40,United-States,<=50K
24,Private,153542,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,35,United-States,<=50K
45,Self-emp-not-inc,210364,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,80,United-States,>50K
36,Private,185394,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,34,United-States,<=50K
44,Private,222703,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Nicaragua,<=50K
23,Private,183945,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
57,Private,161964,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
41,Self-emp-not-inc,375574,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,Mexico,>50K
20,Local-gov,312427,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,30,Puerto-Rico,<=50K
32,Private,53373,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
60,Private,166330,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,99999,0,40,United-States,>50K
38,Self-emp-inc,124665,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,20,United-States,<=50K
29,Private,146719,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,45,United-States,<=50K
22,Private,306593,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,156687,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,30,India,<=50K
40,Local-gov,153489,HS-grad,9,Married-civ-spouse,Other-service,Other-relative,White,Male,3137,0,40,United-States,<=50K
59,Private,231377,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,45,United-States,>50K
45,State-gov,127089,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
76,Local-gov,329355,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,13,United-States,<=50K
45,Private,178319,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
49,Local-gov,304246,Masters,14,Separated,Prof-specialty,Unmarried,White,Female,0,0,70,United-States,<=50K
36,Local-gov,174640,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,60,United-States,>50K
22,Private,148294,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
47,Private,298037,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,44,United-States,<=50K
26,Private,98155,HS-grad,9,Married-AF-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
21,Private,102766,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,78529,HS-grad,9,Never-married,Transport-moving,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,136309,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,275357,Assoc-voc,11,Never-married,Tech-support,Own-child,White,Female,0,0,25,United-States,<=50K
31,Self-emp-not-inc,33117,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,England,<=50K
57,Local-gov,199546,Masters,14,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,Private,184128,11th,7,Divorced,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
36,Private,337039,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,Black,Male,14344,0,40,England,>50K
66,Private,126511,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
34,Local-gov,325792,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
80,<undefined>,91901,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
21,Private,119474,HS-grad,9,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
40,Private,153238,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,32,United-States,>50K
49,Local-gov,321851,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
48,Self-emp-not-inc,108557,Some-college,10,Divorced,Sales,Not-in-family,White,Female,3325,0,60,United-States,<=50K
19,State-gov,67217,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,594,0,24,United-States,<=50K
42,Private,195508,11th,7,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
59,Private,102193,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
63,Private,20323,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,122206,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
41,Private,200652,9th,5,Divorced,Other-service,Other-relative,White,Female,0,0,35,United-States,<=50K
42,Private,173590,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1628,40,United-States,<=50K
19,Private,184121,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
45,Local-gov,53123,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
47,Private,175990,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,>50K
47,Private,316101,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,34080,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,England,<=50K
49,Self-emp-not-inc,219718,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
36,Private,126954,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,99185,HS-grad,9,Widowed,Craft-repair,Unmarried,White,Male,0,0,40,United-States,>50K
21,<undefined>,40052,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,2001,45,United-States,<=50K
39,Private,120074,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Self-emp-not-inc,77336,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,60981,Some-college,10,Never-married,Sales,Own-child,White,Female,2176,0,35,United-States,<=50K
59,Private,77884,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
50,Private,65408,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
31,Private,173279,Bachelors,13,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
52,<undefined>,318351,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
41,Self-emp-not-inc,157686,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
45,Private,277434,Assoc-acdm,12,Widowed,Tech-support,Unmarried,White,Male,0,0,40,United-States,>50K
54,Local-gov,184620,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,34443,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,25,United-States,<=50K
50,Private,268553,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,40,United-States,>50K
20,<undefined>,41356,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Female,0,0,32,United-States,<=50K
43,Private,459342,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Local-gov,148549,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,254293,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,2174,0,45,United-States,<=50K
54,Private,104501,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
26,Private,238367,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,180439,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-inc,100029,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
54,Private,215990,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,44,United-States,>50K
32,State-gov,111567,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,49,United-States,>50K
46,Private,319163,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
60,<undefined>,160155,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,12,United-States,<=50K
52,Local-gov,378045,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
44,Private,177083,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Self-emp-inc,119891,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1672,40,United-States,<=50K
57,Private,127779,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,299353,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Private,63861,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,112403,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,35,United-States,<=50K
49,Private,83610,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,66,United-States,>50K
28,Private,452808,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,176871,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Private,100651,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,1980,40,United-States,<=50K
17,Private,266134,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
54,Local-gov,196307,10th,6,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,87891,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,182314,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
55,<undefined>,136819,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,181666,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Own-child,White,Female,0,0,40,<undefined>,<=50K
37,Private,179671,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,27494,HS-grad,9,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,48,United-States,>50K
38,Private,338320,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Canada,<=50K
51,Private,199688,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,96635,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,60,United-States,<=50K
24,Private,165064,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,109856,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
33,Private,82393,HS-grad,9,Never-married,Craft-repair,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
31,Private,209538,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,209891,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,50,United-States,<=50K
32,Self-emp-not-inc,56026,Bachelors,13,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,45,United-States,<=50K
35,Private,210844,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
43,Private,117158,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
40,Private,193144,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,36,United-States,<=50K
19,Self-emp-not-inc,137578,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,53,United-States,<=50K
23,Private,234108,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,32,United-States,<=50K
40,Private,155767,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
59,Private,110820,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,>50K
43,Private,403276,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,147269,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,<undefined>,<=50K
53,Private,123092,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,165673,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
68,Self-emp-inc,182131,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,10605,0,20,United-States,>50K
41,Private,204415,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,>50K
32,Self-emp-not-inc,92531,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
25,State-gov,157028,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,228649,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,147253,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,15,United-States,<=50K
33,Private,160784,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Local-gov,163189,Some-college,10,Married-civ-spouse,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
29,Private,146343,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
20,Private,225811,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,23,United-States,<=50K
68,State-gov,202699,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2377,42,<undefined>,>50K
58,Private,374108,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,93930,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,412248,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
30,Private,427474,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
67,State-gov,160158,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,8,United-States,<=50K
26,Private,159603,Assoc-acdm,12,Never-married,Adm-clerical,Unmarried,White,Female,0,0,32,United-States,<=50K
53,Self-emp-not-inc,101017,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
27,Local-gov,163862,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
29,Without-pay,212588,Some-college,10,Married-civ-spouse,Farming-fishing,Own-child,White,Male,0,0,65,United-States,<=50K
38,State-gov,321943,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
17,Private,317702,9th,5,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
48,Private,287480,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
52,Private,135607,Some-college,10,Widowed,Other-service,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
28,Private,168514,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
18,Private,88642,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
28,Private,227104,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Private,157289,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,213321,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
46,Private,294907,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,251411,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
20,Private,183594,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,189565,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,2174,0,50,United-States,<=50K
55,Private,217802,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,25,United-States,<=50K
20,Private,388156,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,24,United-States,<=50K
54,Private,447555,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,204098,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
43,Private,193882,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,55,United-States,<=50K
17,<undefined>,89870,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
48,State-gov,49595,Masters,14,Divorced,Protective-serv,Not-in-family,White,Male,0,0,72,United-States,<=50K
34,Private,228873,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
66,<undefined>,108185,9th,5,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,176027,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,<undefined>,405374,Some-college,10,Separated,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Private,39606,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Private,178353,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
58,Private,160662,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
54,Self-emp-inc,196328,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,Jamaica,<=50K
45,Private,20534,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,0,41,United-States,<=50K
29,Self-emp-inc,156815,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,360252,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,245056,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
33,Local-gov,422718,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,118081,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,3103,0,42,United-States,<=50K
25,Private,262978,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
25,Private,187577,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
69,<undefined>,259323,Prof-school,15,Divorced,<undefined>,Not-in-family,White,Male,0,0,5,United-States,<=50K
37,Private,160920,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,194247,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,25,United-States,<=50K
39,Private,134367,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,24,United-States,>50K
17,Private,123335,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
27,Local-gov,332249,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,358124,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
55,Private,208019,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
39,Private,318452,11th,7,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
41,Private,207779,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,238376,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
51,Private,673764,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
67,State-gov,239705,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,12,<undefined>,<=50K
40,Private,133974,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
58,Private,138285,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
23,Private,152140,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Local-gov,287920,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
51,Private,289572,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
43,State-gov,78765,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
25,State-gov,99076,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,2597,0,50,United-States,<=50K
36,Self-emp-not-inc,224886,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,2407,0,40,United-States,<=50K
58,Private,206532,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,129529,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Local-gov,202473,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,162312,HS-grad,9,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,40,South,<=50K
45,Private,72844,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,46,United-States,<=50K
49,Private,206947,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,64112,12th,8,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,State-gov,20057,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,38,Philippines,<=50K
42,State-gov,222884,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,132683,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,50,United-States,<=50K
73,<undefined>,177773,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,15,United-States,<=50K
59,Self-emp-not-inc,144071,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,2580,0,15,El-Salvador,<=50K
28,Private,148429,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2885,0,40,United-States,<=50K
19,Private,168601,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
31,State-gov,78291,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Federal-gov,243929,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,48,United-States,<=50K
21,Private,215039,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,13,<undefined>,<=50K
47,Self-emp-not-inc,185673,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
30,Private,121142,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
41,Private,173858,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
59,<undefined>,87247,10th,6,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,England,<=50K
43,Private,334991,Some-college,10,Separated,Transport-moving,Unmarried,White,Male,4934,0,51,United-States,>50K
48,Private,93476,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,2001,40,United-States,<=50K
44,Private,174283,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
44,Private,128676,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
24,Private,205844,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
28,Private,62535,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,<=50K
50,Private,240612,HS-grad,9,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,10,United-States,<=50K
33,Private,176992,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Local-gov,254127,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Female,0,0,50,United-States,<=50K
30,<undefined>,138744,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,128460,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
21,State-gov,56582,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,10,United-States,<=50K
52,Private,153751,9th,5,Separated,Other-service,Not-in-family,Black,Female,0,0,30,United-States,<=50K
26,Private,284343,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,State-gov,312692,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,12,United-States,<=50K
28,Private,111520,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,Nicaragua,<=50K
50,Self-emp-inc,304955,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
28,Private,288598,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
61,Self-emp-not-inc,117387,11th,7,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
32,Private,230484,7th-8th,4,Separated,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
30,Federal-gov,319280,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Local-gov,186416,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Local-gov,147372,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,2444,40,United-States,>50K
36,Private,145933,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,2258,70,United-States,<=50K
28,Private,110164,Some-college,10,Divorced,Other-service,Other-relative,Black,Male,0,0,24,United-States,<=50K
49,Private,225454,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
61,Self-emp-not-inc,220342,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
41,Self-emp-not-inc,144002,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
55,Private,225365,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
36,Private,187983,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
21,Private,89991,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,225913,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
49,Self-emp-inc,229737,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,37,United-States,>50K
59,Private,145574,11th,7,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,274363,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,80,United-States,>50K
59,Private,365390,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,266467,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
42,Private,183384,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Local-gov,112797,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,60,United-States,<=50K
45,Federal-gov,76008,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
36,Private,156780,HS-grad,9,Never-married,Sales,Other-relative,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
42,Local-gov,186909,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
25,Private,25497,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,102771,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
58,Self-emp-not-inc,248841,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
39,Private,30916,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,123270,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Self-emp-not-inc,210165,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,222596,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Male,0,0,50,United-States,>50K
53,Self-emp-inc,188067,Some-college,10,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,119592,Assoc-acdm,12,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,2824,40,<undefined>,>50K
27,Private,250314,9th,5,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,Guatemala,<=50K
60,Private,205934,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
46,Private,186172,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,40,United-States,>50K
56,Self-emp-inc,98418,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,40,United-States,>50K
36,Private,329980,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,27828,0,40,United-States,>50K
56,Private,147653,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,32,United-States,<=50K
35,<undefined>,195946,Some-college,10,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
29,Self-emp-inc,168221,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1740,70,United-States,<=50K
19,Private,151801,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,39,United-States,<=50K
38,Private,177154,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
40,Federal-gov,73883,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
52,Private,175714,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
22,Private,43535,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
32,State-gov,104509,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
27,Private,118230,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,152046,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,Guatemala,<=50K
36,Private,52327,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,40,Iran,>50K
22,Private,218886,12th,8,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,84119,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,189674,Bachelors,13,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
22,Private,222993,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Male,0,0,54,United-States,<=50K
29,Private,47429,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
42,Private,144995,Preschool,1,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,25,United-States,<=50K
45,Private,187969,Assoc-voc,11,Never-married,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
33,Private,288398,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
39,Private,114591,Some-college,10,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,167737,12th,8,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Local-gov,248834,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
30,Private,165686,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Self-emp-not-inc,40200,Some-college,10,Widowed,Craft-repair,Not-in-family,Black,Male,0,0,35,United-States,<=50K
43,Self-emp-inc,117158,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
47,Local-gov,216657,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,>50K
61,Private,124242,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,India,<=50K
39,Local-gov,239119,Masters,14,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,Dominican-Republic,<=50K
47,Private,190072,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,50,United-States,<=50K
19,Private,378114,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,25,United-States,<=50K
37,Private,236990,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3464,0,40,United-States,<=50K
31,Private,101761,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,51,United-States,<=50K
69,Self-emp-not-inc,37745,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,8,United-States,<=50K
22,<undefined>,424494,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
29,Private,130438,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,100605,Some-college,10,Never-married,Machine-op-inspct,Own-child,Other,Male,0,0,14,United-States,<=50K
42,Private,220776,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,40,Poland,<=50K
30,Local-gov,154950,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,>50K
28,Private,192283,Masters,14,Married-spouse-absent,Sales,Not-in-family,White,Female,0,0,80,United-States,>50K
27,Private,210765,Assoc-voc,11,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,147476,HS-grad,9,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,State-gov,193241,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1651,40,United-States,<=50K
22,Private,109053,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,265618,HS-grad,9,Separated,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
38,Local-gov,172855,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,1887,40,United-States,>50K
27,Private,68848,Bachelors,13,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
30,Private,229051,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,37,United-States,<=50K
27,Private,106039,Bachelors,13,Divorced,Prof-specialty,Own-child,White,Female,0,0,50,United-States,<=50K
25,Private,112835,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,<undefined>,205396,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
32,Private,283400,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
70,Private,195739,10th,6,Widowed,Craft-repair,Unmarried,White,Male,0,0,45,United-States,<=50K
50,Private,36480,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,303291,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
34,Private,293900,11th,7,Married-spouse-absent,Craft-repair,Not-in-family,Black,Male,0,0,55,United-States,<=50K
57,Self-emp-not-inc,165922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,65738,Masters,14,Never-married,Other-service,Not-in-family,White,Female,0,0,32,United-States,<=50K
49,Private,175070,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,339814,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,40,United-States,>50K
26,Private,150132,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
31,Private,377374,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,Japan,<=50K
60,Self-emp-not-inc,166153,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,110171,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
26,Private,94477,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,55,United-States,>50K
27,Private,194243,Prof-school,15,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,106347,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
59,Private,214865,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
19,<undefined>,185619,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,96445,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
22,Private,102632,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,209034,Assoc-acdm,12,Married-civ-spouse,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,State-gov,153486,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
43,Private,144371,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,42,United-States,>50K
24,Private,186213,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
60,Private,188236,10th,6,Widowed,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,418405,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Federal-gov,125796,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,183304,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,99,United-States,>50K
34,Private,329587,10th,6,Separated,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Local-gov,182570,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
38,Private,446654,9th,5,Married-spouse-absent,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
34,Self-emp-not-inc,254304,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,4508,0,90,United-States,<=50K
53,Local-gov,131258,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
23,Private,103632,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,241895,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,244945,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,20795,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
17,Private,347322,10th,6,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,Local-gov,103995,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,1876,54,United-States,<=50K
32,Private,53206,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
43,<undefined>,387839,HS-grad,9,Never-married,<undefined>,Other-relative,White,Female,0,0,40,United-States,<=50K
18,Private,57108,11th,7,Never-married,Sales,Own-child,White,Male,0,0,16,United-States,<=50K
62,Private,177791,10th,6,Divorced,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,33794,Masters,14,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,249935,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,<=50K
73,Self-emp-not-inc,241121,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,98586,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
26,Private,181920,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
23,Private,434467,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
30,Private,113364,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Vietnam,<=50K
51,Private,249706,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Self-emp-not-inc,95455,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
39,Private,209867,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,13550,0,45,United-States,>50K
35,Self-emp-inc,79586,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
41,Private,289669,HS-grad,9,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,347166,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,4650,0,40,United-States,<=50K
40,Private,53835,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
46,Local-gov,14878,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
31,Private,266126,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
41,Self-emp-inc,146659,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Honduras,<=50K
42,Private,125280,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3137,0,40,United-States,<=50K
23,Private,173535,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
21,<undefined>,77665,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
49,Private,280525,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
53,Private,479621,Assoc-voc,11,Divorced,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
38,Local-gov,194630,Bachelors,13,Never-married,Protective-serv,Not-in-family,White,Female,4787,0,43,United-States,>50K
36,Private,247600,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,40,Taiwan,<=50K
32,Private,258406,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,72,Mexico,<=50K
20,Private,107746,11th,7,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,Guatemala,<=50K
17,<undefined>,47407,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,10,United-States,<=50K
22,Private,229987,Some-college,10,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Female,0,0,32,United-States,<=50K
25,Private,312338,Assoc-voc,11,Never-married,Craft-repair,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
58,Private,225394,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,<=50K
24,Private,373718,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K
48,State-gov,120131,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,8614,0,40,United-States,>50K
20,Private,472789,1st-4th,2,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,30,El-Salvador,<=50K
60,Self-emp-not-inc,27886,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
20,Private,138352,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
52,Private,123011,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
36,Private,306567,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,40,United-States,>50K
46,Local-gov,187749,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
22,Private,260594,11th,7,Never-married,Sales,Unmarried,White,Female,0,0,25,United-States,<=50K
19,Private,236879,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,35,United-States,<=50K
37,Private,186808,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
30,Private,373213,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,>50K
44,Private,187629,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,25,United-States,<=50K
63,<undefined>,106648,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
22,Private,305781,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,45,Canada,<=50K
31,Self-emp-inc,256362,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3908,0,50,United-States,<=50K
17,Private,239947,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,349041,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,Private,105252,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Private,182715,7th-8th,4,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,166210,HS-grad,9,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
20,Private,113200,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,6,United-States,<=50K
27,Private,142075,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,24,United-States,<=50K
35,Private,454843,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
19,Private,142219,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
36,Private,112512,12th,8,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
43,Private,212894,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
62,State-gov,265201,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,251905,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,2339,40,Canada,<=50K
18,Private,170627,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
59,Private,354037,Prof-school,15,Married-civ-spouse,Transport-moving,Husband,Black,Male,15024,0,50,United-States,>50K
37,Private,259089,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,21856,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Local-gov,207946,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,43,United-States,<=50K
29,Private,77009,11th,7,Separated,Sales,Not-in-family,White,Female,0,2754,42,United-States,<=50K
33,Private,36539,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
62,Private,176811,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,456062,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,55,United-States,>50K
28,Private,277746,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,288132,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
46,Federal-gov,344415,Masters,14,Married-civ-spouse,Armed-Forces,Husband,White,Male,0,1887,40,United-States,>50K
54,Self-emp-inc,206964,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1977,40,United-States,>50K
34,Private,198091,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,United-States,<=50K
67,<undefined>,150264,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,Canada,>50K
62,Private,588484,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,>50K
30,Private,113364,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Poland,<=50K
19,Private,270551,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
49,<undefined>,31478,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,99,United-States,<=50K
27,Private,190525,Assoc-voc,11,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,45,United-States,<=50K
36,Private,153066,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
52,Private,150393,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
47,Private,99911,12th,8,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
57,Local-gov,343447,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
64,Private,169482,Some-college,10,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
56,<undefined>,32855,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,194501,11th,7,Widowed,Other-service,Own-child,White,Female,0,0,47,United-States,<=50K
53,Private,177705,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
31,Private,123983,Some-college,10,Separated,Sales,Unmarried,Asian-Pac-Islander,Male,0,0,40,South,<=50K
41,Private,138975,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,45,United-States,>50K
45,Local-gov,235431,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
63,<undefined>,83043,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,2179,45,United-States,<=50K
45,State-gov,130206,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
23,Private,210053,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
39,Local-gov,249392,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,72,United-States,<=50K
31,Private,87418,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-not-inc,190387,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
54,Private,176240,Masters,14,Married-civ-spouse,Transport-moving,Husband,White,Male,7688,0,60,United-States,>50K
22,<undefined>,211013,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,Mexico,<=50K
40,Local-gov,105862,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,5455,0,40,United-States,<=50K
55,Self-emp-not-inc,185195,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,173495,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Self-emp-inc,78634,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,147284,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,99,United-States,>50K
46,Self-emp-not-inc,82572,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,154641,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Local-gov,39236,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,594,0,25,United-States,<=50K
17,<undefined>,64785,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
48,Self-emp-not-inc,179337,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,England,<=50K
73,Private,173047,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,15,United-States,<=50K
25,Private,264012,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
53,Federal-gov,227836,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,321327,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,45,United-States,>50K
45,Self-emp-inc,108100,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,99999,0,25,<undefined>,>50K
37,Private,146398,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
30,Private,324120,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,367329,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,State-gov,301582,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
75,<undefined>,222789,Bachelors,13,Widowed,<undefined>,Not-in-family,White,Female,0,0,6,United-States,<=50K
58,Private,170108,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Self-emp-not-inc,82297,7th-8th,4,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,50,United-States,<=50K
62,Local-gov,180162,9th,5,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,24,United-States,<=50K
45,Local-gov,348172,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,7298,0,40,United-States,>50K
38,Private,809585,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-not-inc,67728,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
70,<undefined>,163057,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,2009,0,40,United-States,<=50K
42,Self-emp-not-inc,102069,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
47,Local-gov,149700,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,35,United-States,>50K
42,Self-emp-not-inc,109273,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
43,Private,393354,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,38,United-States,>50K
37,Private,226947,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,State-gov,86805,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,7298,0,39,United-States,>50K
27,Private,493689,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Female,0,0,40,France,<=50K
54,Private,299324,5th-6th,3,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,0,0,40,Mexico,<=50K
48,Self-emp-not-inc,353012,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
29,Private,174419,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
29,Private,209472,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,38,United-States,<=50K
37,Private,295127,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,47,United-States,<=50K
55,Self-emp-inc,182273,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
67,Private,228200,HS-grad,9,Married-civ-spouse,Priv-house-serv,Wife,Black,Female,0,0,20,United-States,<=50K
51,Private,263836,HS-grad,9,Widowed,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,178948,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
41,Private,43945,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
64,Self-emp-not-inc,253296,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
23,Private,240137,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,Mexico,<=50K
49,Private,24712,Bachelors,13,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Philippines,<=50K
38,Self-emp-not-inc,342635,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,<=50K
62,Private,115387,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Female,0,0,40,United-States,<=50K
62,Self-emp-not-inc,182998,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,10,United-States,<=50K
70,<undefined>,133248,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,14,United-States,<=50K
45,Self-emp-not-inc,246891,Masters,14,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,30035,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,175232,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
50,Self-emp-inc,140516,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,64980,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,55,United-States,>50K
30,Private,155781,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
52,Federal-gov,192065,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,227890,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,50,United-States,>50K
62,Self-emp-not-inc,162249,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
31,Private,165949,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Private,445382,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Private,211948,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,1590,40,United-States,<=50K
53,Private,163678,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
42,Private,89413,12th,8,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,289700,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,United-States,<=50K
51,Private,163826,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
49,Private,185385,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
43,Private,169031,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,54611,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,130620,11th,7,Married-spouse-absent,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,India,<=50K
26,Private,328663,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Other,Male,0,0,40,United-States,<=50K
50,Private,169646,Bachelors,13,Separated,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
35,Private,186815,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,103925,Some-college,10,Never-married,Tech-support,Other-relative,White,Female,0,0,40,United-States,<=50K
53,<undefined>,150393,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,1504,35,United-States,<=50K
20,Private,82777,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,16,United-States,<=50K
31,Local-gov,178449,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,51672,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
46,Private,380162,HS-grad,9,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,>50K
21,Private,212114,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,8,United-States,<=50K
41,Self-emp-not-inc,100800,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,70,United-States,>50K
30,Private,162572,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,70,United-States,>50K
66,Self-emp-inc,179951,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
37,Self-emp-inc,190759,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
74,State-gov,236012,7th-8th,4,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,20,United-States,<=50K
46,State-gov,164023,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,70,United-States,>50K
51,Private,172046,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
33,Private,182926,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
30,Private,151001,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3464,0,40,Mexico,<=50K
47,Self-emp-inc,362835,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
49,Private,97883,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Private,91911,HS-grad,9,Divorced,Craft-repair,Unmarried,Black,Female,0,0,48,United-States,<=50K
24,Private,278130,Assoc-voc,11,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,146310,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,379412,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,37987,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
46,Self-emp-inc,256909,HS-grad,9,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,3325,0,45,United-States,<=50K
37,State-gov,482927,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,65,United-States,<=50K
48,State-gov,44434,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,61,United-States,>50K
25,Private,255474,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,<undefined>,303674,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,3103,0,20,United-States,<=50K
44,<undefined>,195488,12th,8,Separated,<undefined>,Not-in-family,White,Female,0,0,36,Puerto-Rico,<=50K
58,<undefined>,114362,Some-college,10,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,30,United-States,<=50K
27,Private,341504,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
69,Private,197080,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Male,0,0,8,United-States,<=50K
38,Private,102945,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
47,Private,503454,12th,8,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,87561,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
46,Private,270693,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,3674,0,30,United-States,<=50K
27,Private,252813,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
19,Private,574271,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
18,Private,184016,HS-grad,9,Married-civ-spouse,Priv-house-serv,Not-in-family,White,Female,3103,0,40,United-States,<=50K
24,Private,235071,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
32,Private,158242,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,299810,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
19,Private,277695,Preschool,1,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,36,Hong,<=50K
28,Private,23324,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Local-gov,316582,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,<=50K
38,Self-emp-not-inc,176657,Some-college,10,Separated,Sales,Not-in-family,Asian-Pac-Islander,Male,0,0,60,Japan,<=50K
42,Private,93770,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,>50K
31,Private,124569,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
46,Private,117313,9th,5,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Ireland,<=50K
53,Private,53812,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,54,United-States,<=50K
21,Private,170456,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
48,Self-emp-not-inc,115971,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,31432,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,3103,0,52,United-States,>50K
30,Private,112383,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,283092,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Male,0,0,40,Jamaica,<=50K
32,Private,27207,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,46712,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,State-gov,19520,Doctorate,16,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
56,Private,98630,7th-8th,4,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,159897,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,37,United-States,<=50K
38,Private,136629,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Iran,<=50K
19,Private,407759,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,221884,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
49,Private,148475,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,274964,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
50,Self-emp-inc,160107,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
43,Private,167265,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,84,United-States,>50K
34,Private,148226,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,48,United-States,<=50K
28,Private,153869,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,208881,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,256953,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,44,United-States,<=50K
26,Private,100147,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
51,Local-gov,166461,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,>50K
35,Private,171327,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,297335,Assoc-acdm,12,Married-spouse-absent,Exec-managerial,Unmarried,Asian-Pac-Islander,Female,0,0,31,Laos,<=50K
63,<undefined>,133166,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,12,United-States,<=50K
31,Private,169589,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
22,Local-gov,273734,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
67,Private,158301,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
50,<undefined>,257117,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
63,Private,196725,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,24,United-States,<=50K
31,Private,137444,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
17,Private,286960,11th,7,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
41,Local-gov,201435,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
53,Local-gov,216931,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,38,United-States,<=50K
44,Local-gov,212665,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,99,United-States,<=50K
24,Private,462820,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,198841,Assoc-voc,11,Divorced,Tech-support,Own-child,White,Male,0,0,35,United-States,<=50K
61,Private,219886,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
31,Private,163003,Assoc-acdm,12,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
44,Private,112262,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,5178,0,40,United-States,>50K
56,Private,213105,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,36,United-States,>50K
66,Private,302072,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,338105,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
69,Self-emp-not-inc,58213,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,45,United-States,>50K
64,Private,125684,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,215419,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,36,United-States,>50K
43,Local-gov,413760,Some-college,10,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Private,205339,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,49,United-States,<=50K
19,Private,236570,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,16,United-States,<=50K
59,Self-emp-not-inc,247552,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
50,Federal-gov,184007,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,341187,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
56,Private,220187,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
28,Private,198258,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,175821,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,34,United-States,<=50K
42,Private,92288,Masters,14,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
34,Private,261418,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,203319,11th,7,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
68,Self-emp-not-inc,166083,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,109001,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
81,<undefined>,106765,Some-college,10,Widowed,<undefined>,Unmarried,White,Female,0,0,4,United-States,<=50K
22,Self-emp-not-inc,197387,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
58,Private,284834,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,87535,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,25,United-States,<=50K
17,Local-gov,175587,11th,7,Never-married,Protective-serv,Own-child,White,Male,0,0,30,United-States,<=50K
25,Private,242700,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,10520,0,50,United-States,>50K
23,Private,161478,Some-college,10,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,23,United-States,<=50K
25,Private,51498,12th,8,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
47,Private,220124,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,188503,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,60,United-States,>50K
44,Private,113324,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,208872,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Self-emp-not-inc,34180,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,292023,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,30,United-States,<=50K
34,Private,141118,Bachelors,13,Married-spouse-absent,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
33,Private,348592,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
38,Private,185203,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
52,Self-emp-not-inc,165278,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,116933,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,33,United-States,<=50K
38,Private,237608,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,2444,45,United-States,>50K
35,Private,84787,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
67,Self-emp-not-inc,217892,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,10605,0,35,United-States,>50K
60,Private,325971,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7688,0,40,United-States,>50K
44,Private,206878,HS-grad,9,Never-married,Sales,Other-relative,White,Female,0,0,15,United-States,<=50K
38,Self-emp-not-inc,127772,HS-grad,9,Divorced,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
29,Private,208577,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
65,Private,344152,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,5556,0,50,United-States,>50K
33,Private,40681,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,<undefined>,95108,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,280603,11th,7,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
43,Private,188436,Prof-school,15,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,134220,Assoc-voc,11,Divorced,Exec-managerial,Own-child,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
42,Private,177989,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,164190,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,United-States,<=50K
36,Private,90897,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,State-gov,33126,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
30,Private,270886,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,216129,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
33,Private,189368,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,>50K
19,<undefined>,141418,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
19,Private,306225,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
35,Private,330664,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,191765,HS-grad,9,Divorced,Tech-support,Unmarried,Black,Female,0,0,35,United-States,<=50K
45,Private,289353,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,24,United-States,<=50K
25,Private,53147,Bachelors,13,Never-married,Exec-managerial,Own-child,Black,Male,0,0,50,United-States,<=50K
39,Self-emp-not-inc,122353,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,188767,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,239576,Masters,14,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,10,United-States,<=50K
52,Local-gov,155141,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
22,Private,64520,12th,8,Never-married,Transport-moving,Unmarried,White,Male,0,0,30,United-States,<=50K
23,Private,478994,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,155654,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,124052,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,<=50K
39,Private,245053,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
38,Private,183585,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,323639,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
55,Federal-gov,186791,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,284303,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,40,United-States,>50K
23,Private,186666,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,200153,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,180931,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,30,United-States,<=50K
51,Self-emp-not-inc,183173,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
47,Self-emp-inc,120131,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Cuba,>50K
25,Self-emp-not-inc,263300,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Private,226443,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
18,Private,404868,11th,7,Never-married,Sales,Own-child,Black,Female,0,1602,20,United-States,<=50K
19,Private,208506,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,28,United-States,<=50K
32,Private,46746,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
49,Private,246183,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
40,<undefined>,165309,7th-8th,4,Separated,<undefined>,Not-in-family,White,Female,0,0,8,United-States,<=50K
43,Private,122749,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
71,Self-emp-inc,38822,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
59,Private,167963,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
32,Private,273241,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
25,Private,120238,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,167990,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Ireland,<=50K
17,Private,225507,11th,7,Never-married,Handlers-cleaners,Not-in-family,Black,Female,0,0,15,United-States,<=50K
57,Self-emp-inc,125000,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
17,Self-emp-not-inc,174120,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
27,Private,230959,Bachelors,13,Never-married,Tech-support,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
41,Local-gov,132125,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
62,<undefined>,68461,Doctorate,16,Married-civ-spouse,<undefined>,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
19,Private,227178,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
41,Private,165798,5th-6th,3,Divorced,Other-service,Unmarried,White,Female,0,0,40,Puerto-Rico,<=50K
39,Private,129573,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
30,Private,224377,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,179481,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
18,Private,434268,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
40,Self-emp-not-inc,173716,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
38,Self-emp-inc,244803,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1485,60,Cuba,>50K
24,Private,114230,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,188661,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
48,Private,216093,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,124963,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
48,Private,85341,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,193490,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,80058,Prof-school,15,Never-married,Exec-managerial,Own-child,White,Male,0,0,50,United-States,<=50K
41,Private,139907,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
51,Self-emp-inc,54342,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Male,27828,0,60,United-States,>50K
25,Private,188767,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,117222,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
61,Self-emp-inc,171831,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,2829,0,45,United-States,<=50K
35,Private,187119,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,70,United-States,<=50K
42,Local-gov,97277,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Local-gov,219760,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,16,United-States,<=50K
46,Private,63299,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
39,State-gov,171482,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
18,<undefined>,344742,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,210869,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,80,United-States,<=50K
39,Private,38312,Some-college,10,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,>50K
47,Private,119939,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
40,Private,83953,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
43,State-gov,101383,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,Private,204374,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,176831,10th,6,Divorced,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
19,<undefined>,60688,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,35,United-States,<=50K
44,Federal-gov,251305,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
46,Local-gov,200947,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-not-inc,46704,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
43,Private,119721,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,State-gov,58930,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,247750,HS-grad,9,Widowed,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
48,Private,67725,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
28,State-gov,200775,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
44,Private,183542,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
20,<undefined>,25139,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
51,Local-gov,123325,Prof-school,15,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,269786,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
36,Private,51089,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
28,Private,136985,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
21,Private,129350,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
34,<undefined>,35595,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
36,Local-gov,61299,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,<undefined>,192321,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Female,0,0,80,United-States,<=50K
31,Private,257644,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,43,United-States,<=50K
44,Self-emp-not-inc,70884,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
49,Local-gov,159726,11th,7,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,174395,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,Federal-gov,175534,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,China,>50K
54,Local-gov,173050,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
27,Private,32519,Some-college,10,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,55,South,<=50K
18,Private,322999,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
68,Private,148874,9th,5,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,44,United-States,<=50K
64,Private,43738,Doctorate,16,Widowed,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,>50K
36,Private,195385,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
21,Private,149809,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,24,United-States,<=50K
22,Private,51985,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
61,Private,105384,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,137591,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,10,Greece,<=50K
49,State-gov,324791,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
25,Private,184303,Some-college,10,Separated,Priv-house-serv,Other-relative,White,Female,0,0,30,El-Salvador,<=50K
66,<undefined>,314347,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,274010,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
22,Private,321031,HS-grad,9,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
57,Federal-gov,313929,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
41,Private,394669,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1741,40,United-States,<=50K
29,Private,152951,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,247115,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
47,Private,175958,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
22,Private,109039,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
59,Self-emp-inc,141326,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,>50K
42,State-gov,74334,Masters,14,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
64,Self-emp-not-inc,47462,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Federal-gov,182344,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
25,State-gov,295912,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,20,United-States,<=50K
62,Private,311495,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,236746,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,10520,0,45,United-States,>50K
21,Private,187643,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,282923,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
46,Private,501671,10th,6,Divorced,Machine-op-inspct,Unmarried,Black,Male,0,0,40,United-States,<=50K
44,Federal-gov,29591,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Male,0,2258,40,United-States,>50K
21,Private,301556,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K
18,Private,187240,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,18,United-States,<=50K
39,Private,219483,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,5013,0,32,United-States,<=50K
33,Private,594187,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
63,Private,200474,1st-4th,2,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Local-gov,152795,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,52,United-States,>50K
17,Private,230789,9th,5,Never-married,Sales,Own-child,Black,Male,0,0,22,United-States,<=50K
45,Self-emp-inc,311231,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1485,50,United-States,>50K
31,Private,114691,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,194591,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,114691,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
51,State-gov,42017,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Local-gov,383384,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,29444,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
42,Federal-gov,53727,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,<undefined>,<=50K
38,Private,277022,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,Columbia,<=50K
43,Local-gov,113324,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,342709,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,179203,12th,8,Never-married,Sales,Other-relative,White,Male,0,0,55,United-States,<=50K
46,Private,251474,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
50,Private,93730,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,37894,HS-grad,9,Separated,Other-service,Other-relative,White,Male,0,0,35,United-States,<=50K
18,State-gov,272918,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,15,United-States,<=50K
53,Private,151411,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
40,Private,210648,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,44,United-States,>50K
36,Self-emp-not-inc,347491,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
32,Private,255885,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,>50K
39,Private,356838,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,12,United-States,<=50K
46,Private,216164,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
26,Local-gov,288781,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,42,United-States,<=50K
19,Private,439779,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
24,Private,161638,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Ecuador,<=50K
28,Private,190525,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
25,Local-gov,276249,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,147265,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,245090,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Nicaragua,<=50K
42,State-gov,219682,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
28,Private,392100,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,358682,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Male,0,0,50,<undefined>,<=50K
47,Private,262244,Bachelors,13,Never-married,Sales,Not-in-family,Black,Male,0,0,60,United-States,>50K
46,Private,171228,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3411,0,35,Guatemala,<=50K
21,Local-gov,218445,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
19,<undefined>,182609,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,25,United-States,<=50K
35,Private,509462,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
26,Private,213258,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,118401,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
67,Self-emp-not-inc,45814,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,329733,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,>50K
26,Private,29957,Masters,14,Never-married,Tech-support,Other-relative,White,Male,0,0,25,United-States,<=50K
51,Private,215854,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
27,Private,327766,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,405765,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,>50K
39,Private,80680,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,177792,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,>50K
52,Private,273514,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,202373,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
27,Local-gov,332785,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,38,United-States,<=50K
46,Private,149640,7th-8th,4,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Private,40151,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
79,Self-emp-inc,183686,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,>50K
50,Federal-gov,32801,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,>50K
19,<undefined>,195282,HS-grad,9,Never-married,<undefined>,Own-child,Black,Female,0,0,20,United-States,<=50K
43,Federal-gov,134026,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,2174,0,40,United-States,<=50K
51,Local-gov,96678,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
45,Private,174533,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,50,United-States,>50K
65,Private,180807,HS-grad,9,Separated,Protective-serv,Not-in-family,White,Male,991,0,20,United-States,<=50K
66,Private,186324,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,5,United-States,>50K
36,Self-emp-not-inc,257250,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,<=50K
26,Private,212800,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Female,0,0,36,United-States,<=50K
28,Private,55360,Some-college,10,Never-married,Sales,Not-in-family,Black,Male,0,0,50,United-States,<=50K
39,Self-emp-not-inc,195253,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
43,Private,45156,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,435469,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,Mexico,<=50K
29,Private,231287,Some-college,10,Divorced,Tech-support,Unmarried,White,Male,0,0,40,United-States,<=50K
32,Private,168854,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1848,50,United-States,>50K
44,Self-emp-not-inc,185057,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,3325,0,40,United-States,<=50K
18,<undefined>,91670,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
60,Private,165517,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,73161,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
60,Private,178792,HS-grad,9,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,32897,11th,7,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,250967,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,41901,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,1408,40,United-States,<=50K
49,Private,379779,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Private,217838,5th-6th,3,Separated,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
37,Self-emp-not-inc,137527,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,2559,60,United-States,>50K
43,Private,198965,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,38,United-States,>50K
41,Private,70645,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,4650,0,55,United-States,<=50K
37,Private,220644,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
19,Private,175081,9th,5,Never-married,Craft-repair,Other-relative,White,Male,0,0,60,United-States,<=50K
29,Private,180299,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
40,Self-emp-not-inc,548664,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K
53,Private,278114,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,394927,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
44,Self-emp-not-inc,127482,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,England,>50K
29,Private,236938,Assoc-acdm,12,Divorced,Craft-repair,Unmarried,White,Female,0,0,38,United-States,<=50K
25,Private,232991,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Mexico,<=50K
38,Private,34378,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
48,Self-emp-inc,81513,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
18,Private,106780,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
50,Private,178596,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,1408,50,United-States,<=50K
37,Private,329026,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
48,Private,26490,Bachelors,13,Widowed,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
50,Private,338033,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
74,<undefined>,169303,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,6767,0,6,United-States,<=50K
24,Private,21154,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
34,Private,209449,Some-college,10,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,389143,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,101260,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,198270,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,45781,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,134566,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,<undefined>,283806,9th,5,Divorced,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
68,<undefined>,286869,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,1668,40,<undefined>,<=50K
46,Private,422813,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
24,Local-gov,103277,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,50,United-States,<=50K
18,Private,201871,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
50,Self-emp-not-inc,167728,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
42,Private,211517,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,118212,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,259846,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,3471,0,40,United-States,<=50K
57,Private,98926,Some-college,10,Widowed,Tech-support,Not-in-family,White,Female,0,0,16,United-States,<=50K
27,Private,207352,Bachelors,13,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
31,Private,206609,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,104509,Masters,14,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,170350,HS-grad,9,Divorced,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
56,Private,183884,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,110964,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1672,38,United-States,<=50K
35,State-gov,154410,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
63,<undefined>,257659,Masters,14,Never-married,<undefined>,Not-in-family,White,Female,0,0,3,United-States,<=50K
28,Private,274679,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
38,Private,252662,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Self-emp-inc,356689,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
18,Private,205218,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
35,Private,241306,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
53,Private,139127,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,175625,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,206459,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,176123,10th,6,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,60,India,<=50K
41,Private,111483,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,106118,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,>50K
18,Private,77845,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,1602,15,United-States,<=50K
19,Private,162094,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,216469,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1579,50,United-States,<=50K
56,Local-gov,381965,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
28,Private,145284,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
29,Private,242482,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
35,Self-emp-not-inc,160192,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
27,<undefined>,280699,Some-college,10,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Private,175942,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,55,<undefined>,>50K
18,Private,156950,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
53,Private,215572,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,173593,Masters,14,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,20,Canada,<=50K
55,Private,193374,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
45,Local-gov,334039,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Private,337664,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,113504,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
27,Private,177072,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,174503,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,214807,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,37,United-States,<=50K
41,Private,222596,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,45,United-States,>50K
23,Private,100345,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
22,Private,409230,12th,8,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,112497,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,25236,0,40,United-States,>50K
65,Self-emp-inc,115922,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
59,<undefined>,375049,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,41,United-States,>50K
25,Private,243560,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,Columbia,<=50K
33,Local-gov,182971,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,40,United-States,>50K
31,Private,127215,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
50,State-gov,276241,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
49,State-gov,175109,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
43,Private,498079,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Federal-gov,344394,Some-college,10,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
34,Private,99872,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,3103,0,40,India,>50K
23,Private,245302,Some-college,10,Divorced,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
63,Private,43313,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,188467,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Self-emp-inc,351278,Bachelors,13,Divorced,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
31,Private,182246,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
32,Private,79870,Some-college,10,Married-civ-spouse,Exec-managerial,Own-child,White,Female,2597,0,40,Japan,<=50K
48,<undefined>,353824,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,<undefined>,>50K
31,Private,387116,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,36,Jamaica,<=50K
47,Private,34248,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
54,State-gov,198741,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
23,Private,32950,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,381153,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
46,Private,100067,11th,7,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,35,United-States,>50K
34,Private,208785,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
31,Private,61559,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,176452,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,Peru,<=50K
41,<undefined>,128700,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,328518,Assoc-voc,11,Never-married,Prof-specialty,Other-relative,White,Male,0,0,30,United-States,<=50K
30,<undefined>,201196,11th,7,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
23,Private,378546,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
24,Local-gov,212210,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,<undefined>,<=50K
59,Federal-gov,178660,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,235826,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
35,Self-emp-not-inc,22641,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
59,Private,316027,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,Cuba,<=50K
47,Private,431515,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,149770,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,44,United-States,<=50K
42,Private,165916,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
29,Federal-gov,107411,Some-college,10,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,217961,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,45,Outlying-US(Guam-USVI-etc),<=50K
43,Self-emp-not-inc,350387,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
46,Private,325372,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,156718,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,216472,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,20,United-States,<=50K
29,State-gov,106972,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
33,Private,131934,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Local-gov,365908,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,2105,0,40,United-States,<=50K
46,Local-gov,359193,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
35,Private,261012,Some-college,10,Married-spouse-absent,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,Private,272944,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
25,Private,113654,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,37,United-States,<=50K
35,Private,218955,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,115963,7th-8th,4,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,42,United-States,<=50K
39,Private,80638,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,84,United-States,>50K
37,Private,147258,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
22,Private,214635,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,42,United-States,<=50K
25,Private,200318,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
50,Private,138270,HS-grad,9,Married-civ-spouse,Sales,Wife,Black,Female,0,0,40,United-States,<=50K
64,Federal-gov,388594,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,<undefined>,>50K
33,Private,103435,Assoc-voc,11,Separated,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
59,Self-emp-inc,133201,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Italy,<=50K
24,Private,175183,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,99870,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
38,<undefined>,107479,9th,5,Never-married,<undefined>,Own-child,White,Female,0,0,12,United-States,<=50K
60,Private,113440,Bachelors,13,Divorced,Exec-managerial,Own-child,White,Male,0,0,60,United-States,<=50K
19,Private,85690,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,30,United-States,<=50K
23,Private,45713,Some-college,10,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
57,Self-emp-inc,376230,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,99999,0,40,United-States,>50K
36,Private,145576,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1977,40,Japan,>50K
17,<undefined>,67808,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,113936,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,158291,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
27,Private,193898,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
43,Private,191982,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,55,United-States,<=50K
21,<undefined>,72953,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,271160,Assoc-voc,11,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,33087,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
29,Private,106153,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,29444,12th,8,Never-married,Farming-fishing,Not-in-family,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
37,Private,105021,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
38,Self-emp-not-inc,239045,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
34,Private,94413,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,20534,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,84,United-States,>50K
28,Private,350254,1st-4th,2,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,Mexico,<=50K
68,Private,194746,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,Cuba,<=50K
36,Private,269042,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
20,Private,447488,9th,5,Never-married,Other-service,Unmarried,White,Male,0,0,30,Mexico,<=50K
24,Private,267706,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,45,United-States,<=50K
38,Private,198216,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,227931,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,252646,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,50,United-States,>50K
47,Private,223342,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,2174,0,40,England,<=50K
28,Private,181776,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,<=50K
32,Private,132601,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
58,Private,205410,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
64,Self-emp-inc,185912,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,35,United-States,>50K
38,Private,292570,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,50,United-States,<=50K
43,Private,76460,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,295163,12th,8,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,27255,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,<undefined>,<=50K
23,Private,69847,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
25,Private,104993,9th,5,Never-married,Handlers-cleaners,Own-child,Black,Male,2907,0,40,United-States,<=50K
41,Private,322980,HS-grad,9,Separated,Adm-clerical,Not-in-family,Black,Male,2354,0,40,United-States,<=50K
24,<undefined>,390608,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,36,United-States,<=50K
41,Private,317539,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,195678,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,466502,7th-8th,4,Widowed,Other-service,Unmarried,White,Male,0,0,30,United-States,<=50K
28,Local-gov,220754,HS-grad,9,Separated,Transport-moving,Own-child,White,Female,0,0,25,United-States,<=50K
29,Private,202878,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,2042,40,United-States,<=50K
36,Private,343476,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
41,Self-emp-inc,93227,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,1977,60,Taiwan,>50K
60,Self-emp-not-inc,38622,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
34,State-gov,173730,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
32,Private,178623,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,<undefined>,<=50K
27,Private,300783,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,42,United-States,>50K
60,Private,224644,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,191502,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,61885,12th,8,Divorced,Transport-moving,Other-relative,Black,Male,0,0,35,United-States,<=50K
34,Self-emp-not-inc,213887,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,32,Canada,>50K
36,Private,331395,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,145098,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
48,Private,123075,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
19,Private,216804,7th-8th,4,Never-married,Other-service,Own-child,White,Male,0,0,33,United-States,<=50K
40,Private,188291,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
25,Private,33610,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
39,Private,234901,Assoc-acdm,12,Separated,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,349148,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,168443,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
43,Private,211860,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,24,United-States,<=50K
35,Private,193961,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
36,Local-gov,52532,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,50,United-States,>50K
59,Self-emp-not-inc,75804,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,>50K
33,Self-emp-not-inc,176185,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,306779,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
48,Private,265192,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
54,Private,139347,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,107682,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
37,Private,34173,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,128378,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
51,Self-emp-inc,195638,Some-college,10,Separated,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,59287,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,162442,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
29,<undefined>,350603,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,38,United-States,<=50K
39,Private,344743,Some-college,10,Married-civ-spouse,Adm-clerical,Own-child,Black,Female,0,0,50,United-States,>50K
35,Private,112077,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,5013,0,40,United-States,<=50K
26,Private,176795,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,>50K
51,Private,137815,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
31,Private,309620,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,6,South,<=50K
39,Private,336880,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
26,Private,206600,11th,7,Never-married,Other-service,Other-relative,White,Male,0,0,30,Mexico,<=50K
25,Private,193051,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,35,United-States,<=50K
61,Federal-gov,229062,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1887,40,United-States,>50K
49,Private,62793,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
53,Private,264939,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,Mexico,<=50K
52,Private,370552,Preschool,1,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,El-Salvador,<=50K
52,Private,163678,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
74,<undefined>,89667,Bachelors,13,Widowed,<undefined>,Not-in-family,Other,Female,0,0,35,United-States,<=50K
50,Private,558490,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
29,Private,124680,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,13550,0,35,United-States,>50K
76,Private,208843,7th-8th,4,Widowed,Protective-serv,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,95078,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
25,Private,169679,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,101320,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,168906,Assoc-acdm,12,Divorced,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
20,Private,212582,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
66,<undefined>,170617,Masters,14,Widowed,<undefined>,Not-in-family,White,Male,0,0,6,United-States,<=50K
63,<undefined>,170529,Bachelors,13,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,45,United-States,<=50K
27,Private,99897,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,104892,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,2829,0,40,United-States,<=50K
43,Private,175224,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,Nicaragua,<=50K
23,Private,149704,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
37,Federal-gov,214542,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,167319,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
33,State-gov,43716,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,4,United-States,<=50K
28,Private,191935,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
70,<undefined>,158642,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,2993,0,20,United-States,<=50K
35,Private,338611,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,136419,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,75,United-States,>50K
17,Private,72321,11th,7,Never-married,Other-service,Other-relative,White,Female,0,0,12,United-States,<=50K
41,Local-gov,189956,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,>50K
44,Private,403782,Assoc-voc,11,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
47,Private,456661,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
24,Private,279041,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,65716,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,189809,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,52,Jamaica,<=50K
62,Local-gov,223637,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
27,Local-gov,199343,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,<=50K
59,Private,139344,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
35,Private,119098,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,195025,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
28,Private,186720,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,50,United-States,<=50K
28,Private,328923,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,38,United-States,<=50K
59,State-gov,159472,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,138662,Some-college,10,Separated,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
54,Local-gov,286342,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,>50K
39,Private,181705,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
41,Private,193882,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,216497,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,Germany,<=50K
32,Self-emp-inc,124919,Bachelors,13,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,50,Iran,>50K
62,Private,109463,Some-college,10,Separated,Sales,Unmarried,White,Female,0,1617,33,United-States,<=50K
58,Private,256274,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,326379,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
67,<undefined>,174995,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,2457,40,United-States,<=50K
31,Private,243142,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Local-gov,155118,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,70,United-States,>50K
54,Private,189607,Bachelors,13,Never-married,Other-service,Own-child,Black,Female,0,0,36,United-States,<=50K
20,Private,39478,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,70,United-States,<=50K
35,Private,206951,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,127647,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,36,United-States,<=50K
38,Private,234298,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,6849,0,60,United-States,<=50K
42,Private,182302,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
44,State-gov,166597,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,33363,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,>50K
74,Self-emp-inc,167537,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
34,Private,179378,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,<=50K
50,State-gov,297551,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,52,United-States,<=50K
50,Private,198362,Assoc-voc,11,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
43,Private,240504,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,169662,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,<undefined>,164940,HS-grad,9,Separated,<undefined>,Unmarried,Black,Female,0,0,25,United-States,<=50K
61,Private,210488,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
21,Private,154835,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
27,Private,333296,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,30,<undefined>,<=50K
47,Private,192793,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Iran,>50K
39,Private,49436,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,1380,40,United-States,<=50K
33,Private,136331,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,509048,HS-grad,9,Never-married,Sales,Other-relative,Black,Female,0,0,37,United-States,<=50K
38,Private,318610,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Private,104521,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,247695,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
35,Private,219546,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,Germany,<=50K
21,Private,169699,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
49,State-gov,131302,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,44,United-States,<=50K
50,Private,171852,Bachelors,13,Separated,Prof-specialty,Own-child,Other,Female,0,0,40,United-States,<=50K
36,State-gov,340091,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,36,United-States,>50K
20,Private,204641,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
49,Private,213431,HS-grad,9,Separated,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,State-gov,377018,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
22,Private,184543,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
60,<undefined>,188236,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Private,233022,11th,7,Widowed,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
21,Private,177420,Some-college,10,Never-married,Adm-clerical,Not-in-family,Other,Female,0,0,40,United-States,<=50K
60,Self-emp-not-inc,21101,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
17,Private,52486,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
43,Private,183273,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,32,United-States,>50K
49,State-gov,36177,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
41,Private,124956,Bachelors,13,Separated,Prof-specialty,Not-in-family,Black,Female,99999,0,60,United-States,>50K
38,Private,102350,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
38,Private,165930,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,297574,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,99,United-States,>50K
40,Private,120277,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,<undefined>,87569,Some-college,10,Separated,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,<undefined>,278220,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,1602,40,United-States,<=50K
40,Private,155972,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
46,State-gov,162852,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,64860,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,22,United-States,<=50K
36,Private,226013,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,5178,0,40,United-States,>50K
24,Private,322674,Assoc-acdm,12,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,48,United-States,<=50K
62,Private,202242,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
54,Private,175262,Preschool,1,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
23,Private,201682,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
60,Private,166330,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
18,Self-emp-inc,147612,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Female,0,0,8,United-States,<=50K
41,Local-gov,213154,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,40,United-States,<=50K
45,Local-gov,33798,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,State-gov,199198,Assoc-voc,11,Widowed,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,90915,Bachelors,13,Married-spouse-absent,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Self-emp-inc,337778,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Yugoslavia,>50K
31,Private,187203,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
44,Private,261497,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,<undefined>,<=50K
33,Self-emp-not-inc,361817,HS-grad,9,Separated,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
62,Self-emp-not-inc,226546,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,16,United-States,<=50K
27,Private,100168,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
42,Federal-gov,272625,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,>50K
55,Private,254516,9th,5,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,37,United-States,<=50K
41,Private,207375,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
26,Private,39092,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,4064,0,50,United-States,<=50K
45,Private,48271,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
67,Self-emp-not-inc,152102,HS-grad,9,Widowed,Farming-fishing,Not-in-family,White,Male,0,0,65,United-States,<=50K
25,Private,234665,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
30,Self-emp-inc,127651,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,48,United-States,>50K
22,Private,180060,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
19,Private,32477,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,137658,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
61,Private,228287,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,159442,Prof-school,15,Never-married,Sales,Not-in-family,White,Female,13550,0,50,United-States,>50K
43,Private,33310,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Private,270546,HS-grad,9,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,20,United-States,<=50K
53,Federal-gov,290290,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Self-emp-inc,287037,12th,8,Divorced,Craft-repair,Not-in-family,White,Male,0,0,10,United-States,<=50K
36,Private,128516,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
55,Self-emp-not-inc,185195,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,99,United-States,<=50K
35,Federal-gov,49657,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
17,Private,98005,11th,7,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
55,Self-emp-not-inc,283635,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
36,Private,98360,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
40,Local-gov,202872,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
54,Self-emp-not-inc,118365,10th,6,Divorced,Other-service,Not-in-family,Black,Female,0,0,10,United-States,<=50K
45,Self-emp-not-inc,184285,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
48,Private,345831,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
40,Local-gov,99679,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,>50K
31,Private,253354,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,190650,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
34,Private,287737,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1485,40,United-States,>50K
19,Private,204389,HS-grad,9,Never-married,Adm-clerical,Own-child,Other,Female,0,0,25,Puerto-Rico,<=50K
31,Federal-gov,294870,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,159442,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
55,Local-gov,161662,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
38,Private,52738,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,252024,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,20,Mexico,<=50K
27,Private,189702,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,407913,HS-grad,9,Separated,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Private,166527,Some-college,10,Never-married,Adm-clerical,Own-child,Other,Female,0,0,20,United-States,<=50K
24,Self-emp-not-inc,34918,Assoc-voc,11,Never-married,Other-service,Unmarried,White,Female,0,0,38,United-States,<=50K
27,Private,142712,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
18,Federal-gov,201686,11th,7,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,4,United-States,<=50K
28,Local-gov,179759,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,94954,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Private,350498,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1258,20,United-States,<=50K
19,Private,201743,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
59,Self-emp-not-inc,119344,10th,6,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,36,United-States,<=50K
33,Private,149726,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,46,United-States,<=50K
28,Private,419146,7th-8th,4,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,Mexico,<=50K
34,Private,174789,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,2001,40,United-States,<=50K
41,Private,171234,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,55,United-States,<=50K
30,Private,206325,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
59,Private,202682,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,121055,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
47,Private,160187,HS-grad,9,Separated,Prof-specialty,Other-relative,Black,Female,14084,0,38,United-States,>50K
29,Private,84366,10th,6,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,Mexico,<=50K
60,Private,139391,Some-college,10,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,>50K
53,Local-gov,124094,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,35,United-States,<=50K
41,Private,30759,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,137875,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
73,<undefined>,139049,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,22,United-States,>50K
20,Private,238384,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,340755,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,224947,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
33,State-gov,111994,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
25,Private,125491,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Female,0,0,34,United-States,<=50K
34,<undefined>,310525,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,10,United-States,<=50K
19,<undefined>,71592,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
40,Local-gov,99185,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,249935,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,44,United-States,<=50K
51,Private,206775,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
22,Private,230704,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,20,Jamaica,<=50K
34,Private,242361,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,50,United-States,<=50K
22,Private,134746,10th,6,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
34,Self-emp-inc,198613,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2002,40,United-States,<=50K
56,Private,174040,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,165953,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1902,40,United-States,<=50K
36,Private,273604,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,Private,192409,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
26,Self-emp-not-inc,102476,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
48,Private,234504,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
35,Self-emp-not-inc,468713,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,84560,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,148995,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,34816,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,12,United-States,<=50K
28,Private,211184,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
53,Private,33304,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
65,Federal-gov,179985,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,219815,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Private,134766,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
26,Private,106548,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
70,Private,89787,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
55,Private,164857,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
27,Federal-gov,257124,Bachelors,13,Never-married,Transport-moving,Other-relative,White,Male,0,0,35,United-States,<=50K
31,Private,227446,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Cuba,>50K
43,Private,125461,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,55,United-States,>50K
24,Private,189749,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,176321,7th-8th,4,Never-married,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
26,Private,284250,HS-grad,9,Never-married,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,101885,10th,6,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,134130,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
52,Private,260938,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,238184,HS-grad,9,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,40,United-States,<=50K
59,Self-emp-not-inc,148626,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,48102,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,50,United-States,>50K
58,Private,234213,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,14344,0,48,United-States,>50K
65,Private,113323,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Local-gov,34246,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
51,Private,175070,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,5178,0,45,United-States,>50K
31,Private,279680,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
84,Private,188328,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,16,United-States,<=50K
51,Private,96609,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Local-gov,84257,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,275632,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
22,Private,385540,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Mexico,<=50K
30,Private,196342,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,Ireland,<=50K
47,Private,97176,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,197714,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
43,Self-emp-not-inc,147099,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,36,United-States,<=50K
30,Private,186346,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
46,Private,73434,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
49,Local-gov,275074,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
37,Private,209214,5th-6th,3,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,Mexico,<=50K
42,Private,210525,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,372020,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5013,0,50,United-States,<=50K
46,Private,176684,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,210474,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
26,Private,293690,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,58,United-States,>50K
64,Private,149775,Masters,14,Never-married,Prof-specialty,Other-relative,White,Female,0,0,8,United-States,<=50K
20,Private,323009,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,Germany,<=50K
31,Private,126950,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,172538,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,United-States,>50K
44,Private,115411,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Self-emp-not-inc,101709,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,2885,0,40,United-States,<=50K
23,Private,265356,Bachelors,13,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Local-gov,192565,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,90,United-States,>50K
35,Self-emp-not-inc,348771,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
30,Self-emp-not-inc,148959,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,35,United-States,<=50K
35,Private,126569,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,20,United-States,<=50K
40,Private,105936,HS-grad,9,Married-spouse-absent,Adm-clerical,Own-child,White,Female,0,0,38,United-States,<=50K
18,Private,188076,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
23,Private,184400,10th,6,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,30,<undefined>,<=50K
63,Private,124242,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
20,State-gov,200819,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
50,Local-gov,100480,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
49,Private,129513,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
53,Self-emp-not-inc,297796,10th,6,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,195488,HS-grad,9,Separated,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
54,Private,153486,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,56,United-States,>50K
40,Private,126845,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
22,Private,206974,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,412149,10th,6,Never-married,Farming-fishing,Other-relative,White,Male,0,0,35,Mexico,<=50K
24,Private,653574,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,El-Salvador,<=50K
37,Private,70562,1st-4th,2,Never-married,Other-service,Unmarried,White,Female,0,0,48,El-Salvador,<=50K
62,Private,197514,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,16,United-States,<=50K
19,<undefined>,309284,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,334679,Assoc-voc,11,Widowed,Prof-specialty,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
65,Private,105116,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,2346,0,40,United-States,<=50K
31,Private,151484,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,8,United-States,<=50K
42,Self-emp-inc,78765,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Male,0,0,90,United-States,>50K
42,Private,98427,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,35,United-States,<=50K
54,Private,230767,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Cuba,<=50K
23,Private,117606,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,60,United-States,<=50K
28,Private,68642,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,46,United-States,<=50K
42,Private,341638,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,65920,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
33,Federal-gov,188246,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,198727,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,160728,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,2977,0,40,United-States,<=50K
27,Private,706026,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
20,<undefined>,348148,11th,7,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
62,Private,77884,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
17,Private,160758,10th,6,Never-married,Sales,Other-relative,White,Male,0,0,30,United-States,<=50K
58,Private,201112,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,55,United-States,>50K
69,Self-emp-inc,107850,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,6514,0,40,United-States,>50K
34,Private,230246,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
34,Private,203034,Bachelors,13,Separated,Sales,Not-in-family,White,Male,0,2824,50,United-States,>50K
20,Private,373935,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
64,Federal-gov,341695,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
27,Private,119793,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,<undefined>,<=50K
41,Private,178002,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
40,Private,233130,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,El-Salvador,<=50K
53,Local-gov,192982,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,38,United-States,>50K
44,Private,33155,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
37,Private,187346,5th-6th,3,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,Mexico,<=50K
46,Private,78529,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,60,United-States,>50K
17,Private,101626,9th,5,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,117567,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Local-gov,110791,Assoc-acdm,12,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,State-gov,207120,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
48,Private,43206,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K
26,Private,120238,Bachelors,13,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
26,Private,189219,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
35,State-gov,190895,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,83517,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,35557,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7298,0,50,United-States,>50K
36,Local-gov,59313,Some-college,10,Separated,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
25,Private,202033,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
18,Local-gov,55658,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
21,Private,118186,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,20,United-States,<=50K
22,Private,279901,HS-grad,9,Married-civ-spouse,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
52,Private,110954,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,El-Salvador,>50K
36,Self-emp-not-inc,90159,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
25,Private,122489,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,1726,60,United-States,<=50K
49,Self-emp-not-inc,43348,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,99999,0,70,United-States,>50K
42,Private,34278,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
37,Private,37778,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,54,United-States,<=50K
39,Private,160623,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,342458,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,64322,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,373914,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,205884,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,>50K
62,Local-gov,208266,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
38,Private,222450,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
23,Private,348420,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,136081,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,2051,40,United-States,<=50K
37,Federal-gov,197284,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
27,<undefined>,204773,Assoc-acdm,12,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
41,Private,206066,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,61885,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
25,Private,299908,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,United-States,>50K
35,Private,46028,Assoc-acdm,12,Divorced,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
47,Private,239865,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1977,45,United-States,>50K
30,Private,154587,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Puerto-Rico,<=50K
29,Private,244473,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,2051,40,United-States,<=50K
36,Private,32334,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
42,Private,319588,Bachelors,13,Married-spouse-absent,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
51,Private,226735,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
34,Private,226443,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,359259,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,Portugal,<=50K
27,Private,36851,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,41,United-States,<=50K
39,Private,393480,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Private,33109,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,1741,40,United-States,<=50K
32,Self-emp-not-inc,188246,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,1590,62,United-States,<=50K
31,Private,231569,Bachelors,13,Never-married,Sales,Not-in-family,Black,Female,0,0,50,United-States,<=50K
23,Private,353010,11th,7,Never-married,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
47,Private,102628,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
66,Private,262285,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,99,United-States,<=50K
26,Private,160300,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,156953,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-inc,136823,11th,7,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,30,United-States,<=50K
48,Self-emp-not-inc,160724,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,Japan,<=50K
37,Self-emp-inc,86459,Assoc-acdm,12,Separated,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,<=50K
17,Private,238628,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,5,United-States,<=50K
50,Private,339954,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,<undefined>,222005,HS-grad,9,Never-married,<undefined>,Other-relative,White,Female,0,0,40,Mexico,<=50K
17,Federal-gov,99893,11th,7,Never-married,Adm-clerical,Not-in-family,Black,Female,0,1602,40,United-States,<=50K
39,Private,214117,Some-college,10,Divorced,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
28,Federal-gov,298661,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Female,0,0,40,United-States,<=50K
38,Private,179488,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
53,Private,48343,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,40,United-States,>50K
28,Local-gov,100270,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,227065,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,32,United-States,>50K
40,Private,126701,9th,5,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
20,Private,209131,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
32,State-gov,400132,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
23,State-gov,278155,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,139012,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,2174,0,40,Vietnam,<=50K
41,Private,178431,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,<=50K
42,Private,511068,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
18,Private,199039,12th,8,Never-married,Sales,Own-child,White,Male,594,0,14,United-States,<=50K
29,Local-gov,190525,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,60,Germany,>50K
36,Private,115700,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,167832,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,218164,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,44,United-States,<=50K
48,State-gov,171926,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
36,Self-emp-inc,242080,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,>50K
67,Federal-gov,223257,HS-grad,9,Widowed,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
53,Private,386773,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,40,United-States,>50K
53,Self-emp-not-inc,105478,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,40,United-States,>50K
45,Private,140644,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,>50K
22,Private,205970,10th,6,Separated,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
25,Private,216583,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,43,United-States,<=50K
61,Private,162432,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Local-gov,83671,Some-college,10,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
47,Self-emp-inc,205100,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,Germany,<=50K
31,Private,195750,1st-4th,2,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
17,Private,220562,9th,5,Never-married,Sales,Other-relative,Other,Female,0,0,32,Mexico,<=50K
38,Self-emp-inc,312232,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
23,Private,386337,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,<undefined>,<=50K
42,Private,86185,Some-college,10,Widowed,Exec-managerial,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
78,Private,105586,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,36,United-States,<=50K
54,Private,103345,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
26,Local-gov,150553,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,50,United-States,<=50K
30,Private,26009,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
46,Private,149388,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,151626,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,45,United-States,<=50K
30,Private,169583,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
66,Local-gov,174486,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,20051,0,35,Jamaica,>50K
23,Private,160951,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,2597,0,40,United-States,<=50K
25,Private,213383,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,103078,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
25,Local-gov,109526,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
51,Private,142835,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,State-gov,43475,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,190916,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
28,Private,175987,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Local-gov,214385,11th,7,Divorced,Other-service,Unmarried,Black,Female,0,0,20,United-States,<=50K
26,Private,192652,Bachelors,13,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
41,Federal-gov,207685,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
19,Private,143857,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
39,Private,163392,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,26,<undefined>,<=50K
51,Private,310774,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
29,<undefined>,427965,HS-grad,9,Separated,<undefined>,Unmarried,Black,Female,0,0,20,United-States,<=50K
27,Private,279608,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
33,Private,312881,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
19,Private,175083,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
67,<undefined>,132057,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,20,United-States,<=50K
41,Private,32878,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
29,Federal-gov,360527,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
28,Private,99478,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
25,Private,113035,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
21,Federal-gov,99199,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,36,United-States,<=50K
24,Local-gov,452640,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,14344,0,50,United-States,>50K
48,Private,236858,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,31,United-States,<=50K
46,Self-emp-inc,201865,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
35,Private,268661,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
35,Federal-gov,475324,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
50,Private,117295,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,65704,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,<undefined>,<=50K
45,Private,192835,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
62,Local-gov,76720,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
39,Local-gov,180686,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
33,Local-gov,133876,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,123727,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,30,United-States,<=50K
50,Private,129956,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
25,Private,96268,11th,7,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,317320,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,86872,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
31,State-gov,100863,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,>50K
56,Private,164332,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,15,United-States,<=50K
49,Self-emp-not-inc,122584,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,34377,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
46,Private,162030,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
33,Private,199170,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
25,Private,470203,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
40,Private,266803,Assoc-acdm,12,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
72,<undefined>,188009,7th-8th,4,Divorced,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
32,State-gov,513416,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,10,United-States,<=50K
44,Private,98211,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
48,Private,196107,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
17,Private,108273,10th,6,Never-married,Sales,Own-child,White,Female,0,0,12,United-States,<=50K
50,Private,213290,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1887,36,United-States,>50K
61,Private,96660,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,15024,0,34,United-States,>50K
22,Local-gov,412316,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
17,Private,120068,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,17,United-States,<=50K
49,Self-emp-inc,101722,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
26,Private,120268,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
19,State-gov,144429,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,10,United-States,<=50K
17,Private,271122,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
38,Private,255621,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,90934,Assoc-voc,11,Divorced,Protective-serv,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
51,Private,162745,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
48,Private,128460,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,>50K
63,Private,30813,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
19,Private,164585,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
73,Private,148003,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,20051,0,36,United-States,>50K
51,Private,215647,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,43,United-States,<=50K
38,Private,300975,Masters,14,Married-civ-spouse,Other-service,Husband,Black,Male,0,1485,40,<undefined>,<=50K
54,Private,421561,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
41,Private,149909,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1848,40,United-States,>50K
65,<undefined>,240857,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,2377,40,United-States,>50K
36,Self-emp-not-inc,138940,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,4386,0,50,United-States,>50K
42,Private,66755,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,United-States,<=50K
38,Private,103323,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
20,<undefined>,117222,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
37,State-gov,29145,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
35,State-gov,184659,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1485,40,United-States,>50K
51,Self-emp-not-inc,20795,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,311376,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,State-gov,122660,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
19,<undefined>,137578,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,16,United-States,<=50K
37,Private,193689,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,42,United-States,>50K
29,Private,144556,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,228696,1st-4th,2,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,0,2603,32,Mexico,<=50K
60,Private,184183,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,4650,0,40,United-States,<=50K
22,Private,243178,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
22,<undefined>,236330,Some-college,10,Never-married,<undefined>,Own-child,Black,Male,0,1721,20,United-States,<=50K
60,State-gov,190682,Assoc-voc,11,Widowed,Other-service,Not-in-family,Black,Female,0,0,37,United-States,<=50K
35,Private,233786,11th,7,Separated,Other-service,Unmarried,White,Male,0,0,20,United-States,<=50K
45,Private,102202,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,95299,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Vietnam,>50K
43,Self-emp-inc,240504,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
32,State-gov,169973,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
35,Private,144937,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
32,Private,211751,Assoc-voc,11,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
61,Private,84587,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
40,State-gov,150874,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,1506,0,40,United-States,<=50K
20,<undefined>,187332,10th,6,Never-married,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
42,Self-emp-inc,188615,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
21,Private,119704,Some-college,10,Never-married,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
21,Private,275190,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
26,Private,417941,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,State-gov,196348,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
24,Private,221955,Bachelors,13,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
47,Private,173938,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,57,United-States,>50K
51,Private,123429,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Male,0,0,30,United-States,<=50K
65,<undefined>,143732,HS-grad,9,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
61,Private,203126,Bachelors,13,Divorced,Priv-house-serv,Not-in-family,White,Female,0,0,12,<undefined>,<=50K
67,Private,174693,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,25,Nicaragua,<=50K
49,Private,357540,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
63,<undefined>,29859,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,1485,40,United-States,>50K
58,Private,314092,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,48,United-States,>50K
61,Private,280088,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,257380,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,35,United-States,<=50K
19,Private,165306,Some-college,10,Never-married,Tech-support,Other-relative,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
29,Self-emp-not-inc,109001,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
43,Private,266439,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
60,Self-emp-not-inc,153356,HS-grad,9,Divorced,Sales,Not-in-family,Black,Male,2597,0,55,United-States,<=50K
21,Private,32950,Some-college,10,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,182163,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,188246,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
36,Private,297335,Bachelors,13,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,50,China,<=50K
37,Private,108366,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,46,United-States,<=50K
35,Private,328301,Assoc-acdm,12,Married-AF-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
17,Private,182158,10th,6,Never-married,Priv-house-serv,Own-child,White,Male,0,0,30,United-States,<=50K
37,Private,169426,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
22,<undefined>,330571,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,45,United-States,<=50K
28,Private,535978,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,29393,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Self-emp-inc,258883,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,60,Hungary,>50K
26,Private,369166,Some-college,10,Never-married,Farming-fishing,Other-relative,White,Female,0,0,65,United-States,<=50K
45,Local-gov,257855,11th,7,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,50,United-States,<=50K
32,Private,164197,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
63,Private,109517,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
22,Private,112137,Some-college,10,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,20,South,<=50K
36,Private,160035,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
45,State-gov,50567,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,140011,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
27,State-gov,271328,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
20,<undefined>,183083,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
47,Self-emp-not-inc,159869,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,56,United-States,>50K
46,Private,102542,7th-8th,4,Never-married,Other-service,Own-child,White,Male,0,0,52,United-States,<=50K
28,Private,297742,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,176917,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
26,Private,165235,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,40,Thailand,<=50K
32,Self-emp-not-inc,52647,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
30,Local-gov,48542,12th,8,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
59,Private,279232,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
58,State-gov,259929,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,>50K
45,Private,221780,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
76,Self-emp-not-inc,253408,Some-college,10,Widowed,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,298841,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,321313,Masters,14,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,64875,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,50,United-States,<=50K
30,Private,275232,Assoc-acdm,12,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,36,United-States,<=50K
53,Self-emp-inc,134854,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Greece,>50K
41,Private,67339,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,<=50K
27,State-gov,192355,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
44,Local-gov,208528,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
35,Private,160120,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
36,Private,250238,1st-4th,2,Never-married,Other-service,Other-relative,Other,Female,0,0,40,El-Salvador,<=50K
51,Private,25031,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,10,United-States,>50K
42,Local-gov,255847,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,26892,Bachelors,13,Married-AF-spouse,Prof-specialty,Husband,White,Male,7298,0,50,United-States,>50K
45,Private,111979,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,408537,9th,5,Divorced,Craft-repair,Unmarried,White,Female,99999,0,37,United-States,>50K
36,Private,231037,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
57,Federal-gov,30030,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
27,Private,292120,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Female,0,0,45,United-States,<=50K
62,Private,138253,Masters,14,Never-married,Handlers-cleaners,Not-in-family,White,Male,4650,0,40,United-States,<=50K
29,Private,190777,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
38,Self-emp-not-inc,41591,Bachelors,13,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
29,Private,186733,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
18,<undefined>,78567,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
19,<undefined>,140590,12th,8,Never-married,<undefined>,Own-child,Black,Male,0,0,30,United-States,<=50K
32,Local-gov,230912,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,4865,0,40,United-States,<=50K
34,Private,176185,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,1741,40,United-States,<=50K
25,Private,182227,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,<=50K
34,Local-gov,205704,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
37,State-gov,24342,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,<=50K
37,Private,138192,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
18,Private,334676,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
24,Private,177526,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
17,Private,152696,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
35,Private,114765,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,265509,Assoc-voc,11,Separated,Tech-support,Unmarried,Black,Female,0,0,32,United-States,<=50K
29,Private,180758,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
49,Self-emp-not-inc,127921,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
71,<undefined>,177906,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,>50K
35,Federal-gov,182898,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,422249,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,222450,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
33,Local-gov,190027,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,18,United-States,<=50K
49,Private,281647,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
32,Private,117963,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
63,<undefined>,319121,11th,7,Separated,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,225504,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Local-gov,104334,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,El-Salvador,<=50K
30,State-gov,48214,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
30,Private,145714,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Self-emp-inc,38240,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
57,Self-emp-not-inc,27385,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,10,United-States,<=50K
56,Private,204254,10th,6,Divorced,Other-service,Unmarried,Black,Female,0,0,45,United-States,<=50K
28,Private,411587,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,Honduras,<=50K
43,Private,221172,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,24,United-States,>50K
46,Private,54190,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
60,Private,93997,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
50,Local-gov,24139,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,65,United-States,<=50K
37,Private,112497,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
41,Private,138907,HS-grad,9,Divorced,Priv-house-serv,Other-relative,Black,Female,0,0,40,United-States,<=50K
38,Private,186325,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,38,United-States,>50K
23,Private,199452,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
59,Private,126677,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
72,Private,107814,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,2329,0,60,United-States,<=50K
47,Local-gov,93618,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,33,United-States,<=50K
29,Private,353352,Assoc-voc,11,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
35,Private,143058,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
24,Private,239663,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,15,United-States,<=50K
22,Private,167615,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,442274,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,149210,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,45,United-States,>50K
55,Federal-gov,174533,Bachelors,13,Separated,Other-service,Unmarried,White,Female,0,0,72,<undefined>,<=50K
40,State-gov,50093,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
61,Private,270056,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Japan,<=50K
58,Self-emp-not-inc,131991,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,0,0,72,United-States,<=50K
39,State-gov,126336,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,341117,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
25,Private,108505,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
69,<undefined>,106566,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
36,Private,74791,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Male,0,0,60,<undefined>,<=50K
34,Private,24266,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
45,Private,267967,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
27,<undefined>,181284,12th,8,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,45,United-States,<=50K
28,Private,102533,Some-college,10,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,69757,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
41,State-gov,210094,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
18,State-gov,389147,HS-grad,9,Never-married,Sales,Not-in-family,Black,Female,0,0,30,United-States,<=50K
44,Private,210648,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
47,Private,94809,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
36,Local-gov,298717,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
66,Private,236879,Preschool,1,Widowed,Priv-house-serv,Other-relative,White,Female,0,0,40,Guatemala,<=50K
33,Private,170148,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
39,Local-gov,166497,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,>50K
30,Private,247156,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
34,Self-emp-not-inc,204052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
62,Self-emp-not-inc,122246,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,<=50K
21,Private,180339,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
50,Self-emp-inc,155574,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,50,United-States,>50K
30,Private,114912,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,60,United-States,>50K
43,Private,193882,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
19,Private,112269,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
26,Federal-gov,171928,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,50,Japan,<=50K
50,Private,95435,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1579,65,Canada,<=50K
45,Federal-gov,179638,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
46,Self-emp-inc,125892,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
17,Private,721712,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,15,United-States,<=50K
56,Private,197369,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,353795,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,3103,0,40,United-States,>50K
47,Private,334679,Masters,14,Separated,Machine-op-inspct,Unmarried,Asian-Pac-Islander,Female,0,0,42,India,<=50K
23,Private,235853,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
51,Self-emp-not-inc,353281,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
19,Private,203061,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,25,United-States,<=50K
33,Self-emp-not-inc,62932,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,118551,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,80,United-States,<=50K
52,Private,99184,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,189674,Some-college,10,Separated,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
34,Private,226883,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,<undefined>,109564,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
26,Self-emp-inc,66872,12th,8,Married-civ-spouse,Sales,Husband,Other,Male,0,0,98,Dominican-Republic,<=50K
35,Local-gov,268292,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,Federal-gov,139290,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
32,Private,206541,11th,7,Divorced,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
23,Private,203139,Some-college,10,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,294398,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,Private,386864,10th,6,Never-married,Other-service,Other-relative,White,Male,0,0,35,Mexico,<=50K
17,Private,369909,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
56,Private,89922,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,45,United-States,>50K
26,Private,176008,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,State-gov,241506,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,1506,0,36,United-States,<=50K
45,Self-emp-not-inc,174426,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
34,Private,167497,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,50,United-States,>50K
54,Private,292673,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,Mexico,<=50K
51,Local-gov,134808,HS-grad,9,Widowed,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,95763,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
49,Private,83622,Assoc-acdm,12,Separated,Adm-clerical,Not-in-family,White,Female,2597,0,40,United-States,<=50K
21,Private,222490,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
44,Private,29115,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,66638,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
39,Private,53926,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,43739,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,104359,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,124604,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,32,United-States,<=50K
45,Private,114797,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
60,Federal-gov,67320,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
28,Federal-gov,53147,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Male,0,0,40,United-States,<=50K
23,Private,13769,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Amer-Indian-Eskimo,Male,0,0,30,United-States,<=50K
44,Private,202872,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
19,State-gov,149528,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,12,United-States,<=50K
37,Private,132879,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,112362,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,38,United-States,<=50K
56,Federal-gov,156229,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
44,Private,131650,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,54,United-States,>50K
30,Private,154568,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,36,Vietnam,>50K
23,Private,132300,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,124747,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,3103,0,40,United-States,>50K
38,Private,276559,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,70,United-States,>50K
32,Private,106014,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,5178,0,50,United-States,>50K
57,Self-emp-not-inc,135134,Masters,14,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K
35,Private,86648,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
48,Self-emp-not-inc,107231,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
32,Local-gov,113838,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,99,United-States,<=50K
76,Federal-gov,25319,Masters,14,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
57,Local-gov,190561,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,Black,Female,0,0,30,United-States,<=50K
58,<undefined>,150031,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,48343,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
50,Private,211116,10th,6,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,226311,HS-grad,9,Married-AF-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
53,Private,283743,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2002,40,United-States,<=50K
59,Self-emp-not-inc,64102,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
23,Private,234663,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,247880,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,8614,0,40,United-States,>50K
23,Private,615367,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,163090,Assoc-acdm,12,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
44,Private,192225,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,370183,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,242482,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,169953,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Local-gov,144182,Preschool,1,Never-married,Adm-clerical,Own-child,Black,Female,0,0,25,United-States,<=50K
38,Private,125933,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,27828,0,45,United-States,>50K
26,Private,203777,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,37,United-States,<=50K
39,Private,210991,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,472580,Some-college,10,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
33,State-gov,200289,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,19,India,<=50K
43,Private,289669,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,2547,40,United-States,>50K
30,Private,110622,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,China,<=50K
59,State-gov,139616,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
26,Private,39212,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
28,Private,51961,Some-college,10,Never-married,Tech-support,Own-child,Black,Male,0,0,24,United-States,<=50K
48,Self-emp-not-inc,117849,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,50748,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,1506,0,35,United-States,<=50K
41,Self-emp-not-inc,170214,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,2179,40,United-States,<=50K
20,Private,151790,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,30,United-States,<=50K
49,Private,168211,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
37,State-gov,117651,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,40,United-States,<=50K
18,Private,157131,12th,8,Never-married,Sales,Own-child,White,Female,0,0,8,United-States,<=50K
61,Private,225970,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
26,Private,177951,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,<=50K
66,Private,134130,Bachelors,13,Widowed,Other-service,Not-in-family,White,Male,0,0,12,United-States,<=50K
68,Private,191581,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,3273,0,40,United-States,<=50K
27,Local-gov,199172,HS-grad,9,Married-civ-spouse,Protective-serv,Wife,White,Female,0,0,40,United-States,<=50K
66,Self-emp-not-inc,262552,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,7,United-States,<=50K
28,Private,66434,10th,6,Never-married,Other-service,Unmarried,White,Female,0,0,15,United-States,<=50K
26,Private,77661,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,<undefined>,230856,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,192835,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
62,<undefined>,181014,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,200445,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,1974,40,United-States,<=50K
26,Self-emp-not-inc,37918,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,60,United-States,<=50K
40,Private,111020,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,244665,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,Honduras,<=50K
52,Private,312477,HS-grad,9,Widowed,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,243493,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,12,United-States,<=50K
39,State-gov,152023,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,104193,HS-grad,9,Never-married,Other-service,Own-child,White,Female,114,0,40,United-States,<=50K
47,Private,170850,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,<=50K
33,Private,137088,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,Ecuador,<=50K
17,Private,340557,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
26,Private,298225,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,114150,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,194668,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
33,Private,188246,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K
46,Federal-gov,330901,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,80165,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
48,Private,83444,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,40,United-States,>50K
29,Self-emp-not-inc,85572,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,5,United-States,<=50K
40,Private,116632,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,139989,Bachelors,13,Never-married,Sales,Own-child,Black,Male,0,0,40,United-States,<=50K
55,Private,135803,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Other,Male,0,1579,35,India,<=50K
56,Private,75785,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,248612,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
36,Private,28572,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
26,Self-emp-not-inc,31143,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,216924,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,44,United-States,>50K
36,Private,549174,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
23,Self-emp-not-inc,111296,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,50,Mexico,<=50K
25,Private,208881,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
36,State-gov,243666,HS-grad,9,Divorced,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,327164,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,<undefined>,<=50K
39,Self-emp-inc,131288,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,5178,0,48,United-States,>50K
35,Private,257416,Assoc-voc,11,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
33,Private,215288,11th,7,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
31,Private,58582,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,46,United-States,<=50K
49,Private,199378,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,22,United-States,<=50K
34,Self-emp-not-inc,114185,Bachelors,13,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
40,Private,137421,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Asian-Pac-Islander,Male,0,0,60,Trinadad&Tobago,<=50K
27,Private,216481,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,196504,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,23,United-States,<=50K
38,Private,357870,12th,8,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,50,United-States,<=50K
55,State-gov,256335,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,168191,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,70,Italy,<=50K
40,Private,215596,Bachelors,13,Married-spouse-absent,Other-service,Not-in-family,Other,Male,0,0,40,Mexico,<=50K
42,Private,184682,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,0,0,30,United-States,<=50K
51,Private,171914,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,288229,Bachelors,13,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,50,Laos,<=50K
30,State-gov,144064,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
70,<undefined>,54849,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,>50K
40,Private,141583,10th,6,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,180985,Bachelors,13,Separated,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
24,Private,148709,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,<undefined>,174626,7th-8th,4,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,184801,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
52,Private,89054,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,147284,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
33,Private,169973,Assoc-voc,11,Separated,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,222993,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,41099,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
31,Private,33117,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,162551,Masters,14,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,40,Hong,>50K
49,Private,122066,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,2603,40,Greece,<=50K
61,<undefined>,42938,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Male,0,0,7,United-States,>50K
46,Private,389843,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Germany,>50K
37,Private,138940,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
56,Federal-gov,141877,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
37,Private,172722,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
26,Self-emp-not-inc,118523,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,227886,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
36,Private,80743,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,40,South,<=50K
52,Private,199688,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
40,Private,225823,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
21,Private,176486,HS-grad,9,Married-spouse-absent,Exec-managerial,Other-relative,White,Female,0,0,60,United-States,<=50K
63,Private,175777,10th,6,Separated,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,295010,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,437825,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,Peru,<=50K
50,Private,270194,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
41,Private,242089,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
39,Self-emp-inc,117555,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
23,Private,146499,HS-grad,9,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,48,United-States,<=50K
52,Private,222405,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,2377,40,United-States,<=50K
17,<undefined>,216595,11th,7,Never-married,<undefined>,Own-child,Black,Female,0,0,20,United-States,<=50K
46,Private,157991,Assoc-voc,11,Divorced,Tech-support,Unmarried,Black,Female,0,625,40,United-States,<=50K
26,Private,373553,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,42,United-States,<=50K
30,Private,194827,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
23,Private,60331,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,State-gov,96483,Some-college,10,Never-married,Adm-clerical,Own-child,Asian-Pac-Islander,Female,0,0,12,United-States,<=50K
39,Private,211154,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
37,Local-gov,247750,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,204235,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,50,United-States,>50K
38,Private,197113,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,20,United-States,<=50K
47,Private,178341,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,4064,0,60,United-States,<=50K
20,Private,293297,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
35,Private,35330,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,State-gov,202056,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,14084,0,40,United-States,>50K
32,Private,61898,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,15,United-States,<=50K
42,Self-emp-inc,1097453,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
32,Private,176992,10th,6,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
27,Private,295289,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,30,United-States,<=50K
53,Self-emp-inc,298215,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
28,Self-emp-not-inc,209934,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,25,Mexico,<=50K
26,Private,164938,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,423222,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
23,Private,124259,Some-college,10,Never-married,Protective-serv,Own-child,Black,Female,0,0,40,United-States,<=50K
70,Self-emp-inc,232871,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,<=50K
41,State-gov,73199,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
43,State-gov,27661,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
65,Private,461715,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,25,<undefined>,<=50K
40,Self-emp-not-inc,89413,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,40,United-States,<=50K
64,Self-emp-not-inc,31826,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
40,Private,279679,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
43,Private,221172,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
50,Federal-gov,222020,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,<=50K
19,<undefined>,181265,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
32,Self-emp-not-inc,261056,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,2174,0,60,<undefined>,<=50K
32,Private,204792,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,384508,11th,7,Divorced,Sales,Unmarried,White,Male,1506,0,50,Mexico,<=50K
41,Private,288568,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
30,Private,182714,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,England,<=50K
20,Private,471452,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
45,State-gov,264052,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,146659,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,50,United-States,>50K
24,Private,203027,Assoc-acdm,12,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,218309,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,<=50K
28,Private,133625,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
35,Private,45937,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,<undefined>,389850,HS-grad,9,Married-spouse-absent,<undefined>,Unmarried,Black,Male,0,0,50,United-States,<=50K
38,Federal-gov,201617,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Local-gov,114733,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,35,United-States,<=50K
50,State-gov,97778,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,149507,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
35,Private,82622,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,48014,Masters,14,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,France,<=50K
61,State-gov,162678,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,213842,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,38,United-States,<=50K
61,Private,221447,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
18,Private,426836,5th-6th,3,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
31,Local-gov,206609,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
31,Private,50276,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
20,Private,180497,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
35,Private,220585,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,202752,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
43,Private,75993,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
18,Private,170544,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
55,Private,115439,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
59,Private,24384,HS-grad,9,Widowed,Priv-house-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,209067,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,65225,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
60,Federal-gov,27466,Some-college,10,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,England,<=50K
49,Federal-gov,179869,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
21,Private,442131,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
61,Private,243283,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,316627,5th-6th,3,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Private,208862,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Federal-gov,38645,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,141272,Bachelors,13,Never-married,Other-service,Own-child,Black,Female,0,0,30,United-States,<=50K
41,State-gov,29324,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
18,<undefined>,348588,12th,8,Never-married,<undefined>,Own-child,Black,Male,0,0,25,United-States,<=50K
40,Private,124747,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,7298,0,40,United-States,>50K
55,Self-emp-not-inc,477867,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,218361,10th,6,Never-married,Other-service,Own-child,White,Female,0,1602,12,United-States,<=50K
34,Self-emp-not-inc,156809,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,1504,60,United-States,<=50K
24,Private,267945,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,35724,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
29,Private,187188,Masters,14,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Male,0,0,60,United-States,<=50K
52,Private,155983,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
57,Federal-gov,414994,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,103474,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,45,United-States,<=50K
43,Private,211128,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
61,Private,203445,Some-college,10,Widowed,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,38312,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,65,United-States,>50K
51,Private,178241,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,>50K
40,Private,260761,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Mexico,<=50K
41,Local-gov,36924,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
19,Private,292590,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,461929,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
59,Private,189664,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,State-gov,190577,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,344200,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
30,Private,337494,Assoc-acdm,12,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,48,United-States,<=50K
54,Self-emp-not-inc,52634,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,194901,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,2444,42,United-States,>50K
20,Private,170091,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
27,<undefined>,189399,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,205072,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
35,Private,310290,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,Black,Female,0,0,40,United-States,<=50K
27,Private,134048,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
40,Private,91959,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,46,United-States,>50K
34,Private,153942,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
34,Local-gov,234096,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Private,185330,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,25,United-States,<=50K
28,Private,163772,HS-grad,9,Married-civ-spouse,Other-service,Husband,Other,Male,0,0,40,United-States,<=50K
65,Private,83800,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,27,United-States,<=50K
61,Private,139391,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,16,United-States,<=50K
18,Private,478380,11th,7,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
35,Self-emp-inc,186845,Bachelors,13,Married-civ-spouse,Sales,Own-child,White,Male,5178,0,50,United-States,>50K
45,Private,262802,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
68,<undefined>,152157,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
25,Private,114483,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
48,Private,118023,Prof-school,15,Divorced,Sales,Not-in-family,White,Male,0,0,13,United-States,<=50K
19,Private,220101,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,219424,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,50,United-States,>50K
54,Private,186117,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
47,Self-emp-not-inc,479611,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Private,80312,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,4865,0,40,United-States,<=50K
30,Private,108386,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
67,<undefined>,125926,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
35,Private,177102,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,190762,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,18,United-States,<=50K
61,Private,180632,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,88019,HS-grad,9,Divorced,Other-service,Unmarried,White,Male,0,0,32,United-States,<=50K
50,Private,135339,12th,8,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
32,Private,100662,9th,5,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,Columbia,<=50K
34,Private,183557,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,25,United-States,<=50K
36,Private,160035,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,306790,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,Private,269246,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,308334,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,19,United-States,<=50K
58,Private,215190,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
27,Private,419146,5th-6th,3,Never-married,Other-service,Not-in-family,White,Male,0,0,75,Mexico,<=50K
62,Private,176839,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,38,United-States,<=50K
36,Self-emp-inc,184456,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,27828,0,55,United-States,>50K
21,Local-gov,309348,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,594,0,4,United-States,<=50K
41,Private,56795,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,England,<=50K
28,Private,201861,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,179509,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,291755,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
19,Private,243941,Some-college,10,Never-married,Sales,Own-child,Amer-Indian-Eskimo,Female,0,1721,25,United-States,<=50K
76,Self-emp-not-inc,117169,7th-8th,4,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,30,United-States,<=50K
25,<undefined>,100903,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,<=50K
34,Private,159322,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,262872,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,187052,11th,7,Never-married,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
17,Private,277583,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
55,Private,169071,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
51,Local-gov,96190,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
26,Private,61603,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,0,40,Mexico,<=50K
44,Private,43711,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,48,United-States,<=50K
65,<undefined>,197883,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,70,United-States,<=50K
54,Private,99434,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-not-inc,177639,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,201723,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
26,Private,222248,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,70,United-States,<=50K
39,Private,86143,5th-6th,3,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
46,<undefined>,228620,11th,7,Widowed,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,346034,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,El-Salvador,<=50K
59,Private,87510,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,37932,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
34,Private,185063,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
62,<undefined>,125493,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,5178,0,40,Scotland,>50K
51,Private,159755,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
34,Private,108837,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
47,Private,110669,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
21,<undefined>,220115,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
30,Self-emp-not-inc,45427,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,White,Male,0,0,49,United-States,<=50K
38,Private,154669,HS-grad,9,Separated,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,Private,261278,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,5178,0,40,Philippines,>50K
23,Private,71864,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
34,Private,173495,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
22,Private,254293,12th,8,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,111883,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
50,Private,146429,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,472807,1st-4th,2,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,52,Mexico,<=50K
28,Private,285294,Bachelors,13,Married-civ-spouse,Sales,Wife,Black,Female,15024,0,45,United-States,>50K
23,Private,184665,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
35,Private,205852,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,83879,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
27,Private,178564,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
46,Self-emp-inc,168796,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
27,Private,269444,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,47353,10th,6,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
34,Self-emp-inc,29254,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
33,Private,155343,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,234271,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,257849,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
23,Private,228230,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,47,United-States,<=50K
36,Private,227615,5th-6th,3,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,32,Mexico,<=50K
29,Private,406826,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
50,Self-emp-not-inc,27539,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,7688,0,40,United-States,>50K
19,Private,97261,12th,8,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,<undefined>,232022,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
52,Federal-gov,168539,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
20,Private,515797,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,351381,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,161018,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
60,Private,26721,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,164123,11th,7,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
59,Self-emp-not-inc,98418,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
36,Private,29814,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Male,0,0,50,United-States,<=50K
25,Private,254613,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,Cuba,<=50K
49,Private,207677,7th-8th,4,Divorced,Craft-repair,Not-in-family,White,Male,0,0,70,United-States,<=50K
25,Self-emp-not-inc,217030,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
50,Private,171199,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,198270,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,43,United-States,<=50K
28,<undefined>,131310,HS-grad,9,Separated,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,79923,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
40,Self-emp-inc,475322,Bachelors,13,Separated,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
56,Private,134286,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
56,Self-emp-not-inc,73746,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,125525,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,42,United-States,<=50K
38,<undefined>,155676,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,304949,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,10,United-States,<=50K
67,Private,150516,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,24,United-States,<=50K
54,State-gov,249096,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,164127,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
59,Private,304779,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,157043,11th,7,Widowed,Handlers-cleaners,Unmarried,Black,Female,0,0,40,United-States,<=50K
30,Private,396538,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,29,United-States,<=50K
42,Private,510072,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
64,<undefined>,200017,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
61,<undefined>,60641,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,45,United-States,<=50K
26,Private,89326,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,200471,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,4064,0,40,United-States,<=50K
78,Self-emp-not-inc,82815,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,3,United-States,>50K
24,Self-emp-not-inc,117210,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
27,Private,202206,11th,7,Separated,Farming-fishing,Other-relative,White,Male,0,0,40,Puerto-Rico,<=50K
51,Private,123429,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
46,Private,353512,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
55,Self-emp-not-inc,26683,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,204641,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,225053,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
36,<undefined>,98776,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,263932,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
30,Private,108247,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Self-emp-not-inc,369648,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
26,Private,339324,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,96,United-States,<=50K
59,<undefined>,145574,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,>50K
53,Private,317313,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
24,Local-gov,162919,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,186314,Some-college,10,Separated,Prof-specialty,Own-child,White,Male,0,0,54,United-States,<=50K
36,Private,254202,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
39,Private,108140,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
53,Private,287317,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,Black,Male,0,0,32,United-States,<=50K
75,Self-emp-inc,81534,HS-grad,9,Widowed,Sales,Other-relative,Asian-Pac-Islander,Male,0,0,35,United-States,>50K
36,Private,35945,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
46,Self-emp-inc,204928,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,208809,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
29,Private,133625,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
60,Private,71683,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,49,United-States,<=50K
58,Private,570562,HS-grad,9,Widowed,Sales,Not-in-family,White,Male,0,0,38,United-States,<=50K
67,Self-emp-not-inc,36876,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
35,Private,253006,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,38,United-States,>50K
39,Self-emp-not-inc,50096,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
37,Private,336880,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
54,<undefined>,135840,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
63,Self-emp-not-inc,168048,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
47,Private,187969,11th,7,Divorced,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
23,Private,117363,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
55,Private,256526,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,4865,0,45,United-States,<=50K
49,Private,304416,11th,7,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
39,Private,248011,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,40,United-States,>50K
23,Private,229826,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,159796,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
44,Private,165346,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
25,Private,25386,Assoc-voc,11,Never-married,Other-service,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
35,Private,491000,Assoc-voc,11,Divorced,Prof-specialty,Own-child,Black,Male,0,0,40,United-States,<=50K
23,Local-gov,247731,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,Cuba,<=50K
48,Private,180532,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,189462,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Male,2176,0,40,United-States,<=50K
44,Private,419134,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,170166,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,25,United-States,<=50K
33,Self-emp-not-inc,173495,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
18,Private,423024,12th,8,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
24,Private,72119,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,2202,0,30,United-States,<=50K
32,Local-gov,19302,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,England,>50K
24,State-gov,257621,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
44,Self-emp-inc,118212,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,70,United-States,>50K
27,Private,259840,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
39,Private,115289,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,France,>50K
26,Local-gov,159662,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,379798,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,227945,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,65,United-States,>50K
41,State-gov,36999,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,75,United-States,>50K
73,<undefined>,131982,Bachelors,13,Married-civ-spouse,<undefined>,Husband,Asian-Pac-Islander,Male,0,0,5,Vietnam,<=50K
32,Self-emp-inc,124052,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
56,Local-gov,273084,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
59,Private,170104,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
44,Private,96249,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
35,Private,140915,Bachelors,13,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,1590,40,South,<=50K
52,Private,230657,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,3781,0,40,Columbia,<=50K
30,Private,195576,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,3325,0,50,United-States,<=50K
23,Private,117767,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,112763,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,8614,0,43,United-States,>50K
61,Private,79827,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,103925,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
68,Private,161744,10th,6,Married-civ-spouse,Sales,Husband,White,Male,0,0,16,United-States,<=50K
41,Private,106679,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,27828,0,50,United-States,>50K
42,Self-emp-not-inc,196514,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,<undefined>,61985,9th,5,Separated,<undefined>,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
19,Private,157605,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,137367,11th,7,Married-spouse-absent,Handlers-cleaners,Not-in-family,Asian-Pac-Islander,Male,0,0,40,India,<=50K
40,Self-emp-inc,110862,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2377,50,United-States,<=50K
32,Private,74883,Bachelors,13,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
51,Self-emp-inc,98642,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,14084,0,40,United-States,>50K
44,Local-gov,144778,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
23,Private,177787,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,30,England,<=50K
30,<undefined>,103651,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
44,Private,162108,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
24,Private,217602,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,473133,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,113301,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,<undefined>,<=50K
61,Private,80896,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,45,India,>50K
30,Local-gov,168387,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,38950,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,107801,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
49,Private,191277,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,205359,Assoc-acdm,12,Widowed,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
39,<undefined>,240226,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Black,Male,0,0,40,United-States,<=50K
34,Private,203357,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
52,Local-gov,153064,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Private,202959,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,105150,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
19,Private,238474,11th,7,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,1085515,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
25,Private,82560,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,43,United-States,<=50K
71,Private,55965,7th-8th,4,Widowed,Transport-moving,Not-in-family,White,Male,0,0,10,United-States,<=50K
27,Private,161087,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
28,Private,261278,Assoc-voc,11,Never-married,Tech-support,Not-in-family,Black,Female,0,0,40,United-States,<=50K
54,Private,182187,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,Black,Male,15024,0,38,Jamaica,>50K
18,Private,138917,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,10,United-States,<=50K
49,Private,200198,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
36,Private,205359,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
57,Private,250201,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,0,50,United-States,<=50K
56,Federal-gov,67153,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Portugal,>50K
17,Private,244523,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
30,Private,236599,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,108713,10th,6,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,177147,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,129246,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
50,<undefined>,222381,Some-college,10,Divorced,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,145111,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Private,62258,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,State-gov,108293,Masters,14,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
61,<undefined>,167284,7th-8th,4,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
25,Private,97789,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
34,Private,111415,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
38,Private,374524,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,287244,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
17,<undefined>,341395,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,20,United-States,<=50K
48,Private,278039,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,98360,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
52,Private,317032,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
55,State-gov,294395,Assoc-voc,11,Widowed,Prof-specialty,Unmarried,White,Female,6849,0,40,United-States,<=50K
41,Self-emp-not-inc,240900,HS-grad,9,Divorced,Farming-fishing,Other-relative,White,Male,0,0,20,United-States,<=50K
45,Private,32896,5th-6th,3,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,35,United-States,<=50K
49,Private,97411,7th-8th,4,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,45,Laos,<=50K
19,Private,72355,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
39,Private,342448,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
43,Private,187702,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,2174,0,45,United-States,<=50K
42,Private,303388,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,<=50K
17,Private,112291,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,12,United-States,<=50K
30,Private,208668,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,25,United-States,<=50K
61,Local-gov,28375,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,70,United-States,<=50K
48,Private,207277,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
60,<undefined>,88675,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,47857,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
27,Private,372500,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,Mexico,<=50K
24,Private,190968,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
41,Private,37997,12th,8,Divorced,Transport-moving,Not-in-family,White,Male,0,0,84,United-States,>50K
42,Private,257328,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Private,127610,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
22,<undefined>,139324,9th,5,Never-married,<undefined>,Unmarried,Black,Female,0,0,36,United-States,<=50K
47,Private,164423,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,43,United-States,<=50K
50,Private,104501,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,1980,40,United-States,<=50K
30,Private,56121,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,296212,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,157640,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
44,Private,222504,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,45,United-States,>50K
34,Private,261023,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1651,38,United-States,<=50K
52,Private,146567,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Male,14344,0,40,United-States,>50K
34,Private,116910,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
31,Private,132601,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,185537,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
22,Private,500720,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,Mexico,<=50K
42,Private,182108,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
37,Private,231491,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
36,Self-emp-not-inc,239415,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
38,Private,179262,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
72,Without-pay,121004,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,United-States,<=50K
40,Private,252392,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
19,Private,163578,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
55,Private,143266,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Hungary,>50K
30,Private,285902,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,113094,Bachelors,13,Separated,Adm-clerical,Unmarried,White,Female,0,1092,40,United-States,<=50K
29,Private,278637,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,3103,0,45,United-States,>50K
41,Private,174540,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,4,United-States,<=50K
29,Private,188729,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
24,Private,72143,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
46,Self-emp-not-inc,328216,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
44,Private,165815,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
17,Private,317702,10th,6,Never-married,Sales,Own-child,Black,Female,0,0,15,United-States,<=50K
35,Private,215323,Assoc-voc,11,Divorced,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
38,Private,192939,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
36,Private,156352,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,155066,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
38,Self-emp-not-inc,152621,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,<=50K
19,Private,298891,11th,7,Never-married,Sales,Not-in-family,White,Female,0,0,40,Honduras,<=50K
30,Private,193298,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
36,Local-gov,150309,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
27,Private,384308,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,305647,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
66,<undefined>,182378,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,30,United-States,<=50K
65,Federal-gov,23494,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,2174,40,United-States,>50K
37,Private,421633,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,>50K
17,Private,57723,11th,7,Never-married,Sales,Own-child,White,Male,0,0,30,United-States,<=50K
19,<undefined>,307837,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
57,Private,103540,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,50,United-States,<=50K
54,Self-emp-not-inc,136224,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
21,Private,231573,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,242804,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,163671,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,287701,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,48,United-States,>50K
31,Private,187560,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
41,Private,222504,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Female,0,0,38,United-States,<=50K
20,Private,41356,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,59335,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,15,United-States,<=50K
62,Private,84756,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
41,Private,407425,12th,8,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Private,162424,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
53,Self-emp-not-inc,175456,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
28,Private,52603,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
23,Private,250630,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
46,Self-emp-not-inc,233974,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
28,Private,376302,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
50,Private,195638,10th,6,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,225775,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,Mexico,<=50K
84,Private,388384,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,10,United-States,<=50K
48,Self-emp-not-inc,219021,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
61,Self-emp-not-inc,168654,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,20,United-States,<=50K
44,Private,180609,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,42,United-States,<=50K
32,Private,114746,HS-grad,9,Separated,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Female,0,0,60,South,<=50K
25,Private,178037,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
47,State-gov,160045,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,268524,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
37,Private,174844,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,17,United-States,<=50K
28,Private,82488,HS-grad,9,Divorced,Tech-support,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
34,Private,221167,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
32,Self-emp-not-inc,48014,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
24,Private,217226,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
22,<undefined>,177902,Some-college,10,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,25,United-States,<=50K
30,Private,39386,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,99,United-States,<=50K
56,Private,37394,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,115426,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
28,Private,114158,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,26,United-States,<=50K
40,Private,119101,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,68,United-States,>50K
28,Private,360527,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
39,Private,225544,12th,8,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,108438,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Private,230315,Some-college,10,Never-married,Other-service,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Dominican-Republic,<=50K
32,Private,158002,Some-college,10,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,55,Ecuador,<=50K
37,Private,179468,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
71,Private,99894,5th-6th,3,Widowed,Priv-house-serv,Not-in-family,Asian-Pac-Islander,Female,0,0,75,United-States,<=50K
30,Private,270889,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
20,Private,42279,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
53,Federal-gov,167380,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1740,50,United-States,<=50K
42,Private,274913,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,45,United-States,<=50K
44,Private,35910,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,56,United-States,>50K
26,Private,68001,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,27162,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,16,United-States,<=50K
37,Self-emp-not-inc,286146,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Local-gov,95462,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,50103,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
54,Private,511668,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,43,United-States,>50K
38,Self-emp-inc,189679,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
29,Private,115064,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,State-gov,215443,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,38,United-States,<=50K
32,Private,174789,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,50,United-States,<=50K
24,Private,91999,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,20,United-States,<=50K
59,Federal-gov,100931,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
56,Self-emp-not-inc,119069,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,277488,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,84,United-States,<=50K
35,Private,265662,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
38,Private,114591,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,40,United-States,>50K
24,Private,227594,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
30,Private,129707,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1848,40,United-States,>50K
61,<undefined>,175032,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,133569,1st-4th,2,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Mexico,<=50K
20,Local-gov,308654,Some-college,10,Never-married,Protective-serv,Own-child,Asian-Pac-Islander,Female,0,0,20,United-States,<=50K
36,Private,156084,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
45,Federal-gov,380127,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,210781,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,189759,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,2001,40,United-States,<=50K
34,Private,258675,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,223367,11th,7,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
42,<undefined>,204817,9th,5,Never-married,<undefined>,Own-child,Black,Male,0,0,35,United-States,<=50K
23,Private,409230,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
46,Federal-gov,308077,Prof-school,15,Separated,Prof-specialty,Unmarried,White,Female,0,0,40,Germany,>50K
60,Private,159049,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,Germany,>50K
40,Private,353142,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
55,Private,143030,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,304857,Masters,14,Separated,Tech-support,Not-in-family,White,Male,27828,0,40,United-States,>50K
28,Private,30912,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,43,United-States,<=50K
55,Private,125000,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
47,Private,181363,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
54,Private,338620,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,>50K
32,Private,115989,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,60,United-States,<=50K
38,Private,111128,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
61,Self-emp-not-inc,201273,Some-college,10,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Self-emp-inc,137354,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,South,<=50K
29,Private,133420,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
26,Private,192208,HS-grad,9,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,32,United-States,<=50K
19,Private,220001,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,50,United-States,<=50K
40,Private,352612,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,169426,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7298,0,40,United-States,>50K
42,Private,319016,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,2885,0,45,United-States,<=50K
55,Private,119751,Masters,14,Never-married,Prof-specialty,Other-relative,Asian-Pac-Islander,Female,0,0,40,Thailand,<=50K
55,Private,202220,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,2407,0,35,United-States,<=50K
43,Self-emp-not-inc,99220,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
39,Private,111275,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Federal-gov,261241,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
28,Private,261725,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
36,Private,182013,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,40666,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,216461,Some-college,10,Divorced,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
60,Private,320376,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
35,Private,282951,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
36,State-gov,166697,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,290856,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
23,Private,455361,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,Guatemala,<=50K
51,Private,82783,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,56536,11th,7,Never-married,Sales,Own-child,White,Female,1055,0,18,India,<=50K
33,Self-emp-not-inc,109959,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
50,Private,177927,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,192337,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
18,Private,236272,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
26,Private,33610,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,209483,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,47,United-States,<=50K
26,Private,247006,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,United-States,<=50K
30,Local-gov,311913,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
39,<undefined>,204756,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
33,Local-gov,300681,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
42,State-gov,24264,Some-college,10,Divorced,Transport-moving,Unmarried,White,Male,0,0,38,United-States,<=50K
28,Private,266070,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
20,Private,226978,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
66,Local-gov,362165,Bachelors,13,Widowed,Prof-specialty,Not-in-family,Black,Female,0,2206,25,United-States,<=50K
31,Private,341672,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,50,India,<=50K
36,Private,179488,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,Canada,<=50K
39,Federal-gov,243872,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
52,Private,259583,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,159822,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,Poland,>50K
27,Private,219863,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,206947,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
21,Private,245572,9th,5,Never-married,Other-service,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
25,Private,38488,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,182504,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
38,Private,193815,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,Italy,<=50K
51,<undefined>,521665,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
29,Private,46442,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1902,50,United-States,>50K
45,Private,60267,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
59,Private,264357,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
41,Private,191814,HS-grad,9,Married-civ-spouse,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,107882,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
43,Private,174575,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
17,Private,143331,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
32,Private,126132,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
42,Private,198619,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
68,Private,211287,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2392,40,United-States,>50K
55,Federal-gov,238192,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,1887,40,United-States,>50K
43,Private,257780,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,183355,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
28,Private,148429,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,71221,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,60,United-States,<=50K
21,Self-emp-not-inc,236769,7th-8th,4,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,32146,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,347491,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,1876,46,United-States,<=50K
34,Private,180714,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,2179,40,United-States,<=50K
57,<undefined>,188877,9th,5,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,306747,Bachelors,13,Divorced,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
21,State-gov,478457,Some-college,10,Never-married,Other-service,Own-child,Black,Female,0,0,12,United-States,<=50K
25,Private,248990,5th-6th,3,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,Mexico,<=50K
51,Self-emp-inc,46281,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
35,Private,148015,Bachelors,13,Never-married,Sales,Own-child,Black,Female,0,0,40,United-States,<=50K
19,Private,278115,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
27,Private,190525,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,55,United-States,>50K
34,Private,176673,Some-college,10,Never-married,Sales,Other-relative,Black,Female,0,0,35,United-States,<=50K
33,<undefined>,202366,HS-grad,9,Divorced,<undefined>,Unmarried,White,Female,0,0,32,United-States,<=50K
36,Private,238415,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,37939,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
60,Self-emp-not-inc,35649,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,383493,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
47,Federal-gov,204900,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,United-States,<=50K
42,Private,20809,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,75,United-States,>50K
34,Private,148207,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
21,Private,200153,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
30,Private,169496,Masters,14,Married-civ-spouse,Other-service,Husband,White,Male,0,0,15,United-States,>50K
53,Private,22978,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
34,Private,366898,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Germany,<=50K
37,Private,324947,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,321577,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
31,Private,241360,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,207564,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
33,Private,220860,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
41,Local-gov,336571,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,State-gov,56402,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
65,Private,180280,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
30,Private,81282,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,86332,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,4064,0,55,United-States,<=50K
30,Local-gov,27051,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,287647,Masters,14,Divorced,Sales,Not-in-family,White,Male,4787,0,45,United-States,>50K
37,Self-emp-not-inc,183735,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,3137,0,30,United-States,<=50K
42,Private,100800,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,Private,155094,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,45,United-States,>50K
67,<undefined>,102693,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,1086,0,35,United-States,<=50K
31,Private,151053,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,40,United-States,>50K
50,Private,548361,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,>50K
33,Private,173858,Bachelors,13,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,0,0,40,India,<=50K
27,Private,347153,Some-college,10,Never-married,Transport-moving,Other-relative,White,Male,0,0,40,United-States,<=50K
31,Private,319146,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,40,Mexico,>50K
35,Private,197719,Some-college,10,Never-married,Machine-op-inspct,Other-relative,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
55,Private,197114,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,6,United-States,>50K
54,Self-emp-not-inc,109418,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1977,35,United-States,>50K
56,Private,182062,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,>50K
21,Private,184543,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Private,175558,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,20,Germany,<=50K
46,Private,122026,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,340543,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
43,Private,101950,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
40,Private,179508,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,<=50K
52,Private,225317,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
59,Local-gov,53304,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
36,Local-gov,282602,Assoc-voc,11,Separated,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
33,Private,184016,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,250165,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,196467,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,35,United-States,<=50K
59,<undefined>,220783,10th,6,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,178780,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
62,Private,65868,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,43,United-States,<=50K
54,Private,35459,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,98986,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
36,Private,282092,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,140764,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,45,United-States,<=50K
30,Private,33124,HS-grad,9,Separated,Farming-fishing,Unmarried,White,Female,0,0,14,United-States,<=50K
46,Private,90042,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
32,Private,102986,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,>50K
21,Private,214387,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,64,United-States,<=50K
39,Private,180667,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,278329,HS-grad,9,Married-spouse-absent,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,<=50K
32,Private,184440,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3464,0,40,United-States,<=50K
23,Private,140462,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,202565,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Italy,<=50K
62,<undefined>,181063,10th,6,Widowed,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
28,Private,287268,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
28,Private,215955,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,82552,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,41745,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,73587,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,35,United-States,<=50K
54,Private,263925,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,196119,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
27,Private,284741,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
30,Private,293936,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
35,Private,340428,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
66,<undefined>,175891,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
19,Local-gov,276973,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,20,United-States,<=50K
30,Private,161599,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
32,Private,144064,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,236391,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,224943,Assoc-voc,11,Never-married,Sales,Other-relative,Black,Male,0,0,65,United-States,<=50K
44,Private,151294,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
52,Private,68982,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
30,Private,241885,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,189461,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,60,United-States,<=50K
19,Self-emp-not-inc,36012,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
33,Private,85355,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,157595,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,197286,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,362747,Some-college,10,Never-married,Other-service,Not-in-family,Black,Female,0,0,35,United-States,<=50K
24,Private,395297,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
31,Self-emp-not-inc,144949,Bachelors,13,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
20,<undefined>,163665,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
32,Private,141490,Assoc-voc,11,Divorced,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
29,Private,147889,Assoc-acdm,12,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
61,Private,232808,10th,6,Divorced,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
48,Private,70668,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,50,United-States,<=50K
29,Federal-gov,33315,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,<undefined>,63526,12th,8,Never-married,<undefined>,Not-in-family,Black,Male,0,0,52,United-States,<=50K
34,Private,591711,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,48,<undefined>,<=50K
22,Private,200318,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,15,United-States,<=50K
32,Private,97723,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,40,United-States,<=50K
38,Private,109231,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,102889,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
26,Private,167106,HS-grad,9,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,40,Hong,<=50K
35,Private,182898,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,8614,0,40,United-States,>50K
62,Private,197918,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,67386,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Private,126592,HS-grad,9,Separated,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
34,Private,49469,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,99999,0,50,United-States,>50K
37,Self-emp-not-inc,119929,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,158199,1st-4th,2,Widowed,Machine-op-inspct,Unmarried,White,Female,0,0,44,Portugal,<=50K
35,Private,341102,9th,5,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
55,Private,101524,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
40,Private,202872,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
25,Private,195201,HS-grad,9,Married-civ-spouse,Sales,Husband,Other,Male,0,0,50,United-States,<=50K
51,Private,128272,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,263094,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
54,Self-emp-inc,357596,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,55,United-States,>50K
47,Local-gov,102628,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
26,Private,171114,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,216414,Assoc-voc,11,Married-spouse-absent,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,127753,12th,8,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
19,Private,282698,7th-8th,4,Never-married,Adm-clerical,Own-child,White,Male,0,0,80,United-States,<=50K
35,Private,139364,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
36,Local-gov,312785,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Male,0,0,35,United-States,<=50K
18,Private,92864,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
46,Local-gov,175428,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,104223,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
29,Private,144784,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
65,Private,178934,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,20,Jamaica,<=50K
41,Private,211253,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
34,Private,133122,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,103540,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
39,State-gov,172700,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
21,Private,282484,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
31,Private,323055,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
33,State-gov,291494,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
28,Private,214702,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,116055,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,2977,0,35,United-States,<=50K
32,Private,226696,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,>50K
31,Private,216827,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,153132,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
48,Private,307440,Bachelors,13,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,45,Philippines,>50K
27,Private,278122,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,122195,HS-grad,9,Widowed,Craft-repair,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Self-emp-not-inc,156890,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,36877,10th,6,Never-married,Sales,Own-child,White,Female,0,0,10,United-States,<=50K
25,Private,131178,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,23,United-States,<=50K
34,Self-emp-inc,62396,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,62,United-States,>50K
33,Private,73054,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,96844,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,20,United-States,<=50K
22,Private,324922,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
61,Private,130684,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,<=50K
40,Private,178983,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,>50K
58,Private,81038,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,12,United-States,<=50K
30,Private,151967,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,58,United-States,<=50K
24,Private,278107,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,60,United-States,<=50K
52,Self-emp-not-inc,183146,12th,8,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
50,Private,183638,HS-grad,9,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,247892,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,30,United-States,<=50K
22,Private,221480,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
32,Private,118551,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,<undefined>,>50K
21,Private,518530,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,193787,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,50,United-States,<=50K
34,Self-emp-inc,157466,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
48,Private,141511,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
61,<undefined>,158712,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,99,United-States,<=50K
21,Private,252253,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
20,Private,200450,7th-8th,4,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,52,United-States,<=50K
30,State-gov,343789,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
44,Private,277647,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
44,Private,291566,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,60,United-States,<=50K
29,Private,151382,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,221167,Prof-school,15,Divorced,Tech-support,Not-in-family,White,Female,0,0,35,United-States,<=50K
35,Private,196178,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,302422,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,37379,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
37,Self-emp-not-inc,82540,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
33,Self-emp-not-inc,182926,Bachelors,13,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
44,Private,159911,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,55,United-States,<=50K
34,Private,212781,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
28,Local-gov,207213,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,5,United-States,<=50K
30,Private,200192,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,45,United-States,<=50K
41,Local-gov,180096,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,192812,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,105908,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,70,United-States,<=50K
48,Private,373366,1st-4th,2,Married-civ-spouse,Farming-fishing,Husband,White,Male,3781,0,50,Mexico,<=50K
26,State-gov,234190,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,20,United-States,<=50K
32,Private,260868,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
26,Private,109097,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
36,Private,171393,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,55,United-States,>50K
49,Private,209146,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
33,<undefined>,289046,HS-grad,9,Divorced,<undefined>,Not-in-family,Black,Male,0,1741,40,United-States,<=50K
54,Private,172281,Masters,14,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,>50K
36,Private,73023,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,55,United-States,<=50K
41,Private,122626,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,48,United-States,<=50K
27,Private,113635,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
68,<undefined>,257269,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,2377,35,United-States,>50K
21,<undefined>,191806,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,75,United-States,<=50K
56,<undefined>,35723,HS-grad,9,Divorced,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
40,Self-emp-not-inc,30759,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
46,Private,105327,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,<undefined>,376058,9th,5,Never-married,<undefined>,Own-child,White,Female,0,0,45,United-States,<=50K
43,Private,219307,9th,5,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
46,Private,208067,HS-grad,9,Divorced,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,78631,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
19,Private,210308,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
67,Local-gov,190661,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,7896,0,50,United-States,>50K
31,Private,594187,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,228476,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
21,Private,126613,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,30267,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,216811,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,16,United-States,<=50K
62,Local-gov,115763,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
31,Local-gov,199368,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,50,United-States,>50K
52,Private,159755,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
39,Self-emp-not-inc,188335,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,417668,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,30,United-States,<=50K
55,<undefined>,141807,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,13550,0,40,United-States,>50K
38,Private,296317,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
36,Private,164898,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,452406,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,15,United-States,<=50K
27,Private,42696,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,262994,Some-college,10,Divorced,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
43,State-gov,167298,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
51,Private,103529,11th,7,Divorced,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
47,Private,97883,Bachelors,13,Widowed,Priv-house-serv,Unmarried,White,Female,25236,0,35,United-States,>50K
49,State-gov,269417,Doctorate,16,Never-married,Exec-managerial,Not-in-family,White,Female,0,2258,50,United-States,>50K
34,Private,199539,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
19,<undefined>,39460,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,60,United-States,<=50K
79,Federal-gov,62176,Doctorate,16,Widowed,Exec-managerial,Not-in-family,White,Male,0,0,6,United-States,>50K
28,State-gov,239130,Some-college,10,Divorced,Other-service,Unmarried,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,151089,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,331611,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
31,Self-emp-not-inc,203463,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,151518,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
23,Self-emp-inc,39844,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
32,Private,299635,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,Germany,<=50K
67,Private,123393,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,209538,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
35,Self-emp-not-inc,238802,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,499197,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,200220,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,114059,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
18,Private,434430,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Private,185385,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,24,United-States,<=50K
22,Private,225156,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,377931,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2377,48,United-States,<=50K
27,<undefined>,133359,Bachelors,13,Married-spouse-absent,<undefined>,Not-in-family,White,Male,0,0,50,<undefined>,<=50K
28,Private,226891,Some-college,10,Never-married,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,30,<undefined>,<=50K
32,Private,201988,Prof-school,15,Married-civ-spouse,Sales,Husband,White,Male,4508,0,40,<undefined>,<=50K
40,Private,287008,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,55,Germany,>50K
23,Private,151910,Bachelors,13,Never-married,Machine-op-inspct,Own-child,White,Female,0,1719,40,United-States,<=50K
25,Private,231714,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,178510,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,2258,60,United-States,<=50K
43,Private,178866,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,>50K
31,Private,110643,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,55,United-States,>50K
33,Private,148261,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,217902,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Self-emp-not-inc,77207,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
32,<undefined>,377017,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
78,Private,184759,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,1797,0,15,United-States,<=50K
64,Self-emp-inc,80333,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
58,Private,265086,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
55,<undefined>,102058,12th,8,Widowed,<undefined>,Not-in-family,White,Male,0,0,30,United-States,<=50K
20,Private,333843,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
35,Private,296478,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
27,Local-gov,116662,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,353298,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,99999,0,50,United-States,>50K
42,Private,142424,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Local-gov,200808,12th,8,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,Puerto-Rico,<=50K
29,Private,119052,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Female,0,0,40,United-States,<=50K
33,Private,168981,1st-4th,2,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
44,Private,151780,Some-college,10,Widowed,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
70,Private,237065,5th-6th,3,Widowed,Other-service,Other-relative,White,Female,2346,0,40,<undefined>,<=50K
25,Private,509866,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,78,United-States,<=50K
24,State-gov,249385,Bachelors,13,Never-married,Adm-clerical,Other-relative,White,Female,0,0,10,United-States,<=50K
42,State-gov,109462,Bachelors,13,Divorced,Adm-clerical,Unmarried,Black,Female,2977,0,40,United-States,<=50K
53,Private,250034,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,50,United-States,>50K
39,Private,249720,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,60,United-States,<=50K
72,Self-emp-not-inc,258761,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-inc,64048,9th,5,Never-married,Sales,Own-child,White,Female,0,0,44,Portugal,<=50K
25,State-gov,153534,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,193815,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
27,Private,255582,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,204527,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
64,Self-emp-not-inc,159938,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2635,0,24,Italy,<=50K
29,Self-emp-not-inc,229341,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
50,Private,128143,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,175479,5th-6th,3,Never-married,Other-service,Unmarried,White,Female,0,0,40,Mexico,<=50K
18,Private,301814,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
20,Private,238917,11th,7,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,32,Mexico,<=50K
32,Private,205581,Some-college,10,Separated,Tech-support,Unmarried,White,Female,0,0,50,United-States,<=50K
45,Private,340341,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Private,147860,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,0,0,40,United-States,<=50K
20,<undefined>,121023,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
23,Private,259496,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
34,Federal-gov,190228,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1902,48,United-States,>50K
43,Private,180599,Bachelors,13,Separated,Exec-managerial,Unmarried,White,Male,8614,0,40,United-States,>50K
44,Private,116358,Bachelors,13,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
47,Self-emp-not-inc,180446,Some-college,10,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,40,United-States,>50K
47,Private,264244,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,Black,Female,0,0,40,United-States,<=50K
46,Local-gov,197988,1st-4th,2,Never-married,Other-service,Not-in-family,Amer-Indian-Eskimo,Female,0,0,20,United-States,<=50K
19,Private,206599,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,313146,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,99212,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
37,Private,340599,11th,7,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Private,62932,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,44861,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,53893,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-inc,152810,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,45,United-States,>50K
47,Local-gov,128401,Doctorate,16,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,336951,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
60,Self-emp-not-inc,95445,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3137,0,46,United-States,<=50K
43,Private,54611,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,315984,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,50,United-States,>50K
28,Private,210313,10th,6,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
19,Private,181020,11th,7,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,30,United-States,<=50K
51,Self-emp-not-inc,120781,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Other,Male,99999,0,70,India,>50K
19,Private,256979,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,35,United-States,<=50K
64,Private,47298,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
44,Private,125461,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
21,Private,209955,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,48,United-States,<=50K
33,Private,182246,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
63,Private,76860,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
44,<undefined>,91949,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
44,Local-gov,136986,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,35,United-States,>50K
28,Federal-gov,183445,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,0,70,Puerto-Rico,<=50K
24,Private,130741,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
20,Federal-gov,191878,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
21,<undefined>,233923,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,24,United-States,<=50K
20,Private,48121,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,304302,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
34,Federal-gov,284703,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,52,United-States,<=50K
17,Private,401198,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
35,Private,243357,11th,7,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
26,Private,32276,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,110538,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,70,United-States,<=50K
25,Private,257310,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Self-emp-not-inc,411950,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
52,Local-gov,392668,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
43,Self-emp-not-inc,52498,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,<=50K
36,Private,223433,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
37,Private,87076,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
58,Private,224854,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,193379,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
54,Private,98436,Masters,14,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
42,<undefined>,116632,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,60,United-States,<=50K
65,Self-emp-inc,210381,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,65,United-States,>50K
44,Private,90688,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,0,0,45,Laos,<=50K
61,Private,229744,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,El-Salvador,<=50K
29,Private,59732,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
34,Private,192900,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,State-gov,90046,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,Canada,<=50K
40,Private,272960,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,42,United-States,>50K
42,Self-emp-inc,152071,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,Cuba,>50K
50,Private,301583,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,171964,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,1602,20,United-States,<=50K
49,Private,315984,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,241962,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,131591,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,45,United-States,<=50K
70,Self-emp-inc,207938,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,5,United-States,<=50K
51,Private,53197,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
24,Private,121023,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,287229,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
22,Private,163911,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
31,Private,191834,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,Private,204734,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,220978,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
39,Private,365739,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,50103,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,283293,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,194534,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,99999,0,60,United-States,>50K
19,Private,263338,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
36,<undefined>,504871,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
30,Private,348592,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,44,United-States,<=50K
28,Private,173944,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Private,226135,9th,5,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,Jamaica,<=50K
32,Private,172375,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
57,Self-emp-inc,127728,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
47,Private,347025,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,191335,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,<=50K
21,Private,247779,11th,7,Never-married,Sales,Own-child,White,Female,0,0,38,United-States,<=50K
25,State-gov,262664,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
37,Private,95855,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,74501,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
43,Private,245317,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
61,Private,29059,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,2754,25,United-States,<=50K
56,Private,200316,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
35,Private,198341,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
59,Private,100453,7th-8th,4,Separated,Other-service,Own-child,Black,Female,0,0,38,United-States,<=50K
44,Self-emp-not-inc,343190,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,55,United-States,>50K
47,Private,235683,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,83237,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
64,Private,88470,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,198801,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,168107,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
50,Private,196193,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
30,<undefined>,205418,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
46,Private,695411,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,44,United-States,<=50K
45,Self-emp-inc,139268,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
44,Federal-gov,192771,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
59,Self-emp-inc,122390,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,48,United-States,>50K
65,Self-emp-inc,184965,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
23,Private,180837,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
33,Private,159548,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,38,United-States,<=50K
34,Private,110554,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
38,Private,103474,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
62,Private,178249,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
21,Private,138768,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
41,Private,321824,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,8,United-States,<=50K
35,Private,244803,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Peru,<=50K
62,Local-gov,206063,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Private,167651,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
69,State-gov,163689,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K
19,Self-emp-not-inc,45546,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
47,Private,420986,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
52,Self-emp-inc,68015,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,90,United-States,>50K
54,Private,175594,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
58,<undefined>,148673,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,<=50K
30,Private,206322,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,73,United-States,>50K
39,Private,272338,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,25,United-States,<=50K
73,Private,105886,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,1173,0,75,United-States,<=50K
64,Private,312498,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,177675,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,152810,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,319122,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,212304,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
53,Private,208321,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,1740,40,United-States,<=50K
39,Private,240841,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
49,Private,208978,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,16,United-States,<=50K
23,Local-gov,442359,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1092,40,United-States,<=50K
28,Private,198197,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
46,Private,261059,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
40,Private,72791,Some-college,10,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
24,Private,275395,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
20,<undefined>,195767,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,462966,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,0,0,8,El-Salvador,<=50K
24,<undefined>,265434,Bachelors,13,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,31269,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
33,Local-gov,246291,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,46,United-States,<=50K
54,Federal-gov,128378,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Local-gov,231180,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
31,Local-gov,206297,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
47,Self-emp-inc,337050,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,193075,HS-grad,9,Divorced,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
33,Local-gov,169652,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Male,0,1669,55,United-States,<=50K
35,Private,35945,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,141453,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
36,Private,252231,Preschool,1,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,Puerto-Rico,<=50K
30,Private,128016,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
39,Private,150057,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
25,Private,258276,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
40,Private,188465,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
25,Self-emp-inc,161007,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,403468,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Mexico,<=50K
53,Federal-gov,181677,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,120243,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
41,Private,157025,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Male,0,0,40,United-States,<=50K
25,Private,306908,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
66,Self-emp-not-inc,28061,7th-8th,4,Widowed,Farming-fishing,Unmarried,White,Male,0,0,50,United-States,<=50K
53,Private,95540,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,1471,0,40,United-States,<=50K
27,Private,135001,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,293398,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,185106,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,245790,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,80,United-States,<=50K
26,Private,134004,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
26,Private,205036,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,42,United-States,<=50K
26,Private,244495,9th,5,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
38,Private,159179,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,405155,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
34,Private,177437,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,45,United-States,>50K
32,Federal-gov,402361,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Self-emp-not-inc,184553,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
31,Private,302626,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,99138,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
39,Private,112731,HS-grad,9,Divorced,Other-service,Not-in-family,Other,Female,0,0,40,Dominican-Republic,<=50K
35,Private,192923,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2377,40,United-States,<=50K
18,Private,761006,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
75,<undefined>,125784,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
28,Private,182344,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,117012,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
39,Federal-gov,30673,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
31,Federal-gov,484669,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,State-gov,314052,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
43,State-gov,38537,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,38,<undefined>,<=50K
27,Private,165412,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,198341,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1902,55,India,>50K
46,Private,116635,Bachelors,13,Separated,Prof-specialty,Unmarried,Black,Female,0,0,36,United-States,<=50K
20,Private,185452,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,118686,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,20,United-States,<=50K
69,Private,76939,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Federal-gov,160646,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,35,United-States,<=50K
49,State-gov,126754,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
20,Private,211049,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,30,United-States,<=50K
52,Private,311931,5th-6th,3,Married-civ-spouse,Sales,Wife,White,Female,0,0,15,El-Salvador,<=50K
33,Private,283602,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,59,Mexico,<=50K
18,Private,155021,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,6,United-States,<=50K
55,Self-emp-not-inc,100569,HS-grad,9,Separated,Farming-fishing,Unmarried,White,Female,0,0,55,United-States,<=50K
61,Private,380462,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
61,Federal-gov,221943,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,9386,0,40,United-States,>50K
39,Private,114544,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,>50K
30,Private,248584,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,227468,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
36,Private,66173,Assoc-acdm,12,Married-civ-spouse,Sales,Wife,White,Female,0,0,15,United-States,<=50K
34,Private,107624,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
53,Private,70387,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,4386,0,40,India,>50K
38,Private,423616,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,36,United-States,>50K
46,Private,98637,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
27,Local-gov,216013,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,210926,11th,7,Separated,Handlers-cleaners,Unmarried,White,Female,0,0,40,Nicaragua,<=50K
60,Local-gov,255711,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,60,United-States,>50K
23,Private,77581,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
29,Private,152461,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,14344,0,50,United-States,>50K
22,Private,203263,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
25,Private,261519,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
29,Private,91189,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
90,Federal-gov,195433,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,United-States,<=50K
37,Local-gov,272471,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,311524,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,38,United-States,<=50K
18,Private,151386,HS-grad,9,Married-spouse-absent,Other-service,Own-child,Black,Male,0,0,40,Jamaica,<=50K
35,Private,187625,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,65,United-States,<=50K
50,Private,108933,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,2885,0,40,United-States,<=50K
54,Private,135388,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
43,Private,169383,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,Self-emp-inc,191129,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,>50K
51,Private,467611,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
31,Private,373185,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,42,Mexico,<=50K
69,Private,130060,HS-grad,9,Separated,Transport-moving,Unmarried,Black,Female,2387,0,40,United-States,<=50K
57,Private,199934,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
71,<undefined>,116165,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,14,Canada,<=50K
28,Private,42881,10th,6,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
28,<undefined>,174666,10th,6,Separated,<undefined>,Not-in-family,White,Male,0,0,80,United-States,<=50K
25,Private,169759,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,95,United-States,<=50K
49,Self-emp-not-inc,181547,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,30,Columbia,<=50K
52,Private,95704,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,237432,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
32,Private,226267,5th-6th,3,Married-spouse-absent,Craft-repair,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
31,Private,159979,Some-college,10,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,50,United-States,<=50K
30,Private,203488,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
24,Private,403671,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
45,Private,192323,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,66,Yugoslavia,<=50K
30,Private,167832,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,145166,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
42,State-gov,155657,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,25,United-States,<=50K
49,Private,116789,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,39234,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
25,Private,124111,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
41,Private,172828,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,55,Outlying-US(Guam-USVI-etc),<=50K
55,Private,143372,HS-grad,9,Divorced,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
31,Self-emp-not-inc,265807,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,3137,0,50,United-States,<=50K
25,State-gov,218184,Bachelors,13,Never-married,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,<=50K
32,Private,154087,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Federal-gov,440647,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
37,Private,193952,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,<undefined>,<=50K
52,Private,125932,7th-8th,4,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,284652,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
21,<undefined>,214635,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,24,United-States,<=50K
43,Private,173316,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,State-gov,65390,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,<undefined>,<=50K
40,Self-emp-inc,45054,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
54,Private,185042,1st-4th,2,Separated,Priv-house-serv,Other-relative,White,Female,0,0,40,Mexico,<=50K
35,Private,117381,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,258666,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Female,0,1974,40,United-States,<=50K
35,Private,179668,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Private,127277,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Taiwan,>50K
26,Private,192022,Bachelors,13,Never-married,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,99551,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,0,15,United-States,<=50K
51,Private,208899,Bachelors,13,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
35,Private,287658,Assoc-acdm,12,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,30,Jamaica,<=50K
31,Private,196125,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,275051,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,8,United-States,<=50K
38,Private,23892,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
39,Federal-gov,376455,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,50,United-States,>50K
29,Private,267989,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
39,Private,30269,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,204235,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
46,Local-gov,209057,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
73,Private,349347,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,25,United-States,<=50K
47,Local-gov,154033,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,1876,40,United-States,<=50K
28,Private,124680,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,70,United-States,<=50K
27,Private,132805,10th,6,Never-married,Sales,Other-relative,White,Male,0,1980,40,United-States,<=50K
38,Private,99233,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
19,Private,224849,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
60,Local-gov,101110,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,>50K
24,Private,184839,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,302847,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,181322,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,<=50K
26,Local-gov,192213,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Canada,<=50K
28,State-gov,37250,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,16,United-States,<=50K
38,Self-emp-inc,140854,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
47,Private,158286,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
50,Private,269095,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
27,Private,279960,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,176239,Some-college,10,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,115360,10th,6,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,3464,0,40,United-States,<=50K
49,Private,337666,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
68,<undefined>,255276,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,48,United-States,>50K
63,Private,145212,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,185099,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,>50K
42,Private,142756,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
28,Private,156300,Masters,14,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,45,United-States,<=50K
68,<undefined>,186266,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,8,United-States,<=50K
38,Private,219137,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,22,United-States,<=50K
43,Private,110970,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
49,Private,203067,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
59,Private,148844,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,154941,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
26,Private,124111,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,36,United-States,<=50K
59,Private,157303,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,48,United-States,<=50K
34,Private,113838,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,165737,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,43,India,>50K
67,Private,140849,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,24,United-States,<=50K
45,Private,200363,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,44,United-States,<=50K
64,Private,180247,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
51,Private,82578,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,Canada,>50K
31,Private,227146,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
42,Self-emp-inc,348886,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
65,Private,90907,5th-6th,3,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
23,Private,142766,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,20,United-States,<=50K
31,Private,246439,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
33,Private,184784,10th,6,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Local-gov,195262,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
63,Private,167967,Masters,14,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,46,United-States,<=50K
48,Private,145636,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,>50K
45,Local-gov,170099,Assoc-acdm,12,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
17,Private,228253,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
26,Local-gov,205570,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Federal-gov,506830,Some-college,10,Divorced,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Private,412435,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,Outlying-US(Guam-USVI-etc),<=50K
44,Private,163331,Some-college,10,Widowed,Adm-clerical,Unmarried,White,Female,0,0,32,United-States,<=50K
43,Federal-gov,222756,Masters,14,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,State-gov,318918,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,105188,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,Haiti,<=50K
23,Private,199884,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,45,United-States,<=50K
19,Private,96483,HS-grad,9,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
49,Self-emp-not-inc,192203,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,<=50K
52,Private,203392,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,United-States,<=50K
32,Private,99646,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
38,Private,167440,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,4508,0,40,United-States,<=50K
25,<undefined>,210095,5th-6th,3,Never-married,<undefined>,Unmarried,White,Female,0,0,25,El-Salvador,<=50K
44,Private,219591,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
63,Private,30270,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,226020,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,60,<undefined>,<=50K
21,Private,314165,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,Columbia,<=50K
32,Private,330715,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Self-emp-not-inc,35448,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,50,United-States,<=50K
50,State-gov,172970,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
26,Self-emp-inc,189502,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K
35,Private,61518,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,<=50K
31,Private,574005,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
24,Private,281356,1st-4th,2,Never-married,Farming-fishing,Not-in-family,Other,Male,0,0,66,Mexico,<=50K
40,Private,138975,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,<=50K
31,Private,176969,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,55,United-States,<=50K
43,Private,132393,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,Poland,<=50K
44,Private,194924,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,>50K
40,Private,478205,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
75,<undefined>,128224,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
52,Local-gov,30118,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,3137,0,42,United-States,<=50K
51,Self-emp-not-inc,290688,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,State-gov,85566,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,121874,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
40,Self-emp-not-inc,29036,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,35,United-States,<=50K
33,Private,348152,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Local-gov,73715,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
29,Private,151382,Assoc-voc,11,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,50,United-States,<=50K
37,Private,236359,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,37,United-States,<=50K
37,Private,19899,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,45,United-States,>50K
19,Private,138760,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
46,Local-gov,354962,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
46,Private,181363,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Private,393360,Some-college,10,Never-married,Protective-serv,Own-child,Black,Male,0,0,30,United-States,<=50K
34,Private,210736,Some-college,10,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,<undefined>,<=50K
38,Private,110013,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,43,United-States,<=50K
26,Private,193304,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,118551,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
57,Private,201991,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,157446,11th,7,Never-married,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
26,Local-gov,283217,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,247794,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,84,United-States,<=50K
38,Private,43712,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,60,United-States,>50K
61,Private,35649,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,6,United-States,<=50K
36,Self-emp-not-inc,342719,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,<undefined>,>50K
61,<undefined>,71467,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,3103,0,40,United-States,>50K
17,Private,271837,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,16,United-States,<=50K
40,Private,400061,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Other,Male,0,0,40,United-States,>50K
18,Private,62972,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
21,Private,174907,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,32,United-States,<=50K
41,Private,176452,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,Peru,<=50K
46,Private,268358,11th,7,Separated,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Federal-gov,176904,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,176683,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Male,0,0,52,United-States,<=50K
39,Private,98077,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,42,United-States,<=50K
36,Private,266461,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,48,United-States,<=50K
51,Private,312477,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,3908,0,40,United-States,<=50K
27,Private,604045,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Local-gov,131568,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
42,Private,97688,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,47,United-States,<=50K
23,Private,373628,Bachelors,13,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
56,Private,367984,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
41,Self-emp-not-inc,193459,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
49,Private,250733,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,46,United-States,<=50K
46,Federal-gov,199725,Assoc-voc,11,Divorced,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Female,0,0,60,United-States,<=50K
54,Private,156877,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Greece,<=50K
38,Private,122076,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,43,United-States,>50K
45,Self-emp-not-inc,216402,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,India,>50K
50,Self-emp-not-inc,42402,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,30,United-States,>50K
22,Private,315974,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,63437,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,Ireland,<=50K
27,Private,160786,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
34,Private,85374,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,465974,11th,7,Never-married,Transport-moving,Own-child,White,Male,0,0,30,United-States,<=50K
47,Private,78529,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
36,State-gov,98037,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
22,Private,178390,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,210940,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,2002,45,United-States,<=50K
43,Private,64506,Some-college,10,Divorced,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
54,Private,128378,Some-college,10,Widowed,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Private,234460,9th,5,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,Dominican-Republic,<=50K
29,Private,176760,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,55,United-States,<=50K
40,State-gov,59460,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
18,Private,234428,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
31,Private,215047,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
57,Private,140426,Doctorate,16,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,40,Germany,>50K
32,Private,191777,Masters,14,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
48,Private,148995,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
24,Private,229773,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
24,Private,174461,Assoc-acdm,12,Divorced,Other-service,Not-in-family,White,Female,0,0,22,United-States,<=50K
24,Private,250647,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Guatemala,<=50K
49,Local-gov,119904,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,30,United-States,>50K
27,Self-emp-not-inc,151402,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1573,70,United-States,<=50K
37,Private,184556,Some-college,10,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,263561,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
19,Private,177945,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
45,Private,306889,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
54,Local-gov,54377,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,144351,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,625,40,United-States,<=50K
22,Private,95566,Some-college,10,Married-spouse-absent,Sales,Own-child,Other,Female,0,0,22,Dominican-Republic,<=50K
20,Private,181675,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,172129,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
49,<undefined>,350759,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
58,Self-emp-not-inc,105592,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,200061,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,<undefined>,<=50K
34,Self-emp-inc,200689,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,386726,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,44,United-States,>50K
28,Local-gov,135567,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,4101,0,60,United-States,<=50K
38,Local-gov,282753,Assoc-voc,11,Divorced,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
32,Private,137367,11th,7,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,India,<=50K
35,Self-emp-inc,153976,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
51,Self-emp-inc,96062,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
33,Private,152933,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
71,Private,97870,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,15,Germany,<=50K
48,Private,254291,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
53,Self-emp-not-inc,101432,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,125776,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
64,Self-emp-not-inc,165479,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,5,United-States,<=50K
42,Federal-gov,172307,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,48,United-States,>50K
25,Private,176729,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
66,Private,174276,Some-college,10,Widowed,Sales,Unmarried,White,Female,0,0,50,United-States,>50K
59,Federal-gov,48102,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,<undefined>,>50K
42,Self-emp-not-inc,79531,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
24,Private,306460,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
19,Private,55284,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,25,United-States,<=50K
26,Private,172063,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
22,Private,141028,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,30,United-States,<=50K
33,Private,37274,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
63,Private,31389,11th,7,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,12,United-States,<=50K
20,Private,415913,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
33,Private,295591,5th-6th,3,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
57,<undefined>,202903,7th-8th,4,Married-civ-spouse,<undefined>,Wife,White,Female,1173,0,45,Puerto-Rico,<=50K
56,Private,159770,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
70,Self-emp-not-inc,268832,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,24,United-States,>50K
42,Private,126003,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
25,Local-gov,225193,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
28,Private,297735,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
80,Self-emp-not-inc,225892,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,1409,0,40,United-States,<=50K
36,Private,605502,10th,6,Never-married,Transport-moving,Not-in-family,Black,Female,0,0,40,United-States,<=50K
37,Private,174150,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,165466,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,>50K
52,State-gov,189728,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
49,Private,360491,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,115040,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,262688,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,7688,0,50,United-States,>50K
70,Self-emp-inc,158437,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,>50K
55,Private,41108,Some-college,10,Widowed,Farming-fishing,Not-in-family,White,Male,0,2258,62,United-States,>50K
25,Private,149875,Bachelors,13,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Private,131916,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Italy,>50K
22,Private,60668,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,153132,Assoc-acdm,12,Separated,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,155256,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
54,Private,244770,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
38,Private,312108,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
52,Private,102828,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
36,Private,93225,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
74,Self-emp-inc,231002,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,>50K
35,Self-emp-not-inc,256992,5th-6th,3,Married-civ-spouse,Other-service,Wife,White,Female,0,0,15,Mexico,<=50K
41,Private,118721,12th,8,Divorced,Adm-clerical,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
30,Private,151989,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
25,Private,109112,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
35,Private,589809,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,13550,0,60,United-States,>50K
38,Private,172538,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
34,State-gov,318982,Masters,14,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1848,40,United-States,>50K
48,Private,204629,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
50,Self-emp-not-inc,99894,5th-6th,3,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Female,0,0,15,United-States,<=50K
19,Private,369463,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
51,Private,79324,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,61178,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
20,Private,204226,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
17,Private,183110,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,16,United-States,<=50K
42,Private,96321,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
25,Private,167031,Some-college,10,Never-married,Other-service,Other-relative,Other,Female,0,0,25,Ecuador,<=50K
36,Private,108997,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
65,Private,176796,Doctorate,16,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,Self-emp-not-inc,134737,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,70,United-States,>50K
33,Self-emp-inc,49795,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
32,State-gov,131588,Some-college,10,Never-married,Tech-support,Unmarried,Black,Female,0,0,20,United-States,<=50K
25,Private,307643,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,351350,Some-college,10,Divorced,Protective-serv,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,260761,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
72,Private,156310,10th,6,Married-civ-spouse,Other-service,Husband,White,Male,2414,0,12,United-States,<=50K
36,Private,207789,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,52,United-States,<=50K
67,Self-emp-not-inc,252842,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,1797,0,20,United-States,<=50K
28,Private,294936,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,4064,0,45,United-States,<=50K
24,Private,196269,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Other,Male,0,0,40,United-States,<=50K
17,Private,46402,7th-8th,4,Never-married,Sales,Own-child,White,Male,0,0,8,United-States,<=50K
32,Self-emp-not-inc,267161,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,30,United-States,<=50K
67,Private,160456,11th,7,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,123983,Some-college,10,Never-married,<undefined>,Other-relative,Asian-Pac-Islander,Male,0,0,10,Vietnam,<=50K
51,Private,123053,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,5013,0,40,India,<=50K
32,Private,426467,1st-4th,2,Never-married,Craft-repair,Not-in-family,White,Male,3674,0,40,Guatemala,<=50K
39,Private,269323,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Self-emp-not-inc,42857,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,35,United-States,<=50K
50,Self-emp-not-inc,183915,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
24,Private,211391,10th,6,Never-married,Sales,Not-in-family,White,Female,0,0,15,United-States,<=50K
21,Local-gov,193130,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,86745,Bachelors,13,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,16,United-States,<=50K
34,Private,226525,Assoc-voc,11,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
68,<undefined>,270339,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
49,Self-emp-not-inc,343742,10th,6,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,32,United-States,<=50K
50,Private,150975,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
33,Private,207301,Assoc-acdm,12,Divorced,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
18,Private,135924,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,184277,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,55,United-States,>50K
20,Private,142233,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
46,Self-emp-inc,120902,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,3103,0,37,United-States,>50K
64,Local-gov,158412,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,126161,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
35,Private,149347,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,70,United-States,<=50K
21,Private,322674,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,32,United-States,<=50K
29,Private,55390,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
38,State-gov,200904,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,30,United-States,>50K
45,Private,166056,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,116666,Masters,14,Divorced,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,50,India,>50K
41,Private,168324,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
37,Private,121772,HS-grad,9,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Hong,<=50K
45,Private,126889,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,60,United-States,>50K
20,<undefined>,401690,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
45,Self-emp-inc,117605,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
20,Federal-gov,410446,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,20,United-States,<=50K
63,Self-emp-inc,38472,Some-college,10,Widowed,Sales,Not-in-family,White,Female,14084,0,60,United-States,>50K
35,Self-emp-not-inc,335704,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,70261,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,47577,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
23,Private,117767,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,179641,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
23,<undefined>,343553,11th,7,Never-married,<undefined>,Not-in-family,Black,Male,0,0,40,United-States,<=50K
36,Self-emp-not-inc,328466,5th-6th,3,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,Mexico,>50K
46,Private,265097,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,5,United-States,<=50K
38,Local-gov,414791,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
55,Local-gov,48055,12th,8,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,341672,Some-college,10,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,0,0,40,India,<=50K
48,Private,266764,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
35,Private,233571,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,50,United-States,<=50K
53,Private,126592,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,7688,0,40,United-States,>50K
47,Private,70754,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,138852,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,4650,0,22,United-States,<=50K
32,Private,175856,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,193494,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,46,United-States,<=50K
41,Private,104334,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
47,Federal-gov,197332,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,205844,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,25,United-States,<=50K
45,Local-gov,206459,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
33,Private,202822,7th-8th,4,Never-married,Other-service,Unmarried,Black,Female,0,0,14,Trinadad&Tobago,<=50K
68,Without-pay,174695,Some-college,10,Married-spouse-absent,Farming-fishing,Unmarried,White,Female,0,0,25,United-States,<=50K
44,Private,183342,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
49,Private,105614,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,329603,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Poland,>50K
41,Private,77373,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1848,65,United-States,>50K
29,Private,207473,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Mexico,<=50K
46,Private,149161,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,<undefined>,<=50K
19,Private,311974,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,25,Mexico,<=50K
56,Private,175127,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,111625,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
29,Private,48895,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,Private,27049,HS-grad,9,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,25,United-States,<=50K
38,Private,108907,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,<undefined>,<=50K
52,Private,94988,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,218343,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
20,Private,227626,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,60,United-States,<=50K
31,Private,272856,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,50,England,<=50K
39,Private,30916,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,276229,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,289106,Assoc-acdm,12,Separated,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
67,<undefined>,39100,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,5,United-States,<=50K
45,Private,192776,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,55,United-States,>50K
61,Private,147280,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
18,Private,187770,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
51,State-gov,213296,Bachelors,13,Widowed,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,107410,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,<undefined>,170272,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,86808,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
48,Private,149210,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Male,0,0,45,United-States,<=50K
62,Private,123411,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,53,United-States,<=50K
21,<undefined>,306779,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
28,Private,487347,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
19,Private,283945,10th,6,Never-married,Handlers-cleaners,Other-relative,White,Male,0,1602,45,United-States,<=50K
20,Private,375698,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
41,Private,271753,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,251854,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
47,Private,264052,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
43,State-gov,28451,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,>50K
20,Private,282604,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,20,United-States,<=50K
29,Private,185908,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,55,United-States,>50K
51,Federal-gov,198186,Bachelors,13,Widowed,Prof-specialty,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,Private,242521,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,337940,5th-6th,3,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,Mexico,<=50K
30,Private,212064,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,129263,HS-grad,9,Widowed,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
68,Local-gov,144761,HS-grad,9,Widowed,Protective-serv,Not-in-family,White,Male,0,1668,20,United-States,<=50K
42,Private,109912,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,>50K
41,Private,113324,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,187795,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
20,Private,173724,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
43,Private,185129,Bachelors,13,Divorced,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,73134,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,60,United-States,>50K
45,Private,236040,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
39,Private,74194,HS-grad,9,Never-married,Farming-fishing,Unmarried,White,Male,0,0,40,United-States,<=50K
31,Local-gov,102130,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,140915,Some-college,10,Never-married,Sales,Other-relative,Asian-Pac-Islander,Male,0,0,25,Philippines,<=50K
69,<undefined>,107575,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,2964,0,35,United-States,<=50K
38,State-gov,34364,Masters,14,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,258037,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,Cuba,>50K
18,Private,391585,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
41,Self-emp-not-inc,233130,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,Mexico,<=50K
30,Private,101345,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,3103,0,55,United-States,>50K
23,<undefined>,32897,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
26,Private,248612,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,30,United-States,<=50K
37,Private,212465,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,198587,Some-college,10,Never-married,Tech-support,Not-in-family,Black,Female,2174,0,50,United-States,<=50K
33,Private,405913,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Peru,>50K
37,Private,588003,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
31,Private,46807,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,210498,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
35,Private,206951,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
28,Self-emp-not-inc,237466,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,30,United-States,>50K
59,Private,279636,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,Guatemala,<=50K
42,Private,29320,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,271262,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
27,<undefined>,29361,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Female,0,0,45,United-States,<=50K
32,Private,76773,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,109004,HS-grad,9,Separated,Craft-repair,Unmarried,Black,Male,0,0,40,United-States,<=50K
43,Private,226902,Bachelors,13,Divorced,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
46,Private,176552,11th,7,Divorced,Prof-specialty,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,>50K
41,Private,182303,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
59,Local-gov,296253,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,8614,0,60,United-States,>50K
20,Private,218215,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
57,Private,165695,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
46,Self-emp-not-inc,51271,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,4386,0,70,United-States,<=50K
45,Private,96100,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
29,Local-gov,82393,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,Asian-Pac-Islander,Male,0,1590,45,United-States,<=50K
23,Private,248978,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
46,Private,254367,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,1590,48,United-States,<=50K
55,<undefined>,200235,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
58,Private,94429,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
38,Private,87282,Assoc-voc,11,Never-married,Exec-managerial,Other-relative,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
29,Private,119793,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,50,United-States,<=50K
57,<undefined>,85815,HS-grad,9,Divorced,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
26,Local-gov,197764,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,306982,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
61,Private,80896,HS-grad,9,Separated,Transport-moving,Unmarried,Asian-Pac-Islander,Male,0,0,45,United-States,>50K
31,Private,197886,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,15024,0,45,United-States,>50K
43,Private,355728,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,121124,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,15024,0,50,United-States,>50K
51,State-gov,193720,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,56,United-States,>50K
23,Private,347292,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,34506,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,326370,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,38,<undefined>,<=50K
22,<undefined>,269221,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,63509,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
48,Private,148254,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,16,United-States,>50K
33,Private,190511,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
46,Private,268022,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,<undefined>,>50K
18,Private,20057,7th-8th,4,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
52,Private,206862,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,189498,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,45,United-States,>50K
28,Private,166320,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Private,289886,Some-college,10,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,30,Vietnam,<=50K
23,<undefined>,86337,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
45,Local-gov,54190,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
17,Private,147069,10th,6,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
56,Private,282023,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
38,Self-emp-inc,379485,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Male,0,0,45,United-States,<=50K
81,Private,129338,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,10,United-States,<=50K
22,Private,99829,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
43,State-gov,182254,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,109428,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,1740,40,United-States,<=50K
42,Self-emp-not-inc,351161,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
66,<undefined>,210750,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,<=50K
50,Private,132716,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
31,Private,242984,Some-college,10,Separated,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,101509,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,509629,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,35,United-States,<=50K
36,Private,119957,Bachelors,13,Separated,Other-service,Unmarried,Black,Female,0,0,35,United-States,<=50K
33,Private,69727,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
36,Private,204590,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,213,40,United-States,<=50K
37,<undefined>,50862,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,55,United-States,<=50K
50,Private,182907,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
55,Private,206487,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Private,168015,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,149396,Some-college,10,Never-married,Other-service,Other-relative,Black,Female,0,0,30,Haiti,<=50K
39,Federal-gov,184964,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,>50K
34,Private,398988,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,128777,7th-8th,4,Divorced,Craft-repair,Unmarried,White,Female,0,0,55,United-States,<=50K
60,Private,252413,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,32,United-States,>50K
33,Private,181372,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
58,Private,216851,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,El-Salvador,<=50K
27,Private,106935,Some-college,10,Separated,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,State-gov,363875,Some-college,10,Divorced,Protective-serv,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
63,Private,287277,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,172342,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,308498,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,15,United-States,<=50K
29,Private,122127,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,8614,0,40,United-States,>50K
31,Private,106437,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,60,United-States,>50K
49,Self-emp-inc,306289,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
45,Self-emp-inc,201699,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
42,Private,282062,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,235108,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,339482,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,181820,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,99335,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,367533,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2580,0,40,United-States,<=50K
57,Private,64960,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,45,United-States,<=50K
50,Private,269095,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,58683,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
35,Self-emp-not-inc,89508,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3908,0,60,United-States,<=50K
19,Private,100999,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,34125,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,28,United-States,<=50K
20,Private,115057,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,139126,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,104632,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
40,Federal-gov,178866,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
54,Private,139850,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,45,United-States,>50K
28,Private,61435,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
38,Private,309230,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
28,Private,45613,Some-college,10,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,272615,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,54318,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
27,Private,165519,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,48495,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
38,Private,143123,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
67,Self-emp-not-inc,431426,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,20051,0,4,United-States,>50K
75,Private,256474,Masters,14,Never-married,Protective-serv,Not-in-family,White,Male,0,0,16,United-States,<=50K
41,Private,191451,Masters,14,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,60,United-States,>50K
37,Private,99146,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
47,Private,235986,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,50,Cuba,<=50K
34,Local-gov,429897,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Mexico,>50K
25,Private,189897,HS-grad,9,Married-civ-spouse,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,145155,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,State-gov,192257,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,2174,0,40,United-States,<=50K
35,Private,194960,HS-grad,9,Never-married,Farming-fishing,Not-in-family,Other,Male,0,0,40,Puerto-Rico,<=50K
44,Local-gov,357814,12th,8,Married-civ-spouse,Other-service,Other-relative,White,Female,0,0,35,Mexico,<=50K
27,Local-gov,137629,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,>50K
42,Private,156526,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,33,United-States,<=50K
26,Private,189238,9th,5,Never-married,Other-service,Own-child,White,Female,0,0,38,El-Salvador,<=50K
23,Private,202989,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,Canada,<=50K
28,Private,25684,HS-grad,9,Never-married,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,192939,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,138692,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,50,United-States,<=50K
29,Private,222249,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
56,Self-emp-not-inc,201318,9th,5,Married-civ-spouse,Exec-managerial,Other-relative,White,Male,3411,0,50,Columbia,<=50K
23,<undefined>,190650,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Male,0,0,35,United-States,<=50K
30,Private,56004,Some-college,10,Never-married,Exec-managerial,Own-child,Black,Female,0,0,40,United-States,<=50K
48,Private,182313,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-not-inc,138962,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,72,<undefined>,<=50K
38,Private,277248,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Cuba,>50K
24,Private,125031,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
47,State-gov,216414,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,Private,171176,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,48,<undefined>,<=50K
29,Private,356133,Some-college,10,Never-married,Prof-specialty,Other-relative,White,Female,0,0,40,United-States,<=50K
45,Private,185397,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,308285,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,56651,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,154863,9th,5,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,Trinadad&Tobago,>50K
46,Federal-gov,44706,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,50,United-States,>50K
34,<undefined>,222548,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,4,United-States,<=50K
32,Private,248754,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,104981,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,315065,Some-college,10,Never-married,Other-service,Unmarried,White,Male,0,0,35,Mexico,<=50K
46,Private,188325,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,221661,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,35,United-States,<=50K
59,Private,81973,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
31,Private,169122,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
48,Private,216734,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,98101,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,292511,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
20,Private,122971,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,35,United-States,<=50K
29,Private,124953,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
54,Private,123011,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,76417,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,<=50K
43,Private,351576,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
46,Federal-gov,33794,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,3103,0,40,United-States,>50K
33,Private,79923,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
33,Private,117983,10th,6,Divorced,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
36,Private,186110,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,187589,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,5178,0,40,United-States,>50K
37,<undefined>,319685,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,54,United-States,>50K
64,<undefined>,64101,12th,8,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,<=50K
45,Self-emp-not-inc,162923,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,288519,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,33798,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,195734,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,2354,0,40,United-States,<=50K
23,Private,214120,HS-grad,9,Never-married,Priv-house-serv,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,113515,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Self-emp-not-inc,261230,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,98515,Assoc-voc,11,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,187715,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
23,<undefined>,214238,7th-8th,4,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,Mexico,<=50K
32,Private,123964,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,4386,0,50,United-States,<=50K
26,Private,68991,HS-grad,9,Never-married,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
52,Private,292110,5th-6th,3,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
19,Private,198320,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,45,United-States,<=50K
33,Private,709798,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
60,Private,372838,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,160402,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,38,United-States,<=50K
45,Private,98475,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
37,Local-gov,97136,Some-college,10,Married-spouse-absent,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Private,136985,Assoc-acdm,12,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,187356,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,66,United-States,<=50K
46,State-gov,107231,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1740,40,United-States,<=50K
20,Private,305874,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,290922,Masters,14,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
48,Private,248254,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,7298,0,40,United-States,>50K
38,Private,160808,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,4386,0,48,United-States,<=50K
36,Private,247321,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,247651,7th-8th,4,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,56,United-States,<=50K
29,Private,214702,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1974,35,United-States,<=50K
64,Private,75577,7th-8th,4,Married-civ-spouse,Adm-clerical,Husband,White,Male,2580,0,50,United-States,<=50K
34,Private,561334,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
36,<undefined>,224886,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
41,Local-gov,401134,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,258170,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,38,United-States,<=50K
68,<undefined>,141181,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,<=50K
37,Private,292370,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,50,<undefined>,>50K
22,Private,300871,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,136721,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,140399,Some-college,10,Never-married,<undefined>,Other-relative,White,Female,0,0,30,United-States,<=50K
36,Private,109133,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,186534,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
25,Private,226891,Assoc-voc,11,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
33,Private,241885,Some-college,10,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,97165,Some-college,10,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,40,United-States,<=50K
33,Private,212918,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,70,United-States,<=50K
24,Private,211585,HS-grad,9,Married-civ-spouse,Transport-moving,Own-child,White,Female,0,0,40,United-States,<=50K
47,Local-gov,178309,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Self-emp-inc,481987,10th,6,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,215211,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
33,Local-gov,194901,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
44,Private,340885,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1977,40,United-States,>50K
33,Local-gov,190290,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Male,0,0,56,United-States,<=50K
26,Private,188569,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
22,Private,162282,Assoc-voc,11,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
34,Private,287315,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
31,Self-emp-inc,304212,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,45,United-States,<=50K
73,<undefined>,200878,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,15,United-States,<=50K
38,Local-gov,256864,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,46401,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
36,Private,37778,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,191722,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,54,United-States,>50K
64,Self-emp-not-inc,103643,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,15,United-States,>50K
24,Private,143766,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,55,United-States,<=50K
21,State-gov,204425,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,20,United-States,<=50K
28,Private,156257,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
18,<undefined>,113185,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
41,Self-emp-inc,112262,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,28031,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,16,United-States,<=50K
58,Private,320102,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
50,Self-emp-not-inc,334273,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,8,United-States,<=50K
30,Private,356015,11th,7,Married-spouse-absent,Handlers-cleaners,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,Mexico,<=50K
47,Private,278900,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,142528,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
50,Federal-gov,343014,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,<=50K
29,Private,201017,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,Scotland,<=50K
31,Self-emp-not-inc,81030,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
40,Self-emp-not-inc,34007,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,>50K
31,Private,29662,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
53,Private,347446,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
33,Private,90668,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,190403,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
56,Private,109015,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,50,United-States,>50K
38,Private,234807,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
18,Private,157131,11th,7,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
50,Private,94081,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
78,Private,135566,HS-grad,9,Widowed,Sales,Unmarried,White,Female,2329,0,12,United-States,<=50K
27,Private,103164,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,570002,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
24,State-gov,215797,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,289405,Some-college,10,Never-married,Sales,Own-child,White,Male,0,1602,15,United-States,<=50K
25,Private,239461,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,101510,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,>50K
30,Self-emp-inc,443546,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
37,Federal-gov,141029,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,207202,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
67,Without-pay,137192,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,12,Philippines,<=50K
35,Private,222989,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
75,Self-emp-not-inc,36325,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
47,Private,73394,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,<=50K
23,Private,249046,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
51,Federal-gov,100653,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
42,Local-gov,1125613,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,101352,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,32,United-States,>50K
54,Private,340476,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
20,Private,192711,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,273362,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
41,Private,100451,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,38,United-States,>50K
35,Private,85399,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Local-gov,168191,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
27,Private,153475,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
61,Self-emp-not-inc,196773,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
41,Private,180138,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,48347,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,175071,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,15024,0,40,United-States,>50K
66,<undefined>,129476,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
25,Private,181772,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,284317,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
20,Private,237305,Some-college,10,Never-married,Machine-op-inspct,Other-relative,Black,Female,0,0,35,United-States,<=50K
67,Self-emp-inc,111321,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,16,United-States,<=50K
44,Private,278476,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
42,Private,39060,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
29,Local-gov,205262,Some-college,10,Never-married,Adm-clerical,Not-in-family,Other,Male,0,0,40,Ecuador,<=50K
48,Private,198000,Some-college,10,Never-married,Craft-repair,Unmarried,White,Female,0,0,38,United-States,>50K
25,Private,397962,HS-grad,9,Never-married,Adm-clerical,Other-relative,Black,Female,0,0,40,United-States,<=50K
31,Private,178370,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,99,United-States,>50K
48,Private,121253,Bachelors,13,Married-spouse-absent,Sales,Unmarried,White,Female,0,2472,70,United-States,>50K
40,Private,56072,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,20,United-States,<=50K
26,Private,176756,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,60374,HS-grad,9,Married-civ-spouse,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
52,Private,165681,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
41,Self-emp-not-inc,287037,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Self-emp-not-inc,55568,Bachelors,13,Married-civ-spouse,Farming-fishing,Wife,White,Female,0,0,50,United-States,<=50K
48,Private,155509,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,16,Trinadad&Tobago,<=50K
19,Private,201178,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
27,Private,37250,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1651,40,United-States,<=50K
59,Private,314149,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,1740,50,United-States,<=50K
19,Private,264593,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
32,Private,159589,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
39,Private,454915,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,285131,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,150057,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,55390,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,45,United-States,<=50K
23,Private,314894,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,45,United-States,<=50K
59,<undefined>,184948,Assoc-voc,11,Divorced,<undefined>,Not-in-family,White,Male,0,0,48,United-States,<=50K
25,Local-gov,124483,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Male,0,0,20,India,<=50K
37,Self-emp-inc,97986,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,68,United-States,<=50K
31,Private,210562,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
24,Private,233280,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,37,United-States,<=50K
53,Local-gov,164300,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,Dominican-Republic,<=50K
26,Private,227489,Some-college,10,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,<undefined>,<=50K
25,Private,263773,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
59,Private,96459,11th,7,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Federal-gov,116608,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Private,180007,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,305466,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,238917,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,El-Salvador,<=50K
25,Private,129784,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,367390,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
20,Private,235691,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
63,<undefined>,166425,Some-college,10,Widowed,<undefined>,Not-in-family,Black,Female,0,0,24,United-States,<=50K
43,Self-emp-not-inc,160369,10th,6,Divorced,Farming-fishing,Unmarried,White,Male,0,0,25,United-States,<=50K
39,Private,206298,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,183523,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
17,Private,217342,10th,6,Never-married,Sales,Own-child,White,Female,0,0,5,United-States,<=50K
40,State-gov,141858,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,72,United-States,<=50K
50,Private,213296,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
23,Self-emp-inc,201682,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
60,Private,178312,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7298,0,65,United-States,>50K
30,Private,269723,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,200593,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,32616,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
24,Private,259510,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,5013,0,30,United-States,<=50K
45,Self-emp-not-inc,271828,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
58,Self-emp-inc,78104,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
22,Private,113703,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,20,United-States,<=50K
41,Private,187802,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,440706,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
31,Private,191834,HS-grad,9,Divorced,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
33,Private,149184,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
49,Self-emp-inc,315998,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
30,Private,159589,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
38,Private,60313,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
58,Local-gov,32855,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
58,Private,142326,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
61,Self-emp-not-inc,201965,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,172333,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7688,0,40,United-States,>50K
32,Private,206541,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
33,Self-emp-not-inc,177828,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Private,303440,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
22,Private,89991,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,11,United-States,<=50K
35,Private,186009,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
59,Private,170988,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
45,Self-emp-inc,180239,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,7688,0,40,<undefined>,>50K
50,Self-emp-not-inc,213654,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
56,Self-emp-inc,32316,12th,8,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,150371,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,387871,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
28,Private,314649,Some-college,10,Married-civ-spouse,Sales,Husband,Amer-Indian-Eskimo,Male,0,0,60,United-States,<=50K
42,Private,240255,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
60,Private,206339,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-inc,230168,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,91,United-States,<=50K
42,Private,171424,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,7298,0,45,United-States,>50K
36,Private,148581,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
52,Local-gov,89705,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
42,Self-emp-not-inc,248406,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
26,Local-gov,72594,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,55,United-States,>50K
31,Local-gov,137537,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,225065,5th-6th,3,Separated,Sales,Unmarried,White,Female,0,0,40,Mexico,<=50K
35,Private,217274,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
19,Private,69151,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
59,Self-emp-not-inc,81107,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,80,United-States,>50K
38,Private,205852,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
36,Private,201117,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,397307,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
39,Private,115422,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
64,Private,114994,Some-college,10,Separated,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,Local-gov,39815,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
49,Private,151584,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,32,United-States,<=50K
19,Private,164938,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
36,Self-emp-not-inc,179896,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,White,Female,3137,0,40,United-States,<=50K
26,Private,253841,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
27,Private,177955,5th-6th,3,Never-married,Priv-house-serv,Other-relative,White,Female,2176,0,40,El-Salvador,<=50K
66,Private,113323,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,40,United-States,>50K
38,Private,320305,7th-8th,4,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,229287,Bachelors,13,Never-married,Exec-managerial,Other-relative,White,Female,0,0,25,United-States,<=50K
19,Private,100790,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,331419,Assoc-acdm,12,Never-married,Craft-repair,Not-in-family,White,Male,4787,0,50,United-States,>50K
22,Private,171419,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,0,0,40,South,<=50K
60,Private,202226,Some-college,10,Divorced,Craft-repair,Own-child,White,Male,0,0,44,United-States,>50K
54,Private,308087,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,1977,18,United-States,>50K
46,Private,220124,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,37,United-States,<=50K
33,State-gov,31703,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
51,Local-gov,153908,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,180599,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
18,<undefined>,252046,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
60,Self-emp-inc,160062,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,United-States,<=50K
39,Self-emp-not-inc,148443,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
23,Private,91733,Bachelors,13,Never-married,Tech-support,Own-child,White,Female,3325,0,40,United-States,<=50K
39,Private,176634,Assoc-acdm,12,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Local-gov,74949,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,165484,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
24,Private,44738,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
32,Private,130040,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,234537,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
39,Private,179016,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,335421,Masters,14,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
45,State-gov,312678,Masters,14,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,38,United-States,<=50K
22,<undefined>,313786,HS-grad,9,Divorced,<undefined>,Other-relative,Black,Female,0,0,40,United-States,<=50K
31,Private,198751,Bachelors,13,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Vietnam,<=50K
63,Private,131519,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,285060,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
28,State-gov,189765,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
23,Private,130905,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,146325,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,>50K
33,Private,102821,12th,8,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
22,<undefined>,137876,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,388998,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,13550,0,46,United-States,>50K
29,Private,82910,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,309122,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
60,Private,532845,1st-4th,2,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,>50K
46,Private,195833,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,<undefined>,<=50K
67,<undefined>,98882,Masters,14,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,<undefined>,133515,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,15,France,<=50K
23,Private,55215,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,55,United-States,<=50K
38,Self-emp-inc,176357,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
60,Private,185836,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
20,Self-emp-not-inc,54152,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Female,0,0,35,United-States,<=50K
37,Private,212437,Some-college,10,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,48,United-States,<=50K
37,Private,224566,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
58,Private,200040,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,41526,Bachelors,13,Never-married,Craft-repair,Own-child,White,Male,0,0,30,Canada,<=50K
27,Private,89598,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,60,United-States,<=50K
33,Private,323811,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,<=50K
43,State-gov,30824,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Federal-gov,181096,Some-college,10,Never-married,Tech-support,Own-child,Black,Male,0,0,20,United-States,<=50K
45,Private,217953,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Other,Male,0,0,40,Mexico,<=50K
44,Private,222635,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
52,<undefined>,121942,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,346871,HS-grad,9,Divorced,Prof-specialty,Not-in-family,White,Male,4787,0,46,United-States,>50K
31,Private,184889,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,20,United-States,<=50K
18,Federal-gov,101709,11th,7,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,15,Philippines,<=50K
20,Private,125010,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
32,Private,53135,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,498328,10th,6,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
46,Private,604380,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
28,Private,174327,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
27,Self-emp-not-inc,357283,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,40,United-States,<=50K
18,Federal-gov,280728,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,32,United-States,<=50K
69,Self-emp-not-inc,185039,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,9386,0,12,United-States,>50K
50,Self-emp-inc,251240,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
43,Private,143046,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Greece,<=50K
32,Private,210541,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
43,Private,172364,HS-grad,9,Separated,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,<=50K
52,Self-emp-not-inc,138611,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,7688,0,55,United-States,>50K
50,Private,176227,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
35,Private,139647,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
20,<undefined>,174461,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,5,United-States,<=50K
73,<undefined>,123345,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,65,United-States,<=50K
46,Private,164427,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,45,United-States,<=50K
58,Private,205235,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
46,Self-emp-inc,192779,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
40,Private,163434,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
25,Private,264055,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,336215,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
33,Federal-gov,78307,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
49,Federal-gov,233059,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,91433,10th,6,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
56,Local-gov,157525,Some-college,10,Divorced,Protective-serv,Not-in-family,Black,Male,0,0,48,United-States,<=50K
24,Private,86065,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Female,0,0,40,Mexico,<=50K
42,Private,22831,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,180181,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,212617,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,66,Ecuador,<=50K
22,<undefined>,125905,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
35,Private,336793,Bachelors,13,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
42,Private,314649,HS-grad,9,Married-spouse-absent,Handlers-cleaners,Other-relative,Asian-Pac-Islander,Male,0,0,40,<undefined>,<=50K
22,Private,283969,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,Mexico,<=50K
32,Self-emp-not-inc,35595,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,410240,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
66,Private,178120,5th-6th,3,Divorced,Priv-house-serv,Not-in-family,Black,Female,0,0,15,United-States,<=50K
26,State-gov,294400,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,38,United-States,<=50K
46,Private,65353,Some-college,10,Divorced,Transport-moving,Own-child,White,Male,3325,0,55,United-States,<=50K
55,Private,189719,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
24,Private,23438,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,178037,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
22,Private,109815,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,197860,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,271933,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
54,Private,141663,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,15,United-States,<=50K
19,<undefined>,199609,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
56,Private,92215,9th,5,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,>50K
47,Private,93449,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,60,Japan,<=50K
29,Private,235393,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
53,Private,151864,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,189277,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,<undefined>,204577,Bachelors,13,Married-civ-spouse,<undefined>,Husband,Black,Male,0,1902,60,United-States,>50K
42,Private,344572,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,>50K
21,Private,265356,Some-college,10,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
36,Self-emp-inc,166880,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,70,United-States,<=50K
60,Private,188650,5th-6th,3,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,<undefined>,>50K
69,Private,213249,Assoc-voc,11,Widowed,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
31,Private,112627,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
48,Private,125120,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,55,United-States,<=50K
23,Private,60409,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,243190,Assoc-acdm,12,Separated,Craft-repair,Unmarried,Asian-Pac-Islander,Male,8614,0,40,United-States,>50K
47,Private,583755,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
36,Private,68089,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
39,Private,306646,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,186573,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,46,United-States,<=50K
27,Private,279580,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,10520,0,45,United-States,>50K
36,Private,437909,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,420691,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
33,Federal-gov,94193,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Private,154076,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
52,Private,145879,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
23,Private,208946,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,32,United-States,<=50K
33,Private,231826,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Mexico,<=50K
30,Private,178587,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
35,Private,213208,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,Black,Male,0,0,38,Jamaica,<=50K
35,<undefined>,139770,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,>50K
27,Private,153869,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,37,United-States,<=50K
24,Private,88676,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
44,Local-gov,151089,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,138621,Assoc-voc,11,Separated,Priv-house-serv,Not-in-family,Black,Female,0,0,20,United-States,<=50K
45,Private,30457,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
75,Self-emp-not-inc,213349,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
47,Private,192776,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
64,Private,192884,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
54,Private,103024,HS-grad,9,Divorced,Tech-support,Not-in-family,White,Male,0,0,42,United-States,>50K
41,Federal-gov,510072,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
33,Private,178615,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,249956,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
51,Private,177705,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
45,Self-emp-inc,121124,Prof-school,15,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
18,<undefined>,25837,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,72,United-States,<=50K
43,Private,557349,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Yugoslavia,<=50K
30,Private,89735,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,1504,40,United-States,<=50K
32,Private,222548,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,47314,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,<undefined>,>50K
61,Private,316359,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,200089,1st-4th,2,Married-civ-spouse,Other-service,Other-relative,White,Male,0,0,40,England,<=50K
56,Private,271795,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,0,49,United-States,<=50K
28,Private,31801,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,60,United-States,<=50K
23,Private,196508,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Female,0,0,40,United-States,<=50K
55,Private,189933,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,84,United-States,<=50K
27,<undefined>,501172,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,419,20,Mexico,<=50K
33,Private,361497,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,70,United-States,<=50K
22,Private,150175,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
43,Local-gov,155106,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
32,Self-emp-not-inc,62272,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
38,Private,189916,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
18,Private,324011,9th,5,Never-married,Farming-fishing,Own-child,White,Male,0,0,20,United-States,<=50K
35,Private,105803,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
67,<undefined>,53588,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,107998,HS-grad,9,Divorced,Machine-op-inspct,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,340567,1st-4th,2,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,Mexico,<=50K
39,Private,167777,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
29,Private,228860,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,50,United-States,>50K
45,Self-emp-inc,40666,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
44,Private,277488,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,3103,0,40,United-States,>50K
42,Local-gov,195897,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,242984,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Local-gov,236497,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,312634,11th,7,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
64,Private,59829,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,25,France,<=50K
30,Private,24292,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
43,Local-gov,180407,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,42,Germany,<=50K
49,Self-emp-not-inc,121238,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
35,Private,281982,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,348739,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
49,Private,194189,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
19,Private,329130,11th,7,Separated,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,205939,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,2202,0,4,United-States,<=50K
31,Private,62165,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
26,Private,224361,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,34722,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
38,Private,175972,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
33,Self-emp-not-inc,359428,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
24,<undefined>,138504,HS-grad,9,Separated,<undefined>,Unmarried,Black,Female,0,0,37,United-States,<=50K
18,Private,268952,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
32,Private,257978,Assoc-voc,11,Widowed,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,118799,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,State-gov,78356,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,Jamaica,<=50K
30,Self-emp-not-inc,609789,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,123157,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Male,0,0,38,United-States,<=50K
74,Private,84197,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,0,10,United-States,<=50K
36,Private,162312,HS-grad,9,Never-married,Craft-repair,Not-in-family,Asian-Pac-Islander,Male,0,0,70,South,<=50K
36,Private,138441,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,55,United-States,<=50K
29,Private,239753,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2057,20,United-States,<=50K
39,Private,262158,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
25,Self-emp-inc,133373,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,80,United-States,<=50K
21,Private,57916,HS-grad,9,Separated,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
39,State-gov,142897,Assoc-voc,11,Never-married,Exec-managerial,Unmarried,White,Female,0,0,50,United-States,<=50K
38,Private,161016,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,<=50K
20,Private,227491,HS-grad,9,Never-married,Sales,Not-in-family,Asian-Pac-Islander,Female,0,0,25,United-States,<=50K
51,Private,306790,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,33831,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,188972,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,313546,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,220585,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
25,Local-gov,476599,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,163665,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
36,Private,306646,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
41,Private,206470,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Germany,<=50K
34,Private,169583,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
19,State-gov,127085,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,10,United-States,<=50K
18,Private,152044,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,3,United-States,<=50K
36,Private,111387,10th,6,Divorced,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,102318,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,40,United-States,>50K
29,Private,213692,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,45,United-States,<=50K
23,Private,163665,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,32,United-States,<=50K
35,Private,30529,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,290226,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,182136,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,73266,Some-college,10,Never-married,Transport-moving,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
19,State-gov,60412,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,15,United-States,<=50K
70,Private,187891,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,194304,Some-college,10,Divorced,Transport-moving,Not-in-family,Black,Male,0,0,55,United-States,<=50K
35,Private,160910,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
25,Private,148300,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
39,Private,165743,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
50,Private,123174,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,37,<undefined>,>50K
43,Private,184018,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
37,Federal-gov,188069,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Philippines,>50K
51,Private,138852,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,7298,0,40,El-Salvador,>50K
29,<undefined>,78529,10th,6,Separated,<undefined>,Unmarried,White,Female,0,0,12,United-States,<=50K
20,Private,164441,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
21,Private,199419,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,181342,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,Black,Female,0,0,40,United-States,<=50K
44,Private,173382,Assoc-acdm,12,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
17,Private,184924,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,1719,15,United-States,<=50K
25,Private,215384,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,State-gov,424094,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Federal-gov,212120,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
42,Private,185764,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
46,Local-gov,133969,Masters,14,Divorced,Prof-specialty,Not-in-family,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
22,Private,32616,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
49,Private,149210,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
21,Private,161210,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
53,Private,285621,Masters,14,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
43,Private,282069,Some-college,10,Divorced,Craft-repair,Unmarried,White,Male,0,0,42,United-States,<=50K
22,Private,97508,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
33,Private,356823,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,10520,0,45,United-States,>50K
28,Private,171133,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
25,Private,231638,Some-college,10,Never-married,Tech-support,Unmarried,White,Female,0,0,24,United-States,<=50K
40,Private,191342,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,China,>50K
50,Private,226497,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
48,Self-emp-not-inc,373606,Some-college,10,Divorced,Sales,Unmarried,White,Male,0,0,65,United-States,>50K
30,Private,39150,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,288840,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,Black,Female,0,0,38,United-States,<=50K
34,Private,293703,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
42,Private,79586,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
48,Self-emp-not-inc,82098,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,65,United-States,<=50K
38,Private,245372,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
29,Private,78261,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,355996,10th,6,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
64,Private,218490,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,27828,0,55,United-States,>50K
44,Private,110908,Assoc-voc,11,Married-civ-spouse,Transport-moving,Wife,White,Female,0,0,25,United-States,<=50K
42,Federal-gov,34218,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,50,United-States,>50K
49,Private,248895,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
25,Private,363707,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,272411,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,128033,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
20,Private,177287,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,38,United-States,<=50K
44,Private,197344,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
45,Private,285858,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
27,Self-emp-inc,193868,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
18,Private,232082,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,27408,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
45,Private,247043,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,<=50K
27,Local-gov,162404,HS-grad,9,Never-married,Protective-serv,Not-in-family,Black,Male,2174,0,40,United-States,<=50K
64,Private,236341,5th-6th,3,Widowed,Other-service,Not-in-family,Black,Female,0,0,16,United-States,<=50K
66,Local-gov,179285,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,3432,0,20,United-States,<=50K
34,Private,30433,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
45,Self-emp-not-inc,102771,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
42,Self-emp-not-inc,221172,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,108116,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,United-States,>50K
26,Private,375499,10th,6,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,20,United-States,<=50K
27,Private,178688,Assoc-voc,11,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
21,Private,276709,Some-college,10,Never-married,Sales,Other-relative,White,Female,0,0,40,United-States,<=50K
23,<undefined>,238087,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,30,United-States,<=50K
47,Private,84790,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,State-gov,37482,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
46,State-gov,178686,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
35,<undefined>,153926,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,40,United-States,<=50K
55,Private,110748,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
28,Private,116613,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,24,United-States,<=50K
21,Private,108687,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
36,Private,365739,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,195284,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,>50K
38,Private,125933,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,<undefined>,>50K
37,Private,140854,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
81,Self-emp-not-inc,193237,1st-4th,2,Widowed,Sales,Other-relative,White,Male,0,0,45,Mexico,<=50K
41,Private,46870,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,351324,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
30,Self-emp-not-inc,189265,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,236564,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Federal-gov,557644,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,374454,HS-grad,9,Divorced,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
65,<undefined>,160654,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
18,Private,122775,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
26,Private,214413,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Male,6497,0,48,United-States,<=50K
30,Private,329425,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,48,United-States,<=50K
61,Private,178312,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,<=50K
21,Private,241951,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Private,130143,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
41,Self-emp-inc,114580,Prof-school,15,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,2415,55,United-States,>50K
43,Self-emp-inc,130126,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
60,Private,399387,7th-8th,4,Separated,Priv-house-serv,Unmarried,Black,Female,0,0,15,United-States,<=50K
47,Private,163814,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,69586,Some-college,10,Divorced,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
32,Private,237903,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
25,<undefined>,219897,Masters,14,Never-married,<undefined>,Not-in-family,White,Female,0,0,35,Canada,<=50K
31,Private,243165,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
33,State-gov,173806,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Self-emp-not-inc,65308,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
44,Private,408531,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,>50K
44,Private,235786,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,45,United-States,>50K
37,Private,314963,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,81206,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
51,Federal-gov,293196,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
51,Private,95329,Masters,14,Divorced,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K
25,Local-gov,45474,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
25,Private,372728,Bachelors,13,Never-married,Other-service,Not-in-family,Black,Female,0,0,24,Jamaica,<=50K
29,Federal-gov,116394,Bachelors,13,Married-AF-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
36,Self-emp-not-inc,34180,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,70,United-States,>50K
55,Private,327589,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,706180,Bachelors,13,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
31,Private,32550,10th,6,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,173858,Prof-school,15,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
51,Self-emp-inc,230095,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
30,Private,139012,Assoc-voc,11,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Male,2463,0,40,Vietnam,<=50K
62,Private,174711,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
37,Private,171150,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,99999,0,60,United-States,>50K
30,Self-emp-inc,77689,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
27,Private,193898,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,52,United-States,<=50K
32,Private,195000,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,45,United-States,>50K
23,Private,303121,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
35,Self-emp-not-inc,188540,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,158656,Assoc-acdm,12,Never-married,Prof-specialty,Unmarried,White,Female,0,0,36,United-States,<=50K
45,Self-emp-inc,204196,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,>50K
27,Private,183802,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,148995,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,190903,11th,7,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
37,State-gov,173780,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,30,United-States,<=50K
42,Private,251239,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,Puerto-Rico,<=50K
45,Private,112761,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
33,State-gov,425785,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,197731,Assoc-voc,11,Married-spouse-absent,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,<=50K
24,Private,119156,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,50,United-States,<=50K
56,Private,133819,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,185556,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,12,United-States,>50K
50,Private,109277,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
48,Self-emp-inc,36020,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
45,Private,45857,11th,7,Married-civ-spouse,Other-service,Wife,White,Female,0,0,36,United-States,<=50K
55,Private,184882,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,50,United-States,>50K
41,State-gov,342834,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Private,234743,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,24,United-States,<=50K
29,Federal-gov,106179,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,1408,40,United-States,<=50K
37,Private,177895,Some-college,10,Married-civ-spouse,Tech-support,Wife,White,Female,5013,0,40,United-States,<=50K
63,<undefined>,257876,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,86067,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
64,Private,66634,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Male,27828,0,50,United-States,>50K
35,Private,138441,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,35,United-States,<=50K
22,Private,279802,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
58,Private,407138,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2936,0,50,Mexico,<=50K
58,Private,31732,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
24,Private,204172,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,48,United-States,<=50K
34,Private,100593,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,6,United-States,<=50K
33,Local-gov,162623,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,Self-emp-not-inc,80933,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,<=50K
17,Private,47425,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
27,Private,107812,Bachelors,13,Married-civ-spouse,Sales,Other-relative,White,Male,0,0,40,United-States,>50K
20,Self-emp-inc,104443,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
52,Private,117496,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,1755,40,United-States,>50K
30,Private,209691,7th-8th,4,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,Private,314525,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,190772,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
64,Local-gov,199298,5th-6th,3,Divorced,Other-service,Not-in-family,White,Female,0,0,45,<undefined>,<=50K
49,Private,187370,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,50,United-States,>50K
38,Private,216129,Bachelors,13,Divorced,Other-service,Not-in-family,Black,Female,0,0,60,<undefined>,<=50K
46,Federal-gov,219293,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,80,United-States,>50K
17,Private,136363,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
45,Private,233799,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
27,Private,207611,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,178344,Assoc-voc,11,Divorced,Sales,Unmarried,White,Female,0,0,30,United-States,<=50K
26,Self-emp-inc,187652,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,78,United-States,>50K
23,Private,188545,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Female,0,1974,20,United-States,<=50K
44,Local-gov,58124,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Male,0,0,45,United-States,<=50K
36,Private,321733,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,1741,40,United-States,<=50K
35,Private,206253,9th,5,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,<undefined>,152140,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
56,Private,76281,Bachelors,13,Married-spouse-absent,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Private,606752,Masters,14,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
32,Private,29933,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,>50K
29,Private,114158,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,3325,0,10,United-States,<=50K
55,<undefined>,227203,Assoc-acdm,12,Married-spouse-absent,<undefined>,Not-in-family,White,Female,0,0,5,United-States,<=50K
35,Self-emp-inc,65624,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
37,Private,34146,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,68,United-States,<=50K
36,Self-emp-not-inc,34378,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,3908,0,75,United-States,<=50K
33,Private,141490,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,45,United-States,<=50K
34,Private,199227,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Private,224954,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,231357,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Self-emp-inc,113530,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
38,Private,22245,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,36383,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,>50K
35,Private,320305,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,32,United-States,<=50K
67,<undefined>,201657,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Female,0,0,60,United-States,<=50K
34,Private,48935,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
46,Private,101455,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
19,Local-gov,243960,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,16,United-States,<=50K
26,Private,90915,Assoc-acdm,12,Never-married,Other-service,Own-child,Black,Female,0,0,15,United-States,<=50K
28,Private,315287,Some-college,10,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
47,Private,106255,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Local-gov,215895,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,Italy,>50K
33,Self-emp-not-inc,170979,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
44,Private,210525,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
30,Private,195488,HS-grad,9,Never-married,Priv-house-serv,Own-child,White,Female,0,0,40,Guatemala,<=50K
18,Private,152246,Some-college,10,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,16,United-States,<=50K
60,Self-emp-not-inc,187794,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,60,United-States,>50K
44,Private,110396,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,14084,0,56,United-States,>50K
81,<undefined>,89391,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,24,United-States,>50K
43,State-gov,254817,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,41777,12th,8,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K
58,Self-emp-not-inc,234841,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,72,United-States,<=50K
32,Private,79586,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,<=50K
40,Private,115331,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
32,Private,63564,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
21,Private,132053,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,1721,35,United-States,<=50K
44,Private,370502,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,25,Mexico,<=50K
33,Private,59083,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1902,45,United-States,>50K
25,Private,69413,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
42,Private,32981,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,176683,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
62,<undefined>,144116,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
31,Self-emp-not-inc,209213,HS-grad,9,Never-married,Sales,Not-in-family,Black,Male,0,0,40,<undefined>,<=50K
33,State-gov,150657,Bachelors,13,Never-married,Prof-specialty,Other-relative,Black,Female,0,0,40,United-States,<=50K
50,Self-emp-not-inc,124793,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
50,Private,22211,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,50,United-States,>50K
46,Private,270565,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,38251,Assoc-acdm,12,Never-married,Other-service,Unmarried,White,Female,0,0,35,United-States,<=50K
66,State-gov,162945,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,Black,Male,20051,0,55,United-States,>50K
52,Private,195638,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
57,Self-emp-not-inc,118806,1st-4th,2,Widowed,Craft-repair,Other-relative,White,Female,0,1602,45,Columbia,<=50K
41,Self-emp-not-inc,44006,Assoc-voc,11,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,119679,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1579,42,United-States,<=50K
19,Private,333953,12th,8,Never-married,Other-service,Other-relative,White,Female,0,0,30,United-States,<=50K
45,Local-gov,172111,Bachelors,13,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,60,United-States,<=50K
51,Self-emp-not-inc,32372,12th,8,Married-civ-spouse,Other-service,Husband,White,Male,0,0,99,United-States,<=50K
69,<undefined>,117525,Assoc-acdm,12,Divorced,<undefined>,Unmarried,White,Female,0,0,1,United-States,<=50K
45,Self-emp-not-inc,123681,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
48,Private,317360,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
60,Federal-gov,119832,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
42,Private,135056,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
19,State-gov,135162,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
39,Self-emp-not-inc,194004,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,70,United-States,<=50K
46,Private,177633,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
58,Local-gov,212864,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,3908,0,40,United-States,<=50K
36,Private,30509,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
21,Private,118712,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,35,United-States,<=50K
41,Private,199018,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,151799,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
29,Private,181280,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
52,Private,232024,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
33,Private,226267,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,Mexico,<=50K
38,Private,240467,Masters,14,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,35,United-States,<=50K
42,Private,154374,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
24,State-gov,231473,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,30,United-States,<=50K
59,Private,158813,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
36,Private,346478,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,2415,45,United-States,>50K
54,Private,215990,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,7688,0,40,United-States,>50K
39,Private,177154,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
42,Self-emp-not-inc,238188,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,96,United-States,<=50K
54,Self-emp-not-inc,156800,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,130620,Assoc-acdm,12,Married-spouse-absent,Craft-repair,Other-relative,Asian-Pac-Islander,Female,0,0,40,<undefined>,<=50K
50,Private,175339,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
42,Private,37937,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,45,United-States,<=50K
48,Federal-gov,166634,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,7688,0,40,United-States,>50K
31,Private,221167,Bachelors,13,Widowed,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
56,Private,179641,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
28,Local-gov,213195,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
34,Private,157747,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
28,Private,227840,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Private,169104,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,<undefined>,>50K
44,Private,186916,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,60,United-States,>50K
34,Private,37646,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,65,United-States,<=50K
26,Private,157028,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
37,Private,188774,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,2824,40,United-States,>50K
64,<undefined>,146272,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,3411,0,15,United-States,<=50K
25,Private,182656,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Self-emp-not-inc,200471,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,358465,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,78602,11th,7,Never-married,Other-service,Other-relative,White,Female,0,0,20,United-States,<=50K
44,Private,213416,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
46,Local-gov,345911,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
32,<undefined>,119522,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
42,Federal-gov,126320,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
33,Self-emp-not-inc,235271,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
61,Private,141745,HS-grad,9,Divorced,Other-service,Not-in-family,Black,Female,0,0,40,United-States,<=50K
47,Private,359461,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,109351,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,8614,0,45,United-States,>50K
62,Private,148113,10th,6,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,75478,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,100375,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,60,United-States,>50K
19,<undefined>,28455,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,231413,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
39,Local-gov,119421,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,42,United-States,<=50K
17,Private,206998,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
58,Private,183810,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,187053,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
34,Local-gov,155781,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,4064,0,50,United-States,<=50K
55,<undefined>,193895,7th-8th,4,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,48520,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,Self-emp-inc,170125,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,107584,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,196742,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
52,<undefined>,244214,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
48,Local-gov,127921,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,42617,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,30,United-States,<=50K
47,Local-gov,191389,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
38,Private,187983,Prof-school,15,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,<=50K
18,Private,215110,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,United-States,<=50K
25,Private,230292,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,90159,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,32,United-States,>50K
40,Private,175398,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
56,Self-emp-not-inc,53366,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
50,Private,46155,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
55,Private,61708,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,6418,0,50,United-States,>50K
32,Local-gov,112650,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,173682,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,43,United-States,>50K
28,Private,160981,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,52,United-States,<=50K
53,Private,72257,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
26,<undefined>,182332,Assoc-voc,11,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,<=50K
60,Local-gov,48788,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,5455,0,55,United-States,<=50K
21,Private,417668,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
29,Private,107458,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
73,Private,147551,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2174,50,United-States,>50K
43,Self-emp-inc,33729,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
45,Private,101977,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
35,<undefined>,374716,9th,5,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,35,United-States,<=50K
36,Private,214378,HS-grad,9,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,>50K
25,Private,111243,HS-grad,9,Never-married,Sales,Other-relative,White,Female,0,0,50,United-States,<=50K
38,Private,252947,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K
30,Local-gov,118500,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,195612,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,40,United-States,>50K
41,Local-gov,174575,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,190391,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,166715,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,<=50K
41,Self-emp-not-inc,142725,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
37,Private,73471,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,47,United-States,>50K
51,Private,241745,5th-6th,3,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,40,Mexico,<=50K
35,Private,316141,Some-college,10,Divorced,Prof-specialty,Unmarried,White,Female,7443,0,40,United-States,<=50K
61,Local-gov,248595,1st-4th,2,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
52,Private,90189,7th-8th,4,Divorced,Priv-house-serv,Own-child,Black,Female,0,0,16,United-States,<=50K
40,Private,205195,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
20,Private,148940,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
52,Local-gov,298035,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,154728,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
49,Private,166809,Bachelors,13,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
36,State-gov,97136,Bachelors,13,Never-married,Prof-specialty,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,347623,Masters,14,Never-married,Exec-managerial,Unmarried,White,Male,0,0,40,United-States,<=50K
40,Private,117917,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,50,United-States,<=50K
45,Private,266860,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,71864,Some-college,10,Never-married,Craft-repair,Own-child,White,Female,0,0,35,United-States,<=50K
47,Private,158451,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,2,United-States,>50K
24,Private,229826,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,30,United-States,<=50K
19,Private,121788,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,30,United-States,<=50K
40,Private,151365,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
40,Private,360884,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,50,United-States,>50K
54,Private,36480,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,15024,0,50,United-States,>50K
43,Self-emp-not-inc,116666,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Other,Male,0,0,35,United-States,>50K
63,Local-gov,214143,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Cuba,<=50K
18,Private,45316,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
19,Private,311974,1st-4th,2,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
49,Self-emp-not-inc,48495,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,115945,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
49,Local-gov,170846,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,142922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
71,<undefined>,181301,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,286675,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,233168,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,46,United-States,>50K
30,Private,177304,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
46,Private,336984,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,17,United-States,<=50K
32,Self-emp-not-inc,379412,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,180778,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,75,United-States,<=50K
25,Private,141876,Masters,14,Never-married,Prof-specialty,Unmarried,White,Male,0,0,45,<undefined>,<=50K
22,Private,228306,Some-college,10,Married-AF-spouse,Other-service,Wife,White,Female,0,0,40,United-States,>50K
32,Private,329993,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,247469,Doctorate,16,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,>50K
51,Private,673764,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,27828,0,40,United-States,>50K
20,Private,155775,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
34,Private,81223,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,48,United-States,<=50K
40,Private,236021,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,State-gov,103371,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,199480,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
53,Private,152657,10th,6,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
42,Federal-gov,460214,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
38,Private,91039,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
41,Private,197372,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
64,<undefined>,267198,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,16,United-States,<=50K
30,State-gov,111883,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,66917,11th,7,Married-civ-spouse,Farming-fishing,Own-child,White,Male,0,0,40,Mexico,<=50K
19,Private,292583,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
20,Private,391679,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,60,United-States,<=50K
35,Private,475324,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
33,Self-emp-not-inc,218164,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,101534,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,15,United-States,>50K
38,Federal-gov,65706,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,38,United-States,<=50K
50,Self-emp-not-inc,156606,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,30,United-States,<=50K
23,Private,200967,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
30,Local-gov,164493,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,10,United-States,<=50K
33,Private,547886,Bachelors,13,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,232145,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,96421,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,24,Outlying-US(Guam-USVI-etc),<=50K
33,Private,554206,Some-college,10,Never-married,Tech-support,Not-in-family,Black,Male,0,0,40,Philippines,<=50K
50,Local-gov,234143,Masters,14,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,45,United-States,>50K
23,Private,380544,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,103886,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
50,State-gov,54709,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,46,United-States,<=50K
26,Private,276548,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,20,United-States,<=50K
55,Local-gov,176046,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,2267,40,United-States,<=50K
37,Private,114605,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,323713,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,261382,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,223548,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,Mexico,<=50K
47,Self-emp-not-inc,355978,Doctorate,16,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2002,45,United-States,<=50K
44,Private,107218,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
28,Self-emp-not-inc,31717,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,328947,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Private,148431,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,121602,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,244087,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,50,United-States,>50K
31,Private,83425,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
29,Private,157308,11th,7,Married-civ-spouse,Handlers-cleaners,Wife,Asian-Pac-Islander,Female,2829,0,14,Philippines,<=50K
23,Private,57898,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,30,United-States,<=50K
40,State-gov,175304,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
66,Self-emp-inc,102663,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,99175,11th,7,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Private,208358,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
69,Private,361561,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,3,United-States,<=50K
23,Private,215115,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Federal-gov,207066,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
37,Federal-gov,160910,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,64879,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,430035,9th,5,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,54,Mexico,<=50K
37,State-gov,74163,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
37,Self-emp-inc,98389,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
23,Private,386019,9th,5,Never-married,Farming-fishing,Unmarried,White,Male,0,0,70,United-States,<=50K
17,Private,112795,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
48,Private,332465,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,United-States,<=50K
17,Private,38611,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,23,United-States,<=50K
55,Private,368797,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,United-States,>50K
35,Private,24106,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
68,<undefined>,108683,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,12,United-States,>50K
35,Self-emp-not-inc,241998,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,312446,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
43,Private,69333,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
36,Private,172538,Masters,14,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,275884,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
45,Private,43479,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,<=50K
34,Private,199864,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,2057,40,United-States,<=50K
56,Private,235197,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
36,Private,170376,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
22,Private,325179,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,50,United-States,<=50K
19,<undefined>,351195,9th,5,Never-married,<undefined>,Other-relative,White,Male,0,1719,35,El-Salvador,<=50K
33,Private,141841,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,36,United-States,<=50K
48,Private,207817,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,32,Columbia,<=50K
20,Private,137974,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
64,Self-emp-inc,161325,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,1887,50,United-States,>50K
47,Private,293623,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Dominican-Republic,<=50K
20,Private,37783,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
44,Federal-gov,308027,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,149218,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,77,United-States,<=50K
45,Local-gov,374450,HS-grad,9,Married-civ-spouse,Transport-moving,Wife,White,Female,5178,0,40,United-States,>50K
45,Local-gov,61885,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,37,United-States,>50K
27,State-gov,291196,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
41,Private,45366,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,United-States,>50K
20,Private,203027,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,55,United-States,<=50K
54,Self-emp-inc,223752,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,<undefined>,>50K
17,Private,132680,10th,6,Never-married,Other-service,Own-child,White,Female,0,1602,10,United-States,<=50K
50,Private,155574,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,State-gov,193565,Masters,14,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,123598,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
44,Private,456236,Masters,14,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
49,Private,163229,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
28,Local-gov,419740,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,52,United-States,<=50K
43,Local-gov,118853,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,4386,0,99,United-States,>50K
33,Private,31449,Assoc-acdm,12,Divorced,Machine-op-inspct,Unmarried,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
35,Private,204163,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,55,United-States,<=50K
17,Private,177629,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
25,Private,186370,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,188307,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,55481,Masters,14,Never-married,Tech-support,Unmarried,White,Male,0,0,45,Nicaragua,<=50K
48,Private,119471,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,56,Philippines,>50K
61,Local-gov,167347,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
41,Private,184378,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,348960,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,50,United-States,<=50K
24,Local-gov,69640,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,297457,HS-grad,9,Never-married,Adm-clerical,Own-child,Black,Male,0,0,40,United-States,<=50K
18,Private,279593,11th,7,Never-married,Prof-specialty,Own-child,White,Female,0,0,2,United-States,<=50K
20,Private,211968,Some-college,10,Never-married,Prof-specialty,Own-child,White,Female,0,0,15,United-States,<=50K
18,Private,194561,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
23,Private,140414,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,State-gov,24763,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,45,United-States,>50K
38,State-gov,462832,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Black,Female,0,0,40,Trinadad&Tobago,<=50K
36,Private,48972,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Self-emp-not-inc,35032,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
47,Private,228583,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,<undefined>,<=50K
51,Private,392668,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,84,United-States,>50K
35,Private,108140,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,State-gov,112497,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,<=50K
47,Federal-gov,142581,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,>50K
26,Private,147982,11th,7,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,State-gov,440129,Some-college,10,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,>50K
46,Private,200734,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,Trinadad&Tobago,<=50K
49,Private,31807,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,166153,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
45,Self-emp-inc,212954,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
46,Private,52291,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
70,Self-emp-not-inc,303588,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,20,United-States,<=50K
19,Private,96176,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
46,Private,184632,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
20,Private,137618,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,35,United-States,<=50K
17,Private,160029,11th,7,Never-married,Other-service,Other-relative,White,Female,0,0,22,United-States,<=50K
43,Private,178780,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,49,United-States,>50K
19,Private,39756,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
37,Private,35309,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,117253,HS-grad,9,Widowed,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Local-gov,303212,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
24,Private,214542,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,60,Canada,<=50K
31,Private,342019,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
59,Private,126668,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,5178,0,50,United-States,>50K
27,Private,401508,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,Private,25005,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,99,United-States,>50K
30,Self-emp-not-inc,85708,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,115677,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,White,Male,0,0,32,United-States,<=50K
25,Private,144259,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,50,United-States,<=50K
22,Private,197583,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,20,United-States,<=50K
21,State-gov,142766,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
67,<undefined>,132626,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,6,United-States,<=50K
35,Self-emp-inc,185621,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,60,United-States,>50K
54,Local-gov,29887,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,56,United-States,<=50K
36,Private,117381,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,211482,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
32,Federal-gov,90653,HS-grad,9,Never-married,Exec-managerial,Unmarried,White,Female,0,1380,40,United-States,<=50K
55,Private,209535,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
56,Federal-gov,187873,Masters,14,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
19,Private,174732,Some-college,10,Never-married,Other-service,Own-child,Black,Male,0,0,25,United-States,<=50K
36,Private,297847,HS-grad,9,Never-married,Other-service,Not-in-family,Black,Female,0,2001,40,United-States,<=50K
58,Private,110213,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,>50K
35,Private,162601,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,108438,10th,6,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
40,Self-emp-inc,132222,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,174394,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
71,Self-emp-not-inc,322789,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,0,0,35,United-States,<=50K
51,Federal-gov,72436,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,57,United-States,>50K
27,<undefined>,60726,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
20,Private,190273,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
33,<undefined>,393376,11th,7,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,140571,Assoc-voc,11,Divorced,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,584790,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
23,Private,197666,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,24,Greece,<=50K
36,Private,245090,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3137,0,50,El-Salvador,<=50K
42,Private,192569,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,39,United-States,>50K
31,Local-gov,158291,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Male,8614,0,40,United-States,>50K
19,<undefined>,113915,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,10,United-States,<=50K
38,Local-gov,287658,Masters,14,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,Jamaica,<=50K
22,Private,192455,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
36,Private,317040,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,54,United-States,<=50K
36,Private,218689,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,1977,50,United-States,>50K
17,Private,116626,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,1719,18,United-States,<=50K
30,Federal-gov,48458,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
35,Self-emp-not-inc,241469,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,2635,0,30,United-States,<=50K
32,Private,167990,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,14084,0,40,United-States,>50K
42,Private,261929,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,40,United-States,>50K
54,Private,425804,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
36,Private,33394,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1887,35,United-States,>50K
58,Private,72812,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,89040,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
62,Local-gov,164518,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
51,Private,182740,HS-grad,9,Divorced,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
52,Private,361875,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
25,Private,197130,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
26,Private,340335,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,293984,10th,6,Married-civ-spouse,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
59,State-gov,261584,Bachelors,13,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,Outlying-US(Guam-USVI-etc),<=50K
21,Private,170302,HS-grad,9,Never-married,Farming-fishing,Other-relative,White,Male,0,0,50,United-States,<=50K
45,Private,481987,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,18,United-States,>50K
26,Private,88449,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,<=50K
68,Self-emp-not-inc,261897,10th,6,Widowed,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K
60,Private,250552,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
65,Private,88513,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,18,United-States,<=50K
41,Private,168293,Masters,14,Divorced,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
34,Private,283921,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
28,Private,407043,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,63745,Assoc-voc,11,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
57,Private,49893,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
37,Private,241962,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,338416,10th,6,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,60,United-States,<=50K
21,<undefined>,212888,11th,7,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,56,United-States,<=50K
57,Federal-gov,310320,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,48,United-States,>50K
55,Private,359972,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
51,Private,64643,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,<undefined>,<=50K
56,Private,125000,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
32,Private,286675,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
18,Private,165532,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,15,United-States,<=50K
48,Private,349986,Assoc-voc,11,Married-spouse-absent,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,213140,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
41,Federal-gov,219155,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,India,>50K
33,Private,183612,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,20,United-States,<=50K
33,Private,391114,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,219632,5th-6th,3,Married-spouse-absent,Machine-op-inspct,Other-relative,White,Male,0,0,40,Mexico,<=50K
46,Self-emp-inc,320124,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,Amer-Indian-Eskimo,Female,15024,0,40,United-States,>50K
40,Private,799281,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,38,United-States,<=50K
42,Private,657397,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
31,State-gov,373432,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,55,United-States,>50K
51,Private,168660,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,191149,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,57,United-States,<=50K
37,Private,356824,HS-grad,9,Separated,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
25,Private,191782,11th,7,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,40,United-States,<=50K
63,Self-emp-not-inc,29859,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,7688,0,60,United-States,>50K
52,Private,204226,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Local-gov,246862,Some-college,10,Divorced,Tech-support,Not-in-family,White,Female,3325,0,40,United-States,<=50K
28,Private,496526,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
30,Private,426431,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,10520,0,40,United-States,>50K
34,Private,84154,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
37,Federal-gov,45937,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
31,Private,130021,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,63021,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,35,United-States,<=50K
25,Private,367306,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
38,Private,65624,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Self-emp-not-inc,144928,HS-grad,9,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
22,Private,117747,Some-college,10,Never-married,Craft-repair,Other-relative,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
18,Private,266681,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,152035,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,190023,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
43,Private,233130,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,20,United-States,<=50K
21,Private,149637,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
62,Federal-gov,224277,Some-college,10,Widowed,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,121559,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Self-emp-not-inc,230951,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Private,345285,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
65,Self-emp-not-inc,28367,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
41,Private,320744,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,3325,0,50,United-States,<=50K
31,Private,243773,9th,5,Never-married,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
56,Private,151474,9th,5,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Private,135465,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
22,Private,210781,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
36,Local-gov,359001,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,48,United-States,<=50K
48,Private,119471,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,India,>50K
30,Private,226396,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,<=50K
35,Private,283122,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,<=50K
37,Self-emp-not-inc,326400,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
32,<undefined>,169186,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,5,United-States,<=50K
56,Private,158752,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,<=50K
29,<undefined>,208406,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,35,United-States,<=50K
41,Private,96741,Assoc-acdm,12,Divorced,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
38,State-gov,255191,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,177733,9th,5,Separated,Machine-op-inspct,Unmarried,White,Female,0,0,35,Dominican-Republic,<=50K
54,State-gov,137815,12th,8,Never-married,Other-service,Own-child,White,Male,4101,0,40,United-States,<=50K
36,<undefined>,187203,Assoc-voc,11,Divorced,<undefined>,Own-child,White,Male,0,0,50,United-States,<=50K
42,Private,168515,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,122672,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
21,Private,195199,HS-grad,9,Never-married,Prof-specialty,Own-child,White,Female,0,0,30,United-States,<=50K
69,Local-gov,179813,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,10,United-States,<=50K
32,Private,178623,Assoc-acdm,12,Never-married,Sales,Not-in-family,Black,Female,0,0,46,Trinadad&Tobago,<=50K
50,Private,41890,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,373050,12th,8,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
45,Private,80430,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
31,Private,198613,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,35,United-States,<=50K
24,Private,330571,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,<=50K
28,Private,209205,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,>50K
21,Private,132243,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Female,0,0,5,United-States,<=50K
43,Self-emp-not-inc,237670,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,25,United-States,<=50K
22,Private,193586,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
62,Self-emp-not-inc,197353,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1740,40,United-States,<=50K
21,Self-emp-not-inc,74538,Some-college,10,Never-married,Tech-support,Not-in-family,White,Male,0,0,25,United-States,<=50K
37,Private,89718,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,93169,Some-college,10,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
74,Self-emp-not-inc,292915,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1825,12,United-States,>50K
43,Private,328570,Some-college,10,Divorced,Machine-op-inspct,Unmarried,Black,Female,0,0,38,United-States,<=50K
25,Private,312157,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,193459,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,236804,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,126223,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
51,State-gov,172281,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,35,United-States,>50K
64,Private,153894,Bachelors,13,Never-married,Sales,Unmarried,White,Female,0,0,40,Peru,<=50K
35,Private,331395,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
69,Self-emp-not-inc,92472,10th,6,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,3273,0,45,United-States,<=50K
32,Private,318647,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
20,Private,332931,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,United-States,<=50K
66,Self-emp-inc,76212,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
31,Private,301168,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Italy,<=50K
22,Private,440969,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,24,United-States,<=50K
32,Private,154950,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,218343,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
21,Private,239577,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,247936,HS-grad,9,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,2,Taiwan,<=50K
62,Local-gov,203525,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,2829,0,40,United-States,<=50K
24,Private,182342,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,25649,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,7298,0,50,United-States,>50K
27,Private,243569,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,3942,0,40,United-States,<=50K
38,Private,187870,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,90,United-States,>50K
20,<undefined>,289116,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,5,United-States,<=50K
30,Private,487330,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,United-States,<=50K
17,<undefined>,34019,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
17,<undefined>,250541,11th,7,Never-married,<undefined>,Own-child,Black,Male,0,0,8,United-States,<=50K
21,Self-emp-not-inc,318987,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
56,Self-emp-not-inc,140558,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
59,Local-gov,303455,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,4787,0,60,United-States,>50K
37,Self-emp-not-inc,76855,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
52,Private,308764,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
50,Federal-gov,339905,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
55,Private,227856,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
55,Private,156430,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
45,<undefined>,98265,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
72,Private,116640,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,3471,0,20,United-States,<=50K
39,Private,187167,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,184078,12th,8,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,108140,Bachelors,13,Divorced,Tech-support,Other-relative,White,Male,0,0,40,United-States,<=50K
44,Private,150533,Some-college,10,Separated,Craft-repair,Not-in-family,White,Male,0,1876,55,United-States,<=50K
51,Self-emp-not-inc,313702,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,39803,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,1719,36,United-States,<=50K
25,Private,252752,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Female,0,0,45,United-States,<=50K
52,Private,111700,Some-college,10,Divorced,Sales,Other-relative,White,Female,0,0,20,United-States,>50K
45,Private,361842,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
17,Private,231438,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
20,Private,178469,HS-grad,9,Never-married,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,15,<undefined>,<=50K
64,Local-gov,116620,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,25,United-States,<=50K
34,Private,112212,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1485,40,United-States,<=50K
74,Self-emp-not-inc,109101,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,4,United-States,<=50K
58,Federal-gov,72998,11th,7,Divorced,Craft-repair,Not-in-family,Black,Female,14084,0,40,United-States,>50K
44,Private,147265,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
23,State-gov,314645,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
23,Private,444554,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,50,United-States,<=50K
27,Private,129629,Assoc-voc,11,Never-married,Tech-support,Other-relative,White,Female,0,0,36,United-States,<=50K
34,Private,106761,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
18,Private,189924,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,24,United-States,<=50K
33,Private,311194,11th,7,Never-married,Sales,Unmarried,Black,Female,0,0,17,United-States,<=50K
50,Self-emp-not-inc,89737,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
47,Private,49298,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
50,Self-emp-inc,190333,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,99999,0,55,United-States,>50K
18,Private,251923,11th,7,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
49,Local-gov,298445,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,60,United-States,>50K
34,Private,180284,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,50,United-States,<=50K
51,Private,154342,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
56,State-gov,68658,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
64,Private,203783,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,8,United-States,<=50K
23,Private,250037,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Female,0,0,50,United-States,<=50K
33,Private,158688,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,214781,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
60,Federal-gov,404023,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,10520,0,40,United-States,>50K
57,State-gov,109015,12th,8,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,194630,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
23,Private,239375,Bachelors,13,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,35576,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,2415,50,United-States,>50K
39,Federal-gov,363630,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,Black,Male,7688,0,52,United-States,>50K
32,Self-emp-not-inc,182926,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,117222,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,15,United-States,<=50K
30,Private,110643,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,52,United-States,<=50K
56,Self-emp-not-inc,170217,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,45,United-States,<=50K
34,Private,193285,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,161075,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
59,Private,322691,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
19,Private,229431,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,11,United-States,<=50K
60,<undefined>,106282,9th,5,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,105694,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,42,United-States,<=50K
24,Private,199883,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
41,State-gov,100800,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
23,Private,256278,7th-8th,4,Married-civ-spouse,Handlers-cleaners,Other-relative,Other,Female,0,0,30,El-Salvador,<=50K
32,Private,156464,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,50,United-States,>50K
51,Self-emp-inc,129525,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,40,<undefined>,<=50K
18,Private,285013,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,10,United-States,<=50K
28,Private,248911,Some-college,10,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,<undefined>,<=50K
33,<undefined>,369386,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,5178,0,40,United-States,>50K
38,Private,219902,HS-grad,9,Separated,Transport-moving,Unmarried,Black,Female,0,0,30,United-States,<=50K
29,Private,375482,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,England,<=50K
25,Private,169124,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
31,Private,183000,Prof-school,15,Never-married,Tech-support,Not-in-family,White,Male,0,0,55,United-States,<=50K
34,Private,28053,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
34,Private,242984,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,45,United-States,>50K
66,State-gov,132055,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1825,40,United-States,>50K
41,Private,212894,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Guatemala,<=50K
62,Private,223975,7th-8th,4,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
58,Private,357788,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,406811,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,40,Canada,<=50K
24,Private,154422,Bachelors,13,Never-married,Exec-managerial,Own-child,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
47,Private,140644,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
19,Private,355477,HS-grad,9,Never-married,Other-service,Own-child,Black,Male,0,0,25,United-States,<=50K
32,Private,151773,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
51,State-gov,341548,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,512771,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
60,<undefined>,141580,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,48988,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,201022,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,50,United-States,>50K
20,Private,82777,HS-grad,9,Married-civ-spouse,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,152676,7th-8th,4,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,Puerto-Rico,<=50K
18,Private,115815,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
23,Private,168009,10th,6,Married-civ-spouse,Machine-op-inspct,Own-child,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
28,Private,213152,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,<undefined>,>50K
55,Private,89690,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
40,Private,126868,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
52,Private,95128,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Private,185567,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,40,United-States,>50K
21,Private,301408,Some-college,10,Never-married,Sales,Own-child,White,Female,0,1602,22,United-States,<=50K
35,Private,216256,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,<=50K
45,Private,182541,Some-college,10,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,48,United-States,<=50K
39,Private,172855,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
54,Private,68684,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
42,Private,364832,7th-8th,4,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,<undefined>,264300,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,20,United-States,<=50K
59,Self-emp-inc,349910,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,276218,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
22,Private,251196,Some-college,10,Never-married,Protective-serv,Own-child,Black,Female,0,0,20,United-States,<=50K
33,Private,196898,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,58343,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
18,Self-emp-inc,101061,11th,7,Never-married,Farming-fishing,Own-child,White,Male,0,0,70,United-States,<=50K
46,Private,415051,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,60,United-States,>50K
24,Private,174043,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,129460,Assoc-voc,11,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,30,Ecuador,<=50K
21,State-gov,110946,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,43,United-States,<=50K
22,Private,313873,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,30,United-States,<=50K
61,Private,81132,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,Asian-Pac-Islander,Male,7298,0,40,Philippines,>50K
56,Federal-gov,255386,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Laos,<=50K
21,Private,191497,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
17,Private,128617,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,26,United-States,<=50K
29,Private,368949,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,<undefined>,>50K
28,Local-gov,263600,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
62,Private,257277,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
39,Private,339442,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,Black,Male,2176,0,40,United-States,<=50K
30,Local-gov,289442,HS-grad,9,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,<undefined>,162667,11th,7,Never-married,<undefined>,Unmarried,White,Male,0,0,40,El-Salvador,<=50K
18,Local-gov,466325,11th,7,Never-married,Adm-clerical,Own-child,White,Male,0,0,12,United-States,<=50K
54,Private,142169,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,252079,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
33,State-gov,119628,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,50,Hong,<=50K
50,Private,175804,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
57,Private,70720,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,78,United-States,<=50K
50,State-gov,201513,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
45,Private,257609,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
41,Private,124692,Some-college,10,Married-civ-spouse,Exec-managerial,Own-child,White,Male,0,0,40,United-States,>50K
23,Private,268525,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
23,Private,250630,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,180277,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Hungary,<=50K
39,Self-emp-not-inc,191342,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,South,<=50K
29,Private,250967,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,48,United-States,>50K
46,Private,153254,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
18,Private,362600,5th-6th,3,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
68,Private,171933,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
62,Private,211408,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
43,Private,48193,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,22463,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,440969,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
21,State-gov,164922,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
41,Local-gov,134524,Assoc-voc,11,Divorced,Craft-repair,Unmarried,White,Female,0,0,45,United-States,<=50K
61,Private,176689,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,220993,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
21,Private,512828,HS-grad,9,Never-married,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
36,State-gov,422275,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Mexico,<=50K
37,Local-gov,65291,Assoc-voc,11,Never-married,Protective-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
69,Private,197080,12th,8,Married-civ-spouse,Transport-moving,Husband,White,Male,9386,0,60,United-States,>50K
49,Federal-gov,181657,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
55,Private,190257,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,53,United-States,>50K
21,Private,238068,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,337046,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,187248,HS-grad,9,Married-civ-spouse,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
20,<undefined>,250037,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,18,<undefined>,<=50K
46,Private,285750,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,4064,0,55,United-States,<=50K
23,Private,260617,10th,6,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,216999,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
36,Private,531055,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,48,United-States,>50K
42,State-gov,121265,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,184466,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
45,Private,297676,Assoc-acdm,12,Widowed,Sales,Unmarried,White,Female,0,0,40,Cuba,<=50K
52,Private,114228,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,3325,0,40,United-States,<=50K
22,Local-gov,121144,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,18,United-States,<=50K
20,Private,26842,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,2176,0,40,United-States,<=50K
27,Private,113054,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,43,United-States,<=50K
36,Private,256636,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,152246,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Amer-Indian-Eskimo,Male,0,0,52,United-States,<=50K
38,Private,108140,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
20,<undefined>,203353,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,207207,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
21,Private,115420,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
33,Private,80058,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Local-gov,48520,Assoc-acdm,12,Never-married,Protective-serv,Unmarried,White,Male,0,0,40,United-States,<=50K
61,Private,411652,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Mexico,<=50K
46,Private,154405,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,45,United-States,<=50K
55,Local-gov,104917,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
19,State-gov,261422,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
39,Private,48915,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
61,Private,172037,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,144833,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,275116,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
61,<undefined>,72886,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,38,United-States,>50K
61,Private,103575,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,37,United-States,<=50K
54,Private,200783,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
50,Self-emp-inc,152810,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,70,Germany,<=50K
37,Local-gov,44694,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,45,United-States,>50K
17,<undefined>,48703,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
56,Private,91905,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,4,United-States,<=50K
31,Private,168906,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,>50K
32,State-gov,147215,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,55,United-States,>50K
28,Private,153546,11th,7,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,35595,Assoc-voc,11,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,225507,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
42,Private,345504,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
64,Private,137205,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
29,Private,327779,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,20,United-States,<=50K
41,<undefined>,213416,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,32,Mexico,<=50K
45,Private,362883,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
48,Private,131309,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
44,Private,188331,Some-college,10,Separated,Tech-support,Not-in-family,White,Female,0,0,38,United-States,<=50K
34,Federal-gov,194740,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,43711,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Private,187033,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,United-States,<=50K
23,Private,233923,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
51,Private,84278,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
24,Private,437666,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,2885,0,50,United-States,<=50K
57,Private,186386,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Male,10520,0,40,United-States,>50K
23,Private,129767,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,1721,40,United-States,<=50K
34,Private,180284,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,>50K
36,Private,108320,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,4101,0,40,United-States,<=50K
56,Self-emp-inc,75214,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,32,United-States,>50K
42,Private,284758,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Self-emp-inc,188330,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
38,Private,333651,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,70,United-States,>50K
29,Local-gov,115305,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,40,United-States,>50K
54,Private,172962,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,1340,40,United-States,<=50K
40,Private,198096,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
29,Private,163265,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
35,Federal-gov,128608,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,107460,HS-grad,9,Separated,Exec-managerial,Unmarried,White,Female,0,0,37,United-States,<=50K
51,Private,251841,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,43,United-States,<=50K
28,Private,403671,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,Mexico,<=50K
58,Private,159378,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,>50K
24,Private,170070,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,25,United-States,<=50K
46,State-gov,192323,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,Private,135796,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,48,United-States,<=50K
22,Private,232985,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,20,United-States,<=50K
28,Private,34532,Bachelors,13,Never-married,Tech-support,Not-in-family,Black,Male,0,0,30,Jamaica,<=50K
17,<undefined>,371316,10th,6,Never-married,<undefined>,Own-child,White,Male,0,0,25,United-States,<=50K
23,Private,236994,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,60,United-States,<=50K
19,Private,208366,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,State-gov,102640,HS-grad,9,Widowed,Prof-specialty,Unmarried,Black,Female,0,0,35,United-States,<=50K
38,Private,111377,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,<=50K
39,Federal-gov,472166,Some-college,10,Divorced,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
39,<undefined>,86551,12th,8,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,70943,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,5178,0,40,United-States,>50K
39,Private,294919,HS-grad,9,Divorced,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
22,Private,408383,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
36,Private,255454,HS-grad,9,Never-married,Craft-repair,Own-child,Black,Male,0,0,30,United-States,<=50K
32,Private,193260,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
29,<undefined>,191935,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Local-gov,125461,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
51,Private,97005,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,183319,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
32,State-gov,167049,12th,8,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,185216,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
51,Private,161838,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,57,United-States,<=50K
38,Private,165848,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,44,United-States,<=50K
21,Private,138816,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,20,United-States,<=50K
33,Self-emp-not-inc,99761,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,15,United-States,<=50K
34,Private,112139,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,129020,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
38,<undefined>,365465,Assoc-voc,11,Never-married,<undefined>,Own-child,White,Male,0,0,15,United-States,<=50K
27,Self-emp-not-inc,259873,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,60,United-States,>50K
35,Self-emp-inc,89622,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
29,State-gov,201556,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
40,Private,176286,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
46,Private,192894,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,30,United-States,<=50K
37,Private,172232,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
38,Self-emp-not-inc,163204,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,25,United-States,<=50K
37,Private,265737,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,1887,60,Cuba,>50K
44,Private,215304,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
25,Private,185952,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
38,Private,216845,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,42,United-States,<=50K
34,Local-gov,35683,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,10,United-States,<=50K
50,Self-emp-not-inc,371305,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,60,United-States,>50K
46,Private,102359,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
20,Private,200089,5th-6th,3,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,30,Guatemala,<=50K
47,State-gov,207120,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,38,United-States,>50K
46,Private,295334,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
34,Private,234537,Assoc-acdm,12,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
61,Private,142922,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
55,State-gov,181641,Some-college,10,Divorced,Prof-specialty,Not-in-family,Black,Female,0,0,37,United-States,<=50K
36,Private,185325,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
28,Private,167336,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,10520,0,40,United-States,>50K
22,Private,379778,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,176117,Some-college,10,Never-married,Sales,Own-child,Black,Female,0,0,35,United-States,<=50K
33,Private,100228,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,150296,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,32,United-States,<=50K
43,Federal-gov,25005,Masters,14,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,5013,0,12,United-States,<=50K
55,Private,134120,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,40,United-States,>50K
39,Self-emp-not-inc,251710,10th,6,Married-spouse-absent,Other-service,Not-in-family,White,Female,0,1721,15,United-States,<=50K
20,Private,653574,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,33,El-Salvador,<=50K
38,Private,175441,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
30,Private,333119,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,89154,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,42,El-Salvador,<=50K
60,Private,198727,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,30,United-States,<=50K
43,Private,87284,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,180686,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
23,Private,227070,Some-college,10,Never-married,Other-service,Unmarried,White,Female,0,0,48,El-Salvador,<=50K
57,Local-gov,189824,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,7298,0,40,United-States,>50K
25,Local-gov,348986,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Male,0,0,40,United-States,<=50K
38,Private,96185,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,32,United-States,<=50K
22,Private,112693,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
23,Private,417605,5th-6th,3,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
61,Self-emp-not-inc,140300,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,44,United-States,<=50K
28,Private,340408,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,46,United-States,<=50K
17,<undefined>,187539,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,10,United-States,<=50K
21,Private,237051,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
49,Private,175622,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,389725,12th,8,Divorced,Craft-repair,Own-child,White,Male,0,0,35,United-States,<=50K
23,Private,182812,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,Dominican-Republic,<=50K
38,Self-emp-not-inc,245372,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,3137,0,50,United-States,<=50K
34,Local-gov,93886,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,46,United-States,>50K
21,Private,502837,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Female,0,0,40,Peru,<=50K
27,State-gov,212232,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,40,United-States,>50K
57,Private,300104,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,84,United-States,>50K
22,Private,156933,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,25,United-States,<=50K
20,Private,286734,Some-college,10,Never-married,Adm-clerical,Not-in-family,Other,Female,0,0,35,United-States,<=50K
49,Self-emp-inc,143482,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,65,United-States,>50K
38,Private,226357,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,104892,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,223194,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,1485,40,Haiti,<=50K
37,Self-emp-not-inc,272090,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
57,Private,204816,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
56,Private,230039,7th-8th,4,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
41,Private,242619,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,80,United-States,<=50K
50,Self-emp-not-inc,131982,HS-grad,9,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,0,60,South,<=50K
33,Private,87310,9th,5,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,134566,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,<=50K
28,Federal-gov,163862,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
35,Private,239409,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,203717,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
45,Private,172274,Doctorate,16,Divorced,Prof-specialty,Unmarried,Black,Female,0,3004,35,United-States,>50K
30,Self-emp-not-inc,65278,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
35,Self-emp-inc,135289,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,<=50K
27,Private,246974,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,180060,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,Yugoslavia,<=50K
24,Private,118023,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
47,Private,102308,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
47,Private,45564,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
18,Private,137646,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
18,Private,237646,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
31,Local-gov,189843,HS-grad,9,Divorced,Protective-serv,Not-in-family,White,Male,0,0,47,United-States,>50K
43,Self-emp-not-inc,118261,Masters,14,Divorced,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
45,Private,288437,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Other,Male,4064,0,40,United-States,<=50K
39,Private,106347,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,316471,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,50,United-States,<=50K
22,Private,50058,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Self-emp-not-inc,182089,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,85,United-States,<=50K
36,Private,186865,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
20,State-gov,158206,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,<=50K
61,<undefined>,229744,1st-4th,2,Married-civ-spouse,<undefined>,Husband,White,Male,3942,0,20,Mexico,<=50K
27,Private,141545,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1902,45,United-States,<=50K
59,Local-gov,50929,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
60,Private,132529,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,260696,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,231180,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,60,United-States,<=50K
40,Private,223277,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,50,United-States,>50K
20,Private,279538,11th,7,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,2961,0,35,United-States,<=50K
47,Private,46044,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,168071,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
20,Private,79691,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
75,<undefined>,114204,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,13,United-States,<=50K
25,Private,124111,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,104521,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
29,Self-emp-not-inc,128516,Assoc-acdm,12,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,>50K
34,Private,112564,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
45,State-gov,32186,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,239663,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,2597,0,50,United-States,<=50K
46,Private,269284,Assoc-acdm,12,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
41,State-gov,175537,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,Black,Female,0,0,38,United-States,<=50K
29,Private,444304,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
17,Private,27415,11th,7,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Male,0,0,20,United-States,<=50K
39,Private,174343,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,148143,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,Private,209213,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,<undefined>,<=50K
20,Private,165097,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,<undefined>,51574,HS-grad,9,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,1602,38,United-States,<=50K
52,Private,167651,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Local-gov,29075,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
22,Private,396895,5th-6th,3,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,Mexico,<=50K
66,State-gov,71075,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
35,Private,129573,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
40,Local-gov,183765,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,>50K
21,Private,164991,HS-grad,9,Divorced,Sales,Unmarried,Amer-Indian-Eskimo,Female,0,0,38,United-States,<=50K
51,Local-gov,154891,HS-grad,9,Divorced,Protective-serv,Unmarried,White,Male,0,0,52,United-States,<=50K
34,Private,200117,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,176389,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,342567,Bachelors,13,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,178841,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
42,Local-gov,191149,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,29702,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
21,Private,157893,HS-grad,9,Never-married,Transport-moving,Own-child,White,Female,0,0,40,United-States,<=50K
64,Local-gov,31993,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,10,United-States,<=50K
24,Federal-gov,210736,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,1974,40,United-States,<=50K
23,Private,39615,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,10,United-States,<=50K
29,Private,200511,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
44,Self-emp-not-inc,47818,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,60,United-States,<=50K
28,Private,183155,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
33,Self-emp-inc,374905,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
35,Private,128876,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,202872,10th,6,Married-spouse-absent,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,153414,Bachelors,13,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,24790,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,99,United-States,>50K
32,Private,316769,11th,7,Never-married,Other-service,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
37,Private,126569,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,128538,11th,7,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
24,Private,234640,Assoc-voc,11,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
29,<undefined>,65372,Some-college,10,Divorced,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
45,Private,343377,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
52,Federal-gov,30731,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
35,Private,412379,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Self-emp-inc,112320,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
63,Private,181929,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Male,0,0,50,United-States,>50K
32,Local-gov,100135,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,35,United-States,>50K
24,Private,128061,HS-grad,9,Never-married,Other-service,Own-child,White,Female,594,0,15,United-States,<=50K
72,<undefined>,402306,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,32,Canada,<=50K
35,<undefined>,98389,Some-college,10,Never-married,<undefined>,Unmarried,White,Male,0,0,10,United-States,<=50K
29,Private,179565,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,64922,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,50,United-States,>50K
70,Private,102610,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,32,United-States,<=50K
65,<undefined>,115513,Bachelors,13,Married-civ-spouse,<undefined>,Husband,White,Male,5556,0,48,United-States,>50K
36,Private,150548,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,30,United-States,<=50K
53,Private,133219,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,4386,0,30,United-States,>50K
49,Local-gov,67001,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,162347,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
18,Private,138557,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,170456,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,35,Italy,<=50K
42,Private,66006,10th,6,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,40,United-States,<=50K
25,State-gov,176077,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,37,United-States,<=50K
32,Private,218322,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
25,Self-emp-inc,181691,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,<undefined>,<=50K
47,Private,168232,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,7298,0,40,United-States,>50K
30,Private,161690,Assoc-voc,11,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,<undefined>,242736,Assoc-acdm,12,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
38,Self-emp-not-inc,67317,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,265807,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,2051,55,United-States,<=50K
37,Private,99357,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
56,Private,170070,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
52,State-gov,231166,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,62339,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
29,State-gov,118520,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,42,United-States,<=50K
45,Private,155659,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
23,Local-gov,157331,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,341762,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
30,Private,164190,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,42,United-States,<=50K
45,Private,83064,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,304283,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
23,Private,436798,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,29302,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,40,<undefined>,<=50K
43,Private,104660,Masters,14,Widowed,Exec-managerial,Unmarried,White,Male,4934,0,40,United-States,>50K
42,Private,79036,HS-grad,9,Divorced,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
72,Private,165622,Some-college,10,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,25,United-States,<=50K
21,<undefined>,177287,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
57,Private,199847,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
24,Private,22966,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
27,Private,59068,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,77336,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
42,Local-gov,96524,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
17,Private,143868,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,40,United-States,<=50K
48,Private,121424,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
39,Private,176279,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Self-emp-inc,177905,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,70,United-States,>50K
50,Private,205100,7th-8th,4,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,<undefined>,<=50K
57,Private,353881,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
44,Local-gov,177937,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,36,United-States,>50K
20,<undefined>,122244,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,28,United-States,<=50K
49,Private,125892,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
44,Private,155472,Assoc-acdm,12,Never-married,Prof-specialty,Unmarried,Black,Female,1151,0,50,United-States,<=50K
42,Private,355728,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,44,United-States,<=50K
18,<undefined>,245274,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,16,United-States,<=50K
18,Private,240330,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,18,United-States,<=50K
51,Private,182944,HS-grad,9,Widowed,Tech-support,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,264498,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,110426,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,45,United-States,>50K
25,Private,166971,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,<=50K
41,Private,347653,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,50,United-States,>50K
39,Private,33975,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
42,Self-emp-not-inc,215219,11th,7,Separated,Other-service,Unmarried,White,Female,0,0,30,United-States,<=50K
33,Private,190772,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,1617,40,United-States,<=50K
63,<undefined>,331527,10th,6,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,162494,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,45,United-States,>50K
27,Local-gov,85918,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,68,United-States,<=50K
39,Private,91367,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1848,45,United-States,>50K
20,Private,182342,Some-college,10,Never-married,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
49,Private,129640,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
70,<undefined>,133536,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,28,United-States,<=50K
46,Private,148738,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,1740,35,United-States,<=50K
47,Private,102583,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
35,Private,111387,9th,5,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,241752,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
22,<undefined>,334593,Some-college,10,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
43,Private,101950,Bachelors,13,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
60,Local-gov,212856,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
53,Private,183973,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,>50K
47,Private,142061,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,158615,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,29145,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,40135,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
23,Private,224640,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,<undefined>,146651,HS-grad,9,Married-civ-spouse,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
29,Private,167737,HS-grad,9,Never-married,Transport-moving,Other-relative,White,Male,0,0,50,United-States,<=50K
23,Private,60331,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,187167,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,35,United-States,<=50K
18,<undefined>,157131,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,12,United-States,<=50K
27,Local-gov,255237,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
56,<undefined>,192325,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
40,Private,163342,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,70,United-States,<=50K
31,Private,129775,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,<=50K
18,Private,206008,Some-college,10,Never-married,Sales,Unmarried,White,Male,2176,0,40,United-States,<=50K
25,Private,397317,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,745768,Some-college,10,Never-married,Protective-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
38,Private,141550,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Private,35576,HS-grad,9,Widowed,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,376383,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,35,Mexico,<=50K
48,Self-emp-not-inc,200825,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,30,United-States,>50K
34,<undefined>,362787,HS-grad,9,Never-married,<undefined>,Unmarried,Black,Female,0,0,35,United-States,<=50K
46,Private,116789,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
26,Private,160300,HS-grad,9,Married-spouse-absent,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
47,Private,362654,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,<undefined>,107801,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,3,United-States,<=50K
65,Private,170939,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,6723,0,40,United-States,<=50K
31,Local-gov,224234,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
38,Private,478346,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,7688,0,40,United-States,>50K
68,Private,211162,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,147638,Bachelors,13,Never-married,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,40,Hong,<=50K
42,Private,104647,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,67365,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Private,230959,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,1887,40,Philippines,>50K
39,Private,176335,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,65,United-States,>50K
31,Self-emp-not-inc,268482,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,State-gov,288731,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
36,Private,231082,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
42,State-gov,333530,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,>50K
62,Private,214288,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,118023,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,24,United-States,<=50K
21,Private,187088,Some-college,10,Never-married,Adm-clerical,Own-child,Other,Female,0,0,20,Cuba,<=50K
60,<undefined>,174073,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,133833,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
30,Private,229772,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
64,Private,210082,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,119287,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,28,United-States,>50K
41,Self-emp-not-inc,111772,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
25,Private,122999,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Male,0,0,40,United-States,<=50K
27,Private,44767,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,200574,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,44,United-States,<=50K
58,Private,236596,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,33124,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,99,United-States,<=50K
50,Local-gov,308764,HS-grad,9,Widowed,Transport-moving,Unmarried,White,Female,0,0,40,United-States,<=50K
27,Private,103524,HS-grad,9,Separated,Handlers-cleaners,Unmarried,White,Male,0,0,40,United-States,<=50K
31,<undefined>,99483,HS-grad,9,Never-married,<undefined>,Own-child,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
50,Private,230951,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,99355,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
33,Private,857532,12th,8,Never-married,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
62,Private,81116,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Male,0,1974,40,United-States,<=50K
38,Private,154410,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,Poland,<=50K
19,Private,198943,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,35,United-States,<=50K
30,Private,311696,11th,7,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,30,United-States,<=50K
38,Private,252897,Some-college,10,Divorced,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
42,Self-emp-not-inc,39539,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,>50K
49,Self-emp-inc,122066,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,25,United-States,<=50K
53,Private,110977,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,50,United-States,>50K
45,Local-gov,199590,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,Mexico,>50K
24,Private,202721,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
29,Private,197565,Assoc-voc,11,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
24,Private,206827,Some-college,10,Never-married,Sales,Own-child,White,Female,5060,0,30,United-States,<=50K
38,Federal-gov,190895,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,<undefined>,>50K
25,Self-emp-inc,158751,Assoc-voc,11,Never-married,Transport-moving,Unmarried,White,Male,0,0,55,United-States,<=50K
51,State-gov,243631,10th,6,Married-civ-spouse,Craft-repair,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
17,<undefined>,219277,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
19,Private,45381,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,8,United-States,<=50K
38,Private,167482,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
60,Private,225014,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Self-emp-not-inc,405083,HS-grad,9,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
66,<undefined>,186061,Some-college,10,Widowed,<undefined>,Unmarried,Black,Female,0,4356,40,United-States,<=50K
28,Federal-gov,24153,10th,6,Married-civ-spouse,Other-service,Wife,Amer-Indian-Eskimo,Female,0,0,40,United-States,<=50K
36,Private,126569,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Ecuador,>50K
57,<undefined>,137658,HS-grad,9,Married-civ-spouse,<undefined>,Husband,Other,Male,0,0,5,Columbia,<=50K
24,Private,315476,Assoc-acdm,12,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,248186,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
29,Self-emp-inc,206903,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,>50K
67,Self-emp-not-inc,191380,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,20051,0,25,United-States,>50K
20,Private,191910,HS-grad,9,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
21,Private,145119,Some-college,10,Never-married,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,20,United-States,<=50K
20,Private,130840,10th,6,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
42,Private,33126,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
20,Private,334105,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,10,United-States,<=50K
19,Local-gov,354104,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
34,Private,111985,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
40,Local-gov,321187,Bachelors,13,Never-married,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
33,Private,138142,Some-college,10,Separated,Other-service,Unmarried,Black,Female,0,0,25,United-States,<=50K
36,Private,296999,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Female,0,0,37,United-States,<=50K
43,Private,155106,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,2444,70,United-States,>50K
41,Local-gov,174491,HS-grad,9,Separated,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
34,State-gov,173266,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
33,Private,25610,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,Other,Male,0,0,40,Japan,>50K
47,Private,187563,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,196344,1st-4th,2,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,Mexico,<=50K
40,Private,205047,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,>50K
28,Private,715938,Bachelors,13,Never-married,Craft-repair,Own-child,Black,Male,0,0,40,United-States,<=50K
62,Self-emp-not-inc,224520,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,90,United-States,>50K
29,Private,229656,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
46,Private,97883,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,131298,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,60,United-States,<=50K
57,Federal-gov,197875,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,172766,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
28,Local-gov,175796,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,51973,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
54,Self-emp-not-inc,28186,Bachelors,13,Divorced,Farming-fishing,Not-in-family,White,Male,27828,0,50,United-States,>50K
22,Private,291979,11th,7,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,State-gov,180752,Bachelors,13,Never-married,Protective-serv,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,Private,234657,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
18,Private,39411,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,24,United-States,<=50K
52,State-gov,334273,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
41,Private,192779,7th-8th,4,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,<undefined>,<=50K
21,<undefined>,105312,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Female,0,0,20,United-States,<=50K
36,Private,171676,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,1741,40,United-States,<=50K
34,Self-emp-not-inc,182714,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,55,United-States,>50K
21,Private,231866,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,102102,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
57,<undefined>,50248,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
61,Local-gov,195519,Masters,14,Never-married,Prof-specialty,Unmarried,White,Female,0,0,25,United-States,<=50K
22,State-gov,34310,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,25,United-States,<=50K
33,<undefined>,314913,11th,7,Divorced,<undefined>,Own-child,White,Male,0,0,53,United-States,<=50K
36,State-gov,747719,Prof-school,15,Married-civ-spouse,Prof-specialty,Wife,White,Female,15024,0,50,United-States,>50K
43,Local-gov,188280,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,914,0,40,United-States,<=50K
25,Private,110978,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,37,India,>50K
17,Private,79682,10th,6,Never-married,Priv-house-serv,Other-relative,White,Male,0,0,30,United-States,<=50K
45,Private,294671,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,4386,0,38,United-States,>50K
30,Private,340899,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,1590,80,United-States,<=50K
40,Private,192259,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,35,United-States,<=50K
31,Local-gov,190228,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
42,Private,118947,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
53,Private,55861,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
37,Private,238433,1st-4th,2,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,Cuba,<=50K
37,State-gov,166744,HS-grad,9,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,20,United-States,<=50K
54,Private,144586,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
36,Private,134367,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
46,Private,133616,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
46,Private,203039,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
32,Private,217460,9th,5,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,106733,11th,7,Never-married,Craft-repair,Own-child,White,Male,594,0,40,United-States,<=50K
42,State-gov,212027,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
37,Local-gov,126569,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,289960,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
54,Private,174102,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,181716,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
46,Local-gov,172822,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,293091,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,107443,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Portugal,<=50K
59,Private,95283,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,65278,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
35,Private,220943,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,1594,40,United-States,<=50K
53,Private,257940,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,2829,0,40,United-States,<=50K
26,Private,134945,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,40,United-States,<=50K
55,Self-emp-not-inc,105582,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,2228,0,50,United-States,<=50K
46,Private,169324,HS-grad,9,Separated,Other-service,Not-in-family,Black,Female,0,0,45,Jamaica,<=50K
44,State-gov,98989,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Amer-Indian-Eskimo,Male,0,0,38,United-States,>50K
30,Self-emp-not-inc,113838,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,3137,0,60,Germany,<=50K
24,Private,143436,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,24,United-States,<=50K
32,Private,143604,10th,6,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,37,United-States,<=50K
35,Private,226311,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
67,Private,94610,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,30,United-States,>50K
56,Self-emp-not-inc,26716,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,>50K
26,Private,160261,Masters,14,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,20,India,<=50K
46,Private,117310,Assoc-acdm,12,Widowed,Tech-support,Unmarried,White,Female,6497,0,40,United-States,<=50K
52,Private,154342,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
38,Self-emp-not-inc,89202,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,174704,HS-grad,9,Divorced,Sales,Unmarried,Black,Male,0,0,50,United-States,<=50K
53,Private,153486,HS-grad,9,Separated,Transport-moving,Not-in-family,White,Male,0,0,30,United-States,<=50K
27,Private,360097,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,230356,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,163870,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,199753,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,>50K
20,Private,333505,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,Nicaragua,<=50K
60,Local-gov,149281,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
51,Private,138514,Assoc-voc,11,Divorced,Tech-support,Unmarried,Black,Female,0,0,48,United-States,<=50K
57,Federal-gov,66504,Prof-school,15,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
59,Private,206487,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
37,Private,170020,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,217605,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Wife,White,Female,0,0,40,United-States,<=50K
43,Private,145711,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,72,United-States,>50K
17,Private,169155,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
45,Private,34127,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
18,Private,110142,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
52,Private,222646,12th,8,Separated,Machine-op-inspct,Other-relative,White,Female,0,0,40,Cuba,<=50K
18,Private,182643,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,9,United-States,<=50K
20,Private,303565,Some-college,10,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,40,Germany,<=50K
34,Private,140092,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
19,Private,178811,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Female,0,0,20,United-States,<=50K
18,<undefined>,267399,12th,8,Never-married,<undefined>,Own-child,White,Female,0,0,12,United-States,<=50K
17,Local-gov,192387,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,45,United-States,<=50K
30,Federal-gov,127610,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Private,258862,Bachelors,13,Never-married,Craft-repair,Not-in-family,White,Female,0,0,45,United-States,<=50K
30,Private,225231,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,8614,0,50,United-States,>50K
18,Private,174926,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,15,<undefined>,<=50K
50,State-gov,238187,Bachelors,13,Divorced,Adm-clerical,Not-in-family,Black,Female,0,0,37,United-States,<=50K
22,Private,191444,HS-grad,9,Never-married,Sales,Other-relative,White,Male,0,0,40,United-States,<=50K
21,Private,198822,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,35,United-States,<=50K
39,Self-emp-not-inc,251323,9th,5,Married-civ-spouse,Farming-fishing,Other-relative,White,Male,0,0,40,Cuba,<=50K
20,Private,168187,Some-college,10,Never-married,Other-service,Other-relative,White,Female,4416,0,25,United-States,<=50K
62,Private,370881,Assoc-acdm,12,Widowed,Other-service,Not-in-family,White,Female,0,0,7,United-States,<=50K
32,Private,198183,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
38,Private,210610,Assoc-acdm,12,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
32,Private,269182,Some-college,10,Separated,Tech-support,Unmarried,Black,Female,3887,0,40,United-States,<=50K
55,Private,141727,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,3464,0,40,United-States,<=50K
38,Private,185848,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,70,United-States,>50K
34,Private,46746,11th,7,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
28,Private,120475,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
26,Private,135845,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,37,United-States,<=50K
41,Private,310255,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
61,State-gov,379885,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,40,United-States,>50K
75,Self-emp-not-inc,31428,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,3456,0,40,United-States,<=50K
21,Private,211013,Assoc-voc,11,Married-civ-spouse,Other-service,Other-relative,White,Female,0,0,50,Mexico,<=50K
50,Private,175029,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
49,Self-emp-inc,119539,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,<undefined>,>50K
26,Private,247025,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,65,United-States,<=50K
39,Private,252327,7th-8th,4,Never-married,Other-service,Own-child,White,Male,0,0,40,Mexico,<=50K
24,Self-emp-not-inc,375313,Some-college,10,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
56,Private,107165,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,18,United-States,<=50K
17,Private,108470,11th,7,Never-married,Other-service,Own-child,Black,Male,0,0,17,United-States,<=50K
37,Private,150057,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
23,Private,189468,Assoc-voc,11,Married-civ-spouse,Machine-op-inspct,Own-child,White,Female,0,0,30,United-States,<=50K
28,<undefined>,198393,HS-grad,9,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,181031,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
42,Local-gov,569930,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,>50K
25,Private,27411,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,147397,Bachelors,13,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,20,United-States,<=50K
39,Private,242922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
54,Private,154949,11th,7,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,>50K
41,Self-emp-inc,423217,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
43,Federal-gov,195385,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
19,Private,100009,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,191628,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,340880,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,Philippines,>50K
19,Private,207173,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,30,United-States,<=50K
33,Private,48010,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,229051,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,52,United-States,<=50K
49,Private,193366,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
31,Private,57781,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,<=50K
69,<undefined>,121136,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,13,United-States,<=50K
41,Private,433989,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,4386,0,60,United-States,>50K
24,Private,136687,HS-grad,9,Separated,Machine-op-inspct,Unmarried,Other,Female,0,0,40,United-States,<=50K
45,State-gov,154117,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,38,United-States,>50K
63,Private,294009,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
75,Private,239038,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,16,United-States,<=50K
34,Private,244064,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Male,0,0,40,United-States,<=50K
69,Private,128348,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Black,Male,9386,0,50,United-States,>50K
33,Private,66278,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,162643,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,43,United-States,<=50K
45,Private,179659,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
18,Private,205218,11th,7,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
48,Private,154033,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,0,0,52,United-States,<=50K
43,Private,158528,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,366219,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,1848,60,United-States,>50K
35,Private,301862,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
34,Private,228406,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,120131,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,70,United-States,>50K
54,Local-gov,127943,HS-grad,9,Widowed,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
57,Private,301514,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,156980,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,60,United-States,<=50K
28,Private,124685,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,55,United-States,<=50K
51,Private,305673,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Canada,>50K
34,Local-gov,31391,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,53,United-States,>50K
41,Local-gov,33658,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
21,Private,211391,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,27,United-States,<=50K
26,Private,402998,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,58,United-States,>50K
66,Private,78855,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
40,Private,320451,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1977,45,Hong,>50K
48,Private,49278,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,<undefined>,248876,Bachelors,13,Divorced,<undefined>,Not-in-family,White,Male,0,0,50,United-States,<=50K
41,Private,242586,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,359696,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,15024,0,60,United-States,>50K
55,Local-gov,296085,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
43,Private,233130,Bachelors,13,Divorced,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
51,Private,189511,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,Germany,>50K
31,Private,124420,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,67072,Bachelors,13,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,6849,0,60,United-States,<=50K
51,Private,194908,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
31,Local-gov,94991,HS-grad,9,Divorced,Other-service,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
18,Private,194561,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,37,United-States,<=50K
60,Private,75726,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,1092,40,United-States,<=50K
29,Private,60722,HS-grad,9,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
33,Private,59944,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,220840,5th-6th,3,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,Mexico,<=50K
40,Self-emp-inc,104235,Masters,14,Never-married,Other-service,Own-child,White,Male,0,0,99,United-States,<=50K
57,Private,142714,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,38,United-States,<=50K
55,Local-gov,110490,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,60,United-States,<=50K
40,Self-emp-not-inc,154076,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
26,State-gov,130557,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,35,United-States,<=50K
29,Private,107108,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
30,Private,207172,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,Mexico,<=50K
29,Private,304595,Masters,14,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
43,Private,475322,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
65,Private,107620,11th,7,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
19,Private,301911,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Male,0,0,35,Laos,<=50K
35,Private,267866,HS-grad,9,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,1887,50,Iran,>50K
28,Private,269786,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,167474,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,115023,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,60,United-States,>50K
63,Local-gov,86590,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,32,United-States,<=50K
47,State-gov,187087,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
31,Private,184307,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,225859,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,2907,0,30,United-States,<=50K
29,Private,57889,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
59,Private,157932,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,187830,Masters,14,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,62,United-States,>50K
49,Private,251180,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,2407,0,50,United-States,<=50K
60,Private,317083,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
35,Self-emp-not-inc,190895,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
48,Federal-gov,328606,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,<undefined>,403860,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,215479,HS-grad,9,Separated,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
56,Private,157639,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
26,Private,152129,12th,8,Never-married,Other-service,Unmarried,Black,Male,0,0,40,United-States,<=50K
53,Private,239284,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
23,Private,234302,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,Black,Male,0,0,40,United-States,<=50K
58,Private,218724,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
61,Private,106330,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,35032,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,60,United-States,<=50K
22,Private,234641,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,170730,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
31,Private,218322,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
90,Private,47929,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,142411,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,<=50K
22,<undefined>,219122,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,132887,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,Black,Male,3411,0,40,Jamaica,<=50K
34,State-gov,44464,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,60,United-States,<=50K
28,Private,180928,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,5013,0,55,United-States,<=50K
22,<undefined>,199426,Some-college,10,Never-married,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,139703,HS-grad,9,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,<=50K
33,Private,202642,Bachelors,13,Separated,Prof-specialty,Other-relative,Black,Female,0,0,40,Jamaica,<=50K
17,Private,160049,10th,6,Never-married,Other-service,Own-child,White,Female,0,0,12,United-States,<=50K
38,Private,239755,11th,7,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,152369,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
34,Private,42900,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
72,<undefined>,117017,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,8,United-States,<=50K
57,Private,175017,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Italy,<=50K
39,Private,342642,HS-grad,9,Divorced,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
50,Self-emp-not-inc,143730,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,80,United-States,<=50K
45,Private,191098,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
37,Private,208106,Bachelors,13,Separated,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
27,Private,167737,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,48,United-States,<=50K
43,Private,315971,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
41,Private,142717,Some-college,10,Divorced,Tech-support,Unmarried,Black,Female,0,0,36,United-States,<=50K
20,Private,190227,Masters,14,Never-married,Exec-managerial,Own-child,White,Male,0,0,25,United-States,<=50K
44,Private,79864,Masters,14,Separated,Exec-managerial,Unmarried,White,Female,0,0,20,United-States,<=50K
50,Private,34067,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
54,Private,222882,HS-grad,9,Widowed,Exec-managerial,Unmarried,White,Female,0,0,45,United-States,<=50K
31,Private,44464,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,1564,60,United-States,>50K
33,Private,256062,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,Puerto-Rico,<=50K
22,Private,251073,9th,5,Never-married,Other-service,Own-child,White,Male,0,0,50,United-States,<=50K
46,Private,149949,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,165235,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Philippines,>50K
22,<undefined>,243190,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,40,China,<=50K
59,<undefined>,160662,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,2407,0,60,United-States,<=50K
57,Self-emp-not-inc,175942,Some-college,10,Widowed,Exec-managerial,Other-relative,White,Male,0,0,25,United-States,<=50K
26,Private,212793,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Local-gov,153312,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
55,Local-gov,173296,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,0,0,45,United-States,<=50K
47,Private,120131,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
19,Private,117444,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,226196,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
44,Private,202872,Assoc-acdm,12,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
42,Private,176716,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,>50K
39,Private,82540,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,<=50K
17,<undefined>,41643,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,197292,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,50,United-States,<=50K
26,Private,76491,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
50,Self-emp-inc,101094,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,<=50K
46,Self-emp-not-inc,119944,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
18,Private,141626,Some-college,10,Never-married,Tech-support,Own-child,White,Male,2176,0,20,United-States,<=50K
26,Private,122575,Bachelors,13,Never-married,Exec-managerial,Unmarried,Asian-Pac-Islander,Male,0,0,60,Vietnam,<=50K
32,Private,194740,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
50,Private,263200,5th-6th,3,Married-spouse-absent,Other-service,Unmarried,White,Female,0,0,34,Mexico,<=50K
47,Local-gov,140644,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
52,Private,202115,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,25,United-States,<=50K
25,Federal-gov,27142,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Local-gov,318046,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
53,Private,276369,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
30,Private,67187,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Amer-Indian-Eskimo,Female,0,0,8,United-States,<=50K
23,Private,133582,1st-4th,2,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,36,Mexico,<=50K
23,Private,216672,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,30,<undefined>,<=50K
32,Private,45796,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,<=50K
29,Self-emp-inc,31778,HS-grad,9,Separated,Prof-specialty,Other-relative,White,Male,0,0,25,United-States,<=50K
40,Private,190044,Assoc-acdm,12,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
45,State-gov,144351,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
17,<undefined>,172145,10th,6,Never-married,<undefined>,Own-child,Black,Female,0,0,40,United-States,<=50K
55,Private,193130,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
59,Local-gov,140478,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
56,Private,122390,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,15024,0,40,United-States,>50K
23,Private,116830,12th,8,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
37,Local-gov,117683,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,106491,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
22,<undefined>,39803,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
27,Private,363053,9th,5,Never-married,Priv-house-serv,Unmarried,White,Female,0,0,24,Mexico,<=50K
21,Private,54472,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
47,Local-gov,200471,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,5178,0,40,United-States,>50K
38,Private,54317,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,60,United-States,<=50K
62,Local-gov,113443,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,10520,0,33,United-States,>50K
27,Private,159623,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
25,<undefined>,161235,Assoc-voc,11,Never-married,<undefined>,Own-child,White,Male,0,0,90,United-States,<=50K
27,Private,247978,HS-grad,9,Never-married,Other-service,Own-child,Black,Female,0,0,40,United-States,<=50K
40,Private,305846,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
22,Self-emp-not-inc,214014,Some-college,10,Never-married,Sales,Own-child,Black,Male,99999,0,55,United-States,>50K
33,Private,226525,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
28,Private,247819,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,5,United-States,<=50K
28,Private,194940,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,289991,HS-grad,9,Never-married,Transport-moving,Unmarried,White,Male,0,0,55,United-States,<=50K
46,Private,585361,9th,5,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,91145,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
65,<undefined>,231604,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,45,Germany,<=50K
28,Private,273269,Some-college,10,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,40,United-States,<=50K
39,Private,202683,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,159179,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Private,28952,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,39,United-States,<=50K
25,<undefined>,214925,10th,6,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
63,Private,163708,9th,5,Widowed,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
56,Private,200235,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
46,Private,109209,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
19,Private,166153,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,30,United-States,<=50K
56,Local-gov,268213,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,35,<undefined>,>50K
31,Private,69056,HS-grad,9,Divorced,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
51,State-gov,237141,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
17,Private,277541,11th,7,Never-married,Sales,Own-child,White,Male,0,0,5,United-States,<=50K
27,Local-gov,289039,Some-college,10,Never-married,Protective-serv,Unmarried,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
30,Private,134737,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,45,United-States,<=50K
18,Private,56613,Some-college,10,Never-married,Protective-serv,Own-child,White,Female,0,0,20,United-States,<=50K
41,Private,36699,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,4650,0,40,United-States,<=50K
40,Local-gov,333530,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,40,United-States,>50K
35,Private,185366,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
29,Private,154017,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,10,United-States,<=50K
27,Private,215504,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,1848,55,United-States,>50K
25,Private,222539,10th,6,Never-married,Transport-moving,Not-in-family,White,Male,2597,0,50,United-States,<=50K
53,Private,191565,1st-4th,2,Divorced,Other-service,Unmarried,Black,Female,0,0,40,Dominican-Republic,<=50K
53,Private,111939,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
26,State-gov,53903,HS-grad,9,Never-married,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
41,Private,146659,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,<=50K
28,Private,194200,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
48,State-gov,78529,Masters,14,Separated,Prof-specialty,Not-in-family,White,Male,0,0,60,United-States,<=50K
22,Private,194829,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,30,United-States,<=50K
40,Federal-gov,330174,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
52,Self-emp-inc,230767,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,60,Cuba,>50K
53,Local-gov,137250,Masters,14,Widowed,Prof-specialty,Unmarried,Black,Female,0,1669,35,United-States,<=50K
40,Private,254478,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
57,Private,300908,Assoc-acdm,12,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,75,United-States,<=50K
53,Self-emp-not-inc,187830,Assoc-voc,11,Separated,Craft-repair,Not-in-family,White,Male,0,0,40,Poland,<=50K
23,Private,201138,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,8,United-States,<=50K
31,Self-emp-not-inc,44503,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,381357,9th,5,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,28,United-States,<=50K
25,Private,311124,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
37,Private,96330,Some-college,10,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
50,Private,228238,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
34,Self-emp-not-inc,56964,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
37,Private,127772,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
52,Private,386397,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
29,Self-emp-not-inc,404998,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,90,United-States,<=50K
49,Private,34545,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
31,Private,157886,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,40,United-States,<=50K
47,Private,101299,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,134447,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,70,United-States,<=50K
27,Private,191822,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
23,Private,70919,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
55,Private,266343,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,46,United-States,<=50K
28,Private,87239,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
31,Local-gov,236487,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,Germany,<=50K
30,Private,224147,HS-grad,9,Never-married,Transport-moving,Own-child,Black,Male,0,0,40,United-States,<=50K
23,Private,197200,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,60,United-States,<=50K
19,Private,124265,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
22,Private,79980,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,25,United-States,<=50K
50,Private,128814,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,25,United-States,<=50K
64,<undefined>,208862,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,50,United-States,>50K
21,Private,51262,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,35,United-States,<=50K
75,Self-emp-inc,98116,Some-college,10,Widowed,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
29,Private,82393,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Asian-Pac-Islander,Male,0,0,40,Germany,<=50K
47,Private,57534,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
20,Private,218962,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,204752,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
45,Private,243631,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,45,China,>50K
41,Private,170299,Assoc-voc,11,Divorced,Prof-specialty,Unmarried,White,Female,0,0,43,United-States,<=50K
23,Private,60331,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
38,Private,269318,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,5178,0,50,United-States,>50K
67,State-gov,132819,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,41,United-States,>50K
21,Private,119665,Some-college,10,Never-married,Tech-support,Own-child,White,Male,0,0,35,United-States,<=50K
38,Private,150057,Some-college,10,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,45,United-States,<=50K
31,Private,128567,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
19,<undefined>,230874,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
59,Self-emp-not-inc,148526,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,Private,160192,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
50,Local-gov,74660,Some-college,10,Widowed,Prof-specialty,Unmarried,White,Male,0,0,40,United-States,<=50K
60,Self-emp-inc,142494,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,122042,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
28,Self-emp-inc,37088,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
36,Private,61778,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
21,<undefined>,176356,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,10,Germany,<=50K
27,Private,123302,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,Poland,<=50K
18,Private,89760,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
44,Local-gov,165304,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,40,United-States,>50K
56,Private,104945,7th-8th,4,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,40,United-States,<=50K
51,Self-emp-inc,192973,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,>50K
48,Private,97863,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,Italy,>50K
31,Private,73585,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
35,Private,29145,Assoc-voc,11,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
35,Private,175232,HS-grad,9,Divorced,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
36,Private,325374,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,107231,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1672,65,United-States,<=50K
23,Private,129345,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,25,United-States,<=50K
21,Private,228395,Some-college,10,Never-married,Sales,Other-relative,Black,Female,0,0,20,United-States,<=50K
49,Private,452402,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Female,0,0,60,United-States,<=50K
51,Self-emp-inc,338260,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
46,Private,165138,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,109055,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,3137,0,45,United-States,<=50K
27,Private,193122,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
56,<undefined>,425497,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
48,Private,191858,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,297155,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
29,Local-gov,181282,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
50,Federal-gov,111700,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
18,Private,35065,HS-grad,9,Never-married,Transport-moving,Not-in-family,Black,Male,0,0,35,United-States,<=50K
37,Private,298539,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,55,United-States,>50K
51,Self-emp-not-inc,95435,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
31,Private,162160,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,47,United-States,<=50K
29,Private,176037,Assoc-voc,11,Divorced,Tech-support,Not-in-family,Black,Male,14344,0,40,United-States,>50K
39,Private,314007,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,40,United-States,<=50K
48,Private,197683,Some-college,10,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,>50K
44,Private,242521,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7688,0,50,United-States,>50K
39,Private,290321,10th,6,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
22,Local-gov,44064,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
27,<undefined>,174163,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,United-States,>50K
42,Private,374790,9th,5,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,231562,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,33,United-States,<=50K
27,Private,376150,Some-college,10,Married-spouse-absent,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
51,Private,99987,10th,6,Separated,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Self-emp-not-inc,120126,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
60,Self-emp-not-inc,33717,11th,7,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
36,Private,132879,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Italy,<=50K
45,Private,304570,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,60,China,>50K
40,Private,100292,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,52,United-States,>50K
63,Private,117473,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,4386,0,40,United-States,>50K
41,Private,239833,HS-grad,9,Married-spouse-absent,Transport-moving,Unmarried,Black,Male,0,0,50,United-States,<=50K
53,<undefined>,155233,12th,8,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,40,Italy,<=50K
34,Private,130369,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Female,1151,0,48,Germany,<=50K
34,Private,347166,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,502752,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,>50K
22,State-gov,255575,Assoc-acdm,12,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,15,United-States,<=50K
49,Private,277946,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
43,<undefined>,214541,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,35,United-States,<=50K
36,Private,143123,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
27,Private,69132,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,37,United-States,<=50K
52,Self-emp-not-inc,34973,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1887,60,United-States,>50K
29,Private,236992,HS-grad,9,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,50,United-States,<=50K
27,Private,492263,10th,6,Separated,Machine-op-inspct,Own-child,White,Male,0,0,35,Mexico,<=50K
42,Private,180019,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,65,United-States,<=50K
49,Self-emp-not-inc,47086,Bachelors,13,Widowed,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,222853,Some-college,10,Never-married,Craft-repair,Unmarried,White,Male,0,0,50,United-States,<=50K
22,Private,344176,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,20,United-States,<=50K
30,Self-emp-not-inc,223212,Bachelors,13,Never-married,Sales,Unmarried,White,Male,0,0,40,United-States,<=50K
28,Private,110981,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
20,Private,162688,Assoc-voc,11,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
45,Self-emp-inc,181307,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,43,United-States,>50K
39,Private,148903,HS-grad,9,Divorced,Sales,Not-in-family,White,Female,4687,0,50,United-States,>50K
43,Private,306440,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,66,France,<=50K
18,Private,210311,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
53,Private,127117,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
74,Private,54732,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,20,United-States,>50K
39,Private,271521,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,48,Philippines,>50K
33,<undefined>,216908,10th,6,Never-married,<undefined>,Other-relative,White,Male,0,0,40,United-States,<=50K
49,Private,543922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,42,United-States,>50K
21,Private,766115,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,35,United-States,<=50K
65,<undefined>,52728,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,284166,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,1564,50,United-States,>50K
49,Private,122206,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,25,United-States,<=50K
20,<undefined>,95989,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
47,Private,334039,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,44,United-States,>50K
46,Self-emp-not-inc,225456,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,112847,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,7298,0,32,United-States,>50K
61,Self-emp-not-inc,171840,HS-grad,9,Widowed,Prof-specialty,Unmarried,White,Female,0,0,16,United-States,<=50K
48,Private,180695,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
44,Private,121012,9th,5,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
37,Self-emp-inc,126569,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
45,Private,227791,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1740,50,United-States,<=50K
51,Self-emp-not-inc,290290,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
33,Local-gov,251521,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
55,Self-emp-not-inc,41938,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,8,United-States,<=50K
25,Private,27678,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,60,United-States,<=50K
26,Private,133756,HS-grad,9,Divorced,Farming-fishing,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
54,Private,215990,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
38,Private,461337,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,33,United-States,<=50K
39,Local-gov,344855,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,1977,20,United-States,>50K
20,State-gov,214542,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
30,Private,258170,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Federal-gov,242147,HS-grad,9,Divorced,Adm-clerical,Not-in-family,Other,Male,0,0,45,United-States,<=50K
42,Private,235700,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,278130,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,Private,261241,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
60,Private,85995,Masters,14,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,50,South,>50K
42,Private,340885,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,44,United-States,<=50K
42,Private,152889,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,195023,HS-grad,9,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Columbia,<=50K
52,State-gov,109600,Masters,14,Married-spouse-absent,Exec-managerial,Unmarried,White,Female,4787,0,44,United-States,>50K
27,<undefined>,249463,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
43,Private,158177,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
43,State-gov,47818,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,391468,11th,7,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
52,Local-gov,199995,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7298,0,60,United-States,>50K
31,Private,231043,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
38,<undefined>,281768,7th-8th,4,Divorced,<undefined>,Unmarried,Black,Female,0,0,30,United-States,<=50K
44,Private,267790,9th,5,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
27,Private,217379,Some-college,10,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
50,Private,421561,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
23,Private,50953,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
22,Private,138504,Some-college,10,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,30,United-States,<=50K
36,State-gov,177064,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,103064,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,3674,0,40,United-States,<=50K
59,Private,184493,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
39,Private,104089,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
23,Private,149204,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,405284,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,1340,42,United-States,<=50K
25,Local-gov,137296,Assoc-acdm,12,Never-married,Adm-clerical,Own-child,Black,Female,0,0,38,United-States,<=50K
40,Private,87771,HS-grad,9,Married-civ-spouse,Craft-repair,Wife,White,Female,0,1628,45,United-States,<=50K
38,State-gov,125499,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,7688,0,60,India,>50K
31,Private,59083,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,35,United-States,<=50K
28,Local-gov,138332,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
24,Private,198914,HS-grad,9,Never-married,Sales,Unmarried,Black,Male,0,0,25,United-States,<=50K
46,Local-gov,238162,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,50,United-States,>50K
29,Private,123677,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,Asian-Pac-Islander,Female,0,0,40,Laos,<=50K
38,Federal-gov,325538,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
53,Private,251063,Some-college,10,Separated,Exec-managerial,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Private,51471,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,1902,40,United-States,>50K
39,Private,175681,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,60,<undefined>,<=50K
44,Private,165599,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
46,Private,149640,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Male,0,0,45,England,>50K
30,Private,143526,Bachelors,13,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
24,Private,211160,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,342989,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
62,Self-emp-not-inc,173631,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,<=50K
25,Private,141876,HS-grad,9,Married-spouse-absent,Exec-managerial,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Private,137604,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
21,Private,129232,Some-college,10,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
64,Federal-gov,271550,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
39,Private,456922,Bachelors,13,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
60,Private,232242,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,352188,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,114967,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Private,201981,HS-grad,9,Divorced,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
32,State-gov,159247,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,125905,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,186824,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Local-gov,121012,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
58,Private,110844,Masters,14,Widowed,Sales,Not-in-family,White,Female,0,0,27,United-States,<=50K
23,Private,143003,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,1887,50,India,>50K
31,Federal-gov,59732,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
28,Private,178489,Bachelors,13,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,45,<undefined>,<=50K
41,<undefined>,252127,Some-college,10,Widowed,<undefined>,Unmarried,Black,Female,0,0,20,United-States,<=50K
37,Private,109633,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,16,United-States,>50K
19,Private,160811,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,38,United-States,<=50K
27,Self-emp-not-inc,365110,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,20,United-States,<=50K
61,Self-emp-not-inc,113080,9th,5,Married-civ-spouse,Sales,Husband,White,Male,0,0,58,United-States,>50K
39,Private,206074,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
25,Private,173062,Bachelors,13,Never-married,Handlers-cleaners,Unmarried,Black,Male,0,0,40,United-States,<=50K
58,Private,117273,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
27,Self-emp-not-inc,153805,Some-college,10,Married-civ-spouse,Transport-moving,Other-relative,Other,Male,0,0,50,Ecuador,>50K
51,Private,293802,5th-6th,3,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,52,United-States,<=50K
43,Local-gov,153132,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
46,Private,166809,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
67,<undefined>,34122,5th-6th,3,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
50,Local-gov,231725,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,63210,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,15,United-States,<=50K
35,Private,108293,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,32,United-States,>50K
57,Private,116878,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Italy,<=50K
40,Private,110622,Prof-school,15,Married-civ-spouse,Adm-clerical,Other-relative,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
42,Local-gov,180318,10th,6,Never-married,Farming-fishing,Unmarried,White,Male,0,0,35,United-States,<=50K
67,Self-emp-inc,112318,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,252079,Bachelors,13,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,7688,0,44,United-States,>50K
30,Private,27153,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,73312,11th,7,Never-married,Machine-op-inspct,Unmarried,White,Female,0,0,15,United-States,<=50K
51,Private,145409,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
38,Private,167882,Some-college,10,Widowed,Other-service,Other-relative,Black,Female,0,0,45,Haiti,<=50K
24,Private,236696,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Own-child,White,Male,0,0,35,United-States,<=50K
48,Self-emp-not-inc,28791,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
34,State-gov,118551,Bachelors,13,Married-civ-spouse,Tech-support,Own-child,White,Female,5178,0,25,<undefined>,>50K
70,Private,187292,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,6418,0,40,United-States,>50K
35,Private,189922,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,<undefined>,584259,Masters,14,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,2,United-States,>50K
26,Private,173992,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
64,Private,253759,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,3,United-States,<=50K
26,Private,111243,HS-grad,9,Never-married,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
39,Self-emp-not-inc,147850,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,30,United-States,<=50K
55,Private,171015,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,36,United-States,<=50K
23,Private,118023,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,45,<undefined>,<=50K
33,Self-emp-not-inc,361497,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
31,Private,137290,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
28,Local-gov,401886,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,20,United-States,<=50K
50,Private,201882,Masters,14,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,30,United-States,<=50K
26,Local-gov,30793,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,55,United-States,>50K
44,Federal-gov,139161,Assoc-acdm,12,Divorced,Adm-clerical,Not-in-family,Black,Female,0,1741,40,United-States,<=50K
51,Private,210736,HS-grad,9,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
34,Private,167781,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,103986,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,39,United-States,>50K
29,Private,144592,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
24,Private,493034,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
27,Private,184078,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
44,Private,191814,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
24,Private,329852,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,223660,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
47,Private,177087,Some-college,10,Separated,Adm-clerical,Unmarried,White,Female,0,0,50,United-States,>50K
30,Private,143766,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
35,Private,234271,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Federal-gov,314822,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
42,Private,195584,Assoc-acdm,12,Separated,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
70,Self-emp-inc,207938,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2377,50,United-States,>50K
41,Private,126850,Prof-school,15,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
36,Private,279485,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,38,United-States,<=50K
44,Private,267717,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,42,United-States,>50K
42,<undefined>,175935,HS-grad,9,Separated,<undefined>,Unmarried,White,Male,0,0,40,United-States,<=50K
20,Private,163665,Some-college,10,Never-married,Transport-moving,Own-child,White,Female,0,0,17,United-States,<=50K
29,Private,200468,10th,6,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,91501,HS-grad,9,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,40,United-States,<=50K
30,Private,182771,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
59,Self-emp-not-inc,56392,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,1579,60,United-States,<=50K
31,Private,20511,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
21,Private,538822,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,Mexico,<=50K
26,Private,332008,Some-college,10,Never-married,Craft-repair,Unmarried,Asian-Pac-Islander,Male,0,0,37,Taiwan,<=50K
57,Self-emp-inc,220789,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
59,Self-emp-not-inc,114760,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,>50K
87,<undefined>,90338,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Male,0,0,2,United-States,<=50K
25,Private,181576,Some-college,10,Never-married,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
39,Private,198841,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,45,United-States,>50K
53,Private,53197,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,3103,0,40,United-States,>50K
32,State-gov,542265,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,193026,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,25505,Assoc-voc,11,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,35,United-States,<=50K
17,Private,375657,11th,7,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,30,United-States,<=50K
44,Private,201599,11th,7,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,181820,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,20,United-States,<=50K
57,Private,334224,Some-college,10,Married-civ-spouse,Craft-repair,Wife,White,Female,9386,0,40,United-States,>50K
30,State-gov,54318,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,141388,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,55,United-States,<=50K
54,Self-emp-not-inc,57101,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,35,United-States,<=50K
44,Private,168515,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,Germany,<=50K
60,Private,163665,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,16,United-States,>50K
28,Private,207513,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,42,United-States,>50K
39,Private,293291,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,50,United-States,>50K
55,Private,70088,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Private,199346,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
55,Local-gov,143949,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,3103,0,45,United-States,>50K
33,Private,207201,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,55,United-States,>50K
30,Private,430283,HS-grad,9,Married-civ-spouse,Adm-clerical,Wife,White,Female,7298,0,40,United-States,>50K
40,Local-gov,293809,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
30,Private,378009,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
40,Private,226608,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,30,Guatemala,>50K
24,Private,314182,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,50,United-States,<=50K
18,Private,170544,11th,7,Never-married,Sales,Own-child,White,Male,0,0,20,United-States,<=50K
18,Private,94196,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,25,United-States,<=50K
49,Private,193047,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
42,Private,112607,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
28,Local-gov,146949,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,309513,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
48,Self-emp-not-inc,191389,Some-college,10,Separated,Sales,Unmarried,White,Female,0,0,50,United-States,<=50K
24,Private,213902,7th-8th,4,Never-married,Priv-house-serv,Own-child,White,Female,0,0,32,El-Salvador,<=50K
73,Self-emp-not-inc,46514,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,25,United-States,<=50K
35,Private,75855,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,7298,0,40,<undefined>,>50K
23,Private,38707,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,60,United-States,>50K
19,Private,188568,Some-college,10,Never-married,Priv-house-serv,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,215014,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,Mexico,<=50K
27,Private,184477,12th,8,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,204235,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
31,Private,39054,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,20,United-States,<=50K
64,Self-emp-inc,272531,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
45,Private,358701,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,10,Mexico,<=50K
47,Private,217750,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,35,United-States,<=50K
22,Private,200374,HS-grad,9,Never-married,Machine-op-inspct,Other-relative,White,Male,0,0,35,United-States,<=50K
24,Private,498349,Bachelors,13,Never-married,Transport-moving,Unmarried,Black,Female,0,0,40,United-States,<=50K
69,State-gov,170458,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,20,United-States,<=50K
40,Self-emp-not-inc,57233,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
45,Private,188432,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
47,Self-emp-not-inc,33300,Assoc-acdm,12,Never-married,Farming-fishing,Other-relative,White,Male,10520,0,45,United-States,>50K
31,Private,225779,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
48,Private,46677,Assoc-acdm,12,Divorced,Exec-managerial,Unmarried,White,Female,0,0,42,United-States,<=50K
41,Private,227968,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,35,Haiti,>50K
34,Private,85355,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
48,Private,207120,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,229223,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,7688,0,36,United-States,>50K
20,Private,224640,Assoc-acdm,12,Never-married,Exec-managerial,Own-child,White,Female,0,0,40,United-States,<=50K
39,Private,139012,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
40,Federal-gov,130749,Some-college,10,Divorced,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
28,Private,204516,10th,6,Never-married,Transport-moving,Not-in-family,White,Male,0,0,45,United-States,<=50K
20,Private,105479,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
41,Private,197093,Bachelors,13,Divorced,Prof-specialty,Not-in-family,Black,Male,0,0,40,United-States,<=50K
49,Self-emp-inc,431245,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
24,Private,155150,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
35,State-gov,216035,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,388247,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
23,Private,208908,Bachelors,13,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
23,Private,259301,HS-grad,9,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,69333,Assoc-voc,11,Married-civ-spouse,Transport-moving,Husband,White,Male,4386,0,80,United-States,>50K
34,Private,167893,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,64,United-States,>50K
32,Federal-gov,386877,Assoc-voc,11,Never-married,Tech-support,Own-child,Black,Male,4650,0,40,United-States,<=50K
54,Private,146551,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,54,United-States,>50K
48,Private,238360,Bachelors,13,Separated,Adm-clerical,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
38,Private,187748,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
48,State-gov,50748,Bachelors,13,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,50136,5th-6th,3,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,El-Salvador,<=50K
42,Private,111483,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,>50K
31,Private,298871,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,China,<=50K
27,Private,147340,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,50,United-States,>50K
57,Private,132704,Masters,14,Separated,Prof-specialty,Not-in-family,White,Male,10520,0,32,United-States,>50K
46,State-gov,327786,Assoc-voc,11,Divorced,Tech-support,Not-in-family,White,Female,3325,0,42,United-States,<=50K
44,Federal-gov,243636,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
42,Local-gov,194417,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
24,Private,236696,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Private,337130,1st-4th,2,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
29,Private,273051,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,52,Yugoslavia,>50K
38,Private,186191,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,<=50K
33,Private,268451,Some-college,10,Divorced,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
61,Private,154600,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,4,United-States,<=50K
49,Local-gov,405309,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
51,Self-emp-not-inc,99185,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
42,Private,191765,HS-grad,9,Divorced,Other-service,Other-relative,Black,Female,0,0,35,United-States,<=50K
21,Private,253583,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
29,<undefined>,297054,HS-grad,9,Divorced,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
54,Private,204397,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
23,Private,288771,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,United-States,<=50K
52,Private,173987,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
28,Local-gov,33662,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,7298,0,40,United-States,>50K
23,Private,91658,Some-college,10,Divorced,Handlers-cleaners,Own-child,White,Male,0,0,40,United-States,<=50K
43,Private,226902,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,80,United-States,>50K
45,Private,232586,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
51,Self-emp-not-inc,291755,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,<=50K
29,<undefined>,207032,HS-grad,9,Married-spouse-absent,<undefined>,Unmarried,Black,Female,0,0,42,Haiti,<=50K
23,Private,161478,Some-college,10,Never-married,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
73,Self-emp-not-inc,109833,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
47,Self-emp-not-inc,229394,11th,7,Divorced,Exec-managerial,Unmarried,White,Female,0,0,55,United-States,<=50K
61,<undefined>,69285,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,37,United-States,<=50K
26,Private,491862,Assoc-voc,11,Never-married,Exec-managerial,Not-in-family,Black,Female,0,0,40,United-States,<=50K
40,Private,311534,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
32,Self-emp-not-inc,420895,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,47,United-States,<=50K
39,Private,226374,10th,6,Divorced,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
33,Federal-gov,101345,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,48779,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,35,United-States,<=50K
42,Private,152676,HS-grad,9,Divorced,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,164877,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
33,Private,97521,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
47,Private,88564,5th-6th,3,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,20,United-States,<=50K
33,Private,188246,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,189185,HS-grad,9,Divorced,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
42,State-gov,163069,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
28,Private,251905,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,112403,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,<=50K
18,Private,36882,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
33,Self-emp-not-inc,195891,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
36,Private,194905,Bachelors,13,Widowed,Prof-specialty,Unmarried,White,Female,0,0,44,United-States,<=50K
33,Private,133503,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,7688,0,48,United-States,>50K
40,Private,31621,HS-grad,9,Married-spouse-absent,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
57,Self-emp-not-inc,413373,Doctorate,16,Married-civ-spouse,Sales,Husband,White,Male,0,1902,40,United-States,>50K
40,Private,196029,HS-grad,9,Divorced,Transport-moving,Unmarried,White,Male,0,0,45,United-States,<=50K
36,Private,107302,HS-grad,9,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,50,United-States,<=50K
45,Private,151267,Bachelors,13,Never-married,Adm-clerical,Not-in-family,Black,Female,0,0,40,United-States,>50K
52,Private,256861,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,82777,HS-grad,9,Separated,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Private,147430,HS-grad,9,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,<undefined>,60726,HS-grad,9,Never-married,<undefined>,Own-child,Black,Male,0,0,40,United-States,<=50K
46,Self-emp-not-inc,165754,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
36,Private,448337,HS-grad,9,Separated,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,185079,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
36,Private,418702,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
48,Private,41504,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,>50K
21,Private,387335,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,1719,9,United-States,<=50K
18,Private,261720,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
38,Private,133963,Bachelors,13,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,>50K
66,<undefined>,357750,11th,7,Widowed,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
36,State-gov,179488,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,7298,0,55,United-States,>50K
38,Private,60135,HS-grad,9,Never-married,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
55,Self-emp-not-inc,308746,Prof-school,15,Widowed,Prof-specialty,Not-in-family,White,Male,0,0,55,United-States,>50K
27,Private,278720,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,>50K
22,State-gov,477505,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
29,Private,164711,Some-college,10,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,United-States,<=50K
40,Private,208277,Some-college,10,Never-married,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,<=50K
21,Private,39943,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
49,Private,104542,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
29,Private,286634,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,50,United-States,>50K
28,Private,142712,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
26,Private,336404,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
33,Private,117983,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,41,United-States,<=50K
72,<undefined>,108796,Prof-school,15,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
59,Private,59469,Masters,14,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,Iran,<=50K
37,Private,171968,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
56,<undefined>,119254,10th,6,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,278617,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
39,Private,72338,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
49,Local-gov,343231,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,80,United-States,<=50K
30,Private,63910,HS-grad,9,Married-civ-spouse,Sales,Own-child,Asian-Pac-Islander,Female,0,0,40,United-States,<=50K
28,Private,190350,9th,5,Married-civ-spouse,Protective-serv,Wife,Black,Female,0,0,40,United-States,<=50K
25,State-gov,176162,Bachelors,13,Never-married,Protective-serv,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,37720,10th,6,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
25,Private,421467,Assoc-acdm,12,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,26,United-States,<=50K
36,Private,138441,Some-college,10,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
52,Private,146767,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
20,<undefined>,369678,12th,8,Never-married,<undefined>,Not-in-family,Other,Male,0,1602,40,United-States,<=50K
25,Private,160445,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
26,Private,211695,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,102346,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,2415,20,United-States,>50K
48,Private,128796,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
39,Private,111129,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
30,Local-gov,44566,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
26,Private,118497,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
36,Private,334291,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1887,40,United-States,>50K
49,Private,237920,Doctorate,16,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
34,Local-gov,136331,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,<=50K
28,Private,187397,HS-grad,9,Never-married,Other-service,Other-relative,Other,Male,0,0,48,Mexico,<=50K
28,Self-emp-not-inc,119793,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
42,Private,24982,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
26,Self-emp-not-inc,231714,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
54,Private,229272,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,>50K
66,<undefined>,68219,9th,5,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
61,Self-emp-not-inc,268831,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,53,United-States,<=50K
45,Self-emp-not-inc,149640,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,30,United-States,>50K
29,Private,261725,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,35,United-States,<=50K
74,Private,161387,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,16,United-States,<=50K
61,Local-gov,260167,HS-grad,9,Widowed,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,200928,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,22,United-States,<=50K
53,Federal-gov,155594,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
57,Self-emp-not-inc,79539,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
41,Private,469454,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,331482,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
43,Private,225193,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
26,<undefined>,370727,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,1977,40,United-States,>50K
29,Private,82393,HS-grad,9,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Male,0,0,25,Philippines,<=50K
65,<undefined>,37170,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,20,United-States,<=50K
41,Private,58484,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K
31,Local-gov,156464,Bachelors,13,Never-married,Prof-specialty,Other-relative,White,Male,0,0,40,<undefined>,<=50K
50,Private,344621,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
52,Private,174752,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
18,Self-emp-inc,174202,HS-grad,9,Never-married,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
26,Private,261203,7th-8th,4,Never-married,Other-service,Unmarried,Other,Female,0,0,30,<undefined>,<=50K
57,Private,316000,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
63,State-gov,216871,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,1740,40,United-States,<=50K
29,Private,246933,HS-grad,9,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,Mexico,<=50K
32,Self-emp-not-inc,112115,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,7688,0,40,United-States,>50K
34,Private,264651,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
43,Private,99185,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,58,United-States,<=50K
39,Private,176186,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
28,Private,100219,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,45,United-States,<=50K
32,Private,46691,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,State-gov,297735,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,90,United-States,<=50K
40,Private,132222,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,4386,0,50,United-States,>50K
25,Private,189656,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,60,United-States,>50K
54,Local-gov,224934,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
48,Self-emp-inc,149218,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,70,United-States,>50K
51,Private,158508,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,36,United-States,<=50K
67,State-gov,261203,7th-8th,4,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,35,United-States,<=50K
17,Private,309504,10th,6,Never-married,Sales,Unmarried,White,Female,0,0,24,United-States,<=50K
24,State-gov,324637,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,267426,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
68,<undefined>,229016,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,25,United-States,<=50K
54,Private,46401,Some-college,10,Divorced,Other-service,Not-in-family,White,Female,0,0,47,United-States,<=50K
32,Private,114288,HS-grad,9,Divorced,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
61,<undefined>,203849,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
41,Federal-gov,193882,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,311269,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Private,156117,Assoc-voc,11,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,<=50K
64,<undefined>,169917,7th-8th,4,Widowed,<undefined>,Not-in-family,White,Female,0,0,4,United-States,<=50K
51,Private,222615,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
41,State-gov,106900,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,7298,0,60,United-States,>50K
40,Federal-gov,78036,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,65,United-States,>50K
27,Private,380560,HS-grad,9,Never-married,Farming-fishing,Other-relative,White,Male,0,0,40,Mexico,<=50K
41,Private,167106,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,Asian-Pac-Islander,Male,3103,0,35,Philippines,>50K
51,Private,289436,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
36,Private,749636,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Self-emp-inc,154120,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,55,United-States,<=50K
43,Private,105119,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
61,Federal-gov,181081,HS-grad,9,Divorced,Adm-clerical,Own-child,Black,Female,0,0,20,United-States,<=50K
31,Private,182237,10th,6,Separated,Transport-moving,Unmarried,White,Male,0,0,40,United-States,<=50K
34,Private,102130,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,65,United-States,>50K
43,Private,266324,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,99,United-States,>50K
52,Private,170562,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,240543,11th,7,Never-married,Other-service,Own-child,White,Female,0,0,20,United-States,<=50K
37,Federal-gov,187046,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
60,Private,389254,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
47,Private,179955,Some-college,10,Widowed,Transport-moving,Unmarried,White,Female,0,0,25,Outlying-US(Guam-USVI-etc),<=50K
21,Private,197997,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,30,United-States,<=50K
34,Self-emp-inc,343789,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,55,United-States,>50K
28,Private,191088,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,1741,52,United-States,<=50K
40,Local-gov,141649,Assoc-voc,11,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
26,Private,433906,Assoc-acdm,12,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
48,Private,207982,Some-college,10,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
46,Private,175925,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,40,United-States,<=50K
58,Private,85767,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,48,United-States,<=50K
32,Self-emp-inc,281030,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
90,<undefined>,313986,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
38,Private,396595,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,>50K
20,<undefined>,189203,Assoc-acdm,12,Never-married,<undefined>,Not-in-family,White,Male,0,0,20,United-States,<=50K
43,Self-emp-not-inc,163108,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,99,United-States,<=50K
17,Private,141590,11th,7,Never-married,Priv-house-serv,Own-child,White,Female,0,0,12,United-States,<=50K
36,Private,137421,12th,8,Never-married,Transport-moving,Not-in-family,Asian-Pac-Islander,Male,0,0,45,<undefined>,<=50K
36,Private,67728,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,5013,0,40,Italy,<=50K
30,Private,345522,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,3103,0,70,United-States,>50K
45,Private,330087,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
51,Self-emp-not-inc,204322,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,50295,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,<=50K
35,Self-emp-not-inc,147258,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,65,United-States,<=50K
19,Private,194260,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
56,Private,437727,9th,5,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
64,<undefined>,34100,Some-college,10,Widowed,<undefined>,Not-in-family,White,Male,0,0,4,United-States,<=50K
62,<undefined>,186611,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,40,United-States,<=50K
24,Private,280960,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,24,United-States,<=50K
33,Private,33117,Assoc-acdm,12,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,169628,Bachelors,13,Never-married,Sales,Unmarried,Black,Female,0,0,35,United-States,>50K
22,State-gov,124942,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,45,United-States,<=50K
44,Private,143368,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,55,United-States,<=50K
37,Private,255621,HS-grad,9,Separated,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Self-emp-inc,154227,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,75,United-States,<=50K
43,Private,171438,Assoc-voc,11,Separated,Sales,Unmarried,White,Female,0,0,45,United-States,<=50K
39,Private,191524,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
30,Private,377017,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,32,United-States,<=50K
58,Private,192806,7th-8th,4,Never-married,Handlers-cleaners,Not-in-family,White,Female,0,0,33,United-States,<=50K
31,<undefined>,259120,Some-college,10,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,10,United-States,<=50K
45,Local-gov,234195,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
30,Private,147596,Some-college,10,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Private,147251,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,36,United-States,<=50K
50,Private,176157,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
25,Local-gov,176162,Assoc-voc,11,Never-married,Protective-serv,Own-child,White,Male,0,0,30,United-States,<=50K
34,Private,384150,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
50,Private,107665,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
72,<undefined>,82635,11th,7,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
60,State-gov,165827,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
41,Private,287306,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,60,United-States,>50K
71,Self-emp-not-inc,78786,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,10,United-States,<=50K
40,Self-emp-not-inc,33310,Prof-school,15,Divorced,Other-service,Not-in-family,White,Female,0,2339,35,United-States,<=50K
22,Private,349368,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Female,0,0,30,United-States,<=50K
52,Private,117674,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,38,United-States,<=50K
30,Private,310889,Some-college,10,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,55,United-States,<=50K
36,<undefined>,187167,HS-grad,9,Separated,<undefined>,Not-in-family,White,Female,0,0,30,United-States,<=50K
40,Private,379919,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
31,Federal-gov,34862,Assoc-acdm,12,Married-civ-spouse,Sales,Husband,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
44,Private,201723,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,45,United-States,>50K
38,Local-gov,161463,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,Black,Male,0,0,40,United-States,>50K
46,Private,186410,Prof-school,15,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,>50K
57,Federal-gov,62020,Prof-school,15,Divorced,Exec-managerial,Not-in-family,Black,Male,0,0,55,United-States,>50K
39,Private,42044,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
42,Private,170230,Bachelors,13,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,>50K
43,Private,341358,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
22,Private,199426,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,17,United-States,<=50K
44,Private,89172,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
22,<undefined>,148955,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Female,0,0,15,South,<=50K
37,Private,140673,Some-college,10,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
20,<undefined>,71788,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,18,United-States,<=50K
26,State-gov,326033,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,80,United-States,<=50K
35,Private,129305,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,30,United-States,<=50K
28,Private,171067,HS-grad,9,Never-married,Handlers-cleaners,Own-child,White,Female,0,0,40,United-States,<=50K
34,Private,143582,Some-college,10,Never-married,Adm-clerical,Not-in-family,Asian-Pac-Islander,Female,0,0,35,Japan,<=50K
17,<undefined>,171461,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
18,Private,257980,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
25,Private,182866,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,69333,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
61,Private,668362,1st-4th,2,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,132879,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
61,Private,181219,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1848,40,United-States,>50K
19,<undefined>,166018,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
22,Private,120518,HS-grad,9,Widowed,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
19,Private,183532,Some-college,10,Never-married,Handlers-cleaners,Own-child,White,Male,0,0,25,United-States,<=50K
45,Private,49298,Bachelors,13,Never-married,Tech-support,Own-child,White,Male,0,0,40,United-States,<=50K
20,Private,157332,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
37,Private,213726,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
26,Private,31143,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
17,<undefined>,256173,10th,6,Never-married,<undefined>,Own-child,White,Female,0,0,15,United-States,<=50K
26,Private,184872,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,55,United-States,>50K
58,Private,202652,HS-grad,9,Separated,Other-service,Unmarried,White,Female,0,0,40,Dominican-Republic,<=50K
61,<undefined>,101602,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,>50K
64,Private,60940,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,8614,0,50,France,>50K
19,Private,292590,HS-grad,9,Married-civ-spouse,Sales,Other-relative,White,Female,0,0,25,United-States,<=50K
36,Private,141420,Bachelors,13,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,30,United-States,<=50K
47,Private,159389,Assoc-acdm,12,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Private,254534,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,89508,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
38,Self-emp-not-inc,238980,Some-college,10,Never-married,Sales,Not-in-family,White,Male,0,0,60,United-States,<=50K
54,Private,178946,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,>50K
31,Private,204752,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
26,Private,290213,Some-college,10,Separated,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
50,Private,102615,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1902,40,United-States,>50K
41,Private,291965,Some-college,10,Never-married,Tech-support,Unmarried,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
52,Local-gov,175339,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
28,Private,90547,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,23,United-States,<=50K
23,<undefined>,449101,HS-grad,9,Married-civ-spouse,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
46,Self-emp-not-inc,101722,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3137,0,40,United-States,<=50K
32,<undefined>,981628,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Male,0,0,40,United-States,<=50K
59,<undefined>,147989,HS-grad,9,Widowed,<undefined>,Not-in-family,White,Female,0,0,35,United-States,<=50K
30,Self-emp-inc,204470,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,36,United-States,>50K
58,Local-gov,311409,Masters,14,Married-civ-spouse,Prof-specialty,Husband,Black,Male,7688,0,30,United-States,>50K
31,Private,190027,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,40,<undefined>,<=50K
36,Private,218015,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,48,United-States,<=50K
31,State-gov,77634,Preschool,1,Never-married,Other-service,Not-in-family,White,Male,0,0,24,United-States,<=50K
52,Self-emp-not-inc,42984,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,>50K
29,Private,413297,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,3411,0,70,Mexico,<=50K
48,Self-emp-not-inc,218835,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,England,<=50K
30,Private,341051,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
58,Private,252419,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,<=50K
20,Federal-gov,347935,Some-college,10,Never-married,Protective-serv,Own-child,Black,Male,0,0,40,United-States,<=50K
19,Private,237848,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,3,United-States,<=50K
63,Private,174826,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
51,Self-emp-not-inc,170086,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,45,United-States,>50K
53,Private,470368,Assoc-acdm,12,Divorced,Adm-clerical,Unmarried,White,Female,0,0,48,United-States,<=50K
54,Federal-gov,75235,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,5178,0,40,United-States,>50K
35,<undefined>,35854,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,40,United-States,<=50K
26,Private,746432,HS-grad,9,Never-married,Handlers-cleaners,Own-child,Black,Male,0,0,48,United-States,<=50K
47,Self-emp-not-inc,258498,Some-college,10,Married-civ-spouse,Other-service,Wife,White,Female,0,0,52,United-States,<=50K
44,Private,176063,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
80,Self-emp-not-inc,26865,7th-8th,4,Never-married,Farming-fishing,Unmarried,White,Male,0,0,20,United-States,<=50K
55,Private,104724,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
43,Private,346321,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
49,Private,402462,Bachelors,13,Married-spouse-absent,Transport-moving,Unmarried,White,Male,0,0,30,Columbia,<=50K
27,Private,153078,Prof-school,15,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Male,0,0,40,United-States,<=50K
42,Private,176063,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,55,United-States,>50K
39,Private,451059,9th,5,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
36,<undefined>,229533,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,106437,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
58,Local-gov,294313,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,Black,Female,0,0,55,United-States,<=50K
63,Private,67903,9th,5,Separated,Farming-fishing,Not-in-family,Black,Male,0,0,40,United-States,<=50K
49,Private,133669,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
36,Self-emp-inc,251730,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,60,United-States,>50K
46,Private,72896,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,155664,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,United-States,>50K
39,Private,206520,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,45,United-States,<=50K
33,Private,72338,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,65,Japan,>50K
43,Local-gov,34640,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Other,Male,0,1887,40,United-States,>50K
30,Private,236543,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,68,United-States,<=50K
39,Local-gov,43702,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,37,United-States,<=50K
44,Private,335248,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,198197,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
80,<undefined>,281768,Assoc-acdm,12,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,4,United-States,<=50K
31,Private,160594,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,White,Male,0,0,3,United-States,<=50K
34,Local-gov,231826,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,El-Salvador,<=50K
28,Private,188171,Assoc-acdm,12,Never-married,Transport-moving,Own-child,White,Male,0,0,60,United-States,<=50K
55,Private,125000,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
36,Private,166509,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Private,402367,Some-college,10,Married-civ-spouse,Transport-moving,Husband,Black,Male,7688,0,45,United-States,>50K
67,Local-gov,204123,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,10,United-States,<=50K
53,Self-emp-inc,220786,Some-college,10,Widowed,Sales,Not-in-family,White,Female,0,0,60,United-States,<=50K
43,Private,254146,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,40,United-States,>50K
29,Local-gov,152461,Bachelors,13,Never-married,Tech-support,Not-in-family,White,Female,0,0,42,United-States,<=50K
19,Private,223669,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
51,Private,120270,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
21,Self-emp-not-inc,304602,Assoc-voc,11,Never-married,Farming-fishing,Own-child,White,Male,0,0,98,United-States,<=50K
54,Private,24108,Some-college,10,Separated,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,32546,Prof-school,15,Divorced,Prof-specialty,Unmarried,White,Male,7430,0,40,United-States,>50K
41,Private,93885,Some-college,10,Divorced,Sales,Unmarried,White,Female,0,0,48,United-States,<=50K
28,Private,210765,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,191276,Assoc-voc,11,Divorced,Handlers-cleaners,Unmarried,White,Female,0,0,40,United-States,<=50K
82,Self-emp-not-inc,71438,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,20,United-States,<=50K
23,Private,330571,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,16,United-States,<=50K
40,Local-gov,138634,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,112264,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
24,Private,205865,HS-grad,9,Never-married,Sales,Unmarried,White,Male,0,0,45,United-States,<=50K
21,Private,224640,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
27,Private,180758,Some-college,10,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,30,United-States,<=50K
29,<undefined>,499935,Assoc-voc,11,Never-married,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
40,Self-emp-not-inc,107762,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
17,Private,214787,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,25,United-States,<=50K
27,Private,211032,1st-4th,2,Never-married,Craft-repair,Not-in-family,White,Male,0,0,40,Mexico,<=50K
34,Private,208353,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
18,Private,157273,10th,6,Never-married,Other-service,Other-relative,Black,Male,0,0,15,United-States,<=50K
39,Private,75891,Bachelors,13,Divorced,Tech-support,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Self-emp-inc,177675,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,65,United-States,>50K
44,Private,182370,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,200525,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
39,Private,174242,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,60,United-States,>50K
28,Private,95566,1st-4th,2,Married-spouse-absent,Other-service,Own-child,Other,Female,0,0,35,Dominican-Republic,<=50K
30,Private,30290,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
60,Private,240951,HS-grad,9,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
58,Private,183810,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,24,United-States,<=50K
49,Private,94342,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,<=50K
61,Self-emp-inc,148577,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
27,Private,103634,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,38,United-States,<=50K
59,Self-emp-not-inc,83542,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
52,Federal-gov,76131,Some-college,10,Married-civ-spouse,Exec-managerial,Wife,Asian-Pac-Islander,Female,0,0,40,United-States,>50K
42,Federal-gov,262402,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
27,Private,198286,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,34,United-States,<=50K
41,Self-emp-inc,145441,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
35,<undefined>,273558,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Male,0,0,30,United-States,<=50K
50,Local-gov,117496,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,24,United-States,<=50K
36,Private,128876,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,Private,199698,HS-grad,9,Never-married,Farming-fishing,Own-child,White,Male,0,0,45,United-States,<=50K
38,Private,65390,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
46,Private,128645,Some-college,10,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Private,53481,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
55,Private,92215,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
49,Local-gov,78859,Masters,14,Widowed,Prof-specialty,Unmarried,White,Female,0,323,20,United-States,<=50K
59,Self-emp-inc,187502,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
38,Private,242080,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,55,United-States,>50K
22,Private,41837,Some-college,10,Never-married,Transport-moving,Own-child,White,Male,0,0,25,United-States,<=50K
28,Private,291374,12th,8,Never-married,Sales,Unmarried,Black,Female,0,0,40,United-States,<=50K
47,Private,148995,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,2415,60,United-States,>50K
59,Private,159008,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,56,United-States,<=50K
37,Private,271013,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,199046,Bachelors,13,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
34,Private,164280,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,Portugal,<=50K
35,Local-gov,116960,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,40,United-States,>50K
55,Private,100054,10th,6,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
18,Private,183824,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,30,United-States,<=50K
48,Private,313925,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,30,United-States,>50K
48,Private,379883,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Cuba,>50K
70,<undefined>,92593,Some-college,10,Widowed,<undefined>,Not-in-family,White,Female,0,0,25,United-States,<=50K
27,Private,189777,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,198330,Masters,14,Widowed,Prof-specialty,Unmarried,Black,Female,0,0,37,United-States,<=50K
32,Private,127451,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,38,United-States,>50K
62,<undefined>,31577,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,18,United-States,<=50K
18,<undefined>,90230,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,20,United-States,<=50K
50,Private,301024,Bachelors,13,Separated,Sales,Not-in-family,White,Male,0,0,40,United-States,>50K
38,Self-emp-not-inc,175732,HS-grad,9,Never-married,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,15,United-States,<=50K
18,Private,218889,9th,5,Never-married,Other-service,Own-child,Black,Male,0,0,35,United-States,<=50K
46,Private,117605,9th,5,Divorced,Sales,Not-in-family,White,Male,0,0,35,United-States,<=50K
26,Private,154571,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,Asian-Pac-Islander,Male,0,0,45,United-States,>50K
44,Private,228057,7th-8th,4,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,Dominican-Republic,<=50K
32,Private,173998,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
25,Private,90752,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
55,Private,51008,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
55,Federal-gov,113398,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Male,0,0,40,United-States,<=50K
25,Private,74977,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,40,United-States,<=50K
40,Private,101593,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
29,Private,228346,Assoc-voc,11,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
60,Private,180418,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,44489,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,<=50K
43,Self-emp-not-inc,277488,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
24,Private,103064,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,0,55,United-States,<=50K
34,Private,226872,Bachelors,13,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Self-emp-not-inc,330416,Some-college,10,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,60,United-States,<=50K
24,Private,186495,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
47,State-gov,205712,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,38,United-States,<=50K
18,Private,217743,11th,7,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
50,Self-emp-inc,52565,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,1485,40,United-States,<=50K
22,Private,239954,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Male,0,0,40,United-States,<=50K
49,Self-emp-not-inc,349986,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
41,Private,117585,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1485,40,United-States,>50K
68,Self-emp-not-inc,122094,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,15,United-States,<=50K
62,Self-emp-not-inc,26857,7th-8th,4,Widowed,Farming-fishing,Other-relative,White,Female,0,0,35,United-States,<=50K
25,Local-gov,192321,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
24,Private,88095,Some-college,10,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,24,Mexico,<=50K
44,Private,144067,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,12,<undefined>,<=50K
32,Private,124187,9th,5,Married-civ-spouse,Farming-fishing,Husband,Black,Male,0,0,40,United-States,<=50K
49,Private,123681,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,43,United-States,>50K
68,Private,145638,Some-college,10,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,130513,Assoc-acdm,12,Never-married,Sales,Own-child,White,Female,0,0,40,Peru,<=50K
47,Federal-gov,197038,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
35,Private,189092,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
37,Self-emp-not-inc,198841,11th,7,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,317969,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,<=50K
37,Private,103121,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,1848,40,United-States,>50K
34,Private,111589,10th,6,Never-married,Other-service,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
46,Local-gov,267952,Assoc-voc,11,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,36,United-States,<=50K
21,Private,63899,11th,7,Never-married,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
26,Private,473625,HS-grad,9,Married-civ-spouse,Other-service,Wife,White,Female,0,0,30,United-States,<=50K
45,Private,187901,HS-grad,9,Divorced,Farming-fishing,Not-in-family,White,Male,0,2258,44,United-States,>50K
17,Private,24090,HS-grad,9,Never-married,Exec-managerial,Own-child,White,Female,0,0,35,United-States,<=50K
36,Self-emp-inc,102729,Assoc-acdm,12,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,70,United-States,<=50K
33,Private,91666,12th,8,Divorced,Exec-managerial,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,215873,HS-grad,9,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,40,United-States,<=50K
32,Private,152109,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
24,Private,175586,HS-grad,9,Never-married,Machine-op-inspct,Unmarried,Black,Female,0,0,40,United-States,<=50K
37,Private,232614,HS-grad,9,Divorced,Other-service,Unmarried,Black,Female,0,0,30,United-States,<=50K
53,State-gov,229465,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
44,Private,147110,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,14344,0,40,United-States,>50K
43,Local-gov,161240,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,45,United-States,>50K
29,Private,358124,HS-grad,9,Never-married,Other-service,Other-relative,Black,Female,0,0,52,United-States,<=50K
47,Private,222529,Bachelors,13,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,65,United-States,<=50K
37,Self-emp-not-inc,338320,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,60,United-States,<=50K
43,Self-emp-inc,62026,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
23,Private,263886,Some-college,10,Never-married,Sales,Not-in-family,Black,Female,0,0,20,United-States,<=50K
50,Private,310774,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,35,United-States,<=50K
25,Private,98155,Some-college,10,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
40,Private,259307,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,50,United-States,<=50K
39,Private,358753,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,7688,0,40,United-States,>50K
41,Private,29762,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
32,Private,202729,HS-grad,9,Married-civ-spouse,Transport-moving,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,28790,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,Private,53209,HS-grad,9,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
30,Local-gov,169020,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
34,Private,127195,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
41,Private,211731,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,Mexico,<=50K
42,Self-emp-not-inc,126614,Bachelors,13,Divorced,Exec-managerial,Not-in-family,Other,Male,0,0,30,Iran,<=50K
45,Private,259463,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
22,Private,228411,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,35,United-States,<=50K
25,Private,117827,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
22,Federal-gov,57216,Some-college,10,Never-married,Adm-clerical,Own-child,Black,Male,0,0,20,United-States,<=50K
46,State-gov,250821,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,15024,0,40,United-States,>50K
48,Self-emp-inc,88564,Some-college,10,Divorced,Farming-fishing,Not-in-family,White,Male,0,0,45,United-States,<=50K
45,Private,172822,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,52,United-States,>50K
19,Private,251579,Some-college,10,Never-married,Other-service,Own-child,White,Male,0,0,14,United-States,<=50K
31,Private,118399,11th,7,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
30,Self-emp-inc,178383,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,70,United-States,<=50K
40,Self-emp-not-inc,170866,Assoc-acdm,12,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
60,<undefined>,268954,Some-college,10,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,12,United-States,>50K
52,<undefined>,89951,12th,8,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,40,United-States,>50K
22,Private,203894,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,15,United-States,<=50K
25,Private,237065,Some-college,10,Divorced,Other-service,Own-child,Black,Male,0,0,38,United-States,<=50K
51,Local-gov,108435,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,80,United-States,>50K
32,Private,93213,Assoc-acdm,12,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,62,United-States,<=50K
51,Self-emp-inc,231230,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,25,United-States,<=50K
42,Private,386175,Some-college,10,Divorced,Sales,Not-in-family,White,Male,0,0,50,United-States,>50K
39,Private,128392,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,1887,40,United-States,>50K
24,Private,223515,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
52,Private,208630,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,1741,38,United-States,<=50K
58,<undefined>,97969,1st-4th,2,Married-spouse-absent,<undefined>,Unmarried,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
43,Private,174295,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
31,Private,60229,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
28,Private,66095,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
31,Federal-gov,130057,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,60,United-States,>50K
61,Private,179743,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2051,20,United-States,<=50K
26,Private,192022,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Female,0,0,40,United-States,<=50K
46,Private,45288,Bachelors,13,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
62,<undefined>,178764,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,United-States,>50K
50,Private,99476,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,35,United-States,<=50K
18,Private,41973,11th,7,Never-married,Adm-clerical,Own-child,White,Female,0,0,5,United-States,<=50K
23,Private,162228,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,48,United-States,<=50K
21,Private,211968,Some-college,10,Never-married,Sales,Own-child,White,Female,0,1762,28,United-States,<=50K
46,Private,211226,Assoc-acdm,12,Married-civ-spouse,Transport-moving,Husband,Other,Male,0,0,36,United-States,<=50K
38,Private,33397,HS-grad,9,Divorced,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
53,Private,120839,12th,8,Divorced,Farming-fishing,Own-child,White,Male,0,0,40,United-States,<=50K
53,Private,36327,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
50,Private,139703,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
26,Private,107827,HS-grad,9,Never-married,Other-service,Unmarried,White,Male,0,0,25,United-States,<=50K
46,Local-gov,140219,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,8614,0,55,United-States,>50K
44,Local-gov,203761,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
36,Local-gov,114719,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
20,Private,344394,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,30,United-States,<=50K
35,Private,195516,7th-8th,4,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,Mexico,<=50K
40,State-gov,31627,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,20,United-States,<=50K
70,Private,174032,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
57,Private,226875,7th-8th,4,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,<=50K
40,Private,566537,Preschool,1,Married-civ-spouse,Other-service,Husband,White,Male,0,1672,40,Mexico,<=50K
18,Private,36162,11th,7,Never-married,Craft-repair,Own-child,White,Male,0,0,5,United-States,<=50K
45,Self-emp-not-inc,31478,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,2829,0,60,United-States,<=50K
52,Private,294991,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
24,<undefined>,108495,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
42,Self-emp-inc,161532,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,60,United-States,<=50K
28,Local-gov,332249,HS-grad,9,Separated,Transport-moving,Own-child,White,Male,0,0,45,United-States,<=50K
32,Private,268147,Assoc-voc,11,Never-married,Tech-support,Unmarried,White,Female,0,0,60,United-States,<=50K
56,Federal-gov,317847,Bachelors,13,Divorced,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
44,Private,52028,1st-4th,2,Married-civ-spouse,Other-service,Wife,Asian-Pac-Islander,Female,0,0,40,Vietnam,<=50K
20,Private,184045,Some-college,10,Never-married,Sales,Unmarried,Black,Female,0,0,30,United-States,<=50K
32,Private,206609,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
59,Private,152968,Some-college,10,Separated,Adm-clerical,Other-relative,White,Male,3325,0,40,United-States,<=50K
21,Private,213015,HS-grad,9,Never-married,Handlers-cleaners,Other-relative,Black,Male,2176,0,40,United-States,<=50K
32,Private,313835,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
49,Private,66385,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,5013,0,40,United-States,<=50K
22,Private,205940,Bachelors,13,Never-married,Adm-clerical,Own-child,White,Female,1055,0,30,United-States,<=50K
51,Self-emp-inc,260938,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,60567,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,3411,0,40,United-States,<=50K
23,Private,335067,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Private,331126,HS-grad,9,Never-married,Other-service,Unmarried,Black,Male,0,0,30,United-States,<=50K
53,Private,156612,12th,8,Divorced,Transport-moving,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,188436,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,45,United-States,<=50K
60,Private,227468,Some-college,10,Widowed,Protective-serv,Not-in-family,Black,Female,0,0,40,United-States,<=50K
55,Private,183580,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,38,United-States,<=50K
57,Self-emp-not-inc,50990,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,30,United-States,<=50K
59,Private,384246,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
26,<undefined>,375313,Some-college,10,Never-married,<undefined>,Own-child,Asian-Pac-Islander,Male,0,0,40,Philippines,<=50K
30,Private,176410,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Own-child,White,Female,7298,0,16,United-States,>50K
49,Private,93639,Bachelors,13,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,43,United-States,<=50K
45,Private,30289,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Self-emp-inc,124950,Bachelors,13,Never-married,Sales,Own-child,White,Female,0,0,40,United-States,<=50K
37,Self-emp-not-inc,126675,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,60,United-States,>50K
21,Private,145964,12th,8,Never-married,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
36,State-gov,345712,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
18,<undefined>,97474,HS-grad,9,Never-married,<undefined>,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,180342,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
19,Private,167087,HS-grad,9,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
65,<undefined>,192825,7th-8th,4,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
30,Private,318749,Assoc-voc,11,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,35,Germany,<=50K
27,<undefined>,147638,Masters,14,Never-married,<undefined>,Not-in-family,Other,Female,0,0,40,Japan,<=50K
59,Federal-gov,293971,Some-college,10,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,>50K
32,Private,229566,Assoc-voc,11,Married-civ-spouse,Other-service,Husband,White,Male,0,0,60,United-States,>50K
25,Private,242464,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,111067,Bachelors,13,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,80,United-States,>50K
21,<undefined>,155697,9th,5,Never-married,<undefined>,Own-child,White,Male,0,0,42,United-States,<=50K
49,Local-gov,106554,Bachelors,13,Divorced,Prof-specialty,Unmarried,White,Female,0,0,40,United-States,>50K
49,Private,23776,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
51,<undefined>,43909,HS-grad,9,Divorced,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
48,Private,105808,9th,5,Widowed,Transport-moving,Unmarried,White,Male,0,0,40,United-States,>50K
42,Private,169995,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,<=50K
53,Private,141388,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
29,Self-emp-not-inc,241431,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,45,United-States,<=50K
21,<undefined>,78374,HS-grad,9,Never-married,<undefined>,Other-relative,Asian-Pac-Islander,Female,0,0,24,United-States,<=50K
54,Self-emp-not-inc,158948,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,15,United-States,<=50K
66,Private,115498,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,55,<undefined>,>50K
34,Private,272411,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
39,Private,30529,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1887,40,United-States,>50K
62,<undefined>,263374,Assoc-voc,11,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,40,Canada,<=50K
30,Private,190228,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,126060,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
25,Private,391192,Assoc-voc,11,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
26,Private,214069,HS-grad,9,Separated,Farming-fishing,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,170871,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,60,United-States,>50K
55,Private,118993,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,10,United-States,<=50K
26,Private,245880,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,40,United-States,<=50K
45,Private,174794,Bachelors,13,Separated,Prof-specialty,Unmarried,White,Female,0,0,56,Germany,<=50K
61,Local-gov,153408,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,>50K
34,<undefined>,330301,7th-8th,4,Separated,<undefined>,Unmarried,Black,Female,0,0,40,United-States,<=50K
26,Private,385278,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Black,Male,0,0,60,United-States,<=50K
44,Federal-gov,38434,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
45,Self-emp-not-inc,111679,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,30,United-States,<=50K
55,Private,168956,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,86143,Some-college,10,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,0,0,30,United-States,<=50K
48,Private,99835,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
33,Private,263561,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,60,United-States,<=50K
44,Private,118536,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
32,Self-emp-inc,209691,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,Canada,<=50K
54,Private,123374,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
40,Private,137225,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
29,Private,119359,HS-grad,9,Married-civ-spouse,Prof-specialty,Wife,Asian-Pac-Islander,Female,0,0,10,China,>50K
56,Private,134153,10th,6,Married-civ-spouse,Adm-clerical,Husband,Black,Male,0,0,40,United-States,<=50K
47,Private,121124,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
22,Private,147655,Some-college,10,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
46,Private,165138,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,45,United-States,>50K
24,Federal-gov,312017,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
37,Private,272950,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,259323,HS-grad,9,Divorced,Craft-repair,Unmarried,White,Male,0,0,40,United-States,<=50K
44,Federal-gov,281739,Some-college,10,Never-married,Adm-clerical,Not-in-family,White,Male,13550,0,50,United-States,>50K
21,Private,119156,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,40,United-States,<=50K
55,Private,165881,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
23,State-gov,136075,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,32,United-States,<=50K
50,Private,187465,11th,7,Divorced,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
44,Private,328561,Assoc-voc,11,Married-civ-spouse,Adm-clerical,Other-relative,White,Female,0,0,20,United-States,<=50K
48,Private,350440,Some-college,10,Married-civ-spouse,Craft-repair,Other-relative,Asian-Pac-Islander,Male,0,0,40,Cambodia,>50K
38,Self-emp-not-inc,109133,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,70,United-States,>50K
48,Private,109814,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
39,Private,86643,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
52,Federal-gov,154521,HS-grad,9,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,44,United-States,>50K
63,Private,45912,HS-grad,9,Widowed,Other-service,Other-relative,White,Female,0,0,40,United-States,<=50K
48,Private,175070,HS-grad,9,Divorced,Exec-managerial,Not-in-family,White,Female,0,2258,40,United-States,>50K
37,Private,338033,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
26,State-gov,158963,Masters,14,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Self-emp-inc,121441,11th,7,Never-married,Exec-managerial,Other-relative,White,Male,0,2444,40,United-States,>50K
47,Self-emp-not-inc,242391,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
19,Private,119964,HS-grad,9,Never-married,Craft-repair,Other-relative,White,Female,0,0,15,United-States,<=50K
34,Private,193344,Some-college,10,Never-married,Adm-clerical,Unmarried,White,Female,0,0,40,Germany,<=50K
29,Local-gov,45554,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
33,Private,249716,HS-grad,9,Never-married,Tech-support,Not-in-family,White,Male,0,0,45,United-States,<=50K
53,Private,58985,Some-college,10,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,24,United-States,<=50K
24,Private,456367,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
39,Private,117381,Some-college,10,Divorced,Transport-moving,Not-in-family,White,Male,0,0,65,United-States,<=50K
50,Self-emp-not-inc,240922,Assoc-acdm,12,Never-married,Sales,Not-in-family,White,Female,0,1408,5,United-States,<=50K
31,Private,226443,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,364342,Assoc-voc,11,Never-married,Sales,Not-in-family,Black,Female,0,0,25,United-States,<=50K
42,Local-gov,101593,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,42,United-States,<=50K
23,Private,267471,12th,8,Never-married,Sales,Own-child,White,Female,0,0,25,United-States,<=50K
22,Private,186849,11th,7,Divorced,Sales,Own-child,White,Male,0,0,50,United-States,<=50K
65,Private,174603,5th-6th,3,Widowed,Machine-op-inspct,Not-in-family,White,Female,0,0,10,Italy,<=50K
34,Private,115040,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,44,United-States,<=50K
23,Private,142766,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,1055,0,20,United-States,<=50K
38,Private,59660,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
45,Self-emp-not-inc,49595,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,80,United-States,<=50K
19,Private,127491,HS-grad,9,Never-married,Other-service,Not-in-family,White,Male,0,0,40,United-States,<=50K
46,Private,155933,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,1602,8,United-States,<=50K
23,Private,122272,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,20,United-States,<=50K
37,Private,143771,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
59,Private,91384,Bachelors,13,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,135874,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
35,Private,207066,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,10520,0,45,United-States,>50K
51,Private,172493,Some-college,10,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,12,United-States,<=50K
42,Local-gov,189956,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,0,0,30,United-States,<=50K
35,Private,106967,Masters,14,Never-married,Sales,Not-in-family,White,Female,0,0,40,United-States,<=50K
20,Private,200153,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,38,United-States,<=50K
25,Private,149943,HS-grad,9,Never-married,Other-service,Other-relative,Asian-Pac-Islander,Male,4101,0,60,<undefined>,<=50K
41,Private,151736,10th,6,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
40,Private,67852,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,35,United-States,<=50K
36,Private,54229,Assoc-acdm,12,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,37,United-States,<=50K
34,Self-emp-inc,154120,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,>50K
44,Self-emp-not-inc,157217,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,42,United-States,<=50K
31,Federal-gov,381645,Bachelors,13,Separated,Prof-specialty,Not-in-family,White,Male,0,0,40,United-States,<=50K
41,Local-gov,160785,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,133584,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
43,Private,170230,Masters,14,Never-married,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
58,Private,250206,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,5178,0,40,United-States,>50K
19,Private,128363,Some-college,10,Never-married,Sales,Own-child,White,Female,0,0,30,United-States,<=50K
43,Local-gov,163434,Bachelors,13,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,55,United-States,>50K
50,Private,195690,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,45,United-States,<=50K
44,Self-emp-inc,138991,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
46,Private,118419,HS-grad,9,Divorced,Machine-op-inspct,Unmarried,White,Male,0,0,38,United-States,<=50K
52,Self-emp-not-inc,185407,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
52,Self-emp-not-inc,283079,HS-grad,9,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
18,Private,119655,12th,8,Never-married,Adm-clerical,Own-child,White,Female,0,0,12,United-States,<=50K
29,Private,153416,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,<=50K
19,<undefined>,204868,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,36,United-States,<=50K
34,Private,220362,Bachelors,13,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
23,Local-gov,203078,Some-college,10,Married-civ-spouse,Protective-serv,Husband,Black,Male,0,0,40,United-States,<=50K
64,State-gov,104361,Some-college,10,Separated,Adm-clerical,Not-in-family,White,Female,0,0,65,United-States,<=50K
68,Private,274096,10th,6,Divorced,Transport-moving,Not-in-family,White,Male,0,0,20,United-States,<=50K
42,State-gov,455553,HS-grad,9,Never-married,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
41,Private,112283,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,60,United-States,>50K
41,Self-emp-inc,64506,HS-grad,9,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,<=50K
22,State-gov,24395,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,<=50K
67,Self-emp-inc,182581,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,20051,0,20,United-States,>50K
27,Private,100669,Some-college,10,Married-civ-spouse,Craft-repair,Husband,Asian-Pac-Islander,Male,0,0,40,Philippines,>50K
25,Private,178025,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
49,<undefined>,113913,HS-grad,9,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,60,United-States,<=50K
28,Private,55191,Assoc-acdm,12,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,45,United-States,<=50K
51,Federal-gov,223206,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,Asian-Pac-Islander,Male,15024,0,40,Vietnam,>50K
23,Local-gov,162551,Bachelors,13,Never-married,Prof-specialty,Own-child,Asian-Pac-Islander,Female,0,0,35,China,<=50K
19,Private,693066,12th,8,Never-married,Other-service,Own-child,White,Female,0,0,15,United-States,<=50K
72,<undefined>,96867,5th-6th,3,Widowed,<undefined>,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,256362,Some-college,10,Never-married,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
53,Private,539864,Some-college,10,Divorced,Craft-repair,Not-in-family,White,Male,0,0,20,United-States,<=50K
35,Private,241153,Assoc-voc,11,Never-married,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,284395,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
18,Private,180039,12th,8,Never-married,Sales,Own-child,White,Female,0,0,20,United-States,<=50K
45,Private,178416,Assoc-voc,11,Divorced,Handlers-cleaners,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,175710,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Female,0,0,30,<undefined>,<=50K
22,Local-gov,164775,5th-6th,3,Never-married,Handlers-cleaners,Other-relative,White,Male,0,0,40,Guatemala,>50K
55,Private,176897,Some-college,10,Divorced,Tech-support,Not-in-family,White,Male,0,0,40,United-States,<=50K
45,Private,265097,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,1902,40,United-States,>50K
22,Private,193090,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,37,United-States,<=50K
37,Private,186009,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1672,60,United-States,<=50K
28,Private,175262,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
19,Private,109928,11th,7,Never-married,Sales,Own-child,Black,Female,0,0,35,United-States,<=50K
37,Self-emp-not-inc,162834,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,1902,45,United-States,>50K
50,Private,177896,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,>50K
31,Private,181372,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,35,United-States,<=50K
40,Private,70645,Preschool,1,Never-married,Other-service,Not-in-family,White,Female,0,0,20,United-States,<=50K
51,Private,128272,9th,5,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
56,Private,106723,HS-grad,9,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
21,Private,122348,Some-college,10,Never-married,Tech-support,Own-child,White,Female,0,0,35,United-States,<=50K
40,Private,177905,Assoc-voc,11,Married-civ-spouse,Exec-managerial,Husband,White,Male,7688,0,44,United-States,>50K
22,Private,254547,Some-college,10,Never-married,Exec-managerial,Unmarried,Black,Female,0,0,40,Jamaica,<=50K
47,Self-emp-inc,102308,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,2415,45,United-States,>50K
44,Private,33105,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
30,Private,215441,Some-college,10,Never-married,Adm-clerical,Not-in-family,Other,Male,0,0,40,<undefined>,<=50K
44,Local-gov,197919,Some-college,10,Divorced,Other-service,Unmarried,White,Female,0,0,40,United-States,<=50K
41,Private,206139,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,>50K
47,Private,117849,Assoc-acdm,12,Divorced,Sales,Own-child,White,Male,0,0,44,United-States,<=50K
26,Private,323044,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,Germany,>50K
34,Private,90415,Assoc-voc,11,Never-married,Tech-support,Not-in-family,Black,Male,0,0,40,United-States,<=50K
47,Private,294913,Prof-school,15,Married-civ-spouse,Exec-managerial,Husband,White,Male,99999,0,40,United-States,>50K
36,Private,127573,HS-grad,9,Separated,Adm-clerical,Not-in-family,White,Female,0,0,38,United-States,<=50K
21,Private,180190,Assoc-voc,11,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,46,United-States,<=50K
45,State-gov,231013,Bachelors,13,Divorced,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
33,Private,356015,HS-grad,9,Separated,Craft-repair,Not-in-family,Amer-Indian-Eskimo,Male,0,0,35,Hong,<=50K
33,Private,198069,HS-grad,9,Never-married,Machine-op-inspct,Not-in-family,White,Male,0,0,65,United-States,<=50K
58,Self-emp-not-inc,99141,HS-grad,9,Divorced,Farming-fishing,Unmarried,White,Female,0,0,10,United-States,<=50K
31,Private,188246,Assoc-acdm,12,Divorced,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,>50K
32,Self-emp-not-inc,116508,Some-college,10,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,50,United-States,>50K
44,Federal-gov,38434,Bachelors,13,Widowed,Exec-managerial,Unmarried,White,Female,0,0,40,United-States,>50K
24,Private,128477,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
35,Private,91839,Bachelors,13,Married-civ-spouse,Other-service,Husband,Amer-Indian-Eskimo,Male,7688,0,20,United-States,>50K
43,Private,409922,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,50,United-States,>50K
49,Private,185041,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
37,Self-emp-not-inc,103925,Bachelors,13,Married-civ-spouse,Sales,Wife,White,Female,0,0,50,United-States,<=50K
42,Self-emp-not-inc,34037,Bachelors,13,Never-married,Farming-fishing,Own-child,White,Male,0,0,35,United-States,<=50K
31,Private,251659,Some-college,10,Married-civ-spouse,Other-service,Husband,Asian-Pac-Islander,Male,0,1485,55,<undefined>,>50K
19,Private,57145,HS-grad,9,Never-married,Other-service,Own-child,White,Female,0,0,25,United-States,<=50K
41,Private,182108,Doctorate,16,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,>50K
51,Self-emp-inc,213296,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,30,United-States,<=50K
51,Self-emp-inc,28765,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
63,Private,37792,10th,6,Widowed,Other-service,Not-in-family,White,Female,0,0,31,United-States,<=50K
39,Federal-gov,232036,Some-college,10,Married-civ-spouse,Adm-clerical,Husband,White,Male,0,0,40,United-States,>50K
30,Private,33678,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
62,Without-pay,159908,Some-college,10,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,16,United-States,<=50K
27,Private,176761,HS-grad,9,Never-married,Craft-repair,Other-relative,Other,Male,0,0,40,Nicaragua,<=50K
32,Private,260954,11th,7,Married-civ-spouse,Craft-repair,Husband,White,Male,0,2042,30,United-States,<=50K
37,Local-gov,180342,Bachelors,13,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,>50K
47,Local-gov,324791,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1887,50,United-States,>50K
31,Private,183801,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1902,43,United-States,>50K
42,Private,204235,HS-grad,9,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,249720,Assoc-voc,11,Married-spouse-absent,Sales,Unmarried,Black,Female,0,0,32,United-States,<=50K
60,Private,127084,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,2042,34,United-States,<=50K
42,Local-gov,201495,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,72,United-States,>50K
38,Private,447346,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,36,United-States,>50K
24,Private,206008,Assoc-acdm,12,Never-married,Prof-specialty,Own-child,Black,Male,0,0,20,United-States,<=50K
34,Private,286020,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,45,United-States,<=50K
20,<undefined>,99891,Some-college,10,Never-married,<undefined>,Own-child,White,Female,0,0,30,United-States,<=50K
29,Local-gov,169544,Some-college,10,Never-married,Protective-serv,Own-child,White,Male,0,0,48,United-States,<=50K
90,Private,313749,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,25,United-States,<=50K
55,Private,89182,12th,8,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,Italy,<=50K
36,Private,258102,HS-grad,9,Never-married,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K
49,Private,255466,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,60,United-States,<=50K
50,Private,38795,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
17,Private,311907,11th,7,Never-married,Other-service,Own-child,White,Male,0,0,25,United-States,<=50K
54,Private,171924,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
26,Private,164488,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,10,United-States,<=50K
44,Private,297991,Assoc-acdm,12,Never-married,Exec-managerial,Not-in-family,Asian-Pac-Islander,Female,0,0,50,United-States,<=50K
28,Private,478315,Bachelors,13,Never-married,Prof-specialty,Own-child,Black,Female,0,0,40,United-States,<=50K
54,Local-gov,34832,Doctorate,16,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
21,Private,67804,9th,5,Never-married,Machine-op-inspct,Own-child,Black,Male,0,0,20,United-States,<=50K
24,Private,34568,Assoc-voc,11,Never-married,Transport-moving,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,47151,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,56,United-States,<=50K
59,<undefined>,120617,Some-college,10,Never-married,<undefined>,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Private,318046,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,48,United-States,>50K
29,Private,363963,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
50,Private,92811,Bachelors,13,Married-civ-spouse,Tech-support,Husband,White,Male,0,0,40,United-States,<=50K
32,Private,33678,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,50,United-States,>50K
42,Private,66118,Some-college,10,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,40,United-States,<=50K
47,Private,160474,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,30,United-States,>50K
44,Private,159960,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
49,Private,242987,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,Columbia,<=50K
61,Private,232719,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
65,Local-gov,103153,7th-8th,4,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1411,40,United-States,<=50K
45,Local-gov,162187,HS-grad,9,Married-civ-spouse,Protective-serv,Husband,White,Male,0,0,40,United-States,>50K
59,Private,207391,HS-grad,9,Divorced,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
30,Never-worked,176673,HS-grad,9,Married-civ-spouse,<undefined>,Wife,Black,Female,0,0,40,United-States,<=50K
34,Private,356882,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
24,Private,427686,1st-4th,2,Married-civ-spouse,Handlers-cleaners,Other-relative,White,Male,0,0,40,Mexico,<=50K
42,Self-emp-inc,191196,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,1977,60,<undefined>,>50K
37,Private,377798,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,3103,0,40,United-States,>50K
36,Private,43712,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
21,<undefined>,205939,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
54,Private,161691,Masters,14,Divorced,Prof-specialty,Not-in-family,White,Female,0,2559,40,United-States,>50K
34,Private,346034,12th,8,Married-spouse-absent,Handlers-cleaners,Unmarried,White,Male,0,0,35,Mexico,<=50K
41,Private,144460,Some-college,10,Divorced,Machine-op-inspct,Own-child,White,Male,0,0,40,Italy,<=50K
18,Never-worked,153663,Some-college,10,Never-married,<undefined>,Own-child,White,Male,0,0,4,United-States,<=50K
26,Private,262617,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
23,Federal-gov,173851,HS-grad,9,Never-married,Armed-Forces,Not-in-family,White,Male,0,0,8,United-States,<=50K
63,<undefined>,126540,Some-college,10,Divorced,<undefined>,Not-in-family,White,Female,0,0,5,United-States,<=50K
34,Private,117963,Bachelors,13,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,>50K
54,Private,219737,HS-grad,9,Widowed,Sales,Not-in-family,White,Female,0,0,37,United-States,<=50K
37,Private,328466,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,Mexico,<=50K
54,State-gov,138852,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
22,Local-gov,195532,Some-college,10,Never-married,Protective-serv,Other-relative,White,Female,0,0,43,United-States,<=50K
32,Private,188246,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
42,State-gov,138162,Some-college,10,Divorced,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
31,State-gov,110714,Some-college,10,Never-married,Other-service,Own-child,White,Female,0,0,37,United-States,<=50K
48,Private,123075,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,United-States,>50K
28,Private,330466,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,40,Hong,<=50K
31,Private,254304,10th,6,Divorced,Craft-repair,Not-in-family,White,Male,0,0,38,United-States,<=50K
28,Private,435842,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,<=50K
24,Private,118657,12th,8,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,278188,HS-grad,9,Divorced,Craft-repair,Not-in-family,White,Female,0,0,45,United-States,<=50K
26,Private,233777,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,72,Mexico,<=50K
37,Self-emp-inc,328466,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,50,United-States,>50K
24,Private,176580,5th-6th,3,Married-spouse-absent,Farming-fishing,Not-in-family,White,Male,0,0,40,Mexico,<=50K
18,<undefined>,156608,11th,7,Never-married,<undefined>,Own-child,White,Female,0,0,25,United-States,<=50K
32,Private,172415,HS-grad,9,Never-married,Other-service,Unmarried,Black,Female,0,0,40,United-States,<=50K
23,Private,194951,Bachelors,13,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,0,0,55,Ireland,<=50K
33,Local-gov,318921,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Female,0,0,35,United-States,<=50K
49,Private,189462,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
75,Self-emp-not-inc,192813,Masters,14,Widowed,Sales,Not-in-family,White,Male,0,0,45,United-States,<=50K
74,Self-emp-not-inc,199136,Bachelors,13,Widowed,Craft-repair,Not-in-family,White,Male,15831,0,8,Germany,>50K
26,Private,156805,Some-college,10,Married-civ-spouse,Machine-op-inspct,Husband,Black,Male,0,0,40,United-States,<=50K
66,<undefined>,93318,HS-grad,9,Widowed,<undefined>,Unmarried,White,Female,0,0,40,United-States,<=50K
34,Private,121966,Bachelors,13,Married-spouse-absent,Adm-clerical,Not-in-family,White,Female,0,0,45,United-States,<=50K
18,Private,347336,12th,8,Never-married,Other-service,Own-child,White,Male,0,0,12,United-States,<=50K
33,Private,205950,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
36,State-gov,212143,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
44,Private,187821,Bachelors,13,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,55,United-States,<=50K
36,Private,250807,11th,7,Never-married,Craft-repair,Not-in-family,Black,Female,0,0,40,United-States,<=50K
53,Private,291755,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
60,Private,36077,7th-8th,4,Married-spouse-absent,Machine-op-inspct,Not-in-family,White,Male,0,0,40,United-States,<=50K
28,Private,119793,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,Portugal,<=50K
36,Private,184655,10th,6,Divorced,Transport-moving,Unmarried,White,Male,0,0,48,United-States,<=50K
35,Private,162256,Assoc-voc,11,Divorced,Adm-clerical,Not-in-family,White,Female,6849,0,40,United-States,<=50K
45,Self-emp-not-inc,204405,Assoc-voc,11,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,20,United-States,<=50K
23,Private,133355,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,15,United-States,<=50K
35,Private,89559,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,55,United-States,<=50K
34,Private,115066,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,42,United-States,>50K
46,Private,139514,Preschool,1,Married-civ-spouse,Machine-op-inspct,Other-relative,Black,Male,0,0,75,Dominican-Republic,<=50K
58,State-gov,200316,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
55,Local-gov,166502,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,45,United-States,<=50K
63,Private,226422,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
41,Self-emp-not-inc,251305,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,190482,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,76,United-States,<=50K
41,Private,122215,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,40,United-States,>50K
42,Private,248356,HS-grad,9,Never-married,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
90,Local-gov,214594,7th-8th,4,Married-civ-spouse,Protective-serv,Husband,White,Male,2653,0,40,United-States,<=50K
41,Private,220460,HS-grad,9,Never-married,Sales,Own-child,White,Male,0,0,40,United-States,<=50K
22,Private,174043,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
53,Self-emp-not-inc,137547,Prof-school,15,Never-married,Prof-specialty,Not-in-family,Asian-Pac-Islander,Male,27828,0,40,Philippines,>50K
49,Self-emp-not-inc,111959,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,Scotland,>50K
51,Private,40641,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,60,United-States,>50K
22,Private,205940,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
23,Private,265077,Assoc-voc,11,Never-married,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
59,Private,395736,HS-grad,9,Married-civ-spouse,Handlers-cleaners,Husband,White,Male,0,0,40,United-States,>50K
40,Private,306225,HS-grad,9,Divorced,Craft-repair,Not-in-family,Asian-Pac-Islander,Female,0,0,40,Japan,<=50K
28,Private,180299,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,70,United-States,<=50K
39,Private,214896,HS-grad,9,Separated,Other-service,Not-in-family,White,Female,0,0,40,El-Salvador,<=50K
25,Private,273792,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,37,United-States,<=50K
48,State-gov,224474,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
62,Private,271431,9th,5,Married-civ-spouse,Other-service,Husband,Black,Male,0,0,42,United-States,<=50K
44,Local-gov,150171,HS-grad,9,Divorced,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
28,Federal-gov,381789,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Male,0,0,50,United-States,<=50K
62,Private,170984,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,108256,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
59,Federal-gov,23789,HS-grad,9,Married-civ-spouse,Sales,Wife,White,Female,0,0,40,United-States,>50K
20,Private,176321,Some-college,10,Never-married,Adm-clerical,Other-relative,White,Female,0,0,20,United-States,<=50K
40,Private,260425,Assoc-acdm,12,Separated,Tech-support,Unmarried,White,Female,1471,0,32,United-States,<=50K
47,Private,248059,Some-college,10,Married-civ-spouse,Other-service,Husband,White,Male,0,0,47,United-States,>50K
60,Private,56248,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
55,Private,199763,HS-grad,9,Separated,Protective-serv,Not-in-family,White,Male,0,0,81,United-States,<=50K
18,Private,200047,12th,8,Never-married,Adm-clerical,Own-child,White,Male,0,0,35,United-States,<=50K
43,Private,191712,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,0,1741,40,United-States,<=50K
31,Self-emp-not-inc,156033,HS-grad,9,Divorced,Other-service,Not-in-family,White,Male,0,0,35,United-States,<=50K
22,Private,173736,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,50,United-States,<=50K
56,Private,135458,HS-grad,9,Divorced,Tech-support,Not-in-family,Black,Female,0,0,40,United-States,<=50K
41,Private,185660,HS-grad,9,Separated,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
24,Private,222005,HS-grad,9,Never-married,Other-service,Other-relative,White,Male,0,0,30,United-States,<=50K
42,Private,161510,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,7298,0,40,United-States,>50K
53,Local-gov,186303,Some-college,10,Married-civ-spouse,Protective-serv,Husband,White,Male,0,1887,40,United-States,>50K
52,Local-gov,143533,7th-8th,4,Never-married,Other-service,Other-relative,Black,Female,0,0,40,United-States,<=50K
42,Private,288154,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,89,United-States,>50K
48,Private,325372,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Portugal,<=50K
35,Private,379959,HS-grad,9,Divorced,Other-service,Not-in-family,White,Female,0,0,40,United-States,<=50K
33,Private,168387,11th,7,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
20,Private,234640,Some-college,10,Never-married,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
33,Private,232475,Some-college,10,Never-married,Sales,Own-child,White,Male,0,0,45,United-States,<=50K
30,Private,205152,Bachelors,13,Never-married,Sales,Not-in-family,White,Male,0,0,40,United-States,<=50K
31,Private,112115,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
29,Private,183854,HS-grad,9,Never-married,Sales,Not-in-family,White,Female,0,0,25,United-States,<=50K
26,Private,164386,HS-grad,9,Never-married,Craft-repair,Own-child,White,Male,0,0,48,United-States,<=50K
61,Private,149620,Some-college,10,Divorced,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
45,Private,199590,5th-6th,3,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,<undefined>,<=50K
29,Private,83742,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,45,United-States,<=50K
57,Self-emp-not-inc,65080,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,>50K
33,Private,191335,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,1902,50,United-States,>50K
20,Private,227778,Some-college,10,Never-married,Sales,Not-in-family,White,Female,0,0,56,United-States,<=50K
26,Private,48280,Bachelors,13,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Private,66304,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,55,United-States,>50K
23,Private,45834,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,50,United-States,<=50K
31,Private,298995,HS-grad,9,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,35,United-States,<=50K
47,Private,161950,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
61,Private,98776,11th,7,Widowed,Handlers-cleaners,Not-in-family,White,Female,0,0,30,United-States,<=50K
35,Private,102268,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,<=50K
23,Private,180771,1st-4th,2,Married-civ-spouse,Machine-op-inspct,Wife,Amer-Indian-Eskimo,Female,0,0,35,Mexico,<=50K
20,<undefined>,203992,HS-grad,9,Never-married,<undefined>,Own-child,White,Male,0,0,40,United-States,<=50K
41,Private,206878,HS-grad,9,Divorced,Other-service,Unmarried,White,Female,0,0,32,United-States,<=50K
39,Federal-gov,110622,Bachelors,13,Married-civ-spouse,Adm-clerical,Wife,Asian-Pac-Islander,Female,0,0,40,Philippines,<=50K
51,Local-gov,203334,Doctorate,16,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,45,United-States,>50K
61,Self-emp-not-inc,50483,7th-8th,4,Married-civ-spouse,Farming-fishing,Husband,White,Male,0,0,56,United-States,<=50K
51,Private,274502,7th-8th,4,Divorced,Machine-op-inspct,Not-in-family,White,Female,0,0,48,United-States,<=50K
36,Private,208068,Preschool,1,Divorced,Other-service,Not-in-family,Other,Male,0,0,72,Mexico,<=50K
41,Self-emp-not-inc,168098,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
34,Private,213307,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Female,7443,0,35,United-States,<=50K
25,Private,175128,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
37,Private,40955,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,>50K
19,Private,60890,HS-grad,9,Never-married,Craft-repair,Not-in-family,White,Male,0,0,49,United-States,<=50K
66,Self-emp-not-inc,102686,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,20,United-States,>50K
23,Private,190273,Bachelors,13,Never-married,Prof-specialty,Own-child,White,Male,0,0,40,United-States,<=50K
30,Self-emp-not-inc,176185,Some-college,10,Married-spouse-absent,Craft-repair,Own-child,White,Male,0,0,60,United-States,>50K
53,Private,304504,Some-college,10,Married-civ-spouse,Transport-moving,Husband,White,Male,0,1887,45,United-States,>50K
25,Private,390657,Some-college,10,Never-married,Other-service,Not-in-family,Black,Male,0,0,40,United-States,<=50K
18,Private,41381,HS-grad,9,Never-married,Sales,Own-child,White,Female,0,1602,20,United-States,<=50K
51,Private,101432,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
61,Private,190682,HS-grad,9,Widowed,Craft-repair,Not-in-family,Black,Female,0,1669,50,United-States,<=50K
53,Private,158993,HS-grad,9,Widowed,Machine-op-inspct,Unmarried,Black,Female,0,0,38,United-States,<=50K
17,Private,117798,10th,6,Never-married,Other-service,Own-child,White,Male,0,0,20,United-States,<=50K
61,Private,137554,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
44,Self-emp-inc,71556,Masters,14,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,<undefined>,>50K
38,Private,257416,9th,5,Married-civ-spouse,Transport-moving,Husband,Black,Male,0,0,40,United-States,<=50K
40,Private,195617,Some-college,10,Separated,Exec-managerial,Unmarried,White,Female,0,0,20,United-States,<=50K
32,Private,236318,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,32,United-States,<=50K
46,Private,42251,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,>50K
50,Private,257933,Some-college,10,Divorced,Adm-clerical,Not-in-family,White,Female,0,0,40,United-States,<=50K
36,Self-emp-not-inc,109133,Bachelors,13,Married-civ-spouse,Sales,Husband,White,Male,0,0,50,United-States,>50K
30,Self-emp-not-inc,261943,11th,7,Married-spouse-absent,Craft-repair,Not-in-family,White,Male,0,0,30,Honduras,<=50K
33,Private,139057,Masters,14,Married-civ-spouse,Tech-support,Husband,Asian-Pac-Islander,Male,0,0,50,United-States,>50K
36,Private,237943,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,1977,45,United-States,>50K
85,Private,98611,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,3,Poland,<=50K
62,Private,128092,HS-grad,9,Widowed,Adm-clerical,Not-in-family,White,Female,0,0,32,United-States,<=50K
24,Private,284317,Bachelors,13,Never-married,Machine-op-inspct,Not-in-family,White,Female,0,0,32,United-States,<=50K
48,Self-emp-inc,185041,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,7298,0,50,United-States,>50K
58,Local-gov,223214,HS-grad,9,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
45,Self-emp-inc,173664,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K
66,Private,269665,HS-grad,9,Widowed,Exec-managerial,Not-in-family,White,Female,0,0,25,United-States,<=50K
37,Private,121521,Prof-school,15,Married-civ-spouse,Prof-specialty,Husband,White,Male,15024,0,45,United-States,>50K
55,Private,199713,9th,5,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,48,United-States,<=50K
39,Self-emp-not-inc,193689,HS-grad,9,Never-married,Exec-managerial,Not-in-family,White,Male,0,0,65,United-States,<=50K
58,Self-emp-inc,181974,Doctorate,16,Never-married,Prof-specialty,Not-in-family,White,Female,0,0,99,<undefined>,<=50K
50,Private,485710,Doctorate,16,Divorced,Prof-specialty,Not-in-family,White,Female,0,0,50,United-States,<=50K
28,Private,185647,Some-college,10,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,50,United-States,<=50K
34,Private,30673,Masters,14,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,55,United-States,<=50K
41,Federal-gov,160467,Masters,14,Divorced,Prof-specialty,Unmarried,White,Female,1506,0,40,United-States,<=50K
36,Private,186819,Assoc-acdm,12,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,52,United-States,>50K
22,Private,67234,HS-grad,9,Never-married,Handlers-cleaners,Unmarried,White,Male,0,0,45,United-States,<=50K
35,Private,30673,12th,8,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,84,United-States,<=50K
49,<undefined>,114648,12th,8,Divorced,<undefined>,Other-relative,Black,Male,0,0,40,United-States,<=50K
21,Private,182117,Assoc-acdm,12,Never-married,Other-service,Own-child,White,Male,0,0,40,United-States,<=50K
64,State-gov,222966,7th-8th,4,Married-civ-spouse,Other-service,Wife,Black,Female,0,0,40,United-States,<=50K
41,Private,201495,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
52,Private,301229,Assoc-voc,11,Separated,Sales,Unmarried,White,Female,0,0,40,United-States,<=50K
32,Private,157747,Some-college,10,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
27,Private,155382,Some-college,10,Never-married,Other-service,Not-in-family,White,Female,0,0,25,United-States,<=50K
48,Private,268083,Some-college,10,Divorced,Exec-managerial,Not-in-family,White,Female,0,0,40,United-States,<=50K
28,Private,113987,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
24,Private,216984,Some-college,10,Married-civ-spouse,Other-service,Own-child,Asian-Pac-Islander,Female,0,0,35,United-States,<=50K
51,Private,177669,Some-college,10,Married-civ-spouse,Sales,Husband,White,Male,0,0,60,United-States,<=50K
32,Private,164190,Some-college,10,Never-married,Exec-managerial,Own-child,White,Male,0,0,40,United-States,<=50K
61,Private,355645,HS-grad,9,Married-civ-spouse,Sales,Husband,Black,Male,0,0,40,United-States,<=50K
60,<undefined>,134152,9th,5,Divorced,<undefined>,Not-in-family,Black,Male,0,0,35,United-States,<=50K
33,Private,63079,HS-grad,9,Divorced,Adm-clerical,Unmarried,Black,Female,0,0,40,United-States,<=50K
42,Self-emp-not-inc,217597,HS-grad,9,Divorced,Sales,Own-child,White,Male,0,0,50,<undefined>,<=50K
24,Private,381895,11th,7,Divorced,Machine-op-inspct,Unmarried,White,Female,0,0,40,United-States,<=50K
82,<undefined>,403910,HS-grad,9,Never-married,<undefined>,Not-in-family,White,Male,0,0,3,United-States,<=50K
26,Private,179010,Some-college,10,Never-married,Craft-repair,Not-in-family,White,Male,0,0,65,United-States,<=50K
18,Private,436163,11th,7,Never-married,Prof-specialty,Own-child,White,Male,0,0,20,United-States,<=50K
34,Private,321709,HS-grad,9,Never-married,Other-service,Not-in-family,White,Female,0,0,28,United-States,<=50K
57,Private,153918,HS-grad,9,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
25,Private,403788,HS-grad,9,Never-married,Craft-repair,Other-relative,Black,Male,0,0,40,United-States,<=50K
34,Private,60567,11th,7,Divorced,Transport-moving,Unmarried,White,Male,0,880,60,United-States,<=50K
71,Private,138145,9th,5,Married-civ-spouse,Other-service,Husband,White,Male,0,0,40,United-States,<=50K
35,Local-gov,79649,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,50,United-States,<=50K
47,Private,312088,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
50,Private,208630,Masters,14,Divorced,Sales,Not-in-family,White,Female,0,0,50,United-States,>50K
33,Private,182401,10th,6,Never-married,Adm-clerical,Not-in-family,Black,Male,0,0,40,United-States,<=50K
38,Private,32916,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,55,United-States,>50K
50,Private,302372,Bachelors,13,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,40,United-States,<=50K
45,Private,155093,10th,6,Divorced,Other-service,Not-in-family,Black,Female,0,0,38,Dominican-Republic,<=50K
32,Private,192965,HS-grad,9,Separated,Sales,Not-in-family,White,Female,0,0,45,United-States,<=50K
39,Private,107302,HS-grad,9,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,45,<undefined>,>50K
25,Local-gov,514716,Bachelors,13,Never-married,Adm-clerical,Own-child,Black,Female,0,0,40,United-States,<=50K
20,Private,270436,HS-grad,9,Never-married,Machine-op-inspct,Own-child,White,Male,0,0,40,United-States,<=50K
46,Private,42972,Masters,14,Married-civ-spouse,Prof-specialty,Wife,White,Female,0,0,22,United-States,>50K
40,Private,142657,Assoc-voc,11,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,45,United-States,<=50K
66,Federal-gov,47358,10th,6,Married-civ-spouse,Craft-repair,Husband,White,Male,3471,0,40,United-States,<=50K
30,Private,176175,Assoc-voc,11,Divorced,Adm-clerical,Unmarried,White,Female,0,0,24,United-States,<=50K
36,Private,131459,7th-8th,4,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,40,United-States,<=50K
57,Local-gov,110417,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,White,Male,99999,0,40,United-States,>50K
46,Private,364548,Some-college,10,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,48,United-States,>50K
27,Private,177398,HS-grad,9,Never-married,Other-service,Unmarried,White,Female,0,0,64,United-States,<=50K
33,Private,273243,HS-grad,9,Married-civ-spouse,Craft-repair,Husband,Black,Male,0,0,40,United-States,<=50K
58,Private,147707,11th,7,Married-civ-spouse,Sales,Husband,White,Male,0,0,40,United-States,<=50K
30,Private,77266,HS-grad,9,Divorced,Transport-moving,Not-in-family,White,Male,0,0,55,United-States,<=50K
26,Private,191648,Assoc-acdm,12,Never-married,Machine-op-inspct,Other-relative,White,Female,0,0,15,United-States,<=50K
81,<undefined>,120478,Assoc-voc,11,Divorced,<undefined>,Unmarried,White,Female,0,0,1,<undefined>,<=50K
32,Private,211349,10th,6,Married-civ-spouse,Transport-moving,Husband,White,Male,0,0,40,United-States,<=50K
22,Private,203715,Some-college,10,Never-married,Adm-clerical,Own-child,White,Male,0,0,40,United-States,<=50K
31,Private,292592,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Wife,White,Female,0,0,40,United-States,<=50K
29,Private,125976,HS-grad,9,Separated,Sales,Unmarried,White,Female,0,0,35,United-States,<=50K
35,<undefined>,320084,Bachelors,13,Married-civ-spouse,<undefined>,Wife,White,Female,0,0,55,United-States,>50K
30,<undefined>,33811,Bachelors,13,Never-married,<undefined>,Not-in-family,Asian-Pac-Islander,Female,0,0,99,United-States,<=50K
34,Private,204461,Doctorate,16,Married-civ-spouse,Prof-specialty,Husband,White,Male,0,0,60,United-States,>50K
54,Private,337992,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,Asian-Pac-Islander,Male,0,0,50,Japan,>50K
37,Private,179137,Some-college,10,Divorced,Adm-clerical,Unmarried,White,Female,0,0,39,United-States,<=50K
22,Private,325033,12th,8,Never-married,Protective-serv,Own-child,Black,Male,0,0,35,United-States,<=50K
34,Private,160216,Bachelors,13,Never-married,Exec-managerial,Not-in-family,White,Female,0,0,55,United-States,>50K
30,Private,345898,HS-grad,9,Never-married,Craft-repair,Not-in-family,Black,Male,0,0,46,United-States,<=50K
38,Private,139180,Bachelors,13,Divorced,Prof-specialty,Unmarried,Black,Female,15020,0,45,United-States,>50K
71,<undefined>,287372,Doctorate,16,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,10,United-States,>50K
45,State-gov,252208,HS-grad,9,Separated,Adm-clerical,Own-child,White,Female,0,0,40,United-States,<=50K
41,<undefined>,202822,HS-grad,9,Separated,<undefined>,Not-in-family,Black,Female,0,0,32,United-States,<=50K
72,<undefined>,129912,HS-grad,9,Married-civ-spouse,<undefined>,Husband,White,Male,0,0,25,United-States,<=50K
45,Local-gov,119199,Assoc-acdm,12,Divorced,Prof-specialty,Unmarried,White,Female,0,0,48,United-States,<=50K
31,Private,199655,Masters,14,Divorced,Other-service,Not-in-family,Other,Female,0,0,30,United-States,<=50K
39,Local-gov,111499,Assoc-acdm,12,Married-civ-spouse,Adm-clerical,Wife,White,Female,0,0,20,United-States,>50K
37,Private,198216,Assoc-acdm,12,Divorced,Tech-support,Not-in-family,White,Female,0,0,40,United-States,<=50K
43,Private,260761,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,Mexico,<=50K
65,Self-emp-not-inc,99359,Prof-school,15,Never-married,Prof-specialty,Not-in-family,White,Male,1086,0,60,United-States,<=50K
43,State-gov,255835,Some-college,10,Divorced,Adm-clerical,Other-relative,White,Female,0,0,40,United-States,<=50K
43,Self-emp-not-inc,27242,Some-college,10,Married-civ-spouse,Craft-repair,Husband,White,Male,0,0,50,United-States,<=50K
32,Private,34066,10th,6,Married-civ-spouse,Handlers-cleaners,Husband,Amer-Indian-Eskimo,Male,0,0,40,United-States,<=50K
43,Private,84661,Assoc-voc,11,Married-civ-spouse,Sales,Husband,White,Male,0,0,45,United-States,<=50K
32,Private,116138,Masters,14,Never-married,Tech-support,Not-in-family,Asian-Pac-Islander,Male,0,0,11,Taiwan,<=50K
53,Private,321865,Masters,14,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,40,United-States,>50K
22,Private,310152,Some-college,10,Never-married,Protective-serv,Not-in-family,White,Male,0,0,40,United-States,<=50K
27,Private,257302,Assoc-acdm,12,Married-civ-spouse,Tech-support,Wife,White,Female,0,0,38,United-States,<=50K
40,Private,154374,HS-grad,9,Married-civ-spouse,Machine-op-inspct,Husband,White,Male,0,0,40,United-States,>50K
58,Private,151910,HS-grad,9,Widowed,Adm-clerical,Unmarried,White,Female,0,0,40,United-States,<=50K
22,Private,201490,HS-grad,9,Never-married,Adm-clerical,Own-child,White,Male,0,0,20,United-States,<=50K
52,Self-emp-inc,287927,HS-grad,9,Married-civ-spouse,Exec-managerial,Wife,White,Female,15024,0,40,United-States,>50K


================================================
FILE: DATA/hald_heat.csv
================================================
78.5
74.3
104.3
87.6
95.9
109.2
102.7
72.5
93.1
115.9
83.8
113.3
109.4


================================================
FILE: DATA/hald_ingredients.csv
================================================
7,26,6,60
1,29,15,52
11,56,8,20
11,31,8,47
7,52,6,33
11,55,9,22
3,71,17,6
1,31,22,44
2,54,18,22
21,47,4,26
1,40,23,34
11,66,9,12
10,68,8,12


================================================
FILE: DATA/housing.data
================================================
 0.00632  18.00   2.310  0  0.5380  6.5750  65.20  4.0900   1  296.0  15.30 396.90   4.98  24.00
 0.02731   0.00   7.070  0  0.4690  6.4210  78.90  4.9671   2  242.0  17.80 396.90   9.14  21.60
 0.02729   0.00   7.070  0  0.4690  7.1850  61.10  4.9671   2  242.0  17.80 392.83   4.03  34.70
 0.03237   0.00   2.180  0  0.4580  6.9980  45.80  6.0622   3  222.0  18.70 394.63   2.94  33.40
 0.06905   0.00   2.180  0  0.4580  7.1470  54.20  6.0622   3  222.0  18.70 396.90   5.33  36.20
 0.02985   0.00   2.180  0  0.4580  6.4300  58.70  6.0622   3  222.0  18.70 394.12   5.21  28.70
 0.08829  12.50   7.870  0  0.5240  6.0120  66.60  5.5605   5  311.0  15.20 395.60  12.43  22.90
 0.14455  12.50   7.870  0  0.5240  6.1720  96.10  5.9505   5  311.0  15.20 396.90  19.15  27.10
 0.21124  12.50   7.870  0  0.5240  5.6310 100.00  6.0821   5  311.0  15.20 386.63  29.93  16.50
 0.17004  12.50   7.870  0  0.5240  6.0040  85.90  6.5921   5  311.0  15.20 386.71  17.10  18.90
 0.22489  12.50   7.870  0  0.5240  6.3770  94.30  6.3467   5  311.0  15.20 392.52  20.45  15.00
 0.11747  12.50   7.870  0  0.5240  6.0090  82.90  6.2267   5  311.0  15.20 396.90  13.27  18.90
 0.09378  12.50   7.870  0  0.5240  5.8890  39.00  5.4509   5  311.0  15.20 390.50  15.71  21.70
 0.62976   0.00   8.140  0  0.5380  5.9490  61.80  4.7075   4  307.0  21.00 396.90   8.26  20.40
 0.63796   0.00   8.140  0  0.5380  6.0960  84.50  4.4619   4  307.0  21.00 380.02  10.26  18.20
 0.62739   0.00   8.140  0  0.5380  5.8340  56.50  4.4986   4  307.0  21.00 395.62   8.47  19.90
 1.05393   0.00   8.140  0  0.5380  5.9350  29.30  4.4986   4  307.0  21.00 386.85   6.58  23.10
 0.78420   0.00   8.140  0  0.5380  5.9900  81.70  4.2579   4  307.0  21.00 386.75  14.67  17.50
 0.80271   0.00   8.140  0  0.5380  5.4560  36.60  3.7965   4  307.0  21.00 288.99  11.69  20.20
 0.72580   0.00   8.140  0  0.5380  5.7270  69.50  3.7965   4  307.0  21.00 390.95  11.28  18.20
 1.25179   0.00   8.140  0  0.5380  5.5700  98.10  3.7979   4  307.0  21.00 376.57  21.02  13.60
 0.85204   0.00   8.140  0  0.5380  5.9650  89.20  4.0123   4  307.0  21.00 392.53  13.83  19.60
 1.23247   0.00   8.140  0  0.5380  6.1420  91.70  3.9769   4  307.0  21.00 396.90  18.72  15.20
 0.98843   0.00   8.140  0  0.5380  5.8130 100.00  4.0952   4  307.0  21.00 394.54  19.88  14.50
 0.75026   0.00   8.140  0  0.5380  5.9240  94.10  4.3996   4  307.0  21.00 394.33  16.30  15.60
 0.84054   0.00   8.140  0  0.5380  5.5990  85.70  4.4546   4  307.0  21.00 303.42  16.51  13.90
 0.67191   0.00   8.140  0  0.5380  5.8130  90.30  4.6820   4  307.0  21.00 376.88  14.81  16.60
 0.95577   0.00   8.140  0  0.5380  6.0470  88.80  4.4534   4  307.0  21.00 306.38  17.28  14.80
 0.77299   0.00   8.140  0  0.5380  6.4950  94.40  4.4547   4  307.0  21.00 387.94  12.80  18.40
 1.00245   0.00   8.140  0  0.5380  6.6740  87.30  4.2390   4  307.0  21.00 380.23  11.98  21.00
 1.13081   0.00   8.140  0  0.5380  5.7130  94.10  4.2330   4  307.0  21.00 360.17  22.60  12.70
 1.35472   0.00   8.140  0  0.5380  6.0720 100.00  4.1750   4  307.0  21.00 376.73  13.04  14.50
 1.38799   0.00   8.140  0  0.5380  5.9500  82.00  3.9900   4  307.0  21.00 232.60  27.71  13.20
 1.15172   0.00   8.140  0  0.5380  5.7010  95.00  3.7872   4  307.0  21.00 358.77  18.35  13.10
 1.61282   0.00   8.140  0  0.5380  6.0960  96.90  3.7598   4  307.0  21.00 248.31  20.34  13.50
 0.06417   0.00   5.960  0  0.4990  5.9330  68.20  3.3603   5  279.0  19.20 396.90   9.68  18.90
 0.09744   0.00   5.960  0  0.4990  5.8410  61.40  3.3779   5  279.0  19.20 377.56  11.41  20.00
 0.08014   0.00   5.960  0  0.4990  5.8500  41.50  3.9342   5  279.0  19.20 396.90   8.77  21.00
 0.17505   0.00   5.960  0  0.4990  5.9660  30.20  3.8473   5  279.0  19.20 393.43  10.13  24.70
 0.02763  75.00   2.950  0  0.4280  6.5950  21.80  5.4011   3  252.0  18.30 395.63   4.32  30.80
 0.03359  75.00   2.950  0  0.4280  7.0240  15.80  5.4011   3  252.0  18.30 395.62   1.98  34.90
 0.12744   0.00   6.910  0  0.4480  6.7700   2.90  5.7209   3  233.0  17.90 385.41   4.84  26.60
 0.14150   0.00   6.910  0  0.4480  6.1690   6.60  5.7209   3  233.0  17.90 383.37   5.81  25.30
 0.15936   0.00   6.910  0  0.4480  6.2110   6.50  5.7209   3  233.0  17.90 394.46   7.44  24.70
 0.12269   0.00   6.910  0  0.4480  6.0690  40.00  5.7209   3  233.0  17.90 389.39   9.55  21.20
 0.17142   0.00   6.910  0  0.4480  5.6820  33.80  5.1004   3  233.0  17.90 396.90  10.21  19.30
 0.18836   0.00   6.910  0  0.4480  5.7860  33.30  5.1004   3  233.0  17.90 396.90  14.15  20.00
 0.22927   0.00   6.910  0  0.4480  6.0300  85.50  5.6894   3  233.0  17.90 392.74  18.80  16.60
 0.25387   0.00   6.910  0  0.4480  5.3990  95.30  5.8700   3  233.0  17.90 396.90  30.81  14.40
 0.21977   0.00   6.910  0  0.4480  5.6020  62.00  6.0877   3  233.0  17.90 396.90  16.20  19.40
 0.08873  21.00   5.640  0  0.4390  5.9630  45.70  6.8147   4  243.0  16.80 395.56  13.45  19.70
 0.04337  21.00   5.640  0  0.4390  6.1150  63.00  6.8147   4  243.0  16.80 393.97   9.43  20.50
 0.05360  21.00   5.640  0  0.4390  6.5110  21.10  6.8147   4  243.0  16.80 396.90   5.28  25.00
 0.04981  21.00   5.640  0  0.4390  5.9980  21.40  6.8147   4  243.0  16.80 396.90   8.43  23.40
 0.01360  75.00   4.000  0  0.4100  5.8880  47.60  7.3197   3  469.0  21.10 396.90  14.80  18.90
 0.01311  90.00   1.220  0  0.4030  7.2490  21.90  8.6966   5  226.0  17.90 395.93   4.81  35.40
 0.02055  85.00   0.740  0  0.4100  6.3830  35.70  9.1876   2  313.0  17.30 396.90   5.77  24.70
 0.01432 100.00   1.320  0  0.4110  6.8160  40.50  8.3248   5  256.0  15.10 392.90   3.95  31.60
 0.15445  25.00   5.130  0  0.4530  6.1450  29.20  7.8148   8  284.0  19.70 390.68   6.86  23.30
 0.10328  25.00   5.130  0  0.4530  5.9270  47.20  6.9320   8  284.0  19.70 396.90   9.22  19.60
 0.14932  25.00   5.130  0  0.4530  5.7410  66.20  7.2254   8  284.0  19.70 395.11  13.15  18.70
 0.17171  25.00   5.130  0  0.4530  5.9660  93.40  6.8185   8  284.0  19.70 378.08  14.44  16.00
 0.11027  25.00   5.130  0  0.4530  6.4560  67.80  7.2255   8  284.0  19.70 396.90   6.73  22.20
 0.12650  25.00   5.130  0  0.4530  6.7620  43.40  7.9809   8  284.0  19.70 395.58   9.50  25.00
 0.01951  17.50   1.380  0  0.4161  7.1040  59.50  9.2229   3  216.0  18.60 393.24   8.05  33.00
 0.03584  80.00   3.370  0  0.3980  6.2900  17.80  6.6115   4  337.0  16.10 396.90   4.67  23.50
 0.04379  80.00   3.370  0  0.3980  5.7870  31.10  6.6115   4  337.0  16.10 396.90  10.24  19.40
 0.05789  12.50   6.070  0  0.4090  5.8780  21.40  6.4980   4  345.0  18.90 396.21   8.10  22.00
 0.13554  12.50   6.070  0  0.4090  5.5940  36.80  6.4980   4  345.0  18.90 396.90  13.09  17.40
 0.12816  12.50   6.070  0  0.4090  5.8850  33.00  6.4980   4  345.0  18.90 396.90   8.79  20.90
 0.08826   0.00  10.810  0  0.4130  6.4170   6.60  5.2873   4  305.0  19.20 383.73   6.72  24.20
 0.15876   0.00  10.810  0  0.4130  5.9610  17.50  5.2873   4  305.0  19.20 376.94   9.88  21.70
 0.09164   0.00  10.810  0  0.4130  6.0650   7.80  5.2873   4  305.0  19.20 390.91   5.52  22.80
 0.19539   0.00  10.810  0  0.4130  6.2450   6.20  5.2873   4  305.0  19.20 377.17   7.54  23.40
 0.07896   0.00  12.830  0  0.4370  6.2730   6.00  4.2515   5  398.0  18.70 394.92   6.78  24.10
 0.09512   0.00  12.830  0  0.4370  6.2860  45.00  4.5026   5  398.0  18.70 383.23   8.94  21.40
 0.10153   0.00  12.830  0  0.4370  6.2790  74.50  4.0522   5  398.0  18.70 373.66  11.97  20.00
 0.08707   0.00  12.830  0  0.4370  6.1400  45.80  4.0905   5  398.0  18.70 386.96  10.27  20.80
 0.05646   0.00  12.830  0  0.4370  6.2320  53.70  5.0141   5  398.0  18.70 386.40  12.34  21.20
 0.08387   0.00  12.830  0  0.4370  5.8740  36.60  4.5026   5  398.0  18.70 396.06   9.10  20.30
 0.04113  25.00   4.860  0  0.4260  6.7270  33.50  5.4007   4  281.0  19.00 396.90   5.29  28.00
 0.04462  25.00   4.860  0  0.4260  6.6190  70.40  5.4007   4  281.0  19.00 395.63   7.22  23.90
 0.03659  25.00   4.860  0  0.4260  6.3020  32.20  5.4007   4  281.0  19.00 396.90   6.72  24.80
 0.03551  25.00   4.860  0  0.4260  6.1670  46.70  5.4007   4  281.0  19.00 390.64   7.51  22.90
 0.05059   0.00   4.490  0  0.4490  6.3890  48.00  4.7794   3  247.0  18.50 396.90   9.62  23.90
 0.05735   0.00   4.490  0  0.4490  6.6300  56.10  4.4377   3  247.0  18.50 392.30   6.53  26.60
 0.05188   0.00   4.490  0  0.4490  6.0150  45.10  4.4272   3  247.0  18.50 395.99  12.86  22.50
 0.07151   0.00   4.490  0  0.4490  6.1210  56.80  3.7476   3  247.0  18.50 395.15   8.44  22.20
 0.05660   0.00   3.410  0  0.4890  7.0070  86.30  3.4217   2  270.0  17.80 396.90   5.50  23.60
 0.05302   0.00   3.410  0  0.4890  7.0790  63.10  3.4145   2  270.0  17.80 396.06   5.70  28.70
 0.04684   0.00   3.410  0  0.4890  6.4170  66.10  3.0923   2  270.0  17.80 392.18   8.81  22.60
 0.03932   0.00   3.410  0  0.4890  6.4050  73.90  3.0921   2  270.0  17.80 393.55   8.20  22.00
 0.04203  28.00  15.040  0  0.4640  6.4420  53.60  3.6659   4  270.0  18.20 395.01   8.16  22.90
 0.02875  28.00  15.040  0  0.4640  6.2110  28.90  3.6659   4  270.0  18.20 396.33   6.21  25.00
 0.04294  28.00  15.040  0  0.4640  6.2490  77.30  3.6150   4  270.0  18.20 396.90  10.59  20.60
 0.12204   0.00   2.890  0  0.4450  6.6250  57.80  3.4952   2  276.0  18.00 357.98   6.65  28.40
 0.11504   0.00   2.890  0  0.4450  6.1630  69.60  3.4952   2  276.0  18.00 391.83  11.34  21.40
 0.12083   0.00   2.890  0  0.4450  8.0690  76.00  3.4952   2  276.0  18.00 396.90   4.21  38.70
 0.08187   0.00   2.890  0  0.4450  7.8200  36.90  3.4952   2  276.0  18.00 393.53   3.57  43.80
 0.06860   0.00   2.890  0  0.4450  7.4160  62.50  3.4952   2  276.0  18.00 396.90   6.19  33.20
 0.14866   0.00   8.560  0  0.5200  6.7270  79.90  2.7778   5  384.0  20.90 394.76   9.42  27.50
 0.11432   0.00   8.560  0  0.5200  6.7810  71.30  2.8561   5  384.0  20.90 395.58   7.67  26.50
 0.22876   0.00   8.560  0  0.5200  6.4050  85.40  2.7147   5  384.0  20.90  70.80  10.63  18.60
 0.21161   0.00   8.560  0  0.5200  6.1370  87.40  2.7147   5  384.0  20.90 394.47  13.44  19.30
 0.13960   0.00   8.560  0  0.5200  6.1670  90.00  2.4210   5  384.0  20.90 392.69  12.33  20.10
 0.13262   0.00   8.560  0  0.5200  5.8510  96.70  2.1069   5  384.0  20.90 394.05  16.47  19.50
 0.17120   0.00   8.560  0  0.5200  5.8360  91.90  2.2110   5  384.0  20.90 395.67  18.66  19.50
 0.13117   0.00   8.560  0  0.5200  6.1270  85.20  2.1224   5  384.0  20.90 387.69  14.09  20.40
 0.12802   0.00   8.560  0  0.5200  6.4740  97.10  2.4329   5  384.0  20.90 395.24  12.27  19.80
 0.26363   0.00   8.560  0  0.5200  6.2290  91.20  2.5451   5  384.0  20.90 391.23  15.55  19.40
 0.10793   0.00   8.560  0  0.5200  6.1950  54.40  2.7778   5  384.0  20.90 393.49  13.00  21.70
 0.10084   0.00  10.010  0  0.5470  6.7150  81.60  2.6775   6  432.0  17.80 395.59  10.16  22.80
 0.12329   0.00  10.010  0  0.5470  5.9130  92.90  2.3534   6  432.0  17.80 394.95  16.21  18.80
 0.22212   0.00  10.010  0  0.5470  6.0920  95.40  2.5480   6  432.0  17.80 396.90  17.09  18.70
 0.14231   0.00  10.010  0  0.5470  6.2540  84.20  2.2565   6  432.0  17.80 388.74  10.45  18.50
 0.17134   0.00  10.010  0  0.5470  5.9280  88.20  2.4631   6  432.0  17.80 344.91  15.76  18.30
 0.13158   0.00  10.010  0  0.5470  6.1760  72.50  2.7301   6  432.0  17.80 393.30  12.04  21.20
 0.15098   0.00  10.010  0  0.5470  6.0210  82.60  2.7474   6  432.0  17.80 394.51  10.30  19.20
 0.13058   0.00  10.010  0  0.5470  5.8720  73.10  2.4775   6  432.0  17.80 338.63  15.37  20.40
 0.14476   0.00  10.010  0  0.5470  5.7310  65.20  2.7592   6  432.0  17.80 391.50  13.61  19.30
 0.06899   0.00  25.650  0  0.5810  5.8700  69.70  2.2577   2  188.0  19.10 389.15  14.37  22.00
 0.07165   0.00  25.650  0  0.5810  6.0040  84.10  2.1974   2  188.0  19.10 377.67  14.27  20.30
 0.09299   0.00  25.650  0  0.5810  5.9610  92.90  2.0869   2  188.0  19.10 378.09  17.93  20.50
 0.15038   0.00  25.650  0  0.5810  5.8560  97.00  1.9444   2  188.0  19.10 370.31  25.41  17.30
 0.09849   0.00  25.650  0  0.5810  5.8790  95.80  2.0063   2  188.0  19.10 379.38  17.58  18.80
 0.16902   0.00  25.650  0  0.5810  5.9860  88.40  1.9929   2  188.0  19.10 385.02  14.81  21.40
 0.38735   0.00  25.650  0  0.5810  5.6130  95.60  1.7572   2  188.0  19.10 359.29  27.26  15.70
 0.25915   0.00  21.890  0  0.6240  5.6930  96.00  1.7883   4  437.0  21.20 392.11  17.19  16.20
 0.32543   0.00  21.890  0  0.6240  6.4310  98.80  1.8125   4  437.0  21.20 396.90  15.39  18.00
 0.88125   0.00  21.890  0  0.6240  5.6370  94.70  1.9799   4  437.0  21.20 396.90  18.34  14.30
 0.34006   0.00  21.890  0  0.6240  6.4580  98.90  2.1185   4  437.0  21.20 395.04  12.60  19.20
 1.19294   0.00  21.890  0  0.6240  6.3260  97.70  2.2710   4  437.0  21.20 396.90  12.26  19.60
 0.59005   0.00  21.890  0  0.6240  6.3720  97.90  2.3274   4  437.0  21.20 385.76  11.12  23.00
 0.32982   0.00  21.890  0  0.6240  5.8220  95.40  2.4699   4  437.0  21.20 388.69  15.03  18.40
 0.97617   0.00  21.890  0  0.6240  5.7570  98.40  2.3460   4  437.0  21.20 262.76  17.31  15.60
 0.55778   0.00  21.890  0  0.6240  6.3350  98.20  2.1107   4  437.0  21.20 394.67  16.96  18.10
 0.32264   0.00  21.890  0  0.6240  5.9420  93.50  1.9669   4  437.0  21.20 378.25  16.90  17.40
 0.35233   0.00  21.890  0  0.6240  6.4540  98.40  1.8498   4  437.0  21.20 394.08  14.59  17.10
 0.24980   0.00  21.890  0  0.6240  5.8570  98.20  1.6686   4  437.0  21.20 392.04  21.32  13.30
 0.54452   0.00  21.890  0  0.6240  6.1510  97.90  1.6687   4  437.0  21.20 396.90  18.46  17.80
 0.29090   0.00  21.890  0  0.6240  6.1740  93.60  1.6119   4  437.0  21.20 388.08  24.16  14.00
 1.62864   0.00  21.890  0  0.6240  5.0190 100.00  1.4394   4  437.0  21.20 396.90  34.41  14.40
 3.32105   0.00  19.580  1  0.8710  5.4030 100.00  1.3216   5  403.0  14.70 396.90  26.82  13.40
 4.09740   0.00  19.580  0  0.8710  5.4680 100.00  1.4118   5  403.0  14.70 396.90  26.42  15.60
 2.77974   0.00  19.580  0  0.8710  4.9030  97.80  1.3459   5  403.0  14.70 396.90  29.29  11.80
 2.37934   0.00  19.580  0  0.8710  6.1300 100.00  1.4191   5  403.0  14.70 172.91  27.80  13.80
 2.15505   0.00  19.580  0  0.8710  5.6280 100.00  1.5166   5  403.0  14.70 169.27  16.65  15.60
 2.36862   0.00  19.580  0  0.8710  4.9260  95.70  1.4608   5  403.0  14.70 391.71  29.53  14.60
 2.33099   0.00  19.580  0  0.8710  5.1860  93.80  1.5296   5  403.0  14.70 356.99  28.32  17.80
 2.73397   0.00  19.580  0  0.8710  5.5970  94.90  1.5257   5  403.0  14.70 351.85  21.45  15.40
 1.65660   0.00  19.580  0  0.8710  6.1220  97.30  1.6180   5  403.0  14.70 372.80  14.10  21.50
 1.49632   0.00  19.580  0  0.8710  5.4040 100.00  1.5916   5  403.0  14.70 341.60  13.28  19.60
 1.12658   0.00  19.580  1  0.8710  5.0120  88.00  1.6102   5  403.0  14.70 343.28  12.12  15.30
 2.14918   0.00  19.580  0  0.8710  5.7090  98.50  1.6232   5  403.0  14.70 261.95  15.79  19.40
 1.41385   0.00  19.580  1  0.8710  6.1290  96.00  1.7494   5  403.0  14.70 321.02  15.12  17.00
 3.53501   0.00  19.580  1  0.8710  6.1520  82.60  1.7455   5  403.0  14.70  88.01  15.02  15.60
 2.44668   0.00  19.580  0  0.8710  5.2720  94.00  1.7364   5  403.0  14.70  88.63  16.14  13.10
 1.22358   0.00  19.580  0  0.6050  6.9430  97.40  1.8773   5  403.0  14.70 363.43   4.59  41.30
 1.34284   0.00  19.580  0  0.6050  6.0660 100.00  1.7573   5  403.0  14.70 353.89   6.43  24.30
 1.42502   0.00  19.580  0  0.8710  6.5100 100.00  1.7659   5  403.0  14.70 364.31   7.39  23.30
 1.27346   0.00  19.580  1  0.6050  6.2500  92.60  1.7984   5  403.0  14.70 338.92   5.50  27.00
 1.46336   0.00  19.580  0  0.6050  7.4890  90.80  1.9709   5  403.0  14.70 374.43   1.73  50.00
 1.83377   0.00  19.580  1  0.6050  7.8020  98.20  2.0407   5  403.0  14.70 389.61   1.92  50.00
 1.51902   0.00  19.580  1  0.6050  8.3750  93.90  2.1620   5  403.0  14.70 388.45   3.32  50.00
 2.24236   0.00  19.580  0  0.6050  5.8540  91.80  2.4220   5  403.0  14.70 395.11  11.64  22.70
 2.92400   0.00  19.580  0  0.6050  6.1010  93.00  2.2834   5  403.0  14.70 240.16   9.81  25.00
 2.01019   0.00  19.580  0  0.6050  7.9290  96.20  2.0459   5  403.0  14.70 369.30   3.70  50.00
 1.80028   0.00  19.580  0  0.6050  5.8770  79.20  2.4259   5  403.0  14.70 227.61  12.14  23.80
 2.30040   0.00  19.580  0  0.6050  6.3190  96.10  2.1000   5  403.0  14.70 297.09  11.10  23.80
 2.44953   0.00  19.580  0  0.6050  6.4020  95.20  2.2625   5  403.0  14.70 330.04  11.32  22.30
 1.20742   0.00  19.580  0  0.6050  5.8750  94.60  2.4259   5  403.0  14.70 292.29  14.43  17.40
 2.31390   0.00  19.580  0  0.6050  5.8800  97.30  2.3887   5  403.0  14.70 348.13  12.03  19.10
 0.13914   0.00   4.050  0  0.5100  5.5720  88.50  2.5961   5  296.0  16.60 396.90  14.69  23.10
 0.09178   0.00   4.050  0  0.5100  6.4160  84.10  2.6463   5  296.0  16.60 395.50   9.04  23.60
 0.08447   0.00   4.050  0  0.5100  5.8590  68.70  2.7019   5  296.0  16.60 393.23   9.64  22.60
 0.06664   0.00   4.050  0  0.5100  6.5460  33.10  3.1323   5  296.0  16.60 390.96   5.33  29.40
 0.07022   0.00   4.050  0  0.5100  6.0200  47.20  3.5549   5  296.0  16.60 393.23  10.11  23.20
 0.05425   0.00   4.050  0  0.5100  6.3150  73.40  3.3175   5  296.0  16.60 395.60   6.29  24.60
 0.06642   0.00   4.050  0  0.5100  6.8600  74.40  2.9153   5  296.0  16.60 391.27   6.92  29.90
 0.05780   0.00   2.460  0  0.4880  6.9800  58.40  2.8290   3  193.0  17.80 396.90   5.04  37.20
 0.06588   0.00   2.460  0  0.4880  7.7650  83.30  2.7410   3  193.0  17.80 395.56   7.56  39.80
 0.06888   0.00   2.460  0  0.4880  6.1440  62.20  2.5979   3  193.0  17.80 396.90   9.45  36.20
 0.09103   0.00   2.460  0  0.4880  7.1550  92.20  2.7006   3  193.0  17.80 394.12   4.82  37.90
 0.10008   0.00   2.460  0  0.4880  6.5630  95.60  2.8470   3  193.0  17.80 396.90   5.68  32.50
 0.08308   0.00   2.460  0  0.4880  5.6040  89.80  2.9879   3  193.0  17.80 391.00  13.98  26.40
 0.06047   0.00   2.460  0  0.4880  6.1530  68.80  3.2797   3  193.0  17.80 387.11  13.15  29.60
 0.05602   0.00   2.460  0  0.4880  7.8310  53.60  3.1992   3  193.0  17.80 392.63   4.45  50.00
 0.07875  45.00   3.440  0  0.4370  6.7820  41.10  3.7886   5  398.0  15.20 393.87   6.68  32.00
 0.12579  45.00   3.440  0  0.4370  6.5560  29.10  4.5667   5  398.0  15.20 382.84   4.56  29.80
 0.08370  45.00   3.440  0  0.4370  7.1850  38.90  4.5667   5  398.0  15.20 396.90   5.39  34.90
 0.09068  45.00   3.440  0  0.4370  6.9510  21.50  6.4798   5  398.0  15.20 377.68   5.10  37.00
 0.06911  45.00   3.440  0  0.4370  6.7390  30.80  6.4798   5  398.0  15.20 389.71   4.69  30.50
 0.08664  45.00   3.440  0  0.4370  7.1780  26.30  6.4798   5  398.0  15.20 390.49   2.87  36.40
 0.02187  60.00   2.930  0  0.4010  6.8000   9.90  6.2196   1  265.0  15.60 393.37   5.03  31.10
 0.01439  60.00   2.930  0  0.4010  6.6040  18.80  6.2196   1  265.0  15.60 376.70   4.38  29.10
 0.01381  80.00   0.460  0  0.4220  7.8750  32.00  5.6484   4  255.0  14.40 394.23   2.97  50.00
 0.04011  80.00   1.520  0  0.4040  7.2870  34.10  7.3090   2  329.0  12.60 396.90   4.08  33.30
 0.04666  80.00   1.520  0  0.4040  7.1070  36.60  7.3090   2  329.0  12.60 354.31   8.61  30.30
 0.03768  80.00   1.520  0  0.4040  7.2740  38.30  7.3090   2  329.0  12.60 392.20   6.62  34.60
 0.03150  95.00   1.470  0  0.4030  6.9750  15.30  7.6534   3  402.0  17.00 396.90   4.56  34.90
 0.01778  95.00   1.470  0  0.4030  7.1350  13.90  7.6534   3  402.0  17.00 384.30   4.45  32.90
 0.03445  82.50   2.030  0  0.4150  6.1620  38.40  6.2700   2  348.0  14.70 393.77   7.43  24.10
 0.02177  82.50   2.030  0  0.4150  7.6100  15.70  6.2700   2  348.0  14.70 395.38   3.11  42.30
 0.03510  95.00   2.680  0  0.4161  7.8530  33.20  5.1180   4  224.0  14.70 392.78   3.81  48.50
 0.02009  95.00   2.680  0  0.4161  8.0340  31.90  5.1180   4  224.0  14.70 390.55   2.88  50.00
 0.13642   0.00  10.590  0  0.4890  5.8910  22.30  3.9454   4  277.0  18.60 396.90  10.87  22.60
 0.22969   0.00  10.590  0  0.4890  6.3260  52.50  4.3549   4  277.0  18.60 394.87  10.97  24.40
 0.25199   0.00  10.590  0  0.4890  5.7830  72.70  4.3549   4  277.0  18.60 389.43  18.06  22.50
 0.13587   0.00  10.590  1  0.4890  6.0640  59.10  4.2392   4  277.0  18.60 381.32  14.66  24.40
 0.43571   0.00  10.590  1  0.4890  5.3440 100.00  3.8750   4  277.0  18.60 396.90  23.09  20.00
 0.17446   0.00  10.590  1  0.4890  5.9600  92.10  3.8771   4  277.0  18.60 393.25  17.27  21.70
 0.37578   0.00  10.590  1  0.4890  5.4040  88.60  3.6650   4  277.0  18.60 395.24  23.98  19.30
 0.21719   0.00  10.590  1  0.4890  5.8070  53.80  3.6526   4  277.0  18.60 390.94  16.03  22.40
 0.14052   0.00  10.590  0  0.4890  6.3750  32.30  3.9454   4  277.0  18.60 385.81   9.38  28.10
 0.28955   0.00  10.590  0  0.4890  5.4120   9.80  3.5875   4  277.0  18.60 348.93  29.55  23.70
 0.19802   0.00  10.590  0  0.4890  6.1820  42.40  3.9454   4  277.0  18.60 393.63   9.47  25.00
 0.04560   0.00  13.890  1  0.5500  5.8880  56.00  3.1121   5  276.0  16.40 392.80  13.51  23.30
 0.07013   0.00  13.890  0  0.5500  6.6420  85.10  3.4211   5  276.0  16.40 392.78   9.69  28.70
 0.11069   0.00  13.890  1  0.5500  5.9510  93.80  2.8893   5  276.0  16.40 396.90  17.92  21.50
 0.11425   0.00  13.890  1  0.5500  6.3730  92.40  3.3633   5  276.0  16.40 393.74  10.50  23.00
 0.35809   0.00   6.200  1  0.5070  6.9510  88.50  2.8617   8  307.0  17.40 391.70   9.71  26.70
 0.40771   0.00   6.200  1  0.5070  6.1640  91.30  3.0480   8  307.0  17.40 395.24  21.46  21.70
 0.62356   0.00   6.200  1  0.5070  6.8790  77.70  3.2721   8  307.0  17.40 390.39   9.93  27.50
 0.61470   0.00   6.200  0  0.5070  6.6180  80.80  3.2721   8  307.0  17.40 396.90   7.60  30.10
 0.31533   0.00   6.200  0  0.5040  8.2660  78.30  2.8944   8  307.0  17.40 385.05   4.14  44.80
 0.52693   0.00   6.200  0  0.5040  8.7250  83.00  2.8944   8  307.0  17.40 382.00   4.63  50.00
 0.38214   0.00   6.200  0  0.5040  8.0400  86.50  3.2157   8  307.0  17.40 387.38   3.13  37.60
 0.41238   0.00   6.200  0  0.5040  7.1630  79.90  3.2157   8  307.0  17.40 372.08   6.36  31.60
 0.29819   0.00   6.200  0  0.5040  7.6860  17.00  3.3751   8  307.0  17.40 377.51   3.92  46.70
 0.44178   0.00   6.200  0  0.5040  6.5520  21.40  3.3751   8  307.0  17.40 380.34   3.76  31.50
 0.53700   0.00   6.200  0  0.5040  5.9810  68.10  3.6715   8  307.0  17.40 378.35  11.65  24.30
 0.46296   0.00   6.200  0  0.5040  7.4120  76.90  3.6715   8  307.0  17.40 376.14   5.25  31.70
 0.57529   0.00   6.200  0  0.5070  8.3370  73.30  3.8384   8  307.0  17.40 385.91   2.47  41.70
 0.33147   0.00   6.200  0  0.5070  8.2470  70.40  3.6519   8  307.0  17.40 378.95   3.95  48.30
 0.44791   0.00   6.200  1  0.5070  6.7260  66.50  3.6519   8  307.0  17.40 360.20   8.05  29.00
 0.33045   0.00   6.200  0  0.5070  6.0860  61.50  3.6519   8  307.0  17.40 376.75  10.88  24.00
 0.52058   0.00   6.200  1  0.5070  6.6310  76.50  4.1480   8  307.0  17.40 388.45   9.54  25.10
 0.51183   0.00   6.200  0  0.5070  7.3580  71.60  4.1480   8  307.0  17.40 390.07   4.73  31.50
 0.08244  30.00   4.930  0  0.4280  6.4810  18.50  6.1899   6  300.0  16.60 379.41   6.36  23.70
 0.09252  30.00   4.930  0  0.4280  6.6060  42.20  6.1899   6  300.0  16.60 383.78   7.37  23.30
 0.11329  30.00   4.930  0  0.4280  6.8970  54.30  6.3361   6  300.0  16.60 391.25  11.38  22.00
 0.10612  30.00   4.930  0  0.4280  6.0950  65.10  6.3361   6  300.0  16.60 394.62  12.40  20.10
 0.10290  30.00   4.930  0  0.4280  6.3580  52.90  7.0355   6  300.0  16.60 372.75  11.22  22.20
 0.12757  30.00   4.930  0  0.4280  6.3930   7.80  7.0355   6  300.0  16.60 374.71   5.19  23.70
 0.20608  22.00   5.860  0  0.4310  5.5930  76.50  7.9549   7  330.0  19.10 372.49  12.50  17.60
 0.19133  22.00   5.860  0  0.4310  5.6050  70.20  7.9549   7  330.0  19.10 389.13  18.46  18.50
 0.33983  22.00   5.860  0  0.4310  6.1080  34.90  8.0555   7  330.0  19.10 390.18   9.16  24.30
 0.19657  22.00   5.860  0  0.4310  6.2260  79.20  8.0555   7  330.0  19.10 376.14  10.15  20.50
 0.16439  22.00   5.860  0  0.4310  6.4330  49.10  7.8265   7  330.0  19.10 374.71   9.52  24.50
 0.19073  22.00   5.860  0  0.4310  6.7180  17.50  7.8265   7  330.0  19.10 393.74   6.56  26.20
 0.14030  22.00   5.860  0  0.4310  6.4870  13.00  7.3967   7  330.0  19.10 396.28   5.90  24.40
 0.21409  22.00   5.860  0  0.4310  6.4380   8.90  7.3967   7  330.0  19.10 377.07   3.59  24.80
 0.08221  22.00   5.860  0  0.4310  6.9570   6.80  8.9067   7  330.0  19.10 386.09   3.53  29.60
 0.36894  22.00   5.860  0  0.4310  8.2590   8.40  8.9067   7  330.0  19.10 396.90   3.54  42.80
 0.04819  80.00   3.640  0  0.3920  6.1080  32.00  9.2203   1  315.0  16.40 392.89   6.57  21.90
 0.03548  80.00   3.640  0  0.3920  5.8760  19.10  9.2203   1  315.0  16.40 395.18   9.25  20.90
 0.01538  90.00   3.750  0  0.3940  7.4540  34.20  6.3361   3  244.0  15.90 386.34   3.11  44.00
 0.61154  20.00   3.970  0  0.6470  8.7040  86.90  1.8010   5  264.0  13.00 389.70   5.12  50.00
 0.66351  20.00   3.970  0  0.6470  7.3330 100.00  1.8946   5  264.0  13.00 383.29   7.79  36.00
 0.65665  20.00   3.970  0  0.6470  6.8420 100.00  2.0107   5  264.0  13.00 391.93   6.90  30.10
 0.54011  20.00   3.970  0  0.6470  7.2030  81.80  2.1121   5  264.0  13.00 392.80   9.59  33.80
 0.53412  20.00   3.970  0  0.6470  7.5200  89.40  2.1398   5  264.0  13.00 388.37   7.26  43.10
 0.52014  20.00   3.970  0  0.6470  8.3980  91.50  2.2885   5  264.0  13.00 386.86   5.91  48.80
 0.82526  20.00   3.970  0  0.6470  7.3270  94.50  2.0788   5  264.0  13.00 393.42  11.25  31.00
 0.55007  20.00   3.970  0  0.6470  7.2060  91.60  1.9301   5  264.0  13.00 387.89   8.10  36.50
 0.76162  20.00   3.970  0  0.6470  5.5600  62.80  1.9865   5  264.0  13.00 392.40  10.45  22.80
 0.78570  20.00   3.970  0  0.6470  7.0140  84.60  2.1329   5  264.0  13.00 384.07  14.79  30.70
 0.57834  20.00   3.970  0  0.5750  8.2970  67.00  2.4216   5  264.0  13.00 384.54   7.44  50.00
 0.54050  20.00   3.970  0  0.5750  7.4700  52.60  2.8720   5  264.0  13.00 390.30   3.16  43.50
 0.09065  20.00   6.960  1  0.4640  5.9200  61.50  3.9175   3  223.0  18.60 391.34  13.65  20.70
 0.29916  20.00   6.960  0  0.4640  5.8560  42.10  4.4290   3  223.0  18.60 388.65  13.00  21.10
 0.16211  20.00   6.960  0  0.4640  6.2400  16.30  4.4290   3  223.0  18.60 396.90   6.59  25.20
 0.11460  20.00   6.960  0  0.4640  6.5380  58.70  3.9175   3  223.0  18.60 394.96   7.73  24.40
 0.22188  20.00   6.960  1  0.4640  7.6910  51.80  4.3665   3  223.0  18.60 390.77   6.58  35.20
 0.05644  40.00   6.410  1  0.4470  6.7580  32.90  4.0776   4  254.0  17.60 396.90   3.53  32.40
 0.09604  40.00   6.410  0  0.4470  6.8540  42.80  4.2673   4  254.0  17.60 396.90   2.98  32.00
 0.10469  40.00   6.410  1  0.4470  7.2670  49.00  4.7872   4  254.0  17.60 389.25   6.05  33.20
 0.06127  40.00   6.410  1  0.4470  6.8260  27.60  4.8628   4  254.0  17.60 393.45   4.16  33.10
 0.07978  40.00   6.410  0  0.4470  6.4820  32.10  4.1403   4  254.0  17.60 396.90   7.19  29.10
 0.21038  20.00   3.330  0  0.4429  6.8120  32.20  4.1007   5  216.0  14.90 396.90   4.85  35.10
 0.03578  20.00   3.330  0  0.4429  7.8200  64.50  4.6947   5  216.0  14.90 387.31   3.76  45.40
 0.03705  20.00   3.330  0  0.4429  6.9680  37.20  5.2447   5  216.0  14.90 392.23   4.59  35.40
 0.06129  20.00   3.330  1  0.4429  7.6450  49.70  5.2119   5  216.0  14.90 377.07   3.01  46.00
 0.01501  90.00   1.210  1  0.4010  7.9230  24.80  5.8850   1  198.0  13.60 395.52   3.16  50.00
 0.00906  90.00   2.970  0  0.4000  7.0880  20.80  7.3073   1  285.0  15.30 394.72   7.85  32.20
 0.01096  55.00   2.250  0  0.3890  6.4530  31.90  7.3073   1  300.0  15.30 394.72   8.23  22.00
 0.01965  80.00   1.760  0  0.3850  6.2300  31.50  9.0892   1  241.0  18.20 341.60  12.93  20.10
 0.03871  52.50   5.320  0  0.4050  6.2090  31.30  7.3172   6  293.0  16.60 396.90   7.14  23.20
 0.04590  52.50   5.320  0  0.4050  6.3150  45.60  7.3172   6  293.0  16.60 396.90   7.60  22.30
 0.04297  52.50   5.320  0  0.4050  6.5650  22.90  7.3172   6  293.0  16.60 371.72   9.51  24.80
 0.03502  80.00   4.950  0  0.4110  6.8610  27.90  5.1167   4  245.0  19.20 396.90   3.33  28.50
 0.07886  80.00   4.950  0  0.4110  7.1480  27.70  5.1167   4  245.0  19.20 396.90   3.56  37.30
 0.03615  80.00   4.950  0  0.4110  6.6300  23.40  5.1167   4  245.0  19.20 396.90   4.70  27.90
 0.08265   0.00  13.920  0  0.4370  6.1270  18.40  5.5027   4  289.0  16.00 396.90   8.58  23.90
 0.08199   0.00  13.920  0  0.4370  6.0090  42.30  5.5027   4  289.0  16.00 396.90  10.40  21.70
 0.12932   0.00  13.920  0  0.4370  6.6780  31.10  5.9604   4  289.0  16.00 396.90   6.27  28.60
 0.05372   0.00  13.920  0  0.4370  6.5490  51.00  5.9604   4  289.0  16.00 392.85   7.39  27.10
 0.14103   0.00  13.920  0  0.4370  5.7900  58.00  6.3200   4  289.0  16.00 396.90  15.84  20.30
 0.06466  70.00   2.240  0  0.4000  6.3450  20.10  7.8278   5  358.0  14.80 368.24   4.97  22.50
 0.05561  70.00   2.240  0  0.4000  7.0410  10.00  7.8278   5  358.0  14.80 371.58   4.74  29.00
 0.04417  70.00   2.240  0  0.4000  6.8710  47.40  7.8278   5  358.0  14.80 390.86   6.07  24.80
 0.03537  34.00   6.090  0  0.4330  6.5900  40.40  5.4917   7  329.0  16.10 395.75   9.50  22.00
 0.09266  34.00   6.090  0  0.4330  6.4950  18.40  5.4917   7  329.0  16.10 383.61   8.67  26.40
 0.10000  34.00   6.090  0  0.4330  6.9820  17.70  5.4917   7  329.0  16.10 390.43   4.86  33.10
 0.05515  33.00   2.180  0  0.4720  7.2360  41.10  4.0220   7  222.0  18.40 393.68   6.93  36.10
 0.05479  33.00   2.180  0  0.4720  6.6160  58.10  3.3700   7  222.0  18.40 393.36   8.93  28.40
 0.07503  33.00   2.180  0  0.4720  7.4200  71.90  3.0992   7  222.0  18.40 396.90   6.47  33.40
 0.04932  33.00   2.180  0  0.4720  6.8490  70.30  3.1827   7  222.0  18.40 396.90   7.53  28.20
 0.49298   0.00   9.900  0  0.5440  6.6350  82.50  3.3175   4  304.0  18.40 396.90   4.54  22.80
 0.34940   0.00   9.900  0  0.5440  5.9720  76.70  3.1025   4  304.0  18.40 396.24   9.97  20.30
 2.63548   0.00   9.900  0  0.5440  4.9730  37.80  2.5194   4  304.0  18.40 350.45  12.64  16.10
 0.79041   0.00   9.900  0  0.5440  6.1220  52.80  2.6403   4  304.0  18.40 396.90   5.98  22.10
 0.26169   0.00   9.900  0  0.5440  6.0230  90.40  2.8340   4  304.0  18.40 396.30  11.72  19.40
 0.26938   0.00   9.900  0  0.5440  6.2660  82.80  3.2628   4  304.0  18.40 393.39   7.90  21.60
 0.36920   0.00   9.900  0  0.5440  6.5670  87.30  3.6023   4  304.0  18.40 395.69   9.28  23.80
 0.25356   0.00   9.900  0  0.5440  5.7050  77.70  3.9450   4  304.0  18.40 396.42  11.50  16.20
 0.31827   0.00   9.900  0  0.5440  5.9140  83.20  3.9986   4  304.0  18.40 390.70  18.33  17.80
 0.24522   0.00   9.900  0  0.5440  5.7820  71.70  4.0317   4  304.0  18.40 396.90  15.94  19.80
 0.40202   0.00   9.900  0  0.5440  6.3820  67.20  3.5325   4  304.0  18.40 395.21  10.36  23.10
 0.47547   0.00   9.900  0  0.5440  6.1130  58.80  4.0019   4  304.0  18.40 396.23  12.73  21.00
 0.16760   0.00   7.380  0  0.4930  6.4260  52.30  4.5404   5  287.0  19.60 396.90   7.20  23.80
 0.18159   0.00   7.380  0  0.4930  6.3760  54.30  4.5404   5  287.0  19.60 396.90   6.87  23.10
 0.35114   0.00   7.380  0  0.4930  6.0410  49.90  4.7211   5  287.0  19.60 396.90   7.70  20.40
 0.28392   0.00   7.380  0  0.4930  5.7080  74.30  4.7211   5  287.0  19.60 391.13  11.74  18.50
 0.34109   0.00   7.380  0  0.4930  6.4150  40.10  4.7211   5  287.0  19.60 396.90   6.12  25.00
 0.19186   0.00   7.380  0  0.4930  6.4310  14.70  5.4159   5  287.0  19.60 393.68   5.08  24.60
 0.30347   0.00   7.380  0  0.4930  6.3120  28.90  5.4159   5  287.0  19.60 396.90   6.15  23.00
 0.24103   0.00   7.380  0  0.4930  6.0830  43.70  5.4159   5  287.0  19.60 396.90  12.79  22.20
 0.06617   0.00   3.240  0  0.4600  5.8680  25.80  5.2146   4  430.0  16.90 382.44   9.97  19.30
 0.06724   0.00   3.240  0  0.4600  6.3330  17.20  5.2146   4  430.0  16.90 375.21   7.34  22.60
 0.04544   0.00   3.240  0  0.4600  6.1440  32.20  5.8736   4  430.0  16.90 368.57   9.09  19.80
 0.05023  35.00   6.060  0  0.4379  5.7060  28.40  6.6407   1  304.0  16.90 394.02  12.43  17.10
 0.03466  35.00   6.060  0  0.4379  6.0310  23.30  6.6407   1  304.0  16.90 362.25   7.83  19.40
 0.05083   0.00   5.190  0  0.5150  6.3160  38.10  6.4584   5  224.0  20.20 389.71   5.68  22.20
 0.03738   0.00   5.190  0  0.5150  6.3100  38.50  6.4584   5  224.0  20.20 389.40   6.75  20.70
 0.03961   0.00   5.190  0  0.5150  6.0370  34.50  5.9853   5  224.0  20.20 396.90   8.01  21.10
 0.03427   0.00   5.190  0  0.5150  5.8690  46.30  5.2311   5  224.0  20.20 396.90   9.80  19.50
 0.03041   0.00   5.190  0  0.5150  5.8950  59.60  5.6150   5  224.0  20.20 394.81  10.56  18.50
 0.03306   0.00   5.190  0  0.5150  6.0590  37.30  4.8122   5  224.0  20.20 396.14   8.51  20.60
 0.05497   0.00   5.190  0  0.5150  5.9850  45.40  4.8122   5  224.0  20.20 396.90   9.74  19.00
 0.06151   0.00   5.190  0  0.5150  5.9680  58.50  4.8122   5  224.0  20.20 396.90   9.29  18.70
 0.01301  35.00   1.520  0  0.4420  7.2410  49.30  7.0379   1  284.0  15.50 394.74   5.49  32.70
 0.02498   0.00   1.890  0  0.5180  6.5400  59.70  6.2669   1  422.0  15.90 389.96   8.65  16.50
 0.02543  55.00   3.780  0  0.4840  6.6960  56.40  5.7321   5  370.0  17.60 396.90   7.18  23.90
 0.03049  55.00   3.780  0  0.4840  6.8740  28.10  6.4654   5  370.0  17.60 387.97   4.61  31.20
 0.03113   0.00   4.390  0  0.4420  6.0140  48.50  8.0136   3  352.0  18.80 385.64  10.53  17.50
 0.06162   0.00   4.390  0  0.4420  5.8980  52.30  8.0136   3  352.0  18.80 364.61  12.67  17.20
 0.01870  85.00   4.150  0  0.4290  6.5160  27.70  8.5353   4  351.0  17.90 392.43   6.36  23.10
 0.01501  80.00   2.010  0  0.4350  6.6350  29.70  8.3440   4  280.0  17.00 390.94   5.99  24.50
 0.02899  40.00   1.250  0  0.4290  6.9390  34.50  8.7921   1  335.0  19.70 389.85   5.89  26.60
 0.06211  40.00   1.250  0  0.4290  6.4900  44.40  8.7921   1  335.0  19.70 396.90   5.98  22.90
 0.07950  60.00   1.690  0  0.4110  6.5790  35.90 10.7103   4  411.0  18.30 370.78   5.49  24.10
 0.07244  60.00   1.690  0  0.4110  5.8840  18.50 10.7103   4  411.0  18.30 392.33   7.79  18.60
 0.01709  90.00   2.020  0  0.4100  6.7280  36.10 12.1265   5  187.0  17.00 384.46   4.50  30.10
 0.04301  80.00   1.910  0  0.4130  5.6630  21.90 10.5857   4  334.0  22.00 382.80   8.05  18.20
 0.10659  80.00   1.910  0  0.4130  5.9360  19.50 10.5857   4  334.0  22.00 376.04   5.57  20.60
 8.98296   0.00  18.100  1  0.7700  6.2120  97.40  2.1222  24  666.0  20.20 377.73  17.60  17.80
 3.84970   0.00  18.100  1  0.7700  6.3950  91.00  2.5052  24  666.0  20.20 391.34  13.27  21.70
 5.20177   0.00  18.100  1  0.7700  6.1270  83.40  2.7227  24  666.0  20.20 395.43  11.48  22.70
 4.26131   0.00  18.100  0  0.7700  6.1120  81.30  2.5091  24  666.0  20.20 390.74  12.67  22.60
 4.54192   0.00  18.100  0  0.7700  6.3980  88.00  2.5182  24  666.0  20.20 374.56   7.79  25.00
 3.83684   0.00  18.100  0  0.7700  6.2510  91.10  2.2955  24  666.0  20.20 350.65  14.19  19.90
 3.67822   0.00  18.100  0  0.7700  5.3620  96.20  2.1036  24  666.0  20.20 380.79  10.19  20.80
 4.22239   0.00  18.100  1  0.7700  5.8030  89.00  1.9047  24  666.0  20.20 353.04  14.64  16.80
 3.47428   0.00  18.100  1  0.7180  8.7800  82.90  1.9047  24  666.0  20.20 354.55   5.29  21.90
 4.55587   0.00  18.100  0  0.7180  3.5610  87.90  1.6132  24  666.0  20.20 354.70   7.12  27.50
 3.69695   0.00  18.100  0  0.7180  4.9630  91.40  1.7523  24  666.0  20.20 316.03  14.00  21.90
13.52220   0.00  18.100  0  0.6310  3.8630 100.00  1.5106  24  666.0  20.20 131.42  13.33  23.10
 4.89822   0.00  18.100  0  0.6310  4.9700 100.00  1.3325  24  666.0  20.20 375.52   3.26  50.00
 5.66998   0.00  18.100  1  0.6310  6.6830  96.80  1.3567  24  666.0  20.20 375.33   3.73  50.00
 6.53876   0.00  18.100  1  0.6310  7.0160  97.50  1.2024  24  666.0  20.20 392.05   2.96  50.00
 9.23230   0.00  18.100  0  0.6310  6.2160 100.00  1.1691  24  666.0  20.20 366.15   9.53  50.00
 8.26725   0.00  18.100  1  0.6680  5.8750  89.60  1.1296  24  666.0  20.20 347.88   8.88  50.00
11.10810   0.00  18.100  0  0.6680  4.9060 100.00  1.1742  24  666.0  20.20 396.90  34.77  13.80
18.49820   0.00  18.100  0  0.6680  4.1380 100.00  1.1370  24  666.0  20.20 396.90  37.97  13.80
19.60910   0.00  18.100  0  0.6710  7.3130  97.90  1.3163  24  666.0  20.20 396.90  13.44  15.00
15.28800   0.00  18.100  0  0.6710  6.6490  93.30  1.3449  24  666.0  20.20 363.02  23.24  13.90
 9.82349   0.00  18.100  0  0.6710  6.7940  98.80  1.3580  24  666.0  20.20 396.90  21.24  13.30
23.64820   0.00  18.100  0  0.6710  6.3800  96.20  1.3861  24  666.0  20.20 396.90  23.69  13.10
17.86670   0.00  18.100  0  0.6710  6.2230 100.00  1.3861  24  666.0  20.20 393.74  21.78  10.20
88.97620   0.00  18.100  0  0.6710  6.9680  91.90  1.4165  24  666.0  20.20 396.90  17.21  10.40
15.87440   0.00  18.100  0  0.6710  6.5450  99.10  1.5192  24  666.0  20.20 396.90  21.08  10.90
 9.18702   0.00  18.100  0  0.7000  5.5360 100.00  1.5804  24  666.0  20.20 396.90  23.60  11.30
 7.99248   0.00  18.100  0  0.7000  5.5200 100.00  1.5331  24  666.0  20.20 396.90  24.56  12.30
20.08490   0.00  18.100  0  0.7000  4.3680  91.20  1.4395  24  666.0  20.20 285.83  30.63   8.80
16.81180   0.00  18.100  0  0.7000  5.2770  98.10  1.4261  24  666.0  20.20 396.90  30.81   7.20
24.39380   0.00  18.100  0  0.7000  4.6520 100.00  1.4672  24  666.0  20.20 396.90  28.28  10.50
22.59710   0.00  18.100  0  0.7000  5.0000  89.50  1.5184  24  666.0  20.20 396.90  31.99   7.40
14.33370   0.00  18.100  0  0.7000  4.8800 100.00  1.5895  24  666.0  20.20 372.92  30.62  10.20
 8.15174   0.00  18.100  0  0.7000  5.3900  98.90  1.7281  24  666.0  20.20 396.90  20.85  11.50
 6.96215   0.00  18.100  0  0.7000  5.7130  97.00  1.9265  24  666.0  20.20 394.43  17.11  15.10
 5.29305   0.00  18.100  0  0.7000  6.0510  82.50  2.1678  24  666.0  20.20 378.38  18.76  23.20
11.57790   0.00  18.100  0  0.7000  5.0360  97.00  1.7700  24  666.0  20.20 396.90  25.68   9.70
 8.64476   0.00  18.100  0  0.6930  6.1930  92.60  1.7912  24  666.0  20.20 396.90  15.17  13.80
13.35980   0.00  18.100  0  0.6930  5.8870  94.70  1.7821  24  666.0  20.20 396.90  16.35  12.70
 8.71675   0.00  18.100  0  0.6930  6.4710  98.80  1.7257  24  666.0  20.20 391.98  17.12  13.10
 5.87205   0.00  18.100  0  0.6930  6.4050  96.00  1.6768  24  666.0  20.20 396.90  19.37  12.50
 7.67202   0.00  18.100  0  0.6930  5.7470  98.90  1.6334  24  666.0  20.20 393.10  19.92   8.50
38.35180   0.00  18.100  0  0.6930  5.4530 100.00  1.4896  24  666.0  20.20 396.90  30.59   5.00
 9.91655   0.00  18.100  0  0.6930  5.8520  77.80  1.5004  24  666.0  20.20 338.16  29.97   6.30
25.04610   0.00  18.100  0  0.6930  5.9870 100.00  1.5888  24  666.0  20.20 396.90  26.77   5.60
14.23620   0.00  18.100  0  0.6930  6.3430 100.00  1.5741  24  666.0  20.20 396.90  20.32   7.20
 9.59571   0.00  18.100  0  0.6930  6.4040 100.00  1.6390  24  666.0  20.20 376.11  20.31  12.10
24.80170   0.00  18.100  0  0.6930  5.3490  96.00  1.7028  24  666.0  20.20 396.90  19.77   8.30
41.52920   0.00  18.100  0  0.6930  5.5310  85.40  1.6074  24  666.0  20.20 329.46  27.38   8.50
67.92080   0.00  18.100  0  0.6930  5.6830 100.00  1.4254  24  666.0  20.20 384.97  22.98   5.00
20.71620   0.00  18.100  0  0.6590  4.1380 100.00  1.1781  24  666.0  20.20 370.22  23.34  11.90
11.95110   0.00  18.100  0  0.6590  5.6080 100.00  1.2852  24  666.0  20.20 332.09  12.13  27.90
 7.40389   0.00  18.100  0  0.5970  5.6170  97.90  1.4547  24  666.0  20.20 314.64  26.40  17.20
14.43830   0.00  18.100  0  0.5970  6.8520 100.00  1.4655  24  666.0  20.20 179.36  19.78  27.50
51.13580   0.00  18.100  0  0.5970  5.7570 100.00  1.4130  24  666.0  20.20   2.60  10.11  15.00
14.05070   0.00  18.100  0  0.5970  6.6570 100.00  1.5275  24  666.0  20.20  35.05  21.22  17.20
18.81100   0.00  18.100  0  0.5970  4.6280 100.00  1.5539  24  666.0  20.20  28.79  34.37  17.90
28.65580   0.00  18.100  0  0.5970  5.1550 100.00  1.5894  24  666.0  20.20 210.97  20.08  16.30
45.74610   0.00  18.100  0  0.6930  4.5190 100.00  1.6582  24  666.0  20.20  88.27  36.98   7.00
18.08460   0.00  18.100  0  0.6790  6.4340 100.00  1.8347  24  666.0  20.20  27.25  29.05   7.20
10.83420   0.00  18.100  0  0.6790  6.7820  90.80  1.8195  24  666.0  20.20  21.57  25.79   7.50
25.94060   0.00  18.100  0  0.6790  5.3040  89.10  1.6475  24  666.0  20.20 127.36  26.64  10.40
73.53410   0.00  18.100  0  0.6790  5.9570 100.00  1.8026  24  666.0  20.20  16.45  20.62   8.80
11.81230   0.00  18.100  0  0.7180  6.8240  76.50  1.7940  24  666.0  20.20  48.45  22.74   8.40
11.08740   0.00  18.100  0  0.7180  6.4110 100.00  1.8589  24  666.0  20.20 318.75  15.02  16.70
 7.02259   0.00  18.100  0  0.7180  6.0060  95.30  1.8746  24  666.0  20.20 319.98  15.70  14.20
12.04820   0.00  18.100  0  0.6140  5.6480  87.60  1.9512  24  666.0  20.20 291.55  14.10  20.80
 7.05042   0.00  18.100  0  0.6140  6.1030  85.10  2.0218  24  666.0  20.20   2.52  23.29  13.40
 8.79212   0.00  18.100  0  0.5840  5.5650  70.60  2.0635  24  666.0  20.20   3.65  17.16  11.70
15.86030   0.00  18.100  0  0.6790  5.8960  95.40  1.9096  24  666.0  20.20   7.68  24.39   8.30
12.24720   0.00  18.100  0  0.5840  5.8370  59.70  1.9976  24  666.0  20.20  24.65  15.69  10.20
37.66190   0.00  18.100  0  0.6790  6.2020  78.70  1.8629  24  666.0  20.20  18.82  14.52  10.90
 7.36711   0.00  18.100  0  0.6790  6.1930  78.10  1.9356  24  666.0  20.20  96.73  21.52  11.00
 9.33889   0.00  18.100  0  0.6790  6.3800  95.60  1.9682  24  666.0  20.20  60.72  24.08   9.50
 8.49213   0.00  18.100  0  0.5840  6.3480  86.10  2.0527  24  666.0  20.20  83.45  17.64  14.50
10.06230   0.00  18.100  0  0.5840  6.8330  94.30  2.0882  24  666.0  20.20  81.33  19.69  14.10
 6.44405   0.00  18.100  0  0.5840  6.4250  74.80  2.2004  24  666.0  20.20  97.95  12.03  16.10
 5.58107   0.00  18.100  0  0.7130  6.4360  87.90  2.3158  24  666.0  20.20 100.19  16.22  14.30
13.91340   0.00  18.100  0  0.7130  6.2080  95.00  2.2222  24  666.0  20.20 100.63  15.17  11.70
11.16040   0.00  18.100  0  0.7400  6.6290  94.60  2.1247  24  666.0  20.20 109.85  23.27  13.40
14.42080   0.00  18.100  0  0.7400  6.4610  93.30  2.0026  24  666.0  20.20  27.49  18.05   9.60
15.17720   0.00  18.100  0  0.7400  6.1520 100.00  1.9142  24  666.0  20.20   9.32  26.45   8.70
13.67810   0.00  18.100  0  0.7400  5.9350  87.90  1.8206  24  666.0  20.20  68.95  34.02   8.40
 9.39063   0.00  18.100  0  0.7400  5.6270  93.90  1.8172  24  666.0  20.20 396.90  22.88  12.80
22.05110   0.00  18.100  0  0.7400  5.8180  92.40  1.8662  24  666.0  20.20 391.45  22.11  10.50
 9.72418   0.00  18.100  0  0.7400  6.4060  97.20  2.0651  24  666.0  20.20 385.96  19.52  17.10
 5.66637   0.00  18.100  0  0.7400  6.2190 100.00  2.0048  24  666.0  20.20 395.69  16.59  18.40
 9.96654   0.00  18.100  0  0.7400  6.4850 100.00  1.9784  24  666.0  20.20 386.73  18.85  15.40
12.80230   0.00  18.100  0  0.7400  5.8540  96.60  1.8956  24  666.0  20.20 240.52  23.79  10.80
10.67180   0.00  18.100  0  0.7400  6.4590  94.80  1.9879  24  666.0  20.20  43.06  23.98  11.80
 6.28807   0.00  18.100  0  0.7400  6.3410  96.40  2.0720  24  666.0  20.20 318.01  17.79  14.90
 9.92485   0.00  18.100  0  0.7400  6.2510  96.60  2.1980  24  666.0  20.20 388.52  16.44  12.60
 9.32909   0.00  18.100  0  0.7130  6.1850  98.70  2.2616  24  666.0  20.20 396.90  18.13  14.10
 7.52601   0.00  18.100  0  0.7130  6.4170  98.30  2.1850  24  666.0  20.20 304.21  19.31  13.00
 6.71772   0.00  18.100  0  0.7130  6.7490  92.60  2.3236  24  666.0  20.20   0.32  17.44  13.40
 5.44114   0.00  18.100  0  0.7130  6.6550  98.20  2.3552  24  666.0  20.20 355.29  17.73  15.20
 5.09017   0.00  18.100  0  0.7130  6.2970  91.80  2.3682  24  666.0  20.20 385.09  17.27  16.10
 8.24809   0.00  18.100  0  0.7130  7.3930  99.30  2.4527  24  666.0  20.20 375.87  16.74  17.80
 9.51363   0.00  18.100  0  0.7130  6.7280  94.10  2.4961  24  666.0  20.20   6.68  18.71  14.90
 4.75237   0.00  18.100  0  0.7130  6.5250  86.50  2.4358  24  666.0  20.20  50.92  18.13  14.10
 4.66883   0.00  18.100  0  0.7130  5.9760  87.90  2.5806  24  666.0  20.20  10.48  19.01  12.70
 8.20058   0.00  18.100  0  0.7130  5.9360  80.30  2.7792  24  666.0  20.20   3.50  16.94  13.50
 7.75223   0.00  18.100  0  0.7130  6.3010  83.70  2.7831  24  666.0  20.20 272.21  16.23  14.90
 6.80117   0.00  18.100  0  0.7130  6.0810  84.40  2.7175  24  666.0  20.20 396.90  14.70  20.00
 4.81213   0.00  18.100  0  0.7130  6.7010  90.00  2.5975  24  666.0  20.20 255.23  16.42  16.40
 3.69311   0.00  18.100  0  0.7130  6.3760  88.40  2.5671  24  666.0  20.20 391.43  14.65  17.70
 6.65492   0.00  18.100  0  0.7130  6.3170  83.00  2.7344  24  666.0  20.20 396.90  13.99  19.50
 5.82115   0.00  18.100  0  0.7130  6.5130  89.90  2.8016  24  666.0  20.20 393.82  10.29  20.20
 7.83932   0.00  18.100  0  0.6550  6.2090  65.40  2.9634  24  666.0  20.20 396.90  13.22  21.40
 3.16360   0.00  18.100  0  0.6550  5.7590  48.20  3.0665  24  666.0  20.20 334.40  14.13  19.90
 3.77498   0.00  18.100  0  0.6550  5.9520  84.70  2.8715  24  666.0  20.20  22.01  17.15  19.00
 4.42228   0.00  18.100  0  0.5840  6.0030  94.50  2.5403  24  666.0  20.20 331.29  21.32  19.10
15.57570   0.00  18.100  0  0.5800  5.9260  71.00  2.9084  24  666.0  20.20 368.74  18.13  19.10
13.07510   0.00  18.100  0  0.5800  5.7130  56.70  2.8237  24  666.0  20.20 396.90  14.76  20.10
 4.34879   0.00  18.100  0  0.5800  6.1670  84.00  3.0334  24  666.0  20.20 396.90  16.29  19.90
 4.03841   0.00  18.100  0  0.5320  6.2290  90.70  3.0993  24  666.0  20.20 395.33  12.87  19.60
 3.56868   0.00  18.100  0  0.5800  6.4370  75.00  2.8965  24  666.0  20.20 393.37  14.36  23.20
 4.64689   0.00  18.100  0  0.6140  6.9800  67.60  2.5329  24  666.0  20.20 374.68  11.66  29.80
 8.05579   0.00  18.100  0  0.5840  5.4270  95.40  2.4298  24  666.0  20.20 352.58  18.14  13.80
 6.39312   0.00  18.100  0  0.5840  6.1620  97.40  2.2060  24  666.0  20.20 302.76  24.10  13.30
 4.87141   0.00  18.100  0  0.6140  6.4840  93.60  2.3053  24  666.0  20.20 396.21  18.68  16.70
15.02340   0.00  18.100  0  0.6140  5.3040  97.30  2.1007  24  666.0  20.20 349.48  24.91  12.00
10.23300   0.00  18.100  0  0.6140  6.1850  96.70  2.1705  24  666.0  20.20 379.70  18.03  14.60
14.33370   0.00  18.100  0  0.6140  6.2290  88.00  1.9512  24  666.0  20.20 383.32  13.11  21.40
 5.82401   0.00  18.100  0  0.5320  6.2420  64.70  3.4242  24  666.0  20.20 396.90  10.74  23.00
 5.70818   0.00  18.100  0  0.5320  6.7500  74.90  3.3317  24  666.0  20.20 393.07   7.74  23.70
 5.73116   0.00  18.100  0  0.5320  7.0610  77.00  3.4106  24  666.0  20.20 395.28   7.01  25.00
 2.81838   0.00  18.100  0  0.5320  5.7620  40.30  4.0983  24  666.0  20.20 392.92  10.42  21.80
 2.37857   0.00  18.100  0  0.5830  5.8710  41.90  3.7240  24  666.0  20.20 370.73  13.34  20.60
 3.67367   0.00  18.100  0  0.5830  6.3120  51.90  3.9917  24  666.0  20.20 388.62  10.58  21.20
 5.69175   0.00  18.100  0  0.5830  6.1140  79.80  3.5459  24  666.0  20.20 392.68  14.98  19.10
 4.83567   0.00  18.100  0  0.5830  5.9050  53.20  3.1523  24  666.0  20.20 388.22  11.45  20.60
 0.15086   0.00  27.740  0  0.6090  5.4540  92.70  1.8209   4  711.0  20.10 395.09  18.06  15.20
 0.18337   0.00  27.740  0  0.6090  5.4140  98.30  1.7554   4  711.0  20.10 344.05  23.97   7.00
 0.20746   0.00  27.740  0  0.6090  5.0930  98.00  1.8226   4  711.0  20.10 318.43  29.68   8.10
 0.10574   0.00  27.740  0  0.6090  5.9830  98.80  1.8681   4  711.0  20.10 390.11  18.07  13.60
 0.11132   0.00  27.740  0  0.6090  5.9830  83.50  2.1099   4  711.0  20.10 396.90  13.35  20.10
 0.17331   0.00   9.690  0  0.5850  5.7070  54.00  2.3817   6  391.0  19.20 396.90  12.01  21.80
 0.27957   0.00   9.690  0  0.5850  5.9260  42.60  2.3817   6  391.0  19.20 396.90  13.59  24.50
 0.17899   0.00   9.690  0  0.5850  5.6700  28.80  2.7986   6  391.0  19.20 393.29  17.60  23.10
 0.28960   0.00   9.690  0  0.5850  5.3900  72.90  2.7986   6  391.0  19.20 396.90  21.14  19.70
 0.26838   0.00   9.690  0  0.5850  5.7940  70.60  2.8927   6  391.0  19.20 396.90  14.10  18.30
 0.23912   0.00   9.690  0  0.5850  6.0190  65.30  2.4091   6  391.0  19.20 396.90  12.92  21.20
 0.17783   0.00   9.690  0  0.5850  5.5690  73.50  2.3999   6  391.0  19.20 395.77  15.10  17.50
 0.22438   0.00   9.690  0  0.5850  6.0270  79.70  2.4982   6  391.0  19.20 396.90  14.33  16.80
 0.06263   0.00  11.930  0  0.5730  6.5930  69.10  2.4786   1  273.0  21.00 391.99   9.67  22.40
 0.04527   0.00  11.930  0  0.5730  6.1200  76.70  2.2875   1  273.0  21.00 396.90   9.08  20.60
 0.06076   0.00  11.930  0  0.5730  6.9760  91.00  2.1675   1  273.0  21.00 396.90   5.64  23.90
 0.10959   0.00  11.930  0  0.5730  6.7940  89.30  2.3889   1  273.0  21.00 393.45   6.48  22.00
 0.04741   0.00  11.930  0  0.5730  6.0300  80.80  2.5050   1  273.0  21.00 396.90   7.88  11.90


================================================
FILE: DATA/ovariancancer_grp.csv
================================================
Cancer
Cancer
Cancer
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Cancer
Cancer
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Cancer
Cancer
Cancer
Cancer
Normal
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================================================
FILE: DATA/ovariancancer_obs.csv
================================================
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FILE: README.md
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# Data_Driven_Science_Python_Demos

<img src="http://www.databookuw.com/files/stacks-image-5bffc53-882x1200.png" alt="Data Driven Book Cover" width="200"/>

IPython notebooks with demo code intended as a companion to the book:  


Data Driven Science & Engineering: Machine Learning, Dynamical Systems, and Control  
by S. L. Brunton and J. N. Kutz  
Cambridge Textbook, 2019  
Copyright 2019, All Rights Reserved  
http://databookuw.com/


Python code library by Daniel Dylewsky. There are a few items that are only available in the Matlab version. Many of these notebooks make use of third-party Python modules. Download links for the more obscure ones are provided inline.

MATLAB versions of these demos are available at https://github.com/dynamicslab/databook_matlab

Please cite this book when using this code/data.